id,market,category,question,answer,difficulty,sub-category,formula,data,data_indicator 0,CN,fundamental,德业股份2024年的毛利率是?(单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,38.7632,easy,profitability,(营业收入 - 营业成本) / 营业收入 * 100%,"year,营业收入,营业成本 2024,11206467574.84,6862480940.47 ", 1,CN,fundamental,2020年紫光股份的毛利率是?(单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,19.7122,easy,profitability,(营业收入 - 营业成本) / 营业收入 * 100%,"year,营业收入,营业成本 2020,60083923906.8,48240059774.35 ", 2,CN,fundamental,合盛硅业的毛利率在2025年是多少?(单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,7.2874,easy,profitability,(营业收入 - 营业成本) / 营业收入 * 100%,"year,营业收入,营业成本 2025,20498545487.94,19004725882.9 ", 3,CN,fundamental,对于毛利率,上海莱士在2020年的值是?(单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,61.9752,easy,profitability,(营业收入 - 营业成本) / 营业收入 * 100%,"year,营业收入,营业成本 2020,2761682036.39,1050123130.86 ", 4,CN,fundamental,计算2017年度中航机载的毛利率。(单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,32.2627,easy,profitability,(营业收入 - 营业成本) / 营业收入 * 100%,"year,营业收入,营业成本 2017,7023114803.84,4757267783.21 ", 5,CN,fundamental,迈瑞医疗2020年的EBIT利润率是?(单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,35.3776,easy,profitability,(利润总额 + 利息支出) / 营业收入 * 100%,"year,营业收入,利润总额,财务费用——利息费用 2020,21025846389.0,7438440275.0,0.0 ", 6,CN,fundamental,2022年赛力斯的EBIT利润率是?(单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,-13.4885,easy,profitability,(利润总额 + 利息支出) / 营业收入 * 100%,"year,营业收入,利润总额,财务费用——利息费用 2022,34104996188.52,-4930410009.11,330170794.19 ", 7,CN,fundamental,新希望的EBIT利润率在2017年是多少?(单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,5.6259,easy,profitability,(利润总额 + 利息支出) / 营业收入 * 100%,"year,营业收入,利润总额,财务费用——利息费用 2017,62566848592.71,3211011868.32,308941379.52 ", 8,CN,fundamental,对于EBIT利润率,芒果超媒在2016年的值是?(单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1.9924,easy,profitability,(利润总额 + 利息支出) / 营业收入 * 100%,"year,营业收入,利润总额,财务费用——利息费用 2016,3219279125.21,64142019.33,0.0 ", 9,CN,fundamental,计算2024年度智飞生物的EBIT利润率。(单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,8.9214,easy,profitability,(利润总额 + 利息支出) / 营业收入 * 100%,"year,营业收入,利润总额,财务费用——利息费用 2024,26049233909.14,2162644237.86,161321690.78 ", 10,CN,fundamental,中国海油2023年的EBITDA利润率是?(单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,58.6507,easy,profitability,(利润总额 + 利息支出 + 折旧与摊销) / 营业收入 * 100%,"year,营业收入,利润总额,财务费用——利息费用,固定资产折旧、油气资产折耗、生产性生物资产折旧,无形资产摊销,长期待摊费用摊销 2023,416609000000.0,172974000000.0,2423000000.0,67882000000.0,900000000.0,165000000.0 ", 11,CN,fundamental,2020年赛轮轮胎的EBITDA利润率是?(单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,17.8737,easy,profitability,(利润总额 + 利息支出 + 折旧与摊销) / 营业收入 * 100%,"year,营业收入,利润总额,财务费用——利息费用,固定资产折旧、油气资产折耗、生产性生物资产折旧,无形资产摊销,长期待摊费用摊销 2020,15404989184.81,1721031432.96,262153951.14,665428502.11,28086958.26,76745486.78 ", 12,CN,fundamental,中科曙光的EBITDA利润率在2016年是多少?(单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,8.1841,easy,profitability,(利润总额 + 利息支出 + 折旧与摊销) / 营业收入 * 100%,"year,营业收入,利润总额,财务费用——利息费用,固定资产折旧、油气资产折耗、生产性生物资产折旧,无形资产摊销,长期待摊费用摊销 2016,4360148547.55,280838156.23,0.0,56175554.59,18325827.97,1499031.37 ", 13,CN,fundamental,对于EBITDA利润率,中远海控在2023年的值是?(单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,32.0082,easy,profitability,(利润总额 + 利息支出 + 折旧与摊销) / 营业收入 * 100%,"year,营业收入,利润总额,财务费用——利息费用,固定资产折旧、油气资产折耗、生产性生物资产折旧,无形资产摊销,长期待摊费用摊销 2023,175452975431.13,33079791412.51,3592759562.93,18948943626.66,381163412.12,156755582.84 ", 14,CN,fundamental,计算2019年度中国建筑的EBITDA利润率。(单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,7.1129,easy,profitability,(利润总额 + 利息支出 + 折旧与摊销) / 营业收入 * 100%,"year,营业收入,利润总额,财务费用——利息费用,固定资产折旧、油气资产折耗、生产性生物资产折旧,无形资产摊销,长期待摊费用摊销 2019,1419836588000.0,81467846000.0,10476405000.0,8261361000.0,447821000.0,338210000.0 ", 15,CN,fundamental,宝信软件2020年的净利率是?(单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,13.9651,easy,profitability,净利润 / 营业收入 * 100%,"year,营业收入,净利润 2020,10225041913.62,1427937644.67 ", 16,CN,fundamental,2021年藏格矿业的净利率是?(单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,39.401,easy,profitability,净利润 / 营业收入 * 100%,"year,营业收入,净利润 2021,3622594323.02,1427339931.06 ", 17,CN,fundamental,TCL中环的净利率在2022年是多少?(单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,10.5552,easy,profitability,净利润 / 营业收入 * 100%,"year,营业收入,净利润 2022,67010157024.98,7073042749.54 ", 18,CN,fundamental,对于净利率,兴业证券在2019年的值是?(单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,13.4411,easy,profitability,净利润 / 营业收入 * 100%,"year,营业收入,净利润 2019,14249535861.49,1915292414.76 ", 19,CN,fundamental,计算2021年度天坛生物的净利率。(单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,25.9916,easy,profitability,净利润 / 营业收入 * 100%,"year,营业收入,净利润 2021,4112155621.36,1068813818.4 ", 20,CN,fundamental,上海莱士2016年的净资产收益率是?(单位:%;按归属于母公司的计算;所有者权益按期末值计算)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,13.7773,easy,profitability,净利润 / 所有者权益 * 100%,"year,归属于母公司所有者的净利润,归属于母公司所有者权益合计 2016,1613153629.12,11708763369.19 ", 21,CN,fundamental,2025年盐湖股份的净资产收益率是?(单位:%;按归属于母公司的计算;所有者权益按期末值计算)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,18.3156,easy,profitability,净利润 / 所有者权益 * 100%,"year,归属于母公司所有者的净利润,归属于母公司所有者权益合计 2025,8475535262.69,46274967430.36 ", 22,CN,fundamental,五粮液的净资产收益率在2022年是多少?(单位:%;按归属于母公司的计算;所有者权益按期末值计算)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,23.4065,easy,profitability,净利润 / 所有者权益 * 100%,"year,归属于母公司所有者的净利润,归属于母公司所有者权益合计 2022,26689983647.2,114027897212.18 ", 23,CN,fundamental,对于净资产收益率,国投电力在2019年的值是?(单位:%;按归属于母公司的计算;所有者权益按期末值计算)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,11.776,easy,profitability,净利润 / 所有者权益 * 100%,"year,归属于母公司所有者的净利润,归属于母公司所有者权益合计 2019,4755460882.37,40382512223.65 ", 24,CN,fundamental,计算2025年度华大九天的净资产收益率。(单位:%;按归属于母公司的计算;所有者权益按期末值计算)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1.1611,easy,profitability,净利润 / 所有者权益 * 100%,"year,归属于母公司所有者的净利润,归属于母公司所有者权益合计 2025,60983525.27,5252047481.67 ", 25,CN,fundamental,青岛港2024年的总资产收益率是?(单位:%;总资产按期末值计算)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,9.1351,easy,profitability,净利润 / 总资产 * 100%,"year,净利润,资产合计 2024,5732264385.0,62749753460.0 ", 26,CN,fundamental,2024年华电国际的总资产收益率是?(单位:%;总资产按期末值计算)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,2.8296,easy,profitability,净利润 / 总资产 * 100%,"year,净利润,资产合计 2024,7509802000.0,265401631000.0 ", 27,CN,fundamental,京沪高铁的总资产收益率在2025年是多少?(单位:%;总资产按期末值计算)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,4.586,easy,profitability,净利润 / 总资产 * 100%,"year,净利润,资产合计 2025,13204724664.79,287938421202.66 ", 28,CN,fundamental,对于总资产收益率,中芯国际在2020年的值是?(单位:%;总资产按期末值计算)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1.9654,easy,profitability,净利润 / 总资产 * 100%,"year,净利润,资产合计 2020,4021326000.0,204601654000.0 ", 29,CN,fundamental,计算2022年度信达证券的总资产收益率。(单位:%;总资产按期末值计算)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,2.005,easy,profitability,净利润 / 总资产 * 100%,"year,净利润,资产合计 2022,1318275475.08,65750409154.18 ", 30,CN,fundamental,新希望2017年的投入资本回报率是?(单位:%;投入资本用期初期末平均值)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,10.6833,easy,profitability,ROIC = NOPAT / 平均投入资本 * 100%;NOPAT = (利润总额 + 利息支出) × (1 - 所得税费用 / 利润总额);投入资本 = 股东权益 + 有息负债(短期借款 + 长期借款 + 应付债券 + 一年内到期非流动负债 + 租赁负债 + 应付利息)- 金融资产(货币资金 + 交易性金融资产 + 其他权益工具投资 + 其他债权投资 + 债权投资 + 衍生金融资产 + 买入返售金融资产),"year,利润总额,财务费用——利息费用,所得税费用,股东权益合计,短期借款,长期借款,应付债券,一年内到期的非流动负债,租赁负债,应付利息,货币资金,交易性金融资产,其他权益工具投资,其他债权投资,债权投资,衍生金融资产,买入返售金融资产 2016,3271004645.6,0.0,138565989.41,25549076470.56,2081103417.92,846446878.0,1997315051.9,708708263.83,0.0,19269042.86,3134101696.66,10820007.38,0.0,0.0,0.0,0.0,0.0 2017,3211011868.32,308941379.52,278801897.73,26234700397.73,6130678336.62,616535863.4,1997438679.99,182600269.79,0.0,31615608.76,3070521265.39,5525578.31,0.0,0.0,0.0,0.0,0.0 ", 31,CN,fundamental,2025年中国石油的投入资本回报率是?(单位:%;投入资本用期初期末平均值)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,9.8383,easy,profitability,ROIC = NOPAT / 平均投入资本 * 100%;NOPAT = (利润总额 + 利息支出) × (1 - 所得税费用 / 利润总额);投入资本 = 股东权益 + 有息负债(短期借款 + 长期借款 + 应付债券 + 一年内到期非流动负债 + 租赁负债 + 应付利息)- 金融资产(货币资金 + 交易性金融资产 + 其他权益工具投资 + 其他债权投资 + 债权投资 + 衍生金融资产 + 买入返售金融资产),"year,利润总额,财务费用——利息费用,所得税费用,股东权益合计,短期借款,长期借款,应付债券,一年内到期的非流动负债,租赁负债,应付利息,货币资金,交易性金融资产,其他权益工具投资,其他债权投资,债权投资,衍生金融资产,买入返售金融资产 2024,241502000000.0,20731000000.0,57755000000.0,1709863000000.0,45955000000.0,74072000000.0,24000000000.0,101757000000.0,109968000000.0,0.0,216246000000.0,2816000000.0,707000000.0,0.0,0.0,9020000000.0,0.0 2025,226149000000.0,17567000000.0,54144000000.0,1830774000000.0,34513000000.0,151062000000.0,15000000000.0,39467000000.0,116365000000.0,0.0,238909000000.0,6175000000.0,1324000000.0,0.0,0.0,9342000000.0,0.0 ", 32,CN,fundamental,京东方A的投入资本回报率在2025年是多少?(单位:%;投入资本用期初期末平均值)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,2.6839,easy,profitability,ROIC = NOPAT / 平均投入资本 * 100%;NOPAT = (利润总额 + 利息支出) × (1 - 所得税费用 / 利润总额);投入资本 = 股东权益 + 有息负债(短期借款 + 长期借款 + 应付债券 + 一年内到期非流动负债 + 租赁负债 + 应付利息)- 金融资产(货币资金 + 交易性金融资产 + 其他权益工具投资 + 其他债权投资 + 债权投资 + 衍生金融资产 + 买入返售金融资产),"year,利润总额,财务费用——利息费用,所得税费用,股东权益合计,短期借款,长期借款,应付债券,一年内到期的非流动负债,租赁负债,应付利息,货币资金,交易性金融资产,其他权益工具投资,其他债权投资,债权投资,衍生金融资产,买入返售金融资产 2024,5085653633.0,4033259880.0,940379751.0,204546171744.0,1563317166.0,100932391740.0,0.0,43506539611.0,631418986.0,0.0,74252625215.0,3116435963.0,441371815.0,0.0,0.0,0.0,0.0 2025,7034201130.0,3292142233.0,2006827561.0,207475756733.0,3655021437.0,101576573473.0,10968768052.0,26670312919.0,687762666.0,0.0,72222940175.0,1670548730.0,536217192.0,0.0,0.0,0.0,0.0 ", 33,CN,fundamental,对于投入资本回报率,卫星化学在2022年的值是?(单位:%;投入资本用期初期末平均值)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,10.0447,easy,profitability,ROIC = NOPAT / 平均投入资本 * 100%;NOPAT = (利润总额 + 利息支出) × (1 - 所得税费用 / 利润总额);投入资本 = 股东权益 + 有息负债(短期借款 + 长期借款 + 应付债券 + 一年内到期非流动负债 + 租赁负债 + 应付利息)- 金融资产(货币资金 + 交易性金融资产 + 其他权益工具投资 + 其他债权投资 + 债权投资 + 衍生金融资产 + 买入返售金融资产),"year,利润总额,财务费用——利息费用,所得税费用,股东权益合计,短期借款,长期借款,应付债券,一年内到期的非流动负债,租赁负债,应付利息,货币资金,交易性金融资产,其他权益工具投资,其他债权投资,债权投资,衍生金融资产,买入返售金融资产 2021,6993200380.24,557069969.96,980410929.99,19381480071.23,1422737776.67,13474183315.58,576315694.6,941732380.62,6088323714.87,0.0,9641378850.02,55363187.5,34541827.06,0.0,0.0,0.0,0.0 2022,3445015456.73,858364515.84,334418797.84,22193703597.22,1076584613.37,11981505168.73,0.0,1274083214.65,14305949160.67,0.0,5553659232.5,27561732.76,7000000.0,0.0,30000000.0,0.0,0.0 ", 34,CN,fundamental,计算2021年度招商蛇口的投入资本回报率。(单位:%;投入资本用期初期末平均值)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,5.2662,easy,profitability,ROIC = NOPAT / 平均投入资本 * 100%;NOPAT = (利润总额 + 利息支出) × (1 - 所得税费用 / 利润总额);投入资本 = 股东权益 + 有息负债(短期借款 + 长期借款 + 应付债券 + 一年内到期非流动负债 + 租赁负债 + 应付利息)- 金融资产(货币资金 + 交易性金融资产 + 其他权益工具投资 + 其他债权投资 + 债权投资 + 衍生金融资产 + 买入返售金融资产),"year,利润总额,财务费用——利息费用,所得税费用,股东权益合计,短期借款,长期借款,应付债券,一年内到期的非流动负债,租赁负债,应付利息,货币资金,交易性金融资产,其他权益工具投资,其他债权投资,债权投资,衍生金融资产,买入返售金融资产 2020,24109433191.38,4405065423.32,7196131140.76,253357146819.19,17716780730.2,77715025875.13,22640727000.0,37791311776.04,410938717.17,0.0,89305675362.73,0.0,2571081.18,0.0,0.0,0.0,0.0 2021,22842599612.88,4488220982.41,7640862538.18,276755186003.88,3628062315.14,107779676128.58,26104502000.0,33570170014.37,2233119075.21,0.0,79533031631.89,95460998.85,0.0,0.0,0.0,0.0,0.0 ", 35,CN,fundamental,康龙化成2018年的存货周转天数是?(存货用期初期末平均值;一年按365天计算)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,19.9309,easy,operational efficiency,平均存货 / 营业成本 * 365,"year,营业成本,存货 2017,1520496421.54,93266692.26 2018,1957031166.9,120461661.05 ", 36,CN,fundamental,2020年中煤能源的存货周转天数是?(存货用期初期末平均值;一年按365天计算)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,23.8696,easy,operational efficiency,平均存货 / 营业成本 * 365,"year,营业成本,存货 2019,93208133000.0,8170403000.0 2020,116436455000.0,7058610000.0 ", 37,CN,fundamental,中国海油的存货周转天数在2023年是多少?(存货用期初期末平均值;一年按365天计算)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,11.0919,easy,operational efficiency,平均存货 / 营业成本 * 365,"year,营业成本,存货 2022,198223000000.0,6239000000.0 2023,208794000000.0,6451000000.0 ", 38,CN,fundamental,对于存货周转天数,亿纬锂能在2019年的值是?(存货用期初期末平均值;一年按365天计算)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,94.3634,easy,operational efficiency,平均存货 / 营业成本 * 365,"year,营业成本,存货 2018,3318315250.99,1200328696.8 2019,4506351088.81,1129723669.83 ", 39,CN,fundamental,计算2023年度海螺水泥的存货周转天数。(存货用期初期末平均值;一年按365天计算)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,33.8423,easy,operational efficiency,平均存货 / 营业成本 * 365,"year,营业成本,存货 2022,103897170309.0,11678994640.0 2023,117745645658.0,10155441636.0 ", 40,CN,fundamental,华利集团2023年的应收账款周转天数是?(使用应收票据及应收账款,用期初期末平均值;一年按365天计算)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,62.4207,easy,operational efficiency,平均应收票据及应收账款 / 营业收入 * 365,"year,营业收入,应收票据及应收账款 2022,20569267348.44,3114675336.4 2023,20113741026.09,3764847381.21 ", 41,CN,fundamental,2020年华润微的应收账款周转天数是?(使用应收票据及应收账款,用期初期末平均值;一年按365天计算)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,59.5279,easy,operational efficiency,平均应收票据及应收账款 / 营业收入 * 365,"year,营业收入,应收票据及应收账款 2019,5742784130.7,1005963323.1 2020,6977259188.03,1269880956.38 ", 42,CN,fundamental,三峡能源的应收账款周转天数在2024年是多少?(使用应收票据及应收账款,用期初期末平均值;一年按365天计算)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,500.7075,easy,operational efficiency,平均应收票据及应收账款 / 营业收入 * 365,"year,营业收入,应收票据及应收账款 2023,26501574113.98,36737568210.63 2024,29717044357.67,44794189111.1 ", 43,CN,fundamental,对于应收账款周转天数,上海莱士在2025年的值是?(使用应收票据及应收账款,用期初期末平均值;一年按365天计算)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,83.9472,easy,operational efficiency,平均应收票据及应收账款 / 营业收入 * 365,"year,营业收入,应收票据及应收账款 2024,8176460048.6,1398534714.31 2025,7348183033.4,1981514873.81 ", 44,CN,fundamental,计算2017年度正泰电器的应收账款周转天数。(使用应收票据及应收账款,用期初期末平均值;一年按365天计算)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,126.5994,easy,operational efficiency,平均应收票据及应收账款 / 营业收入 * 365,"year,营业收入,应收票据及应收账款 2016,20164545252.65,7381168456.62 2017,23416550017.47,8862787551.65 ", 45,CN,fundamental,长春高新2024年的应付账款周转天数是?(使用应付票据及应付账款,用期初期末平均值;一年按365天计算)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,148.3487,easy,operational efficiency,平均应付票据及应付账款 / 营业成本 * 365,"year,营业成本,应付票据及应付账款 2023,2043949906.12,791065187.26 2024,1922614260.08,771768991.37 ", 46,CN,fundamental,2024年立讯精密的应付账款周转天数是?(使用应付票据及应付账款,用期初期末平均值;一年按365天计算)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,85.1589,easy,operational efficiency,平均应付票据及应付账款 / 营业成本 * 365,"year,营业成本,应付票据及应付账款 2023,205041300458.59,46401101195.46 2024,240809417980.59,65966328850.58 ", 47,CN,fundamental,百利天恒的应付账款周转天数在2021年是多少?(使用应付票据及应付账款,用期初期末平均值;一年按365天计算)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,129.69,easy,operational efficiency,平均应付票据及应付账款 / 营业成本 * 365,"year,营业成本,应付票据及应付账款 2020,200943930.98,67955332.97 2021,197725103.8,72554087.69 ", 48,CN,fundamental,对于应付账款周转天数,今世缘在2023年的值是?(使用应付票据及应付账款,用期初期末平均值;一年按365天计算)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,187.8653,easy,operational efficiency,平均应付票据及应付账款 / 营业成本 * 365,"year,营业成本,应付票据及应付账款 2022,1845479669.72,1081250907.26 2023,2187172033.51,1170221646.2 ", 49,CN,fundamental,计算2024年度上港集团的应付账款周转天数。(使用应付票据及应付账款,用期初期末平均值;一年按365天计算)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,95.1489,easy,operational efficiency,平均应付票据及应付账款 / 营业成本 * 365,"year,营业成本,应付票据及应付账款 2023,23506847972.95,6639727935.47 2024,24583672965.35,6177315939.6 ", 50,CN,fundamental,中国中车2018年的营业周期是?(计算应收账款周转天数时,使用应收票据及应收账款;存货和应收票据及应收账款都用期初期末平均值;一年按365天计算)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,271.7361,easy,operational efficiency,存货周转天数 + 应收账款周转天数,"year,营业成本,存货,营业收入,应收票据及应收账款 2017,163154065000.0,55234835000.0,211012935000.0,104745796000.0 2018,170526021000.0,55121500000.0,219082641000.0,79680709000.0 ", 51,CN,fundamental,2023年新产业的营业周期是?(计算应收账款周转天数时,使用应收票据及应收账款;存货和应收票据及应收账款都用期初期末平均值;一年按365天计算)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,352.9437,easy,operational efficiency,存货周转天数 + 应收账款周转天数,"year,营业成本,存货,营业收入,应收票据及应收账款 2022,906203204.78,839329252.42,3046955734.5,479965455.75 2023,1063651829.98,916787649.24,3929655726.27,631782379.31 ", 52,CN,fundamental,山东黄金的营业周期在2018年是多少?(计算应收账款周转天数时,使用应收票据及应收账款;存货和应收票据及应收账款都用期初期末平均值;一年按365天计算)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,25.442,easy,operational efficiency,存货周转天数 + 应收账款周转天数,"year,营业成本,存货,营业收入,应收票据及应收账款 2017,46412368965.8,3102217624.57,51041303382.75,145729152.43 2018,51370691875.89,3385381939.36,56256475809.05,592270228.99 ", 53,CN,fundamental,对于营业周期,片仔癀在2025年的值是?(计算应收账款周转天数时,使用应收票据及应收账款;存货和应收票据及应收账款都用期初期末平均值;一年按365天计算)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,405.2272,easy,operational efficiency,存货周转天数 + 应收账款周转天数,"year,营业成本,存货,营业收入,应收票据及应收账款 2024,6177642772.24,4967131939.5,10787863091.37,862208520.28 2025,5722504066.83,6678981146.15,9001411806.06,805574542.71 ", 54,CN,fundamental,计算2020年度恒立液压的营业周期。(计算应收账款周转天数时,使用应收票据及应收账款;存货和应收票据及应收账款都用期初期末平均值;一年按365天计算)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,157.4606,easy,operational efficiency,存货周转天数 + 应收账款周转天数,"year,营业成本,存货,营业收入,应收票据及应收账款 2019,3369400383.4,997224172.42,5414021975.86,1051770755.73 2020,4391049320.56,1217028164.13,7855038369.93,1764518515.59 ", 55,CN,fundamental,中航沈飞2019年的现金周转期是?(计算应收账款周转天数时,使用应收票据及应收账款;计算应付账款周转天数时,使用应付票据及应付账款;存货、应收票据及应收账款和应付票据及应付账款都用期初期末平均值;一年按365天计算)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,54.6752,easy,operational efficiency,存货周转天数 + 应收账款周转天数 - 应付账款周转天数,"year,营业成本,存货,营业收入,应收票据及应收账款,应付票据及应付账款 2018,18319023386.21,9770728250.62,20150864638.56,2387267166.27,8770566474.8 2019,21646571261.48,10485832542.58,23760860873.2,4079824103.67,10892530103.57 ", 56,CN,fundamental,2025年海螺水泥的现金周转期是?(计算应收账款周转天数时,使用应收票据及应收账款;计算应付账款周转天数时,使用应付票据及应付账款;存货、应收票据及应收账款和应付票据及应付账款都用期初期末平均值;一年按365天计算)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,53.1676,easy,operational efficiency,存货周转天数 + 应收账款周转天数 - 应付账款周转天数,"year,营业成本,存货,营业收入,应收票据及应收账款,应付票据及应付账款 2024,71272048885.0,8108520343.0,91029615303.0,9686205189.0,6127054565.0 2025,62589049730.0,7596948434.0,82532050796.0,8725865140.0,5307390156.0 ", 57,CN,fundamental,正泰电器的现金周转期在2024年是多少?(计算应收账款周转天数时,使用应收票据及应收账款;计算应付账款周转天数时,使用应付票据及应付账款;存货、应收票据及应收账款和应付票据及应付账款都用期初期末平均值;一年按365天计算)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,253.3273,easy,operational efficiency,存货周转天数 + 应收账款周转天数 - 应付账款周转天数,"year,营业成本,存货,营业收入,应收票据及应收账款,应付票据及应付账款 2023,44734170805.82,37943634229.42,57250814312.46,16228249204.15,19336161239.35 2024,49355307123.75,44560792406.95,64519386988.41,16991354923.42,20070369821.94 ", 58,CN,fundamental,对于现金周转期,拓普集团在2025年的值是?(计算应收账款周转天数时,使用应收票据及应收账款;计算应付账款周转天数时,使用应付票据及应付账款;存货、应收票据及应收账款和应付票据及应付账款都用期初期末平均值;一年按365天计算)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,-20.7184,easy,operational efficiency,存货周转天数 + 应收账款周转天数 - 应付账款周转天数,"year,营业成本,存货,营业收入,应收票据及应收账款,应付票据及应付账款 2024,21066746134.44,4000058158.99,26600328450.94,6450255881.75,9338698467.45 2025,23834162657.1,4716826854.45,29581458675.27,7341591205.35,13196235243.62 ", 59,CN,fundamental,计算2022年度中国船舶的现金周转期。(计算应收账款周转天数时,使用应收票据及应收账款;计算应付账款周转天数时,使用应付票据及应付账款;存货、应收票据及应收账款和应付票据及应付账款都用期初期末平均值;一年按365天计算)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,55.2601,easy,operational efficiency,存货周转天数 + 应收账款周转天数 - 应付账款周转天数,"year,营业成本,存货,营业收入,应收票据及应收账款,应付票据及应付账款 2021,53408697897.49,32686983385.42,59740426346.26,5017351030.45,29711445061.75 2022,54915580349.8,32390581639.21,59485232361.36,3955397465.25,27021400515.07 ", 60,CN,fundamental,中际旭创2023年的存货周转率是?(存货用期初期末平均值)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1.7554,easy,operational efficiency,营业成本 / 平均存货,"year,营业成本,存货 2022,6815591676.6,3887952384.13 2023,7181877357.45,4294660216.0 ", 61,CN,fundamental,2020年华域汽车的存货周转率是?(存货用期初期末平均值)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,7.6299,easy,operational efficiency,营业成本 / 平均存货,"year,营业成本,存货 2019,123195390493.44,11116458345.19 2020,114214268306.77,18822115540.03 ", 62,CN,fundamental,中远海控的存货周转率在2018年是多少?(存货用期初期末平均值)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,34.3967,easy,operational efficiency,营业成本 / 平均存货,"year,营业成本,存货 2017,82604636637.88,2330220764.04 2018,110604882878.24,4100906309.22 ", 63,CN,fundamental,对于存货周转率,中航成飞在2018年的值是?(存货用期初期末平均值)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,2.4961,easy,operational efficiency,营业成本 / 平均存货,"year,营业成本,存货 2017,757592114.26,358039200.18 2018,853565058.36,325886764.39 ", 64,CN,fundamental,计算2024年度徐工机械的存货周转率。(存货用期初期末平均值)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,2.2077,easy,operational efficiency,营业成本 / 平均存货,"year,营业成本,存货 2023,73532949275.39,32378420106.53 2024,72039456114.93,32883066970.38 ", 65,CN,fundamental,温氏股份2025年的应收账款周转率是?(使用应收票据及应收账款,用期初期末平均值)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,99.1264,easy,operational efficiency,营业收入 / 平均应收票据及应收账款,"year,营业收入,应收票据及应收账款 2024,105583714275.85,1007191976.12 2025,103824483312.07,1087597278.14 ", 66,CN,fundamental,2017年中国东航的应收账款周转率是?(使用应收票据及应收账款,用期初期末平均值)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,42.5255,easy,operational efficiency,营业收入 / 平均应收票据及应收账款,"year,营业收入,应收票据及应收账款 2016,98560000000.0,2660000000.0 2017,101721000000.0,2124000000.0 ", 67,CN,fundamental,国电南瑞的应收账款周转率在2023年是多少?(使用应收票据及应收账款,用期初期末平均值)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,2.0922,easy,operational efficiency,营业收入 / 平均应收票据及应收账款,"year,营业收入,应收票据及应收账款 2022,46828962926.94,22841188300.75 2023,51655248318.66,26538355979.62 ", 68,CN,fundamental,对于应收账款周转率,比亚迪在2025年的值是?(使用应收票据及应收账款,用期初期末平均值)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,16.192,easy,operational efficiency,营业收入 / 平均应收票据及应收账款,"year,营业收入,应收票据及应收账款 2024,777102455000.0,62298988000.0 2025,803964958000.0,37004685000.0 ", 69,CN,fundamental,计算2023年度盐湖股份的应收账款周转率。(使用应收票据及应收账款,用期初期末平均值)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,3.2674,easy,operational efficiency,营业收入 / 平均应收票据及应收账款,"year,营业收入,应收票据及应收账款 2022,30739479869.57,6338117111.19 2023,21578504361.18,6870209199.8 ", 70,CN,fundamental,中微公司2024年的应付账款周转率是?(使用应付票据及应付账款,用期初期末平均值)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,3.5798,easy,operational efficiency,营业成本 / 平均应付票据及应付账款,"year,营业成本,应付票据及应付账款 2023,3519323568.35,1305110382.45 2024,5342977540.4,1679974308.81 ", 71,CN,fundamental,2024年泸州老窖的应付账款周转率是?(使用应付票据及应付账款,用期初期末平均值)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1.8507,easy,operational efficiency,营业成本 / 平均应付票据及应付账款,"year,营业成本,应付票据及应付账款 2023,3537151403.15,2357223733.21 2024,3888116183.93,1844497206.78 ", 72,CN,fundamental,天合光能的应付账款周转率在2024年是多少?(使用应付票据及应付账款,用期初期末平均值)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,2.0133,easy,operational efficiency,营业成本 / 平均应付票据及应付账款,"year,营业成本,应付票据及应付账款 2023,96389026411.37,39644085590.72 2024,72601793195.73,32476592277.4 ", 73,CN,fundamental,对于应付账款周转率,中油资本在2023年的值是?(使用应付票据及应付账款,用期初期末平均值)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,16.2909,easy,operational efficiency,营业成本 / 平均应付票据及应付账款,"year,营业成本,应付票据及应付账款 2022,550950598.63,31743588.9 2023,585697382.43,40161345.9 ", 74,CN,fundamental,计算2018年度复星医药的应付账款周转率。(使用应付票据及应付账款,用期初期末平均值)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,5.0376,easy,operational efficiency,营业成本 / 平均应付票据及应付账款,"year,营业成本,应付票据及应付账款 2017,7608953151.59,1781883469.05 2018,10365308680.07,2333283345.1 ", 75,CN,fundamental,伊利股份2021年的总资产周转率是?(总资产按期初期末平均值计算)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1.2725,easy,operational efficiency,营业收入 / 平均总资产,"year,营业收入,资产合计 2020,96523963249.92,71154264385.29 2021,110143986386.03,101962339842.65 ", 76,CN,fundamental,2018年招商公路的总资产周转率是?(总资产按期初期末平均值计算)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.0906,easy,operational efficiency,营业收入 / 平均总资产,"year,营业收入,资产合计 2017,5340664303.94,65170485622.88 2018,6759340168.24,84084253695.73 ", 77,CN,fundamental,洛阳钼业的总资产周转率在2022年是多少?(总资产按期初期末平均值计算)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1.1439,easy,operational efficiency,营业收入 / 平均总资产,"year,营业收入,资产合计 2021,173862586154.82,137449772623.15 2022,172990857221.36,165019219538.77 ", 78,CN,fundamental,对于总资产周转率,紫光股份在2020年的值是?(总资产按期初期末平均值计算)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1.0647,easy,operational efficiency,营业收入 / 平均总资产,"year,营业收入,资产合计 2019,54099057664.94,54702264299.36 2020,60083923906.8,58166971409.45 ", 79,CN,fundamental,计算2021年度万华化学的总资产周转率。(总资产按期初期末平均值计算)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.8982,easy,operational efficiency,营业收入 / 平均总资产,"year,营业收入,资产合计 2020,73432968475.63,133752669388.47 2021,145537817628.55,190309582268.84 ", 80,CN,fundamental,中金黄金2021年的固定资产周转率是?(固定资产用期初期末平均值)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,3.5953,easy,operational efficiency,营业收入 / 平均固定资产合计,"year,营业收入,固定资产合计 2020,47995317805.91,15743254136.7 2021,56102498949.46,15465310072.24 ", 81,CN,fundamental,2024年爱尔眼科的固定资产周转率是?(固定资产用期初期末平均值)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,4.6237,easy,operational efficiency,营业收入 / 平均固定资产合计,"year,营业收入,固定资产合计 2023,20367156738.96,3864318150.3 2024,20982894148.5,5211960189.84 ", 82,CN,fundamental,润泽科技的固定资产周转率在2023年是多少?(固定资产用期初期末平均值)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.5639,easy,operational efficiency,营业收入 / 平均固定资产合计,"year,营业收入,固定资产合计 2022,2714740688.79,6057040292.82 2023,4350788339.36,9373317892.17 ", 83,CN,fundamental,对于固定资产周转率,中航成飞在2025年的值是?(固定资产用期初期末平均值)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,6.6701,easy,operational efficiency,营业收入 / 平均固定资产合计,"year,营业收入,固定资产合计 2024,65054925106.17,11495255106.7 2025,75358958001.86,11100922090.79 ", 84,CN,fundamental,计算2017年度潞安环能的固定资产周转率。(固定资产用期初期末平均值)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1.2105,easy,operational efficiency,营业收入 / 平均固定资产合计,"year,营业收入,固定资产合计 2016,14229368334.73,18464763222.5 2017,23543556034.52,20435305077.72 ", 85,CN,fundamental,中信特钢2024年的营运资本周转率是?(净营运资本用期初期末平均值)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,31.4406,easy,operational efficiency,营业收入 / 平均净营运资本;净营运资本 = 流动资产合计 - 流动负债合计,"year,营业收入,流动资产合计,流动负债合计 2023,114018799187.96,51249043949.3,49540242832.09 2024,109202941453.9,47360800131.37,42122978909.2 ", 86,CN,fundamental,2023年沪电股份的营运资本周转率是?(净营运资本用期初期末平均值)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,3.1282,easy,operational efficiency,营业收入 / 平均净营运资本;净营运资本 = 流动资产合计 - 流动负债合计,"year,营业收入,流动资产合计,流动负债合计 2022,8336030158.0,6726033566.0,3829395011.0 2023,8938309250.0,7840865449.0,5022774290.0 ", 87,CN,fundamental,拓普集团的营运资本周转率在2024年是多少?(净营运资本用期初期末平均值)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,6.7235,easy,operational efficiency,营业收入 / 平均净营运资本;净营运资本 = 流动资产合计 - 流动负债合计,"year,营业收入,流动资产合计,流动负债合计 2023,19700560430.0,13491861408.62,11223875501.05 2024,26600328450.94,18683213806.32,13038533723.87 ", 88,CN,fundamental,对于营运资本周转率,北方华创在2021年的值是?(净营运资本用期初期末平均值)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1.367,easy,operational efficiency,营业收入 / 平均净营运资本;净营运资本 = 流动资产合计 - 流动负债合计,"year,营业收入,流动资产合计,流动负债合计 2020,6056043031.2,11013993332.25,7900372959.79 2021,9683478119.38,22322571364.93,11268226934.51 ", 89,CN,fundamental,计算2018年度宇通客车的营运资本周转率。(净营运资本用期初期末平均值)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,3.3466,easy,operational efficiency,营业收入 / 平均净营运资本;净营运资本 = 流动资产合计 - 流动负债合计,"year,营业收入,流动资产合计,流动负债合计 2017,33221948766.65,27431243975.38,18652062045.65 2018,31745844573.3,27967906694.79,17775284216.02 ", 90,CN,fundamental,宝丰能源2020年的流动比率是?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.8631,easy,solvency,流动资产合计 / 流动负债合计,"year,流动资产合计,流动负债合计 2020,4863794855.69,5635097517.45 ", 91,CN,fundamental,2024年海南机场的流动比率是?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1.962,easy,solvency,流动资产合计 / 流动负债合计,"year,流动资产合计,流动负债合计 2024,21000669820.77,10703637617.93 ", 92,CN,fundamental,中芯国际的流动比率在2024年是多少?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1.7269,easy,solvency,流动资产合计 / 流动负债合计,"year,流动资产合计,流动负债合计 2024,106278648000.0,61544471000.0 ", 93,CN,fundamental,对于流动比率,格力电器在2020年的值是?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1.348,easy,solvency,流动资产合计 / 流动负债合计,"year,流动资产合计,流动负债合计 2020,213632987164.66,158478718130.74 ", 94,CN,fundamental,计算2019年度鹏鼎控股的流动比率。按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1.8485,easy,solvency,流动资产合计 / 流动负债合计,"year,流动资产合计,流动负债合计 2019,16423817019.51,8884985098.4 ", 95,CN,fundamental,中国海油2019年的速动比率是?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,2.243,easy,solvency,(流动资产合计 - 存货) / 流动负债合计,"year,流动资产合计,流动负债合计,存货 2019,205932729100.0,88994558600.0,6313659500.0 ", 96,CN,fundamental,2017年万科A的速动比率是?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.495,easy,solvency,(流动资产合计 - 存货) / 流动负债合计,"year,流动资产合计,流动负债合计,存货 2017,1017552832148.3,847355429875.81,598087657618.33 ", 97,CN,fundamental,小商品城的速动比率在2021年是多少?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.5012,easy,solvency,(流动资产合计 - 存货) / 流动负债合计,"year,流动资产合计,流动负债合计,存货 2021,8899237780.17,15105912872.48,1327402567.99 ", 98,CN,fundamental,对于速动比率,卫星化学在2017年的值是?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1.5203,easy,solvency,(流动资产合计 - 存货) / 流动负债合计,"year,流动资产合计,流动负债合计,存货 2017,5214596665.44,2928917779.24,761853125.14 ", 99,CN,fundamental,计算2017年度紫金矿业的速动比率。按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.6107,easy,solvency,(流动资产合计 - 存货) / 流动负债合计,"year,流动资产合计,流动负债合计,存货 2017,28675010591.0,28793593015.0,11089834955.0 ", 100,CN,fundamental,招商公路2024年的资产负债率是?(单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,44.2218,easy,solvency,负债合计 / 资产合计 * 100%,"year,负债合计,资产合计 2024,70387643088.43,159169493582.77 ", 101,CN,fundamental,2025年中国通号的资产负债率是?(单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,55.6541,easy,solvency,负债合计 / 资产合计 * 100%,"year,负债合计,资产合计 2025,65850838896.19,118321690651.9 ", 102,CN,fundamental,贵州茅台的资产负债率在2017年是多少?(单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,28.6683,easy,solvency,负债合计 / 资产合计 * 100%,"year,负债合计,资产合计 2017,38590489400.0,134610116875.08 ", 103,CN,fundamental,对于资产负债率,华润三九在2024年的值是?(单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,36.9883,easy,solvency,负债合计 / 资产合计 * 100%,"year,负债合计,资产合计 2024,14825658953.1,40081972320.77 ", 104,CN,fundamental,计算2019年度华域汽车的资产负债率。(单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,57.8074,easy,solvency,负债合计 / 资产合计 * 100%,"year,负债合计,资产合计 2019,80425897714.82,139127432129.36 ", 105,CN,fundamental,领益智造2022年的产权比率是?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1.0972,easy,solvency,负债合计 / 股东权益合计,"year,负债合计,股东权益合计 2022,18935089680.03,17256920161.92 ", 106,CN,fundamental,2024年南山铝业的产权比率是?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.2497,easy,solvency,负债合计 / 股东权益合计,"year,负债合计,股东权益合计 2024,14039640187.82,56224321931.44 ", 107,CN,fundamental,四川路桥的产权比率在2020年是多少?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,3.49,easy,solvency,负债合计 / 股东权益合计,"year,负债合计,股东权益合计 2020,90747288819.15,26001839095.99 ", 108,CN,fundamental,对于产权比率,国投资本在2023年的值是?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,3.7632,easy,solvency,负债合计 / 股东权益合计,"year,负债合计,股东权益合计 2023,221305474823.82,58808551826.04 ", 109,CN,fundamental,计算2018年度宝钢股份的产权比率。按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.7716,easy,solvency,负债合计 / 股东权益合计,"year,负债合计,股东权益合计 2018,146273891507.45,189576167578.07 ", 110,CN,fundamental,恒生电子2023年的净债务权益比是?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,-0.3507,easy,solvency,净债务权益比 = 净债务 / 股东权益合计;净债务 = 有息负债(短期借款 + 一年内到期非流动负债 + 长期借款 + 应付债券 + 租赁负债 + 应付利息 + 应付短期债券 + 交易性金融负债 + 卖出回购金融资产款)- 现金类资产(货币资金 + 交易性金融资产),"year,短期借款,一年内到期的非流动负债,长期借款,应付债券,租赁负债,应付利息,应付短期债券,交易性金融负债,卖出回购金融资产款,货币资金,交易性金融资产,股东权益合计 2023,305775473.61,16751703.9,137855003.59,0.0,27316200.4,0.0,0.0,10000000.0,0.0,2421998664.08,1177334633.25,8844722112.75 ", 111,CN,fundamental,2018年海螺水泥的净债务权益比是?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,-0.2351,easy,solvency,净债务权益比 = 净债务 / 股东权益合计;净债务 = 有息负债(短期借款 + 一年内到期非流动负债 + 长期借款 + 应付债券 + 租赁负债 + 应付利息 + 应付短期债券 + 交易性金融负债 + 卖出回购金融资产款)- 现金类资产(货币资金 + 交易性金融资产),"year,短期借款,一年内到期的非流动负债,长期借款,应付债券,租赁负债,应付利息,应付短期债券,交易性金融负债,卖出回购金融资产款,货币资金,交易性金融资产,股东权益合计 2018,1376933268.0,2751237021.0,2606582305.0,3498750180.0,0.0,44660322.0,0.0,0.0,0.0,37619107062.0,25140194.0,116417873327.0 ", 112,CN,fundamental,东方财富的净债务权益比在2022年是多少?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,-0.8683,easy,solvency,净债务权益比 = 净债务 / 股东权益合计;净债务 = 有息负债(短期借款 + 一年内到期非流动负债 + 长期借款 + 应付债券 + 租赁负债 + 应付利息 + 应付短期债券 + 交易性金融负债 + 卖出回购金融资产款)- 现金类资产(货币资金 + 交易性金融资产),"year,短期借款,一年内到期的非流动负债,长期借款,应付债券,租赁负债,应付利息,应付短期债券,交易性金融负债,卖出回购金融资产款,货币资金,交易性金融资产,股东权益合计 2022,1317132739.24,3847406646.82,1802166.67,12525775761.61,78591470.96,0.0,10345130755.91,4914252647.01,37961757153.05,64230876969.67,63345654090.03,65164663223.24 ", 113,CN,fundamental,对于净债务权益比,华润三九在2021年的值是?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,-0.2565,easy,solvency,净债务权益比 = 净债务 / 股东权益合计;净债务 = 有息负债(短期借款 + 一年内到期非流动负债 + 长期借款 + 应付债券 + 租赁负债 + 应付利息 + 应付短期债券 + 交易性金融负债 + 卖出回购金融资产款)- 现金类资产(货币资金 + 交易性金融资产),"year,短期借款,一年内到期的非流动负债,长期借款,应付债券,租赁负债,应付利息,应付短期债券,交易性金融负债,卖出回购金融资产款,货币资金,交易性金融资产,股东权益合计 2021,90035887.5,51414683.25,7966237.4,0.0,88707684.6,272295.36,0.0,0.0,0.0,3065208163.13,1218780611.19,15774466640.45 ", 114,CN,fundamental,计算2018年度华电国际的净债务权益比。按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1.6321,easy,solvency,净债务权益比 = 净债务 / 股东权益合计;净债务 = 有息负债(短期借款 + 一年内到期非流动负债 + 长期借款 + 应付债券 + 租赁负债 + 应付利息 + 应付短期债券 + 交易性金融负债 + 卖出回购金融资产款)- 现金类资产(货币资金 + 交易性金融资产),"year,短期借款,一年内到期的非流动负债,长期借款,应付债券,租赁负债,应付利息,应付短期债券,交易性金融负债,卖出回购金融资产款,货币资金,交易性金融资产,股东权益合计 2018,27036947000.0,14303043000.0,66755274000.0,7477547000.0,0.0,525952000.0,0.0,64496000.0,0.0,6741217000.0,0.0,67041851000.0 ", 115,CN,fundamental,思源电气2024年的利息保障倍数是?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,312.2275,easy,solvency,利息保障倍数 = EBIT / 利息支出 = (利润总额 + 利息支出) / 利息支出,"year,利润总额,财务费用——利息费用 2024,2430534096.78,7809509.99 ", 116,CN,fundamental,2022年圣邦股份的利息保障倍数是?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,372.8848,easy,solvency,利息保障倍数 = EBIT / 利息支出 = (利润总额 + 利息支出) / 利息支出,"year,利润总额,财务费用——利息费用 2022,921007698.09,2476594.11 ", 117,CN,fundamental,华勤技术的利息保障倍数在2019年是多少?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,4.7287,easy,solvency,利息保障倍数 = EBIT / 利息支出 = (利润总额 + 利息支出) / 利息支出,"year,利润总额,财务费用——利息费用 2019,542216755.55,145417705.78 ", 118,CN,fundamental,对于利息保障倍数,浪潮信息在2017年的值是?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,3.8812,easy,solvency,利息保障倍数 = EBIT / 利息支出 = (利润总额 + 利息支出) / 利息支出,"year,利润总额,财务费用——利息费用 2017,505963441.71,175605995.99 ", 119,CN,fundamental,计算2022年度深南电路的利息保障倍数。按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,19.6984,easy,solvency,利息保障倍数 = EBIT / 利息支出 = (利润总额 + 利息支出) / 利息支出,"year,利润总额,财务费用——利息费用 2022,1720463891.82,92011499.06 ", 120,CN,fundamental,传音控股2022年的净债务/EBITDA是?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,-4.548,easy,solvency,净债务 / EBITDA;净债务 = 有息负债(短期借款 + 一年内到期非流动负债 + 长期借款 + 应付债券 + 租赁负债 + 应付利息 + 应付短期债券 + 交易性金融负债 + 卖出回购金融资产款)- 现金类资产(货币资金 + 交易性金融资产);EBITDA = 利润总额 + 利息支出 + 折旧与摊销,"year,短期借款,一年内到期的非流动负债,长期借款,应付债券,租赁负债,应付利息,应付短期债券,交易性金融负债,卖出回购金融资产款,货币资金,交易性金融资产,利润总额,财务费用——利息费用,固定资产折旧、油气资产折耗、生产性生物资产折旧,无形资产摊销,长期待摊费用摊销 2022,1234715636.6,69546631.02,250161006.48,0.0,150194951.74,0.0,0.0,1553063.33,0.0,9214926680.63,7622244780.85,2993491372.47,66852998.92,224341050.89,23631454.99,18652737.87 ", 121,CN,fundamental,2025年中金公司的净债务/EBITDA是?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,-11.3155,easy,solvency,净债务 / EBITDA;净债务 = 有息负债(短期借款 + 一年内到期非流动负债 + 长期借款 + 应付债券 + 租赁负债 + 应付利息 + 应付短期债券 + 交易性金融负债 + 卖出回购金融资产款)- 现金类资产(货币资金 + 交易性金融资产);EBITDA = 利润总额 + 利息支出 + 折旧与摊销,"year,短期借款,一年内到期的非流动负债,长期借款,应付债券,租赁负债,应付利息,应付短期债券,交易性金融负债,卖出回购金融资产款,货币资金,交易性金融资产,利润总额,财务费用——利息费用,固定资产折旧、油气资产折耗、生产性生物资产折旧,无形资产摊销,长期待摊费用摊销 2025,0.0,0.0,0.0,136950119652.0,3724406538.0,0.0,0.0,38945097041.0,112569758795.0,149701877194.0,295356608130.0,11712746737.0,0.0,1214023301.0,413342451.0,169630697.0 ", 122,CN,fundamental,紫光国微的净债务/EBITDA在2024年是多少?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,-0.9063,easy,solvency,净债务 / EBITDA;净债务 = 有息负债(短期借款 + 一年内到期非流动负债 + 长期借款 + 应付债券 + 租赁负债 + 应付利息 + 应付短期债券 + 交易性金融负债 + 卖出回购金融资产款)- 现金类资产(货币资金 + 交易性金融资产);EBITDA = 利润总额 + 利息支出 + 折旧与摊销,"year,短期借款,一年内到期的非流动负债,长期借款,应付债券,租赁负债,应付利息,应付短期债券,交易性金融负债,卖出回购金融资产款,货币资金,交易性金融资产,利润总额,财务费用——利息费用,固定资产折旧、油气资产折耗、生产性生物资产折旧,无形资产摊销,长期待摊费用摊销 2024,0.0,169288585.04,199500000.0,1407230376.52,14405483.37,0.0,0.0,0.0,0.0,2461114778.52,785209035.61,1281735688.84,64600664.21,156901725.1,78024842.54,25200196.55 ", 123,CN,fundamental,对于净债务/EBITDA,科伦药业在2019年的值是?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,2.8505,easy,solvency,净债务 / EBITDA;净债务 = 有息负债(短期借款 + 一年内到期非流动负债 + 长期借款 + 应付债券 + 租赁负债 + 应付利息 + 应付短期债券 + 交易性金融负债 + 卖出回购金融资产款)- 现金类资产(货币资金 + 交易性金融资产);EBITDA = 利润总额 + 利息支出 + 折旧与摊销,"year,短期借款,一年内到期的非流动负债,长期借款,应付债券,租赁负债,应付利息,应付短期债券,交易性金融负债,卖出回购金融资产款,货币资金,交易性金融资产,利润总额,财务费用——利息费用,固定资产折旧、油气资产折耗、生产性生物资产折旧,无形资产摊销,长期待摊费用摊销 2019,3175114271.0,5244344993.0,801741735.0,1344814915.0,0.0,0.0,0.0,0.0,0.0,2253425441.0,0.0,1256293926.0,584825823.0,973143293.0,97260418.0,4669925.0 ", 124,CN,fundamental,计算2023年度紫光股份的净债务/EBITDA。按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,-0.3356,easy,solvency,净债务 / EBITDA;净债务 = 有息负债(短期借款 + 一年内到期非流动负债 + 长期借款 + 应付债券 + 租赁负债 + 应付利息 + 应付短期债券 + 交易性金融负债 + 卖出回购金融资产款)- 现金类资产(货币资金 + 交易性金融资产);EBITDA = 利润总额 + 利息支出 + 折旧与摊销,"year,短期借款,一年内到期的非流动负债,长期借款,应付债券,租赁负债,应付利息,应付短期债券,交易性金融负债,卖出回购金融资产款,货币资金,交易性金融资产,利润总额,财务费用——利息费用,固定资产折旧、油气资产折耗、生产性生物资产折旧,无形资产摊销,长期待摊费用摊销 2023,6282709107.4,868627780.7,5086117495.61,0.0,1068804399.81,0.0,0.0,0.0,0.0,14710814862.2,314222422.37,3760213537.13,317701729.59,822229005.28,130109660.87,91445394.88 ", 125,CN,fundamental,恒瑞医药2018年的营业收入增长率是?(单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,25.8916,easy,growth,(本期营业收入 - 上期营业收入) / 上期营业收入 * 100%,"year,营业收入 2017,13835629369.98 2018,17417901050.02 ", 126,CN,fundamental,2021年顺丰控股的营业收入增长率是?(单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,34.5483,easy,growth,(本期营业收入 - 上期营业收入) / 上期营业收入 * 100%,"year,营业收入 2020,153986870000.0 2021,207186647000.0 ", 127,CN,fundamental,中国广核的营业收入增长率在2017年是多少?(单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,38.171,easy,growth,(本期营业收入 - 上期营业收入) / 上期营业收入 * 100%,"year,营业收入 2016,33026794633.05 2017,45633453920.64 ", 128,CN,fundamental,对于营业收入增长率,盐湖股份在2024年的值是?(单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,-29.8648,easy,growth,(本期营业收入 - 上期营业收入) / 上期营业收入 * 100%,"year,营业收入 2023,21578504361.18 2024,15134119500.89 ", 129,CN,fundamental,计算2018年度中国人保的营业收入增长率。(单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,3.2077,easy,growth,(本期营业收入 - 上期营业收入) / 上期营业收入 * 100%,"year,营业收入 2017,488141000000.0 2018,503799000000.0 ", 130,CN,fundamental,铜陵有色2023年的EBITDA增长率是?(单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,-9.5907,easy,growth,EBITDA增长率 = (本期EBITDA - 上期EBITDA) / 上期EBITDA * 100%;EBITDA = 利润总额 + 利息支出 + 折旧与摊销,"year,利润总额,财务费用——利息费用,固定资产折旧、油气资产折耗、生产性生物资产折旧,无形资产摊销,长期待摊费用摊销 2022,7339976452.81,896149431.69,2254383699.22,159129388.0,0.0 2023,5391665154.49,1028320327.39,2956828351.95,251454425.86,0.0 ", 131,CN,fundamental,2019年龙源电力的EBITDA增长率是?(单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,4.1168,easy,growth,EBITDA增长率 = (本期EBITDA - 上期EBITDA) / 上期EBITDA * 100%;EBITDA = 利润总额 + 利息支出 + 折旧与摊销,"year,利润总额,财务费用——利息费用,固定资产折旧、油气资产折耗、生产性生物资产折旧,无形资产摊销,长期待摊费用摊销 2018,5833972058.53,3564271989.93,7243016550.68,103089980.19,9529405.99 2019,6430368620.38,3384520738.08,7046041212.9,572036615.11,10642851.66 ", 132,CN,fundamental,新和成的EBITDA增长率在2019年是多少?(单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,-20.6227,easy,growth,EBITDA增长率 = (本期EBITDA - 上期EBITDA) / 上期EBITDA * 100%;EBITDA = 利润总额 + 利息支出 + 折旧与摊销,"year,利润总额,财务费用——利息费用,固定资产折旧、油气资产折耗、生产性生物资产折旧,无形资产摊销,长期待摊费用摊销 2018,3639700078.3,86313025.06,433561544.29,24041742.9,203636.4 2019,2565343560.67,192610308.63,532632605.17,29228263.27,1189468.66 ", 133,CN,fundamental,对于EBITDA增长率,传音控股在2020年的值是?(单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,45.8785,easy,growth,EBITDA增长率 = (本期EBITDA - 上期EBITDA) / 上期EBITDA * 100%;EBITDA = 利润总额 + 利息支出 + 折旧与摊销,"year,利润总额,财务费用——利息费用,固定资产折旧、油气资产折耗、生产性生物资产折旧,无形资产摊销,长期待摊费用摊销 2019,2182106072.79,1049036.64,78382817.93,22029031.93,18520373.29 2020,3201039225.51,8366055.77,99894730.62,26380640.29,22569761.7 ", 134,CN,fundamental,计算2021年度中国联通的EBITDA增长率。(单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,4.1906,easy,growth,EBITDA增长率 = (本期EBITDA - 上期EBITDA) / 上期EBITDA * 100%;EBITDA = 利润总额 + 利息支出 + 折旧与摊销,"year,利润总额,财务费用——利息费用,固定资产折旧、油气资产折耗、生产性生物资产折旧,无形资产摊销,长期待摊费用摊销 2020,15959508916.0,1455970442.0,74509675347.0,5326560929.0,1437427468.0 2021,17807323798.0,1229336920.0,77902355605.0,4433659453.0,1452101458.0 ", 135,CN,fundamental,新希望2021年的净利润增长率是?(单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,-262.5049,easy,growth,(本期净利润 - 上期净利润) / |上期净利润| * 100%,"year,净利润 2020,5847677507.73 2021,-9502760085.95 ", 136,CN,fundamental,2017年公牛集团的净利润增长率是?(单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,-8.6697,easy,growth,(本期净利润 - 上期净利润) / |上期净利润| * 100%,"year,净利润 2016,1407450173.96 2017,1285428479.45 ", 137,CN,fundamental,云南白药的净利润增长率在2023年是多少?(单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,45.1397,easy,growth,(本期净利润 - 上期净利润) / |上期净利润| * 100%,"year,净利润 2022,2840409694.19 2023,4122561096.49 ", 138,CN,fundamental,对于净利润增长率,紫光股份在2021年的值是?(单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,23.754,easy,growth,(本期净利润 - 上期净利润) / |上期净利润| * 100%,"year,净利润 2020,3064460359.72 2021,3792391852.96 ", 139,CN,fundamental,计算2022年度国电南瑞的净利润增长率。(单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,14.2638,easy,growth,(本期净利润 - 上期净利润) / |上期净利润| * 100%,"year,净利润 2021,6042805375.13 2022,6904736373.07 ", 140,CN,fundamental,石头科技2018年的每股收益增长率是?(单位:%;净利润用归母净利润)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,-88.9813,easy,growth,(本期每股收益 - 上期每股收益) / |上期每股收益| * 100%,"year,归属于母公司所有者的净利润,股本 2017,66996182.0,1200000.0 2018,307587781.0,50000000.0 ", 141,CN,fundamental,2022年格力电器的每股收益增长率是?(单位:%;净利润用归母净利润)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,11.5971,easy,growth,(本期每股收益 - 上期每股收益) / |上期每股收益| * 100%,"year,归属于母公司所有者的净利润,股本 2021,23063732372.62,5914469040.0 2022,24506623782.46,5631405741.0 ", 142,CN,fundamental,豪威集团的每股收益增长率在2020年是多少?(单位:%;净利润用归母净利润)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,478.5314,easy,growth,(本期每股收益 - 上期每股收益) / |上期每股收益| * 100%,"year,归属于母公司所有者的净利润,股本 2019,465632238.67,863662098.0 2020,2706109337.61,867599383.0 ", 143,CN,fundamental,对于每股收益增长率,国轩高科在2025年的值是?(单位:%;净利润用归母净利润)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,96.1694,easy,growth,(本期每股收益 - 上期每股收益) / |上期每股收益| * 100%,"year,归属于母公司所有者的净利润,股本 2024,1206790129.59,1801996317.0 2025,2383271938.21,1814113804.0 ", 144,CN,fundamental,计算2021年度洛阳钼业的每股收益增长率。(单位:%;净利润用归母净利润)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,119.2565,easy,growth,(本期每股收益 - 上期每股收益) / |上期每股收益| * 100%,"year,归属于母公司所有者的净利润,股本 2020,2328787511.92,4319848116.6 2021,5106017249.81,4319848116.6 ", 145,CN,fundamental,云铝股份2023年的公司自由现金流是?(单位:元)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,5269200911.3725,easy,cash flow,经营活动现金流净额 - 资本支出 + 利息支出 * (1 - 所得税费用 / 利润总额),"year,经营活动产生的现金流量净额,购建固定资产、无形资产和其他长期资产支付的现金,财务费用——利息费用,所得税费用,利润总额 2023,5870990366.26,733022450.94,154179149.45,825031590.19,5543529089.23 ", 146,CN,fundamental,2018年浙能电力的公司自由现金流是?(单位:元)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,5891699006.7012,easy,cash flow,经营活动现金流净额 - 资本支出 + 利息支出 * (1 - 所得税费用 / 利润总额),"year,经营活动产生的现金流量净额,购建固定资产、无形资产和其他长期资产支付的现金,财务费用——利息费用,所得税费用,利润总额 2018,6774212687.19,2091207205.08,1400049430.21,684180874.22,5005787723.22 ", 147,CN,fundamental,信达证券的公司自由现金流在2024年是多少?(单位:元)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,10198228645.48,easy,cash flow,经营活动现金流净额 - 资本支出 + 利息支出 * (1 - 所得税费用 / 利润总额),"year,经营活动产生的现金流量净额,购建固定资产、无形资产和其他长期资产支付的现金,财务费用——利息费用,所得税费用,利润总额 2024,10285064057.63,86835412.15,0.0,121482648.22,1536167746.44 ", 148,CN,fundamental,对于公司自由现金流,深南电路在2024年的值是?(单位:元)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,530037226.8167,easy,cash flow,经营活动现金流净额 - 资本支出 + 利息支出 * (1 - 所得税费用 / 利润总额),"year,经营活动产生的现金流量净额,购建固定资产、无形资产和其他长期资产支付的现金,财务费用——利息费用,所得税费用,利润总额 2024,2982221520.41,2526460850.35,79994828.67,144635732.74,2023357901.76 ", 149,CN,fundamental,计算2018年度中国国航的公司自由现金流。(单位:元)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,21511029061.1373,easy,cash flow,经营活动现金流净额 - 资本支出 + 利息支出 * (1 - 所得税费用 / 利润总额),"year,经营活动产生的现金流量净额,购建固定资产、无形资产和其他长期资产支付的现金,财务费用——利息费用,所得税费用,利润总额 2018,31418890000.0,12307679000.0,2914097000.0,1757368000.0,9957905000.0 ", 150,CN,fundamental,润泽科技2018年的股权自由现金流是?(单位:元)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,-19601877.86,easy,cash flow,经营活动现金流净额 - 资本支出 + 净借款(取得借款收到的现金 + 发行债券收到的现金 - 偿还债务支付的现金),"year,经营活动产生的现金流量净额,购建固定资产、无形资产和其他长期资产支付的现金,取得借款收到的现金,发行债券收到的现金,偿还债务支付的现金 2018,-55575707.3,23079845.5,238782396.35,0.0,179728721.41 ", 151,CN,fundamental,2024年天齐锂业的股权自由现金流是?(单位:元)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,4077874164.79,easy,cash flow,经营活动现金流净额 - 资本支出 + 净借款(取得借款收到的现金 + 发行债券收到的现金 - 偿还债务支付的现金),"year,经营活动产生的现金流量净额,购建固定资产、无形资产和其他长期资产支付的现金,取得借款收到的现金,发行债券收到的现金,偿还债务支付的现金 2024,5554189376.65,4524444097.87,9680944122.54,0.0,6632815236.53 ", 152,CN,fundamental,新希望的股权自由现金流在2020年是多少?(单位:元)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,-13969234422.09,easy,cash flow,经营活动现金流净额 - 资本支出 + 净借款(取得借款收到的现金 + 发行债券收到的现金 - 偿还债务支付的现金),"year,经营活动产生的现金流量净额,购建固定资产、无形资产和其他长期资产支付的现金,取得借款收到的现金,发行债券收到的现金,偿还债务支付的现金 2020,5658169507.13,34250094088.62,50208226294.24,0.0,35585536134.84 ", 153,CN,fundamental,对于股权自由现金流,巨化股份在2019年的值是?(单位:元)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,56402899.49,easy,cash flow,经营活动现金流净额 - 资本支出 + 净借款(取得借款收到的现金 + 发行债券收到的现金 - 偿还债务支付的现金),"year,经营活动产生的现金流量净额,购建固定资产、无形资产和其他长期资产支付的现金,取得借款收到的现金,发行债券收到的现金,偿还债务支付的现金 2019,1882399343.8,1757428333.14,94600000.0,0.0,163168111.17 ", 154,CN,fundamental,计算2021年度中科曙光的股权自由现金流。(单位:元)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,-1473745133.88,easy,cash flow,经营活动现金流净额 - 资本支出 + 净借款(取得借款收到的现金 + 发行债券收到的现金 - 偿还债务支付的现金),"year,经营活动产生的现金流量净额,购建固定资产、无形资产和其他长期资产支付的现金,取得借款收到的现金,发行债券收到的现金,偿还债务支付的现金 2021,-522882997.36,1629094517.39,949232380.87,0.0,271000000.0 ", 155,CN,fundamental,东鹏饮料2023年的经营现金流利润率是?(单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,29.1337,easy,cash flow,经营活动现金流净额 / 营业收入 * 100%,"year,经营活动产生的现金流量净额,营业收入 2023,3281269652.65,11262794083.29 ", 156,CN,fundamental,2018年中国动力的经营现金流利润率是?(单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,-3.9708,easy,cash flow,经营活动现金流净额 / 营业收入 * 100%,"year,经营活动产生的现金流量净额,营业收入 2018,-1177789013.13,29661528137.69 ", 157,CN,fundamental,中国铁建的经营现金流利润率在2019年是多少?(单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,4.8174,easy,cash flow,经营活动现金流净额 / 营业收入 * 100%,"year,经营活动产生的现金流量净额,营业收入 2019,40005838000.0,830452157000.0 ", 158,CN,fundamental,对于经营现金流利润率,南方航空在2020年的值是?(单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,9.7763,easy,cash flow,经营活动现金流净额 / 营业收入 * 100%,"year,经营活动产生的现金流量净额,营业收入 2020,9049000000.0,92561000000.0 ", 159,CN,fundamental,计算2018年度士兰微的经营现金流利润率。(单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,7.9513,easy,cash flow,经营活动现金流净额 / 营业收入 * 100%,"year,经营活动产生的现金流量净额,营业收入 2018,240596119.24,3025857115.44 ", 160,CN,fundamental,招商蛇口2019年的资本支出占收入比是?(单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,8.3016,easy,cash flow,资本支出 / 营业收入 * 100%,"year,购建固定资产、无形资产和其他长期资产支付的现金,营业收入 2019,8108375383.34,97672181191.74 ", 161,CN,fundamental,2017年中国中免的资本支出占收入比是?(单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1.0392,easy,cash flow,资本支出 / 营业收入 * 100%,"year,购建固定资产、无形资产和其他长期资产支付的现金,营业收入 2017,293907265.52,28282286665.72 ", 162,CN,fundamental,国投资本的资本支出占收入比在2024年是多少?(单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1336.4976,easy,cash flow,资本支出 / 营业收入 * 100%,"year,购建固定资产、无形资产和其他长期资产支付的现金,营业收入 2024,435026150.59,32549714.45 ", 163,CN,fundamental,对于资本支出占收入比,徐工机械在2016年的值是?(单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,3.0032,easy,cash flow,资本支出 / 营业收入 * 100%,"year,购建固定资产、无形资产和其他长期资产支付的现金,营业收入 2016,507270583.28,16891229922.95 ", 164,CN,fundamental,计算2016年度今世缘的资本支出占收入比。(单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,4.9802,easy,cash flow,资本支出 / 营业收入 * 100%,"year,购建固定资产、无形资产和其他长期资产支付的现金,营业收入 2016,127213769.33,2554378047.06 ", 165,CN,fundamental,三六零2018年的现金流量充裕率是?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,7.2382,easy,cash flow,经营活动现金流净额 / (资本支出 + 偿还债务支付的现金 + 分配股利、利润或偿付利息支付的现金),"year,经营活动产生的现金流量净额,购建固定资产、无形资产和其他长期资产支付的现金,偿还债务支付的现金,分配股利、利润或偿付利息支付的现金 2018,3747795000.0,499517000.0,0.0,18263000.0 ", 166,CN,fundamental,2022年紫光股份的现金流量充裕率是?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.6059,easy,cash flow,经营活动现金流净额 / (资本支出 + 偿还债务支付的现金 + 分配股利、利润或偿付利息支付的现金),"year,经营活动产生的现金流量净额,购建固定资产、无形资产和其他长期资产支付的现金,偿还债务支付的现金,分配股利、利润或偿付利息支付的现金 2022,4018516037.36,482798694.33,4299937221.02,1849144929.28 ", 167,CN,fundamental,金龙鱼的现金流量充裕率在2025年是多少?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.0897,easy,cash flow,经营活动现金流净额 / (资本支出 + 偿还债务支付的现金 + 分配股利、利润或偿付利息支付的现金),"year,经营活动产生的现金流量净额,购建固定资产、无形资产和其他长期资产支付的现金,偿还债务支付的现金,分配股利、利润或偿付利息支付的现金 2025,15444977000.0,4789184000.0,164900403000.0,2546150000.0 ", 168,CN,fundamental,对于现金流量充裕率,长江电力在2025年的值是?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.2743,easy,cash flow,经营活动现金流净额 / (资本支出 + 偿还债务支付的现金 + 分配股利、利润或偿付利息支付的现金),"year,经营活动产生的现金流量净额,购建固定资产、无形资产和其他长期资产支付的现金,偿还债务支付的现金,分配股利、利润或偿付利息支付的现金 2025,60562925570.41,18488466859.29,168073820413.41,34191120693.3 ", 169,CN,fundamental,计算2018年度铜陵有色的现金流量充裕率。按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.1903,easy,cash flow,经营活动现金流净额 / (资本支出 + 偿还债务支付的现金 + 分配股利、利润或偿付利息支付的现金),"year,经营活动产生的现金流量净额,购建固定资产、无形资产和其他长期资产支付的现金,偿还债务支付的现金,分配股利、利润或偿付利息支付的现金 2018,5664843194.84,1877306657.72,26752500029.93,1143639249.75 ", 170,CN,fundamental,华大九天2019年的每股净资产是?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,2.8561,easy,per share,股东权益合计 / 股本,"year,股东权益合计,股本 2019,491757927.98,172176706.7 ", 171,CN,fundamental,2020年浙商银行的每股净资产是?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,6.2317,easy,per share,股东权益合计 / 股本,"year,股东权益合计,股本 2020,132543000000.0,21269000000.0 ", 172,CN,fundamental,中国交建的每股净资产在2016年是多少?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,11.5586,easy,per share,股东权益合计 / 股本,"year,股东权益合计,股本 2016,186957316260.0,16174735425.0 ", 173,CN,fundamental,对于每股净资产,亿联网络在2017年的值是?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,19.245,easy,per share,股东权益合计 / 股本,"year,股东权益合计,股本 2017,2874055019.29,149340000.0 ", 174,CN,fundamental,计算2022年度白云山的每股净资产。按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,20.6901,easy,per share,股东权益合计 / 股本,"year,股东权益合计,股本 2022,33637858079.22,1625790949.0 ", 175,CN,fundamental,巨化股份2023年的每股资本公积金是?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1.7282,easy,per share,资本公积 / 股本,"year,资本公积,股本 2023,4665635332.56,2699746081.0 ", 176,CN,fundamental,2025年中国银行的每股资本公积金是?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.8451,easy,per share,资本公积 / 股本,"year,资本公积,股本 2025,272304000000.0,322212000000.0 ", 177,CN,fundamental,中国中免的每股资本公积金在2017年是多少?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1.9679,easy,per share,资本公积 / 股本,"year,资本公积,股本 2017,3842200277.86,1952475544.0 ", 178,CN,fundamental,对于每股资本公积金,中国银河在2019年的值是?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,2.4684,easy,per share,资本公积 / 股本,"year,资本公积,股本 2019,25022895958.83,10137258757.0 ", 179,CN,fundamental,计算2024年度兆易创新的每股资本公积金。按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,12.5305,easy,per share,资本公积 / 股本,"year,资本公积,股本 2024,8321828404.11,664124105.0 ", 180,CN,fundamental,华勤技术2022年的每股未分配利润是?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,9.875,easy,per share,未分配利润 / 股本,"year,未分配利润,股本 2022,6436792034.63,651827169.0 ", 181,CN,fundamental,2023年中信证券的每股未分配利润是?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,6.3054,easy,per share,未分配利润 / 股本,"year,未分配利润,股本 2023,93449787059.61,14820546829.0 ", 182,CN,fundamental,国投电力的每股未分配利润在2018年是多少?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,2.7331,easy,per share,未分配利润 / 股本,"year,未分配利润,股本 2018,18546854666.09,6786023347.0 ", 183,CN,fundamental,对于每股未分配利润,兴业证券在2022年的值是?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1.3611,easy,per share,未分配利润 / 股本,"year,未分配利润,股本 2022,11754033907.47,8635987294.0 ", 184,CN,fundamental,计算2016年度古井贡酒的每股未分配利润。按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,6.9561,easy,per share,未分配利润 / 股本,"year,未分配利润,股本 2016,3503069053.49,503600000.0 ", 185,CN,fundamental,交通银行2017年的每股经营现金流是?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.1444,easy,per share,经营活动现金流净额 / 股本,"year,经营活动产生的现金流量净额,股本 2017,10727000000.0,74263000000.0 ", 186,CN,fundamental,2016年上海莱士的每股经营现金流是?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.1285,easy,per share,经营活动现金流净额 / 股本,"year,经营活动产生的现金流量净额,股本 2016,638223427.35,4965755511.0 ", 187,CN,fundamental,京沪高铁的每股经营现金流在2019年是多少?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.4216,easy,per share,经营活动现金流净额 / 股本,"year,经营活动产生的现金流量净额,股本 2019,18052567210.28,42820854611.0 ", 188,CN,fundamental,对于每股经营现金流,渝农商行在2022年的值是?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,6.2429,easy,per share,经营活动现金流净额 / 股本,"year,经营活动产生的现金流量净额,股本 2022,70901171000.0,11357000000.0 ", 189,CN,fundamental,计算2021年度恒生电子的每股经营现金流。按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.6546,easy,per share,经营活动现金流净额 / 股本,"year,经营活动产生的现金流量净额,股本 2021,956789306.14,1461560480.0 ", 190,CN,fundamental,华利集团2025年的权益乘数是?(用期初期末平均值)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1.3415,easy,solvency,平均总资产 / 平均股东权益,"year,资产合计,股东权益合计 2024,22764623007.78,17443193573.41 2025,22436514980.12,16250153378.37 ", 191,CN,fundamental,2024年顺丰控股的权益乘数是?(用期初期末平均值)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,2.1171,easy,solvency,平均总资产 / 平均股东权益,"year,资产合计,股东权益合计 2023,221490655000.0,103283660000.0 2024,213824213000.0,102335221000.0 ", 192,CN,fundamental,中航沈飞的权益乘数在2020年是多少?(用期初期末平均值)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,3.0795,easy,solvency,平均总资产 / 平均股东权益,"year,资产合计,股东权益合计 2019,29223855417.98,9322568681.88 2020,32853080760.29,10835360686.84 ", 193,CN,fundamental,对于权益乘数,中国太保在2017年的值是?(用期初期末平均值)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,7.9451,easy,solvency,平均总资产 / 平均股东权益,"year,资产合计,股东权益合计 2016,1020692000000.0,134763000000.0 2017,1171224000000.0,141119000000.0 ", 194,CN,fundamental,计算2022年度广汽集团的权益乘数。(用期初期末平均值)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1.6011,easy,solvency,平均总资产 / 平均股东权益,"year,资产合计,股东权益合计 2021,154196563667.0,92594760006.0 2022,189831614551.0,122277429084.0 ", 195,CN,fundamental,长电科技2024年的EBIT是?(单位:元)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,2091985090.44,easy,valuation,利润总额 + 利息支出,"year,利润总额,财务费用——利息费用 2024,1648906851.98,443078238.46 ", 196,CN,fundamental,2018年新和成的EBIT是?(单位:元)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,3726013103.36,easy,valuation,利润总额 + 利息支出,"year,利润总额,财务费用——利息费用 2018,3639700078.3,86313025.06 ", 197,CN,fundamental,春秋航空的EBIT在2024年是多少?(单位:元)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,3188006510.0,easy,valuation,利润总额 + 利息支出,"year,利润总额,财务费用——利息费用 2024,2653449012.0,534557498.0 ", 198,CN,fundamental,对于EBIT,中信特钢在2025年的值是?(单位:元)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,8036562318.05,easy,valuation,利润总额 + 利息支出,"year,利润总额,财务费用——利息费用 2025,7189814589.3,846747728.75 ", 199,CN,fundamental,计算2024年度歌尔股份的EBIT。(单位:元)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,3346031954.21,easy,valuation,利润总额 + 利息支出,"year,利润总额,财务费用——利息费用 2024,2773837345.1,572194609.11 ", 200,CN,fundamental,南方航空2025年的EBITDA是?(单位:元)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,41598000000.0,easy,valuation,利润总额 + 利息支出 + 折旧与摊销,"year,利润总额,财务费用——利息费用,固定资产折旧、油气资产折耗、生产性生物资产折旧,无形资产摊销,长期待摊费用摊销 2025,4811000000.0,5553000000.0,30299000000.0,793000000.0,142000000.0 ", 201,CN,fundamental,2020年星宇股份的EBITDA是?(单位:元)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1635865931.62,easy,valuation,利润总额 + 利息支出 + 折旧与摊销,"year,利润总额,财务费用——利息费用,固定资产折旧、油气资产折耗、生产性生物资产折旧,无形资产摊销,长期待摊费用摊销 2020,1364833542.81,14129171.96,169911160.25,22146781.6,64845275.0 ", 202,CN,fundamental,中际旭创的EBITDA在2016年是多少?(单位:元)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,42135250.06,easy,valuation,利润总额 + 利息支出 + 折旧与摊销,"year,利润总额,财务费用——利息费用,固定资产折旧、油气资产折耗、生产性生物资产折旧,无形资产摊销,长期待摊费用摊销 2016,10910861.57,0.0,18808306.44,12265049.33,151032.72 ", 203,CN,fundamental,对于EBITDA,合盛硅业在2019年的值是?(单位:元)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,2502773052.99,easy,valuation,利润总额 + 利息支出 + 折旧与摊销,"year,利润总额,财务费用——利息费用,固定资产折旧、油气资产折耗、生产性生物资产折旧,无形资产摊销,长期待摊费用摊销 2019,1282221502.06,230346568.23,973786609.39,16254460.51,163912.8 ", 204,CN,fundamental,计算2019年度软通动力的EBITDA。(单位:元)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1155137202.25,easy,valuation,利润总额 + 利息支出 + 折旧与摊销,"year,利润总额,财务费用——利息费用,固定资产折旧、油气资产折耗、生产性生物资产折旧,无形资产摊销,长期待摊费用摊销 2019,776016357.9,184717224.77,69328386.4,38035166.05,87040067.13 ", 205,CN,fundamental,交通银行2022年的NOPAT是?(单位:元)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,91955000000.0,easy,valuation,EBIT × (1 - 实际税率) = (利润总额 + 利息支出) × (1 - 所得税费用 / 利润总额),"year,利润总额,财务费用——利息费用,所得税费用 2022,98115000000.0,0.0,6160000000.0 ", 206,CN,fundamental,2025年沪农商行的NOPAT是?(单位:元)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,12649418000.0,easy,valuation,EBIT × (1 - 实际税率) = (利润总额 + 利息支出) × (1 - 所得税费用 / 利润总额),"year,利润总额,财务费用——利息费用,所得税费用 2025,14973220000.0,0.0,2323802000.0 ", 207,CN,fundamental,宁德时代的NOPAT在2018年是多少?(单位:元)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,3917533387.1792,easy,valuation,EBIT × (1 - 实际税率) = (利润总额 + 利息支出) × (1 - 所得税费用 / 利润总额),"year,利润总额,财务费用——利息费用,所得税费用 2018,4204813251.93,204435332.83,468916764.21 ", 208,CN,fundamental,对于NOPAT,中芯国际在2025年的值是?(单位:元)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,9674657282.0688,easy,valuation,EBIT × (1 - 实际税率) = (利润总额 + 利息支出) × (1 - 所得税费用 / 利润总额),"year,利润总额,财务费用——利息费用,所得税费用 2025,7785646000.0,2663015000.0,576736000.0 ", 209,CN,fundamental,计算2018年度中航成飞的NOPAT。(单位:元)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,177267339.17,easy,valuation,EBIT × (1 - 实际税率) = (利润总额 + 利息支出) × (1 - 所得税费用 / 利润总额),"year,利润总额,财务费用——利息费用,所得税费用 2018,197233562.84,0.0,19966223.67 ", 210,CN,fundamental,"2020-2024年的毛利率的平均值, 紫光国微与山西焦煤之比是多少?(指标单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。",1.698,hard,profitability,(营业收入 - 营业成本) / 营业收入 * 100%,"corporate,year,营业收入,营业成本 紫光国微,2020,3270255229.79,1558907761.74 紫光国微,2021,5342115108.65,2164686340.0 紫光国微,2022,7119905165.64,2577367760.76 紫光国微,2023,7576015885.07,2950908741.61 紫光国微,2024,5511073894.21,2437394079.21 山西焦煤,2020,33756582333.29,24898019255.95 山西焦煤,2021,54170210466.8,35347395195.81 山西焦煤,2022,65183452996.11,37676919495.79 山西焦煤,2023,55522870893.68,34613888588.28 山西焦煤,2024,45290384448.09,31080097738.94 ","corporate,year,毛利率 山西焦煤,2020,26.242476178057515 山西焦煤,2021,34.74753948487276 山西焦煤,2022,42.198644343007615 山西焦煤,2023,37.658323441953016 山西焦煤,2024,31.37594631248329 紫光国微,2020,52.33070044382727 紫光国微,2021,59.478852552336036 紫光国微,2022,63.80053243969965 紫光国微,2023,61.049332704999536 紫光国微,2024,55.77279263537447 " 211,CN,fundamental,潞安环能与华能水电在2017至2019年毛利率最大值之比是多少?(指标单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.7275,hard,profitability,(营业收入 - 营业成本) / 营业收入 * 100%,"corporate,year,营业收入,营业成本 潞安环能,2017,23543556034.52,13937261855.23 潞安环能,2018,26682190404.55,16289849349.58 潞安环能,2019,26791159017.4,16412625401.02 华能水电,2017,12847346065.58,6740372964.64 华能水电,2018,15516479019.57,7615809533.75 华能水电,2019,20800941121.1,9134849012.27 ","corporate,year,毛利率 华能水电,2017,47.53489996896334 华能水电,2018,50.917927165405 华能水电,2019,56.084443684118604 潞安环能,2017,40.80222276195266 潞安环能,2018,38.94860540833948 潞安环能,2019,38.73865109620482 " 212,CN,fundamental,2018到2022年,藏格矿业的毛利率平均值是宝信软件的几倍?(指标单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1.9953,hard,profitability,(营业收入 - 营业成本) / 营业收入 * 100%,"corporate,year,营业收入,营业成本 藏格矿业,2018,2680568343.25,848454313.75 藏格矿业,2019,2018557840.82,843962517.52 藏格矿业,2020,1903487124.97,1288437603.84 藏格矿业,2021,3622594323.02,1491573298.97 藏格矿业,2022,8193913458.11,1475032302.96 宝信软件,2018,5819459135.18,4326942790.02 宝信软件,2019,6849043376.68,4791831808.02 宝信软件,2020,10225041913.62,7264981152.18 宝信软件,2021,11759361474.51,7935293088.83 宝信软件,2022,13149886848.21,8805542710.1 ","corporate,year,毛利率 宝信软件,2018,25.6469941705989 宝信软件,2019,30.036480359644198 宝信软件,2020,28.94913083434043 宝信软件,2021,32.519353996976655 宝信软件,2022,33.03712182665179 藏格矿业,2018,68.3479693443925 藏格矿业,2019,58.18982738799515 藏格矿业,2020,32.311724784568405 藏格矿业,2021,58.825825748919634 藏格矿业,2022,81.99843932327508 " 213,CN,fundamental,在2017-2021年间,毛利率的平均值,洋河股份相对中远海能的比值是多少?(指标单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,3.8342,hard,profitability,(营业收入 - 营业成本) / 营业收入 * 100%,"corporate,year,营业收入,营业成本 洋河股份,2017,19917942238.16,6681148562.16 洋河股份,2018,24159801994.68,6353242198.27 洋河股份,2019,23126476885.07,6626362251.24 洋河股份,2020,21101051131.79,5851904596.71 洋河股份,2021,25350178204.45,6255397564.1 中远海能,2017,9778392035.65,7555915961.86 中远海能,2018,12286002132.16,10368270583.33 中远海能,2019,13880075062.56,11247011357.26 中远海能,2020,16384757725.42,11627998603.99 中远海能,2021,12698667710.66,11769580474.25 ","corporate,year,毛利率 中远海能,2017,22.72844109427512 中远海能,2018,15.609077128597598 中远海能,2019,18.970097016279137 中远海能,2020,29.03161097127585 中远海能,2021,7.316415056912389 洋河股份,2017,66.45663250614388 洋河股份,2018,73.7032522051754 洋河股份,2019,71.34729044907895 洋河股份,2020,72.26723654589058 洋河股份,2021,75.32404895283173 " 214,CN,fundamental,分别统计江西铜业和广汽集团在2022-2024年的毛利率的最大值,计算两者之比。(指标单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.5609,hard,profitability,(营业收入 - 营业成本) / 营业收入 * 100%,"corporate,year,营业收入,营业成本 江西铜业,2022,479938045193.0,465609468267.0 江西铜业,2023,521892512166.0,507899464795.0 江西铜业,2024,516608964177.0,498244870652.0 广汽集团,2022,109600170277.0,102653650355.0 广汽集团,2023,128757302754.0,120973712653.0 广汽集团,2024,106797859228.0,100599931912.0 ","corporate,year,毛利率 广汽集团,2022,6.338055775318219 广汽集团,2023,6.045163990326128 广汽集团,2024,5.803419058024566 江西铜业,2022,2.9855055396239685 江西铜业,2023,2.681212518824027 江西铜业,2024,3.5547376833182693 " 215,CN,fundamental,"2020-2022年的EBIT利润率的最大值, 川投能源与山西汾酒之比是多少?(指标单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。",8.4439,hard,profitability,(利润总额 + 利息支出) / 营业收入 * 100%,"corporate,year,营业收入,利润总额,财务费用——利息费用 川投能源,2020,1031120302.57,3249950846.02,362740551.17 川投能源,2021,1263333300.61,3180103980.29,410367978.43 川投能源,2022,1420414976.88,3614302991.73,528431708.26 山西汾酒,2020,13989804850.8,4236616296.4,6987929.96 山西汾酒,2021,19970986258.92,7090520429.87,992415.11 山西汾酒,2022,26213860718.3,10875909789.59,1040628.58 ","corporate,year,EBIT利润率 山西汾酒,2020,30.333548406269102 山西汾酒,2021,35.50907678288843 山西汾酒,2022,41.49312661364969 川投能源,2020,350.3656545395918 川投能源,2021,284.20623100699885 川投能源,2022,291.6566473475017 " 216,CN,fundamental,山西焦煤与昆仑万维在2018至2020年EBIT利润率最大值之比是多少?(指标单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.1033,hard,profitability,(利润总额 + 利息支出) / 营业收入 * 100%,"corporate,year,营业收入,利润总额,财务费用——利息费用 山西焦煤,2018,32271005488.06,3230101991.44,919990474.27 山西焦煤,2019,36007526834.78,3635862552.91,831942178.5 山西焦煤,2020,33756582333.29,3109492366.31,729779998.75 昆仑万维,2018,3577178500.67,1503901612.43,163729539.48 昆仑万维,2019,3687883695.82,1483027574.39,150171885.52 昆仑万维,2020,4629822235.08,5674508406.7,91763844.74 ","corporate,year,EBIT利润率 山西焦煤,2018,12.860127544663891 山西焦煤,2019,12.407974454647928 山西焦煤,2020,11.373403643631878 昆仑万维,2018,46.6186172034092 昆仑万维,2019,44.28554679642245 昆仑万维,2020,124.54629915915902 " 217,CN,fundamental,2021到2023年,中国能建的EBIT利润率最大值是徐工机械的几倍?(指标单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.5777,hard,profitability,(利润总额 + 利息支出) / 营业收入 * 100%,"corporate,year,营业收入,利润总额,财务费用——利息费用 中国能建,2021,322318565000.0,13050383000.0,3362582000.0 中国能建,2022,366395814000.0,13677064000.0,5618003000.0 中国能建,2023,406031848000.0,14010567000.0,5899961000.0 徐工机械,2021,116796193605.64,9229901319.44,1417051278.14 徐工机械,2022,93817122393.59,5012731082.26,1532506118.96 徐工机械,2023,92848220501.93,5677633345.29,1653489976.46 ","corporate,year,EBIT利润率 中国能建,2021,5.092156264719037 中国能建,2022,5.266181070507535 中国能建,2023,4.903686274383087 徐工机械,2021,9.11583868351842 徐工机械,2022,6.976591302556515 徐工机械,2023,7.89581456932458 " 218,CN,fundamental,在2020-2022年间,EBIT利润率的平均值,科大讯飞相对中航成飞的比值是多少?(指标单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.4653,hard,profitability,(利润总额 + 利息支出) / 营业收入 * 100%,"corporate,year,营业收入,利润总额,财务费用——利息费用 科大讯飞,2020,13024657865.85,1456636437.62,62416780.1 科大讯飞,2021,18313605605.92,1496687629.72,65801690.75 科大讯飞,2022,18820234052.91,247751731.36,65047181.27 中航成飞,2020,1759918751.88,307530560.5,0.0 中航成飞,2021,1942801971.79,349784330.36,1289174.33 中航成飞,2022,1905000855.86,213625605.16,4035120.0 ","corporate,year,EBIT利润率 中航成飞,2020,17.47413397189423 中航成飞,2021,18.07047294514214 中航成飞,2022,11.425754717665914 科大讯飞,2020,11.662903036423561 科大讯飞,2021,8.531849784757375 科大讯飞,2022,1.662035189098165 " 219,CN,fundamental,分别统计顺丰控股和紫光股份在2016-2020年的EBIT利润率的最大值,计算两者之比。(指标单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1.2519,hard,profitability,(利润总额 + 利息支出) / 营业收入 * 100%,"corporate,year,营业收入,利润总额,财务费用——利息费用 顺丰控股,2016,57482698073.15,5190731373.2,0.0 顺丰控股,2017,71272633122.78,6513445120.47,561346225.08 顺丰控股,2018,90942694239.83,5867406701.01,644167308.71 顺丰控股,2019,112193396064.26,7426311085.12,900620301.08 顺丰控股,2020,153986870000.0,10038657000.0,1016748000.0 紫光股份,2016,27709709064.34,1151214224.25,0.0 紫光股份,2017,39072173567.27,2992763456.23,105296644.91 紫光股份,2018,48338071477.87,3201608218.66,157995611.66 紫光股份,2019,54099057664.94,3611158964.6,246423622.76 紫光股份,2020,60083923906.8,3615354497.33,305170255.2 ","corporate,year,EBIT利润率 紫光股份,2016,4.154551827220421 紫光股份,2017,7.929070277613592 紫光股份,2018,6.95022314214187 紫光股份,2019,7.130591093197515 紫光股份,2020,6.525081082606015 顺丰控股,2016,9.03007608758117 顺丰控股,2017,9.92637852085862 顺丰控股,2018,7.160084781024817 顺丰控股,2019,7.421944319637726 顺丰控股,2020,7.179446533331056 " 220,CN,fundamental,"2020-2022年的EBITDA利润率的最小值, 京东方A与招商轮船之比是多少?(指标单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。",0.7076,hard,profitability,(利润总额 + 利息支出 + 折旧与摊销) / 营业收入 * 100%,"corporate,year,营业收入,利润总额,财务费用——利息费用,固定资产折旧、油气资产折耗、生产性生物资产折旧,无形资产摊销,长期待摊费用摊销 京东方A,2020,135552569729.0,6092836662.0,3497697709.0,21680555167.0,758817609.0,123440347.0 京东方A,2021,221035718012.0,35084376259.0,4866778333.0,33432161074.0,1185263603.0,130732527.0 京东方A,2022,178413731179.0,51218939.0,3572211438.0,33422031705.0,995315014.0,83058206.0 招商轮船,2020,21610397166.45,3259401215.34,691823666.9,2204219446.86,7107457.53,363176923.54 招商轮船,2021,24412230326.4,4342887937.67,586336850.3,2442946142.18,7739421.09,498326456.48 招商轮船,2022,29708405329.45,5933979401.25,858443699.78,2377422728.2,12296524.35,448305114.18 ","corporate,year,EBITDA利润率 京东方A,2020,23.720205052756842 京东方A,2021,33.79513160490405 京东方A,2022,21.36821815791235 招商轮船,2020,30.197171573973435 招商轮船,2021,32.27167981943983 招商轮船,2022,32.416574908560705 " 221,CN,fundamental,亿纬锂能与华勤技术在2023至2025年EBITDA利润率平均值之比是多少?(指标单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,3.5096,hard,profitability,(利润总额 + 利息支出 + 折旧与摊销) / 营业收入 * 100%,"corporate,year,营业收入,利润总额,财务费用——利息费用,固定资产折旧、油气资产折耗、生产性生物资产折旧,无形资产摊销,长期待摊费用摊销 亿纬锂能,2023,48783587175.86,4828787308.71,479146473.41,1360975007.27,102689151.98,234652112.46 亿纬锂能,2024,48614556525.09,4638264644.15,638953665.47,2457823582.01,133905804.31,166032086.45 亿纬锂能,2025,61469630776.09,4440164576.33,717710192.61,3083783241.38,175505977.32,128455922.49 华勤技术,2023,85338484213.69,2833641027.59,270331269.18,990413675.88,58978416.17,36874534.11 华勤技术,2024,109877987191.16,3034346863.51,244091676.2,1109831375.27,85644972.39,47567148.37 华勤技术,2025,171436926673.4,4448887112.93,308359538.96,1429653584.49,163083509.99,57329647.93 ","corporate,year,EBITDA利润率 亿纬锂能,2023,14.36190009679518 亿纬锂能,2024,16.527929815102073 亿纬锂能,2025,13.90218194291483 华勤技术,2023,4.91013985254006 华勤技术,2024,4.115002605457052 华勤技术,2025,3.7374173222939335 " 222,CN,fundamental,2018到2020年,三环集团的EBITDA利润率平均值是时代电气的几倍?(指标单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,2.2354,hard,profitability,(利润总额 + 利息支出 + 折旧与摊销) / 营业收入 * 100%,"corporate,year,营业收入,利润总额,财务费用——利息费用,固定资产折旧、油气资产折耗、生产性生物资产折旧,无形资产摊销,长期待摊费用摊销 三环集团,2018,3750072862.64,1553208220.98,4564226.61,219362922.27,9322287.28,2258805.75 三环集团,2019,2726451719.14,1016583396.65,6684540.08,252389443.75,9744612.45,3965542.81 三环集团,2020,3993974641.28,1678604413.73,3375011.99,263994846.68,10219662.81,4873510.84 时代电气,2018,15657900734.0,2967130929.0,7582970.0,319532096.0,99488686.0,2178813.0 时代电气,2019,16304206791.0,2932612787.0,25539769.0,417640480.0,94660315.0,4891813.0 时代电气,2020,16033898624.0,2836938297.0,16017904.0,458959412.0,115126380.0,12920622.0 ","corporate,year,EBITDA利润率 三环集团,2018,47.69817889966991 三环集团,2019,47.29104596602588 三环集团,2020,49.100648406258074 时代电气,2018,21.6881787136766 时代电气,2019,21.315634722680326 时代电气,2020,21.454311865555674 " 223,CN,fundamental,在2021-2025年间,EBITDA利润率的最大值,中国太保相对金山办公的比值是多少?(指标单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.4345,hard,profitability,(利润总额 + 利息支出 + 折旧与摊销) / 营业收入 * 100%,"corporate,year,营业收入,利润总额,财务费用——利息费用,固定资产折旧、油气资产折耗、生产性生物资产折旧,无形资产摊销,长期待摊费用摊销 中国太保,2021,440643000000.0,30796000000.0,0.0,3268000000.0,866000000.0,399000000.0 中国太保,2022,332140000000.0,42483000000.0,0.0,3254000000.0,980000000.0,428000000.0 中国太保,2023,323945000000.0,32001000000.0,0.0,3185000000.0,1196000000.0,0.0 中国太保,2024,404089000000.0,55563000000.0,0.0,2975000000.0,1205000000.0,0.0 中国太保,2025,435156000000.0,66068000000.0,0.0,3046000000.0,1222000000.0,0.0 金山办公,2021,3280058758.03,1118710945.87,5917385.24,72060744.35,20169463.9,3309754.07 金山办公,2022,3884959481.38,1198242356.16,10327234.18,97371671.86,25979496.93,6996903.76 金山办公,2023,4555968287.39,1389839471.97,9274711.42,90887197.32,24971096.3,8662878.21 金山办公,2024,5120838798.82,1750422726.33,8664291.3,86915398.84,19446866.25,8489518.3 金山办公,2025,5928744673.06,1952785631.71,2502681.28,86424457.24,20852952.44,20490908.76 ","corporate,year,EBITDA利润率 中国太保,2021,8.017601550461485 中国太保,2022,14.194315650027098 中国太保,2023,11.230918828813532 中国太保,2024,14.784614280517411 中国太保,2025,16.163398873047825 金山办公,2021,37.19958645383632 金山办公,2022,34.46413455036589 金山办公,2023,33.44262424822216 金山办公,2024,36.59437202850075 金山办公,2025,35.13486827819274 " 224,CN,fundamental,分别统计中海油服和北新建材在2022-2024年的EBITDA利润率的最小值,计算两者之比。(指标单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1.2275,hard,profitability,(利润总额 + 利息支出 + 折旧与摊销) / 营业收入 * 100%,"corporate,year,营业收入,利润总额,财务费用——利息费用,固定资产折旧、油气资产折耗、生产性生物资产折旧,无形资产摊销,长期待摊费用摊销 中海油服,2022,35658895687.0,2981478582.0,763602431.0,4051230672.0,119913736.0,881543645.0 中海油服,2023,44108616359.0,4242868554.0,969394082.0,4399896161.0,141283723.0,1069464263.0 中海油服,2024,48301581218.0,4667339590.0,759921233.0,5008774743.0,122438932.0,1203478149.0 北新建材,2022,20154701058.91,3296545670.38,110278706.84,725616688.61,74994175.11,23698682.84 北新建材,2023,22425895636.99,3768492086.79,90080097.03,775944924.77,79423007.47,26413528.02 北新建材,2024,25821124419.48,3950184806.54,92303666.1,890635770.19,159237909.8,29948715.77 ","corporate,year,EBITDA利润率 中海油服,2022,24.67201772938628 中海油服,2023,24.53694465251952 中海油服,2024,24.351071642799155 北新建材,2022,20.993285444486904 北新建材,2023,21.137856524495312 北新建材,2024,19.837675483007324 " 225,CN,fundamental,"2017-2019年的净利率的最小值, 软通动力与中国中免之比是多少?(指标单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。",-0.0326,hard,profitability,净利润 / 营业收入 * 100%,"corporate,year,营业收入,净利润 软通动力,2017,7008791219.53,-19101676.74 软通动力,2018,8139253067.76,293096187.29 软通动力,2019,10604725119.66,709276469.25 中国中免,2017,28282286665.72,2934550221.64 中国中免,2018,47007321221.24,3935160115.59 中国中免,2019,48612287758.59,5606597995.32 ","corporate,year,净利率 中国中免,2017,10.375929840202309 中国中免,2018,8.371377082027639 中国中免,2019,11.53329385188067 软通动力,2017,-0.27253881791732026 软通动力,2018,3.601020693790307 软通动力,2019,6.688306026292742 " 226,CN,fundamental,福莱特与合盛硅业在2022至2024年净利率平均值之比是多少?(指标单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.8461,hard,profitability,净利润 / 营业收入 * 100%,"corporate,year,营业收入,净利润 福莱特,2022,15460843227.36,2122780428.43 福莱特,2023,21523708522.42,2763026879.52 福莱特,2024,18682602478.36,1016129709.03 合盛硅业,2022,23656904446.79,5141245182.65 合盛硅业,2023,26583562971.87,2583026749.75 合盛硅业,2024,26692250312.09,1702078732.0 ","corporate,year,净利率 合盛硅业,2022,21.7325356080035 合盛硅业,2023,9.716631109544227 合盛硅业,2024,6.37667754535128 福莱特,2022,13.730043033315676 福莱特,2023,12.83713202416728 福莱特,2024,5.4389087933920335 " 227,CN,fundamental,2020到2022年,恒立液压的净利率最大值是国泰海通的几倍?(指标单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.8112,hard,profitability,净利润 / 营业收入 * 100%,"corporate,year,营业收入,净利润 恒立液压,2020,7855038369.93,2261248560.35 恒立液压,2021,9309218098.53,2699058368.28 恒立液压,2022,8196713892.3,2348854639.27 国泰海通,2020,35200282406.0,11737069905.0 国泰海通,2021,42817138705.0,15302541991.0 国泰海通,2022,35471284791.0,11622803584.0 ","corporate,year,净利率 国泰海通,2020,33.34368108080684 国泰海通,2021,35.73929144689212 国泰海通,2022,32.76679616338287 恒立液压,2020,28.787237615621613 恒立液压,2021,28.993394930839607 恒立液压,2022,28.6560525368162 " 228,CN,fundamental,在2019-2021年间,净利率的平均值,中国铁建相对华大九天的比值是多少?(指标单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.1182,hard,profitability,净利润 / 营业收入 * 100%,"corporate,year,营业收入,净利润 中国铁建,2019,830452157000.0,22623691000.0 中国铁建,2020,910324763000.0,25708674000.0 中国铁建,2021,1020010179000.0,29315202000.0 华大九天,2019,257219984.89,57157732.35 华大九天,2020,414802193.31,103558656.06 华大九天,2021,579302046.77,139305915.64 ","corporate,year,净利率 中国铁建,2019,2.7242618143985387 中国铁建,2020,2.8241211318119444 中国铁建,2021,2.8740107308282066 华大九天,2019,22.221341928172293 华大九天,2020,24.96579278755309 华大九天,2021,24.04719893822653 " 229,CN,fundamental,分别统计藏格矿业和圆通速递在2017-2021年的净利率的最大值,计算两者之比。(指标单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,5.4416,hard,profitability,净利润 / 营业收入 * 100%,"corporate,year,营业收入,净利润 藏格矿业,2017,3173178484.72,1216946130.06 藏格矿业,2018,2680568343.25,850169479.51 藏格矿业,2019,2018557840.82,308259358.85 藏格矿业,2020,1903487124.97,228887517.0 藏格矿业,2021,3622594323.02,1427339931.06 圆通速递,2017,19982200966.66,1446853640.28 圆通速递,2018,27465144549.14,1931688434.19 圆通速递,2019,31151121008.07,1680785199.36 圆通速递,2020,34907041590.3,1847701089.26 圆通速递,2021,45154953607.39,2187496010.7 ","corporate,year,净利率 圆通速递,2017,7.240712085190482 圆通速递,2018,7.033236001120868 圆通速递,2019,5.395584958000633 圆通速递,2020,5.293204479904825 圆通速递,2021,4.8444209016793165 藏格矿业,2017,38.35101416198411 藏格矿业,2018,31.716015808767985 藏格矿业,2019,15.271267070790284 藏格矿业,2020,12.024642247244376 藏格矿业,2021,39.401042561952906 " 230,CN,fundamental,"2017-2019年的净资产收益率的最小值, 紫光国微与华电国际之比是多少?(指标单位:%;按归属于母公司的计算;所有者权益按期末值计算)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。",7.7756,hard,profitability,净利润 / 所有者权益 * 100%,"corporate,year,归属于母公司所有者的净利润,归属于母公司所有者权益合计 紫光国微,2017,279887242.88,3494639839.91 紫光国微,2018,347973762.41,3794380450.3 紫光国微,2019,405761782.09,4188221621.1 华电国际,2017,430127000.0,41758901000.0 华电国际,2018,1725565000.0,52396107000.0 华电国际,2019,3406920000.0,61510437000.0 ","corporate,year,净资产收益率 华电国际,2017,1.0300247125756494 华电国际,2018,3.29330764974581 华电国际,2019,5.538767347726695 紫光国微,2017,8.009044013165264 紫光国微,2018,9.170766267849807 紫光国微,2019,9.688164065764749 " 231,CN,fundamental,华电国际与中国联通在2021至2025年净资产收益率平均值之比是多少?(指标单位:%;按归属于母公司的计算;所有者权益按期末值计算)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.6342,hard,profitability,净利润 / 所有者权益 * 100%,"corporate,year,归属于母公司所有者的净利润,归属于母公司所有者权益合计 华电国际,2021,-4982427000.0,61915663000.0 华电国际,2022,116280000.0,59492252000.0 华电国际,2023,4522125000.0,69756242000.0 华电国际,2024,5987228000.0,70999217000.0 华电国际,2025,6070315000.0,69162202000.0 中国联通,2021,6305465753.0,149217148845.0 中国联通,2022,7299489574.0,154370434728.0 中国联通,2023,8172679256.0,159240538414.0 中国联通,2024,9029899018.0,164846809431.0 中国联通,2025,9126662570.0,168591217309.0 ","corporate,year,净资产收益率 中国联通,2021,4.225697784609081 中国联通,2022,4.728554134644803 中国联通,2023,5.132285621110083 中国联通,2024,5.4777517679404335 中国联通,2025,5.413486369976395 华电国际,2021,-8.047118868774772 华电国际,2022,0.19545402315582203 华电国际,2023,6.48275318501246 华电国际,2024,8.432808491395052 华电国际,2025,8.776925581403553 " 232,CN,fundamental,2019到2023年,中国国航的净资产收益率最小值是格力电器的几倍?(指标单位:%;按归属于母公司的计算;所有者权益按期末值计算)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,-8.4972,hard,profitability,净利润 / 所有者权益 * 100%,"corporate,year,归属于母公司所有者的净利润,归属于母公司所有者权益合计 中国国航,2019,6408576000.0,93505857000.0 中国国航,2020,-14409429000.0,77582421000.0 中国国航,2021,-16642310000.0,61402519000.0 中国国航,2022,-38619499000.0,23609134000.0 中国国航,2023,-1046382000.0,37229962000.0 格力电器,2019,24696641368.84,110153573282.67 格力电器,2020,22175108137.32,115190211206.76 格力电器,2021,23063732372.62,103651654599.87 格力电器,2022,24506623782.46,96758734892.25 格力电器,2023,29017387604.18,116793716103.39 ","corporate,year,净资产收益率 中国国航,2019,6.853662653452821 中国国航,2020,-18.573059224331242 中国国航,2021,-27.103627458671525 中国国航,2022,-163.578634438688 中国国航,2023,-2.810591104014557 格力电器,2019,22.420190859777964 格力电器,2020,19.250861601006115 格力电器,2021,22.25119556620076 格力电器,2022,25.32755705182632 格力电器,2023,24.84499044322964 " 233,CN,fundamental,在2016-2018年间,净资产收益率的最小值,招商公路相对中国能建的比值是多少?(指标单位:%;按归属于母公司的计算;所有者权益按期末值计算)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.8383,hard,profitability,净利润 / 所有者权益 * 100%,"corporate,year,归属于母公司所有者的净利润,归属于母公司所有者权益合计 招商公路,2016,2938634981.19,37307952959.72 招商公路,2017,3368195002.99,43261899382.33 招商公路,2018,3910056977.32,45462649574.95 中国能建,2016,4262953592.27,44393292100.0 中国能建,2017,5200294271.75,48070442000.0 中国能建,2018,4702510258.06,50632684000.0 ","corporate,year,净资产收益率 中国能建,2016,9.602697593742997 中国能建,2017,10.818070430369664 中国能建,2018,9.287499469828619 招商公路,2016,7.876698526887107 招商公路,2017,7.785592059246742 招商公路,2018,8.600591944985206 " 234,CN,fundamental,分别统计山金国际和晶科能源在2017-2021年的净资产收益率的平均值,计算两者之比。(指标单位:%;按归属于母公司的计算;所有者权益按期末值计算)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1.2229,hard,profitability,净利润 / 所有者权益 * 100%,"corporate,year,归属于母公司所有者的净利润,归属于母公司所有者权益合计 山金国际,2017,336703028.44,5035434956.48 山金国际,2018,662572790.77,8340451592.18 山金国际,2019,864165428.85,9047651591.57 山金国际,2020,1242446761.34,9890033887.0 山金国际,2021,1273338698.63,10466435061.23 晶科能源,2017,254206495.69,6722024641.31 晶科能源,2018,273690672.11,7245907628.76 晶科能源,2019,1380813203.39,8802762076.51 晶科能源,2020,1041561740.41,12508813867.68 晶科能源,2021,1141409888.21,13551880080.55 ","corporate,year,净资产收益率 山金国际,2017,6.686672181252261 山金国际,2018,7.944087720516569 山金国际,2019,9.551267752785396 山金国际,2020,12.56261379420691 山金国际,2021,12.165925562818705 晶科能源,2017,3.7816953857589515 晶科能源,2018,3.777175836794886 晶科能源,2019,15.68613568546483 晶科能源,2020,8.326622743193617 晶科能源,2021,8.42252057593234 " 235,CN,fundamental,"2019-2023年的总资产收益率的最小值, 圣邦股份与华勤技术之比是多少?(指标单位:%;总资产按期末值计算)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。",2.3717,hard,profitability,净利润 / 总资产 * 100%,"corporate,year,净利润,资产合计 圣邦股份,2019,174728483.23,1393471331.54 圣邦股份,2020,283586476.92,1866795966.79 圣邦股份,2021,688961437.31,3048988790.76 圣邦股份,2022,858236417.09,4347929613.02 圣邦股份,2023,269937466.3,4706853231.69 华勤技术,2019,502949465.04,20799432295.48 华勤技术,2020,2190729198.43,32139163015.03 华勤技术,2021,1875000525.18,45239975341.86 华勤技术,2022,2492512657.8,43821039774.27 华勤技术,2023,2655434102.84,51509637668.01 ","corporate,year,总资产收益率 华勤技术,2019,2.4180922723996545 华勤技术,2020,6.816385347077947 华勤技术,2021,4.144565754095549 华勤技术,2022,5.687935910784815 华勤技术,2023,5.155217980671516 圣邦股份,2019,12.539079870189951 圣邦股份,2020,15.191080437549568 圣邦股份,2021,22.59639128218203 圣邦股份,2022,19.738967588619335 圣邦股份,2023,5.734987963563052 " 236,CN,fundamental,大全能源与同花顺在2022至2024年总资产收益率平均值之比是多少?(指标单位:%;总资产按期末值计算)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.843,hard,profitability,净利润 / 总资产 * 100%,"corporate,year,净利润,资产合计 大全能源,2022,19120751300.77,52264886233.69 大全能源,2023,5762696245.54,50695054524.79 大全能源,2024,-2718132395.81,44200249316.2 同花顺,2022,1691066996.78,9027537722.88 同花顺,2023,1402476723.6,9844860690.35 同花顺,2024,1823278194.38,10976501567.53 ","corporate,year,总资产收益率 同花顺,2022,18.732317146612925 同花顺,2023,14.245775209137465 同花顺,2024,16.610740527505662 大全能源,2022,36.58431631377922 大全能源,2023,11.367373601939866 大全能源,2024,-6.149586117410807 " 237,CN,fundamental,2022到2024年,石头科技的总资产收益率最大值是国轩高科的几倍?(指标单位:%;总资产按期末值计算)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,13.3313,hard,profitability,净利润 / 总资产 * 100%,"corporate,year,净利润,资产合计 石头科技,2022,1183467395.0,10833053890.0 石头科技,2023,2051204699.0,14376641614.0 石头科技,2024,1976544102.0,17484730046.0 国轩高科,2022,365640158.02,72627365266.66 国轩高科,2023,969098872.91,93592652122.38 国轩高科,2024,1154134212.39,107839685095.13 ","corporate,year,总资产收益率 国轩高科,2022,0.5034468160555029 国轩高科,2023,1.0354433290797491 国轩高科,2024,1.0702314378717712 石头科技,2022,10.924596212822864 石头科技,2023,14.267620728630623 石头科技,2024,11.304401593847748 " 238,CN,fundamental,在2019-2021年间,总资产收益率的最小值,特变电工相对中信建投的比值是多少?(指标单位:%;总资产按期末值计算)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1.208,hard,profitability,净利润 / 总资产 * 100%,"corporate,year,净利润,资产合计 特变电工,2019,2390350344.93,102224702781.57 特变电工,2020,3132196625.24,109427779128.76 特变电工,2021,10097582322.47,135586342111.07 中信建投,2019,5529648447.75,285669623807.02 中信建投,2020,9536685333.06,371228143308.73 中信建投,2021,10235063596.23,452791426255.57 ","corporate,year,总资产收益率 中信建投,2019,1.9356795357022185 中信建投,2020,2.568955372849753 中信建投,2021,2.260436705012387 特变电工,2019,2.338329464295546 特变电工,2020,2.862341400125145 特变电工,2021,7.447344743763522 " 239,CN,fundamental,分别统计招商蛇口和海尔智家在2022-2024年的总资产收益率的最大值,计算两者之比。(指标单位:%;总资产按期末值计算)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.1525,hard,profitability,净利润 / 总资产 * 100%,"corporate,year,净利润,资产合计 招商蛇口,2022,9098477245.29,886471376241.7 招商蛇口,2023,9106230974.83,908508499680.74 招商蛇口,2024,4188901524.85,860308816014.37 海尔智家,2022,14733312889.78,236017821177.5 海尔智家,2023,17088480573.96,261067684897.49 海尔智家,2024,19565538651.92,290736357978.75 ","corporate,year,总资产收益率 招商蛇口,2022,1.026370110658741 招商蛇口,2023,1.0023275487273955 招商蛇口,2024,0.4869067301037667 海尔智家,2022,6.242457800972426 海尔智家,2023,6.545613096722372 海尔智家,2024,6.729649772028186 " 240,CN,fundamental,"2019-2023年的投入资本回报率的平均值, 中国电建与生益科技之比是多少?(指标单位:%;投入资本用期初期末平均值)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。",0.3684,hard,profitability,ROIC = NOPAT / 平均投入资本 * 100%;NOPAT = (利润总额 + 利息支出) × (1 - 所得税费用 / 利润总额);投入资本 = 股东权益 + 有息负债(短期借款 + 长期借款 + 应付债券 + 一年内到期非流动负债 + 租赁负债 + 应付利息)- 金融资产(货币资金 + 交易性金融资产 + 其他权益工具投资 + 其他债权投资 + 债权投资 + 衍生金融资产 + 买入返售金融资产),"corporate,year,利润总额,财务费用——利息费用,所得税费用,股东权益合计,短期借款,长期借款,应付债券,一年内到期的非流动负债,租赁负债,应付利息,货币资金,交易性金融资产,其他权益工具投资,其他债权投资,债权投资,衍生金融资产,买入返售金融资产 中国电建,2018,12750036084.65,9891738036.34,2826406377.81,142871159083.27,58062787357.82,179416432369.12,14794613854.83,24079363862.89,0.0,721504572.76,89114565240.64,4145437.75,0.0,0.0,0.0,1485919.62,0.0 中国电建,2019,13686580335.14,10704767426.32,3084877084.13,194641693076.59,14562528354.31,226908916968.21,21212391844.05,25326370045.15,0.0,0.0,70058019254.76,13882228.19,5193870023.55,0.0,0.0,3680744.17,0.0 中国电建,2020,16206720339.19,10142024232.17,3470905862.93,223909338352.56,15636747292.07,240452137758.33,16252731887.9,25883850542.66,0.0,0.0,82441576557.53,82108177.68,7284826186.78,0.0,0.0,7336427.71,0.0 中国电建,2021,18566485724.39,12818470577.05,3702400645.05,258357944961.7,9200145533.17,272324287220.33,22560703444.35,33599878423.13,4426377894.85,0.0,76857118971.15,206795146.34,13292841919.23,0.0,0.0,11550305.9,0.0 中国电建,2022,19247274041.42,13074707705.73,3564211189.1,240350411214.28,23749115685.1,285854591578.33,13399316037.8,22715427849.57,1777748368.31,0.0,100954717358.59,299971782.16,15778407102.63,0.0,0.0,52971870.34,500048999.9 中国电建,2023,20876005033.15,14662102095.65,3730445510.09,259705032530.69,32669756391.66,315206434347.29,7600000000.0,39058044323.86,3386356445.38,0.0,97651977175.82,577513803.31,11941020331.14,0.0,0.0,11318833.52,1000012998.15 生益科技,2018,1222614350.01,170962133.52,157652661.52,6841524456.83,823674136.36,539476000.0,1508066126.79,595555108.0,0.0,7759823.14,1125364416.99,90369062.2,0.0,0.0,0.0,0.0,0.0 生益科技,2019,1805073237.46,147588553.39,241679303.54,9353617058.83,1519481480.54,732332000.0,0.0,414866335.03,0.0,0.0,1061845209.03,119062904.23,0.0,0.0,0.0,0.0,0.0 生益科技,2020,2082831709.27,121471487.86,282628883.48,10643320545.13,2157170932.62,604975836.0,0.0,724607837.6,0.0,0.0,849915471.55,123335981.8,0.0,0.0,0.0,0.0,0.0 生益科技,2021,3310073614.91,139310745.7,385473071.37,14866220738.99,1692608619.34,1590327194.46,300000000.0,333784207.46,65882204.49,0.0,2286605004.56,180278694.23,0.0,0.0,0.0,0.0,0.0 生益科技,2022,1772771571.12,171414524.25,141038149.55,15296164509.03,1557595818.8,1175219575.28,800000000.0,1236073274.61,38724291.62,0.0,3105848398.61,79591235.6,0.0,0.0,0.0,0.0,0.0 生益科技,2023,1271189623.81,162230363.78,122533553.2,15700192705.33,1464751291.25,805745359.7,500000000.0,1067216190.12,20677950.96,0.0,2774667745.03,62165972.5,0.0,0.0,0.0,0.0,0.0 ","corporate,year,投入资本回报率 中国电建,2019,5.118794248292325 中国电建,2020,4.931699752333698 中国电建,2021,5.332311466294979 中国电建,2022,5.372833358498899 中国电建,2023,5.741612884802687 生益科技,2019,16.963355398615658 生益科技,2020,15.879100084199749 生益科技,2021,20.635176397636588 生益科技,2022,10.747721676559092 生益科技,2023,7.700625556529453 " 241,CN,fundamental,福莱特与中国交建在2018至2022年投入资本回报率最小值之比是多少?(指标单位:%;投入资本用期初期末平均值)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1.9236,hard,profitability,ROIC = NOPAT / 平均投入资本 * 100%;NOPAT = (利润总额 + 利息支出) × (1 - 所得税费用 / 利润总额);投入资本 = 股东权益 + 有息负债(短期借款 + 长期借款 + 应付债券 + 一年内到期非流动负债 + 租赁负债 + 应付利息)- 金融资产(货币资金 + 交易性金融资产 + 其他权益工具投资 + 其他债权投资 + 债权投资 + 衍生金融资产 + 买入返售金融资产),"corporate,year,利润总额,财务费用——利息费用,所得税费用,股东权益合计,短期借款,长期借款,应付债券,一年内到期的非流动负债,租赁负债,应付利息,货币资金,交易性金融资产,其他权益工具投资,其他债权投资,债权投资,衍生金融资产,买入返售金融资产 福莱特,2017,495854029.94,10718343.36,69327266.91,3250373372.6,379519650.0,687504745.28,0.0,19082931.08,0.0,2871466.17,1084791942.37,0.0,0.0,0.0,0.0,0.0,0.0 福莱特,2018,466145258.99,25791618.68,58830542.68,3668653664.03,450399136.69,989439412.61,0.0,188738000.0,0.0,1562660.53,683018973.73,0.0,0.0,0.0,0.0,6172390.3,0.0 福莱特,2019,862670244.12,65388264.94,145426535.45,4512888388.0,1316277482.79,281902410.3,0.0,711977777.21,11016173.42,4831749.01,613000364.84,0.0,0.0,0.0,0.0,1117793.99,0.0 福莱特,2020,1873908041.69,80273151.69,245124254.06,7234742639.85,617402035.0,1375011882.07,236681991.63,160819952.95,11508090.39,2856171.0,1589967013.69,400000000.0,53970165.0,0.0,0.0,1445666.57,0.0 福莱特,2021,2380215042.44,90252414.76,260295716.01,11810169072.79,1860696500.0,1967748428.04,0.0,310100070.52,10879703.29,4225184.38,2842677267.48,200000000.0,0.0,0.0,0.0,62739.0,0.0 福莱特,2022,2152875763.5,338235144.15,30095335.07,14032447213.17,3095354079.23,3889070000.0,3588678749.97,1302218275.31,11926193.55,16887442.02,2932152844.19,2000000.0,0.0,0.0,0.0,0.0,0.0 中国交建,2017,26553278049.0,10643074361.0,5234497912.0,205941760311.0,61786781012.0,154431751846.0,23366297463.0,25848898194.0,0.0,0.0,134321081923.0,3366157302.0,0.0,0.0,0.0,0.0,0.0 中国交建,2018,25449042115.0,10678085115.0,5155286974.0,239682177521.0,45358037155.0,193826093607.0,21114374062.0,34364080908.0,0.0,0.0,134368186603.0,404193124.0,21257293942.0,0.0,109102762.0,0.0,0.0 中国交建,2019,26599551128.0,13954743656.0,5069426887.0,296409681901.0,52179177705.0,229419334781.0,34246760322.0,32243035861.0,1382301444.0,0.0,125537750549.0,1213962977.0,25017792412.0,0.0,110899098.0,0.0,0.0 中国交建,2020,25449949430.0,15960200189.0,6101332018.0,357803430401.0,45944889123.0,291764436198.0,25986327157.0,47242559943.0,1508837875.0,0.0,128054427022.0,763733439.0,30736242235.0,0.0,123630285.0,0.0,0.0 中国交建,2021,28747727123.0,18428147036.0,5249748920.0,391395423366.0,34539595537.0,320378742940.0,29734167351.0,53325159660.0,1730919705.0,0.0,104652958608.0,1925288913.0,30094961450.0,0.0,530151392.0,0.0,0.0 中国交建,2022,31269427699.0,20345250311.0,6259386355.0,427491632393.0,36029244673.0,344551158478.0,26509978952.0,63166970602.0,1585391267.0,0.0,113323163924.0,1306353981.0,24127435400.0,0.0,1629217793.0,0.0,0.0 ","corporate,year,投入资本回报率 中国交建,2018,8.093547556846774 中国交建,2019,7.526968011003306 中国交建,2020,5.700404145157353 中国交建,2021,5.912100503801631 中国交建,2022,5.682994817343695 福莱特,2018,10.93190299823397 福莱特,2019,14.243716630486652 福莱特,2020,24.58395392554865 福莱特,2021,21.450958460581585 福莱特,2022,13.675097290319652 " 242,CN,fundamental,2020到2022年,卫星化学的投入资本回报率最大值是三峡能源的几倍?(指标单位:%;投入资本用期初期末平均值)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,3.7349,hard,profitability,ROIC = NOPAT / 平均投入资本 * 100%;NOPAT = (利润总额 + 利息支出) × (1 - 所得税费用 / 利润总额);投入资本 = 股东权益 + 有息负债(短期借款 + 长期借款 + 应付债券 + 一年内到期非流动负债 + 租赁负债 + 应付利息)- 金融资产(货币资金 + 交易性金融资产 + 其他权益工具投资 + 其他债权投资 + 债权投资 + 衍生金融资产 + 买入返售金融资产),"corporate,year,利润总额,财务费用——利息费用,所得税费用,股东权益合计,短期借款,长期借款,应付债券,一年内到期的非流动负债,租赁负债,应付利息,货币资金,交易性金融资产,其他权益工具投资,其他债权投资,债权投资,衍生金融资产,买入返售金融资产 卫星化学,2019,1451708004.12,159639958.53,184439792.83,9257354971.0,5265138979.02,549495138.92,0.0,1000000.0,0.0,0.0,3276122212.52,58419927.33,98000000.0,0.0,0.0,0.0,0.0 卫星化学,2020,1907217658.6,202175124.3,249591338.36,13641893061.45,2430807740.31,8670806635.15,574642007.8,2001451.39,0.0,0.0,7154471960.35,126809096.93,98000000.0,0.0,0.0,0.0,0.0 卫星化学,2021,6993200380.24,557069969.96,980410929.99,19381480071.23,1422737776.67,13474183315.58,576315694.6,941732380.62,6088323714.87,0.0,9641378850.02,55363187.5,34541827.06,0.0,0.0,0.0,0.0 卫星化学,2022,3445015456.73,858364515.84,334418797.84,22193703597.22,1076584613.37,11981505168.73,0.0,1274083214.65,14305949160.67,0.0,5553659232.5,27561732.76,7000000.0,0.0,30000000.0,0.0,0.0 三峡能源,2019,3347033089.0,1660415642.05,296092849.9,41695528200.56,6579900000.0,29611982476.28,1997604207.72,6100369874.12,0.0,114599863.91,4210653851.81,0.0,283270743.03,0.0,0.0,0.0,0.0 三峡能源,2020,4285560864.11,2087335348.66,344125821.97,46435468052.0,7820772267.57,49705295524.81,2993129880.97,6376911640.76,0.0,167293296.4,1889847444.24,0.0,318249378.3,0.0,0.0,0.0,0.0 三峡能源,2021,7511581792.51,2840735660.84,553860609.53,78120301518.01,5524191400.0,78185245510.74,5491709027.71,7015646772.73,4089875082.85,266658753.71,13090734073.8,0.0,375073886.77,0.0,156994860.22,0.0,0.0 三峡能源,2022,9002150834.03,4074464909.59,658256673.08,88109331638.5,4339734508.83,99456430726.36,6634781410.85,14301065520.9,6457080989.41,0.0,10652586530.0,0.0,472506904.85,0.0,134781810.17,0.0,0.0 ","corporate,year,投入资本回报率 三峡能源,2020,6.076988970202088 三峡能源,2021,6.939457184377089 三峡能源,2022,6.496982511107461 卫星化学,2020,12.39527949537966 卫星化学,2021,25.918132094034718 卫星化学,2022,10.044675995641485 " 243,CN,fundamental,在2023-2025年间,投入资本回报率的最大值,金龙鱼相对顺丰控股的比值是多少?(指标单位:%;投入资本用期初期末平均值)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.3064,hard,profitability,ROIC = NOPAT / 平均投入资本 * 100%;NOPAT = (利润总额 + 利息支出) × (1 - 所得税费用 / 利润总额);投入资本 = 股东权益 + 有息负债(短期借款 + 长期借款 + 应付债券 + 一年内到期非流动负债 + 租赁负债 + 应付利息)- 金融资产(货币资金 + 交易性金融资产 + 其他权益工具投资 + 其他债权投资 + 债权投资 + 衍生金融资产 + 买入返售金融资产),"corporate,year,利润总额,财务费用——利息费用,所得税费用,股东权益合计,短期借款,长期借款,应付债券,一年内到期的非流动负债,租赁负债,应付利息,货币资金,交易性金融资产,其他权益工具投资,其他债权投资,债权投资,衍生金融资产,买入返售金融资产 金龙鱼,2022,3865751000.0,2370963000.0,740670000.0,93283406000.0,88013092000.0,15722473000.0,500636000.0,2734188000.0,115475000.0,0.0,39461617000.0,20104992000.0,933441000.0,0.0,0.0,584040000.0,0.0 金龙鱼,2023,3415627000.0,2461974000.0,630599000.0,95964847000.0,95401139000.0,10357879000.0,0.0,9830774000.0,112910000.0,0.0,59296322000.0,20515898000.0,1023142000.0,0.0,0.0,754884000.0,0.0 金龙鱼,2024,3656270000.0,2187080000.0,1187710000.0,98205563000.0,80161357000.0,5010939000.0,500611000.0,8517465000.0,120064000.0,0.0,52906285000.0,11160202000.0,912625000.0,0.0,0.0,1575256000.0,0.0 金龙鱼,2025,4888880000.0,1655606000.0,1509415000.0,100949991000.0,81152703000.0,3615360000.0,501080000.0,1042479000.0,161371000.0,0.0,44203829000.0,23519278000.0,888163000.0,0.0,0.0,857548000.0,0.0 顺丰控股,2022,10966778000.0,2054360000.0,3963158000.0,98286049000.0,12837870000.0,7472010000.0,18927508000.0,11173650000.0,8582372000.0,0.0,41062750000.0,7385379000.0,7365684000.0,0.0,0.0,0.0,0.0 顺丰控股,2023,10486505000.0,2269700000.0,2574896000.0,103283660000.0,18221977000.0,11355241000.0,18794782000.0,9485948000.0,8038495000.0,0.0,41974505000.0,6809742000.0,9489535000.0,0.0,0.0,0.0,0.0 顺丰控股,2024,13607261000.0,2373319000.0,3388416000.0,102335221000.0,15003336000.0,6186386000.0,19941935000.0,7828639000.0,7094483000.0,0.0,33936101000.0,11246156000.0,8231994000.0,0.0,0.0,0.0,0.0 顺丰控股,2025,14917877000.0,1752364000.0,3233066000.0,110324751000.0,7012902000.0,5183331000.0,12358825000.0,11738556000.0,9588355000.0,0.0,20969400000.0,16198976000.0,8297043000.0,0.0,0.0,0.0,0.0 ","corporate,year,投入资本回报率 金龙鱼,2023,3.5583783033626775 金龙鱼,2024,3.0817067799036795 金龙鱼,2025,3.709404429744946 顺丰控股,2023,9.06334149001177 顺丰控股,2024,11.11826590196248 顺丰控股,2025,12.106039083745738 " 244,CN,fundamental,分别统计陕西煤业和智飞生物在2022-2024年的投入资本回报率的平均值,计算两者之比。(指标单位:%;投入资本用期初期末平均值)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1.8214,hard,profitability,ROIC = NOPAT / 平均投入资本 * 100%;NOPAT = (利润总额 + 利息支出) × (1 - 所得税费用 / 利润总额);投入资本 = 股东权益 + 有息负债(短期借款 + 长期借款 + 应付债券 + 一年内到期非流动负债 + 租赁负债 + 应付利息)- 金融资产(货币资金 + 交易性金融资产 + 其他权益工具投资 + 其他债权投资 + 债权投资 + 衍生金融资产 + 买入返售金融资产),"corporate,year,利润总额,财务费用——利息费用,所得税费用,股东权益合计,短期借款,长期借款,应付债券,一年内到期的非流动负债,租赁负债,应付利息,货币资金,交易性金融资产,其他权益工具投资,其他债权投资,债权投资,衍生金融资产,买入返售金融资产 陕西煤业,2021,41122751362.12,620765782.66,7099551758.35,126224248048.03,50000000.0,8705355650.77,0.0,1771084318.84,243182446.7,0.0,54194878248.68,11548364594.73,1461265369.87,0.0,0.0,0.0,0.0 陕西煤业,2022,63856008569.37,600405408.41,10646585814.97,144436775639.59,200226111.1,4163350946.76,0.0,2511747099.87,377184553.47,0.0,47937838481.62,21170110544.37,1465866323.02,0.0,0.0,0.0,0.0 陕西煤业,2023,44999935362.54,1035491266.42,6657123094.46,139075353485.39,2426849843.9,16986337588.36,0.0,3918883979.09,449933484.35,73661202.8,27231800900.77,16027738569.91,1548728024.75,0.0,0.0,0.0,0.0 陕西煤业,2024,43835613323.87,860303301.9,7278359234.36,128646907756.6,1931796323.23,13874859276.08,0.0,2656987245.46,260103643.81,62719193.32,29701196404.91,5401621747.85,1731669270.7,0.0,0.0,0.0,0.0 智飞生物,2021,11931054734.79,56144537.45,1722506282.23,17657212911.83,568858956.43,236412360.31,0.0,248470.0,12240480.9,488298.93,4307751548.35,0.0,239000000.0,0.0,0.0,0.0,0.0 智飞生物,2022,8718007864.78,53295566.36,1179008167.44,24236212609.17,1784915900.0,210642031.86,0.0,9805279.27,27764877.22,1422016.55,2622063766.18,0.0,284500000.0,0.0,0.0,0.0,0.0 智飞生物,2023,9386873241.53,80996119.13,1279112076.61,31543973774.09,2635483275.35,328080291.01,0.0,46613063.67,25307401.72,0.0,6340512228.61,0.0,295000000.0,0.0,0.0,0.0,0.0 智飞生物,2024,2162644237.86,161321690.78,222151717.91,30851397137.43,11901908557.91,1242080388.71,0.0,96776944.94,16668124.57,0.0,2705679728.64,11532021.23,295000000.0,0.0,0.0,0.0,0.0 ","corporate,year,投入资本回报率 智飞生物,2022,40.678444736785096 智飞生物,2023,31.87688948432307 智飞生物,2024,6.0406309872508155 陕西煤业,2022,71.18357088042076 陕西煤业,2023,39.37509238200125 陕西煤业,2024,32.59395571017571 " 245,CN,fundamental,"2022-2024年的存货周转天数的最小值, 天坛生物与伊利股份之比是多少?(存货用期初期末平均值;一年按365天计算)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。",7.1014,hard,operational efficiency,平均存货 / 营业成本 * 365,"corporate,year,营业成本,存货 天坛生物,2021,2157687170.36,2144147278.75 天坛生物,2022,2170024378.44,2332002006.69 天坛生物,2023,2550720565.86,2844499190.49 天坛生物,2024,2732440125.66,3869072356.24 伊利股份,2021,76416705532.38,8917195638.88 伊利股份,2022,83118546374.24,14836164803.32 伊利股份,2023,84788592077.34,12511775911.77 伊利股份,2024,76298833033.93,10744674420.37 ","corporate,year,存货周转天数 伊利股份,2022,52.154284089417054 伊利股份,2023,58.86404123742709 伊利股份,2024,55.62735387745857 天坛生物,2022,376.44611402018256 天坛生物,2023,370.37042831339363 天坛生物,2024,448.40023968769697 " 246,CN,fundamental,福斯特与特变电工在2020至2024年存货周转天数最小值之比是多少?(存货用期初期末平均值;一年按365天计算)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.9498,hard,operational efficiency,平均存货 / 营业成本 * 365,"corporate,year,营业成本,存货 福斯特,2019,5079270536.58,909178468.9 福斯特,2020,6012974348.12,973726673.08 福斯特,2021,9636342767.77,2449624665.07 福斯特,2022,15929060448.4,3515598210.73 福斯特,2023,19281512246.12,3089888250.87 福斯特,2024,16324755205.89,1868284937.26 特变电工,2019,29357907349.99,9634287540.21 特变电工,2020,35583678762.48,6018087029.58 特变电工,2021,49317190764.77,9751850373.13 特变电工,2022,59284740677.37,14187125085.77 特变电工,2023,71333104145.65,14423936646.51 特变电工,2024,80090584218.23,16220390090.29 ","corporate,year,存货周转天数 特变电工,2020,80.2772073695392 特变电工,2021,58.35720833576959 特变电工,2022,73.69287562586774 特变电工,2023,73.19909638980033 特变电工,2024,69.82830358968752 福斯特,2020,57.14812146484351 福斯特,2021,64.8338933419815 福斯特,2022,68.34384101686614 福斯特,2023,62.52109605586471 福斯特,2024,55.42910723140569 " 247,CN,fundamental,2020到2024年,上汽集团的存货周转天数最小值是三花智控的几倍?(存货用期初期末平均值;一年按365天计算)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.3765,hard,operational efficiency,平均存货 / 营业成本 * 365,"corporate,year,营业成本,存货 上汽集团,2019,726100213388.33,54398633356.34 上汽集团,2020,657765544632.29,69395466035.32 上汽集团,2021,686742792553.92,56635907090.04 上汽集团,2022,651700777153.06,88535001044.3 上汽集团,2023,657301172463.53,98603705752.11 上汽集团,2024,556450036686.44,77277245777.65 三花智控,2019,7946844445.83,2180838596.07 三花智控,2020,8738221038.36,2307761706.46 三花智控,2021,11907350969.11,3637853809.47 三花智控,2022,15781099181.3,4334875287.86 三花智控,2023,17773858964.12,4600729378.19 三花智控,2024,20269833554.48,5280441824.48 ","corporate,year,存货周转天数 三花智控,2020,93.74557494204426 三花智控,2021,91.12646754699023 三花智控,2022,92.20036218940133 三花智控,2023,91.74979135628946 三花智控,2024,88.96539478927836 上汽集团,2020,34.3472280105638 上汽集团,2021,33.49248924745328 上汽集团,2022,40.65315197298695 上汽集团,2023,51.95915574338911 上汽集团,2024,57.68401750015268 " 248,CN,fundamental,在2018-2020年间,存货周转天数的最小值,浪潮信息相对紫金矿业的比值是多少?(存货用期初期末平均值;一年按365天计算)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1.4494,hard,operational efficiency,平均存货 / 营业成本 * 365,"corporate,year,营业成本,存货 浪潮信息,2017,22791923206.9,4987139638.18 浪潮信息,2018,41767056951.49,8216716657.16 浪潮信息,2019,45468314028.26,8567621303.4 浪潮信息,2020,55660508811.34,10943256465.72 紫金矿业,2017,81371973684.0,11089834955.0 紫金矿业,2018,92651374475.0,12669674863.0 紫金矿业,2019,120582627749.0,14886554158.0 紫金矿业,2020,151070863441.0,18064160420.0 ","corporate,year,存货周转天数 浪潮信息,2018,57.69388484082756 浪潮信息,2019,67.3687103484497 浪潮信息,2020,63.97237950039999 紫金矿业,2018,46.800282957000356 紫金矿业,2019,41.70593965492849 紫金矿业,2020,39.80585847934566 " 249,CN,fundamental,分别统计贵州茅台和福莱特在2019-2023年的存货周转天数的平均值,计算两者之比。(存货用期初期末平均值;一年按365天计算)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,20.6638,hard,operational efficiency,平均存货 / 营业成本 * 365,"corporate,year,营业成本,存货 贵州茅台,2018,6522921833.77,23506950842.22 贵州茅台,2019,7430013945.12,25284920806.33 贵州茅台,2020,8154001476.28,28869087678.06 贵州茅台,2021,8983377809.96,33394365084.83 贵州茅台,2022,10093468616.63,38824374236.24 贵州茅台,2023,11867273851.78,46435185061.53 福莱特,2018,2232762168.05,377123199.96 福莱特,2019,3289735511.36,483619647.17 福莱特,2020,3600864085.34,479395186.67 福莱特,2021,5620391966.94,2276469528.29 福莱特,2022,12048190879.61,2396316964.6 福莱特,2023,16830721240.54,2001439456.08 ","corporate,year,存货周转天数 福莱特,2019,47.750212458959865 福莱特,2020,48.807786967389895 福莱特,2021,89.48580693990753 福莱特,2022,70.7810445131352 福莱特,2023,47.68604596937342 贵州茅台,2019,1198.4522023284792 贵州茅台,2020,1212.056016564523 贵州茅台,2021,1264.9006164061157 贵州茅台,2022,1305.7869823243955 贵州茅台,2023,1311.1578755308794 " 250,CN,fundamental,"2023-2025年的应收账款周转天数的平均值, 圣邦股份与泰格医药之比是多少?(使用应收票据及应收账款,用期初期末平均值;一年按365天计算)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。",0.339,hard,operational efficiency,平均应收票据及应收账款 / 营业收入 * 365,"corporate,year,营业收入,应收票据及应收账款 圣邦股份,2022,3187549913.33,110847711.38 圣邦股份,2023,2615716404.14,166472282.93 圣邦股份,2024,3346983120.66,232763853.97 圣邦股份,2025,3898054583.68,362830308.17 泰格医药,2022,7085471468.87,1033820331.79 泰格医药,2023,7384039460.88,1260914900.86 泰格医药,2024,6603120162.78,1365768881.61 泰格医药,2025,6832800615.35,1412732524.78 ","corporate,year,应收账款周转天数 圣邦股份,2023,19.348771480528654 圣邦股份,2024,21.76903568306088 圣邦股份,2025,27.88466201720922 泰格医药,2023,56.71545800605937 泰格医药,2024,72.5974658166684 泰格医药,2025,74.21210352999606 " 251,CN,fundamental,中国化学与万华化学在2023至2025年应收账款周转天数最小值之比是多少?(使用应收票据及应收账款,用期初期末平均值;一年按365天计算)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,3.6824,hard,operational efficiency,平均应收票据及应收账款 / 营业收入 * 365,"corporate,year,营业收入,应收票据及应收账款 中国化学,2022,157716226323.22,33418246510.18 中国化学,2023,178357510396.41,34763084941.51 中国化学,2024,185843681886.95,41072041410.03 中国化学,2025,189500829774.75,43932227490.93 万华化学,2022,165565484373.69,9060251936.64 万华化学,2023,175360935668.36,9144253100.42 万华化学,2024,182069119160.94,12318995367.05 万华化学,2025,203234573814.42,15872973091.27 ","corporate,year,应收账款周转天数 万华化学,2023,18.945622961014397 万华化学,2024,21.51404292702051 万华化学,2025,25.31574302087742 中国化学,2023,69.7648950261636 中国化学,2024,74.47070795538244 中国化学,2025,81.86391105973016 " 252,CN,fundamental,2019到2021年,中国移动的应收账款周转天数最小值是恒立液压的几倍?(使用应收票据及应收账款,用期初期末平均值;一年按365天计算)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.2347,hard,operational efficiency,平均应收票据及应收账款 / 营业收入 * 365,"corporate,year,营业收入,应收票据及应收账款 中国移动,2018,736819000000.0,27337000000.0 中国移动,2019,745917000000.0,34207000000.0 中国移动,2020,768070000000.0,39812000000.0 中国移动,2021,848258000000.0,37592000000.0 恒立液压,2018,4210975401.85,1328319763.41 恒立液压,2019,5414021975.86,1051770755.73 恒立液压,2020,7855038369.93,1764518515.59 恒立液压,2021,9309218098.53,1507948966.13 ","corporate,year,应收账款周转天数 中国移动,2019,15.057680680290165 中国移动,2020,17.587547358964677 中国移动,2021,16.653223429664088 恒立液压,2019,80.22991441109774 恒立液压,2020,65.4322446066524 恒立液压,2021,64.15418664519275 " 253,CN,fundamental,在2019-2021年间,应收账款周转天数的平均值,东方盛虹相对浙能电力的比值是多少?(使用应收票据及应收账款,用期初期末平均值;一年按365天计算)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.1253,hard,operational efficiency,平均应收票据及应收账款 / 营业收入 * 365,"corporate,year,营业收入,应收票据及应收账款 东方盛虹,2018,23263990855.11,672250708.17 东方盛虹,2019,24887768959.59,357909488.29 东方盛虹,2020,33698796950.06,336149774.87 东方盛虹,2021,52690217451.46,880085040.4 浙能电力,2018,56633636514.17,6521371538.28 浙能电力,2019,54370549106.11,5893842608.45 浙能电力,2020,51684433449.89,6141479400.03 浙能电力,2021,71073237421.13,9337035689.9 ","corporate,year,应收账款周转天数 东方盛虹,2019,7.55408153134218 东方盛虹,2020,3.758763724248455 东方盛虹,2021,4.21260083033923 浙能电力,2019,41.672865531600884 浙能电力,2020,42.49724955729924 浙能电力,2021,39.74532617916749 " 254,CN,fundamental,分别统计招商公路和京沪高铁在2018-2022年的应收账款周转天数的最小值,计算两者之比。(使用应收票据及应收账款,用期初期末平均值;一年按365天计算)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,12.2719,hard,operational efficiency,平均应收票据及应收账款 / 营业收入 * 365,"corporate,year,营业收入,应收票据及应收账款 招商公路,2017,5340664303.94,1271955325.66 招商公路,2018,6759340168.24,1620406022.89 招商公路,2019,8292216434.56,1623439646.31 招商公路,2020,7068918714.74,1210292497.8 招商公路,2021,8626031576.35,1415740468.66 招商公路,2022,8297090007.26,1822753955.65 京沪高铁,2017,29555409435.45,1226084544.93 京沪高铁,2018,31158421590.01,1195124524.58 京沪高铁,2019,34856248852.69,1311002100.14 京沪高铁,2020,25238431430.89,956697124.91 京沪高铁,2021,29304780634.27,230774561.22 京沪高铁,2022,19335662193.2,248889636.68 ","corporate,year,应收账款周转天数 京沪高铁,2018,14.181419745833578 京沪高铁,2019,13.12155277936923 京沪高铁,2020,16.39781417101447 京沪高铁,2021,7.395161404664903 京沪高铁,2022,4.527319273685685 招商公路,2018,78.09282163229528 招商公路,2019,71.39247260378734 招商公路,2020,73.15915448592004 招商公路,2021,55.55869024325311 招商公路,2022,71.23283367053084 " 255,CN,fundamental,"2019-2021年的应付账款周转天数的最小值, 中国电建与天赐材料之比是多少?(使用应付票据及应付账款,用期初期末平均值;一年按365天计算)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。",1.4334,hard,operational efficiency,平均应付票据及应付账款 / 营业成本 * 365,"corporate,year,营业成本,应付票据及应付账款 中国电建,2018,251143212453.31,108796766921.06 中国电建,2019,298987115646.06,120478753934.87 中国电建,2020,344083259868.59,131086968686.82 中国电建,2021,496859829124.15,192363636395.1 天赐材料,2018,1574019007.37,864414472.96 天赐材料,2019,2048297313.74,836166676.55 天赐材料,2020,2678492400.44,908835912.57 天赐材料,2021,7210975942.25,2366197020.98 ","corporate,year,应付账款周转天数 中国电建,2019,139.94844716232046 中国电建,2020,133.42917175334932 中国电建,2021,118.80561069206641 天赐材料,2019,151.51904838409115 天赐材料,2020,118.89635097045098 天赐材料,2021,82.8866321507072 " 256,CN,fundamental,卓胜微与隆基绿能在2019至2021年应付账款周转天数平均值之比是多少?(使用应付票据及应付账款,用期初期末平均值;一年按365天计算)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.3194,hard,operational efficiency,平均应付票据及应付账款 / 营业成本 * 365,"corporate,year,营业成本,应付票据及应付账款 卓胜微,2018,270357734.73,32607297.14 卓胜微,2019,718905369.51,130190261.0 卓胜微,2020,1323356287.55,223546797.79 卓胜微,2021,1958857134.58,375774499.36 隆基绿能,2018,17095694430.48,8506848626.88 隆基绿能,2019,23389364451.22,13713925124.8 隆基绿能,2020,41145628529.0,22144193623.73 隆基绿能,2021,64311584987.93,21711162408.13 ","corporate,year,应付账款周转天数 卓胜微,2019,41.327489848629824 卓胜微,2020,48.782791026513976 卓胜微,2021,55.83670947668494 隆基绿能,2019,173.38184704159733 隆基绿能,2020,159.04743482030779 隆基绿能,2021,124.45039999117681 " 257,CN,fundamental,2021到2023年,新和成的应付账款周转天数最小值是中海油服的几倍?(使用应付票据及应付账款,用期初期末平均值;一年按365天计算)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.7926,hard,operational efficiency,平均应付票据及应付账款 / 营业成本 * 365,"corporate,year,营业成本,应付票据及应付账款 新和成,2020,4727264003.94,1961372833.27 新和成,2021,8299544991.07,2130091374.49 新和成,2022,10048300866.94,2802897126.28 新和成,2023,10131490375.45,2280306070.41 中海油服,2020,22284357348.0,8846957755.0 中海油服,2021,24409292129.0,8542034296.0 中海油服,2022,31281209725.0,10833229835.0 中海油服,2023,37103693174.0,13261513517.0 ","corporate,year,应付账款周转天数 中海油服,2021,130.01159691710862 中海油服,2022,113.03864955969186 中海油服,2023,118.5135571577374 新和成,2021,89.96784989051966 新和成,2022,89.5942919416866 新和成,2023,91.56447363793907 " 258,CN,fundamental,在2019-2021年间,应付账款周转天数的最大值,上海机场相对科伦药业的比值是多少?(使用应付票据及应付账款,用期初期末平均值;一年按365天计算)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.3674,hard,operational efficiency,平均应付票据及应付账款 / 营业成本 * 365,"corporate,year,营业成本,应付票据及应付账款 上海机场,2018,4499345858.59,454045341.58 上海机场,2019,5340221124.91,574750388.53 上海机场,2020,6600710345.64,618064146.21 上海机场,2021,9719227141.6,1139094256.27 科伦药业,2018,6612151970.0,1549799958.0 科伦药业,2019,7022556594.0,1662268198.0 科伦药业,2020,7532912220.0,1860886746.0 科伦药业,2021,7660152442.0,2155857651.0 ","corporate,year,应付账款周转天数 上海机场,2019,35.158697805465735 上海机场,2020,32.97957964991464 上海机场,2021,32.994537917529186 科伦药业,2019,83.47422062370353 科伦药业,2020,85.35553827016452 科伦药业,2021,95.69729297203196 " 259,CN,fundamental,分别统计万泰生物和华润微在2020-2024年的应付账款周转天数的最大值,计算两者之比。(使用应付票据及应付账款,用期初期末平均值;一年按365天计算)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,2.6301,hard,operational efficiency,平均应付票据及应付账款 / 营业成本 * 365,"corporate,year,营业成本,应付票据及应付账款 万泰生物,2019,330864391.75,85046671.98 万泰生物,2020,442141668.5,112737637.58 万泰生物,2021,817710610.15,193455333.72 万泰生物,2022,1170412037.36,351800953.69 万泰生物,2023,873242267.41,389592543.69 万泰生物,2024,759044722.33,444861883.39 华润微,2019,4431294665.43,848457345.39 华润微,2020,5060613153.05,1127722691.32 华润微,2021,5981703813.76,1317376284.73 华润微,2022,6366624706.25,1343818663.22 华润微,2023,6710216323.21,1182318680.63 华润微,2024,7366838781.24,1324299770.52 ","corporate,year,应付账款周转天数 万泰生物,2020,81.63816954225838 万泰生物,2021,68.33740025948715 万泰生物,2022,85.0207185811073 万泰生物,2023,154.94475968640057 万泰生物,2024,200.63104117848243 华润微,2020,71.26663228194231 华润微,2021,74.59924078865949 华润微,2022,76.28344694545972 华润微,2023,68.70420312054628 华润微,2024,62.09690220177112 " 260,CN,fundamental,"2021-2023年的营业周期的平均值, 上海机场与潍柴动力之比是多少?(计算应收账款周转天数时,使用应收票据及应收账款;存货和应收票据及应收账款都用期初期末平均值;一年按365天计算)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。",0.7322,hard,operational efficiency,存货周转天数 + 应收账款周转天数,"corporate,year,营业成本,存货,营业收入,应收票据及应收账款 上海机场,2020,6600710345.64,17184783.32,4303465087.94,1647809061.72 上海机场,2021,9719227141.6,38661874.05,8154776878.02,1861016708.84 上海机场,2022,8900959687.2,48268533.83,5480447621.36,2102115928.16 上海机场,2023,9222977511.94,47501771.79,11047016050.98,2591579798.06 潍柴动力,2020,158978858817.89,31301456901.62,197288388945.87,34581030008.48 潍柴动力,2021,178434041284.59,35424893249.08,220215066328.86,28311223758.87 潍柴动力,2022,144010596212.12,33373961762.55,175157535625.82,31021109960.06 潍柴动力,2023,170437251422.34,37930386262.83,213958475631.13,32457135638.46 ","corporate,year,营业周期 上海机场,2021,79.57448443986192 上海机场,2022,133.75547762020648 上海机场,2023,79.43631169455276 潍柴动力,2021,120.36786790383856 潍柴动力,2022,149.00607561136755 潍柴动力,2023,130.4959264509904 " 261,CN,fundamental,新奥股份与鹏鼎控股在2023至2025年营业周期平均值之比是多少?(计算应收账款周转天数时,使用应收票据及应收账款;存货和应收票据及应收账款都用期初期末平均值;一年按365天计算)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.229,hard,operational efficiency,存货周转天数 + 应收账款周转天数,"corporate,year,营业成本,存货,营业收入,应收票据及应收账款 新奥股份,2022,130702630000.0,2416600000.0,154044170000.0,6701100000.0 新奥股份,2023,123707400000.0,2166570000.0,143753980000.0,7074580000.0 新奥股份,2024,116911670000.0,2325240000.0,135836490000.0,6648520000.0 新奥股份,2025,113161000000.0,2455740000.0,131456770000.0,4998540000.0 鹏鼎控股,2022,27521270880.15,3440024245.23,36210971441.99,6274373410.04 鹏鼎控股,2023,25223943205.69,3054055741.52,32066047781.9,6209159682.25 鹏鼎控股,2024,27843625405.47,3355543367.59,35140384498.03,5838796925.66 鹏鼎控股,2025,30730418442.09,3806710623.33,39147009392.27,6217107787.01 ","corporate,year,营业周期 新奥股份,2023,24.249985892649736 新奥股份,2024,25.449105532327614 新奥股份,2025,23.879994843294174 鹏鼎控股,2023,118.03440304210378 鹏鼎控股,2024,104.58199590095577 鹏鼎控股,2025,98.7383660624132 " 262,CN,fundamental,2022到2024年,中国联通的营业周期平均值是美的集团的几倍?(计算应收账款周转天数时,使用应收票据及应收账款;存货和应收票据及应收账款都用期初期末平均值;一年按365天计算)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.3807,hard,operational efficiency,存货周转天数 + 应收账款周转天数,"corporate,year,营业成本,存货,营业收入,应收票据及应收账款 中国联通,2021,247360584938.0,1846262040.0,327854494119.0,19871150584.0 中国联通,2022,268880818445.0,1882083166.0,354943879228.0,28230943795.0 中国联通,2023,281230556204.0,2216859105.0,372596794135.0,40940400083.0 中国联通,2024,298345790158.0,2462505124.0,389589219642.0,58874812703.0 美的集团,2021,264525999000.0,45924439000.0,341233208000.0,29421354000.0 美的集团,2022,260538701000.0,46044897000.0,343917531000.0,32996102000.0 美的集团,2023,276409404000.0,47339255000.0,372037280000.0,38406699000.0 美的集团,2024,299584935000.0,63339188000.0,407149600000.0,42517549000.0 ","corporate,year,营业周期 中国联通,2022,27.263026061165377 中国联通,2023,36.540454263063125 中国联通,2024,49.6200464792992 美的集团,2022,97.54377425294109 美的集团,2023,96.68320962496125 美的集团,2024,103.6960072894324 " 263,CN,fundamental,在2017-2019年间,营业周期的最小值,保利发展相对华友钴业的比值是多少?(计算应收账款周转天数时,使用应收票据及应收账款;存货和应收票据及应收账款都用期初期末平均值;一年按365天计算)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,10.5402,hard,operational efficiency,存货周转天数 + 应收账款周转天数,"corporate,year,营业成本,存货,营业收入,应收票据及应收账款 保利发展,2016,109880680194.3,303303584801.43,154752138129.8,1687100894.47 保利发展,2017,101132555008.61,439669164688.64,146623004012.02,1873260484.26 保利发展,2018,131338798272.8,474505085701.18,194513842492.17,2043814498.31 保利发展,2019,153449636272.28,584001435001.13,235933564582.09,1845278032.0 华友钴业,2016,4091582594.32,2032664412.47,4889385103.39,981613837.36 华友钴业,2017,6333330464.18,4832631617.24,9653222710.89,2897871964.93 华友钴业,2018,10337003721.2,5487843176.69,14450762951.95,1506491099.9 华友钴业,2019,16748261571.9,3389917333.97,18852828463.22,867924954.21 ","corporate,year,营业周期 保利发展,2017,1345.1721841870353 保利发展,2018,1273.9532549410303 保利发展,2019,1261.906300738599 华友钴业,2017,271.1730346202225 华友钴业,2018,237.83128330963348 华友钴业,2019,119.722807838756 " 264,CN,fundamental,分别统计圆通速递和立讯精密在2021-2025年的营业周期的平均值,计算两者之比。(计算应收账款周转天数时,使用应收票据及应收账款;存货和应收票据及应收账款都用期初期末平均值;一年按365天计算)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.1081,hard,operational efficiency,存货周转天数 + 应收账款周转天数,"corporate,year,营业成本,存货,营业收入,应收票据及应收账款 圆通速递,2020,31752525976.8,51094194.65,34907041590.3,1358318401.63 圆通速递,2021,41440181342.37,73177887.93,45154953607.39,1627020624.49 圆通速递,2022,47489510375.85,81871849.07,53539313975.17,963478142.08 圆通速递,2023,51825247195.56,139464809.8,57684349587.96,1716538957.93 圆通速递,2024,62515353749.3,178380915.51,69032666856.95,1967092783.21 圆通速递,2025,68113962592.03,344844989.09,75276847420.82,1692168970.82 立讯精密,2020,75770007049.58,13211009381.15,92501259211.54,14100363941.97 立讯精密,2021,135048336292.88,20900755733.15,153946097790.4,31931022580.89 立讯精密,2022,187928880285.38,37363329476.66,214028394291.44,26993121879.88 立讯精密,2023,205041300458.59,29757930319.35,231905459829.83,23765555238.13 立讯精密,2024,240809417980.59,31702675549.03,268794737612.58,32910872432.24 立讯精密,2025,292755910976.71,42332782449.47,332344443143.39,48960683022.18 ","corporate,year,营业周期 圆通速递,2021,12.612947790702778 圆通速递,2022,9.426108289818796 圆通速递,2023,9.258382923624314 圆通速递,2024,10.666210156721089 圆通速递,2025,10.273352930691068 立讯精密,2021,100.66682988117716 立讯精密,2022,106.82501928091507 立讯精密,2023,99.68723460297659 立讯精密,2024,85.05942212089903 立讯精密,2025,91.11073646600133 " 265,CN,fundamental,"2023-2025年的现金周转期的平均值, 领益智造与中国核电之比是多少?(计算应收账款周转天数时,使用应收票据及应收账款;计算应付账款周转天数时,使用应付票据及应付账款;存货、应收票据及应收账款和应付票据及应付账款都用期初期末平均值;一年按365天计算)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。",0.3785,hard,operational efficiency,存货周转天数 + 应收账款周转天数 - 应付账款周转天数,"corporate,year,营业成本,存货,营业收入,应收票据及应收账款,应付票据及应付账款 领益智造,2022,27334660095.3,5101359957.13,34484678505.9,9209627054.51,6959569916.31 领益智造,2023,27319096273.84,5727100063.82,34123706020.59,8895997184.23,8027058371.67 领益智造,2024,37279852080.03,5859233677.83,44259532627.2,11549131753.67,10418316152.19 领益智造,2025,43301912696.09,7189891213.02,51428944353.94,14023705253.35,14103284202.39 中国核电,2022,38756964886.8,24809227804.28,71285600843.64,17363654826.53,20538986819.43 中国核电,2023,41509673010.7,26422613122.64,74957180264.96,21414105300.87,22407573198.57 中国核电,2024,44115695715.99,30860055929.67,77272058526.64,24685265478.06,26866352105.96 中国核电,2025,48161106764.31,36321655980.12,82075495244.95,25424744156.3,28664735368.17 ","corporate,year,现金周转期 中国核电,2023,130.8399005189794 中国核电,2024,142.00777782884492 中国核电,2025,155.57120781076216 领益智造,2023,69.05443672911832 领益智造,2024,50.725769715417314 领益智造,2025,42.39556433417026 " 266,CN,fundamental,海南机场与思源电气在2019至2023年现金周转期平均值之比是多少?(计算应收账款周转天数时,使用应收票据及应收账款;计算应付账款周转天数时,使用应付票据及应付账款;存货、应收票据及应收账款和应付票据及应付账款都用期初期末平均值;一年按365天计算)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,12.2633,hard,operational efficiency,存货周转天数 + 应收账款周转天数 - 应付账款周转天数,"corporate,year,营业成本,存货,营业收入,应收票据及应收账款,应付票据及应付账款 海南机场,2018,6521298413.7,33126099653.68,12433443536.19,3869484291.74,8702130624.26 海南机场,2019,7341823550.43,24125027684.09,11529506164.31,3158240067.91,7773342553.75 海南机场,2020,4373270721.15,12835911633.01,6319139499.54,2312420676.29,6880344359.76 海南机场,2021,2943578325.01,12568600178.57,4524553773.9,1194391873.71,4126053540.73 海南机场,2022,3058722615.61,12790377329.69,4700656255.83,1452126468.53,3416460383.17 海南机场,2023,3454293123.85,11859883737.3,6761642242.46,1447723696.43,3905382269.9 思源电气,2018,3336086264.06,1060759360.55,4806616779.94,2938814635.46,1802190204.13 思源电气,2019,4510246016.78,1541517266.81,6380095191.01,3051054630.94,2386000009.01 思源电气,2020,5215058722.63,1910765695.68,7372519863.93,2825324831.63,2632436236.73 思源电气,2021,6045166036.76,2606847351.13,8695335076.97,3576786745.86,3328970274.92 思源电气,2022,7763175219.2,2458679992.63,10537097608.15,4500828655.96,4054882989.14 思源电气,2023,8784341078.86,2860764626.97,12460028391.72,5321004680.95,4967163823.22 ","corporate,year,现金周转期 思源电气,2019,107.16625292207578 思源电气,2020,90.65717011876231 思源电气,2021,90.7819428400957 思源电气,2022,85.40217451896137 思源电气,2023,66.93498764530105 海南机场,2019,1124.8257845346072 海南机场,2020,1088.8945478977425 海南机场,2021,1034.1229134515147 海南机场,2022,1165.776357547914 海南机场,2023,993.7773368468061 " 267,CN,fundamental,2021到2023年,宝丰能源的现金周转期最大值是东方财富的几倍?(计算应收账款周转天数时,使用应收票据及应收账款;计算应付账款周转天数时,使用应付票据及应付账款;存货、应收票据及应收账款和应付票据及应付账款都用期初期末平均值;一年按365天计算)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,-0.0445,hard,operational efficiency,存货周转天数 + 应收账款周转天数 - 应付账款周转天数,"corporate,year,营业成本,存货,营业收入,应收票据及应收账款,应付票据及应付账款 宝丰能源,2020,8744572767.71,803321868.19,15927728889.05,19949791.11,767920313.7 宝丰能源,2021,13465741720.3,940393067.25,23299935290.2,38334917.78,894200354.34 宝丰能源,2022,19084290617.17,1347682806.69,28429848345.48,70869058.42,1678022290.67 宝丰能源,2023,20278991462.56,1292155809.0,29135511197.96,26383931.11,1948321004.85 东方财富,2020,566645612.46,0.0,3252288346.37,726021922.6,211046973.13 东方财富,2021,663441110.02,0.0,5404805007.55,1819259030.82,229011620.11 东方财富,2022,534296018.16,0.0,4628584901.79,1048289250.34,299105381.45 东方财富,2023,537976100.94,0.0,3887734788.12,795892173.17,213699357.45 ","corporate,year,现金周转期 东方财富,2021,-35.10713434603575 东方财富,2022,-67.32515994946223 东方财富,2023,-87.3905170140873 宝丰能源,2021,1.5623629790854032 宝丰能源,2022,-2.01623570605528 宝丰能源,2023,-8.268834179790158 " 268,CN,fundamental,在2017-2021年间,现金周转期的最小值,中兴通讯相对福耀玻璃的比值是多少?(计算应收账款周转天数时,使用应收票据及应收账款;计算应付账款周转天数时,使用应付票据及应付账款;存货、应收票据及应收账款和应付票据及应付账款都用期初期末平均值;一年按365天计算)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.5369,hard,operational efficiency,存货周转天数 + 应收账款周转天数 - 应付账款周转天数,"corporate,year,营业成本,存货,营业收入,应收票据及应收账款,应付票据及应付账款 中兴通讯,2016,70100658000.0,26810568000.0,101233182000.0,27982681000.0,36933838000.0 中兴通讯,2017,75005818000.0,26234139000.0,108815273000.0,26398228000.0,34463067000.0 中兴通讯,2018,57367578000.0,25011416000.0,85513150000.0,21592325000.0,27443104000.0 中兴通讯,2019,57008377000.0,27688508000.0,90736582000.0,19778280000.0,27728550000.0 中兴通讯,2020,69379215000.0,33689306000.0,101450670000.0,15891020000.0,28515789000.0 中兴通讯,2021,74159846000.0,36316753000.0,114521641000.0,17509059000.0,33274643000.0 福耀玻璃,2016,9463313931.0,2785865099.0,16621336273.0,4507940963.0,1914202706.0 福耀玻璃,2017,10712611816.0,2974677451.0,18713034974.0,4637643979.0,2401097118.0 福耀玻璃,2018,11603054947.0,3241739977.0,20224985720.0,4304107516.0,2465349981.0 福耀玻璃,2019,13197554393.0,3280465303.0,21103877523.0,3477440317.0,2097319605.0 福耀玻璃,2020,12640913159.0,3280989599.0,19906593468.0,3753925498.0,2466005390.0 福耀玻璃,2021,15129053236.0,4327048485.0,23603063361.0,4350121771.0,3148222805.0 ","corporate,year,现金周转期 中兴通讯,2017,46.551622650667014 中兴通讯,2018,68.50625159565027 中兴通讯,2019,75.29667802704355 中兴通讯,2020,77.66909694900244 中兴通讯,2021,73.44371421402994 福耀玻璃,2017,113.81401533188203 福耀玻璃,2018,101.91898989408492 福耀玻璃,2019,94.38957641660474 福耀玻璃,2020,95.14333355394565 福耀玻璃,2021,86.71197154022572 " 269,CN,fundamental,分别统计龙佰集团和温氏股份在2022-2024年的现金周转期的最小值,计算两者之比。(计算应收账款周转天数时,使用应收票据及应收账款;计算应付账款周转天数时,使用应付票据及应付账款;存货、应收票据及应收账款和应付票据及应付账款都用期初期末平均值;一年按365天计算)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,-2.6981,hard,operational efficiency,存货周转天数 + 应收账款周转天数 - 应付账款周转天数,"corporate,year,营业成本,存货,营业收入,应收票据及应收账款,应付票据及应付账款 龙佰集团,2021,11943194972.2,4515997872.49,20565780950.46,2249936039.42,10086517742.48 龙佰集团,2022,16834114032.61,6546613278.89,24112968453.5,2377494655.67,15029678392.62 龙佰集团,2023,19628413207.75,7328180921.73,26764876739.31,3392532554.52,10278819192.12 龙佰集团,2024,20630935217.42,7736809246.16,27513124442.06,3892732323.93,12211380716.64 温氏股份,2021,70355836393.88,14943684202.66,64954064169.73,412224486.75,6771782646.49 温氏股份,2022,70696857742.45,20388326002.09,83708187230.99,537985656.11,7555128790.58 温氏股份,2023,89146814526.97,20335660530.71,89902322387.76,521466466.53,11026679848.15 温氏股份,2024,87179185848.01,19511338790.31,105583714275.85,1007191976.12,9308588735.99 ","corporate,year,现金周转期 温氏股份,2022,56.2951338102679 温氏股份,2023,47.4797967176657 温氏股份,2024,43.48791910381627 龙佰集团,2022,-117.33315754441946 龙佰集团,2023,-66.96394408928339 龙佰集团,2024,-17.358350543196906 " 270,CN,fundamental,"2023-2025年的存货周转率的最小值, 正泰电器与华润微之比是多少?(存货用期初期末平均值)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。",0.2463,hard,operational efficiency,营业成本 / 平均存货,"corporate,year,营业成本,存货 正泰电器,2022,35346875673.1,22476698627.77 正泰电器,2023,44734170805.82,37943634229.42 正泰电器,2024,49355307123.75,44560792406.95 正泰电器,2025,43765898571.92,57203967966.56 华润微,2022,6366624706.25,1876498945.41 华润微,2023,6710216323.21,1965742888.15 华润微,2024,7366838781.24,2096424815.57 华润微,2025,8137474951.57,2279408054.34 ","corporate,year,存货周转率 华润微,2023,3.49286516252034 华润微,2024,3.6270480780464527 华润微,2025,3.719280508872528 正泰电器,2023,1.4807654539591517 正泰电器,2024,1.1964280981256576 正泰电器,2025,0.8601385865064649 " 271,CN,fundamental,用友网络与芒果超媒在2017至2019年存货周转率最大值之比是多少?(存货用期初期末平均值)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,16.3418,hard,operational efficiency,营业成本 / 平均存货,"corporate,year,营业成本,存货 用友网络,2016,1603567007.0,34624680.0 用友网络,2017,1812454538.0,31837078.0 用友网络,2018,2314825198.0,21767989.0 用友网络,2019,2942232116.0,22859468.0 芒果超媒,2016,2537390051.42,101690186.4 芒果超媒,2017,5774341404.1,1329598688.81 芒果超媒,2018,6082772751.37,2214812395.09 芒果超媒,2019,8284740949.42,1916375338.89 ","corporate,year,存货周转率 用友网络,2017,54.54127584166522 用友网络,2018,86.36591007338914 用友网络,2019,131.85748477669253 芒果超媒,2017,8.06872952638968 芒果超媒,2018,3.4323178702381103 芒果超媒,2019,4.010827627743003 " 272,CN,fundamental,2020到2024年,海尔智家的存货周转率平均值是星宇股份的几倍?(存货用期初期末平均值)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1.3136,hard,operational efficiency,营业成本 / 平均存货,"corporate,year,营业成本,存货 海尔智家,2019,140868398722.26,28228600971.61 海尔智家,2020,147471922284.89,29446973404.75 海尔智家,2021,155949547009.4,39913949898.86 海尔智家,2022,167263342432.05,41587786307.53 海尔智家,2023,198838470796.47,39524006616.33 海尔智家,2024,206439444975.26,43189855697.96 星宇股份,2019,4627673539.15,1503821450.92 星宇股份,2020,5418424501.75,1550036241.15 星宇股份,2021,6162913577.11,1969885333.91 星宇股份,2022,6386902974.22,2326070166.46 星宇股份,2023,8139044797.32,2245406476.0 星宇股份,2024,10697270184.74,2629252263.74 ","corporate,year,存货周转率 星宇股份,2020,3.548576946345671 星宇股份,2021,3.501733459504675 星宇股份,2022,2.973449317000566 星宇股份,2023,3.560794655155548 星宇股份,2024,4.388930899934366 海尔智家,2020,5.1138432128154285 海尔智家,2021,4.496755221287065 海尔智家,2022,4.1045344606765815 海尔智家,2023,4.902825190490378 海尔智家,2024,4.991652891043746 " 273,CN,fundamental,在2022-2024年间,存货周转率的平均值,格力电器相对海康威视的比值是多少?(存货用期初期末平均值)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1.5072,hard,operational efficiency,营业成本 / 平均存货,"corporate,year,营业成本,存货 格力电器,2021,142251638589.87,42765598328.01 格力电器,2022,139784387882.78,38314176763.9 格力电器,2023,143953487220.05,32579140028.7 格力电器,2024,133496119623.36,27910910515.55 海康威视,2021,45329400332.65,17974112407.6 海康威视,2022,47996254466.32,18998222978.81 海康威视,2023,49732768547.57,19211444296.82 海康威视,2024,51953857912.21,19110711958.11 ","corporate,year,存货周转率 格力电器,2022,3.448070439867992 格力电器,2023,4.061129983273012 格力电器,2024,4.4138207332362605 海康威视,2022,2.5963333916938383 海康威视,2023,2.6031510920425833 海康威视,2024,2.7114266518093606 " 274,CN,fundamental,分别统计深南电路和浪潮信息在2019-2021年的存货周转率的最大值,计算两者之比。(存货用期初期末平均值)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.9572,hard,operational efficiency,营业成本 / 平均存货,"corporate,year,营业成本,存货 深南电路,2018,5843797323.19,1327301115.63 深南电路,2019,7731867071.12,1504293117.26 深南电路,2020,8529682481.08,2205895255.84 深南电路,2021,10636989974.18,2526556570.04 浪潮信息,2018,41767056951.49,8216716657.16 浪潮信息,2019,45468314028.26,8567621303.4 浪潮信息,2020,55660508811.34,10943256465.72 浪潮信息,2021,59379318169.68,22402228567.57 ","corporate,year,存货周转率 浪潮信息,2019,5.417945484069957 浪潮信息,2020,5.7055873620851925 浪潮信息,2021,3.561460756105331 深南电路,2019,5.461140569726794 深南电路,2020,4.5979781204225665 深南电路,2021,4.495339991000141 " 275,CN,fundamental,"2021-2025年的应收账款周转率的最小值, 联影医疗与东方财富之比是多少?(使用应收票据及应收账款,用期初期末平均值)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。",0.8405,hard,operational efficiency,营业收入 / 平均应收票据及应收账款,"corporate,year,营业收入,应收票据及应收账款 联影医疗,2020,5761033749.87,675284313.49 联影医疗,2021,7253755673.4,1062372147.08 联影医疗,2022,9238122700.8,2029275841.92 联影医疗,2023,11410765602.39,3232580100.54 联影医疗,2024,10300104386.97,4359864269.15 联影医疗,2025,13800251663.95,5681852637.95 东方财富,2020,3252288346.37,726021922.6 东方财富,2021,5404805007.55,1819259030.82 东方财富,2022,4628584901.79,1048289250.34 东方财富,2023,3887734788.12,795892173.17 东方财富,2024,3110730456.84,737866444.91 东方财富,2025,3532270003.05,921226716.86 ","corporate,year,应收账款周转率 东方财富,2021,4.246922132731762 东方财富,2022,3.2282524637510996 东方财富,2023,4.216217275110101 东方财富,2024,4.056349441392669 东方财富,2025,4.258073126263272 联影医疗,2021,8.348895006577495 联影医疗,2022,5.976180169067753 联影医疗,2023,4.337163817166491 联影医疗,2024,2.7132511969634763 联影医疗,2025,2.7485840900757776 " 276,CN,fundamental,宁德时代与华利集团在2018至2020年应收账款周转率最小值之比是多少?(使用应收票据及应收账款,用期初期末平均值)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.3,hard,operational efficiency,营业收入 / 平均应收票据及应收账款,"corporate,year,营业收入,应收票据及应收账款 宁德时代,2017,19996860806.33,12376856841.25 宁德时代,2018,29611265434.22,15967748024.97 宁德时代,2019,45788020642.41,17988485338.2 宁德时代,2020,50319487700.0,21170680000.0 华利集团,2017,10009183924.06,1333203074.73 华利集团,2018,12388480165.62,1722772348.94 华利集团,2019,15165661300.47,2230934424.07 华利集团,2020,13931137966.93,1769893626.36 ","corporate,year,应收账款周转率 华利集团,2018,8.107709289587385 华利集团,2019,7.671616622658243 华利集团,2020,6.964127321309253 宁德时代,2018,2.089375778845981 宁德时代,2019,2.696884554461399 宁德时代,2020,2.5699979693342976 " 277,CN,fundamental,2022到2024年,赛轮轮胎的应收账款周转率平均值是华润微的几倍?(使用应收票据及应收账款,用期初期末平均值)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1.1659,hard,operational efficiency,营业收入 / 平均应收票据及应收账款,"corporate,year,营业收入,应收票据及应收账款 赛轮轮胎,2021,17998428484.24,2372644450.21 赛轮轮胎,2022,21902213873.16,2721166120.95 赛轮轮胎,2023,25978259490.19,3392497973.27 赛轮轮胎,2024,31802388102.78,5086030460.95 华润微,2021,9249202849.06,1150758995.2 华润微,2022,10060129516.04,1297692759.8 华润微,2023,9900603859.18,1554429460.64 华润微,2024,10118525841.56,1853029198.21 ","corporate,year,应收账款周转率 华润微,2022,8.217543593004144 华润微,2023,6.9426224361820115 华润微,2024,5.939045402813456 赛轮轮胎,2022,8.599539997488469 赛轮轮胎,2023,8.49842552349268 赛轮轮胎,2024,7.501865058191724 " 278,CN,fundamental,在2019-2021年间,应收账款周转率的平均值,拓普集团相对山西焦煤的比值是多少?(使用应收票据及应收账款,用期初期末平均值)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.2899,hard,operational efficiency,营业收入 / 平均应收票据及应收账款,"corporate,year,营业收入,应收票据及应收账款 拓普集团,2018,5984017661.79,2465785737.36 拓普集团,2019,5358953813.6,1797754982.79 拓普集团,2020,6511094914.05,2079550959.38 拓普集团,2021,11462693679.86,3532359877.35 山西焦煤,2018,32271005488.06,6089482062.21 山西焦煤,2019,36007526834.78,3858928283.8 山西焦煤,2020,33756582333.29,3124303016.81 山西焦煤,2021,54170210466.8,3085251940.14 ","corporate,year,应收账款周转率 山西焦煤,2019,7.238850345416543 山西焦煤,2020,9.66789753343593 山西焦煤,2021,17.447372909123022 拓普集团,2019,2.51385135752214 拓普集团,2020,3.3585664949647773 拓普集团,2021,4.08513036409509 " 279,CN,fundamental,分别统计华电国际和长春高新在2020-2024年的应收账款周转率的最大值,计算两者之比。(使用应收票据及应收账款,用期初期末平均值)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1.5351,hard,operational efficiency,营业收入 / 平均应收票据及应收账款,"corporate,year,营业收入,应收票据及应收账款 华电国际,2019,93654431000.0,12261884000.0 华电国际,2020,93009907000.0,10479459000.0 华电国际,2021,104607537000.0,9053363000.0 华电国际,2022,107058536000.0,11968314000.0 华电国际,2023,117176125000.0,12183286000.0 华电国际,2024,141502221000.0,15105901000.0 长春高新,2019,7373701266.96,1031360334.83 长春高新,2020,8576600708.5,1511739991.23 长春高新,2021,10746717262.21,1568651317.78 长春高新,2022,12627188966.71,2439513059.35 长春高新,2023,14566039611.98,3350665829.44 长春高新,2024,13465627318.38,2970338884.01 ","corporate,year,应收账款周转率 华电国际,2020,8.179807762452727 华电国际,2021,10.710949703017823 华电国际,2022,10.18553714815426 华电国际,2023,9.70338404080889 华电国际,2024,10.370570658627535 长春高新,2020,6.744995956795493 长春高新,2021,6.977501352361536 长春高新,2022,6.300734091026253 长春高新,2023,5.031291741324397 长春高新,2024,4.260597145174558 " 280,CN,fundamental,"2019-2023年的应付账款周转率的最大值, 中航沈飞与潞安环能之比是多少?(使用应付票据及应付账款,用期初期末平均值)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。",1.9377,hard,operational efficiency,营业成本 / 平均应付票据及应付账款,"corporate,year,营业成本,应付票据及应付账款 中航沈飞,2018,18319023386.21,8770566474.8 中航沈飞,2019,21646571261.48,10892530103.57 中航沈飞,2020,24793578864.74,13520889607.56 中航沈飞,2021,31246028021.08,12329984933.67 中航沈飞,2022,37459711875.41,19227281352.14 中航沈飞,2023,41184208925.63,27071302736.88 潞安环能,2018,16289849349.58,17714215886.48 潞安环能,2019,16412625401.02,19900124198.07 潞安环能,2020,17273720802.99,17325269597.31 潞安环能,2021,23306864721.94,20037860960.17 潞安环能,2022,23956002370.14,19511449890.78 潞安环能,2023,22554919948.51,16783226930.8 ","corporate,year,应付账款周转率 中航沈飞,2019,2.2017459127258605 中航沈飞,2020,2.0311434578283754 中航沈飞,2021,2.4174058770232456 中航沈飞,2022,2.374078384112384 中航沈飞,2023,1.779069910494178 潞安环能,2019,0.8726791624751351 潞安环能,2020,0.9280611454610761 潞安环能,2021,1.247586290237879 潞安环能,2022,1.211449800499599 潞安环能,2023,1.2428775745483067 " 281,CN,fundamental,卓胜微与山西焦煤在2018至2020年应付账款周转率平均值之比是多少?(使用应付票据及应付账款,用期初期末平均值)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,4.8197,hard,operational efficiency,营业成本 / 平均应付票据及应付账款,"corporate,year,营业成本,应付票据及应付账款 卓胜微,2017,260958626.04,21565494.44 卓胜微,2018,270357734.73,32607297.14 卓胜微,2019,718905369.51,130190261.0 卓胜微,2020,1323356287.55,223546797.79 山西焦煤,2017,19069452175.94,10263797826.73 山西焦煤,2018,22015412573.35,12241697596.34 山西焦煤,2019,24103317138.71,14196145948.1 山西焦煤,2020,24898019255.95,15516031310.48 ","corporate,year,应付账款周转率 卓胜微,2018,9.9813107962416 卓胜微,2019,8.831893767003157 卓胜微,2020,7.482146722634597 山西焦煤,2018,1.9564477172790762 山西焦煤,2019,1.823395096365871 山西焦煤,2020,1.675947140410936 " 282,CN,fundamental,2017到2021年,晶盛机电的应付账款周转率最大值是新希望的几倍?(使用应付票据及应付账款,用期初期末平均值)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.0967,hard,operational efficiency,营业成本 / 平均应付票据及应付账款,"corporate,year,营业成本,应付票据及应付账款 晶盛机电,2016,667221498.95,298008144.83 晶盛机电,2017,1201368603.66,1066427131.03 晶盛机电,2018,1533912065.02,1229706066.83 晶盛机电,2019,2004333958.01,1869060101.7 晶盛机电,2020,2415788304.32,2774869012.51 晶盛机电,2021,3593119836.91,4147171957.24 新希望,2016,56027485134.96,2984442097.83 新希望,2017,57468202720.11,3326458699.42 新希望,2018,63033328796.12,4300927958.83 新希望,2019,72150061066.97,5512731289.21 新希望,2020,98175150554.22,10099573653.67 新希望,2021,124235991080.56,9585839603.1 ","corporate,year,应付账款周转率 新希望,2017,18.212361298771167 新希望,2018,16.52815875747989 新希望,2019,14.704007800429778 新希望,2020,12.5766375834201 新希望,2021,12.622136955934522 晶盛机电,2017,1.760975584426723 晶盛机电,2018,1.3360828252033539 晶盛机电,2019,1.2936335618771913 晶盛机电,2020,1.040407053987068 晶盛机电,2021,1.0381677463662198 " 283,CN,fundamental,在2017-2019年间,应付账款周转率的最小值,思源电气相对润泽科技的比值是多少?(使用应付票据及应付账款,用期初期末平均值)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1.4682,hard,operational efficiency,营业成本 / 平均应付票据及应付账款,"corporate,year,营业成本,应付票据及应付账款 思源电气,2016,2850461399.57,1285805789.23 思源电气,2017,3038754498.21,1491414811.79 思源电气,2018,3336086264.06,1802190204.13 思源电气,2019,4510246016.78,2386000009.01 润泽科技,2016,411014442.3,311134995.37 润泽科技,2017,509400013.75,335968187.97 润泽科技,2018,476827327.86,355204053.77 润泽科技,2019,481445071.38,323399626.91 ","corporate,year,应付账款周转率 思源电气,2017,2.1883421843363435 思源电气,2018,2.025796200779791 思源电气,2019,2.153792348126684 润泽科技,2017,1.5744011986488768 润泽科技,2018,1.379764113962694 润泽科技,2019,1.4189285590009304 " 284,CN,fundamental,分别统计华友钴业和万华化学在2022-2024年的应付账款周转率的最小值,计算两者之比。(使用应付票据及应付账款,用期初期末平均值)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.9425,hard,operational efficiency,营业成本 / 平均应付票据及应付账款,"corporate,year,营业成本,应付票据及应付账款 华友钴业,2021,28131068440.83,11043970033.88 华友钴业,2022,51313704226.23,25393122509.84 华友钴业,2023,56948773263.76,20021644718.81 华友钴业,2024,50445676975.22,16251362698.2 万华化学,2021,107316508644.35,20390007700.95 万华化学,2022,138132222629.6,24205245891.6 万华化学,2023,145926359223.32,45593737856.93 万华化学,2024,152642583643.9,69136123487.01 ","corporate,year,应付账款周转率 万华化学,2022,6.194929347937427 万华化学,2023,4.181331915921865 万华化学,2024,2.6609041770965676 华友钴业,2022,2.816564146256176 华友钴业,2023,2.5079407751685556 华友钴业,2024,2.7814444165202477 " 285,CN,fundamental,"2017-2021年的总资产周转率的最小值, 中国巨石与招商公路之比是多少?(总资产按期初期末平均值计算)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。",4.2933,hard,operational efficiency,营业收入 / 平均总资产,"corporate,year,营业收入,资产合计 中国巨石,2016,7446333673.92,23932068085.14 中国巨石,2017,8651549179.12,24791808201.34 中国巨石,2018,10032423279.18,30370459577.44 中国巨石,2019,10493293115.71,33604242332.45 中国巨石,2020,11666196819.43,36737268362.83 中国巨石,2021,19706882079.97,43828317484.55 招商公路,2016,5053238252.18,55363643081.99 招商公路,2017,5340664303.94,65170485622.88 招商公路,2018,6759340168.24,84084253695.73 招商公路,2019,8292216434.56,91019317004.27 招商公路,2020,7068918714.74,94009174838.88 招商公路,2021,8626031576.35,98320774957.7 ","corporate,year,总资产周转率 中国巨石,2017,0.35512565249331984 中国巨石,2018,0.36374223479765294 中国巨石,2019,0.3280450803972505 中国巨石,2020,0.3317016283590513 中国巨石,2021,0.4892133998082475 招商公路,2017,0.08861663267200799 招商公路,2018,0.09057454656513148 招商公路,2019,0.09471213409767434 招商公路,2020,0.07640897511862522 招商公路,2021,0.08970034657081148 " 286,CN,fundamental,华电国际与白云山在2017至2021年总资产周转率最大值之比是多少?(总资产按期初期末平均值计算)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.3781,hard,operational efficiency,营业收入 / 平均总资产,"corporate,year,营业收入,资产合计 华电国际,2016,63346051000.0,210111953000.0 华电国际,2017,79006836000.0,216278588000.0 华电国际,2018,89313661000.0,226428520000.0 华电国际,2019,93654431000.0,229875595000.0 华电国际,2020,93009907000.0,242750409000.0 华电国际,2021,104607537000.0,218938578000.0 白云山,2016,20035681499.37,25897170220.54 白云山,2017,20954225189.53,28314713453.32 白云山,2018,42233838051.12,51482183869.48 白云山,2019,64951777641.83,56893659126.2 白云山,2020,61673702450.01,59760062879.12 白云山,2021,69014052347.03,66117789763.95 ","corporate,year,总资产周转率 华电国际,2017,0.3705843746660412 华电国际,2018,0.40348871471022324 华电国际,2019,0.41049128386668177 华电国际,2020,0.39358776797224215 华电国际,2021,0.45315153683750314 白云山,2017,0.7730491460356228 白云山,2018,1.0585333382142095 白云山,2019,1.1986393987158017 白云山,2020,1.0573807914538271 白云山,2021,1.0965241446042326 " 287,CN,fundamental,2017到2019年,龙佰集团的总资产周转率平均值是恒立液压的几倍?(总资产按期初期末平均值计算)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.8357,hard,operational efficiency,营业收入 / 平均总资产,"corporate,year,营业收入,资产合计 龙佰集团,2016,4135559614.7,18048563627.76 龙佰集团,2017,10257509524.84,20846353820.17 龙佰集团,2018,10440588458.46,20923673048.52 龙佰集团,2019,11358539703.02,25942781551.31 恒立液压,2016,1370100268.36,5199065280.46 恒立液压,2017,2795211617.28,6156091176.03 恒立液压,2018,4210975401.85,7271344616.26 恒立液压,2019,5414021975.86,8426883642.1 ","corporate,year,总资产周转率 恒立液压,2017,0.49232463295253087 恒立液压,2018,0.6272195923316842 恒立液压,2019,0.689762167648033 龙佰集团,2017,0.5274472963503313 龙佰集团,2018,0.4999081514254931 龙佰集团,2019,0.48471939258068825 " 288,CN,fundamental,在2021-2025年间,总资产周转率的最小值,中国电信相对天合光能的比值是多少?(总资产按期初期末平均值计算)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1.049,hard,operational efficiency,营业收入 / 平均总资产,"corporate,year,营业收入,资产合计 中国电信,2020,389939266024.2,715103425413.54 中国电信,2021,434159563363.61,762246299381.58 中国电信,2022,474967243497.96,807698157613.04 中国电信,2023,507842674997.4,835813904890.77 中国电信,2024,523568920041.49,866625200722.04 中国电信,2025,523924731368.75,870643642518.74 天合光能,2020,29417973429.28,45592461350.87 天合光能,2021,44480390071.81,63539881859.12 天合光能,2022,85051792848.83,89977706102.23 天合光能,2023,113410686218.03,120345975260.61 天合光能,2024,80314069269.5,124052177668.34 天合光能,2025,66974548527.63,115014364491.82 ","corporate,year,总资产周转率 中国电信,2021,0.5877546204218091 中国电信,2022,0.6050752195491049 中国电信,2023,0.6179968940705267 中国电信,2024,0.615080936892631 中国电信,2025,0.6031590716741309 天合光能,2021,0.8151642082168405 天合光能,2022,1.1080397233734922 天合光能,2023,1.078439531708077 天合光能,2024,0.65723957654335 天合光能,2025,0.5603004746917796 " 289,CN,fundamental,分别统计中国中免和航发动力在2018-2022年的总资产周转率的平均值,计算两者之比。(总资产按期初期末平均值计算)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,3.3474,hard,operational efficiency,营业收入 / 平均总资产,"corporate,year,营业收入,资产合计 中国中免,2017,28282286665.72,20932207413.07 中国中免,2018,47007321221.24,26847426306.46 中国中免,2019,48612287758.59,31824155398.19 中国中免,2020,52597807274.25,41927649664.24 中国中免,2021,67675515093.08,55473728507.58 中国中免,2022,54432851387.25,75907603880.98 航发动力,2017,22555003098.06,51685228427.78 航发动力,2018,23102024803.26,53504042116.58 航发动力,2019,25210496276.8,63115020067.35 航发动力,2020,28632622738.15,64352332318.09 航发动力,2021,34102193377.49,90648498035.02 航发动力,2022,37097148873.02,89969986822.74 ","corporate,year,总资产周转率 中国中免,2018,1.9676718954011438 中国中免,2019,1.6570982525510216 中国中免,2020,1.4263463037881339 中国中免,2021,1.3896213044069587 中国中免,2022,0.8286238295447479 航发动力,2018,0.4392467916871332 航发动力,2019,0.4323563541788451 航发动力,2020,0.44925421611597816 航发动力,2021,0.44002594437463627 航发动力,2022,0.41077909497728987 " 290,CN,fundamental,"2023-2025年的固定资产周转率的最小值, 广汽集团与长城汽车之比是多少?(固定资产用期初期末平均值)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。",0.6259,hard,operational efficiency,营业收入 / 平均固定资产合计,"corporate,year,营业收入,固定资产合计 广汽集团,2022,109600170277.0,19283528186.0 广汽集团,2023,128757302754.0,21927171006.0 广汽集团,2024,106797859228.0,25251591046.0 广汽集团,2025,95661525530.0,25208369729.0 长城汽车,2022,137339985187.76,26949019721.87 长城汽车,2023,173212076757.97,30235058181.32 长城汽车,2024,202193779642.49,30200341280.37 长城汽车,2025,222824238516.25,29281846505.15 ","corporate,year,固定资产周转率 广汽集团,2023,6.248731774926785 广汽集团,2024,4.527370137872137 广汽集团,2025,3.791581446388867 长城汽车,2023,6.058052629657158 长城汽车,2024,6.6912366408915895 长城汽车,2025,7.492133252384944 " 291,CN,fundamental,澜起科技与上海莱士在2019至2023年固定资产周转率平均值之比是多少?(固定资产用期初期末平均值)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,4.6471,hard,operational efficiency,营业收入 / 平均固定资产合计,"corporate,year,营业收入,固定资产合计 澜起科技,2018,1757664583.13,23150271.53 澜起科技,2019,1737734714.98,27669965.2 澜起科技,2020,1823665555.45,985502589.85 澜起科技,2021,2562017472.42,38647814.52 澜起科技,2022,3672258476.69,520500219.36 澜起科技,2023,2285738498.23,611807392.13 上海莱士,2018,1804235399.91,1047606077.75 上海莱士,2019,2584983982.36,1079135622.91 上海莱士,2020,2761682036.39,1123342604.32 上海莱士,2021,4287726749.67,1241510202.82 上海莱士,2022,6567198581.04,1202478871.04 上海莱士,2023,7963958567.3,1316303673.61 ","corporate,year,固定资产周转率 上海莱士,2019,2.430933649871813 上海莱士,2020,2.507795084869734 上海莱士,2021,3.626210254375604 上海莱士,2022,5.374163617407556 上海莱士,2023,6.323657105069101 澜起科技,2019,68.38750965338133 澜起科技,2020,3.599911083971283 澜起科技,2021,5.003205508659658 澜起科技,2022,13.135192307510149 澜起科技,2023,4.037310135577388 " 292,CN,fundamental,2020到2022年,宝丰能源的固定资产周转率最小值是京东方A的几倍?(固定资产用期初期末平均值)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.9563,hard,operational efficiency,营业收入 / 平均固定资产合计,"corporate,year,营业收入,固定资产合计 宝丰能源,2019,13568199157.86,17903776394.79 宝丰能源,2020,15927728889.05,25179498379.65 宝丰能源,2021,23299935290.2,23630171726.14 宝丰能源,2022,28429848345.48,26412077995.35 京东方A,2019,116059590164.0,125786241938.0 京东方A,2020,135552569729.0,224866586069.0 京东方A,2021,221035718012.0,227141366884.0 京东方A,2022,178413731179.0,205987050430.0 ","corporate,year,固定资产周转率 京东方A,2020,0.7731440268110086 京东方A,2021,0.9780169422593473 京东方A,2022,0.8238375689381632 宝丰能源,2020,0.7393926748808536 宝丰能源,2021,0.9547261942029012 宝丰能源,2022,1.1362338225681796 " 293,CN,fundamental,在2020-2022年间,固定资产周转率的最大值,新产业相对牧原股份的比值是多少?(固定资产用期初期末平均值)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,2.9854,hard,operational efficiency,营业收入 / 平均固定资产合计,"corporate,year,营业收入,固定资产合计 新产业,2019,1681588076.26,533205369.37 新产业,2020,2194966537.25,631275924.07 新产业,2021,2545415315.72,687398806.09 新产业,2022,3046955734.5,716217119.57 牧原股份,2019,20221332525.64,18864249817.52 牧原股份,2020,56277065607.85,58530493076.94 牧原股份,2021,78889870566.4,99550929343.39 牧原股份,2022,124826212177.74,106358717863.88 ","corporate,year,固定资产周转率 新产业,2020,3.7698613959969047 新产业,2021,3.8605658507024767 新产业,2022,4.341580454877325 牧原股份,2020,1.4542865187779663 牧原股份,2021,0.9980916082173914 牧原股份,2022,1.2124367543798384 " 294,CN,fundamental,分别统计TCL科技和康龙化成在2022-2024年的固定资产周转率的最大值,计算两者之比。(固定资产用期初期末平均值)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.6321,hard,operational efficiency,营业收入 / 平均固定资产合计,"corporate,year,营业收入,固定资产合计 TCL科技,2021,163657700000.0,113598783000.0 TCL科技,2022,166552786000.0,132477672000.0 TCL科技,2023,174366657000.0,176422621000.0 TCL科技,2024,164822833000.0,170512009000.0 康龙化成,2021,7443769724.38,3922573233.42 康龙化成,2022,10266288179.53,5664695770.8 康龙化成,2023,11537996314.78,6496642105.34 康龙化成,2024,12275774875.03,7808674199.68 ","corporate,year,固定资产周转率 TCL科技,2022,1.353666981264014 TCL科技,2023,1.1289510625358974 TCL科技,2024,0.9501665083131079 康龙化成,2022,2.1416501769192284 康龙化成,2023,1.897487995530004 康龙化成,2024,1.7162535400524075 " 295,CN,fundamental,"2021-2025年的营运资本周转率的平均值, 招商公路与中国中冶之比是多少?(净营运资本用期初期末平均值)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。",-3.1397,hard,operational efficiency,营业收入 / 平均净营运资本;净营运资本 = 流动资产合计 - 流动负债合计,"corporate,year,营业收入,流动资产合计,流动负债合计 招商公路,2020,7068918714.74,10915862134.92,11056824203.64 招商公路,2021,8626031576.35,11629619860.45,9734518101.41 招商公路,2022,8297090007.26,12079927540.76,9724178723.35 招商公路,2023,9731355008.25,14473100243.26,17211016955.66 招商公路,2024,12711004049.53,15003048735.99,16230601378.65 招商公路,2025,13360481923.55,15659709283.64,14589427288.21 中国中冶,2020,400114623000.0,389253555000.0,331791251000.0 中国中冶,2021,500571647000.0,412315644000.0,358889666000.0 中国中冶,2022,592669072000.0,438205660000.0,385844649000.0 中国中冶,2023,633870422000.0,484133951000.0,448818443000.0 中国中冶,2024,552024638000.0,599767170000.0,573629900000.0 中国中冶,2025,455380420000.0,639634797000.0,606414578000.0 ","corporate,year,营运资本周转率 中国中冶,2021,9.028395750598788 中国中冶,2022,11.204952094817633 中国中冶,2023,14.459297180810749 中国中冶,2024,17.965815573056762 中国中冶,2025,15.343655119912501 招商公路,2021,9.835056608036027 招商公路,2022,3.9037316687753925 招商公路,2023,-50.927119393452145 招商公路,2024,-6.410844675075128 招商公路,2025,-169.904329369371 " 296,CN,fundamental,TCL科技与华域汽车在2017至2021年营运资本周转率最小值之比是多少?(净营运资本用期初期末平均值)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,-66.6927,hard,operational efficiency,营业收入 / 平均净营运资本;净营运资本 = 流动资产合计 - 流动负债合计,"corporate,year,营业收入,流动资产合计,流动负债合计 TCL科技,2016,106473500000.0,75922319000.0,67293101000.0 TCL科技,2017,111577362000.0,80095907000.0,72247802000.0 TCL科技,2018,113360076000.0,80307801000.0,78835404000.0 TCL科技,2019,74933086000.0,48155523000.0,43057791000.0 TCL科技,2020,76677238000.0,65688464000.0,71016514000.0 TCL科技,2021,163657700000.0,87183292000.0,80778939000.0 华域汽车,2016,124295812980.59,67832100805.2,51728705581.94 华域汽车,2017,140487250484.34,78762741987.9,66722722414.2 华域汽车,2018,157170235004.69,80901225804.72,68078251886.83 华域汽车,2019,144023626070.75,83516602262.35,69868622616.88 华域汽车,2020,133577639721.75,93927743484.68,84712579144.04 华域汽车,2021,139944139630.43,94995006723.32,88332154183.04 ","corporate,year,营运资本周转率 TCL科技,2017,13.543141929062141 TCL科技,2018,24.324886363416905 TCL科技,2019,22.810232797559987 TCL科技,2020,-665.8379978985577 TCL科技,2021,304.1108312436182 华域汽车,2017,9.983667689076253 华域汽车,2018,12.642905212347294 华域汽车,2019,10.88163490038391 华域汽车,2020,11.684975592412151 华域汽车,2021,17.627407840659917 " 297,CN,fundamental,2023到2025年,寒武纪的营运资本周转率最大值是牧原股份的几倍?(净营运资本用期初期末平均值)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,-0.1739,hard,operational efficiency,营业收入 / 平均净营运资本;净营运资本 = 流动资产合计 - 流动负债合计,"corporate,year,营业收入,流动资产合计,流动负债合计 寒武纪,2022,729034623.05,4255159512.88,542144659.04 寒武纪,2023,709386584.26,5647516868.13,463181039.5 寒武纪,2024,1174464377.35,5800316619.44,818135979.38 寒武纪,2025,6497196198.68,12080444359.15,1332968851.41 牧原股份,2022,124826212177.74,62578347772.27,78167176415.42 牧原股份,2023,110860727714.4,63582798966.22,94659039714.16 牧原股份,2024,137946892076.87,61318601205.85,85476512749.91 牧原股份,2025,144144965371.68,54576221945.66,69840395136.56 ","corporate,year,营运资本周转率 寒武纪,2023,0.15946018305374168 寒武纪,2024,0.23104558596192093 寒武纪,2025,0.8261078484654248 牧原股份,2023,-4.751336670489006 牧原股份,2024,-4.994985397715606 牧原股份,2025,-7.312904243435428 " 298,CN,fundamental,在2019-2021年间,营运资本周转率的最小值,中兴通讯相对鹏鼎控股的比值是多少?(净营运资本用期初期末平均值)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.7664,hard,operational efficiency,营业收入 / 平均净营运资本;净营运资本 = 流动资产合计 - 流动负债合计,"corporate,year,营业收入,流动资产合计,流动负债合计 中兴通讯,2018,85513150000.0,92847653000.0,88115349000.0 中兴通讯,2019,90736582000.0,102567174000.0,86370516000.0 中兴通讯,2020,101450670000.0,106977275000.0,74394975000.0 中兴通讯,2021,114521641000.0,127871085000.0,78685256000.0 鹏鼎控股,2018,25854780280.84,16445726151.11,9420493456.99 鹏鼎控股,2019,26614629372.49,16423817019.51,8884985098.4 鹏鼎控股,2020,29851314480.5,16805914637.74,11150933447.29 鹏鼎控股,2021,33314849220.68,15936765409.68,10943478805.28 ","corporate,year,营运资本周转率 中兴通讯,2019,8.670910865049112 中兴通讯,2020,4.159607919463962 中兴通讯,2021,2.8011315019816583 鹏鼎控股,2019,3.654835387733508 鹏鼎控股,2020,4.525047342734486 鹏鼎控股,2021,6.257327456920763 " 299,CN,fundamental,分别统计智飞生物和万科A在2018-2022年的营运资本周转率的最大值,计算两者之比。(净营运资本用期初期末平均值)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1.888,hard,operational efficiency,营业收入 / 平均净营运资本;净营运资本 = 流动资产合计 - 流动负债合计,"corporate,year,营业收入,流动资产合计,流动负债合计 智飞生物,2017,1342568632.76,2285730957.84,1069427559.85 智飞生物,2018,5228307728.17,4616473289.58,2535598745.51 智飞生物,2019,10587318311.6,8166521149.91,5072002421.1 智飞生物,2020,15190366231.21,11536995507.21,6816506258.42 智飞生物,2021,30652415906.61,24753780404.17,11870916297.57 智飞生物,2022,38264011331.74,31413362556.7,13230005564.86 万科A,2017,242897110250.52,1017552832148.3,847355429875.81 万科A,2018,297679331103.19,1295071856292.37,1121913936785.61 万科A,2019,367893877538.94,1438989354552.98,1272610284010.69 万科A,2020,419111677714.12,1547387061234.69,1317492688869.78 万科A,2021,452797773974.14,1600268307291.9,1311446467338.73 万科A,2022,503838367358.76,1415356379958.52,1077801572017.84 ","corporate,year,营运资本周转率 万科A,2018,1.7339433072458623 万科A,2019,2.167032684632054 万科A,2020,2.1152650283065695 万科A,2021,1.7458400690837932 万科A,2022,1.608739307421128 智飞生物,2018,3.1713834194241124 智飞生物,2019,4.091406296437208 智飞生物,2020,3.8874857900976796 智飞生物,2021,3.4825655416641954 智飞生物,2022,2.463383699645493 " 300,CN,fundamental,"2020-2022年的流动比率的最大值, 华电国际与长江电力之比是多少?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。",1.3805,hard,solvency,流动资产合计 / 流动负债合计,"corporate,year,流动资产合计,流动负债合计 华电国际,2020,25895311000.0,61751828000.0 华电国际,2021,29578770000.0,65662878000.0 华电国际,2022,29230395000.0,63091810000.0 长江电力,2020,14675612128.79,78466607623.54 长江电力,2021,17923455064.88,53406216174.22 长江电力,2022,27089392212.99,91751118323.71 ","corporate,year,流动比率 华电国际,2020,0.4193448491921567 华电国际,2021,0.45046411154868965 华电国际,2022,0.4632993569212866 长江电力,2020,0.18703003192388956 长江电力,2021,0.335606158773928 长江电力,2022,0.29524863247350364 " 301,CN,fundamental,川投能源与青岛啤酒在2017至2021年流动比率最大值之比是多少?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.6137,hard,solvency,流动资产合计 / 流动负债合计,"corporate,year,流动资产合计,流动负债合计 川投能源,2017,1354377268.35,3456472444.28 川投能源,2018,1265306779.46,5308036947.94 川投能源,2019,5442710103.46,5584889099.74 川投能源,2020,4543410941.59,5394274490.09 川投能源,2021,4096174875.51,7824725409.6 青岛啤酒,2017,14072983367.0,10452233305.0 青岛啤酒,2018,17760305197.0,12086870134.0 青岛啤酒,2019,21001818050.0,13353780994.0 青岛啤酒,2020,24628119678.0,15509945598.0 青岛啤酒,2021,28958619410.0,18258643516.0 ","corporate,year,流动比率 川投能源,2017,0.3918380054183025 川投能源,2018,0.23837565410147607 川投能源,2019,0.9745421988260038 川投能源,2020,0.8422654334585402 川投能源,2021,0.5234911975932708 青岛啤酒,2017,1.346409227228783 青岛啤酒,2018,1.4693882700899383 青岛啤酒,2019,1.5727244635385549 青岛啤酒,2020,1.5878920736624496 青岛啤酒,2021,1.5860224985839524 " 302,CN,fundamental,2016到2020年,长安汽车的流动比率平均值是荣盛石化的几倍?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1.6648,hard,solvency,流动资产合计 / 流动负债合计,"corporate,year,流动资产合计,流动负债合计 长安汽车,2016,65997575218.85,59994282854.7 长安汽车,2017,62756619377.25,54602700070.83 长安汽车,2018,43213278415.51,43159964615.61 长安汽车,2019,49606716722.43,49233360218.72 长安汽车,2020,72889650351.22,62592980841.58 荣盛石化,2016,16283101039.54,18473726128.2 荣盛石化,2017,19161595671.62,31764626004.66 荣盛石化,2018,32117000671.95,54959729774.93 荣盛石化,2019,55596202514.69,81171504664.24 荣盛石化,2020,52050061948.72,103414763604.75 ","corporate,year,流动比率 荣盛石化,2016,0.8814194238099033 荣盛石化,2017,0.6032369362324277 荣盛石化,2018,0.5843733366862411 荣盛石化,2019,0.6849226553660627 荣盛石化,2020,0.5033136482103727 长安汽车,2016,1.1000644074484458 长安汽车,2017,1.1493317967031451 长安汽车,2018,1.0012352605099384 长安汽车,2019,1.0075834048712369 长安汽车,2020,1.1645019836281707 " 303,CN,fundamental,在2017-2021年间,流动比率的最小值,紫金矿业相对万科A的比值是多少?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.7234,hard,solvency,流动资产合计 / 流动负债合计,"corporate,year,流动资产合计,流动负债合计 紫金矿业,2017,28675010591.0,28793593015.0 紫金矿业,2018,30448688235.0,37223097530.0 紫金矿业,2019,28594396116.0,33362656029.0 紫金矿业,2020,39262403933.0,47035701043.0 紫金矿业,2021,47064293441.0,50302460681.0 万科A,2017,1017552832148.3,847355429875.81 万科A,2018,1295071856292.37,1121913936785.61 万科A,2019,1438989354552.98,1272610284010.69 万科A,2020,1547387061234.69,1317492688869.78 万科A,2021,1600268307291.9,1311446467338.73 ","corporate,year,流动比率 万科A,2017,1.2008571565977153 万科A,2018,1.154341535325672 万科A,2019,1.1307384300069765 万科A,2020,1.1744938505595248 万科A,2021,1.2202315131774044 紫金矿业,2017,0.9958816385319392 紫金矿业,2018,0.8180052240536899 紫金矿业,2019,0.8570779284222677 紫金矿业,2020,0.8347362335921461 紫金矿业,2021,0.9356260668730445 " 304,CN,fundamental,分别统计泸州老窖和恒瑞医药在2018-2022年的流动比率的平均值,计算两者之比。按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.3264,hard,solvency,流动资产合计 / 流动负债合计,"corporate,year,流动资产合计,流动负债合计 泸州老窖,2018,15494468403.49,5415483438.47 泸州老窖,2019,16313738711.83,6787078920.19 泸州老窖,2020,19889697283.61,7747571778.61 泸州老窖,2021,26575357600.02,10946958438.33 泸州老窖,2022,33551719277.8,10652141888.68 恒瑞医药,2018,18069392099.65,2493634134.74 恒瑞医药,2019,22311304817.0,2472634725.58 恒瑞医药,2020,28050036003.39,3771593066.7 恒瑞医药,2021,30187749035.96,3401532454.39 恒瑞医药,2022,30934054194.94,3639219602.64 ","corporate,year,流动比率 恒瑞医药,2018,7.246208193863218 恒瑞医药,2019,9.023291870078582 恒瑞医药,2020,7.437185164817558 恒瑞医药,2021,8.874749672607077 恒瑞医药,2022,8.500188934050449 泸州老窖,2018,2.86114223772191 泸州老窖,2019,2.4036465324280196 泸州老窖,2020,2.567216910274103 泸州老窖,2021,2.4276476200885413 泸州老窖,2022,3.1497627076724646 " 305,CN,fundamental,"2016-2020年的速动比率的最大值, 三花智控与赛轮轮胎之比是多少?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。",2.662,hard,solvency,(流动资产合计 - 存货) / 流动负债合计,"corporate,year,流动资产合计,流动负债合计,存货 三花智控,2016,6372402974.72,3161431364.64,1344964753.23 三花智控,2017,8783518106.88,3754832708.88,1856573695.35 三花智控,2018,9687063018.79,4792847961.81,2026869790.61 三花智控,2019,10051190592.03,4708277726.4,2180838596.07 三花智控,2020,11584353013.52,4727602462.38,2307761706.46 赛轮轮胎,2016,5125150349.91,6850177855.84,1687518355.87 赛轮轮胎,2017,6909109895.55,8230182915.03,2085609495.8 赛轮轮胎,2018,6859289432.08,8434069053.96,2271037105.7 赛轮轮胎,2019,8470546801.36,8466725670.13,2229460621.15 赛轮轮胎,2020,10305991626.39,10866939288.64,2656272064.12 ","corporate,year,速动比率 三花智控,2016,1.5902411413136868 三花智控,2017,1.8448077314198594 三花智控,2018,1.5982550018730741 三花智控,2019,1.6715989271044462 三花智控,2020,1.9622189853903071 赛轮轮胎,2016,0.5018310570008495 赛轮轮胎,2017,0.5860745076444535 赛轮轮胎,2018,0.5440140811066403 赛轮轮胎,2019,0.737131026014945 赛轮轮胎,2020,0.7039442624168156 " 306,CN,fundamental,中国交建与中航沈飞在2017至2021年速动比率最大值之比是多少?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.9549,hard,solvency,(流动资产合计 - 存货) / 流动负债合计,"corporate,year,流动资产合计,流动负债合计,存货 中国交建,2017,449545408511.0,446711004540.0,130113267841.0 中国交建,2018,481502269837.0,479869657472.0,46861681594.0 中国交建,2019,529369262809.0,528339075982.0,62613479369.0 中国交建,2020,584497077626.0,582708009670.0,72877427117.0 中国交建,2021,567571956074.0,599382670091.0,73067375837.0 中航沈飞,2017,20157509441.71,18000258410.47,7919603705.18 中航沈飞,2018,21980846839.02,19284475807.04,9770728250.62 中航沈飞,2019,22755168488.2,19055088951.01,10485832542.58 中航沈飞,2020,26512903458.7,21443865160.03,7778495511.91 中航沈飞,2021,57157739280.73,50461854947.41,9295572475.36 ","corporate,year,速动比率 中国交建,2017,0.7150756023996651 中国交建,2018,0.905747178374913 中国交建,2019,0.8834398299472022 中国交建,2020,0.8780034631731614 中国交建,2021,0.8250231528414441 中航沈飞,2017,0.6798738916665618 中航沈飞,2018,0.6331579199027316 中航沈飞,2019,0.6438876237819753 中航沈飞,2020,0.8736488411478052 中航沈飞,2021,0.9484821129792131 " 307,CN,fundamental,2021到2025年,紫金矿业的速动比率最小值是中国国航的几倍?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,2.592,hard,solvency,(流动资产合计 - 存货) / 流动负债合计,"corporate,year,流动资产合计,流动负债合计,存货 紫金矿业,2021,47064293441.0,50302460681.0,19308800678.0 紫金矿业,2022,79644459532.0,71169903836.0,28103963625.0 紫金矿业,2023,77628540055.0,84182433105.0,29289613313.0 紫金矿业,2024,98939034515.0,99784318940.0,33313199379.0 紫金矿业,2025,148203580245.0,129480423573.0,39612522210.0 中国国航,2021,30396728000.0,91415724000.0,2050282000.0 中国国航,2022,22245131000.0,92482608000.0,2557823000.0 中国国航,2023,32334721000.0,110317274000.0,3682821000.0 中国国航,2024,40687203000.0,137610055000.0,4224992000.0 中国国航,2025,34803309000.0,117292095000.0,4809698000.0 ","corporate,year,速动比率 中国国航,2021,0.31008282557604644 中国国航,2022,0.21287578741291552 中国国航,2023,0.2597226976438885 中国国航,2024,0.2649676362675678 中国国航,2025,0.25571724164360776 紫金矿业,2021,0.5517720681502102 紫金矿业,2022,0.7241894836020444 紫金矿业,2023,0.5742163175743245 紫金矿业,2024,0.6576768357306784 紫金矿业,2025,0.8386677695240722 " 308,CN,fundamental,在2019-2023年间,速动比率的最大值,三一重工相对古井贡酒的比值是多少?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.7031,hard,solvency,(流动资产合计 - 存货) / 流动负债合计,"corporate,year,流动资产合计,流动负债合计,存货 三一重工,2019,72686306000.0,47952561000.0,14251743000.0 三一重工,2020,91655968000.0,62067520000.0,19197907000.0 三一重工,2021,93718958000.0,61432364000.0,18462609000.0 三一重工,2022,105765114000.0,67711911000.0,19738362000.0 三一重工,2023,97634345000.0,54427014000.0,19767762000.0 古井贡酒,2019,10526466414.66,4247491846.89,3015051961.78 古井贡酒,2020,11519855170.5,4487723834.75,3416880808.96 古井贡酒,2021,20290239634.12,7679627317.28,4663456672.3 古井贡酒,2022,22328220103.19,10008504274.95,6058106090.88 古井贡酒,2023,25508066655.36,12408612368.81,7519682536.51 ","corporate,year,速动比率 三一重工,2019,1.2185910779614044 三一重工,2020,1.1674070592799584 三一重工,2021,1.2250277231721052 三一重工,2022,1.2704818211377906 三一重工,2023,1.4306605723400516 古井贡酒,2019,1.7684352845503006 古井贡酒,2020,1.8055866759883625 古井贡酒,2021,2.0348361080827493 古井贡酒,2022,1.6256289216993194 古井贡酒,2023,1.4496692768052923 " 309,CN,fundamental,分别统计中际旭创和今世缘在2021-2025年的速动比率的最小值,计算两者之比。按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1.9728,hard,solvency,(流动资产合计 - 存货) / 流动负债合计,"corporate,year,流动资产合计,流动负债合计,存货 中际旭创,2021,10021726631.45,3165685103.79,3799217146.88 中际旭创,2022,9587097237.95,3264244809.86,3887952384.13 中际旭创,2023,11319394869.69,4360482355.93,4294660216.0 中际旭创,2024,18195744299.84,6497384821.08,7051320216.04 中际旭创,2025,31084025523.8,11558473234.21,12680707624.68 今世缘,2021,9933348678.32,4979677348.15,3194218276.06 今世缘,2022,11662420327.95,6940696769.48,3909663395.81 今世缘,2023,12913950817.87,8142486003.85,4996078532.84 今世缘,2024,13928397619.13,8373938562.96,5568637099.3 今世缘,2025,13780814940.93,8422157584.89,6983360751.84 ","corporate,year,速动比率 中际旭创,2021,1.9656122705067318 中际旭创,2022,1.7459305860286964 中际旭创,2023,1.6109994446226283 中际旭创,2024,1.7152168742788987 中际旭创,2025,1.5921928031680763 今世缘,2021,1.3533267179978348 今世缘,2022,1.1169998041451452 今世缘,2023,0.9724146017919102 今世缘,2024,0.9983068847444482 今世缘,2025,0.8070917838541939 " 310,CN,fundamental,"2021-2023年的资产负债率的最大值, 广汽集团与福耀玻璃之比是多少?(指标单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。",0.9665,hard,solvency,负债合计 / 资产合计 * 100%,"corporate,year,负债合计,资产合计 广汽集团,2021,61601803661.0,154196563667.0 广汽集团,2022,67554185467.0,189831614551.0 广汽集团,2023,93994959024.0,218394747438.0 福耀玻璃,2021,18490789663.0,44784893954.0 福耀玻璃,2022,21779200663.0,50767498791.0 福耀玻璃,2023,25219085168.0,56630407495.0 ","corporate,year,资产负债率 广汽集团,2021,39.9501793010343 广汽集团,2022,35.58637249479377 广汽集团,2023,43.039019997806584 福耀玻璃,2021,41.28800591108351 福耀玻璃,2022,42.899889066153854 福耀玻璃,2023,44.532763021750526 " 311,CN,fundamental,北新建材与古井贡酒在2019至2021年资产负债率最大值之比是多少?(指标单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1.0038,hard,solvency,负债合计 / 资产合计 * 100%,"corporate,year,负债合计,资产合计 北新建材,2019,6921096717.35,21463592265.96 北新建材,2020,5487252574.79,22968598366.54 北新建材,2021,7047885943.11,26574009777.26 古井贡酒,2019,4439142651.42,13871297363.16 古井贡酒,2020,4737774922.41,15186625708.79 古井贡酒,2021,8165225566.27,25418086447.8 ","corporate,year,资产负债率 北新建材,2019,32.24575193000872 北新建材,2020,23.89023695404798 北新建材,2021,26.521725558861803 古井贡酒,2019,32.0023609558661 古井贡酒,2020,31.197021729901337 古井贡酒,2021,32.123683201088184 " 312,CN,fundamental,2018到2020年,中远海控的资产负债率最大值是长城汽车的几倍?(指标单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1.1996,hard,solvency,负债合计 / 资产合计 * 100%,"corporate,year,负债合计,资产合计 中远海控,2018,171790915611.87,228143804963.2 中远海控,2019,193098792896.16,262224029547.74 中远海控,2020,193229017272.09,271926073831.72 长城汽车,2018,59111823806.94,111800411297.81 长城汽车,2019,58697179552.06,113096409468.96 长城汽车,2020,96669643048.05,154011490632.24 ","corporate,year,资产负债率 中远海控,2018,75.2993997095736 中远海控,2019,73.63886262795944 中远海控,2020,71.05939292591292 长城汽车,2018,52.87263536936372 长城汽车,2019,51.90012647410332 长城汽车,2020,62.7678120971408 " 313,CN,fundamental,在2019-2023年间,资产负债率的最小值,大华股份相对今世缘的比值是多少?(指标单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1.1325,hard,solvency,负债合计 / 资产合计 * 100%,"corporate,year,负债合计,资产合计 大华股份,2019,13588482501.27,29564650212.93 大华股份,2020,16391391970.65,36595034080.75 大华股份,2021,19885527513.83,44055872021.97 大华股份,2022,20034522045.21,46252893804.54 大华股份,2023,16997832815.0,52881927214.0 今世缘,2019,2856026819.31,10062294425.83 今世缘,2020,3583761444.62,11851101844.44 今世缘,2021,5136617095.49,14433697118.61 今世缘,2022,7118977901.77,18183711058.3 今世缘,2023,8343830943.0,21630647731.29 ","corporate,year,资产负债率 今世缘,2019,28.38345508931396 今世缘,2020,30.23990082661671 今世缘,2021,35.587674130054545 今世缘,2022,39.15030259194822 今世缘,2023,38.57411505495584 大华股份,2019,45.96192548669872 大华股份,2020,44.79130128552695 大华股份,2021,45.137064825123396 大华股份,2022,43.315175326918656 大华股份,2023,32.14299045156581 " 314,CN,fundamental,分别统计中信特钢和中国广核在2018-2022年的资产负债率的平均值,计算两者之比。(指标单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.9806,hard,solvency,负债合计 / 资产合计 * 100%,"corporate,year,负债合计,资产合计 中信特钢,2018,46335658394.86,70163292208.68 中信特钢,2019,47308430327.66,72585012817.44 中信特钢,2020,49068562313.74,77468141637.0 中信特钢,2021,51908652590.45,84701433832.56 中信特钢,2022,54337273626.25,90774849545.46 中国广核,2018,255430020253.07,368555670360.28 中国广核,2019,252681367035.33,387975234526.79 中国广核,2020,250267767227.82,391898373485.73 中国广核,2021,249082576221.41,400032873123.47 中国广核,2022,251082965789.67,409015917715.6 ","corporate,year,资产负债率 中信特钢,2018,66.0397437695031 中信特钢,2019,65.17658190217087 中信特钢,2020,63.34031161308261 中信特钢,2021,61.28426667848903 中信特钢,2022,59.85939266034026 中国广核,2018,69.30568182640508 中国广核,2019,65.12822070808805 中国广核,2020,63.86037405611557 中国广核,2021,62.265526899468284 中国广核,2022,61.38708908738728 " 315,CN,fundamental,"2016-2020年的产权比率的最大值, 圣邦股份与新和成之比是多少?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。",0.7196,hard,solvency,负债合计 / 股东权益合计,"corporate,year,负债合计,股东权益合计 圣邦股份,2016,129166275.51,262659757.67 圣邦股份,2017,180068889.95,761303037.57 圣邦股份,2018,185815306.1,876490656.82 圣邦股份,2019,272638084.24,1120833247.3 圣邦股份,2020,368357974.42,1498437992.37 新和成,2016,3320088919.39,8090297017.22 新和成,2017,4186694247.7,13996120521.62 新和成,2018,5719871589.0,16215016981.86 新和成,2019,11660421738.63,17063395447.81 新和成,2020,11493176349.56,19403831449.98 ","corporate,year,产权比率 圣邦股份,2016,0.49176271483613304 圣邦股份,2017,0.2365272185498709 圣邦股份,2018,0.21199918636230236 圣邦股份,2019,0.2432458930860268 圣邦股份,2020,0.2458279730597245 新和成,2016,0.4103791136868364 新和成,2017,0.29913248040646373 新和成,2018,0.3527515016110629 新和成,2019,0.6833588176687633 新和成,2020,0.5923147899520559 " 316,CN,fundamental,广汽集团与华域汽车在2016至2020年产权比率平均值之比是多少?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.4902,hard,solvency,负债合计 / 股东权益合计,"corporate,year,负债合计,股东权益合计 广汽集团,2016,37252780214.0,44839438650.0 广汽集团,2017,49188448577.0,70413968278.0 广汽集团,2018,54199052819.0,77920681847.0 广汽集团,2019,54955307018.0,82454220845.0 广汽集团,2020,56147058923.0,86659603994.0 华域汽车,2016,61768061355.84,45843652124.47 华域汽车,2017,73438348406.83,49934278069.19 华域汽车,2018,79059086883.78,54627769645.92 华域汽车,2019,80425897714.82,58701534414.54 华域汽车,2020,92247819855.97,58188139738.22 ","corporate,year,产权比率 华域汽车,2016,1.3473634515010642 华域汽车,2017,1.4707001131581847 华域汽车,2018,1.447232559487896 华域汽车,2019,1.370081694063844 华域汽车,2020,1.5853371541173091 广汽集团,2016,0.8308038935273334 广汽集团,2017,0.6985609500490024 广汽集团,2018,0.6955669731615253 广汽集团,2019,0.6664947707323157 广汽集团,2020,0.6479034790752958 " 317,CN,fundamental,2023到2025年,上海莱士的产权比率最小值是中国中铁的几倍?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.0178,hard,solvency,负债合计 / 股东权益合计,"corporate,year,负债合计,股东权益合计 上海莱士,2023,2278642620.25,29649811372.93 上海莱士,2024,1690505789.91,31940719464.15 上海莱士,2025,5325281495.67,32456025360.59 中国中铁,2023,1369537197000.0,459901992000.0 中国中铁,2024,1746273748000.0,510139882000.0 中国中铁,2025,1929982461000.0,540598124000.0 ","corporate,year,产权比率 上海莱士,2023,0.07685184204343301 上海莱士,2024,0.05292635288968396 上海莱士,2025,0.16407682199238935 中国中铁,2023,2.977889247759553 中国中铁,2024,3.4231272825675685 中国中铁,2025,3.570087233599057 " 318,CN,fundamental,在2021-2025年间,产权比率的最小值,卓胜微相对中国化学的比值是多少?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.0407,hard,solvency,负债合计 / 股东权益合计,"corporate,year,负债合计,股东权益合计 卓胜微,2021,813437044.33,7634409023.52 卓胜微,2022,818566120.24,8685194207.91 卓胜微,2023,1154421180.14,9803279714.76 卓胜微,2024,4032035044.03,10200806970.46 卓胜微,2025,5595036114.57,9873725872.21 中国化学,2021,125394885834.23,52501157219.48 中国化学,2022,136240379027.47,58325267140.15 中国化学,2023,155043157685.52,64072162061.48 中国化学,2024,164523564104.88,68897813204.52 中国化学,2025,172811880918.5,74541332887.11 ","corporate,year,产权比率 中国化学,2021,2.388421369647516 中国化学,2022,2.3358723535735804 中国化学,2023,2.4198209128131087 中国化学,2024,2.3879359366094732 中国化学,2025,2.3183363407281297 卓胜微,2021,0.10654879006665381 卓胜微,2022,0.09424845324638736 卓胜微,2023,0.11775866992776735 卓胜微,2024,0.3952662819428077 卓胜微,2025,0.5666590491758998 " 319,CN,fundamental,分别统计蓝思科技和龙佰集团在2021-2023年的产权比率的最小值,计算两者之比。按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.5635,hard,solvency,负债合计 / 股东权益合计,"corporate,year,负债合计,股东权益合计 蓝思科技,2021,33811752947.76,42799425750.86 蓝思科技,2022,33964527565.03,44381245145.29 蓝思科技,2023,30948112466.42,46521631642.04 龙佰集团,2021,24542202473.04,20788973993.05 龙佰集团,2022,35921817932.03,23267139512.83 龙佰集团,2023,38792543835.28,25024696859.38 ","corporate,year,产权比率 蓝思科技,2021,0.7900048272745948 蓝思科技,2022,0.7652901006684467 蓝思科技,2023,0.6652413377189731 龙佰集团,2021,1.1805393802139899 龙佰集团,2022,1.543886299913315 龙佰集团,2023,1.5501703798157858 " 320,CN,fundamental,"2017-2019年的净债务权益比的最小值, 东方财富与四川路桥之比是多少?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。",-0.5867,hard,solvency,净债务权益比 = 净债务 / 股东权益合计;净债务 = 有息负债(短期借款 + 一年内到期非流动负债 + 长期借款 + 应付债券 + 租赁负债 + 应付利息 + 应付短期债券 + 交易性金融负债 + 卖出回购金融资产款)- 现金类资产(货币资金 + 交易性金融资产),"corporate,year,短期借款,一年内到期的非流动负债,长期借款,应付债券,租赁负债,应付利息,应付短期债券,交易性金融负债,卖出回购金融资产款,货币资金,交易性金融资产,股东权益合计 东方财富,2017,297985533.82,0.0,0.0,5407605746.32,0.0,78593355.18,3136802000.0,0.0,3658113625.82,12080276919.84,2668824820.53,14680446615.38 东方财富,2018,213057069.31,606399591.47,0.0,4814884053.09,0.0,54151525.51,1917025000.0,0.0,85985126.5,11334325902.76,5562782650.55,15695239474.55 东方财富,2019,402516964.44,204658630.14,0.0,1223232120.83,0.0,0.0,4186757400.25,0.0,3198980741.66,25011288900.23,5005901075.92,21212489255.4 四川路桥,2017,4546500000.0,4623271409.87,24150040509.09,498181700.69,0.0,109224191.34,0.0,0.0,0.0,9567251447.17,17010864.91,14401441797.1 四川路桥,2018,3616700000.0,2968708828.81,29913848353.27,0.0,0.0,105019155.65,0.0,0.0,0.0,10713931730.69,13166752.65,15482923628.94 四川路桥,2019,3869488371.6,4651247102.92,31342009178.95,1997988318.3,0.0,107410275.82,0.0,0.0,0.0,10752798822.25,17930978.19,17245084635.55 ","corporate,year,净债务权益比 东方财富,2017,-0.1478157671958423 东方财富,2018,-0.586522187339479 东方财富,2019,-0.980603637243316 四川路桥,2017,1.6903137784309838 四川路桥,2018,1.6713366593129424 四川路桥,2019,1.8090611966518204 " 321,CN,fundamental,晶科能源与中国中车在2018至2022年净债务权益比最大值之比是多少?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.7416,hard,solvency,净债务权益比 = 净债务 / 股东权益合计;净债务 = 有息负债(短期借款 + 一年内到期非流动负债 + 长期借款 + 应付债券 + 租赁负债 + 应付利息 + 应付短期债券 + 交易性金融负债 + 卖出回购金融资产款)- 现金类资产(货币资金 + 交易性金融资产),"corporate,year,短期借款,一年内到期的非流动负债,长期借款,应付债券,租赁负债,应付利息,应付短期债券,交易性金融负债,卖出回购金融资产款,货币资金,交易性金融资产,股东权益合计 晶科能源,2018,6653729028.45,490256111.86,178947211.65,300000000.0,0.0,27050852.83,0.0,5265715.18,0.0,8105858811.31,854194.4,7574277249.61 晶科能源,2019,8107306829.25,815244464.31,383503014.06,0.0,0.0,0.0,0.0,0.0,0.0,13541536116.26,17742547.48,9054274776.04 晶科能源,2020,7277035754.1,825140238.89,396161906.84,0.0,0.0,0.0,0.0,149213568.38,0.0,16028730610.3,313644199.38,12514143569.17 晶科能源,2021,11689973022.26,1700705589.53,399334357.1,0.0,615070220.65,0.0,0.0,2659203.36,0.0,18408783744.55,223532112.99,13557160080.55 晶科能源,2022,10131483405.76,1435452949.39,3178758829.7,0.0,530667781.02,0.0,0.0,63137093.65,0.0,19985441372.61,119624995.6,26693731719.34 中国中车,2018,8634101000.0,11096595000.0,880011000.0,3500000000.0,0.0,223538000.0,0.0,0.0,0.0,38171008000.0,7246736000.0,149684627000.0 中国中车,2019,10530416000.0,3778474000.0,2589644000.0,4534817000.0,960501000.0,43113000.0,0.0,0.0,0.0,44904764000.0,9180616000.0,158828482000.0 中国中车,2020,10128677000.0,7569139000.0,4202602000.0,2500000000.0,1292313000.0,3751000.0,0.0,0.0,0.0,33492359000.0,5799390000.0,169141564000.0 中国中车,2021,15815647000.0,4612838000.0,7454276000.0,2500000000.0,1225507000.0,11276000.0,0.0,0.0,0.0,48585115000.0,10694693000.0,182291506000.0 中国中车,2022,13627730000.0,6473081000.0,6096122000.0,0.0,1150855000.0,13593000.0,0.0,40547000.0,0.0,54861839000.0,10431092000.0,190985916000.0 ","corporate,year,净债务权益比 中国中车,2018,-0.14085280113635182 中国中车,2019,-0.1992615845815362 中国中车,2020,-0.08037803765371355 中国中车,2021,-0.1517364391075907 中国中车,2022,-0.19839684408980188 晶科能源,2018,-0.059604906298254004 晶科能源,2019,-0.4697476563639481 晶科能源,2020,-0.614890128032977 晶科能源,2021,-0.311611977695893 晶科能源,2022,-0.1785275419261549 " 322,CN,fundamental,2021到2023年,国泰海通的净债务权益比最大值是中国核电的几倍?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,-0.2902,hard,solvency,净债务权益比 = 净债务 / 股东权益合计;净债务 = 有息负债(短期借款 + 一年内到期非流动负债 + 长期借款 + 应付债券 + 租赁负债 + 应付利息 + 应付短期债券 + 交易性金融负债 + 卖出回购金融资产款)- 现金类资产(货币资金 + 交易性金融资产),"corporate,year,短期借款,一年内到期的非流动负债,长期借款,应付债券,租赁负债,应付利息,应付短期债券,交易性金融负债,卖出回购金融资产款,货币资金,交易性金融资产,股东权益合计 国泰海通,2021,4340789218.0,0.0,0.0,126767098217.0,1940107787.0,0.0,0.0,47489532263.0,164884092260.0,170178885399.0,284385061671.0,150636591887.0 国泰海通,2022,9847547055.0,0.0,559151483.0,127883594724.0,1885175094.0,0.0,0.0,75048865910.0,173236681965.0,179065406430.0,331401244039.0,163845459790.0 国泰海通,2023,11661690197.0,0.0,549551595.0,134025542628.0,1829350352.0,0.0,0.0,74824260976.0,216829590019.0,161875853168.0,372574239398.0,173378010445.0 中国核电,2021,7530696658.38,32140053008.07,176610972199.88,13781274969.58,2893341029.98,0.0,0.0,0.0,0.0,13064063055.43,0.0,125555427281.95 中国核电,2022,15364517114.47,23419187470.4,208511267907.01,8999285988.37,2789770519.36,0.0,0.0,0.0,0.0,16161671502.14,1907551.66,147961121740.26 中国核电,2023,19864354933.72,39508372214.1,244853364036.77,8401726699.89,3623734821.09,0.0,0.0,0.0,0.0,9773819118.86,0.0,162798002691.35 ","corporate,year,净债务权益比 中国核电,2021,1.7513561904151316 中国核电,2022,1.6417856737545378 中国核电,2023,1.8825644573033462 国泰海通,2021,-0.7245406043630693 国泰海通,2022,-0.744638480641295 国泰海通,2023,-0.5463790163231274 " 323,CN,fundamental,在2018-2020年间,净债务权益比的最大值,双汇发展相对川投能源的比值是多少?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,-0.3423,hard,solvency,净债务权益比 = 净债务 / 股东权益合计;净债务 = 有息负债(短期借款 + 一年内到期非流动负债 + 长期借款 + 应付债券 + 租赁负债 + 应付利息 + 应付短期债券 + 交易性金融负债 + 卖出回购金融资产款)- 现金类资产(货币资金 + 交易性金融资产),"corporate,year,短期借款,一年内到期的非流动负债,长期借款,应付债券,租赁负债,应付利息,应付短期债券,交易性金融负债,卖出回购金融资产款,货币资金,交易性金融资产,股东权益合计 双汇发展,2018,3130575449.85,1129518.63,17338134.55,0.0,0.0,7650486.02,0.0,0.0,797215000.0,2800713026.56,2170530780.47,13705183233.82 双汇发展,2019,3277465169.5,67979596.11,16188598.83,0.0,0.0,311406.24,0.0,0.0,627543125.04,3455331419.03,3052713858.41,17115390812.33 双汇发展,2020,2382649141.34,1170765.56,15098464.11,0.0,0.0,0.0,0.0,0.0,819330088.75,8485885001.2,5735620003.05,24132718966.78 川投能源,2018,2830000000.0,1905000000.0,1395000000.0,0.0,0.0,79632547.86,0.0,0.0,0.0,728531427.51,0.0,25277641630.8 川投能源,2019,3204544200.0,590000000.0,805000000.0,3344326724.78,0.0,37343255.32,0.0,0.0,0.0,712015457.85,4069065400.0,27656630310.19 川投能源,2020,3398376782.32,590781358.93,1603288941.5,3994663141.14,0.0,26841795.48,0.0,0.0,0.0,604033064.44,3171770000.0,29757696858.97 ","corporate,year,净债务权益比 双汇发展,2018,-0.074229961075569 双汇发展,2019,-0.14715161396756543 双汇发展,2020,-0.45594765180154717 川投能源,2018,0.21683593748205737 川投能源,2019,0.11570944422216617 川投能源,2020,0.19618954324988958 " 324,CN,fundamental,分别统计天合光能和立讯精密在2018-2020年的净债务权益比的最小值,计算两者之比。按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.4619,hard,solvency,净债务权益比 = 净债务 / 股东权益合计;净债务 = 有息负债(短期借款 + 一年内到期非流动负债 + 长期借款 + 应付债券 + 租赁负债 + 应付利息 + 应付短期债券 + 交易性金融负债 + 卖出回购金融资产款)- 现金类资产(货币资金 + 交易性金融资产),"corporate,year,短期借款,一年内到期的非流动负债,长期借款,应付债券,租赁负债,应付利息,应付短期债券,交易性金融负债,卖出回购金融资产款,货币资金,交易性金融资产,股东权益合计 天合光能,2018,7146626075.11,351509124.97,1432618990.31,0.0,0.0,24820898.48,0.0,1615747.45,0.0,4364830057.78,4172819.35,12042193831.44 天合光能,2019,6040774904.22,815331645.47,2604201896.48,0.0,0.0,42722756.37,0.0,41702.93,0.0,5827449548.21,1733947291.38,12698422966.36 天合光能,2020,5067682762.45,610446640.22,4108253652.66,0.0,0.0,0.0,0.0,23559939.0,0.0,9429357046.49,914709238.85,15700778505.72 立讯精密,2018,5663895975.28,69582086.46,1499295098.9,0.0,0.0,12541526.3,0.0,3913592.75,0.0,3819612854.41,20021982.99,16674836963.52 立讯精密,2019,4166302223.17,366537115.41,1562908824.3,0.0,0.0,6097484.73,0.0,1001553.0,0.0,6180466259.01,1524366132.75,21749703294.72 立讯精密,2020,7577068798.49,278527714.63,1495199238.41,2475423249.98,0.0,0.0,0.0,0.0,0.0,10528245765.93,3160064470.41,30906599862.07 ","corporate,year,净债务权益比 天合光能,2018,0.3810093097165623 天合光能,2019,0.15290686654742783 天合光能,2020,-0.034018904910696736 立讯精密,2018,0.20447536906953043 立讯精密,2019,-0.07365549632757067 立讯精密,2020,-0.06024898381381783 " 325,CN,fundamental,"2020-2024年的利息保障倍数的最小值, 牧原股份与紫光股份之比是多少?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。",-0.0799,hard,solvency,利息保障倍数 = EBIT / 利息支出 = (利润总额 + 利息支出) / 利息支出,"corporate,year,利润总额,财务费用——利息费用 牧原股份,2020,30372513238.14,922578362.49 牧原股份,2021,7610601758.08,2218548918.12 牧原股份,2022,14930032188.22,2889858125.59 牧原股份,2023,-4170088485.57,3239357630.51 牧原股份,2024,18896478910.64,3177468228.97 紫光股份,2020,3615354497.33,305170255.2 紫光股份,2021,4176294390.64,243014280.74 紫光股份,2022,4220113377.8,314933722.15 紫光股份,2023,3760213537.13,317701729.59 紫光股份,2024,2226953396.66,857978325.77 ","corporate,year,利息保障倍数 牧原股份,2020,33.921337062540545 牧原股份,2021,4.430441265423721 牧原股份,2022,6.166354727248711 牧原股份,2023,-0.28731957419393267 牧原股份,2024,6.947023714778554 紫光股份,2020,12.847008139638636 紫光股份,2021,18.185386710290498 紫光股份,2022,14.400004766050424 紫光股份,2023,12.83567222621868 紫光股份,2024,3.595582347213027 " 326,CN,fundamental,赣锋锂业与中国中免在2020至2022年利息保障倍数最大值之比是多少?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.0992,hard,solvency,利息保障倍数 = EBIT / 利息支出 = (利润总额 + 利息支出) / 利息支出,"corporate,year,利润总额,财务费用——利息费用 赣锋锂业,2020,1127270529.57,265882862.48 赣锋锂业,2021,5773542946.66,264856703.71 赣锋锂业,2022,22778733863.79,407328584.58 中国中免,2020,9671588854.43,16888794.1 中国中免,2021,14801404432.96,221855288.41 中国中免,2022,7616924161.2,194176531.19 ","corporate,year,利息保障倍数 中国中免,2020,573.6630804522628 中国中免,2021,67.71648234774662 中国中免,2022,40.226801068698194 赣锋锂业,2020,5.239726167589287 赣锋锂业,2021,22.798741983067323 赣锋锂业,2022,56.922257180348275 " 327,CN,fundamental,2020到2024年,藏格矿业的利息保障倍数最大值是上港集团的几倍?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1796.9612,hard,solvency,利息保障倍数 = EBIT / 利息支出 = (利润总额 + 利息支出) / 利息支出,"corporate,year,利润总额,财务费用——利息费用 藏格矿业,2020,307438778.23,10285678.48 藏格矿业,2021,1694922647.69,48022.18 藏格矿业,2022,6593009612.4,550596.78 藏格矿业,2023,3866309898.9,720163.87 藏格矿业,2024,2708528965.76,4077771.03 上港集团,2020,10574262783.3,1108479142.57 上港集团,2021,17961384026.61,1025159017.33 上港集团,2022,20124289106.22,1079524113.4 上港集团,2023,16246855824.88,1164023406.26 上港集团,2024,18716152788.92,1239591463.14 ","corporate,year,利息保障倍数 上港集团,2020,10.53943324434924 上港集团,2021,18.520583366071303 上港集团,2022,19.64181527435995 上港集团,2023,14.957499254315724 上港集团,2024,16.098646082565175 藏格矿业,2020,30.889985267165383 藏格矿业,2021,35295.57945661776 藏格矿业,2022,11975.297438499367 藏格矿业,2023,5369.6529690804955 藏格矿业,2024,665.2180117111677 " 328,CN,fundamental,在2021-2025年间,利息保障倍数的最大值,华利集团相对中航光电的比值是多少?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.8774,hard,solvency,利息保障倍数 = EBIT / 利息支出 = (利润总额 + 利息支出) / 利息支出,"corporate,year,利润总额,财务费用——利息费用 华利集团,2021,3684482571.04,37274797.61 华利集团,2022,4090028425.32,67757002.19 华利集团,2023,4036124486.47,71098773.3 华利集团,2024,4947870288.03,42252229.27 华利集团,2025,4156859526.17,72629173.2 中航光电,2021,2267497076.91,42353578.97 中航光电,2022,3054022995.3,37911325.55 中航光电,2023,3733766834.38,37520802.14 中航光电,2024,3764188357.46,28174285.33 中航光电,2025,2690774891.98,28417890.43 ","corporate,year,利息保障倍数 中航光电,2021,54.53731920780814 中航光电,2022,81.5570090466014 中航光电,2023,100.51191396304193 中航光电,2024,134.60368553703435 中航光电,2025,95.68594787526598 华利集团,2021,99.84648092768008 华利集团,2022,61.36318451414063 华利集团,2023,57.76784983954147 华利集团,2024,118.1031771226115 华利集团,2025,58.23401965107321 " 329,CN,fundamental,分别统计中国中铁和华友钴业在2021-2025年的利息保障倍数的最小值,计算两者之比。按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1.1059,hard,solvency,利息保障倍数 = EBIT / 利息支出 = (利润总额 + 利息支出) / 利息支出,"corporate,year,利润总额,财务费用——利息费用 中国中铁,2021,37586179000.0,7389996000.0 中国中铁,2022,42583495000.0,9370093000.0 中国中铁,2023,46069901000.0,11683871000.0 中国中铁,2024,38871107000.0,12542713000.0 中国中铁,2025,33539825000.0,13080898000.0 华友钴业,2021,4828278862.95,502298446.61 华友钴业,2022,6031195156.03,1344158702.41 华友钴业,2023,4774015096.8,1960858477.63 华友钴业,2024,5584628546.54,2512552872.16 华友钴业,2025,8329775716.16,2271478731.52 ","corporate,year,利息保障倍数 中国中铁,2021,6.0860892211579 中国中铁,2022,5.544618180417206 中国中铁,2023,4.943034033840326 中国中铁,2024,4.099098815383881 中国中铁,2025,3.5640307721992786 华友钴业,2021,10.612370684273335 华友钴业,2022,5.486966565195322 华友钴业,2023,3.4346556119491773 华友钴业,2024,3.2226909564450232 华友钴业,2025,4.667115875034403 " 330,CN,fundamental,"2020-2022年的净债务/EBITDA的平均值, 中国铁建与盛美上海之比是多少?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。",-0.2966,hard,solvency,净债务 / EBITDA;净债务 = 有息负债(短期借款 + 一年内到期非流动负债 + 长期借款 + 应付债券 + 租赁负债 + 应付利息 + 应付短期债券 + 交易性金融负债 + 卖出回购金融资产款)- 现金类资产(货币资金 + 交易性金融资产);EBITDA = 利润总额 + 利息支出 + 折旧与摊销,"corporate,year,短期借款,一年内到期的非流动负债,长期借款,应付债券,租赁负债,应付利息,应付短期债券,交易性金融负债,卖出回购金融资产款,货币资金,交易性金融资产,利润总额,财务费用——利息费用,固定资产折旧、油气资产折耗、生产性生物资产折旧,无形资产摊销,长期待摊费用摊销 中国铁建,2020,49879073000.0,28573343000.0,111018145000.0,26111854000.0,2677405000.0,0.0,0.0,0.0,0.0,187997046000.0,587022000.0,31490552000.0,5621495000.0,16548139000.0,990169000.0,207772000.0 中国铁建,2021,46057400000.0,38703490000.0,115044574000.0,29534875000.0,2889378000.0,0.0,0.0,0.0,0.0,126821154000.0,460063000.0,35151419000.0,6016226000.0,16990039000.0,1362954000.0,198056000.0 中国铁建,2022,51367562000.0,45527795000.0,133415428000.0,28096696000.0,2451292000.0,0.0,0.0,0.0,0.0,158424810000.0,961298000.0,37824462000.0,6143183000.0,19002065000.0,1518926000.0,273809000.0 盛美上海,2020,171753542.58,10458460.32,117280857.74,0.0,0.0,0.0,0.0,0.0,0.0,271267852.84,184208918.79,223024074.6,6295231.98,3079241.84,1583692.72,3543107.12 盛美上海,2021,61718178.74,29770989.5,146411940.84,0.0,12511915.14,0.0,0.0,0.0,0.0,3402530435.4,188126051.82,268743818.6,6102462.66,21793174.76,2861485.0,6632276.37 盛美上海,2022,390372777.79,25890120.12,130133420.86,0.0,7727998.97,0.0,0.0,0.0,0.0,1562384721.34,140730269.72,716696265.53,12006970.59,34737467.0,4377425.73,16787999.65 ","corporate,year,净债务/EBITDA 中国铁建,2020,0.5409545243861498 中国铁建,2021,1.7573810304692865 中国铁建,2022,1.5668442567293437 盛美上海,2020,-0.6567042723341547 盛美上海,2021,-10.911078162239022 盛美上海,2022,-1.4644171535043011 " 331,CN,fundamental,龙佰集团与潞安环能在2017至2021年净债务/EBITDA最大值之比是多少?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.7093,hard,solvency,净债务 / EBITDA;净债务 = 有息负债(短期借款 + 一年内到期非流动负债 + 长期借款 + 应付债券 + 租赁负债 + 应付利息 + 应付短期债券 + 交易性金融负债 + 卖出回购金融资产款)- 现金类资产(货币资金 + 交易性金融资产);EBITDA = 利润总额 + 利息支出 + 折旧与摊销,"corporate,year,短期借款,一年内到期的非流动负债,长期借款,应付债券,租赁负债,应付利息,应付短期债券,交易性金融负债,卖出回购金融资产款,货币资金,交易性金融资产,利润总额,财务费用——利息费用,固定资产折旧、油气资产折耗、生产性生物资产折旧,无形资产摊销,长期待摊费用摊销 龙佰集团,2017,3440802914.0,379000000.0,665419851.07,0.0,0.0,3260956.88,0.0,0.0,0.0,2353500074.73,700000000.0,3055461876.97,148175464.66,755521272.8,121134172.6,6087012.62 龙佰集团,2018,3633223440.0,578127672.5,407807282.1,0.0,0.0,2778399.62,0.0,0.0,0.0,1684382500.87,658835379.0,2715871805.03,205581833.78,774102122.96,121465009.81,8165192.96 龙佰集团,2019,2867356101.03,141832464.0,2752332976.56,0.0,0.0,264896.5,0.0,0.0,0.0,2640651165.38,0.0,3022048718.95,182886637.41,822955124.36,133158710.22,11890262.67 龙佰集团,2020,4096580112.52,1486379981.0,3469282193.84,0.0,0.0,652626.49,0.0,0.0,0.0,5127451501.02,0.0,2820079683.92,254545680.14,961964911.58,143118927.08,23445974.98 龙佰集团,2021,4624085750.29,1418674519.98,3798977644.1,0.0,18156917.33,264896.5,0.0,0.0,0.0,6287035428.91,0.0,5518909889.42,299600490.57,1321335040.69,175402350.25,16015739.31 潞安环能,2017,7025350000.0,3984664609.85,4031801104.89,5961560726.2,0.0,87252838.36,0.0,0.0,0.0,13451519220.97,781552.24,3402097104.2,1067484702.9,1122490632.45,205469630.92,3371608.08 潞安环能,2018,7175350000.0,5329589178.48,1740041500.0,5968660932.44,0.0,88736357.91,0.0,0.0,0.0,17199577272.32,0.0,2612234646.24,1281679924.68,1263764810.45,203731070.11,16812427.88 潞安环能,2019,6397738360.0,2836500495.1,1651701500.0,5976284884.05,0.0,36936899.59,0.0,0.0,0.0,14978400892.09,6724820.0,3037720676.64,1455263270.31,1699050430.75,227412875.1,23525788.49 潞安环能,2020,9676169501.0,767059166.78,3039701500.0,5630259148.7,0.0,38668562.03,0.0,14259063.0,0.0,16605819636.08,0.0,2679303181.8,1263033945.11,1760905629.21,270752318.25,17268998.99 潞安环能,2021,9659800000.0,7637832980.45,2655701500.0,0.0,1019401616.1,40531952.73,0.0,0.0,0.0,16440016438.49,0.0,9255774006.39,1435375037.25,2565525028.49,431379186.32,27679239.26 ","corporate,year,净债务/EBITDA 潞安环能,2017,1.3167457627122081 潞安环能,2018,0.5769193218856016 潞安环能,2019,0.29707348057858346 潞安环能,2020,0.4273384170820135 潞安环能,2021,0.33343108809927263 龙佰集团,2017,0.35116257361660486 龙佰集团,2018,0.595714544462423 龙佰集团,2019,0.7479464553481392 龙佰集团,2020,0.9339277868341834 龙佰集团,2021,0.4873817854588382 " 332,CN,fundamental,2016到2018年,宁德时代的净债务/EBITDA最小值是中国神华的几倍?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,7.1179,hard,solvency,净债务 / EBITDA;净债务 = 有息负债(短期借款 + 一年内到期非流动负债 + 长期借款 + 应付债券 + 租赁负债 + 应付利息 + 应付短期债券 + 交易性金融负债 + 卖出回购金融资产款)- 现金类资产(货币资金 + 交易性金融资产);EBITDA = 利润总额 + 利息支出 + 折旧与摊销,"corporate,year,短期借款,一年内到期的非流动负债,长期借款,应付债券,租赁负债,应付利息,应付短期债券,交易性金融负债,卖出回购金融资产款,货币资金,交易性金融资产,利润总额,财务费用——利息费用,固定资产折旧、油气资产折耗、生产性生物资产折旧,无形资产摊销,长期待摊费用摊销 宁德时代,2016,1226587998.8,240511234.77,302000000.0,0.0,0.0,5776292.16,0.0,0.0,0.0,2456530834.16,0.0,3400213705.3,0.0,731417250.67,47998770.85,5071074.74 宁德时代,2017,2245096000.7,364944599.97,2129095275.13,0.0,0.0,15205262.28,0.0,0.0,0.0,14080936626.3,0.0,4848100224.28,98824909.51,1279538608.41,75101189.69,26541967.12 宁德时代,2018,1180092100.11,929024032.37,3490767815.96,0.0,0.0,19842845.23,0.0,314247518.1,0.0,27731189739.92,0.0,4204813251.93,204435332.83,2125110234.63,95733856.19,83377065.66 中国神华,2016,4384000000.0,27819000000.0,58462000000.0,15316000000.0,0.0,705000000.0,0.0,0.0,0.0,50757000000.0,54000000.0,38896000000.0,0.0,21346000000.0,1534000000.0,1065000000.0 中国神华,2017,9493000000.0,14899000000.0,64321000000.0,6485000000.0,0.0,0.0,0.0,12000000.0,0.0,81090000000.0,108000000.0,70333000000.0,4136000000.0,22066000000.0,1687000000.0,872000000.0 中国神华,2018,2000000000.0,4229000000.0,46765000000.0,6823000000.0,0.0,0.0,0.0,0.0,0.0,72205000000.0,32452000000.0,70069000000.0,4649000000.0,20749000000.0,1911000000.0,924000000.0 ","corporate,year,净债务/EBITDA 中国神华,2016,0.8891488041246957 中国神华,2017,0.14140109391083214 中国神华,2018,-0.45614534800919615 宁德时代,2016,-0.16289224505032426 宁德时代,2017,-1.4738365892142402 宁德时代,2018,-3.2467883625441023 " 333,CN,fundamental,在2022-2024年间,净债务/EBITDA的最大值,海光信息相对山西焦煤的比值是多少?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,-0.8323,hard,solvency,净债务 / EBITDA;净债务 = 有息负债(短期借款 + 一年内到期非流动负债 + 长期借款 + 应付债券 + 租赁负债 + 应付利息 + 应付短期债券 + 交易性金融负债 + 卖出回购金融资产款)- 现金类资产(货币资金 + 交易性金融资产);EBITDA = 利润总额 + 利息支出 + 折旧与摊销,"corporate,year,短期借款,一年内到期的非流动负债,长期借款,应付债券,租赁负债,应付利息,应付短期债券,交易性金融负债,卖出回购金融资产款,货币资金,交易性金融资产,利润总额,财务费用——利息费用,固定资产折旧、油气资产折耗、生产性生物资产折旧,无形资产摊销,长期待摊费用摊销 海光信息,2022,200000000.0,386663051.24,479800000.0,0.0,46566154.67,0.0,0.0,0.0,0.0,11207910325.69,0.0,1136511597.94,29490082.12,53486903.45,640696064.79,4442738.0 海光信息,2023,350000000.0,44869674.47,858900000.0,0.0,30967404.31,0.0,0.0,0.0,0.0,10321487491.79,0.0,1680172494.53,36235010.67,80302601.0,668419735.99,6731367.82 海光信息,2024,1800000000.0,122074798.41,898900000.0,0.0,81144259.11,0.0,0.0,0.0,0.0,8797388047.45,0.0,2784425909.37,43831757.3,128639463.85,1198297138.62,76423188.51 山西焦煤,2022,1726470833.34,3185855521.22,6791263001.43,1998841875.81,162855500.21,0.0,0.0,0.0,0.0,17591369484.11,3075.52,18003984927.11,1204741571.68,3502158837.78,484655583.71,22667313.11 山西焦煤,2023,1426402361.11,2001570901.65,4410101001.43,1999406698.87,169746129.44,0.0,0.0,0.0,0.0,19986725589.86,0.0,11646835053.18,946371516.85,3549783473.63,496322310.18,22832792.41 山西焦煤,2024,1626761266.66,4175730597.18,23790179756.53,0.0,99040290.63,0.0,0.0,0.0,0.0,12219624578.66,0.0,5661991701.5,765671749.36,3421160549.64,492287563.7,97397361.46 ","corporate,year,净债务/EBITDA 山西焦煤,2022,-0.16048119605808062 山西焦煤,2023,-0.5989323949447166 山西焦煤,2024,1.6738106425708004 海光信息,2022,-5.413886545885922 海光信息,2023,-3.6558486279144455 海光信息,2024,-1.3931479035923766 " 334,CN,fundamental,分别统计中航机载和恒立液压在2019-2021年的净债务/EBITDA的最小值,计算两者之比。按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.0552,hard,solvency,净债务 / EBITDA;净债务 = 有息负债(短期借款 + 一年内到期非流动负债 + 长期借款 + 应付债券 + 租赁负债 + 应付利息 + 应付短期债券 + 交易性金融负债 + 卖出回购金融资产款)- 现金类资产(货币资金 + 交易性金融资产);EBITDA = 利润总额 + 利息支出 + 折旧与摊销,"corporate,year,短期借款,一年内到期的非流动负债,长期借款,应付债券,租赁负债,应付利息,应付短期债券,交易性金融负债,卖出回购金融资产款,货币资金,交易性金融资产,利润总额,财务费用——利息费用,固定资产折旧、油气资产折耗、生产性生物资产折旧,无形资产摊销,长期待摊费用摊销 中航机载,2019,4196831241.03,79067834.8,338323160.64,2128958644.02,2838411.11,3078751.49,0.0,0.0,0.0,3349690773.43,0.0,631113031.16,318643189.89,337474845.34,70669462.31,4337180.12 中航机载,2020,3015262056.78,158029496.86,680240000.0,0.0,3870009.65,0.0,0.0,0.0,0.0,3946787821.8,0.0,719480236.4,271015920.7,302901404.05,76187525.46,2026937.99 中航机载,2021,2372098230.89,474924578.34,1549678635.77,0.0,9699787.68,0.0,0.0,0.0,0.0,3940252497.35,0.0,881088909.8,132269986.46,368870505.62,87598017.42,2778553.24 恒立液压,2019,551349220.46,385717701.11,199510353.73,0.0,0.0,1150000.0,0.0,0.0,0.0,2343385152.28,372000000.0,1492824438.85,55925448.16,251329223.47,10503165.98,2103580.57 恒立液压,2020,323966935.8,230477442.0,370170119.61,0.0,0.0,0.0,0.0,0.0,0.0,2777015827.5,713000000.0,2609112777.25,44104910.61,294836056.24,12846732.11,2896029.83 恒立液压,2021,182343781.19,414360383.25,44497703.43,0.0,6434543.38,0.0,0.0,0.0,0.0,3642807377.77,1143817485.29,3068332803.56,29405587.24,389099751.93,13628666.72,3868656.75 ","corporate,year,净债务/EBITDA 中航机载,2019,2.495458206486327 中航机载,2020,-0.06516876267256935 中航机载,2021,0.31654681837665744 恒立液压,2019,-0.8703426856128939 恒立液压,2020,-0.8655794434138443 恒立液压,2021,-1.1811050887483099 " 335,CN,fundamental,"2020-2022年的营业收入增长率的最小值, 海尔智家与华勤技术之比是多少?(指标单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。",0.4207,hard,growth,(本期营业收入 - 上期营业收入) / 上期营业收入 * 100%,"corporate,year,营业收入 海尔智家,2019,200761983256.57 海尔智家,2020,209723430081.03 海尔智家,2021,227105817641.69 海尔智家,2022,243578924958.47 华勤技术,2019,35300097708.54 华勤技术,2020,59865743277.45 华勤技术,2021,83758524337.08 华勤技术,2022,92645701601.4 ","corporate,year,营业收入增长率 华勤技术,2020,69.59087131072427 华勤技术,2021,39.91060621914945 华勤技术,2022,10.610474975125161 海尔智家,2020,4.463717024058003 海尔智家,2021,8.288243022700916 海尔智家,2022,7.253494202764102 " 336,CN,fundamental,宝丰能源与深南电路在2021至2025年营业收入增长率最小值之比是多少?(指标单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,-0.7453,hard,growth,(本期营业收入 - 上期营业收入) / 上期营业收入 * 100%,"corporate,year,营业收入 宝丰能源,2020,15927728889.05 宝丰能源,2021,23299935290.2 宝丰能源,2022,28429848345.48 宝丰能源,2023,29135511197.96 宝丰能源,2024,32982889902.49 宝丰能源,2025,48037593136.78 深南电路,2020,11600456950.24 深南电路,2021,13942521948.74 深南电路,2022,13992454035.04 深南电路,2023,13526425962.45 深南电路,2024,17907445251.3 深南电路,2025,23646977088.98 ","corporate,year,营业收入增长率 宝丰能源,2021,46.28535839920184 宝丰能源,2022,22.016855374862995 宝丰能源,2023,2.4821196508147794 宝丰能源,2024,13.205118243469801 宝丰能源,2025,45.64397867742166 深南电路,2021,20.18942019737891 深南电路,2022,0.3581280810141637 深南电路,2023,-3.330567114410163 深南电路,2024,32.3885947478803 深南电路,2025,32.05109247654037 " 337,CN,fundamental,2020到2024年,中国中冶的营业收入增长率最大值是百利天恒的几倍?(指标单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.0268,hard,growth,(本期营业收入 - 上期营业收入) / 上期营业收入 * 100%,"corporate,year,营业收入 中国中冶,2019,338637609000.0 中国中冶,2020,400114623000.0 中国中冶,2021,500571647000.0 中国中冶,2022,592669072000.0 中国中冶,2023,633870422000.0 中国中冶,2024,552024638000.0 百利天恒,2019,1206623638.95 百利天恒,2020,1012709388.05 百利天恒,2021,796731823.79 百利天恒,2022,703281558.8 百利天恒,2023,561870733.49 百利天恒,2024,5822717804.49 ","corporate,year,营业收入增长率 中国中冶,2020,18.154219249758523 中国中冶,2021,25.107061383257665 中国中冶,2022,18.39845016232012 中国中冶,2023,6.951830616192504 中国中冶,2024,-12.912068643581541 百利天恒,2020,-16.07081484569154 百利天恒,2021,-21.326707030520453 百利天恒,2022,-11.729199487157842 百利天恒,2023,-20.107284705614546 百利天恒,2024,936.3091468250732 " 338,CN,fundamental,在2017-2019年间,营业收入增长率的平均值,亿联网络相对晶科能源的比值是多少?(指标单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,3.9297,hard,growth,(本期营业收入 - 上期营业收入) / 上期营业收入 * 100%,"corporate,year,营业收入 亿联网络,2016,923740730.53 亿联网络,2017,1387763173.2 亿联网络,2018,1815359403.28 亿联网络,2019,2489346726.31 晶科能源,2016,22967508711.7 晶科能源,2017,28244146161.44 晶科能源,2018,24508770859.73 晶科能源,2019,29489576245.11 ","corporate,year,营业收入增长率 亿联网络,2017,50.23297418137721 亿联网络,2018,30.811902083697685 亿联网络,2019,37.12693595616584 晶科能源,2017,22.974357018756667 晶科能源,2018,-13.225307928797218 晶科能源,2019,20.32254254563165 " 339,CN,fundamental,分别统计东鹏饮料和万华化学在2018-2022年的营业收入增长率的最大值,计算两者之比。(指标单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.4147,hard,growth,(本期营业收入 - 上期营业收入) / 上期营业收入 * 100%,"corporate,year,营业收入 东鹏饮料,2017,2843807600.0 东鹏饮料,2018,3037535999.62 东鹏饮料,2019,4208728479.27 东鹏饮料,2020,4958502618.73 东鹏饮料,2021,6977822474.41 东鹏饮料,2022,8505389730.5 万华化学,2017,53123173258.81 万华化学,2018,72837108238.47 万华化学,2019,68050668650.78 万华化学,2020,73432968475.63 万华化学,2021,145537817628.55 万华化学,2022,165565484373.69 ","corporate,year,营业收入增长率 万华化学,2018,37.10985954023487 万华化学,2019,-6.571430007928257 万华化学,2020,7.909253401271781 万华化学,2021,98.19138549035944 万华化学,2022,13.761142685439864 东鹏饮料,2018,6.812289256840015 东鹏饮料,2019,38.557320136996495 东鹏饮料,2020,17.814742460888024 东鹏饮料,2021,40.72438820647836 东鹏饮料,2022,21.891747198959248 " 340,CN,fundamental,"2019-2023年的EBITDA增长率的最大值, 中国联通与中国神华之比是多少?(指标单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。",0.5256,hard,growth,EBITDA增长率 = (本期EBITDA - 上期EBITDA) / 上期EBITDA * 100%;EBITDA = 利润总额 + 利息支出 + 折旧与摊销,"corporate,year,利润总额,财务费用——利息费用,固定资产折旧、油气资产折耗、生产性生物资产折旧,无形资产摊销,长期待摊费用摊销 中国联通,2018,12075362887.0,1539367075.0,66305636396.0,5132967570.0,2136416482.0 中国联通,2019,14035186382.0,1877622806.0,75476350533.0,4647512760.0,1116148078.0 中国联通,2020,15959508916.0,1455970442.0,74509675347.0,5326560929.0,1437427468.0 中国联通,2021,17807323798.0,1229336920.0,77902355605.0,4433659453.0,1452101458.0 中国联通,2022,20367453785.0,962960134.0,77430111177.0,5421008487.0,1010603113.0 中国联通,2023,22709522469.0,1846122933.0,72606749891.0,5974555193.0,1563285714.0 中国神华,2018,70069000000.0,4649000000.0,20749000000.0,1911000000.0,924000000.0 中国神华,2019,66724000000.0,2849000000.0,17971000000.0,1580000000.0,1009000000.0 中国神华,2020,62662000000.0,2261000000.0,17341000000.0,1548000000.0,942000000.0 中国神华,2021,77150000000.0,2573000000.0,17795000000.0,1824000000.0,1162000000.0 中国神华,2022,96247000000.0,3234000000.0,19530000000.0,2057000000.0,1287000000.0 中国神华,2023,87176000000.0,2858000000.0,20272000000.0,1806000000.0,2781000000.0 ","corporate,year,EBITDA增长率 中国神华,2019,-8.310105592968608 中国神华,2020,-5.967847514228973 中国神华,2021,18.583193713571042 中国神华,2022,21.74142322693624 中国神华,2023,-6.098647378529688 中国联通,2019,11.426882290808017 中国联通,2020,1.5813463100301917 中国联通,2021,4.19056646152619 中国联通,2022,2.3023239395039603 中国联通,2023,-0.4676209757213772 " 341,CN,fundamental,招商轮船与华润三九在2018至2020年EBITDA增长率平均值之比是多少?(指标单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,2.2669,hard,growth,EBITDA增长率 = (本期EBITDA - 上期EBITDA) / 上期EBITDA * 100%;EBITDA = 利润总额 + 利息支出 + 折旧与摊销,"corporate,year,利润总额,财务费用——利息费用,固定资产折旧、油气资产折耗、生产性生物资产折旧,无形资产摊销,长期待摊费用摊销 招商轮船,2017,1206129618.47,557314104.46,1356341177.61,4896521.4,164170268.7 招商轮船,2018,1162792550.06,788858860.3,1461672691.39,5097876.78,209801009.0 招商轮船,2019,1998117396.84,1040956895.73,2095980975.67,6562516.27,327683959.43 招商轮船,2020,3259401215.34,691823666.9,2204219446.86,7107457.53,363176923.54 华润三九,2017,1518306647.21,27977571.93,279216439.55,41955106.24,21152742.79 华润三九,2018,1718880497.33,25836440.62,290570815.67,59631776.31,26052025.66 华润三九,2019,2554983435.72,4406951.57,300456267.19,36993374.62,32349440.4 华润三九,2020,2059418523.12,5088327.01,327407494.04,65033495.96,34281008.73 ","corporate,year,EBITDA增长率 华润三九,2018,12.303399403326706 华润三九,2019,38.10602324108843 华润三九,2020,-14.95159753919086 招商轮船,2018,10.318838573835471 招商轮船,2019,50.74326365104034 招商轮船,2020,19.315572913864614 " 342,CN,fundamental,2019到2021年,招商蛇口的EBITDA增长率平均值是保利发展的几倍?(指标单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,-0.1435,hard,growth,EBITDA增长率 = (本期EBITDA - 上期EBITDA) / 上期EBITDA * 100%;EBITDA = 利润总额 + 利息支出 + 折旧与摊销,"corporate,year,利润总额,财务费用——利息费用,固定资产折旧、油气资产折耗、生产性生物资产折旧,无形资产摊销,长期待摊费用摊销 招商蛇口,2018,26600951346.54,3605374559.59,859041938.71,20873668.3,245125863.02 招商蛇口,2019,26123711486.14,5021682731.13,1127402373.44,22237364.56,166143426.38 招商蛇口,2020,24109433191.38,4405065423.32,1400767095.59,26872445.67,200072407.81 招商蛇口,2021,22842599612.88,4488220982.41,1948603998.07,53678020.01,186467252.59 保利发展,2018,35780300096.0,4522064368.78,907391260.07,17108617.67,90112704.58 保利发展,2019,50530715726.75,4604619675.42,1121233466.62,41500841.43,95973638.78 保利发展,2020,52539468908.04,5870397845.63,1144365772.77,36390616.39,118499338.25 保利发展,2021,50034962011.57,5583381396.48,1943467964.0,46997541.85,115003099.74 ","corporate,year,EBITDA增长率 保利发展,2019,36.491213490068844 保利发展,2020,5.878420725331408 保利发展,2021,-3.324970096603043 招商蛇口,2019,3.606002865836212 招商蛇口,2020,-7.14381610566871 招商蛇口,2021,-2.0656769565480912 " 343,CN,fundamental,在2018-2022年间,EBITDA增长率的最小值,华润三九相对海尔智家的比值是多少?(指标单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,2.9767,hard,growth,EBITDA增长率 = (本期EBITDA - 上期EBITDA) / 上期EBITDA * 100%;EBITDA = 利润总额 + 利息支出 + 折旧与摊销,"corporate,year,利润总额,财务费用——利息费用,固定资产折旧、油气资产折耗、生产性生物资产折旧,无形资产摊销,长期待摊费用摊销 华润三九,2017,1518306647.21,27977571.93,279216439.55,41955106.24,21152742.79 华润三九,2018,1718880497.33,25836440.62,290570815.67,59631776.31,26052025.66 华润三九,2019,2554983435.72,4406951.57,300456267.19,36993374.62,32349440.4 华润三九,2020,2059418523.12,5088327.01,327407494.04,65033495.96,34281008.73 华润三九,2021,2444002613.71,14178715.68,412847420.41,68356144.35,43379926.85 华润三九,2022,2963436465.76,21227245.99,447081993.6,77293357.48,47034026.75 海尔智家,2017,10503277210.05,1431139429.49,2597277680.6,473044960.22,36706751.0 海尔智家,2018,11781495032.66,1465865741.36,2560302067.47,555797458.0,40540358.8 海尔智家,2019,14630608797.96,1747107740.65,3766641387.29,786513629.57,110134513.81 海尔智家,2020,13562278629.27,1327091393.08,3954878769.18,950566688.96,189323872.7 海尔智家,2021,15937513226.9,712462772.83,3899373994.04,905996786.57,257802793.09 海尔智家,2022,17791135761.49,988036369.52,4565101620.07,1074941740.28,411338249.38 ","corporate,year,EBITDA增长率 华润三九,2018,12.303399403326706 华润三九,2019,38.10602324108843 华润三九,2020,-14.95159753919086 华润三九,2021,19.730663136986752 华润三九,2022,19.220699685863718 海尔智家,2018,9.058667790910544 海尔智家,2019,28.26752758417272 海尔智家,2020,-5.022890600431089 海尔智家,2021,8.651912347498747 海尔智家,2022,14.357217762294209 " 344,CN,fundamental,分别统计国投电力和中远海控在2019-2021年的EBITDA增长率的最大值,计算两者之比。(指标单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.0099,hard,growth,EBITDA增长率 = (本期EBITDA - 上期EBITDA) / 上期EBITDA * 100%;EBITDA = 利润总额 + 利息支出 + 折旧与摊销,"corporate,year,利润总额,财务费用——利息费用,固定资产折旧、油气资产折耗、生产性生物资产折旧,无形资产摊销,长期待摊费用摊销 国投电力,2018,9729172218.86,5026106016.39,6826719053.27,339100223.45,31056691.66 国投电力,2019,10317072306.22,4873610844.96,7179415205.73,349319545.14,46767898.25 国投电力,2020,11709596168.13,4219524872.48,6808289674.62,371291397.85,60693876.95 国投电力,2021,6585396748.33,4396297986.32,8235063717.72,359604199.47,29988302.54 中远海控,2018,3845322519.27,3564540952.5,3902467847.16,297641211.95,15542708.3 中远海控,2019,11926700765.72,6064480074.47,11610436608.8,413434117.36,36698517.3 中远海控,2020,13947709711.19,4083891554.15,11877973025.0,427268460.63,89454567.57 中远海控,2021,128006539768.12,3593158471.65,12582627536.75,398129032.91,85720376.5 ","corporate,year,EBITDA增长率 中远海控,2019,158.49822107127255 中远海控,2020,1.2463408415398076 中远海控,2021,375.4642790458072 国投电力,2019,3.708208265662557 国投电力,2020,1.7710924142799813 国投电力,2021,-15.378238764546165 " 345,CN,fundamental,"2017-2021年的净利润增长率的最小值, 中国化学与康龙化成之比是多少?(指标单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。",-0.3562,hard,growth,(本期净利润 - 上期净利润) / |上期净利润| * 100%,"corporate,year,净利润 中国化学,2016,1775245823.07 中国化学,2017,1596140783.93 中国化学,2018,2080047920.64 中国化学,2019,3287263412.45 中国化学,2020,3842161678.09 中国化学,2021,5003831512.0 康龙化成,2016,176911924.66 康龙化成,2017,227023844.49 康龙化成,2018,332845594.84 康龙化成,2019,530673808.83 康龙化成,2020,1146991543.78 康龙化成,2021,1620076584.07 ","corporate,year,净利润增长率 中国化学,2017,-10.089027491993573 中国化学,2018,30.31732172888467 中国化学,2019,58.03786921594371 中国化学,2020,16.88024949684316 中国化学,2021,30.23479830467427 康龙化成,2017,28.325914110260303 康龙化成,2018,46.6126148941422 康龙化成,2019,59.43543103975786 康龙化成,2020,116.13871359297401 康龙化成,2021,41.245730437637874 " 346,CN,fundamental,卓胜微与宝丰能源在2017至2019年净利润增长率最大值之比是多少?(指标单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,2.9709,hard,growth,(本期净利润 - 上期净利润) / |上期净利润| * 100%,"corporate,year,净利润 卓胜微,2016,84159408.33 卓胜微,2017,169446088.86 卓胜微,2018,160375944.55 卓胜微,2019,494456758.23 宝丰能源,2016,1718475039.36 宝丰能源,2017,2923435673.51 宝丰能源,2018,3695515632.36 宝丰能源,2019,3801873303.62 ","corporate,year,净利润增长率 卓胜微,2017,101.33944881786697 卓胜微,2018,-5.352820104035538 卓胜微,2019,208.31104977582498 宝丰能源,2017,70.11801780948507 宝丰能源,2018,26.410020437460425 宝丰能源,2019,2.8780197904907383 " 347,CN,fundamental,2018到2022年,中远海能的净利润增长率平均值是陕西煤业的几倍?(指标单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1.1174,hard,growth,(本期净利润 - 上期净利润) / |上期净利润| * 100%,"corporate,year,净利润 中远海能,2017,1885061660.14 中远海能,2018,323858722.56 中远海能,2019,689355060.26 中远海能,2020,2622548565.14 中远海能,2021,-4657130544.8 中远海能,2022,1784305407.01 陕西煤业,2017,15725672965.81 陕西煤业,2018,15929157536.05 陕西煤业,2019,16630096066.64 陕西煤业,2020,19712868322.15 陕西煤业,2021,34023199603.77 陕西煤业,2022,53209422754.4 ","corporate,year,净利润增长率 中远海能,2018,-82.81972789495133 中远海能,2019,112.8567218479922 中远海能,2020,280.4350930782852 中远海能,2021,-277.5803356591564 中远海能,2022,138.31340757673837 陕西煤业,2018,1.2939641481951591 陕西煤业,2019,4.400349039198554 陕西煤业,2020,18.537308763321267 陕西煤业,2021,72.59385619463839 陕西煤业,2022,56.391589780121784 " 348,CN,fundamental,在2021-2023年间,净利润增长率的最小值,圣邦股份相对新和成的比值是多少?(指标单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,2.732,hard,growth,(本期净利润 - 上期净利润) / |上期净利润| * 100%,"corporate,year,净利润 圣邦股份,2020,283586476.92 圣邦股份,2021,688961437.31 圣邦股份,2022,858236417.09 圣邦股份,2023,269937466.3 新和成,2020,3577227510.51 新和成,2021,4372225619.34 新和成,2022,3638277074.8 新和成,2023,2725408902.23 ","corporate,year,净利润增长率 圣邦股份,2021,142.94580079865958 圣邦股份,2022,24.56958700633841 圣邦股份,2023,-68.54742342264267 新和成,2021,22.223862096952793 新和成,2022,-16.786611864069165 新和成,2023,-25.090672145143905 " 349,CN,fundamental,分别统计卓胜微和三环集团在2023-2025年的净利润增长率的最小值,计算两者之比。(指标单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,-33.7673,hard,growth,(本期净利润 - 上期净利润) / |上期净利润| * 100%,"corporate,year,净利润 卓胜微,2022,1078496540.95 卓胜微,2023,1119455336.98 卓胜微,2024,402645477.35 卓胜微,2025,-292895136.67 三环集团,2022,1506103182.8 三环集团,2023,1583150590.62 三环集团,2024,2190233758.58 三环集团,2025,2616980154.49 ","corporate,year,净利润增长率 三环集团,2023,5.115679237644324 三环集团,2024,38.34652063782838 三环集团,2025,19.48405708926126 卓胜微,2023,3.7977679551870582 卓胜微,2024,-64.03201949653186 卓胜微,2025,-172.74268634474205 " 350,CN,fundamental,"2020-2024年的每股收益增长率的平均值, 中国太保与康龙化成之比是多少?(指标单位:%;净利润用归母净利润)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。",0.6887,hard,growth,(本期每股收益 - 上期每股收益) / |上期每股收益| * 100%,"corporate,year,归属于母公司所有者的净利润,股本 中国太保,2019,27741000000.0,9062000000.0 中国太保,2020,24584000000.0,9620000000.0 中国太保,2021,26834000000.0,9620000000.0 中国太保,2022,37381000000.0,9620000000.0 中国太保,2023,27257000000.0,9620000000.0 中国太保,2024,44960000000.0,9620000000.0 康龙化成,2019,547191486.94,794387462.0 康龙化成,2020,1172382387.8,794387462.0 康龙化成,2021,1661028567.53,794177098.0 康龙化成,2022,1374604224.18,1191224554.0 康龙化成,2023,1601096033.08,1787394297.0 康龙化成,2024,1793350814.5,1778195525.0 ","corporate,year,每股收益增长率 中国太保,2020,-16.52058044185221 中国太保,2021,9.152294175073218 中国太保,2022,39.30461354997392 中国太保,2023,-27.08327760092025 中国太保,2024,64.94845360824742 康龙化成,2020,114.25450062393836 康龙化成,2021,41.71728977029529 康龙化成,2022,-44.82729275917029 康龙化成,2023,-22.37296898356427 康龙化成,2024,12.58712463139225 " 351,CN,fundamental,渝农商行与青岛啤酒在2017至2021年每股收益增长率最大值之比是多少?(指标单位:%;净利润用归母净利润)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.3183,hard,growth,(本期每股收益 - 上期每股收益) / |上期每股收益| * 100%,"corporate,year,归属于母公司所有者的净利润,股本 渝农商行,2016,7944748000.0,9300000000.0 渝农商行,2017,8935973000.0,10000000000.0 渝农商行,2018,9058191000.0,10000000000.0 渝农商行,2019,9759893000.0,11357000000.0 渝农商行,2020,8401197000.0,11357000000.0 渝农商行,2021,9559709000.0,11357000000.0 青岛啤酒,2016,1043486428.0,1350982795.0 青岛啤酒,2017,1263017188.0,1350982795.0 青岛啤酒,2018,1422199705.0,1350982795.0 青岛啤酒,2019,1852103376.0,1350982795.0 青岛啤酒,2020,2201323556.0,1364182795.0 青岛啤酒,2021,3155455810.0,1364354793.0 ","corporate,year,每股收益增长率 渝农商行,2017,4.603127625948624 渝农商行,2018,1.367707803056248 渝农商行,2019,-5.127584799747667 渝农商行,2020,-13.92121819368307 渝农商行,2021,13.789844470972417 青岛啤酒,2017,21.03819983751623 青岛啤酒,2018,12.603353185720872 青岛啤酒,2019,30.228080450909655 青岛啤酒,2020,17.705269997125658 青岛啤酒,2021,43.325501035320286 " 352,CN,fundamental,2023到2025年,拓普集团的每股收益增长率平均值是中国化学的几倍?(指标单位:%;净利润用归母净利润)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.4139,hard,growth,(本期每股收益 - 上期每股收益) / |上期每股收益| * 100%,"corporate,year,归属于母公司所有者的净利润,股本 拓普集团,2022,1700208711.12,1102046572.0 拓普集团,2023,2150642258.47,1102049773.0 拓普集团,2024,3000605982.24,1686025655.0 拓普集团,2025,2779071103.34,1737835580.0 中国化学,2022,5415214018.5,6109470588.0 中国化学,2023,5426141014.95,6109470588.0 中国化学,2024,5687933905.73,6109070562.0 中国化学,2025,6436145919.35,6106877362.0 ","corporate,year,每股收益增长率 中国化学,2023,0.20178327971286783 中国化学,2024,4.83152464614502 中国化学,2025,13.195010319705924 拓普集团,2023,26.492471052254146 拓普集团,2024,-8.80357235462114 拓普集团,2025,-10.144186214784712 " 353,CN,fundamental,在2021-2025年间,每股收益增长率的最大值,中信特钢相对中远海能的比值是多少?(指标单位:%;净利润用归母净利润)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.2191,hard,growth,(本期每股收益 - 上期每股收益) / |上期每股收益| * 100%,"corporate,year,归属于母公司所有者的净利润,股本 中信特钢,2020,6032162883.46,5047143433.0 中信特钢,2021,7777737680.11,5047143433.0 中信特钢,2022,7105360274.44,5047154263.0 中信特钢,2023,5721189483.5,5047156349.0 中信特钢,2024,5125627037.63,5047157035.0 中信特钢,2025,5928668055.97,5047158005.0 中远海能,2020,2372519124.56,4762691885.0 中远海能,2021,-4975409016.35,4762691885.0 中远海能,2022,1457074605.98,4770776395.0 中远海能,2023,3381403154.19,4770776395.0 中远海能,2024,4041765166.01,4770776395.0 中远海能,2025,4037310920.74,5465220839.0 ","corporate,year,每股收益增长率 中信特钢,2021,28.937792801257256 中信特钢,2022,-8.645092953097286 中信特钢,2023,-19.480689255104082 中信特钢,2024,-10.409778320629078 中信特钢,2025,15.667153950713855 中远海能,2021,-309.70996460450976 中远海能,2022,129.2358971319662 中远海能,2023,132.06794904751868 中远海能,2024,19.5292303729511 中远海能,2025,-12.802814743419603 " 354,CN,fundamental,分别统计华友钴业和四川路桥在2020-2024年的每股收益增长率的平均值,计算两者之比。(指标单位:%;净利润用归母净利润)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,9.2133,hard,growth,(本期每股收益 - 上期每股收益) / |上期每股收益| * 100%,"corporate,year,归属于母公司所有者的净利润,股本 华友钴业,2019,119534808.82,1078671471.0 华友钴业,2020,1164842854.12,1141261526.0 华友钴业,2021,3897503525.74,1221228483.0 华友钴业,2022,3907615568.23,1599678228.0 华友钴业,2023,3350891340.06,1710086520.0 华友钴业,2024,4154825193.75,1692178088.0 四川路桥,2019,1701863780.31,3610525510.0 四川路桥,2020,3010398063.22,4777570289.0 四川路桥,2021,6701881859.48,5827466107.0 四川路桥,2022,11212381160.83,6226336775.0 四川路桥,2023,9003845893.62,8715578165.0 四川路桥,2024,7209866536.24,8712263805.0 ","corporate,year,每股收益增长率 华友钴业,2020,821.0367610301217 华友钴业,2021,212.68527414033707 华友钴业,2022,-23.459797768069233 华友钴业,2023,-19.78361907025811 华友钴业,2024,25.30385368937323 四川路桥,2020,33.67877678200345 四川路桥,2021,82.51567581798818 四川路桥,2022,56.58430681016392 四川路桥,2023,-42.63241003082637 四川路桥,2024,-19.894127104286795 " 355,CN,fundamental,"2022-2024年的公司自由现金流的最小值, 中海油服与伊利股份之比是多少?(指标单位:元)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。",0.4245,hard,cash flow,经营活动现金流净额 - 资本支出 + 利息支出 * (1 - 所得税费用 / 利润总额),"corporate,year,经营活动产生的现金流量净额,购建固定资产、无形资产和其他长期资产支付的现金,财务费用——利息费用,所得税费用,利润总额 中海油服,2022,6899886329.0,4142285637.0,763602431.0,482274582.0,2981478582.0 中海油服,2023,13095904097.0,9473763621.0,969394082.0,960240347.0,4242868554.0 中海油服,2024,11016625639.0,6031060059.0,759921233.0,1268236298.0,4667339590.0 伊利股份,2022,13420320580.36,6646107588.62,1402531643.41,1311984452.9,10630190319.67 伊利股份,2023,18290357650.56,6955597704.25,2192827743.5,1436881588.37,11721187786.65 伊利股份,2024,21739740393.38,3978318320.96,1819520437.71,1663018637.87,10126728993.52 ","corporate,year,公司自由现金流 中海油服,2022,3397685199.561599 中海油服,2023,4372142583.482698 中海油服,2024,5538996654.5858965 伊利股份,2022,8003643340.110221 伊利股份,2023,13258772458.072927 伊利股份,2024,19282139569.73006 " 356,CN,fundamental,福莱特与贵州茅台在2016至2018年公司自由现金流平均值之比是多少?(指标单位:元)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,-0.0037,hard,cash flow,经营活动现金流净额 - 资本支出 + 利息支出 * (1 - 所得税费用 / 利润总额),"corporate,year,经营活动产生的现金流量净额,购建固定资产、无形资产和其他长期资产支付的现金,财务费用——利息费用,所得税费用,利润总额 福莱特,2016,1047971821.34,394993717.58,28124478.3,126507459.5,729785987.64 福莱特,2017,309041088.71,553594369.83,10718343.36,69327266.91,495854029.94 福莱特,2018,430909251.75,1257129436.89,25791618.68,58830542.68,466145258.99 贵州茅台,2016,37451249647.05,1019178136.92,0.0,6027237847.23,23957880957.11 贵州茅台,2017,22153036084.13,1125017192.45,880974.99,9733648906.6,38740072142.6 贵州茅台,2018,41385234406.72,1606750226.28,0.0,12997985690.66,50827603447.47 ","corporate,year,公司自由现金流 福莱特,2016,676227240.0285618 福莱特,2017,-235333510.73931348 福莱特,2018,-803683635.3345128 贵州茅台,2016,36432071510.130005 贵州茅台,2017,21028678517.02417 贵州茅台,2018,39778484180.44 " 357,CN,fundamental,2017到2019年,东方盛虹的公司自由现金流最大值是北方华创的几倍?(指标单位:元)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,-3.1313,hard,cash flow,经营活动现金流净额 - 资本支出 + 利息支出 * (1 - 所得税费用 / 利润总额),"corporate,year,经营活动产生的现金流量净额,购建固定资产、无形资产和其他长期资产支付的现金,财务费用——利息费用,所得税费用,利润总额 东方盛虹,2017,1306195131.68,910808527.41,193427436.17,317536511.72,1746694479.24 东方盛虹,2018,2114607969.78,2217221274.98,330591107.11,318206064.76,1283389551.81 东方盛虹,2019,5215122982.16,6025420649.83,465420050.93,293723202.4,1905883990.99 北方华创,2017,31620679.25,232257437.44,29299897.35,38453180.83,205836347.11 北方华创,2018,-20447601.12,244352333.82,57675090.75,62317803.92,345166505.31 北方华创,2019,-941473333.97,171159241.17,80110684.27,69661425.3,439314917.2 ","corporate,year,公司自由现金流 东方盛虹,2017,553650321.7230959 东方盛虹,2018,146010409.3207711 东方盛虹,2019,-416605312.8991562 北方华创,2017,-176810501.75385612 北方华创,2018,-217537746.19855005 北方华创,2019,-1045224906.9286737 " 358,CN,fundamental,在2023-2025年间,公司自由现金流的最大值,华东医药相对中航光电的比值是多少?(指标单位:元)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,3.771,hard,cash flow,经营活动现金流净额 - 资本支出 + 利息支出 * (1 - 所得税费用 / 利润总额),"corporate,year,经营活动产生的现金流量净额,购建固定资产、无形资产和其他长期资产支付的现金,财务费用——利息费用,所得税费用,利润总额 华东医药,2023,3929216706.7,1606618467.79,119514554.96,619588815.15,3465985765.12 华东医药,2024,3748928882.35,1727864860.12,101203829.32,807328247.71,4301513879.47 华东医药,2025,4245604371.17,1574454008.41,94734093.6,605615537.79,4016462310.24 中航光电,2023,3087812924.84,2393678207.99,37520802.14,198004395.59,3733766834.38 中航光电,2024,2149960286.48,1542804098.43,28174285.33,216268359.36,3764188357.46 中航光电,2025,1561835267.72,1582141609.49,28417890.43,341029791.32,2690774891.98 ","corporate,year,公司自由现金流 中航光电,2023,729665763.3144786 中航光电,2024,633711742.8899637 中航光电,2025,4509854.860944919 华东医药,2023,2420748054.797483 华东医药,2024,2103273443.423965 华东医药,2025,2751600134.8324857 " 359,CN,fundamental,分别统计金山办公和中国电信在2018-2020年的公司自由现金流的平均值,计算两者之比。(指标单位:元)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.0221,hard,cash flow,经营活动现金流净额 - 资本支出 + 利息支出 * (1 - 所得税费用 / 利润总额),"corporate,year,经营活动产生的现金流量净额,购建固定资产、无形资产和其他长期资产支付的现金,财务费用——利息费用,所得税费用,利润总额 金山办公,2018,418097821.34,52573552.67,0.0,10851723.42,321518326.55 金山办公,2019,585691496.95,63210239.47,240.14,5792795.72,406372000.65 金山办公,2020,1514423730.42,55277440.82,3786.18,49289324.13,935863143.87 中国电信,2018,102339000000.0,83855000000.0,3001000000.0,6810000000.0,27372000000.0 中国电信,2019,116658000000.0,83163000000.0,4130000000.0,6322000000.0,27042000000.0 中国电信,2020,135179695764.27,88966977934.59,3457176486.89,6306554704.44,27395728407.38 ","corporate,year,公司自由现金流 中国电信,2018,20738368040.333187 中国电信,2019,36659470083.5737 中国电信,2020,48874044966.873505 金山办公,2018,365524268.66999996 金山办公,2019,522481494.1968263 金山办公,2020,1459149876.3723683 " 360,CN,fundamental,"2023-2025年的股权自由现金流的平均值, 中航成飞与宝丰能源之比是多少?(指标单位:元)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。",-1.3477,hard,cash flow,经营活动现金流净额 - 资本支出 + 净借款(取得借款收到的现金 + 发行债券收到的现金 - 偿还债务支付的现金),"corporate,year,经营活动产生的现金流量净额,购建固定资产、无形资产和其他长期资产支付的现金,取得借款收到的现金,发行债券收到的现金,偿还债务支付的现金 中航成飞,2023,130140846.3,239164243.18,394116790.53,0.0,104500000.0 中航成飞,2024,-12248782722.8,1616442544.07,4000148624.33,0.0,4006542044.73 中航成飞,2025,-2542177536.87,1825659532.35,4499923802.63,0.0,4333253332.43 宝丰能源,2023,8692623772.83,12842160367.9,11270000000.0,0.0,4841110788.3 宝丰能源,2024,8897635369.03,11529080272.76,11997599143.78,0.0,4374381237.58 宝丰能源,2025,16851078343.67,6643088695.58,4040000000.0,0.0,8242985989.51 ","corporate,year,股权自由现金流 中航成飞,2023,180593393.64999998 中航成飞,2024,-13871618687.269999 中航成飞,2025,-4201166599.0199995 宝丰能源,2023,2279352616.63 宝丰能源,2024,4991773002.470001 宝丰能源,2025,6005003658.58 " 361,CN,fundamental,中国能建与同仁堂在2020至2024年股权自由现金流最大值之比是多少?(指标单位:元)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,14.7125,hard,cash flow,经营活动现金流净额 - 资本支出 + 净借款(取得借款收到的现金 + 发行债券收到的现金 - 偿还债务支付的现金),"corporate,year,经营活动产生的现金流量净额,购建固定资产、无形资产和其他长期资产支付的现金,取得借款收到的现金,发行债券收到的现金,偿还债务支付的现金 中国能建,2020,6490100000.0,15004483000.0,46406862000.0,0.0,35635404000.0 中国能建,2021,8844178000.0,14042982000.0,62323727000.0,0.0,44852355000.0 中国能建,2022,7936761000.0,19982714000.0,110992956000.0,0.0,57279007000.0 中国能建,2023,9486032000.0,31129600000.0,118040601000.0,0.0,77549951000.0 中国能建,2024,11027252000.0,45518304000.0,165729542000.0,0.0,108991098000.0 同仁堂,2020,2174631663.93,1150958582.66,507238695.39,0.0,305442918.18 同仁堂,2021,3426414563.66,471207370.17,1501951040.11,0.0,1625013031.45 同仁堂,2022,3094296284.27,330028680.33,1726400000.0,0.0,1782351969.88 同仁堂,2023,1869491851.11,324514815.54,368600000.0,0.0,325197080.79 同仁堂,2024,760985272.75,519551438.55,1376842186.69,0.0,485739379.92 ","corporate,year,股权自由现金流 中国能建,2020,2257075000.0 中国能建,2021,12272568000.0 中国能建,2022,41667996000.0 中国能建,2023,18847082000.0 中国能建,2024,22247392000.0 同仁堂,2020,1225468858.4799998 同仁堂,2021,2832145202.1499996 同仁堂,2022,2708315634.06 同仁堂,2023,1588379954.78 同仁堂,2024,1132536640.97 " 362,CN,fundamental,2019到2021年,南山铝业的股权自由现金流平均值是招商轮船的几倍?(指标单位:元)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.75,hard,cash flow,经营活动现金流净额 - 资本支出 + 净借款(取得借款收到的现金 + 发行债券收到的现金 - 偿还债务支付的现金),"corporate,year,经营活动产生的现金流量净额,购建固定资产、无形资产和其他长期资产支付的现金,取得借款收到的现金,发行债券收到的现金,偿还债务支付的现金 南山铝业,2019,3792042387.77,2684575600.41,5033642156.14,0.0,4177193543.49 南山铝业,2020,5883410831.48,2846114759.02,5269910095.53,0.0,7234018156.14 南山铝业,2021,4416010733.48,1197510650.23,8084360587.91,0.0,5162065448.87 招商轮船,2019,4683665408.22,3928291354.73,8319666975.0,0.0,9684249450.52 招商轮船,2020,8071813721.95,1418550062.89,14410722650.0,0.0,9673065977.15 招商轮船,2021,6508505385.47,2429600282.69,4951191301.0,0.0,7573928792.84 ","corporate,year,股权自由现金流 南山铝业,2019,1963915400.0100007 南山铝业,2020,1073188011.849999 南山铝业,2021,6140795222.289999 招商轮船,2019,-609208422.0300002 招商轮船,2020,11390920331.91 招商轮船,2021,1456167610.94 " 363,CN,fundamental,在2016-2020年间,股权自由现金流的平均值,云铝股份相对TCL科技的比值是多少?(指标单位:元)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,-0.0281,hard,cash flow,经营活动现金流净额 - 资本支出 + 净借款(取得借款收到的现金 + 发行债券收到的现金 - 偿还债务支付的现金),"corporate,year,经营活动产生的现金流量净额,购建固定资产、无形资产和其他长期资产支付的现金,取得借款收到的现金,发行债券收到的现金,偿还债务支付的现金 云铝股份,2016,909743491.54,1418614220.03,7688134237.51,0.0,8700806211.36 云铝股份,2017,2032199301.55,2812965897.57,10518224069.43,0.0,8323315895.89 云铝股份,2018,337325819.5,3668766086.36,11749738860.51,0.0,8568673429.38 云铝股份,2019,3683920646.97,3539956656.15,11616414662.46,0.0,11963468864.46 云铝股份,2020,4980888756.78,5286562715.22,16525900000.0,0.0,16278580000.0 TCL科技,2016,8028002000.0,14542304000.0,45106460000.0,16098255000.0,46091747000.0 TCL科技,2017,9209615000.0,15656963000.0,42829609000.0,4000000000.0,39733145000.0 TCL科技,2018,10486579000.0,32798364000.0,50564652000.0,5000000000.0,38554966000.0 TCL科技,2019,11490096000.0,20116210000.0,36378744000.0,4000000000.0,29273623000.0 TCL科技,2020,16698283000.0,33085563000.0,61815269000.0,9039321000.0,42412001000.0 ","corporate,year,股权自由现金流 TCL科技,2016,8598666000.0 TCL科技,2017,649116000.0 TCL科技,2018,-5302099000.0 TCL科技,2019,2479007000.0 TCL科技,2020,12055309000.0 云铝股份,2016,-1521542702.3400004 云铝股份,2017,1414141577.5199997 云铝股份,2018,-150374835.73000002 云铝股份,2019,-203090211.1800003 云铝股份,2020,-58353958.440000534 " 364,CN,fundamental,分别统计时代电气和领益智造在2022-2024年的股权自由现金流的最大值,计算两者之比。(指标单位:元)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.2959,hard,cash flow,经营活动现金流净额 - 资本支出 + 净借款(取得借款收到的现金 + 发行债券收到的现金 - 偿还债务支付的现金),"corporate,year,经营活动产生的现金流量净额,购建固定资产、无形资产和其他长期资产支付的现金,取得借款收到的现金,发行债券收到的现金,偿还债务支付的现金 时代电气,2022,2041235459.0,953443703.0,267858093.0,0.0,156965431.0 时代电气,2023,2767580144.0,2982647673.0,838090483.0,0.0,479838338.0 时代电气,2024,3361120915.0,3450534468.0,319000000.0,0.0,1344118434.0 领益智造,2022,4124729586.77,2217803426.83,6978792988.79,0.0,7405899419.0 领益智造,2023,5295286916.67,2281568794.98,7847087069.77,0.0,8590049145.61 领益智造,2024,4015061392.51,3623127027.16,6847326449.94,2120498457.7,5308249066.37 ","corporate,year,股权自由现金流 时代电气,2022,1198684418.0 时代电气,2023,143184616.0 时代电气,2024,-1114531987.0 领益智造,2022,1479819729.73 领益智造,2023,2270756045.85 领益智造,2024,4051510206.62 " 365,CN,fundamental,"2016-2020年的经营现金流利润率的最小值, 豪威集团与东方电气之比是多少?(指标单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。",1.4902,hard,cash flow,经营活动现金流净额 / 营业收入 * 100%,"corporate,year,经营活动产生的现金流量净额,营业收入 豪威集团,2016,70116453.25,2160769529.87 豪威集团,2017,-271954275.88,2405916266.81 豪威集团,2018,790006614.66,9701902368.56 豪威集团,2019,805335234.79,13631670629.57 豪威集团,2020,3344594067.54,19823965431.66 东方电气,2016,8965090194.05,33285723808.34 东方电气,2017,1838566815.4,32772718802.4 东方电气,2018,-551780305.01,29729655571.73 东方电气,2019,202244625.11,31777585757.68 东方电气,2020,-2748802008.23,36238925547.37 ","corporate,year,经营现金流利润率 东方电气,2016,26.933739658693334 东方电气,2017,5.6100527590813085 东方电气,2018,-1.855992928268867 东方电气,2019,0.6364379806956278 东方电气,2020,-7.585219392437232 豪威集团,2016,3.2449760273238613 豪威集团,2017,-11.303563620715016 豪威集团,2018,8.142801119294878 豪威集团,2019,5.907824922376397 豪威集团,2020,16.871468420735305 " 366,CN,fundamental,华勤技术与中微公司在2019至2021年经营现金流利润率平均值之比是多少?(指标单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.1367,hard,cash flow,经营活动现金流净额 / 营业收入 * 100%,"corporate,year,经营活动产生的现金流量净额,营业收入 华勤技术,2019,1107197974.32,35300097708.54 华勤技术,2020,2625663576.48,59865743277.45 华勤技术,2021,2489948509.64,83758524337.08 中微公司,2019,133270991.54,1946949250.75 中微公司,2020,846292855.04,2273291898.06 中微公司,2021,1016256088.4,3108134730.67 ","corporate,year,经营现金流利润率 中微公司,2019,6.845118920724905 中微公司,2020,37.22763696831965 中微公司,2021,32.69665495423785 华勤技术,2019,3.136529489129828 华勤技术,2020,4.385919948093295 华勤技术,2021,2.9727702694705864 " 367,CN,fundamental,2019到2021年,华润三九的经营现金流利润率最大值是中国人寿的几倍?(指标单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.4249,hard,cash flow,经营活动现金流净额 / 营业收入 * 100%,"corporate,year,经营活动产生的现金流量净额,营业收入 华润三九,2019,1949461227.02,14793661506.1 华润三九,2020,2223984705.7,13637258153.77 华润三九,2021,1884653344.33,15544401735.35 中国人寿,2019,286032000000.0,745165000000.0 中国人寿,2020,304019000000.0,825049000000.0 中国人寿,2021,286446000000.0,858508000000.0 ","corporate,year,经营现金流利润率 中国人寿,2019,38.38505565881382 中国人寿,2020,36.848599295314585 中国人寿,2021,33.36555978511557 华润三九,2019,13.177679009460649 华润三九,2020,16.30815139394558 华润三九,2021,12.124322160588862 " 368,CN,fundamental,在2021-2025年间,经营现金流利润率的最大值,隆基绿能相对亿纬锂能的比值是多少?(指标单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1.0622,hard,cash flow,经营活动现金流净额 / 营业收入 * 100%,"corporate,year,经营活动产生的现金流量净额,营业收入 隆基绿能,2021,12322606645.15,80607866874.19 隆基绿能,2022,24370135419.56,128998111551.18 隆基绿能,2023,8117363683.48,129497674192.2 隆基绿能,2024,-4724978931.84,82582273118.72 隆基绿能,2025,4359382755.77,70347049950.42 亿纬锂能,2021,1862853924.53,16899804086.38 亿纬锂能,2022,2860220008.15,36303947808.53 亿纬锂能,2023,8676259761.12,48783587175.86 亿纬锂能,2024,4433732894.55,48614556525.09 亿纬锂能,2025,7492131666.79,61469630776.09 ","corporate,year,经营现金流利润率 亿纬锂能,2021,11.022932070741124 亿纬锂能,2022,7.878537131099447 亿纬锂能,2023,17.785202490015635 亿纬锂能,2024,9.120175543022281 亿纬锂能,2025,12.18834662287289 隆基绿能,2021,15.287101771819248 隆基绿能,2022,18.891854405086505 隆基绿能,2023,6.26834708354085 隆基绿能,2024,-5.721541383400026 隆基绿能,2025,6.196965983424261 " 369,CN,fundamental,分别统计澜起科技和浙能电力在2018-2020年的经营现金流利润率的最小值,计算两者之比。(指标单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,4.1805,hard,cash flow,经营活动现金流净额 / 营业收入 * 100%,"corporate,year,经营活动产生的现金流量净额,营业收入 澜起科技,2018,969147001.68,1757664583.13 澜起科技,2019,868962637.0,1737734714.98 澜起科技,2020,1000111569.0,1823665555.45 浙能电力,2018,6774212687.19,56633636514.17 浙能电力,2019,9027910953.58,54370549106.11 浙能电力,2020,10128263993.26,51684433449.89 ","corporate,year,经营现金流利润率 浙能电力,2018,11.96146513652723 浙能电力,2019,16.6044137901956 浙能电力,2020,19.596352938800678 澜起科技,2018,55.13833589080859 澜起科技,2019,50.00548297212334 澜起科技,2020,54.84073359894198 " 370,CN,fundamental,"2021-2023年的资本支出占收入比的最小值, 紫金矿业与中远海能之比是多少?(指标单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。",0.3884,hard,cash flow,资本支出 / 营业收入 * 100%,"corporate,year,购建固定资产、无形资产和其他长期资产支付的现金,营业收入 紫金矿业,2021,20148568080.0,225102488592.0 紫金矿业,2022,24794352673.0,270328998459.0 紫金矿业,2023,30428663664.0,293403242878.0 中远海能,2021,2926107751.27,12698667710.66 中远海能,2022,4449729764.18,18657843200.85 中远海能,2023,5723248263.71,22733056873.94 ","corporate,year,资本支出占收入比 中远海能,2021,23.042635794097162 中远海能,2022,23.849111155448465 中远海能,2023,25.175885035816876 紫金矿业,2021,8.950841994696662 紫金矿业,2022,9.171917483636328 紫金矿业,2023,10.370936382817195 " 371,CN,fundamental,中国太保与中国国航在2018至2022年资本支出占收入比平均值之比是多少?(指标单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.1113,hard,cash flow,资本支出 / 营业收入 * 100%,"corporate,year,购建固定资产、无形资产和其他长期资产支付的现金,营业收入 中国太保,2018,4177000000.0,354363000000.0 中国太保,2019,3475000000.0,385489000000.0 中国太保,2020,3628000000.0,422182000000.0 中国太保,2021,3688000000.0,440643000000.0 中国太保,2022,9097000000.0,332140000000.0 中国国航,2018,12307679000.0,136774403000.0 中国国航,2019,13108682000.0,136180690000.0 中国国航,2020,12038135000.0,69503749000.0 中国国航,2021,6074638000.0,74531670000.0 中国国航,2022,7637994000.0,52897584000.0 ","corporate,year,资本支出占收入比 中国国航,2018,8.998525111456711 中国国航,2019,9.625947702277028 中国国航,2020,17.320123264142197 中国国航,2021,8.150411764555926 中国国航,2022,14.439211439221875 中国太保,2018,1.178734800190765 中国太保,2019,0.9014524409256813 中国太保,2020,0.8593450218152362 中国太保,2021,0.8369587171474414 中国太保,2022,2.7389052809056422 " 372,CN,fundamental,2023到2025年,宝信软件的资本支出占收入比最大值是天孚通信的几倍?(指标单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.8222,hard,cash flow,资本支出 / 营业收入 * 100%,"corporate,year,购建固定资产、无形资产和其他长期资产支付的现金,营业收入 宝信软件,2023,376239905.83,12915641411.44 宝信软件,2024,436716672.09,13644424669.39 宝信软件,2025,1252497465.16,10971556121.99 天孚通信,2023,204481976.59,1938597573.62 天孚通信,2024,451476537.29,3251707626.61 天孚通信,2025,417510390.23,5163432471.16 ","corporate,year,资本支出占收入比 天孚通信,2023,10.547933174607499 天孚通信,2024,13.884290629187884 天孚通信,2025,8.08590782511393 宝信软件,2023,2.913056300066881 宝信软件,2024,3.200696860965734 宝信软件,2025,11.415859803602995 " 373,CN,fundamental,在2022-2024年间,资本支出占收入比的最小值,中油资本相对中芯国际的比值是多少?(指标单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.2364,hard,cash flow,资本支出 / 营业收入 * 100%,"corporate,year,购建固定资产、无形资产和其他长期资产支付的现金,营业收入 中油资本,2022,150145582.89,745101737.06 中油资本,2023,324027415.59,770342135.1 中油资本,2024,954341712.89,804471310.65 中芯国际,2022,42205585000.0,49516084000.0 中芯国际,2023,53865069000.0,45250425000.0 中芯国际,2024,54559287000.0,57795570000.0 ","corporate,year,资本支出占收入比 中油资本,2022,20.15101769624641 中油资本,2023,42.06279272883563 中油资本,2024,118.6296764416505 中芯国际,2022,85.23611237108331 中芯国际,2023,119.0377084856109 中芯国际,2024,94.40046529517747 " 374,CN,fundamental,分别统计卓胜微和芒果超媒在2021-2025年的资本支出占收入比的平均值,计算两者之比。(指标单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,37.9641,hard,cash flow,资本支出 / 营业收入 * 100%,"corporate,year,购建固定资产、无形资产和其他长期资产支付的现金,营业收入 卓胜微,2021,2858355796.3,4633570865.7 卓胜微,2022,1710718416.48,3677493060.96 卓胜微,2023,2121789270.91,4378236624.12 卓胜微,2024,1868129167.21,4486931811.79 卓胜微,2025,805660635.07,3726094578.61 芒果超媒,2021,193602527.81,15355863482.07 芒果超媒,2022,189897809.91,13976774034.92 芒果超媒,2023,150261073.92,14628016301.84 芒果超媒,2024,164567397.14,14079689573.23 芒果超媒,2025,135029125.0,13813480305.41 ","corporate,year,资本支出占收入比 卓胜微,2021,61.687969800116235 卓胜微,2022,46.518603519361136 卓胜微,2023,48.462188160889255 卓胜微,2024,41.63489095825451 卓胜微,2025,21.62211983815364 芒果超媒,2021,1.2607726555791314 芒果超媒,2022,1.3586669530147193 芒果超媒,2023,1.027214290847483 芒果超媒,2024,1.1688283060792428 芒果超媒,2025,0.977517048669598 " 375,CN,fundamental,"2016-2018年的现金流量充裕率的最小值, 中国巨石与中联重科之比是多少?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。",3.1106,hard,cash flow,经营活动现金流净额 / (资本支出 + 偿还债务支付的现金 + 分配股利、利润或偿付利息支付的现金),"corporate,year,经营活动产生的现金流量净额,购建固定资产、无形资产和其他长期资产支付的现金,偿还债务支付的现金,分配股利、利润或偿付利息支付的现金 中国巨石,2016,3169081426.53,1726052488.75,11451429061.56,791917945.28 中国巨石,2017,3811470323.38,2048433588.36,9119998689.53,1181125479.33 中国巨石,2018,3862006789.83,6054195562.43,6850229988.75,1177266052.2 中联重科,2016,2168560151.68,481657305.4,26551606451.57,2701299895.46 中联重科,2017,2851086469.93,763745484.55,17876573973.38,2679127632.27 中联重科,2018,5064119225.01,530550674.53,14256747199.77,2746683844.4 ","corporate,year,现金流量充裕率 中国巨石,2016,0.22685881576587796 中国巨石,2017,0.30863213066489575 中国巨石,2018,0.2742573050600689 中联重科,2016,0.07293061963271079 中联重科,2017,0.13373172661877195 中联重科,2018,0.288817412168801 " 376,CN,fundamental,赛轮轮胎与南山铝业在2017至2021年现金流量充裕率最大值之比是多少?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.6181,hard,cash flow,经营活动现金流净额 / (资本支出 + 偿还债务支付的现金 + 分配股利、利润或偿付利息支付的现金),"corporate,year,经营活动产生的现金流量净额,购建固定资产、无形资产和其他长期资产支付的现金,偿还债务支付的现金,分配股利、利润或偿付利息支付的现金 赛轮轮胎,2017,1150056832.92,854975572.51,8221044855.48,393862870.79 赛轮轮胎,2018,1998897816.61,509629300.56,7145830121.93,368116114.6 赛轮轮胎,2019,2008760004.21,1237723292.76,4632477125.87,399087224.96 赛轮轮胎,2020,3423117930.67,1547206108.05,7054744556.94,532762562.3 赛轮轮胎,2021,836670626.36,2590615358.86,6975842361.67,692527870.21 南山铝业,2017,1809587240.52,1369736631.28,2045601906.45,632691002.65 南山铝业,2018,2183561375.69,1730333294.18,4139206717.49,884635787.03 南山铝业,2019,3792042387.77,2684575600.41,4177193543.49,1006045164.63 南山铝业,2020,5883410831.48,2846114759.02,7234018156.14,939988748.08 南山铝业,2021,4416010733.48,1197510650.23,5162065448.87,924170124.95 ","corporate,year,现金流量充裕率 南山铝业,2017,0.447029158870745 南山铝业,2018,0.3232905747153158 南山铝业,2019,0.4819689737286764 南山铝业,2020,0.5338789363011653 南山铝业,2021,0.6062828931215225 赛轮轮胎,2017,0.12144361198919539 赛轮轮胎,2018,0.2491280610956848 赛轮轮胎,2019,0.3204127994133187 赛轮轮胎,2020,0.37473731747192884 赛轮轮胎,2021,0.08155490803254449 " 377,CN,fundamental,2016到2020年,中国中铁的现金流量充裕率最大值是赣锋锂业的几倍?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.6453,hard,cash flow,经营活动现金流净额 / (资本支出 + 偿还债务支付的现金 + 分配股利、利润或偿付利息支付的现金),"corporate,year,经营活动产生的现金流量净额,购建固定资产、无形资产和其他长期资产支付的现金,偿还债务支付的现金,分配股利、利润或偿付利息支付的现金 中国中铁,2016,54495139000.0,12788792000.0,96648358000.0,11636148000.0 中国中铁,2017,33220139000.0,15275304000.0,80330177000.0,10787597000.0 中国中铁,2018,11961697000.0,18980642000.0,115458024000.0,12633915000.0 中国中铁,2019,22197786000.0,20247804000.0,126990369000.0,16038897000.0 中国中铁,2020,30994071000.0,43290967000.0,203263532000.0,18187420000.0 赣锋锂业,2016,658474254.92,506204693.58,360343360.89,77549265.11 赣锋锂业,2017,503866064.58,352915348.56,2448042870.45,117109561.81 赣锋锂业,2018,685231948.0,1198382263.36,1680244854.32,348289547.93 赣锋锂业,2019,669286082.56,814167438.17,2998535754.89,509973555.12 赣锋锂业,2020,746368363.37,1210284356.11,4490669241.53,530584100.66 ","corporate,year,现金流量充裕率 中国中铁,2016,0.4501003929041398 中国中铁,2017,0.3122396646894641 中国中铁,2018,0.0813319309327957 中国中铁,2019,0.13595164342427263 中国中铁,2020,0.1170727745612511 赣锋锂业,2016,0.6974643834524761 赣锋锂业,2017,0.17267113118202132 赣锋锂业,2018,0.21234882056381438 赣锋锂业,2019,0.15483139766159776 赣锋锂业,2020,0.11977274302193723 " 378,CN,fundamental,在2022-2024年间,现金流量充裕率的平均值,中联重科相对白云山的比值是多少?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.2833,hard,cash flow,经营活动现金流净额 / (资本支出 + 偿还债务支付的现金 + 分配股利、利润或偿付利息支付的现金),"corporate,year,经营活动产生的现金流量净额,购建固定资产、无形资产和其他长期资产支付的现金,偿还债务支付的现金,分配股利、利润或偿付利息支付的现金 中联重科,2022,2424632272.28,1529796036.36,17241730550.01,3730952488.49 中联重科,2023,2712551743.37,1900028718.31,16343947727.25,3338240048.98 中联重科,2024,2142055023.05,4035316851.07,10321695240.59,3482035178.8 白云山,2022,6999076182.74,1383873616.56,8150603270.35,1546212238.71 白云山,2023,4103624997.34,1628446897.99,9377812966.61,1605758037.25 白云山,2024,3442426597.59,1128144148.74,8390451069.87,2323993306.31 ","corporate,year,现金流量充裕率 中联重科,2022,0.10774956235772369 中联重科,2023,0.12568457665394273 中联重科,2024,0.12007676141971256 白云山,2022,0.6316462905323481 白云山,2023,0.325374181140201 白云山,2024,0.2906819392015695 " 379,CN,fundamental,分别统计中国石油和天孚通信在2023-2025年的现金流量充裕率的最大值,计算两者之比。按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.1915,hard,cash flow,经营活动现金流净额 / (资本支出 + 偿还债务支付的现金 + 分配股利、利润或偿付利息支付的现金),"corporate,year,经营活动产生的现金流量净额,购建固定资产、无形资产和其他长期资产支付的现金,偿还债务支付的现金,分配股利、利润或偿付利息支付的现金 中国石油,2023,456847000000.0,282508000000.0,674641000000.0,106587000000.0 中国石油,2024,406532000000.0,302651000000.0,682824000000.0,106259000000.0 中国石油,2025,412510000000.0,292789000000.0,616837000000.0,111199000000.0 天孚通信,2023,901865290.47,204481976.59,0.0,197553625.04 天孚通信,2024,1262516765.12,451476537.29,0.0,673608626.42 天孚通信,2025,1868203465.93,417510390.23,40000000.0,667320315.85 ","corporate,year,现金流量充裕率 中国石油,2023,0.42947404243158077 中国石油,2024,0.37237275746656234 中国石油,2025,0.40409472730389634 天孚通信,2023,2.2432473313644534 天孚通信,2024,1.1221521764244187 天孚通信,2025,1.6608752373418318 " 380,CN,fundamental,"2016-2018年的每股净资产的复合年均增长率, 长安汽车与华润微之比是多少?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。",0.0893,hard,per share,股东权益合计 / 股本,"corporate,year,股东权益合计,股本 长安汽车,2016,43353159550.06,4802648511.0 长安汽车,2017,47463179258.46,4802648511.0 长安汽车,2018,46152921953.33,4802648511.0 华润微,2016,2730575322.65,829723968.05 华润微,2017,4470521537.28,829723968.05 华润微,2018,5019796688.24,829723968.05 ","corporate,year,每股净资产 华润微,2016,3.290944251095146 华润微,2017,5.387962394031508 华润微,2018,6.049959843919444 长安汽车,2016,9.026927423642142 长安汽车,2017,9.882709332100859 长安汽车,2018,9.60988959479779 " 381,CN,fundamental,科大讯飞与海南机场在2018至2022年每股净资产平均值之比是多少?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1.2627,hard,per share,股东权益合计 / 股本,"corporate,year,股东权益合计,股本 科大讯飞,2018,8211756597.79,2092530492.0 科大讯飞,2019,11734836002.89,2198575067.0 科大讯飞,2020,12971810964.1,2224737717.0 科大讯飞,2021,17337240745.87,2324325245.0 科大讯飞,2022,16847063810.85,2323752783.0 海南机场,2018,40032860694.98,3907592460.0 海南机场,2019,28745218957.25,3907592460.0 海南机场,2020,8345288484.59,3907592460.0 海南机场,2021,20359708655.87,11425309602.0 海南机场,2022,23794222553.42,11425309602.0 ","corporate,year,每股净资产 海南机场,2018,10.244891478519232 海南机场,2019,7.356247933094333 海南机场,2020,2.1356598903330877 海南机场,2021,1.7819831028741693 海南机场,2022,2.0825888647476845 科大讯飞,2018,3.9243187275810554 科大讯飞,2019,5.337473429507422 科大讯飞,2020,5.8307147242472 科大讯飞,2021,7.459042482615207 科大讯飞,2022,7.249938088982162 " 382,CN,fundamental,2017到2021年,领益智造的每股净资产最小值是洋河股份的几倍?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.1895,hard,per share,股东权益合计 / 股本,"corporate,year,股东权益合计,股本 领益智造,2017,4116005930.23,1110000000.0 领益智造,2018,9921354863.35,1710364464.5 领益智造,2019,11661693217.29,1709263413.45 领益智造,2020,14496252074.1,1765080474.52 领益智造,2021,15842276351.14,1771950549.66 洋河股份,2017,29494869092.19,1506988000.0 洋河股份,2018,33624518530.36,1506988000.0 洋河股份,2019,36491552569.72,1506988000.0 洋河股份,2020,38469653076.99,1506988000.0 洋河股份,2021,42481310257.79,1506988000.0 ","corporate,year,每股净资产 洋河股份,2017,19.572066328457822 洋河股份,2018,22.312399654383444 洋河股份,2019,24.21489260015342 洋河股份,2020,25.527511219060802 洋河股份,2021,28.18954779851598 领益智造,2017,3.708113450657658 领益智造,2018,5.800725558368264 领益智造,2019,6.822642505260137 领益智造,2020,8.212799520113746 领益智造,2021,8.940586041850771 " 383,CN,fundamental,在2020-2024年间,每股净资产的最大值,紫光股份相对中科曙光的比值是多少?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.9606,hard,per share,股东权益合计 / 股本,"corporate,year,股东权益合计,股本 紫光股份,2020,33066409584.99,2860079874.0 紫光股份,2021,35667778950.3,2860079874.0 紫光股份,2022,37827804502.12,2860079874.0 紫光股份,2023,40042663793.13,2860079874.0 紫光股份,2024,16114527764.75,2860079874.0 中科曙光,2020,11954844260.79,1450728974.0 中科曙光,2021,13158347456.0,1463168974.0 中科曙光,2022,17740325419.38,1464013974.0 中科曙光,2023,19480787885.08,1463578974.0 中科曙光,2024,21326848530.54,1463203784.0 ","corporate,year,每股净资产 中科曙光,2020,8.240577306337029 中科曙光,2021,8.993047070994002 中科曙光,2022,12.117592956377068 中科曙光,2023,13.310376980777807 中科曙光,2024,14.575446539810207 紫光股份,2020,11.561358787768597 紫光股份,2021,12.470903094191 紫光股份,2022,13.226135691523698 紫光股份,2023,14.000540389498925 紫光股份,2024,5.634292913020233 " 384,CN,fundamental,分别统计中国电信和华域汽车在2017-2019年的每股净资产的复合年均增长率,计算两者之比。按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.5042,hard,per share,股东权益合计 / 股本,"corporate,year,股东权益合计,股本 中国电信,2017,326704213629.05,80932368321.0 中国电信,2018,344106000000.0,80932000000.0 中国电信,2019,355047000000.0,80932000000.0 华域汽车,2017,49934278069.19,3152723984.0 华域汽车,2018,54627769645.92,3152723984.0 华域汽车,2019,58701534414.54,3152723984.0 ","corporate,year,每股净资产 中国电信,2017,4.036755879097116 中国电信,2018,4.251791627539169 中国电信,2019,4.386979192408441 华域汽车,2017,15.838455355624307 华域汽车,2018,17.327165309476708 华域汽车,2019,18.619306578199964 " 385,CN,fundamental,"2023-2025年的每股资本公积金的平均值, 海南机场与华大九天之比是多少?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。",0.3203,hard,per share,资本公积 / 股本,"corporate,year,资本公积,股本 海南机场,2023,27234677062.46,11425309602.0 海南机场,2024,26940335502.61,11425309602.0 海南机场,2025,26909736674.86,11425309602.0 华大九天,2023,3807956278.93,542941768.0 华大九天,2024,3986310216.08,542941768.0 华大九天,2025,4254368037.73,545437608.0 ","corporate,year,每股资本公积金 华大九天,2023,7.013562970034753 华大九天,2024,7.342058487716127 华大九天,2025,7.799916938859119 海南机场,2023,2.383714578525957 海南机场,2024,2.3579523392428765 海南机场,2025,2.3552741774410606 " 386,CN,fundamental,古井贡酒与海大集团在2016至2020年每股资本公积金复合年均增长率之比是多少?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.0,hard,per share,资本公积 / 股本,"corporate,year,资本公积,股本 古井贡酒,2016,1295405592.25,503600000.0 古井贡酒,2017,1295405592.25,503600000.0 古井贡酒,2018,1295405592.25,503600000.0 古井贡酒,2019,1295405592.25,503600000.0 古井贡酒,2020,1295405592.25,503600000.0 海大集团,2016,1512859968.55,1541428454.0 海大集团,2017,1849285839.41,1575237054.0 海大集团,2018,2010778182.22,1581211084.0 海大集团,2019,2118792106.43,1580357494.0 海大集团,2020,5041921064.8,1661210751.0 ","corporate,year,每股资本公积金 古井贡酒,2016,2.5722906915210486 古井贡酒,2017,2.5722906915210486 古井贡酒,2018,2.5722906915210486 古井贡酒,2019,2.5722906915210486 古井贡酒,2020,2.5722906915210486 海大集团,2016,0.9814662267484002 海大集团,2017,1.1739730440660394 海大集团,2018,1.2716696730542272 海大集团,2019,1.3407043118245245 海大集团,2020,3.0350881498719606 " 387,CN,fundamental,2023到2025年,三六零的每股资本公积金复合年均增长率是国泰海通的几倍?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,-0.1218,hard,per share,资本公积 / 股本,"corporate,year,资本公积,股本 三六零,2023,10964147000.0,7145363000.0 三六零,2024,9760868000.0,6999558000.0 三六零,2025,9733222000.0,6999558000.0 国泰海通,2023,47315448941.0,8904610816.0 国泰海通,2024,47334374068.0,8903730620.0 国泰海通,2025,182127438224.0,17628925829.0 ","corporate,year,每股资本公积金 三六零,2023,1.5344422669639037 三六零,2024,1.394497766858993 三六零,2025,1.390548088893613 国泰海通,2023,5.313589770367343 国泰海通,2024,5.31624058365773 国泰海通,2025,10.331170485974594 " 388,CN,fundamental,在2022-2024年间,每股资本公积金的复合年均增长率,格力电器相对长春高新的比值是多少?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,-2.2184,hard,per share,资本公积 / 股本,"corporate,year,资本公积,股本 格力电器,2022,496102011.66,5631405741.0 格力电器,2023,1352522393.67,5631405741.0 格力电器,2024,472179369.5,5601405741.0 长春高新,2022,3404751120.09,404720290.0 长春高新,2023,3497405863.39,404654990.0 长春高新,2024,3499971437.06,407981429.0 ","corporate,year,每股资本公积金 格力电器,2022,0.08809559006698467 格力电器,2023,0.2401749147327156 格力电器,2024,0.08429658398852274 长春高新,2022,8.41260298585475 长春高新,2023,8.642932744731505 长春高新,2024,8.578751845736585 " 389,CN,fundamental,分别统计海螺水泥和中国银河在2020-2024年的每股资本公积金的最大值,计算两者之比。按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.6968,hard,per share,资本公积 / 股本,"corporate,year,资本公积,股本 海螺水泥,2020,10881679638.0,5299302579.0 海螺水泥,2021,10515174851.0,5299302579.0 海螺水泥,2022,10512848831.0,5299302579.0 海螺水泥,2023,10720511887.0,5299302579.0 海螺水泥,2024,10619029640.0,5299302579.0 中国银河,2020,25227335094.87,10137258757.0 中国银河,2021,25051469662.73,10137258757.0 中国银河,2022,25051651212.07,10137279676.0 中国银河,2023,32224103161.39,10934402256.0 中国银河,2024,32224103161.39,10934402256.0 ","corporate,year,每股资本公积金 中国银河,2020,2.4885756297233677 中国银河,2021,2.4712272087788434 中国银河,2022,2.4712400183039005 中国银河,2023,2.9470383846275428 中国银河,2024,2.9470383846275428 海螺水泥,2020,2.053417308368419 海螺水泥,2021,1.9842563609538704 海螺水泥,2022,1.983817431497527 海螺水泥,2023,2.023004296732006 海螺水泥,2024,2.0038541830166365 " 390,CN,fundamental,"2022-2024年的每股未分配利润的最大值, 沪农商行与潞安环能之比是多少?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。",0.3431,hard,per share,未分配利润 / 股本,"corporate,year,未分配利润,股本 沪农商行,2022,33279027000.0,9644444000.0 沪农商行,2023,36274720000.0,9644444000.0 沪农商行,2024,37149792000.0,9644444000.0 潞安环能,2022,33586995522.15,2991409200.0 潞安环能,2023,32983077769.06,2991409200.0 潞安环能,2024,30679246858.65,2991409200.0 ","corporate,year,每股未分配利润 沪农商行,2022,3.450590516156245 沪农商行,2023,3.7612038599633113 沪农商行,2024,3.8519371360339694 潞安环能,2022,11.227817151244304 潞安环能,2023,11.025933118431274 潞安环能,2024,10.25578408284965 " 391,CN,fundamental,中国石化与中国平安在2019至2021年每股未分配利润复合年均增长率之比是多少?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.3654,hard,per share,未分配利润 / 股本,"corporate,year,未分配利润,股本 中国石化,2019,287187000000.0,121071000000.0 中国石化,2020,286575000000.0,121071000000.0 中国石化,2021,318645000000.0,121071000000.0 中国平安,2019,433644000000.0,18280000000.0 中国平安,2020,521677000000.0,18280000000.0 中国平安,2021,569507000000.0,18280000000.0 ","corporate,year,每股未分配利润 中国平安,2019,23.722319474835885 中国平安,2020,28.53812910284464 中国平安,2021,31.15464989059081 中国石化,2019,2.372054414351909 中国石化,2020,2.3669995292018733 中国石化,2021,2.6318854226032657 " 392,CN,fundamental,2023到2025年,中海油服的每股未分配利润最小值是沪硅产业的几倍?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,-64.6305,hard,per share,未分配利润 / 股本,"corporate,year,未分配利润,股本 中海油服,2023,22586454270.0,4771592000.0 中海油服,2024,24721411826.0,4771592000.0 中海油服,2025,27462823676.0,4771592000.0 沪硅产业,2023,1702138075.75,2747177186.0 沪硅产业,2024,1265447174.14,2747177186.0 沪硅产业,2025,-242059425.44,3305023393.0 ","corporate,year,每股未分配利润 中海油服,2023,4.733525890310823 中海油服,2024,5.180956759505004 中海油服,2025,5.755484474783259 沪硅产业,2023,0.6195953011055618 沪硅产业,2024,0.46063544084047303 沪硅产业,2025,-0.07323985238733226 " 393,CN,fundamental,在2017-2019年间,每股未分配利润的最小值,广汽集团相对温氏股份的比值是多少?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1.0047,hard,per share,未分配利润 / 股本,"corporate,year,未分配利润,股本 广汽集团,2017,33554118636.0,7293424051.0 广汽集团,2018,39243790071.0,10232497472.0 广汽集团,2019,41558730939.0,10237707541.0 温氏股份,2017,19928322400.14,5220356227.0 温氏股份,2018,21017339687.84,5313109027.0 温氏股份,2019,30942614557.42,5311509547.0 ","corporate,year,每股未分配利润 广汽集团,2017,4.600598895850489 广汽集团,2018,3.8352113136002153 广汽集团,2019,4.0593786033216395 温氏股份,2017,3.8174257720324722 温氏股份,2018,3.955751628855103 温氏股份,2019,5.8255782623786745 " 394,CN,fundamental,分别统计京沪高铁和华域汽车在2021-2025年的每股未分配利润的平均值,计算两者之比。按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.0292,hard,per share,未分配利润 / 股本,"corporate,year,未分配利润,股本 京沪高铁,2021,9870721754.4,49106484611.0 京沪高铁,2022,6758979168.81,49106484611.0 京沪高铁,2023,16527125060.57,49106484611.0 京沪高铁,2024,22520251471.83,49106484611.0 京沪高铁,2025,26714432724.03,48925679370.0 华域汽车,2021,28125615757.53,3152723984.0 华域汽车,2022,32108144584.16,3152723984.0 华域汽车,2023,36386814975.59,3152723984.0 华域汽车,2024,40065389628.9,3152723984.0 华域汽车,2025,44577627260.77,3152723984.0 ","corporate,year,每股未分配利润 京沪高铁,2021,0.20100648280143696 京沪高铁,2022,0.13763923893863844 京沪高铁,2023,0.3365568761741066 京沪高铁,2024,0.4586003589999476 京沪高铁,2025,0.546020680101391 华域汽车,2021,8.921052366228961 华域汽车,2022,10.184254868839796 华域汽车,2023,11.541389338315764 华域汽车,2024,12.708181823791397 华域汽车,2025,14.139400558691596 " 395,CN,fundamental,"2018-2020年的每股经营现金流的复合年均增长率, 迈瑞医疗与春秋航空之比是多少?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。",-1.0362,hard,per share,经营活动现金流净额 / 股本,"corporate,year,经营活动产生的现金流量净额,股本 迈瑞医疗,2018,4034585376.0,1215691266.0 迈瑞医疗,2019,4721794915.0,1215691266.0 迈瑞医疗,2020,8870109849.0,1215691266.0 春秋航空,2018,2895794003.0,916897713.0 春秋航空,2019,3436309193.0,916742713.0 春秋航空,2020,825762360.0,916462713.0 ","corporate,year,每股经营现金流 春秋航空,2018,3.158251964142482 春秋航空,2019,3.7483899727490932 春秋航空,2020,0.9010321405187381 迈瑞医疗,2018,3.318758215048326 迈瑞医疗,2019,3.884041160002872 迈瑞医疗,2020,7.296350724131961 " 396,CN,fundamental,温氏股份与三环集团在2016至2018年每股经营现金流复合年均增长率之比是多少?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,-1.4799,hard,per share,经营活动现金流净额 / 股本,"corporate,year,经营活动产生的现金流量净额,股本 温氏股份,2016,14652743719.86,4350296856.0 温氏股份,2017,7994018444.96,5220356227.0 温氏股份,2018,6494470882.53,5313109027.0 三环集团,2016,948009171.79,1727950422.0 三环集团,2017,977182883.78,1741133822.0 三环集团,2018,1539470346.59,1743418022.0 ","corporate,year,每股经营现金流 三环集团,2016,0.5486321596500064 三环集团,2017,0.5612336463934361 三环集团,2018,0.883018488488471 温氏股份,2016,3.368216975733667 温氏股份,2017,1.5313166568240018 温氏股份,2018,1.2223485062185981 " 397,CN,fundamental,2022到2024年,招商蛇口的每股经营现金流平均值是科大讯飞的几倍?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,6.5662,hard,per share,经营活动现金流净额 / 股本,"corporate,year,经营活动产生的现金流量净额,股本 招商蛇口,2022,22173990098.31,7739098182.0 招商蛇口,2023,31430984938.66,9060836177.0 招商蛇口,2024,31963589494.9,9060836177.0 科大讯飞,2022,630761247.28,2323752783.0 科大讯飞,2023,349757814.55,2315375793.0 科大讯飞,2024,2495173454.92,2311652413.0 ","corporate,year,每股经营现金流 招商蛇口,2022,2.8651904365140926 招商蛇口,2023,3.4688834810240055 招商蛇口,2024,3.5276644307990344 科大讯飞,2022,0.2714407711071905 科大讯飞,2023,0.1510587679146562 科大讯飞,2024,1.0793895487435463 " 398,CN,fundamental,在2021-2023年间,每股经营现金流的最小值,中际旭创相对紫光国微的比值是多少?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.5169,hard,per share,经营活动现金流净额 / 股本,"corporate,year,经营活动产生的现金流量净额,股本 中际旭创,2021,812760603.14,800096281.0 中际旭创,2022,2448940873.28,800961788.0 中际旭创,2023,1897126918.71,802826238.0 紫光国微,2021,1192512797.99,606837179.0 紫光国微,2022,1726500665.66,849608551.0 紫光国微,2023,1769449193.94,849619317.0 ","corporate,year,每股经营现金流 中际旭创,2021,1.0158284976955168 中际旭创,2022,3.057500257777591 中际旭创,2023,2.363060434392529 紫光国微,2021,1.9651281089189825 紫光国微,2022,2.0321130991771295 紫光国微,2023,2.0826376690538453 " 399,CN,fundamental,分别统计圣邦股份和万科A在2020-2022年的每股经营现金流的最大值,计算两者之比。按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.7061,hard,per share,经营活动现金流净额 / 股本,"corporate,year,经营活动产生的现金流量净额,股本 圣邦股份,2020,324130609.27,156386783.0 圣邦股份,2021,763146769.55,236088031.0 圣邦股份,2022,947899907.97,358061233.0 万科A,2020,53188022243.81,11617732201.0 万科A,2021,4113160948.2,11625383375.0 万科A,2022,2750449478.44,11630709471.0 ","corporate,year,每股经营现金流 万科A,2020,4.578175957544608 万科A,2021,0.3538086285434006 万科A,2022,0.2364816596354649 圣邦股份,2020,2.0726215032506934 圣邦股份,2021,3.232467001048435 圣邦股份,2022,2.647312304736436 " 400,CN,fundamental,"2020-2022年的权益乘数的平均值, 欧派家居与中国建筑之比是多少?(用期初期末平均值)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。",0.4219,hard,solvency,平均总资产 / 平均股东权益,"corporate,year,资产合计,股东权益合计 欧派家居,2019,14813874091.94,9558915785.15 欧派家居,2020,18843631132.18,11925427990.33 欧派家居,2021,23392733365.23,14408955672.04 欧派家居,2022,28611007188.61,16513799774.99 中国建筑,2019,2034451929000.0,501835320000.0 中国建筑,2020,2192379494000.0,577148079000.0 中国建筑,2021,2395321862000.0,641679058000.0 中国建筑,2022,2652903306000.0,680386910000.0 ","corporate,year,权益乘数 中国建筑,2020,3.91742025587921 中国建筑,2021,3.7640295467100353 中国建筑,2022,3.8184366666943808 欧派家居,2020,1.5666061563645797 欧派家居,2021,1.6038486048854381 欧派家居,2022,1.6817304862408289 " 401,CN,fundamental,航发动力与京沪高铁在2020至2024年权益乘数平均值之比是多少?(用期初期末平均值)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1.5371,hard,solvency,平均总资产 / 平均股东权益,"corporate,year,资产合计,股东权益合计 航发动力,2019,63115020067.35,36545388462.81 航发动力,2020,64352332318.09,37500838798.17 航发动力,2021,90648498035.02,39937402611.27 航发动力,2022,89969986822.74,41284696776.36 航发动力,2023,99795552106.78,43855653459.66 航发动力,2024,115913298911.68,45509464769.93 京沪高铁,2019,315037065411.42,229686916597.01 京沪高铁,2020,300863311434.6,208483458188.18 京沪高铁,2021,295252254558.58,211104367198.46 京沪高铁,2022,288545047112.67,207279492221.98 京沪高铁,2023,292219725586.82,217911553928.0 京沪高铁,2024,284662650232.54,225248350080.95 ","corporate,year,权益乘数 京沪高铁,2020,1.4056184815049646 京沪高铁,2021,1.4207170225777497 京沪高铁,2022,1.395362867200342 京沪高铁,2023,1.3658913515658408 京沪高铁,2024,1.3017476775329144 航发动力,2020,1.7214564077137153 航发动力,2021,2.001605763921891 航发动力,2022,2.2237603585665 航发动力,2023,2.228855512145129 航发动力,2024,2.4137924874029415 " 402,CN,fundamental,2022到2024年,新易盛的权益乘数最大值是同仁堂的几倍?(用期初期末平均值)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.9107,hard,solvency,平均总资产 / 平均股东权益,"corporate,year,资产合计,股东权益合计 新易盛,2021,4864234763.02,3958723671.45 新易盛,2022,5876061496.29,4829167615.85 新易盛,2023,6439983560.34,5465978473.54 新易盛,2024,12266549853.89,8328129817.86 同仁堂,2021,25072835362.31,16672501298.25 同仁堂,2022,27054123244.38,18463699667.91 同仁堂,2023,30089450163.66,20257106172.96 同仁堂,2024,31197524019.77,20901000931.83 ","corporate,year,权益乘数 同仁堂,2022,1.4835684329359897 同仁堂,2023,1.4757847148864005 同仁堂,2024,1.4890620219095885 新易盛,2022,1.2221699049499577 新易盛,2023,1.1962962885318067 新易盛,2024,1.3561248773066885 " 403,CN,fundamental,在2022-2024年间,权益乘数的最大值,中航沈飞相对巨化股份的比值是多少?(用期初期末平均值)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,3.2277,hard,solvency,平均总资产 / 平均股东权益,"corporate,year,资产合计,股东权益合计 中航沈飞,2021,64041410809.23,12323249716.46 中航沈飞,2022,58794291224.02,13813429737.29 中航沈飞,2023,55466437662.06,16257606939.13 中航沈飞,2024,61589834322.62,19050839874.99 巨化股份,2021,17894390845.04,13632141263.76 巨化股份,2022,22626691196.94,15784435523.8 巨化股份,2023,23383806879.39,16376681704.27 巨化股份,2024,28523635760.99,19272063071.85 ","corporate,year,权益乘数 中航沈飞,2022,4.699743984334856 中航沈飞,2023,3.7996937091190066 中航沈飞,2024,3.3152484050323245 巨化股份,2022,1.377491416986221 巨化股份,2023,1.4306249919754765 巨化股份,2024,1.4560805146539468 " 404,CN,fundamental,分别统计中国中冶和中际旭创在2022-2024年的权益乘数的最大值,计算两者之比。(用期初期末平均值)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,2.9982,hard,solvency,平均总资产 / 平均股东权益,"corporate,year,资产合计,股东权益合计 中国中冶,2021,543470147000.0,151387759000.0 中国中冶,2022,585392827000.0,161917562000.0 中国中冶,2023,661602236000.0,167991165000.0 中国中冶,2024,808015755000.0,182335866000.0 中际旭创,2021,16564680790.78,11603040308.03 中际旭创,2022,16556988219.94,12069000448.44 中际旭创,2023,20006747461.32,14774499083.83 中际旭创,2024,28866276555.26,20292841179.23 ","corporate,year,权益乘数 中国中冶,2022,3.603076291193918 中国中冶,2023,3.7798183586698513 中国中冶,2024,4.194988855998383 中际旭创,2022,1.3991894214556573 中际旭创,2023,1.3621076356793491 中际旭创,2024,1.393690643486382 " 405,CN,fundamental,"2020-2024年的EBIT的最大值, 龙芯中科与藏格矿业之比是多少?(指标单位:元)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。",0.0387,hard,valuation,利润总额 + 利息支出,"corporate,year,利润总额,财务费用——利息费用 龙芯中科,2020,96914012.61,0.0 龙芯中科,2021,255284623.67,0.0 龙芯中科,2022,33910949.51,421084.87 龙芯中科,2023,-383512939.37,871954.15 龙芯中科,2024,-665282805.83,0.0 藏格矿业,2020,307438778.23,10285678.48 藏格矿业,2021,1694922647.69,48022.18 藏格矿业,2022,6593009612.4,550596.78 藏格矿业,2023,3866309898.9,720163.87 藏格矿业,2024,2708528965.76,4077771.03 ","corporate,year,EBIT 藏格矿业,2020,317724456.71000004 藏格矿业,2021,1694970669.8700001 藏格矿业,2022,6593560209.179999 藏格矿业,2023,3867030062.77 藏格矿业,2024,2712606736.7900004 龙芯中科,2020,96914012.61 龙芯中科,2021,255284623.67 龙芯中科,2022,34332034.379999995 龙芯中科,2023,-382640985.22 龙芯中科,2024,-665282805.83 " 406,CN,fundamental,大华股份与中国联通在2017至2019年EBIT平均值之比是多少?(指标单位:元)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.2485,hard,valuation,利润总额 + 利息支出,"corporate,year,利润总额,财务费用——利息费用 大华股份,2017,2642207856.14,73301999.99 大华股份,2018,2773155271.13,114335785.04 大华股份,2019,3498563157.51,133656681.06 中国联通,2017,2377866816.0,5257314297.0 中国联通,2018,12075362887.0,1539367075.0 中国联通,2019,14035186382.0,1877622806.0 ","corporate,year,EBIT 中国联通,2017,7635181113.0 中国联通,2018,13614729962.0 中国联通,2019,15912809188.0 大华股份,2017,2715509856.1299996 大华股份,2018,2887491056.17 大华股份,2019,3632219838.57 " 407,CN,fundamental,2020到2024年,迈瑞医疗的EBIT最小值是海光信息的几倍?(指标单位:元)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,-181.4378,hard,valuation,利润总额 + 利息支出,"corporate,year,利润总额,财务费用——利息费用 迈瑞医疗,2020,7438440275.0,0.0 迈瑞医疗,2021,9017084833.0,8634183.0 迈瑞医疗,2022,10953550653.0,10686780.0 迈瑞医疗,2023,13010930027.0,12996889.0 迈瑞医疗,2024,13019696199.0,19413638.0 海光信息,2020,-82286857.41,41289668.89 海光信息,2021,436705610.0,24590775.89 海光信息,2022,1136511597.94,29490082.12 海光信息,2023,1680172494.53,36235010.67 海光信息,2024,2784425909.37,43831757.3 ","corporate,year,EBIT 海光信息,2020,-40997188.519999996 海光信息,2021,461296385.89 海光信息,2022,1166001680.06 海光信息,2023,1716407505.2 海光信息,2024,2828257666.67 迈瑞医疗,2020,7438440275.0 迈瑞医疗,2021,9025719016.0 迈瑞医疗,2022,10964237433.0 迈瑞医疗,2023,13023926916.0 迈瑞医疗,2024,13039109837.0 " 408,CN,fundamental,在2020-2022年间,EBIT的平均值,中国中冶相对三环集团的比值是多少?(指标单位:元)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,8.5778,hard,valuation,利润总额 + 利息支出,"corporate,year,利润总额,财务费用——利息费用 中国中冶,2020,11917270000.0,2509970000.0 中国中冶,2021,14012179000.0,2140452000.0 中国中冶,2022,15392116000.0,2633074000.0 三环集团,2020,1678604413.73,3375011.99 三环集团,2021,2303528059.91,5621115.1 三环集团,2022,1666317752.73,8899349.83 ","corporate,year,EBIT 三环集团,2020,1681979425.72 三环集团,2021,2309149175.0099998 三环集团,2022,1675217102.56 中国中冶,2020,14427240000.0 中国中冶,2021,16152631000.0 中国中冶,2022,18025190000.0 " 409,CN,fundamental,分别统计兆易创新和新和成在2022-2024年的EBIT的最大值,计算两者之比。(指标单位:元)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.3142,hard,valuation,利润总额 + 利息支出,"corporate,year,利润总额,财务费用——利息费用 兆易创新,2022,2262426924.3,7888531.65 兆易创新,2023,124747938.62,7114969.0 兆易创新,2024,1123663188.35,19252836.87 新和成,2022,4238102948.85,329243757.49 新和成,2023,3253534539.28,319906196.3 新和成,2024,6943581186.99,282180513.56 ","corporate,year,EBIT 兆易创新,2022,2270315455.9500003 兆易创新,2023,131862907.62 兆易创新,2024,1142916025.2199998 新和成,2022,4567346706.34 新和成,2023,3573440735.5800004 新和成,2024,7225761700.55 " 410,CN,fundamental,"2016-2018年的EBITDA的平均值, 宝丰能源与沪硅产业之比是多少?(指标单位:元)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。",23.5266,hard,valuation,利润总额 + 利息支出 + 折旧与摊销,"corporate,year,利润总额,财务费用——利息费用,固定资产折旧、油气资产折耗、生产性生物资产折旧,无形资产摊销,长期待摊费用摊销 宝丰能源,2016,1912070094.8,496335669.39,652280636.87,18853149.49,2117991.89 宝丰能源,2017,3333821661.22,477597728.62,714504652.32,22544429.83,4515626.06 宝丰能源,2018,4283309912.34,441109712.85,727378617.92,36790991.02,5440688.32 沪硅产业,2016,-90656382.0,9854461.15,36129248.42,7859594.54,0.0 沪硅产业,2017,225626347.11,31650109.18,82239340.07,12890570.7,85054.32 沪硅产业,2018,35244799.32,49480022.9,142985131.42,14223448.44,424304.24 ","corporate,year,EBITDA 宝丰能源,2016,3081657542.4399996 宝丰能源,2017,4552984098.05 宝丰能源,2018,5494029922.450001 沪硅产业,2016,-36813077.88999999 沪硅产业,2017,352491421.38 沪硅产业,2018,242357706.32 " 411,CN,fundamental,寒武纪与万泰生物在2021至2025年EBITDA平均值之比是多少?(指标单位:元)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.005,hard,valuation,利润总额 + 利息支出 + 折旧与摊销,"corporate,year,利润总额,财务费用——利息费用,固定资产折旧、油气资产折耗、生产性生物资产折旧,无形资产摊销,长期待摊费用摊销 寒武纪,2021,-823823025.91,3402646.44,128501817.63,125001489.06,9040636.98 寒武纪,2022,-1322730889.12,4022428.34,171485883.02,183839200.25,11422970.93 寒武纪,2023,-874738791.05,3412585.48,163680078.42,152184843.29,14367891.93 寒武纪,2024,-455769055.47,1156889.77,119282138.35,83415742.73,6648473.44 寒武纪,2025,2059381570.35,2087905.23,139627791.15,128041095.94,17514868.23 万泰生物,2021,2324145348.95,5691148.31,92697965.33,12577830.61,5030229.39 万泰生物,2022,5582691093.16,7669723.73,137164144.68,14736129.42,6633811.57 万泰生物,2023,1393391827.77,6860370.34,203394222.76,28120375.92,24099528.66 万泰生物,2024,67480832.88,8324928.73,269069617.97,31581210.67,17590376.96 万泰生物,2025,-480885756.41,6457746.22,292446771.88,53278499.24,21725256.4 ","corporate,year,EBITDA 万泰生物,2021,2440142522.5899997 万泰生物,2022,5748894902.559999 万泰生物,2023,1655866325.45 万泰生物,2024,394046967.21000004 万泰生物,2025,-106977482.66999999 寒武纪,2021,-557876435.8 寒武纪,2022,-951960406.58 寒武纪,2023,-541093391.9300001 寒武纪,2024,-245265811.18 寒武纪,2025,2346653230.9 " 412,CN,fundamental,2017到2019年,广汽集团的EBITDA最大值是国投电力的几倍?(指标单位:元)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.6773,hard,valuation,利润总额 + 利息支出 + 折旧与摊销,"corporate,year,利润总额,财务费用——利息费用,固定资产折旧、油气资产折耗、生产性生物资产折旧,无形资产摊销,长期待摊费用摊销 广汽集团,2017,11976494978.0,624920341.0,1212190176.0,1017747250.0,155069173.0 广汽集团,2018,11867132091.0,438261748.0,1492340743.0,1509670270.0,111708356.0 广汽集团,2019,6293959326.0,498754415.0,2188730709.0,2012659822.0,182559681.0 国投电力,2017,7514331369.48,4903196579.66,6235786475.13,328441642.16,25760319.61 国投电力,2018,9729172218.86,5026106016.39,6826719053.27,339100223.45,31056691.66 国投电力,2019,10317072306.22,4873610844.96,7179415205.73,349319545.14,46767898.25 ","corporate,year,EBITDA 国投电力,2017,19007516386.04 国投电力,2018,21952154203.63 国投电力,2019,22766185800.3 广汽集团,2017,14986421918.0 广汽集团,2018,15419113208.0 广汽集团,2019,11176663953.0 " 413,CN,fundamental,在2017-2019年间,EBITDA的最小值,新易盛相对东方电气的比值是多少?(指标单位:元)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.0424,hard,valuation,利润总额 + 利息支出 + 折旧与摊销,"corporate,year,利润总额,财务费用——利息费用,固定资产折旧、油气资产折耗、生产性生物资产折旧,无形资产摊销,长期待摊费用摊销 新易盛,2017,127537388.64,1094877.0,46862283.6,421106.74,558250.0 新易盛,2018,35510373.74,168846.79,53232699.65,675950.24,0.0 新易盛,2019,243951193.07,0.0,33982678.41,868821.71,0.0 东方电气,2017,1017278838.5,54964669.16,957904864.46,80668577.49,485304.3 东方电气,2018,1275469723.33,37439485.33,876564378.6,97076505.97,13502706.59 东方电气,2019,1578583920.06,49431576.08,934434701.4,94020732.21,15382294.69 ","corporate,year,EBITDA 东方电气,2017,2111302253.9099998 东方电气,2018,2300052799.8199997 东方电气,2019,2671853224.44 新易盛,2017,176473905.98000002 新易盛,2018,89587870.42 新易盛,2019,278802693.19 " 414,CN,fundamental,分别统计荣盛石化和山东黄金在2018-2022年的EBITDA的复合年均增长率,计算两者之比。(指标单位:元)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,7.0314,hard,valuation,利润总额 + 利息支出 + 折旧与摊销,"corporate,year,利润总额,财务费用——利息费用,固定资产折旧、油气资产折耗、生产性生物资产折旧,无形资产摊销,长期待摊费用摊销 荣盛石化,2018,2293936063.93,1079978827.13,1576545521.77,55600070.73,1392625.49 荣盛石化,2019,3144120793.75,823696757.58,1724868717.0,62745509.04,1678602.89 荣盛石化,2020,16683037404.27,3302645684.24,5224829268.56,110634489.17,1418850.26 荣盛石化,2021,32304212705.08,3597132178.72,6803570259.1,128891257.47,1405278.17 荣盛石化,2022,5619069226.27,4577830003.95,11184822417.8,114444041.96,67861.04 山东黄金,2018,1668805230.82,829121587.27,2032380407.55,406460993.26,13449222.77 山东黄金,2019,2117441237.7,843709713.55,2244126448.27,400243911.54,12563505.83 山东黄金,2020,3035556458.66,816252981.72,2150668410.13,484996835.97,15186437.89 山东黄金,2021,22461370.5,731782011.07,1963044434.61,535776586.14,11025339.63 山东黄金,2022,2006375741.12,1050999730.09,2456570818.39,779828676.95,14761771.44 ","corporate,year,EBITDA 山东黄金,2018,4950217441.670001 山东黄金,2019,5618084816.89 山东黄金,2020,6502661124.370001 山东黄金,2021,3264089741.95 山东黄金,2022,6308536737.99 荣盛石化,2018,5007453109.049999 荣盛石化,2019,5757110380.26 荣盛石化,2020,25322565696.5 荣盛石化,2021,42835211678.54 荣盛石化,2022,21496233551.02 " 415,CN,fundamental,"2020-2024年的NOPAT的最小值, 藏格矿业与大秦铁路之比是多少?(指标单位:元)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。",0.0216,hard,valuation,EBIT × (1 - 实际税率) = (利润总额 + 利息支出) × (1 - 所得税费用 / 利润总额),"corporate,year,利润总额,财务费用——利息费用,所得税费用 藏格矿业,2020,307438778.23,10285678.48,78551261.23 藏格矿业,2021,1694922647.69,48022.18,267582716.63 藏格矿业,2022,6593009612.4,550596.78,938037692.33 藏格矿业,2023,3866309898.9,720163.87,453955472.43 藏格矿业,2024,2708528965.76,4077771.03,139255274.32 大秦铁路,2020,15494099601.0,666482811.0,3361733269.0 大秦铁路,2021,18102710411.0,1568538538.0,4330450325.0 大秦铁路,2022,16799810680.0,1350944850.0,3946892775.0 大秦铁路,2023,17726904763.0,1637655786.0,4168376793.0 大秦铁路,2024,13325765289.0,900739256.0,3051475356.0 ","corporate,year,NOPAT 大秦铁路,2020,12654243293.247316 大秦铁路,2021,14965579771.825813 大秦铁路,2022,13886476174.31453 大秦铁路,2023,14811098685.337652 大秦铁路,2024,10968768341.517218 藏格矿业,2020,236545182.76845515 藏格矿业,2021,1427380371.8288953 藏格矿业,2022,5655444179.2525625 藏格矿业,2023,3412990033.659759 藏格矿业,2024,2573141809.50687 " 416,CN,fundamental,TCL科技与中信建投在2017至2019年NOPAT平均值之比是多少?(指标单位:元)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1.2471,hard,valuation,EBIT × (1 - 实际税率) = (利润总额 + 利息支出) × (1 - 所得税费用 / 利润总额),"corporate,year,利润总额,财务费用——利息费用,所得税费用 TCL科技,2017,4789740000.0,1800106000.0,1245038000.0 TCL科技,2018,4944380000.0,1782408000.0,879182000.0 TCL科技,2019,4055803000.0,1958251000.0,398069000.0 中信建投,2017,5355336978.6,0.0,1293689977.04 中信建投,2018,4051442524.11,0.0,948014873.1 中信建投,2019,7153739969.22,0.0,1624091521.47 ","corporate,year,NOPAT TCL科技,2017,4876891083.000748 TCL科技,2018,5530668177.612562 TCL科技,2019,5423786558.083813 中信建投,2017,4061647001.5600004 中信建投,2018,3103427651.01 中信建投,2019,5529648447.75 " 417,CN,fundamental,2020到2024年,金山办公的NOPAT最大值是南山铝业的几倍?(指标单位:元)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.2719,hard,valuation,EBIT × (1 - 实际税率) = (利润总额 + 利息支出) × (1 - 所得税费用 / 利润总额),"corporate,year,利润总额,财务费用——利息费用,所得税费用 金山办公,2020,935863143.87,3786.18,49289324.13 金山办公,2021,1118710945.87,5917385.24,49759283.88 金山办公,2022,1198242356.16,10327234.18,67317888.88 金山办公,2023,1389839471.97,9274711.42,75377800.69 金山办公,2024,1750422726.33,8664291.3,95138661.45 南山铝业,2020,2606344989.17,309512509.96,385246279.98 南山铝业,2021,4139353618.72,272142459.94,419868359.58 南山铝业,2022,4255342296.69,291115416.21,311497419.97 南山铝业,2023,4368205533.04,297748185.88,365519668.52 南山铝业,2024,6653587405.95,179718981.53,697286983.35 ","corporate,year,NOPAT 南山铝业,2020,2484861886.8226113 南山铝业,2021,3964023407.2110353 南山铝业,2022,4213650209.1011515 南山铝业,2023,4275519284.5122447 南山铝业,2024,6117185097.336386 金山办公,2020,886577406.5123681 金山办公,2021,1074605847.1128728 金山办公,2022,1140671511.985481 金山办公,2023,1323233369.68089 金山办公,2024,1663477436.176337 " 418,CN,fundamental,在2019-2021年间,NOPAT的平均值,通威股份相对上海莱士的比值是多少?(指标单位:元)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,5.2351,hard,valuation,EBIT × (1 - 实际税率) = (利润总额 + 利息支出) × (1 - 所得税费用 / 利润总额),"corporate,year,利润总额,财务费用——利息费用,所得税费用 通威股份,2019,3151521821.14,764775422.92,469185830.0 通威股份,2020,4273792966.12,682296633.96,559054175.03 通威股份,2021,10270447509.19,680586204.87,1648944454.0 上海莱士,2019,733142254.05,1690588.85,127218871.51 上海莱士,2020,1477234617.09,376158.6,158644260.29 上海莱士,2021,1539036128.7,472086.56,250088519.88 ","corporate,year,NOPAT 上海莱士,2019,607320611.125336 上海莱士,2020,1318926118.7005465 上海莱士,2021,1289342982.8020144 通威股份,2019,3333254740.3859067 通威股份,2020,4307784311.379291 通威股份,2021,9192819547.422348 " 419,CN,fundamental,分别统计时代电气和沪电股份在2020-2024年的NOPAT的平均值,计算两者之比。(指标单位:元)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1.7713,hard,valuation,EBIT × (1 - 实际税率) = (利润总额 + 利息支出) × (1 - 所得税费用 / 利润总额),"corporate,year,利润总额,财务费用——利息费用,所得税费用 时代电气,2020,2836938297.0,16017904.0,340381369.0 时代电气,2021,2123083462.0,21068951.0,88476513.0 时代电气,2022,2941548573.0,20964320.0,349575746.0 时代电气,2023,3294647776.0,47354497.0,209497353.0 时代电气,2024,4316593933.0,39387935.0,367838088.0 沪电股份,2020,1457469064.0,14881693.0,114656742.0 沪电股份,2021,1199256168.0,19087545.0,135755340.0 沪电股份,2022,1573295853.0,36637057.0,211720861.0 沪电股份,2023,1705336361.0,87807738.0,215817841.0 沪电股份,2024,2949759821.0,120347573.0,383444586.0 ","corporate,year,NOPAT 时代电气,2020,2510652972.7555475 时代电气,2021,2054797881.141857 时代电气,2022,2610445732.1477513 时代电气,2023,3129493781.1928673 时代电气,2024,3984787341.3528748 沪电股份,2020,1356523296.1991897 沪电股份,2021,1080427670.1990616 沪电股份,2022,1393281743.4648046 沪电股份,2023,1566213801.3189373 沪电股份,2024,2671018610.4702344 " 420,CN,fundamental,在长春高新、中国建筑、圆通速递、爱尔眼科中,2017年毛利率最低的那家公司,比第二名低出多少?(单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1.2454,hard,profitability,(营业收入 - 营业成本) / 营业收入 * 100%,"corporate,year,营业收入,营业成本 长春高新,2017,4102261578.1,740710339.88 中国建筑,2017,1054106503000.0,943539121000.0 圆通速递,2017,19982200966.66,17637372201.46 爱尔眼科,2017,5962845559.96,3203073078.98 ","corporate,year,毛利率 中国建筑,2017,10.48920404962154 圆通速递,2017,11.734587041298965 爱尔眼科,2017,46.28280999782448 长春高新,2017,81.94385399911366 " 421,CN,fundamental,中国石油、龙佰集团、德赛西威、沪硅产业、用友网络里,2022年毛利率最高的企业与第二名相差多少?(单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,26.1874,hard,profitability,(营业收入 - 营业成本) / 营业收入 * 100%,"corporate,year,营业收入,营业成本 中国石油,2022,3239167000000.0,2527935000000.0 龙佰集团,2022,24112968453.5,16834114032.61 德赛西威,2022,14932905788.5,11493212671.45 沪硅产业,2022,3600360962.74,2782277461.59 用友网络,2022,9261744112.0,4040544028.0 ","corporate,year,毛利率 中国石油,2022,21.957250120169785 德赛西威,2022,23.034318743904123 沪硅产业,2022,22.722263395707127 用友网络,2022,56.373832194685015 龙佰集团,2022,30.18647179390919 " 422,CN,fundamental,2019年,在士兰微、兖矿能源、古井贡酒、软通动力、中航光电中,毛利率最低的公司与第二名之间的差距是多少?(单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,4.0524,hard,profitability,(营业收入 - 营业成本) / 营业收入 * 100%,"corporate,year,营业收入,营业成本 士兰微,2019,3110573827.93,2504805451.16 兖矿能源,2019,214688079000.0,181578603000.0 古井贡酒,2019,10416961584.23,2426046924.89 软通动力,2019,10604725119.66,7754609143.05 中航光电,2019,9158826503.64,6165619617.44 ","corporate,year,毛利率 中航光电,2019,32.68111788131817 兖矿能源,2019,15.422130634463407 古井贡酒,2019,76.7106088923018 士兰微,2019,19.47448960480459 软通动力,2019,26.8759062064343 " 423,CN,fundamental,对于2016年的毛利率,海康威视、中国核电、恒生电子、卓胜微、紫光股份中最高的那家公司领先第二名多少?(单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,33.3082,hard,profitability,(营业收入 - 营业成本) / 营业收入 * 100%,"corporate,year,营业收入,营业成本 海康威视,2016,31934544088.82,18652707155.56 中国核电,2016,30008741670.83,17705174432.87 恒生电子,2016,2170166186.12,99498810.71 卓胜微,2016,385209284.33,145967604.99 紫光股份,2016,27709709064.34,22525182549.69 ","corporate,year,毛利率 中国核电,2016,40.99994385942442 卓胜微,2016,62.106934872069985 恒生电子,2016,95.41515247328168 海康威视,2016,41.590814311671515 紫光股份,2016,18.710144168644625 " 424,CN,fundamental,对于古井贡酒、海康威视、上汽集团、中国巨石在2023年毛利率的值,计算最低的公司与第二名之间的差距。(单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,18.5149,hard,profitability,(营业收入 - 营业成本) / 营业收入 * 100%,"corporate,year,营业收入,营业成本 古井贡酒,2023,20253526598.02,4239850906.91 海康威视,2023,89341177610.4,49732768547.57 上汽集团,2023,726199110369.74,657301172463.53 中国巨石,2023,14875802391.8,10710222075.86 ","corporate,year,毛利率 上汽集团,2023,9.487472088905614 中国巨石,2023,28.002390770101886 古井贡酒,2023,79.06611035667986 海康威视,2023,44.33387842228226 " 425,CN,fundamental,在中航成飞、中航光电、上港集团、申万宏源中,2018年EBIT利润率最高的那家公司,比第二名高出多少?(单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,7.7133,hard,profitability,(利润总额 + 利息支出) / 营业收入 * 100%,"corporate,year,营业收入,利润总额,财务费用——利息费用 中航成飞,2018,1388338960.54,197233562.84,0.0 中航光电,2018,7816018656.41,1114682363.53,57474712.88 上港集团,2018,38042544621.37,14327764845.94,1523454505.24 申万宏源,2018,15277425925.59,5187264565.62,0.0 ","corporate,year,EBIT利润率 上港集团,2018,41.66708486234052 中航光电,2018,14.996856173682513 中航成飞,2018,14.206441542437535 申万宏源,2018,33.95378639624903 " 426,CN,fundamental,福莱特、招商蛇口、石头科技里,2019年EBIT利润率最低的企业与第二名相差多少?(单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,2.6941,hard,profitability,(利润总额 + 利息支出) / 营业收入 * 100%,"corporate,year,营业收入,利润总额,财务费用——利息费用 福莱特,2019,4806804020.96,862670244.12,65388264.94 招商蛇口,2019,97672181191.74,26123711486.14,5021682731.13 石头科技,2019,4204901983.0,925133097.0,0.0 ","corporate,year,EBIT利润率 招商蛇口,2019,31.88768166867141 石头科技,2019,22.0012999289929 福莱特,2019,19.307184254095112 " 427,CN,fundamental,2023年,在陕西煤业、三花智控、中国人寿中,EBIT利润率最低的公司与第二名之间的差距是多少?(单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,2.4973,hard,profitability,(利润总额 + 利息支出) / 营业收入 * 100%,"corporate,year,营业收入,利润总额,财务费用——利息费用 陕西煤业,2023,181471814714.54,44999935362.54,1035491266.42 三花智控,2023,24557802066.59,3553263492.98,212081658.78 中国人寿,2023,405040000000.0,51988000000.0,0.0 ","corporate,year,EBIT利润率 三花智控,2023,15.332582050910068 中国人寿,2023,12.83527552834288 陕西煤业,2023,25.367810809284595 " 428,CN,fundamental,对于2025年的EBIT利润率,山西焦煤、石头科技、龙芯中科、潞安环能中最低的那家公司领先第二名多少?(单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,75.495,hard,profitability,(利润总额 + 利息支出) / 营业收入 * 100%,"corporate,year,营业收入,利润总额,财务费用——利息费用 山西焦煤,2025,37154856324.57,3211851953.2,899797717.36 石头科技,2025,18694776828.0,1446874526.0,10122182.0 龙芯中科,2025,635320567.72,-445284645.62,348568.67 潞安环能,2025,27820028155.61,1194463075.56,324983126.7 ","corporate,year,EBIT利润率 山西焦煤,2025,11.066251029588889 潞安环能,2025,5.461699009652507 石头科技,2025,7.793603108531315 龙芯中科,2025,-70.03331854134042 " 429,CN,fundamental,对于浪潮信息、复星医药、海大集团、温氏股份、盛美上海在2018年EBIT利润率的值,计算最低的公司与第二名之间的差距。(单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,2.065,hard,profitability,(利润总额 + 利息支出) / 营业收入 * 100%,"corporate,year,营业收入,利润总额,财务费用——利息费用 浪潮信息,2018,46940820299.58,789598514.53,418654368.51 复星医药,2018,24918273561.4,3579592793.0,929657931.27 海大集团,2018,42156628800.11,1766203052.64,189458281.87 温氏股份,2018,57235997041.92,4283728473.93,296126252.81 盛美上海,2018,550269055.81,102831670.32,5047846.77 ","corporate,year,EBIT利润率 复星医药,2018,18.09616028638163 浪潮信息,2018,2.5739918376560853 海大集团,2018,4.639036351276972 温氏股份,2018,8.001703409456965 盛美上海,2018,19.604867101094857 " 430,CN,fundamental,在联影医疗、中微公司、荣盛石化、中航机载中,2024年EBITDA利润率最高的那家公司,比第二名高出多少?(单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,4.5641,hard,profitability,(利润总额 + 利息支出 + 折旧与摊销) / 营业收入 * 100%,"corporate,year,营业收入,利润总额,财务费用——利息费用,固定资产折旧、油气资产折耗、生产性生物资产折旧,无形资产摊销,长期待摊费用摊销 联影医疗,2024,10300104386.97,1351707513.98,9073217.24,257357597.09,154966097.57,12028879.0 中微公司,2024,9065165097.69,1708934664.34,15420779.75,122986156.95,135879497.98,1624212.8 荣盛石化,2024,326475162608.88,1905716668.62,7077035657.42,15044994060.83,185023887.02,45701.13 中航机载,2024,23879725151.63,1308469103.11,270623318.74,1327541244.48,199584847.25,8940267.87 ","corporate,year,EBITDA利润率 中微公司,2024,21.895302406856125 中航机载,2024,13.04520366825647 联影医疗,2024,17.331215663583542 荣盛石化,2024,7.4164343105105255 " 431,CN,fundamental,浪潮信息、中国中冶、深南电路里,2022年EBITDA利润率最高的企业与第二名相差多少?(单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,16.4512,hard,profitability,(利润总额 + 利息支出 + 折旧与摊销) / 营业收入 * 100%,"corporate,year,营业收入,利润总额,财务费用——利息费用,固定资产折旧、油气资产折耗、生产性生物资产折旧,无形资产摊销,长期待摊费用摊销 浪潮信息,2022,69635317095.23,2168206595.74,361944723.03,244648513.64,125923887.33,33816070.47 中国中冶,2022,592669072000.0,15392116000.0,2633074000.0,2961492000.0,897368000.0,72584000.0 深南电路,2022,13992454035.04,1720463891.82,92011499.06,996178284.81,24422199.13,58514124.58 ","corporate,year,EBITDA利润率 中国中冶,2022,3.704703862124258 浪潮信息,2022,4.2141544156349 深南电路,2022,20.66535285489493 " 432,CN,fundamental,2021年,在云南白药、卓胜微、立讯精密、中兴通讯中,EBITDA利润率最高的公司与第二名之间的差距是多少?(单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,40.5329,hard,profitability,(利润总额 + 利息支出 + 折旧与摊销) / 营业收入 * 100%,"corporate,year,营业收入,利润总额,财务费用——利息费用,固定资产折旧、油气资产折耗、生产性生物资产折旧,无形资产摊销,长期待摊费用摊销 云南白药,2021,36373919016.03,3481646183.78,51659540.6,324952261.62,23254860.93,17472685.42 卓胜微,2021,4633570865.7,2414969135.47,165437.72,47490684.84,3134177.84,1784861.09 立讯精密,2021,153946097790.4,8142848949.83,656411767.86,4928152446.2,119810187.02,246064358.16 中兴通讯,2021,114521641000.0,8498926000.0,1481221000.0,2076044000.0,2511827000.0,0.0 ","corporate,year,EBITDA利润率 中兴通讯,2021,12.720755546979982 云南白药,2021,10.719179120159463 卓胜微,2021,53.25362163393231 立讯精密,2021,9.154689798151448 " 433,CN,fundamental,对于2017年的EBITDA利润率,工业富联、金龙鱼、中远海控、上海莱士、格力电器中最低的那家公司领先第二名多少?(单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.6274,hard,profitability,(利润总额 + 利息支出 + 折旧与摊销) / 营业收入 * 100%,"corporate,year,营业收入,利润总额,财务费用——利息费用,固定资产折旧、油气资产折耗、生产性生物资产折旧,无形资产摊销,长期待摊费用摊销 工业富联,2017,354543851000.0,20041268000.0,105882000.0,3686021000.0,0.0,0.0 金龙鱼,2017,150766281000.0,5909753000.0,1319930000.0,1811962000.0,82330000.0,64872000.0 中远海控,2017,90463957861.05,5703035934.32,1994137122.67,2204251853.65,130750530.09,1240959.78 上海莱士,2017,1927748425.11,1004784096.99,70462293.52,118855557.07,24406042.23,8301309.89 格力电器,2017,148286450009.18,26615728682.32,818839384.7,1947939761.97,84703931.72,355828.9 ","corporate,year,EBITDA利润率 上海莱士,2017,63.639491736583665 中远海控,2017,11.091065036001448 工业富联,2017,6.7222068392324195 格力电器,2017,19.8720568115197 金龙鱼,2017,6.094762661154983 " 434,CN,fundamental,对于晶盛机电、中国动力、航发动力在2022年EBITDA利润率的值,计算最低的公司与第二名之间的差距。(单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,4.325,hard,profitability,(利润总额 + 利息支出 + 折旧与摊销) / 营业收入 * 100%,"corporate,year,营业收入,利润总额,财务费用——利息费用,固定资产折旧、油气资产折耗、生产性生物资产折旧,无形资产摊销,长期待摊费用摊销 晶盛机电,2022,10638310339.72,3419090777.16,11042697.77,336257188.37,11985977.0,55416262.72 中国动力,2022,38280145315.05,468947926.95,211661663.59,1149335845.13,133498336.65,28194809.53 航发动力,2022,37097148873.02,1557065684.01,150608102.93,1607734540.94,215511022.74,3606220.33 ","corporate,year,EBITDA利润率 中国动力,2022,5.202797861550904 晶盛机电,2022,36.037611054697855 航发动力,2022,9.527755308226904 " 435,CN,fundamental,在中国铁建、北方华创、山东黄金中,2017年净利率最低的那家公司,比第二名低出多少?(单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.1464,hard,profitability,净利润 / 营业收入 * 100%,"corporate,year,营业收入,净利润 中国铁建,2017,680981127000.0,16919190000.0 北方华创,2017,2222818469.69,167383166.28 山东黄金,2017,51041303382.75,1193391099.75 ","corporate,year,净利率 中国铁建,2017,2.4845314105158747 北方华创,2017,7.530222038479987 山东黄金,2017,2.338088999806616 " 436,CN,fundamental,温氏股份、紫光国微、晶盛机电、古井贡酒、歌尔股份里,2021年净利率最高的企业与第二名相差多少?(单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,8.1476,hard,profitability,净利润 / 营业收入 * 100%,"corporate,year,营业收入,净利润 温氏股份,2021,64954064169.73,-13547621047.51 紫光国微,2021,5342115108.65,1983992310.11 晶盛机电,2021,5961359500.88,1728261798.19 古井贡酒,2021,13269826266.04,2374331639.47 歌尔股份,2021,78221418618.02,4307066484.34 ","corporate,year,净利率 古井贡酒,2021,17.892710815260365 晶盛机电,2021,28.99106819400639 歌尔股份,2021,5.506249516354046 温氏股份,2021,-20.8572338323727 紫光国微,2021,37.1387038609015 " 437,CN,fundamental,2024年,在中国化学、中国建筑、中国海油中,净利率最低的公司与第二名之间的差距是多少?(单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.49,hard,profitability,净利润 / 营业收入 * 100%,"corporate,year,营业收入,净利润 中国化学,2024,185843681886.95,6241871890.11 中国建筑,2024,2187334286000.0,62746463000.0 中国海油,2024,420506000000.0,137982000000.0 ","corporate,year,净利率 中国化学,2024,3.3586677936713354 中国建筑,2024,2.8686270499030617 中国海油,2024,32.813324899050194 " 438,CN,fundamental,对于2023年的净利率,中航沈飞、白云山、中国移动中最低的那家公司领先第二名多少?(单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.8663,hard,profitability,净利润 / 营业收入 * 100%,"corporate,year,营业收入,净利润 中航沈飞,2023,46247778579.66,3009193742.51 白云山,2023,75515403994.78,4259327960.32 中国移动,2023,1009309000000.0,131935000000.0 ","corporate,year,净利率 中国移动,2023,13.07181447901485 中航沈飞,2023,6.506677369004396 白云山,2023,5.640343208141251 " 439,CN,fundamental,对于圣邦股份、中海油服、京东方A、中国人寿、牧原股份在2020年净利率的值,计算最高的公司与第二名之间的差距。(单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,30.2732,hard,profitability,净利润 / 营业收入 * 100%,"corporate,year,营业收入,净利润 圣邦股份,2020,1196546817.33,283586476.92 中海油服,2020,28959198513.0,2718315604.0 京东方A,2020,135552569729.0,4528270416.0 中国人寿,2020,825049000000.0,51373000000.0 牧原股份,2020,56277065607.85,30374769876.15 ","corporate,year,净利率 中国人寿,2020,6.226660477135297 中海油服,2020,9.38670869216124 京东方A,2020,3.340600938110601 圣邦股份,2020,23.700407941646688 牧原股份,2020,53.97362060027713 " 440,CN,fundamental,在广汽集团、海螺水泥、中国东航、三六零中,2025年净资产收益率最高的那家公司,比第二名高出多少?(单位:%;按归属于母公司的计算;所有者权益按期末值计算)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,3.321,hard,profitability,净利润 / 所有者权益 * 100%,"corporate,year,归属于母公司所有者的净利润,归属于母公司所有者权益合计 广汽集团,2025,-8783621243.0,105231532870.0 海螺水泥,2025,8113068470.0,192440369205.0 中国东航,2025,-1633000000.0,37759000000.0 三六零,2025,263013000.0,29392115000.0 ","corporate,year,净资产收益率 三六零,2025,0.8948420350151732 中国东航,2025,-4.324796737201727 广汽集团,2025,-8.34694791897694 海螺水泥,2025,4.215886980219536 " 441,CN,fundamental,金山办公、海尔智家、保利发展里,2023年净资产收益率最高的企业与第二名相差多少?(单位:%;按归属于母公司的计算;所有者权益按期末值计算)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,3.1439,hard,profitability,净利润 / 所有者权益 * 100%,"corporate,year,归属于母公司所有者的净利润,归属于母公司所有者权益合计 金山办公,2023,1317737042.69,9948797727.75 海尔智家,2023,16596615045.87,101265984771.17 保利发展,2023,12067156751.87,198543096879.2 ","corporate,year,净资产收益率 保利发展,2023,6.077852587950739 海尔智家,2023,16.389131141491635 金山办公,2023,13.245188803210464 " 442,CN,fundamental,2018年,在软通动力、潞安环能、宝信软件中,净资产收益率最高的公司与第二名之间的差距是多少?(单位:%;按归属于母公司的计算;所有者权益按期末值计算)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,2.051,hard,profitability,净利润 / 所有者权益 * 100%,"corporate,year,归属于母公司所有者的净利润,归属于母公司所有者权益合计 软通动力,2018,306598915.57,2620341366.79 潞安环能,2018,2346166445.03,24313381479.41 宝信软件,2018,440045018.69,6896797570.37 ","corporate,year,净资产收益率 宝信软件,2018,6.380425323493907 潞安环能,2018,9.649692071902347 软通动力,2018,11.700724167309286 " 443,CN,fundamental,对于2019年的净资产收益率,美的集团、福莱特、大华股份、巨化股份、中国石化中最低的那家公司领先第二名多少?(单位:%;按归属于母公司的计算;所有者权益按期末值计算)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.8181,hard,profitability,净利润 / 所有者权益 * 100%,"corporate,year,归属于母公司所有者的净利润,归属于母公司所有者权益合计 美的集团,2019,24211222000.0,101669163000.0 福莱特,2019,717243708.67,4512888388.0 大华股份,2019,3188144692.55,15643007027.91 巨化股份,2019,899057724.98,12901463602.63 中国石化,2019,57619000000.0,739965000000.0 ","corporate,year,净资产收益率 中国石化,2019,7.786719642145237 大华股份,2019,20.380638369987075 巨化股份,2019,6.968649082548469 福莱特,2019,15.893229501912511 美的集团,2019,23.813731996593695 " 444,CN,fundamental,对于宝信软件、深南电路、包钢股份在2018年净资产收益率的值,计算最低的公司与第二名之间的差距。(单位:%;按归属于母公司的计算;所有者权益按期末值计算)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.0457,hard,profitability,净利润 / 所有者权益 * 100%,"corporate,year,归属于母公司所有者的净利润,归属于母公司所有者权益合计 宝信软件,2018,440045018.69,6896797570.37 深南电路,2018,697252358.02,3722440662.83 包钢股份,2018,3323761818.81,52468957387.79 ","corporate,year,净资产收益率 包钢股份,2018,6.334720536267925 宝信软件,2018,6.380425323493907 深南电路,2018,18.731053660098134 " 445,CN,fundamental,在中国海油、生益科技、星宇股份、恒力石化、德业股份中,2018年总资产收益率最低的那家公司,比第二名低出多少?(单位:%;总资产按期末值计算)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,4.9577,hard,profitability,净利润 / 总资产 * 100%,"corporate,year,净利润,资产合计 中国海油,2018,52675361300.0,686380004000.0 生益科技,2018,1064961688.49,12885924860.59 星宇股份,2018,608270217.39,7248518403.28 恒力石化,2018,3402466578.01,125242461878.59 德业股份,2018,102658502.43,868188975.85 ","corporate,year,总资产收益率 中国海油,2018,7.674372941085854 德业股份,2018,11.824442061072274 恒力石化,2018,2.7167036857741986 星宇股份,2018,8.391648934970682 生益科技,2018,8.264534366074514 " 446,CN,fundamental,牧原股份、招商蛇口、中国船舶里,2024年总资产收益率最高的企业与第二名相差多少?(单位:%;总资产按期末值计算)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,8.81,hard,profitability,净利润 / 总资产 * 100%,"corporate,year,净利润,资产合计 牧原股份,2024,18925044904.25,187648723830.92 招商蛇口,2024,4188901524.85,860308816014.37 中国船舶,2024,5147658157.84,403639151728.16 ","corporate,year,总资产收益率 中国船舶,2024,1.2753119056465585 招商蛇口,2024,0.4869067301037667 牧原股份,2024,10.085357639470184 " 447,CN,fundamental,2023年,在兖矿能源、三环集团、金山办公、东方盛虹中,总资产收益率最高的公司与第二名之间的差距是多少?(单位:%;总资产按期末值计算)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1.7452,hard,profitability,净利润 / 总资产 * 100%,"corporate,year,净利润,资产合计 兖矿能源,2023,27156335000.0,354464336000.0 三环集团,2023,1583150590.62,21826964874.91 金山办公,2023,1314461671.28,13974021307.95 东方盛虹,2023,711193754.07,190214802161.82 ","corporate,year,总资产收益率 三环集团,2023,7.253187054146151 东方盛虹,2023,0.37388980562352425 兖矿能源,2023,7.661231961006086 金山办公,2023,9.406466773685151 " 448,CN,fundamental,对于2017年的总资产收益率,中国石油、紫光国微、江西铜业、时代电气中最高的那家公司领先第二名多少?(单位:%;总资产按期末值计算)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,4.2614,hard,profitability,净利润 / 总资产 * 100%,"corporate,year,净利润,资产合计 中国石油,2017,36788000000.0,2404910000000.0 紫光国微,2017,278733517.72,5207025172.45 江西铜业,2017,1713255816.0,97469815440.0 时代电气,2017,2562210015.0,26649648475.0 ","corporate,year,总资产收益率 中国石油,2017,1.5297038142799524 时代电气,2017,9.614423309949496 江西铜业,2017,1.7577296194375556 紫光国微,2017,5.353028043627661 " 449,CN,fundamental,对于紫光股份、藏格矿业、盐湖股份、拓普集团在2018年总资产收益率的值,计算最低的公司与第二名之间的差距。(单位:%;总资产按期末值计算)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,10.8435,hard,profitability,净利润 / 总资产 * 100%,"corporate,year,净利润,资产合计 紫光股份,2018,2936746562.0,48600910041.36 藏格矿业,2018,850169479.51,8905527973.8 盐湖股份,2018,-3600558912.99,74997357044.98 拓普集团,2018,755321659.21,10900694959.54 ","corporate,year,总资产收益率 拓普集团,2018,6.929114721708293 盐湖股份,2018,-4.8009143986641405 紫光股份,2018,6.04257525116462 藏格矿业,2018,9.546536510931105 " 450,CN,fundamental,在中联重科、中国铁建、领益智造、智飞生物、晶澳科技中,2023年投入资本回报率最高的那家公司,比第二名高出多少?(单位:%;投入资本用期初期末平均值)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,5.9044,hard,profitability,ROIC = NOPAT / 平均投入资本 * 100%;NOPAT = (利润总额 + 利息支出) × (1 - 所得税费用 / 利润总额);投入资本 = 股东权益 + 有息负债(短期借款 + 长期借款 + 应付债券 + 一年内到期非流动负债 + 租赁负债 + 应付利息)- 金融资产(货币资金 + 交易性金融资产 + 其他权益工具投资 + 其他债权投资 + 债权投资 + 衍生金融资产 + 买入返售金融资产),"corporate,year,利润总额,财务费用——利息费用,所得税费用,股东权益合计,短期借款,长期借款,应付债券,一年内到期的非流动负债,租赁负债,应付利息,货币资金,交易性金融资产,其他权益工具投资,其他债权投资,债权投资,衍生金融资产,买入返售金融资产 中联重科,2022,2470660463.84,936568831.28,86022398.65,56975221403.56,6200631040.82,10936951171.44,25337499.98,4990727735.33,355356454.41,0.0,15498545905.21,4010628545.21,2185937691.85,0.0,0.0,0.0,0.0 中联重科,2023,4227560155.81,690702595.56,456638461.05,59167277210.9,5654517982.93,14944417590.31,0.0,1890911644.97,307700152.43,0.0,15870434751.38,1767189362.07,2416787778.64,0.0,0.0,0.0,0.0 中国铁建,2022,37824462000.0,6143183000.0,6030172000.0,385920052000.0,51367562000.0,133415428000.0,28096696000.0,45527795000.0,2451292000.0,0.0,158424810000.0,961298000.0,11940051000.0,4934663000.0,9076297000.0,0.0,0.0 中国铁建,2023,38828152000.0,7459090000.0,6499423000.0,417119773000.0,81839758000.0,165621478000.0,31031549000.0,54468518000.0,4080407000.0,0.0,166957837000.0,1629785000.0,12575571000.0,5115845000.0,6016176000.0,0.0,0.0 领益智造,2022,1998551852.12,356984687.94,408477300.02,17256920161.92,2026569733.73,3825229456.72,0.0,2777852994.67,531910359.32,0.0,2730704346.28,1196523810.09,112733160.0,0.0,0.0,0.0,0.0 领益智造,2023,2521467061.64,348491418.36,474143234.55,18311776243.53,1486671071.34,3986349901.39,0.0,2172793696.83,487465994.29,0.0,3018148324.48,74296656.55,73833600.0,0.0,0.0,0.0,0.0 智飞生物,2022,8718007864.78,53295566.36,1179008167.44,24236212609.17,1784915900.0,210642031.86,0.0,9805279.27,27764877.22,1422016.55,2622063766.18,0.0,284500000.0,0.0,0.0,0.0,0.0 智飞生物,2023,9386873241.53,80996119.13,1279112076.61,31543973774.09,2635483275.35,328080291.01,0.0,46613063.67,25307401.72,0.0,6340512228.61,0.0,295000000.0,0.0,0.0,0.0,0.0 晶澳科技,2022,6316546910.78,441407590.04,776089812.59,30193670627.99,1787142065.32,1776587646.24,0.0,1905042645.7,727474886.18,0.0,12183639319.53,0.0,32500800.0,0.0,0.0,0.0,0.0 晶澳科技,2023,8042818848.91,506284435.17,850459295.18,38004130983.94,978591075.08,1476851872.71,8359739960.81,824307166.77,1153292043.48,0.0,15988433550.07,0.0,99664681.07,0.0,0.0,11847761.02,0.0 ","corporate,year,投入资本回报率 中国铁建,2023,7.532286852137009 中联重科,2023,7.330051234499864 晶澳科技,2023,25.97252254401978 智飞生物,2023,31.87688948432307 领益智造,2023,10.207717170392199 " 451,CN,fundamental,中际旭创、宝钢股份、伊利股份里,2024年投入资本回报率最高的企业与第二名相差多少?(单位:%;投入资本用期初期末平均值)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,23.4803,hard,profitability,ROIC = NOPAT / 平均投入资本 * 100%;NOPAT = (利润总额 + 利息支出) × (1 - 所得税费用 / 利润总额);投入资本 = 股东权益 + 有息负债(短期借款 + 长期借款 + 应付债券 + 一年内到期非流动负债 + 租赁负债 + 应付利息)- 金融资产(货币资金 + 交易性金融资产 + 其他权益工具投资 + 其他债权投资 + 债权投资 + 衍生金融资产 + 买入返售金融资产),"corporate,year,利润总额,财务费用——利息费用,所得税费用,股东权益合计,短期借款,长期借款,应付债券,一年内到期的非流动负债,租赁负债,应付利息,货币资金,交易性金融资产,其他权益工具投资,其他债权投资,债权投资,衍生金融资产,买入返售金融资产 中际旭创,2023,2492463352.08,41900489.99,284813195.68,14774499083.83,62195000.0,318721500.0,0.0,558964976.87,17040189.24,666261.13,3317278482.26,416038794.52,0.0,0.0,0.0,0.0,0.0 中际旭创,2024,6052437364.28,53553117.97,680662225.35,20292841179.23,1425680649.39,606280785.01,0.0,644417035.66,23175094.35,6728512.99,5053805073.94,522545840.41,0.0,0.0,0.0,0.0,0.0 宝钢股份,2023,15085835698.34,1455536119.08,1344919248.12,220137812311.31,3657718543.53,31149492394.84,500000000.0,10061540666.87,5492165156.47,0.0,25966142926.48,7733146.55,992155306.33,0.0,4501255535.48,47733020.89,0.0 宝钢股份,2024,9339252721.6,1516411919.16,771603046.41,220163841711.33,3394355022.42,19237564735.18,5000000000.0,16124308024.47,5450845535.12,0.0,26152377125.8,7336310.68,1010638415.62,0.0,0.0,22583587.88,0.0 伊利股份,2023,11721187786.65,2192827743.5,1436881588.37,57320357442.41,39754855129.21,11705395738.36,3541350000.0,2434948173.82,237516842.72,0.0,43371541992.39,11457348.28,2074350649.68,0.0,0.0,91460984.86,0.0 伊利股份,2024,10126728993.52,1819520437.71,1663018637.87,57007650676.91,36354630548.02,4686530047.22,0.0,9229548555.95,262935213.16,0.0,25404255558.6,6121518.3,2094514752.71,0.0,0.0,528685.31,0.0 ","corporate,year,投入资本回报率 中际旭创,2024,36.839031848515425 伊利股份,2024,13.358748379499694 宝钢股份,2024,4.135174896029447 " 452,CN,fundamental,2022年,在中国核电、中国广核、新奥股份中,投入资本回报率最低的公司与第二名之间的差距是多少?(单位:%;投入资本用期初期末平均值)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.1076,hard,profitability,ROIC = NOPAT / 平均投入资本 * 100%;NOPAT = (利润总额 + 利息支出) × (1 - 所得税费用 / 利润总额);投入资本 = 股东权益 + 有息负债(短期借款 + 长期借款 + 应付债券 + 一年内到期非流动负债 + 租赁负债 + 应付利息)- 金融资产(货币资金 + 交易性金融资产 + 其他权益工具投资 + 其他债权投资 + 债权投资 + 衍生金融资产 + 买入返售金融资产),"corporate,year,利润总额,财务费用——利息费用,所得税费用,股东权益合计,短期借款,长期借款,应付债券,一年内到期的非流动负债,租赁负债,应付利息,货币资金,交易性金融资产,其他权益工具投资,其他债权投资,债权投资,衍生金融资产,买入返售金融资产 中国核电,2021,16836617583.99,7656208796.95,2504711729.81,125555427281.95,7530696658.38,176610972199.88,13781274969.58,32140053008.07,2893341029.98,0.0,13064063055.43,0.0,0.0,0.0,52579000.0,0.0,0.0 中国核电,2022,19569774848.11,7640989321.4,3246915644.4,147961121740.26,15364517114.47,208511267907.01,8999285988.37,23419187470.4,2789770519.36,0.0,16161671502.14,1907551.66,0.0,0.0,50631184.72,0.0,0.0 中国广核,2021,18165985817.29,7132079811.79,2442175526.17,150950296902.06,16374993758.88,155921820998.03,5988041567.89,22719658250.53,692172850.27,0.0,15827729811.43,0.0,590195970.13,0.0,37739834.23,0.0,0.0 中国广核,2022,18700132726.93,6465851164.62,3458594950.96,157932951925.93,11930482045.91,160074949905.97,4492066733.52,21370443527.73,651291464.61,0.0,14840775400.46,0.0,569823570.13,0.0,48917096.53,0.0,0.0 新奥股份,2021,14166910000.0,1225310000.0,3042750000.0,48383380000.0,7972340000.0,8956230000.0,9840960000.0,7842550000.0,323250000.0,0.0,11506040000.0,155100000.0,272780000.0,0.0,2930000.0,2816280000.0,0.0 新奥股份,2022,14676790000.0,1371660000.0,3602720000.0,51562220000.0,7560230000.0,12112180000.0,14377730000.0,1949330000.0,309770000.0,0.0,9238090000.0,25600000.0,254980000.0,0.0,0.0,2896630000.0,0.0 ","corporate,year,投入资本回报率 中国广核,2022,6.0578892163532005 中国核电,2022,6.165523414634159 新奥股份,2022,16.81555553851047 " 453,CN,fundamental,对于2025年的投入资本回报率,四川路桥、陕西煤业、中油资本、兖矿能源中最高的那家公司领先第二名多少?(单位:%;投入资本用期初期末平均值)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,52.1364,hard,profitability,ROIC = NOPAT / 平均投入资本 * 100%;NOPAT = (利润总额 + 利息支出) × (1 - 所得税费用 / 利润总额);投入资本 = 股东权益 + 有息负债(短期借款 + 长期借款 + 应付债券 + 一年内到期非流动负债 + 租赁负债 + 应付利息)- 金融资产(货币资金 + 交易性金融资产 + 其他权益工具投资 + 其他债权投资 + 债权投资 + 衍生金融资产 + 买入返售金融资产),"corporate,year,利润总额,财务费用——利息费用,所得税费用,股东权益合计,短期借款,长期借款,应付债券,一年内到期的非流动负债,租赁负债,应付利息,货币资金,交易性金融资产,其他权益工具投资,其他债权投资,债权投资,衍生金融资产,买入返售金融资产 四川路桥,2024,9155041545.74,2973341682.92,1790483014.67,50659800991.25,846315584.96,52656794049.92,3698010632.81,12721780968.52,118761438.73,0.0,20776122120.1,19252858.0,8699518289.49,0.0,0.0,0.0,0.0 四川路桥,2025,9360479595.2,2332952892.59,1900994885.05,55878472578.16,942827395.68,58604569742.88,6396158402.78,9569794755.98,72685914.14,0.0,26233117998.5,25965534.63,12032356787.33,0.0,0.0,0.0,0.0 陕西煤业,2024,43835613323.87,860303301.9,7278359234.36,128646907756.6,1931796323.23,13874859276.08,0.0,2656987245.46,260103643.81,62719193.32,29701196404.91,5401621747.85,1731669270.7,0.0,0.0,0.0,0.0 陕西煤业,2025,32337314938.72,482863640.23,5728227492.38,137407429775.23,1638732172.02,19822081010.44,0.0,3768077125.05,362547312.91,55000000.0,31797840554.32,2052961058.52,1635346270.7,0.0,0.0,0.0,0.0 中油资本,2024,13484693996.28,70939209.51,3584657850.95,186304639355.3,43999156925.51,9134919081.03,8542862799.67,166593244.96,111526336.67,0.0,37691599665.57,57742897936.82,16645526701.76,50781905295.14,60733815117.01,276384188.21,11560641193.7 中油资本,2025,10799970026.04,147131756.05,1683059029.32,191703563855.43,48075389186.98,5380854366.06,12199469948.07,4161425794.68,159923157.73,0.0,35334871614.82,65162751905.18,12942255701.67,67540324166.07,51061821217.69,8205643.8,17753423836.28 兖矿能源,2024,28826542000.0,4407581000.0,6760688000.0,149620852000.0,8892716000.0,63659263000.0,15973544000.0,33592373000.0,344824000.0,0.0,41078591000.0,166772000.0,529280000.0,0.0,63999000.0,0.0,0.0 兖矿能源,2025,18425048000.0,4095650000.0,4199347000.0,171096833000.0,20958181000.0,57099723000.0,22964152000.0,32074029000.0,425643000.0,0.0,37428025000.0,256537000.0,529761000.0,0.0,71761000.0,0.0,0.0 ","corporate,year,投入资本回报率 中油资本,2025,74.8150203183641 兖矿能源,2025,7.003093656467928 四川路桥,2025,10.108105718088394 陕西煤业,2025,22.67859226393102 " 454,CN,fundamental,对于招商公路、藏格矿业、浙能电力在2025年投入资本回报率的值,计算最高的公司与第二名之间的差距。(单位:%;投入资本用期初期末平均值)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,21.3234,hard,profitability,ROIC = NOPAT / 平均投入资本 * 100%;NOPAT = (利润总额 + 利息支出) × (1 - 所得税费用 / 利润总额);投入资本 = 股东权益 + 有息负债(短期借款 + 长期借款 + 应付债券 + 一年内到期非流动负债 + 租赁负债 + 应付利息)- 金融资产(货币资金 + 交易性金融资产 + 其他权益工具投资 + 其他债权投资 + 债权投资 + 衍生金融资产 + 买入返售金融资产),"corporate,year,利润总额,财务费用——利息费用,所得税费用,股东权益合计,短期借款,长期借款,应付债券,一年内到期的非流动负债,租赁负债,应付利息,货币资金,交易性金融资产,其他权益工具投资,其他债权投资,债权投资,衍生金融资产,买入返售金融资产 招商公路,2024,6418196812.34,1840464426.97,482056401.49,88781850494.34,2443192965.85,38349286765.94,9500000000.0,7124895217.05,149922713.2,0.0,9249724836.53,0.0,887816298.9,0.0,0.0,0.0,0.0 招商公路,2025,5640193566.67,1546063269.82,533421764.06,91631266021.44,920619426.73,36936423698.87,11503964794.51,5042601571.13,112792035.16,0.0,10074028504.63,0.0,1236254386.27,0.0,0.0,0.0,0.0 藏格矿业,2024,2708528965.76,4077771.03,139255274.32,13846960638.38,20000000.0,0.0,0.0,8368798.51,6771356.66,0.0,887987569.99,159216834.47,138890000.0,0.0,0.0,0.0,0.0 藏格矿业,2025,4055322495.43,18805450.47,218058785.86,16215341911.0,0.0,230291416.67,0.0,4243322.78,6615614.69,0.0,1971890185.74,314498978.06,132240000.0,0.0,238250425.0,0.0,0.0 浙能电力,2024,10041540398.71,1384288107.0,1142931758.39,86838966302.78,10774025478.39,27356749518.55,0.0,7842559005.55,2204719306.0,0.0,16232092771.66,145175426.49,8864485389.6,0.0,0.0,0.0,0.0 浙能电力,2025,9079644883.05,1241516713.01,1440452098.27,89871643186.27,11738757469.92,25137149980.23,0.0,8477278448.83,2828746187.63,0.0,14681292892.22,144239611.52,9661842267.02,0.0,0.0,0.0,0.0 ","corporate,year,投入资本回报率 招商公路,2025,4.801062695716296 浙能电力,2025,7.776207074806465 藏格矿业,2025,29.099587840975154 " 455,CN,fundamental,在天赐材料、领益智造、天孚通信、澜起科技中,2025年存货周转天数最低的那家公司,比第二名低出多少?(存货用期初期末平均值;一年按365天计算)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,12.9506,hard,operational efficiency,平均存货 / 营业成本 * 365,"corporate,year,营业成本,存货 天赐材料,2024,10154135596.71,1363690318.78 天赐材料,2025,12946736447.91,1619109691.52 领益智造,2024,37279852080.03,5859233677.83 领益智造,2025,43301912696.09,7189891213.02 天孚通信,2024,1391184704.84,350132322.01 天孚通信,2025,2377104884.16,457195929.7 澜起科技,2024,1523614938.54,352196407.33 澜起科技,2025,2060961088.35,896135474.27 ","corporate,year,存货周转天数 天孚通信,2025,61.98187001291691 天赐材料,2025,42.04619473563368 澜起科技,2025,110.54093630384479 领益智造,2025,54.996769064087154 " 456,CN,fundamental,北方稀土、龙芯中科、今世缘、德业股份里,2019年存货周转天数最低的企业与第二名相差多少?(存货用期初期末平均值;一年按365天计算)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,179.709,hard,operational efficiency,平均存货 / 营业成本 * 365,"corporate,year,营业成本,存货 北方稀土,2018,11931892548.42,9565792635.96 北方稀土,2019,16029297754.29,9334821182.12 龙芯中科,2018,72172960.88,93670643.61 龙芯中科,2019,207414977.91,152493367.78 今世缘,2018,1013543618.65,1967615543.22 今世缘,2019,1325123027.81,2150912374.89 德业股份,2018,1366292779.29,199707204.45 德业股份,2019,2026146599.56,194221274.06 ","corporate,year,存货周转天数 今世缘,2019,567.2162729654458 北方稀土,2019,215.1910878863318 德业股份,2019,35.482105462500655 龙芯中科,2019,216.5944452582807 " 457,CN,fundamental,2025年,在海光信息、中煤能源、纳思达、宁沪高速中,存货周转天数最低的公司与第二名之间的差距是多少?(存货用期初期末平均值;一年按365天计算)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,24.7997,hard,operational efficiency,平均存货 / 营业成本 * 365,"corporate,year,营业成本,存货 海光信息,2024,3324009349.21,5425282266.87 海光信息,2025,6062959699.77,6406063056.89 中煤能源,2024,142311671000.0,7743353000.0 中煤能源,2025,107357222000.0,6995004000.0 纳思达,2024,17891054250.01,6232625939.37 纳思达,2025,11665094965.44,4585870461.14 宁沪高速,2024,17101001522.62,1999541489.81 宁沪高速,2025,14188011306.93,1876223486.59 ","corporate,year,存货周转天数 中煤能源,2025,25.054207834289898 宁沪高速,2025,49.853858507112456 海光信息,2025,356.13308161492654 纳思达,2025,169.25499526086395 " 458,CN,fundamental,对于2025年的存货周转天数,中国神华、昆仑万维、东方盛虹中最高的那家公司领先第二名多少?(存货用期初期末平均值;一年按365天计算)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,31.8567,hard,operational efficiency,平均存货 / 营业成本 * 365,"corporate,year,营业成本,存货 中国神华,2024,223923000000.0,12666000000.0 中国神华,2025,191465000000.0,11850000000.0 昆仑万维,2024,1497047137.5,0.0 昆仑万维,2025,2573623637.07,15310866.38 东方盛虹,2024,126062118131.07,16873219225.01 东方盛虹,2025,112064001076.77,17037492920.06 ","corporate,year,存货周转天数 东方盛虹,2025,55.22473682012899 中国神华,2025,23.36808293944063 昆仑万维,2025,1.0857194012762323 " 459,CN,fundamental,对于中国中车、洛阳钼业、合盛硅业在2019年存货周转天数的值,计算最低的公司与第二名之间的差距。(存货用期初期末平均值;一年按365天计算)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,44.0634,hard,operational efficiency,平均存货 / 营业成本 * 365,"corporate,year,营业成本,存货 中国中车,2018,170526021000.0,55121500000.0 中国中车,2019,176149897000.0,60833768000.0 洛阳钼业,2018,16180247120.46,6615914805.21 洛阳钼业,2019,65605691676.4,20730673736.79 合盛硅业,2018,6552722783.1,2422767802.33 合盛硅业,2019,6452150110.91,2448543379.68 ","corporate,year,存货周转天数 中国中车,2019,120.135389065825 合盛硅业,2019,137.78574202940237 洛阳钼业,2019,76.07194256150642 " 460,CN,fundamental,在青岛港、中国交建、时代电气中,2025年应收账款周转天数最高的那家公司,比第二名高出多少?(使用应收票据及应收账款,用期初期末平均值;一年按365天计算)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,131.2134,hard,operational efficiency,平均应收票据及应收账款 / 营业收入 * 365,"corporate,year,营业收入,应收票据及应收账款 青岛港,2024,18940998482.0,2125280395.0 青岛港,2025,18806323315.0,1998224189.0 中国交建,2024,771944258710.0,139770929904.0 中国交建,2025,731108751343.0,159575537423.0 时代电气,2024,24908937548.0,14836974169.0 时代电气,2025,28702700063.0,17551708071.0 ","corporate,year,应收账款周转天数 中国交建,2025,74.7231245513398 时代电气,2025,205.9365319578297 青岛港,2025,40.015242425390575 " 461,CN,fundamental,中国海油、中国能建、南山铝业、海康威视、龙芯中科里,2020年应收账款周转天数最高的企业与第二名相差多少?(使用应收票据及应收账款,用期初期末平均值;一年按365天计算)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,55.0584,hard,operational efficiency,平均应收票据及应收账款 / 营业收入 * 365,"corporate,year,营业收入,应收票据及应收账款 中国海油,2019,233198556200.0,24794144300.0 中国海油,2020,155372671400.0,18982421800.0 中国能建,2019,246916789106.26,52727303125.69 中国能建,2020,270327662000.0,59677982000.0 南山铝业,2019,21509009121.49,2765972822.78 南山铝业,2020,22298992578.49,3646812209.44 海康威视,2019,57658110065.22,22281163989.3 海康威视,2020,63503450891.78,23282633422.05 龙芯中科,2019,485629263.56,118537241.83 龙芯中科,2020,1082320993.24,325890274.65 ","corporate,year,应收账款周转天数 中国海油,2020,51.419746093456176 中国能建,2020,75.88555452914923 南山铝业,2020,52.483683478556515 海康威视,2020,130.94395518350854 龙芯中科,2020,74.93897121481282 " 462,CN,fundamental,2024年,在卓胜微、中国动力、片仔癀、长电科技中,应收账款周转天数最低的公司与第二名之间的差距是多少?(使用应收票据及应收账款,用期初期末平均值;一年按365天计算)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,13.6528,hard,operational efficiency,平均应收票据及应收账款 / 营业收入 * 365,"corporate,year,营业收入,应收票据及应收账款 卓胜微,2023,4378236624.12,518116770.1 卓胜微,2024,4486931811.79,578978664.35 中国动力,2023,45102804284.07,18556939215.18 中国动力,2024,51696616588.62,17858281464.0 片仔癀,2023,10058497338.92,968483508.82 片仔癀,2024,10787863091.37,862208520.28 长电科技,2023,29660960881.35,4184804015.74 长电科技,2024,35961679888.59,5795364187.75 ","corporate,year,应收账款周转天数 中国动力,2024,128.55343758441026 卓胜微,2024,44.62290161419904 片仔癀,2024,30.970108953090254 长电科技,2024,50.64782020138099 " 463,CN,fundamental,对于2018年的应收账款周转天数,长电科技、华东医药、潞安环能、软通动力中最高的那家公司领先第二名多少?(使用应收票据及应收账款,用期初期末平均值;一年按365天计算)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,60.5452,hard,operational efficiency,平均应收票据及应收账款 / 营业收入 * 365,"corporate,year,营业收入,应收票据及应收账款 长电科技,2017,23855512379.95,2978682403.98 长电科技,2018,23856487366.62,2870705708.89 华东医药,2017,27831823148.07,5850896964.15 华东医药,2018,30663374326.27,6272866055.1 潞安环能,2017,23543556034.52,16151951463.84 潞安环能,2018,26682190404.55,11417186611.22 软通动力,2017,7008791219.53,2512260961.47 软通动力,2018,8139253067.76,3197318450.46 ","corporate,year,应收账款周转天数 华东医药,2018,72.15731469962691 潞安环能,2018,188.56651655706915 软通动力,2018,128.02135945430098 长电科技,2018,44.747297210755335 " 464,CN,fundamental,对于上海机场、恒瑞医药、中国石化在2017年应收账款周转天数的值,计算最高的公司与第二名之间的差距。(使用应收票据及应收账款,用期初期末平均值;一年按365天计算)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,50.366,hard,operational efficiency,平均应收票据及应收账款 / 营业收入 * 365,"corporate,year,营业收入,应收票据及应收账款 上海机场,2016,6951474481.18,1029260090.05 上海机场,2017,8062379029.93,1188793935.53 恒瑞医药,2016,11093724121.18,3447299668.32 恒瑞医药,2017,13835629369.98,4177376321.82 中国石化,2016,1930911000000.0,63486000000.0 中国石化,2017,2360193000000.0,84701000000.0 ","corporate,year,应收账款周转天数 上海机场,2017,50.20786769830946 中国石化,2017,11.45843899206548 恒瑞医药,2017,100.57391181783021 " 465,CN,fundamental,在北新建材、华能国际、福莱特、青岛港、广汽集团中,2025年应付账款周转天数最高的那家公司,比第二名高出多少?(使用应付票据及应付账款,用期初期末平均值;一年按365天计算)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,6.4415,hard,operational efficiency,平均应付票据及应付账款 / 营业成本 * 365,"corporate,year,营业成本,应付票据及应付账款 北新建材,2024,18106329058.39,2348866261.63 北新建材,2025,17995772075.36,2890093792.9 华能国际,2024,208363182422.0,19174888119.0 华能国际,2025,186990711967.0,21295391819.0 福莱特,2024,15787606518.28,4898265865.84 福莱特,2025,12934724797.63,4115244455.93 青岛港,2024,12227050017.0,2098797541.0 青岛港,2025,11911816346.0,1795009297.0 广汽集团,2024,100599931912.0,35495774585.0 广汽集团,2025,96935014040.0,28631578907.0 ","corporate,year,应付账款周转天数 北新建材,2025,53.1297132430812 华能国际,2025,39.49835802533575 广汽集团,2025,120.73286549956742 福莱特,2025,127.17438209620266 青岛港,2025,59.65670786837028 " 466,CN,fundamental,中国动力、保利发展、华东医药里,2025年应付账款周转天数最低的企业与第二名相差多少?(使用应付票据及应付账款,用期初期末平均值;一年按365天计算)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,42.6474,hard,operational efficiency,平均应付票据及应付账款 / 营业成本 * 365,"corporate,year,营业成本,应付票据及应付账款 中国动力,2024,44042504140.9,18849617989.29 中国动力,2025,48031816022.46,16821445845.86 保利发展,2024,268259816732.83,145837633871.33 保利发展,2025,268856981959.45,126954137727.31 华东医药,2024,27988547185.82,7044456734.27 华东医药,2025,29499479451.02,7969901859.1 ","corporate,year,应付账款周转天数 中国动力,2025,135.534520428517 保利发展,2025,185.1709334603052 华东医药,2025,92.88707781571651 " 467,CN,fundamental,2021年,在中国电信、铜陵有色、中国卫通、海康威视中,应付账款周转天数最低的公司与第二名之间的差距是多少?(使用应付票据及应付账款,用期初期末平均值;一年按365天计算)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,21.5911,hard,operational efficiency,平均应付票据及应付账款 / 营业成本 * 365,"corporate,year,营业成本,应付票据及应付账款 中国电信,2020,272195547456.69,107577826551.4 中国电信,2021,307334882620.92,114893639943.27 铜陵有色,2020,95069345509.91,10065323938.48 铜陵有色,2021,123434991691.81,9166170475.18 中国卫通,2020,1733559444.2,180942824.9 中国卫通,2021,1645284373.76,270046091.54 海康威视,2020,33957697857.73,14630805020.04 海康威视,2021,45329400332.65,17229693364.46 ","corporate,year,应付账款周转天数 中国卫通,2021,50.02507685781135 中国电信,2021,132.10684803832157 海康威视,2021,128.27306146786006 铜陵有色,2021,28.433977127458455 " 468,CN,fundamental,对于2018年的应付账款周转天数,新易盛、恒生电子、片仔癀、北方华创、福耀玻璃中最高的那家公司领先第二名多少?(使用应付票据及应付账款,用期初期末平均值;一年按365天计算)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,110.3018,hard,operational efficiency,平均应付票据及应付账款 / 营业成本 * 365,"corporate,year,营业成本,应付票据及应付账款 新易盛,2017,666784761.79,179248910.39 新易盛,2018,611693291.19,159526876.39 恒生电子,2017,89757267.86,43383288.29 恒生电子,2018,94458657.55,135047896.52 片仔癀,2017,2107192833.13,222098725.22 片仔癀,2018,2744358014.44,250094018.58 北方华创,2017,1409548683.35,1063267121.17 北方华创,2018,2048305426.87,1567972739.14 福耀玻璃,2017,10712611816.0,2401097118.0 福耀玻璃,2018,11603054947.0,2465349981.0 ","corporate,year,应付账款周转天数 北方华创,2018,234.43831579373733 恒生电子,2018,344.74014423281415 新易盛,2018,101.07447960900693 片仔癀,2018,31.40085050495297 福耀玻璃,2018,76.54247951287411 " 469,CN,fundamental,对于宝丰能源、中国广核、晶澳科技、山西汾酒在2025年应付账款周转天数的值,计算最低的公司与第二名之间的差距。(使用应付票据及应付账款,用期初期末平均值;一年按365天计算)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,133.5327,hard,operational efficiency,平均应付票据及应付账款 / 营业成本 * 365,"corporate,year,营业成本,应付票据及应付账款 宝丰能源,2024,22050165282.59,1489153928.55 宝丰能源,2025,30784448772.5,2409435150.65 中国广核,2024,49395836080.96,27265403775.92 中国广核,2025,51478963727.86,26923002849.87 晶澳科技,2024,66979216270.41,24159708662.19 晶澳科技,2025,50161114115.39,18894966688.96 山西汾酒,2024,8569676942.47,4586642761.94 山西汾酒,2025,9736672076.79,4217501613.9 ","corporate,year,应付账款周转天数 中国广核,2025,192.10534737035937 宝丰能源,2025,23.112075587644828 山西汾酒,2025,165.02110124679456 晶澳科技,2025,156.64481122786924 " 470,CN,fundamental,在中国能建、招商公路、立讯精密、豪威集团、上港集团中,2024年营业周期最高的那家公司,比第二名高出多少?(计算应收账款周转天数时,使用应收票据及应收账款;存货和应收票据及应收账款都用期初期末平均值;一年按365天计算)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,28.0145,hard,operational efficiency,存货周转天数 + 应收账款周转天数,"corporate,year,营业成本,存货,营业收入,应收票据及应收账款 中国能建,2023,354726606000.0,67957770000.0,406031848000.0,83447301000.0 中国能建,2024,382529764000.0,74877095000.0,436712757000.0,89428635000.0 招商公路,2023,6134765286.55,367486951.61,9731355008.25,1895973595.38 招商公路,2024,8378269809.08,338706278.75,12711004049.53,1739920473.2 立讯精密,2023,205041300458.59,29757930319.35,231905459829.83,23765555238.13 立讯精密,2024,240809417980.59,31702675549.03,268794737612.58,32910872432.24 豪威集团,2023,16446397811.26,6321611109.99,21020641622.86,4056901150.48 豪威集团,2024,18154402520.87,6956198221.34,25730639138.12,3988335100.83 上港集团,2023,23506847972.95,10282280266.54,37551570005.56,2826045063.11 上港集团,2024,24583672965.35,7457725799.07,38116972285.82,3613142659.64 ","corporate,year,营业周期 上港集团,2024,162.52531913523543 中国能建,2024,140.38862419466076 招商公路,2024,67.58553486206024 立讯精密,2024,85.05942212089903 豪威集团,2024,190.53981603289205 " 471,CN,fundamental,华域汽车、山东黄金、康龙化成里,2024年营业周期最低的企业与第二名相差多少?(计算应收账款周转天数时,使用应收票据及应收账款;存货和应收票据及应收账款都用期初期末平均值;一年按365天计算)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,72.9228,hard,operational efficiency,存货周转天数 + 应收账款周转天数,"corporate,year,营业成本,存货,营业收入,应收票据及应收账款 华域汽车,2023,146444120598.04,22813266822.19,168594051304.15,40011036602.9 华域汽车,2024,149019701336.97,21285282137.26,169603589952.76,46639717476.45 山东黄金,2023,49436660022.73,8848047161.2,59275274514.67,713175025.18 山东黄金,2024,68902025733.03,6819745616.21,82517993538.3,616935590.71 康龙化成,2023,7413512033.14,1013079365.83,11537996314.78,2242153239.78 康龙化成,2024,8072643718.49,1116665159.58,12275774875.03,2413629026.39 ","corporate,year,营业周期 华域汽车,2024,147.2457337517885 山东黄金,2024,44.44082613301324 康龙化成,2024,117.36361317068685 " 472,CN,fundamental,2020年,在南方航空、分众传媒、卓胜微、新希望中,营业周期最高的公司与第二名之间的差距是多少?(计算应收账款周转天数时,使用应收票据及应收账款;存货和应收票据及应收账款都用期初期末平均值;一年按365天计算)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,66.6108,hard,operational efficiency,存货周转天数 + 应收账款周转天数,"corporate,year,营业成本,存货,营业收入,应收票据及应收账款 南方航空,2019,135668000000.0,1893000000.0,154322000000.0,3198000000.0 南方航空,2020,94903000000.0,1760000000.0,92561000000.0,2556000000.0 分众传媒,2019,6649604127.87,4190856.88,12135948050.91,4169529889.65 分众传媒,2020,4446949111.19,4568164.6,12097106052.76,3618913011.41 卓胜微,2019,718905369.51,366108599.0,1512394554.11,378300083.87 卓胜微,2020,1323356287.55,632164172.43,2792147535.48,337712320.52 新希望,2019,72150061066.97,9307812126.89,82050539486.67,958141417.72 新希望,2020,98175150554.22,15649735402.26,109825224396.56,890456970.83 ","corporate,year,营业周期 分众传媒,2020,117.85788322806332 卓胜微,2020,184.46864475057853 南方航空,2020,18.369782846827984 新希望,2020,49.46602117188404 " 473,CN,fundamental,对于2018年的营业周期,海尔智家、中国联通、大全能源中最高的那家公司领先第二名多少?(计算应收账款周转天数时,使用应收票据及应收账款;存货和应收票据及应收账款都用期初期末平均值;一年按365天计算)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,25.0037,hard,operational efficiency,存货周转天数 + 应收账款周转天数,"corporate,year,营业成本,存货,营业收入,应收票据及应收账款 海尔智家,2017,112607222004.03,22537617217.87,163428825488.56,25924283460.99 海尔智家,2018,130455086874.95,22410973571.32,184108481959.27,24833685135.95 中国联通,2017,206976717931.0,2238565451.0,274828946271.0,18612629753.0 中国联通,2018,213585637513.0,2388327329.0,290876776866.0,18206026524.0 大全能源,2017,1196225177.23,138452688.97,2201388649.24,564715682.91 大全能源,2018,1340966140.41,140742522.43,1993708983.68,529931059.97 ","corporate,year,营业周期 中国联通,2018,27.0540063834345 大全能源,2018,138.1990254272779 海尔智家,2018,113.19529812833667 " 474,CN,fundamental,对于顺丰控股、德业股份、传音控股、长江电力、洋河股份在2022年营业周期的值,计算最高的公司与第二名之间的差距。(计算应收账款周转天数时,使用应收票据及应收账款;存货和应收票据及应收账款都用期初期末平均值;一年按365天计算)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,740.8703,hard,operational efficiency,存货周转天数 + 应收账款周转天数,"corporate,year,营业成本,存货,营业收入,应收票据及应收账款 顺丰控股,2021,181548507000.0,1546821000.0,207186647000.0,30759013000.0 顺丰控股,2022,234072360000.0,1948354000.0,267490414000.0,25796677000.0 德业股份,2021,3211397219.6,455928985.24,4167929962.44,275818878.55 德业股份,2022,3690372469.13,865454605.18,5955519968.69,558605243.13 传音控股,2021,38888504915.53,7578806537.23,49411901654.03,1230295045.93 传音控股,2022,36659389078.46,6083865190.42,46595902507.63,1287383694.85 长江电力,2021,21113077634.36,470031320.31,55646253991.83,3768783444.57 长江电力,2022,29524219483.64,567385580.82,68863128424.25,15227946749.37 洋河股份,2021,6255397564.1,16803093441.81,25350178204.45,665097278.19 洋河股份,2022,7645533264.72,17729258966.54,30104896186.7,571147622.78 ","corporate,year,营业周期 传音控股,2022,77.87721823476606 德业股份,2022,90.91634551095596 洋河股份,2022,831.7866007919189 长江电力,2022,56.75749446465985 顺丰控股,2022,41.31120092089381 " 475,CN,fundamental,在海南机场、青岛港、天孚通信、赛轮轮胎中,2020年现金周转期最高的那家公司,比第二名高出多少?(计算应收账款周转天数时,使用应收票据及应收账款;计算应付账款周转天数时,使用应付票据及应付账款;存货、应收票据及应收账款和应付票据及应付账款都用期初期末平均值;一年按365天计算)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,955.8047,hard,operational efficiency,存货周转天数 + 应收账款周转天数 - 应付账款周转天数,"corporate,year,营业成本,存货,营业收入,应收票据及应收账款,应付票据及应付账款 海南机场,2019,7341823550.43,24125027684.09,11529506164.31,3158240067.91,7773342553.75 海南机场,2020,4373270721.15,12835911633.01,6319139499.54,2312420676.29,6880344359.76 青岛港,2019,8178690909.0,208760886.0,12164080973.0,2426941205.0,2576435866.0 青岛港,2020,8487597332.0,137327278.0,13219413890.0,3034936367.0,2087471321.0 天孚通信,2019,250149609.78,75097552.57,522930856.11,230000457.16,102990669.11 天孚通信,2020,412293677.55,173104039.75,873449245.94,343755756.81,115371708.93 赛轮轮胎,2019,11216100576.51,2229460621.15,15127839306.07,1566437344.81,3255124510.28 赛轮轮胎,2020,11213842927.87,2656272064.12,15404989184.81,1890349738.35,5163831755.29 ","corporate,year,现金周转期 天孚通信,2020,133.08981642641055 海南机场,2020,1088.8945478977425 赛轮轮胎,2020,-16.549641572399736 青岛港,2020,-17.437887653180724 " 476,CN,fundamental,陕西煤业、长城汽车、康龙化成、泸州老窖里,2024年现金周转期最低的企业与第二名相差多少?(计算应收账款周转天数时,使用应收票据及应收账款;计算应付账款周转天数时,使用应付票据及应付账款;存货、应收票据及应收账款和应付票据及应付账款都用期初期末平均值;一年按365天计算)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,41.9568,hard,operational efficiency,存货周转天数 + 应收账款周转天数 - 应付账款周转天数,"corporate,year,营业成本,存货,营业收入,应收票据及应收账款,应付票据及应付账款 陕西煤业,2023,113728336368.16,3000781096.64,181471814714.54,4963313105.45,23723517515.1 陕西煤业,2024,123950818253.62,4144235193.6,184144845071.05,4729792923.4,22488665046.89 长城汽车,2023,141772092554.01,26627754349.95,173212076757.97,10144955455.52,68486441372.02 长城汽车,2024,162751816682.81,25440034524.55,202193779642.49,9638152765.79,79651589383.67 康龙化成,2023,7413512033.14,1013079365.83,11537996314.78,2242153239.78,412220642.83 康龙化成,2024,8072643718.49,1116665159.58,12275774875.03,2413629026.39,477089050.2 泸州老窖,2023,3537151403.15,11622043947.46,30233301388.26,17461378.98,2357223733.21 泸州老窖,2024,3888116183.93,13392794475.96,31196248208.33,11022302.31,1844497206.78 ","corporate,year,现金周转期 康龙化成,2024,97.25879687534646 泸州老窖,2024,977.090612244847 长城汽车,2024,-89.87110978809486 陕西煤业,2024,-47.91433758679127 " 477,CN,fundamental,2024年,在华大九天、芒果超媒、三峡能源、生益科技、中国建筑中,现金周转期最高的公司与第二名之间的差距是多少?(计算应收账款周转天数时,使用应收票据及应收账款;计算应付账款周转天数时,使用应付票据及应付账款;存货、应收票据及应收账款和应付票据及应付账款都用期初期末平均值;一年按365天计算)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,62.3272,hard,operational efficiency,存货周转天数 + 应收账款周转天数 - 应付账款周转天数,"corporate,year,营业成本,存货,营业收入,应收票据及应收账款,应付票据及应付账款 华大九天,2023,62801707.38,48137645.0,1010402077.64,301071948.42,37188855.0 华大九天,2024,81814469.55,53773576.03,1222354443.47,687145888.26,48815214.56 芒果超媒,2023,9803006894.94,1717435689.33,14628016301.84,3531443370.15,6926146960.0 芒果超媒,2024,9991679957.84,1331578160.36,14079689573.23,4542340242.81,7202573677.99 三峡能源,2023,11896062527.51,355279692.1,26501574113.98,36737568210.63,26465379548.91 三峡能源,2024,14081009502.84,469932110.67,29717044357.67,44794189111.1,28914409059.64 生益科技,2023,13403980885.88,4271232412.18,16586072808.8,5531331708.82,3879835033.41 生益科技,2024,15895327928.2,5119492461.54,20388330213.56,7313487705.72,5012466263.49 中国建筑,2023,2042723831000.0,796342895000.0,2265529244000.0,260311823000.0,700728025000.0 中国建筑,2024,1971708426000.0,772168289000.0,2187334286000.0,319472174000.0,844191697000.0 ","corporate,year,现金周转期 三峡能源,2024,-206.35905441853885 中国建筑,2024,50.55782498057701 华大九天,2024,183.02632431162434 生益科技,2024,120.69911513062145 芒果超媒,2024,-97.72117778181922 " 478,CN,fundamental,对于2017年的现金周转期,中国中铁、龙佰集团、山东黄金、科伦药业中最低的那家公司领先第二名多少?(计算应收账款周转天数时,使用应收票据及应收账款;计算应付账款周转天数时,使用应付票据及应付账款;存货、应收票据及应收账款和应付票据及应付账款都用期初期末平均值;一年按365天计算)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,26.5023,hard,operational efficiency,存货周转天数 + 应收账款周转天数 - 应付账款周转天数,"corporate,year,营业成本,存货,营业收入,应收票据及应收账款,应付票据及应付账款 中国中铁,2016,584495432000.0,224804401000.0,639406523000.0,152303602000.0,298714648000.0 中国中铁,2017,625258020000.0,242463090000.0,689944860000.0,135921916000.0,330038419000.0 龙佰集团,2016,2912959839.59,1280670101.25,4135559614.7,1647335582.28,1181066458.99 龙佰集团,2017,5629184186.55,1563195630.79,10257509524.84,2181679634.67,1406604371.53 山东黄金,2016,45799121725.06,1369968219.05,50198852619.86,31805396.28,1815894363.21 山东黄金,2017,46412368965.8,3102217624.57,51041303382.75,145729152.43,2155728309.28 科伦药业,2016,4854665753.0,2133159443.0,8565943415.0,4223603993.0,1357751687.0 科伦药业,2017,5567764890.0,2500483830.0,11434948841.0,6322044311.0,1387067294.0 ","corporate,year,现金周转期 中国中铁,2017,29.1053238306026 山东黄金,2017,2.603066304147312 科伦药业,2017,230.21871775403466 龙佰集团,2017,76.43116078794526 " 479,CN,fundamental,对于迈瑞医疗、兖矿能源、福斯特、中国铝业、海天味业在2019年现金周转期的值,计算最高的公司与第二名之间的差距。(计算应收账款周转天数时,使用应收票据及应收账款;计算应付账款周转天数时,使用应付票据及应付账款;存货、应收票据及应收账款和应付票据及应付账款都用期初期末平均值;一年按365天计算)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,46.4639,hard,operational efficiency,存货周转天数 + 应收账款周转天数 - 应付账款周转天数,"corporate,year,营业成本,存货,营业收入,应收票据及应收账款,应付票据及应付账款 迈瑞医疗,2018,4597398296.0,1698949044.0,13753357469.0,1627332696.0,940369928.0 迈瑞医疗,2019,5755057286.0,2264598752.0,16555991314.0,1695290771.0,1243955165.0 兖矿能源,2018,131238948000.0,5126622000.0,163008472000.0,4728553000.0,13443952000.0 兖矿能源,2019,181578603000.0,8264240000.0,214688079000.0,4587731000.0,21487704000.0 福斯特,2018,3863787241.21,780107353.31,4809736097.86,2667545054.78,636928686.6 福斯特,2019,5079270536.58,909178468.9,6378151355.92,1768528237.44,702222469.12 中国铝业,2018,164309718000.0,20459668000.0,180241414000.0,8104017000.0,14009264000.0 中国铝业,2019,176377928000.0,19515641000.0,190215398000.0,4574581000.0,12608806000.0 海天味业,2018,9119051026.25,1203328316.58,17034475127.23,2444554.89,744839797.74 海天味业,2019,10800720678.76,1802760746.44,19796889800.07,2463315.07,1298471697.18 ","corporate,year,现金周转期 中国铝业,2019,25.985204958309772 兖矿能源,2019,-13.730601874375388 海天味业,2019,16.313316206005467 福斯特,2019,139.51118832141464 迈瑞医疗,2019,93.04729958807303 " 480,CN,fundamental,在国投资本、中国通号、宁沪高速中,2022年存货周转率最高的那家公司,比第二名高出多少?(存货用期初期末平均值)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,16.2252,hard,operational efficiency,营业成本 / 平均存货,"corporate,year,营业成本,存货 国投资本,2021,1187350837.91,50613369.01 国投资本,2022,1926227761.2,83054043.5 中国通号,2021,29846875671.34,2492752472.5 中国通号,2022,30680741586.09,2378763660.23 宁沪高速,2021,8998605756.71,3889500259.57 宁沪高速,2022,8841449322.89,2585018115.85 ","corporate,year,存货周转率 中国通号,2022,12.595972485837382 国投资本,2022,28.821202191759255 宁沪高速,2022,2.731152746884113 " 481,CN,fundamental,中国通号、宇通客车、中国中车里,2021年存货周转率最低的企业与第二名相差多少?(存货用期初期末平均值)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.5156,hard,operational efficiency,营业成本 / 平均存货,"corporate,year,营业成本,存货 中国通号,2020,31269101236.91,2489187213.72 中国通号,2021,29846875671.34,2492752472.5 宇通客车,2020,17911982559.81,5016708399.29 宇通客车,2021,18901014360.27,6106125747.16 中国中车,2020,176954601000.0,62966123000.0 中国中车,2021,179303892000.0,61420021000.0 ","corporate,year,存货周转率 中国中车,2021,2.8830203467035687 中国通号,2021,11.98203011324934 宇通客车,2021,3.398596816496182 " 482,CN,fundamental,2018年,在沪电股份、亿联网络、新和成、华润微、欧派家居中,存货周转率最高的公司与第二名之间的差距是多少?(存货用期初期末平均值)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,5.1783,hard,operational efficiency,营业成本 / 平均存货,"corporate,year,营业成本,存货 沪电股份,2017,3796685572.0,742018319.0 沪电股份,2018,4210229440.0,1038824976.0 亿联网络,2017,526232060.18,182331376.82 亿联网络,2018,693681149.63,197394183.57 新和成,2017,3088304632.09,1554791210.6 新和成,2018,4048697102.16,1445655676.32 华润微,2017,4840166389.97,900232592.34 华润微,2018,4690264067.0,1181254818.15 欧派家居,2017,6357809723.05,786606571.39 欧派家居,2018,7092635974.85,645293626.64 ","corporate,year,存货周转率 亿联网络,2018,3.653592078013129 华润微,2018,4.506646586823094 新和成,2018,2.6987293924846263 欧派家居,2018,9.906606598152592 沪电股份,2018,4.728354765206896 " 483,CN,fundamental,对于2022年的存货周转率,南方航空、隆基绿能、药明康德中最低的那家公司领先第二名多少?(存货用期初期末平均值)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,6.5381,hard,operational efficiency,营业成本 / 平均存货,"corporate,year,营业成本,存货 南方航空,2021,104229000000.0,1652000000.0 南方航空,2022,105862000000.0,1387000000.0 隆基绿能,2021,64311584987.93,14075735210.03 隆基绿能,2022,109164093984.54,19317555540.96 药明康德,2021,14592255587.53,5905005712.92 药明康德,2022,0.0,5668594794.94 ","corporate,year,存货周转率 南方航空,2022,69.66897005593945 药明康德,2022,0.0 隆基绿能,2022,6.538085437494875 " 484,CN,fundamental,对于恒立液压、中国石油、卫星化学、恒生电子在2025年存货周转率的值,计算最低的公司与第二名之间的差距。(存货用期初期末平均值)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.7083,hard,operational efficiency,营业成本 / 平均存货,"corporate,year,营业成本,存货 恒立液压,2024,5368244272.45,1764523892.08 恒立液压,2025,6391976738.28,2154205275.48 中国石油,2024,2275223000000.0,168338000000.0 中国石油,2025,2246121000000.0,150598000000.0 卫星化学,2024,34890966462.24,4397583301.67 卫星化学,2025,35787928871.49,5199455905.03 恒生电子,2024,1841317277.99,633199357.6 恒生电子,2025,1673330301.22,677166726.77 ","corporate,year,存货周转率 中国石油,2025,14.085089171495222 卫星化学,2025,7.458118717803153 恒生电子,2025,2.5539890282256605 恒立液压,2025,3.2622702233132226 " 485,CN,fundamental,在汇川技术、今世缘、中国电建中,2020年应收账款周转率最低的那家公司,比第二名低出多少?(使用应收票据及应收账款,用期初期末平均值)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,2.9384,hard,operational efficiency,营业收入 / 平均应收票据及应收账款,"corporate,year,营业收入,应收票据及应收账款 汇川技术,2019,7390370858.4,2535048563.31 汇川技术,2020,11511316766.18,3160814141.73 今世缘,2019,4869870573.62,32153801.76 今世缘,2020,5119363385.39,29107706.91 中国电建,2019,348028255864.41,55996172222.79 中国电建,2020,401180654966.12,58949204187.29 ","corporate,year,应收账款周转率 中国电建,2020,6.980370459353925 今世缘,2020,167.13148260734795 汇川技术,2020,4.041992359118551 " 486,CN,fundamental,中国国航、中国铝业、特变电工、陕西煤业、大华股份里,2019年应收账款周转率最高的企业与第二名相差多少?(使用应收票据及应收账款,用期初期末平均值)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,6.0565,hard,operational efficiency,营业收入 / 平均应收票据及应收账款,"corporate,year,营业收入,应收票据及应收账款 中国国航,2018,136774403000.0,5374375000.0 中国国航,2019,136180690000.0,5998052000.0 中国铝业,2018,180241414000.0,8104017000.0 中国铝业,2019,190215398000.0,4574581000.0 特变电工,2018,39655527759.96,13302507801.53 特变电工,2019,36980048574.43,13161191168.66 陕西煤业,2018,57223725979.59,13649765457.36 陕西煤业,2019,73732076716.23,7528929760.07 大华股份,2018,23665688106.22,12577066194.44 大华股份,2019,26149430652.42,13241196380.65 ","corporate,year,应收账款周转率 中国国航,2019,23.949274855754187 中国铝业,2019,30.005746376689284 大华股份,2019,2.025653784902592 特变电工,2019,2.7947754859278082 陕西煤业,2019,6.962853561965303 " 487,CN,fundamental,2025年,在北方稀土、中油资本、五粮液、浙能电力中,应收账款周转率最低的公司与第二名之间的差距是多少?(使用应收票据及应收账款,用期初期末平均值)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.528,hard,operational efficiency,营业收入 / 平均应收票据及应收账款,"corporate,year,营业收入,应收票据及应收账款 北方稀土,2024,32966314898.03,6317829655.48 北方稀土,2025,42563083233.34,7418524715.18 中油资本,2024,804471310.65,26310118.96 中油资本,2025,917619498.96,54934479.69 五粮液,2024,89175178322.7,47643944.95 五粮液,2025,40528509770.23,42586856.95 浙能电力,2024,88008114048.05,12592281979.93 浙能电力,2025,79553931304.55,11066225479.85 ","corporate,year,应收账款周转率 中油资本,2025,22.589058576388204 五粮液,2025,898.32981458253 北方稀土,2025,6.197144028877429 浙能电力,2025,6.7251859771622104 " 488,CN,fundamental,对于2025年的应收账款周转率,云南白药、云铝股份、中油资本、药明康德中最低的那家公司领先第二名多少?(使用应收票据及应收账款,用期初期末平均值)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,2.1181,hard,operational efficiency,营业收入 / 平均应收票据及应收账款,"corporate,year,营业收入,应收票据及应收账款 云南白药,2024,40033300814.72,10853013015.76 云南白药,2025,41186999090.31,10745425434.22 云铝股份,2024,54450459133.32,343988785.55 云铝股份,2025,60042935758.93,344273709.15 中油资本,2024,804471310.65,26310118.96 中油资本,2025,917619498.96,54934479.69 药明康德,2024,39241431359.88,8044373656.94 药明康德,2025,45456165774.18,7281326326.92 ","corporate,year,应收账款周转率 中油资本,2025,22.589058576388204 云南白药,2025,3.813886747942015 云铝股份,2025,174.47684922916372 药明康德,2025,5.9320182206426315 " 489,CN,fundamental,对于贵州茅台、立讯精密、华鲁恒升、亿纬锂能在2023年应收账款周转率的值,计算最低的公司与第二名之间的差距。(使用应收票据及应收账款,用期初期末平均值)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,5.2406,hard,operational efficiency,营业收入 / 平均应收票据及应收账款,"corporate,year,营业收入,应收票据及应收账款 贵州茅台,2022,124099843771.99,126390356.0 贵州茅台,2023,147693604994.14,74306850.41 立讯精密,2022,214028394291.44,26993121879.88 立讯精密,2023,231905459829.83,23765555238.13 华鲁恒升,2022,30245283380.3,38687722.98 华鲁恒升,2023,27259886885.51,73003320.66 亿纬锂能,2022,36303947808.53,10841095221.15 亿纬锂能,2023,48783587175.86,14195400084.12 ","corporate,year,应收账款周转率 亿纬锂能,2023,3.8969980886734903 华鲁恒升,2023,488.130220599844 立讯精密,2023,9.137569101364392 贵州茅台,2023,1471.8052895307364 " 490,CN,fundamental,在恒力石化、同仁堂、中航机载中,2025年应付账款周转率最低的那家公司,比第二名低出多少?(使用应付票据及应付账款,用期初期末平均值)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1.7704,hard,operational efficiency,营业成本 / 平均应付票据及应付账款,"corporate,year,营业成本,应付票据及应付账款 恒力石化,2024,212983331904.94,20936963900.46 恒力石化,2025,174568467326.08,14793613178.11 同仁堂,2024,10421121147.37,4115811540.63 同仁堂,2025,9857731306.57,3661135483.41 中航机载,2024,17150922200.03,21419138432.13 中航机载,2025,17262730792.95,23729162479.37 ","corporate,year,应付账款周转率 中航机载,2025,0.7647123122878321 同仁堂,2025,2.5351159718840584 恒力石化,2025,9.771376876573331 " 491,CN,fundamental,龙芯中科、东方盛虹、三环集团里,2020年应付账款周转率最高的企业与第二名相差多少?(使用应付票据及应付账款,用期初期末平均值)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,2.1598,hard,operational efficiency,营业成本 / 平均应付票据及应付账款,"corporate,year,营业成本,应付票据及应付账款 龙芯中科,2019,207414977.91,108577692.63 龙芯中科,2020,554933721.24,185711840.8 东方盛虹,2019,21868365543.63,4767649734.56 东方盛虹,2020,31047552185.4,9312463867.71 三环集团,2019,1388915892.04,151918223.34 三环集团,2020,1952775167.33,442542295.07 ","corporate,year,应付账款周转率 三环集团,2020,6.5699070227677225 东方盛虹,2020,4.410128080272663 龙芯中科,2020,3.7713452787269928 " 492,CN,fundamental,2025年,在中航西飞、龙芯中科、赛轮轮胎、恒瑞医药中,应付账款周转率最低的公司与第二名之间的差距是多少?(使用应付票据及应付账款,用期初期末平均值)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.393,hard,operational efficiency,营业成本 / 平均应付票据及应付账款,"corporate,year,营业成本,应付票据及应付账款 中航西飞,2024,40685762823.28,41604950753.53 中航西飞,2025,38234059520.17,44114875658.06 龙芯中科,2024,347741281.1,278747901.51 龙芯中科,2025,336353953.09,244725766.03 赛轮轮胎,2024,23030341853.6,6927534609.04 赛轮轮胎,2025,27711170618.66,8746930912.77 恒瑞医药,2024,3848177391.88,1967259141.2 恒瑞医药,2025,4362655815.43,2270458529.86 ","corporate,year,应付账款周转率 中航西飞,2025,0.8920703907305265 恒瑞医药,2025,2.058964826856315 赛轮轮胎,2025,3.535836112574519 龙芯中科,2025,1.2850845188475437 " 493,CN,fundamental,对于2019年的应付账款周转率,紫光股份、东方电气、中微公司中最高的那家公司领先第二名多少?(使用应付票据及应付账款,用期初期末平均值)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,2.5422,hard,operational efficiency,营业成本 / 平均应付票据及应付账款,"corporate,year,营业成本,应付票据及应付账款 紫光股份,2018,38064736793.87,5848259849.27 紫光股份,2019,42773527856.17,7542572829.08 东方电气,2018,23568286522.07,15092950990.47 东方电气,2019,24938437889.53,15484760108.52 中微公司,2018,1057317649.02,437078270.21 中微公司,2019,1266894868.37,221679872.59 ","corporate,year,应付账款周转率 东方电气,2019,1.6311513840127643 中微公司,2019,3.84631258745482 紫光股份,2019,6.388479175805891 " 494,CN,fundamental,对于美的集团、盐湖股份、长春高新、万科A在2022年应付账款周转率的值,计算最低的公司与第二名之间的差距。(使用应付票据及应付账款,用期初期末平均值)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1.1115,hard,operational efficiency,营业成本 / 平均应付票据及应付账款,"corporate,year,营业成本,应付票据及应付账款 美的集团,2021,264525999000.0,98735566000.0 美的集团,2022,260538701000.0,89805646000.0 盐湖股份,2021,5971284724.95,1685398445.94 盐湖股份,2022,6422571521.22,2034185248.27 长春高新,2021,1331976709.65,623751583.43 长春高新,2022,1514873045.41,628520033.84 万科A,2021,353977137972.14,330536571349.53 万科A,2022,405319286979.64,289241525077.07 ","corporate,year,应付账款周转率 万科A,2022,1.3079496978565512 盐湖股份,2022,3.4533819100333947 美的集团,2022,2.763732111788907 长春高新,2022,2.4194001117944066 " 495,CN,fundamental,在云南白药、寒武纪、中国交建、山西汾酒、上海机场中,2025年总资产周转率最高的那家公司,比第二名高出多少?(总资产按期初期末平均值计算)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.0634,hard,operational efficiency,营业收入 / 平均总资产,"corporate,year,营业收入,资产合计 云南白药,2024,40033300814.72,52914181333.05 云南白药,2025,41186999090.31,54268581131.82 寒武纪,2024,1174464377.35,6717812509.7 寒武纪,2025,6497196198.68,13437714065.91 中国交建,2024,771944258710.0,1858272592553.0 中国交建,2025,731108751343.0,2019131695690.0 山西汾酒,2024,36010992321.46,53495197888.51 山西汾酒,2025,38718257657.74,56323475330.54 上海机场,2024,12368804103.46,70046212107.27 上海机场,2025,13346192164.12,71678547661.74 ","corporate,year,总资产周转率 上海机场,2025,0.18833959832949843 中国交建,2025,0.37711246854492614 云南白药,2025,0.7685377413893277 寒武纪,2025,0.6447061727022495 山西汾酒,2025,0.7051306762832685 " 496,CN,fundamental,中远海能、泸州老窖、生益科技里,2020年总资产周转率最低的企业与第二名相差多少?(总资产按期初期末平均值计算)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.2724,hard,operational efficiency,营业收入 / 平均总资产,"corporate,year,营业收入,资产合计 中远海能,2019,13880075062.56,65841861904.73 中远海能,2020,16384757725.42,65959856524.45 泸州老窖,2019,15816934272.86,28919969078.32 泸州老窖,2020,16652854549.8,35009203823.45 生益科技,2019,13241085241.08,15534907870.03 生益科技,2020,14687341460.15,18357445724.02 ","corporate,year,总资产周转率 中远海能,2020,0.24862737634523174 泸州老窖,2020,0.5209782574658942 生益科技,2020,0.8667053127126849 " 497,CN,fundamental,2020年,在顺丰控股、中远海能、中远海控、公牛集团中,总资产周转率最高的公司与第二名之间的差距是多少?(总资产按期初期末平均值计算)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.4994,hard,operational efficiency,营业收入 / 平均总资产,"corporate,year,营业收入,资产合计 顺丰控股,2019,112193396064.26,92535386807.84 顺丰控股,2020,153986870000.0,111160042000.0 中远海能,2019,13880075062.56,65841861904.73 中远海能,2020,16384757725.42,65959856524.45 中远海控,2019,151056682119.72,262224029547.74 中远海控,2020,171258833813.71,271926073831.72 公牛集团,2019,10040439724.07,7416562760.11 公牛集团,2020,10051128834.05,12437541574.38 ","corporate,year,总资产周转率 中远海控,2020,0.6412386058907034 中远海能,2020,0.24862737634523174 公牛集团,2020,1.0124988430316102 顺丰控股,2020,1.511932505321624 " 498,CN,fundamental,对于2021年的总资产周转率,晶澳科技、长电科技、华润三九、中国巨石中最低的那家公司领先第二名多少?(总资产按期初期末平均值计算)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.1786,hard,operational efficiency,营业收入 / 平均总资产,"corporate,year,营业收入,资产合计 晶澳科技,2020,25846520912.72,37297473419.88 晶澳科技,2021,41301753627.9,56967447397.01 长电科技,2020,26463994512.61,32328196228.34 长电科技,2021,30502417851.52,37098618885.51 华润三九,2020,13637258153.77,22010147281.16 华润三九,2021,15544401735.35,24541900747.88 中国巨石,2020,11666196819.43,36737268362.83 中国巨石,2021,19706882079.97,43828317484.55 ","corporate,year,总资产周转率 中国巨石,2021,0.4892133998082475 华润三九,2021,0.6678289095101949 晶澳科技,2021,0.8762910586458525 长电科技,2021,0.8786927011270909 " 499,CN,fundamental,对于海尔智家、中国神华、国泰海通在2017年总资产周转率的值,计算最高的公司与第二名之间的差距。(总资产按期初期末平均值计算)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.6956,hard,operational efficiency,营业收入 / 平均总资产,"corporate,year,营业收入,资产合计 海尔智家,2016,119132261662.6,131469157348.79 海尔智家,2017,163428825488.56,157164345812.3 中国神华,2016,183127000000.0,571664000000.0 中国神华,2017,248746000000.0,567124000000.0 国泰海通,2016,25764651745.0,411749041689.0 国泰海通,2017,23804132903.0,431648187078.0 ","corporate,year,总资产周转率 中国神华,2017,0.43686094338893633 国泰海通,2017,0.056448212280233175 海尔智家,2017,1.132431430854015 " 500,CN,fundamental,在卓胜微、中兴通讯、巨化股份中,2021年固定资产周转率最低的那家公司,比第二名低出多少?(固定资产用期初期末平均值)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,7.065,hard,operational efficiency,营业收入 / 平均固定资产合计,"corporate,year,营业收入,固定资产合计 卓胜微,2020,2792147535.48,102792957.86 卓胜微,2021,4633570865.7,246264280.67 中兴通讯,2020,101450670000.0,11913942000.0 中兴通讯,2021,114521641000.0,11437011000.0 巨化股份,2020,16053698564.79,6746372308.2 巨化股份,2021,17985585441.93,6363790800.16 ","corporate,year,固定资产周转率 中兴通讯,2021,9.80873380199943 卓胜微,2021,26.54906046477397 巨化股份,2021,2.743762269511517 " 501,CN,fundamental,赛轮轮胎、山西汾酒、赣锋锂业、中国石化里,2018年固定资产周转率最高的企业与第二名相差多少?(固定资产用期初期末平均值)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1.1196,hard,operational efficiency,营业收入 / 平均固定资产合计,"corporate,year,营业收入,固定资产合计 赛轮轮胎,2017,13806899697.98,5969050746.91 赛轮轮胎,2018,13684752715.36,6358543593.72 山西汾酒,2017,6361456273.59,1652471155.71 山西汾酒,2018,9444337822.85,1674669347.24 赣锋锂业,2017,4383446140.42,795260645.01 赣锋锂业,2018,5003882888.26,1497740046.11 中国石化,2017,2360193000000.0,650920000000.0 中国石化,2018,2891179000000.0,617812000000.0 ","corporate,year,固定资产周转率 中国石化,2018,4.557588206177506 山西汾酒,2018,5.677149981779372 赛轮轮胎,2018,2.2201821924423646 赣锋锂业,2018,4.364484413492164 " 502,CN,fundamental,2021年,在海大集团、比亚迪、中远海控、中国能建、海南机场中,固定资产周转率最高的公司与第二名之间的差距是多少?(固定资产用期初期末平均值)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.2227,hard,operational efficiency,营业收入 / 平均固定资产合计,"corporate,year,营业收入,固定资产合计 海大集团,2020,60323862405.94,7703538937.81 海大集团,2021,86091961539.13,11271964642.07 比亚迪,2020,156597691000.0,54584620000.0 比亚迪,2021,216142395000.0,61221365000.0 中远海控,2020,171258833813.71,99192805859.26 中远海控,2021,333693943224.16,99786035479.09 中国能建,2020,270327662000.0,33243026000.0 中国能建,2021,322318565000.0,39586551000.0 海南机场,2020,6319139499.54,7043679762.99 海南机场,2021,4524553773.9,8619237695.38 ","corporate,year,固定资产周转率 中国能建,2021,8.851309544197957 中远海控,2021,3.3540645927949306 比亚迪,2021,3.7328363469297376 海南机场,2021,0.5777408692761966 海大集团,2021,9.074010729329423 " 503,CN,fundamental,对于2017年的固定资产周转率,三环集团、京东方A、中国建筑、德赛西威、徐工机械中最低的那家公司领先第二名多少?(固定资产用期初期末平均值)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1.3248,hard,operational efficiency,营业收入 / 平均固定资产合计,"corporate,year,营业收入,固定资产合计 三环集团,2016,2887507920.99,1019543751.29 三环集团,2017,3129801620.19,1476417704.24 京东方A,2016,68895658963.0,69947586967.0 京东方A,2017,93800479215.0,88625296761.0 中国建筑,2016,959765486000.0,30026027000.0 中国建筑,2017,1054106503000.0,34395282000.0 德赛西威,2016,5678033522.88,500681122.09 德赛西威,2017,6010300848.65,537753062.81 徐工机械,2016,16891229922.95,7546982610.8 徐工机械,2017,29131104625.6,7192166433.52 ","corporate,year,固定资产周转率 三环集团,2017,2.5078925904530114 中国建筑,2017,32.72539845472559 京东方A,2017,1.1830582506892657 徐工机械,2017,3.9528882621383357 德赛西威,2017,11.575699136346875 " 504,CN,fundamental,对于圆通速递、长城汽车、新和成、兆易创新在2021年固定资产周转率的值,计算最低的公司与第二名之间的差距。(固定资产用期初期末平均值)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,3.0012,hard,operational efficiency,营业收入 / 平均固定资产合计,"corporate,year,营业收入,固定资产合计 圆通速递,2020,34907041590.3,9686424430.76 圆通速递,2021,45154953607.39,12575227451.15 长城汽车,2020,103307607209.7,28609221999.83 长城汽车,2021,136404663038.67,27441388875.44 新和成,2020,10314084354.21,13914151215.54 新和成,2021,14917101500.91,14350779852.73 兆易创新,2020,4496894867.81,694404964.57 兆易创新,2021,8510223468.73,809629062.15 ","corporate,year,固定资产周转率 兆易创新,2021,11.316530500695 圆通速递,2021,4.056747796337906 新和成,2021,1.0555201047460416 长城汽车,2021,4.867196303790968 " 505,CN,fundamental,在中航沈飞、宁沪高速、华润三九、南方航空、格力电器中,2017年营运资本周转率最低的那家公司,比第二名低出多少?(净营运资本用期初期末平均值)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.3118,hard,operational efficiency,营业收入 / 平均净营运资本;净营运资本 = 流动资产合计 - 流动负债合计,"corporate,year,营业收入,流动资产合计,流动负债合计 中航沈飞,2016,17881309163.92,14982197959.91,15646554332.28 中航沈飞,2017,19458540228.95,20157509441.71,18000258410.47 宁沪高速,2016,9201297066.0,4411012016.0,7239329234.0 宁沪高速,2017,9455680365.0,4602482928.0,8723608612.0 华润三九,2016,8981721080.58,5082459879.61,3787026364.48 华润三九,2017,11119916379.78,6843645803.01,5504486021.93 南方航空,2016,114803000000.0,13807000000.0,67939000000.0 南方航空,2017,127489000000.0,17884000000.0,69577000000.0 格力电器,2016,108302565293.7,142915068871.75,126852012614.25 格力电器,2017,148286450009.18,171554189887.78,147490788889.61 ","corporate,year,营运资本周转率 中航沈飞,2017,26.068202620107936 华润三九,2017,8.44146714847911 南方航空,2017,-2.409430663831798 宁沪高速,2017,-2.7212772299427694 格力电器,2017,7.390956498569361 " 506,CN,fundamental,赛轮轮胎、中芯国际、中国建筑、公牛集团、中微公司里,2020年营运资本周转率最低的企业与第二名相差多少?(净营运资本用期初期末平均值)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,55.8328,hard,operational efficiency,营业收入 / 平均净营运资本;净营运资本 = 流动资产合计 - 流动负债合计,"corporate,year,营业收入,流动资产合计,流动负债合计 赛轮轮胎,2019,15127839306.07,8470546801.36,8466725670.13 赛轮轮胎,2020,15404989184.81,10305991626.39,10866939288.64 中芯国际,2019,22017883000.0,47976705000.0,20073511000.0 中芯国际,2020,27470709000.0,99106875000.0,23583040000.0 中国建筑,2019,1419836588000.0,1461505982000.0,1145727677000.0 中国建筑,2020,1615050549000.0,1577694597000.0,1196167424000.0 公牛集团,2019,10040439724.07,5641453620.15,1829650041.39 公牛集团,2020,10051128834.05,10517792219.26,3064296395.09 中微公司,2019,1946949250.75,3846290700.33,896096294.52 中微公司,2020,2273291898.06,4197634823.08,1232630867.31 ","corporate,year,营运资本周转率 中国建筑,2020,4.632261182379525 中微公司,2020,0.7686274437812037 中芯国际,2020,0.5312094771667472 公牛集团,2020,1.78444060375986 赛轮轮胎,2020,-55.30158169493806 " 507,CN,fundamental,2019年,在龙源电力、招商公路、华东医药、中海油服、国投电力中,营运资本周转率最低的公司与第二名之间的差距是多少?(净营运资本用期初期末平均值)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1.8655,hard,operational efficiency,营业收入 / 平均净营运资本;净营运资本 = 流动资产合计 - 流动负债合计,"corporate,year,营业收入,流动资产合计,流动负债合计 龙源电力,2018,26454617156.86,18330819733.55,40203399881.38 龙源电力,2019,27579204226.63,23430679470.9,45034353501.84 招商公路,2018,6759340168.24,11656171172.85,6869011411.06 招商公路,2019,8292216434.56,10976171628.59,11209460423.25 华东医药,2018,30663374326.27,13063889035.73,7398978407.58 华东医药,2019,35445698216.15,13735870058.05,8396638634.8 中海油服,2018,21945877580.0,21708927577.0,17011043963.0 中海油服,2019,31135149996.0,23029655129.0,19828820576.0 国投电力,2018,41011372735.69,17377505808.47,35168586981.11 国投电力,2019,42433460265.79,24933681339.32,34219864091.92 ","corporate,year,营运资本周转率 中海油服,2019,7.883595625953418 华东医药,2019,6.44224657416894 国投电力,2019,-3.134250224317219 招商公路,2019,3.641831968632185 龙源电力,2019,-1.2687019499530519 " 508,CN,fundamental,对于2019年的营运资本周转率,新产业、正泰电器、陕西煤业中最高的那家公司领先第二名多少?(净营运资本用期初期末平均值)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,9.7013,hard,operational efficiency,营业收入 / 平均净营运资本;净营运资本 = 流动资产合计 - 流动负债合计,"corporate,year,营业收入,流动资产合计,流动负债合计 新产业,2018,1383610984.44,1866639974.85,264180468.33 新产业,2019,1681588076.26,2484876118.38,308369886.16 正泰电器,2018,27420832737.52,23967482171.82,17105792998.39 正泰电器,2019,30225906278.03,25797711427.53,19049399343.96 陕西煤业,2018,57223725979.59,31504517582.1,28679184395.87 陕西煤业,2019,73732076716.23,35662370501.59,28061056367.45 ","corporate,year,营运资本周转率 新产业,2019,0.8899726499349966 正泰电器,2019,4.441719836356955 陕西煤业,2019,14.143007709138391 " 509,CN,fundamental,对于华利集团、紫金矿业、伊利股份、科大讯飞在2023年营运资本周转率的值,计算最低的公司与第二名之间的差距。(净营运资本用期初期末平均值)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,33.0404,hard,operational efficiency,营业收入 / 平均净营运资本;净营运资本 = 流动资产合计 - 流动负债合计,"corporate,year,营业收入,流动资产合计,流动负债合计 华利集团,2022,20569267348.44,11504083480.18,3742888973.79 华利集团,2023,20113741026.09,13118185703.87,4169225410.21 紫金矿业,2022,270328998459.0,79644459532.0,71169903836.0 紫金矿业,2023,293403242878.0,77628540055.0,84182433105.0 伊利股份,2022,122698004080.99,61463311044.87,62169527205.35 伊利股份,2023,125758168916.51,69355379950.11,76859801708.62 科大讯飞,2022,18820234052.91,19757464924.27,12082325657.94 科大讯飞,2023,19650329209.04,21199919044.08,12907582473.47 ","corporate,year,营运资本周转率 伊利股份,2023,-30.632983735806924 华利集团,2023,2.4073674082336827 科大讯飞,2023,2.4612943723490583 紫金矿业,2023,305.5229334407538 " 510,CN,fundamental,在山东黄金、中国中免、新和成中,2025年流动比率最低的那家公司,比第二名低出多少?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,2.1573,hard,solvency,流动资产合计 / 流动负债合计,"corporate,year,流动资产合计,流动负债合计 山东黄金,2025,33867646221.94,72078918824.93 中国中免,2025,56225571672.53,9646921428.9 新和成,2025,19435332289.06,7397795032.81 ","corporate,year,流动比率 中国中免,2025,5.828343486253643 山东黄金,2025,0.46986895439150467 新和成,2025,2.6271790719886474 " 511,CN,fundamental,江西铜业、青岛港、鹏鼎控股里,2021年流动比率最高的企业与第二名相差多少?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.0693,hard,solvency,流动资产合计 / 流动负债合计,"corporate,year,流动资产合计,流动负债合计 江西铜业,2021,93241812140.0,67228941119.0 青岛港,2021,20576051995.0,16416939608.0 鹏鼎控股,2021,15936765409.68,10943478805.28 ","corporate,year,流动比率 江西铜业,2021,1.3869296554136614 青岛港,2021,1.2533427353885895 鹏鼎控股,2021,1.4562796431780762 " 512,CN,fundamental,2024年,在白云山、三环集团、国轩高科、四川路桥中,流动比率最低的公司与第二名之间的差距是多少?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.3224,hard,solvency,流动资产合计 / 流动负债合计,"corporate,year,流动资产合计,流动负债合计 白云山,2024,57762228309.37,38915689355.57 三环集团,2024,13602035453.21,2594251951.16 国轩高科,2024,48762776435.99,55571739076.81 四川路桥,2024,157243011029.59,131053441982.76 ","corporate,year,流动比率 三环集团,2024,5.243143576370041 四川路桥,2024,1.1998388493319787 国轩高科,2024,0.8774743645972856 白云山,2024,1.4842915355192725 " 513,CN,fundamental,对于2023年的流动比率,纳思达、新希望、芒果超媒中最高的那家公司领先第二名多少?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.4221,hard,solvency,流动资产合计 / 流动负债合计,"corporate,year,流动资产合计,流动负债合计 纳思达,2023,19873703004.33,11697301368.15 新希望,2023,31142146386.42,55110465424.83 芒果超媒,2023,20914869271.16,9860481719.86 ","corporate,year,流动比率 新希望,2023,0.5650858897008864 纳思达,2023,1.6989989723991483 芒果超媒,2023,2.121079868647325 " 514,CN,fundamental,对于中科曙光、中国动力、保利发展、中芯国际、德业股份在2019年流动比率的值,计算最高的公司与第二名之间的差距。按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.0769,hard,solvency,流动资产合计 / 流动负债合计,"corporate,year,流动资产合计,流动负债合计 中科曙光,2019,9879041133.22,5858578477.06 中国动力,2019,38787404530.4,15722517056.09 保利发展,2019,936921965666.57,599700475026.32 中芯国际,2019,47976705000.0,20073511000.0 德业股份,2019,907689599.03,651071270.61 ","corporate,year,流动比率 中国动力,2019,2.4669971348751685 中科曙光,2019,1.6862522490571092 中芯国际,2019,2.390050499885147 保利发展,2019,1.562316530807233 德业股份,2019,1.3941478298982073 " 515,CN,fundamental,在科大讯飞、卓胜微、中联重科中,2016年速动比率最高的那家公司,比第二名高出多少?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.2081,hard,solvency,(流动资产合计 - 存货) / 流动负债合计,"corporate,year,流动资产合计,流动负债合计,存货 科大讯飞,2016,5532885443.01,2520986784.27,604036357.93 卓胜微,2016,199051281.5,61229128.31,58500483.45 中联重科,2016,68919770139.63,26899210169.32,12770071738.4 ","corporate,year,速动比率 中联重科,2016,2.087410672945028 卓胜微,2016,2.2954891230591814 科大讯飞,2016,1.9551269034150223 " 516,CN,fundamental,荣盛石化、寒武纪、国货航里,2024年速动比率最高的企业与第二名相差多少?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1.7113,hard,solvency,(流动资产合计 - 存货) / 流动负债合计,"corporate,year,流动资产合计,流动负债合计,存货 荣盛石化,2024,78302919654.82,161555861255.49,44566934616.59 寒武纪,2024,5800316619.44,818135979.38,1773974363.76 国货航,2024,9365678856.0,2916142973.0,4558156.0 ","corporate,year,速动比率 国货航,2024,3.2101034780094095 寒武纪,2024,4.921360699392836 荣盛石化,2024,0.20881931968335563 " 517,CN,fundamental,2024年,在美的集团、中国东航、中国电信、中国联通中,速动比率最低的公司与第二名之间的差距是多少?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.4153,hard,solvency,(流动资产合计 - 存货) / 流动负债合计,"corporate,year,流动资产合计,流动负债合计,存货 美的集团,2024,389063786000.0,351819806000.0,63339188000.0 中国东航,2024,19103000000.0,114003000000.0,1680000000.0 中国电信,2024,188124972669.72,325377170444.26,3267036668.35 中国联通,2024,158807525633.0,265979677614.0,2462505124.0 ","corporate,year,速动比率 中国东航,2024,0.15282931150934626 中国电信,2024,0.5681343154744711 中国联通,2024,0.5878081435074674 美的集团,2024,0.9258279165784089 " 518,CN,fundamental,对于2023年的速动比率,隆基绿能、东方财富、中远海控、恒生电子中最高的那家公司领先第二名多少?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.1001,hard,solvency,(流动资产合计 - 存货) / 流动负债合计,"corporate,year,流动资产合计,流动负债合计,存货 隆基绿能,2023,99860632035.64,71560306758.22,21539560787.57 东方财富,2023,215971274392.91,150079777469.07,0.0 中远海控,2023,202579526858.83,127358386877.16,6561355165.63 恒生电子,2023,6070009818.68,5222321777.17,595124892.06 ","corporate,year,速动比率 东方财富,2023,1.4390431411548408 中远海控,2023,1.5391068974692956 恒生电子,2023,1.0483622343138852 隆基绿能,2023,1.094476460430676 " 519,CN,fundamental,对于康龙化成、汇川技术、润泽科技在2017年速动比率的值,计算最低的公司与第二名之间的差距。按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.2325,hard,solvency,(流动资产合计 - 存货) / 流动负债合计,"corporate,year,流动资产合计,流动负债合计,存货 康龙化成,2017,1078175213.81,941018511.62,93266692.26 汇川技术,2017,7073266729.15,3156299345.48,1031200608.57 润泽科技,2017,966791950.25,647413789.57,439732695.11 ","corporate,year,速动比率 康龙化成,2017,1.0466409633689795 汇川技术,2017,1.9142880504134 润泽科技,2017,0.8140995197060333 " 520,CN,fundamental,在澜起科技、生益科技、鹏鼎控股、中国神华中,2024年资产负债率最低的那家公司,比第二名低出多少?(单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,18.9238,hard,solvency,负债合计 / 资产合计 * 100%,"corporate,year,负债合计,资产合计 澜起科技,2024,822405821.47,12218911386.38 生益科技,2024,11138288223.06,27643247046.83 鹏鼎控股,2024,12221053256.17,44542561839.93 中国神华,2024,171377000000.0,668022000000.0 ","corporate,year,资产负债率 中国神华,2024,25.65439461574619 澜起科技,2024,6.7305981315709325 生益科技,2024,40.29298079270788 鹏鼎控股,2024,27.436799212600487 " 521,CN,fundamental,科伦药业、福耀玻璃、中航成飞、中国动力里,2020年资产负债率最低的企业与第二名相差多少?(单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,5.1012,hard,solvency,负债合计 / 资产合计 * 100%,"corporate,year,负债合计,资产合计 科伦药业,2020,17980177196.0,31983345963.0 福耀玻璃,2020,16832717886.0,38423625184.0 中航成飞,2020,958488234.91,2933073285.37 中国动力,2020,22193664389.64,58744689010.3 ","corporate,year,资产负债率 中国动力,2020,37.77986531812037 中航成飞,2020,32.67863233049388 福耀玻璃,2020,43.80825027673162 科伦药业,2020,56.21731139950275 " 522,CN,fundamental,2020年,在华大九天、长春高新、洛阳钼业中,资产负债率最高的公司与第二名之间的差距是多少?(单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,25.2868,hard,solvency,负债合计 / 资产合计 * 100%,"corporate,year,负债合计,资产合计 华大九天,2020,483346436.64,1340618263.33 长春高新,2020,4521388510.16,16844623212.07 洛阳钼业,2020,75106394886.46,122441249889.87 ","corporate,year,资产负债率 华大九天,2020,36.053994627777335 洛阳钼业,2020,61.340761348005344 长春高新,2020,26.841731353896968 " 523,CN,fundamental,对于2019年的资产负债率,豪威集团、包钢股份、盐湖股份中最高的那家公司领先第二名多少?(单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,170.4729,hard,solvency,负债合计 / 资产合计 * 100%,"corporate,year,负债合计,资产合计 豪威集团,2019,9520846719.87,17476223432.68 包钢股份,2019,86105367455.37,147086621076.18 盐湖股份,2019,51600165741.21,22531500338.9 ","corporate,year,资产负债率 包钢股份,2019,58.54058433416169 盐湖股份,2019,229.01344768472325 豪威集团,2019,54.478856696615075 " 524,CN,fundamental,对于片仔癀、士兰微、宁德时代在2021年资产负债率的值,计算最低的公司与第二名之间的差距。(单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,29.4755,hard,solvency,负债合计 / 资产合计 * 100%,"corporate,year,负债合计,资产合计 片仔癀,2021,2383625235.31,12521151432.34 士兰微,2021,6697782949.95,13806362735.28 宁德时代,2021,215044686400.0,307666860900.0 ","corporate,year,资产负债率 士兰微,2021,48.51229160331173 宁德时代,2021,69.89530356663771 片仔癀,2021,19.036789453352526 " 525,CN,fundamental,在天赐材料、中煤能源、中国神华、宁沪高速、昆仑万维中,2021年产权比率最低的那家公司,比第二名低出多少?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.0156,hard,solvency,负债合计 / 股东权益合计,"corporate,year,负债合计,股东权益合计 天赐材料,2021,6529316159.56,7369864264.81 中煤能源,2021,179539134000.0,143071261000.0 中国神华,2021,161376000000.0,445451000000.0 宁沪高速,2021,36609247476.85,37637584166.47 昆仑万维,2021,4607913967.28,13290761624.19 ","corporate,year,产权比率 中国神华,2021,0.3622755364787597 中煤能源,2021,1.2548930703839956 天赐材料,2021,0.885947953035785 宁沪高速,2021,0.9726779305209469 昆仑万维,2021,0.3467005200735309 " 526,CN,fundamental,中航光电、恒瑞医药、中国石油里,2023年产权比率最低的企业与第二名相差多少?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.5487,hard,solvency,负债合计 / 股东权益合计,"corporate,year,负债合计,股东权益合计 中航光电,2023,13555459170.82,22014445151.45 恒瑞医药,2023,2751420194.43,41033086441.33 中国石油,2023,1123693000000.0,1635544000000.0 ","corporate,year,产权比率 中国石油,2023,0.6870454111904052 中航光电,2023,0.6157529330203063 恒瑞医药,2023,0.06705369819947715 " 527,CN,fundamental,2017年,在中兴通讯、南山铝业、龙佰集团、海天味业、牧原股份中,产权比率最低的公司与第二名之间的差距是多少?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.0603,hard,solvency,负债合计 / 股东权益合计,"corporate,year,负债合计,股东权益合计 中兴通讯,2017,98582068000.0,45380147000.0 南山铝业,2017,11380560763.48,34659961635.81 龙佰集团,2017,7512147309.43,13334206510.74 海天味业,2017,4571838748.16,11764173507.61 牧原股份,2017,11308025403.4,12736609504.16 ","corporate,year,产权比率 中兴通讯,2017,2.172361142858352 南山铝业,2017,0.32834891403116345 海天味业,2017,0.3886238795443277 牧原股份,2017,0.8878363900303766 龙佰集团,2017,0.5633741537885559 " 528,CN,fundamental,对于2017年的产权比率,中国巨石、华鲁恒升、中信建投、中海油服中最高的那家公司领先第二名多少?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,2.5477,hard,solvency,负债合计 / 股东权益合计,"corporate,year,负债合计,股东权益合计 中国巨石,2017,12238394938.91,12553413262.43 华鲁恒升,2017,6732510541.04,9289259245.23 中信建投,2017,161884614231.93,43998778210.71 中海油服,2017,39253811260.0,34687485174.0 ","corporate,year,产权比率 中信建投,2017,3.679297944517121 中国巨石,2017,0.9749057633223316 中海油服,2017,1.1316418893757882 华鲁恒升,2017,0.7247629077094732 " 529,CN,fundamental,对于中国化学、福耀玻璃、中国联通、中油资本、华鲁恒升在2022年产权比率的值,计算最高的公司与第二名之间的差距。按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,2.4915,hard,solvency,负债合计 / 股东权益合计,"corporate,year,负债合计,股东权益合计 中国化学,2022,136240379027.47,58325267140.15 福耀玻璃,2022,21779200663.0,28988298128.0 中国联通,2022,297412554267.0,347274473340.0 中油资本,2022,848101702117.84,175686050000.55 华鲁恒升,2022,7084584622.74,27920861080.99 ","corporate,year,产权比率 中国化学,2022,2.3358723535735804 中国联通,2022,0.856419279558787 中油资本,2022,4.827370767998853 华鲁恒升,2022,0.2537380420392392 福耀玻璃,2022,0.7513100826696452 " 530,CN,fundamental,在国投电力、中国船舶、新奥股份、浪潮信息中,2023年净债务权益比最低的那家公司,比第二名低出多少?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.8,hard,solvency,净债务权益比 = 净债务 / 股东权益合计;净债务 = 有息负债(短期借款 + 一年内到期非流动负债 + 长期借款 + 应付债券 + 租赁负债 + 应付利息 + 应付短期债券 + 交易性金融负债 + 卖出回购金融资产款)- 现金类资产(货币资金 + 交易性金融资产),"corporate,year,短期借款,一年内到期的非流动负债,长期借款,应付债券,租赁负债,应付利息,应付短期债券,交易性金融负债,卖出回购金融资产款,货币资金,交易性金融资产,股东权益合计 国投电力,2023,9412127723.77,12394106853.32,113672147814.97,11958214717.65,828370922.62,0.0,0.0,0.0,0.0,11358005093.47,138419158.5,102117360198.35 中国船舶,2023,5583317490.72,6362117562.77,13366739096.29,0.0,115583308.18,0.0,0.0,13855846.75,0.0,67964961318.7,1785765.95,52472529042.23 新奥股份,2023,9554320000.0,2428320000.0,8745910000.0,12842340000.0,362060000.0,0.0,0.0,0.0,0.0,16673440000.0,200110000.0,58536650000.0 浪潮信息,2023,2051618888.91,1663595346.65,8126207218.93,0.0,24949313.08,0.0,0.0,8958527.77,0.0,12012862567.06,52289501.7,18284581821.41 ","corporate,year,净债务权益比 中国船舶,2023,-0.8104266090493879 国投电力,2023,1.3393270597154534 新奥股份,2023,0.2914310948781661 浪潮信息,2023,-0.010381575869442519 " 531,CN,fundamental,亿纬锂能、德赛西威、浪潮信息里,2025年净债务权益比最高的企业与第二名相差多少?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.4059,hard,solvency,净债务权益比 = 净债务 / 股东权益合计;净债务 = 有息负债(短期借款 + 一年内到期非流动负债 + 长期借款 + 应付债券 + 租赁负债 + 应付利息 + 应付短期债券 + 交易性金融负债 + 卖出回购金融资产款)- 现金类资产(货币资金 + 交易性金融资产),"corporate,year,短期借款,一年内到期的非流动负债,长期借款,应付债券,租赁负债,应付利息,应付短期债券,交易性金融负债,卖出回购金融资产款,货币资金,交易性金融资产,股东权益合计 亿纬锂能,2025,706335000.01,6540037582.45,20532087295.22,5192852266.29,89642292.96,0.0,0.0,0.0,0.0,8501799285.35,7785000000.0,44971430582.65 德赛西威,2025,686545993.39,333252769.0,255008209.96,0.0,80428305.64,0.0,0.0,27387000.0,0.0,1448082802.51,3911086418.15,15562678516.3 浪潮信息,2025,1899903366.72,2109415075.81,4417740898.46,1000000000.0,317792408.62,0.0,0.0,0.0,0.0,10324528707.12,146435793.49,22091537910.76 ","corporate,year,净债务权益比 亿纬锂能,2025,0.37299580943398936 德赛西威,2025,-0.25551815765551245 浪潮信息,2025,-0.03286836588440213 " 532,CN,fundamental,2021年,在领益智造、保利发展、中国铝业、上港集团、潍柴动力中,净债务权益比最低的公司与第二名之间的差距是多少?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.6078,hard,solvency,净债务权益比 = 净债务 / 股东权益合计;净债务 = 有息负债(短期借款 + 一年内到期非流动负债 + 长期借款 + 应付债券 + 租赁负债 + 应付利息 + 应付短期债券 + 交易性金融负债 + 卖出回购金融资产款)- 现金类资产(货币资金 + 交易性金融资产),"corporate,year,短期借款,一年内到期的非流动负债,长期借款,应付债券,租赁负债,应付利息,应付短期债券,交易性金融负债,卖出回购金融资产款,货币资金,交易性金融资产,股东权益合计 领益智造,2021,3343756961.77,1226193198.77,3924851381.97,313607610.06,640247746.95,0.0,0.0,16799100.0,0.0,2865679195.51,207653507.05,15842276351.14 保利发展,2021,4093562525.35,60574900070.92,231903603559.68,41619554419.26,4086397155.99,1282607256.22,0.0,6027209.74,0.0,171384456028.08,123375719.78,302914461403.14 中国铝业,2021,11937178000.0,10470737000.0,42933121000.0,16222987000.0,10518530000.0,494085000.0,0.0,68871000.0,0.0,21084607000.0,0.0,89697568000.0 上港集团,2021,531439418.27,6921547358.05,15181963209.21,15954855374.32,411446745.81,0.0,5085303561.64,158818737.62,0.0,28620980139.07,441159.9,107805629246.31 潍柴动力,2021,2418042581.66,10762141725.17,12906667271.93,5932319194.5,5041121870.3,51535812.78,0.0,111876471.2,0.0,79678748969.61,6387192900.95,105514883337.09 ","corporate,year,净债务权益比 上港集团,2021,0.14492706192784252 中国铝业,2021,0.797802031823204 保利发展,2021,0.5680112453274785 潍柴动力,2021,-0.46289428939596095 领益智造,2021,0.40348515297172094 " 533,CN,fundamental,对于2022年的净债务权益比,中国铁建、中国化学、金龙鱼、美的集团中最高的那家公司领先第二名多少?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.2465,hard,solvency,净债务权益比 = 净债务 / 股东权益合计;净债务 = 有息负债(短期借款 + 一年内到期非流动负债 + 长期借款 + 应付债券 + 租赁负债 + 应付利息 + 应付短期债券 + 交易性金融负债 + 卖出回购金融资产款)- 现金类资产(货币资金 + 交易性金融资产),"corporate,year,短期借款,一年内到期的非流动负债,长期借款,应付债券,租赁负债,应付利息,应付短期债券,交易性金融负债,卖出回购金融资产款,货币资金,交易性金融资产,股东权益合计 中国铁建,2022,51367562000.0,45527795000.0,133415428000.0,28096696000.0,2451292000.0,0.0,0.0,0.0,0.0,158424810000.0,961298000.0,385920052000.0 中国化学,2022,540743886.21,99841804.64,5593542788.7,699963018.87,1220477159.71,26941331.75,0.0,0.0,0.0,42091653450.75,1095462958.17,58325267140.15 金龙鱼,2022,88013092000.0,2734188000.0,15722473000.0,500636000.0,115475000.0,0.0,0.0,0.0,0.0,39461617000.0,20104992000.0,93283406000.0 美的集团,2022,5169480000.0,7240626000.0,50685948000.0,3163616000.0,1507480000.0,0.0,0.0,1580771000.0,0.0,55270099000.0,3284593000.0,151923802000.0 ","corporate,year,净债务权益比 中国化学,2022,-0.6001791013648493 中国铁建,2022,0.26293701110923356 美的集团,2022,0.07104369992004281 金龙鱼,2022,0.509407375198114 " 534,CN,fundamental,对于龙佰集团、川投能源、中国国航在2025年净债务权益比的值,计算最高的公司与第二名之间的差距。按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,4.6089,hard,solvency,净债务权益比 = 净债务 / 股东权益合计;净债务 = 有息负债(短期借款 + 一年内到期非流动负债 + 长期借款 + 应付债券 + 租赁负债 + 应付利息 + 应付短期债券 + 交易性金融负债 + 卖出回购金融资产款)- 现金类资产(货币资金 + 交易性金融资产),"corporate,year,短期借款,一年内到期的非流动负债,长期借款,应付债券,租赁负债,应付利息,应付短期债券,交易性金融负债,卖出回购金融资产款,货币资金,交易性金融资产,股东权益合计 龙佰集团,2025,6773138420.45,4259586136.1,12312373014.55,500000000.0,8043889.75,264896.5,0.0,0.0,0.0,9127297768.83,0.0,27352130431.63 川投能源,2025,2310478943.05,2449130994.67,5687960605.27,8600000000.0,147065277.3,24456739.52,0.0,0.0,0.0,1456853022.79,1704240000.0,46731101124.37 中国国航,2025,6560932000.0,46024492000.0,60858057000.0,32000000000.0,61452171000.0,0.0,11051420000.0,0.0,0.0,15859324000.0,151633000.0,39231513000.0 ","corporate,year,净债务权益比 中国国航,2025,5.147293580036028 川投能源,2025,0.3436255331172979 龙佰集团,2025,0.5383898203223954 " 535,CN,fundamental,在宝信软件、科伦药业、四川路桥中,2020年利息保障倍数最高的那家公司,比第二名高出多少?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1150.2381,hard,solvency,利息保障倍数 = EBIT / 利息支出 = (利润总额 + 利息支出) / 利息支出,"corporate,year,利润总额,财务费用——利息费用 宝信软件,2020,1560512970.65,1354659.77 科伦药业,2020,955030821.0,554856904.0 四川路桥,2020,3667541169.0,2305114237.44 ","corporate,year,利息保障倍数 四川路桥,2020,2.5910452980729826 宝信软件,2020,1152.959337103515 科伦药业,2020,2.7212200373017255 " 536,CN,fundamental,阿特斯、海南机场、山西汾酒、复星医药里,2020年利息保障倍数最高的企业与第二名相差多少?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,600.9663,hard,solvency,利息保障倍数 = EBIT / 利息支出 = (利润总额 + 利息支出) / 利息支出,"corporate,year,利润总额,财务费用——利息费用 阿特斯,2020,1497428350.58,358234829.92 海南机场,2020,-10120915383.57,3327927670.39 山西汾酒,2020,4236616296.4,6987929.96 复星医药,2020,4677844351.41,880952446.37 ","corporate,year,利息保障倍数 复星医药,2020,6.309985085670907 山西汾酒,2020,607.2762965071275 海南机场,2020,-2.0412065363139127 阿特斯,2020,5.180018874530992 " 537,CN,fundamental,2025年,在双汇发展、新产业、藏格矿业中,利息保障倍数最低的公司与第二名之间的差距是多少?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,171.0124,hard,solvency,利息保障倍数 = EBIT / 利息支出 = (利润总额 + 利息支出) / 利息支出,"corporate,year,利润总额,财务费用——利息费用 双汇发展,2025,6672606513.98,149496882.26 新产业,2025,1855267100.24,530512.39 藏格矿业,2025,4055322495.43,18805450.47 ","corporate,year,利息保障倍数 双汇发展,2025,45.63375030373694 新产业,2025,3498.1230365420874 藏格矿业,2025,216.6461235480311 " 538,CN,fundamental,对于2024年的利息保障倍数,三峡能源、阿特斯、山金国际中最高的那家公司领先第二名多少?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,57.2451,hard,solvency,利息保障倍数 = EBIT / 利息支出 = (利润总额 + 利息支出) / 利息支出,"corporate,year,利润总额,财务费用——利息费用 三峡能源,2024,8557236576.87,4296159518.01 阿特斯,2024,2579734453.55,486335271.55 山金国际,2024,3173600804.66,50737373.63 ","corporate,year,利息保障倍数 三峡能源,2024,2.991833995222261 山金国际,2024,63.54956805220822 阿特斯,2024,6.304436269506269 " 539,CN,fundamental,对于用友网络、汇川技术、中国广核、新产业在2022年利息保障倍数的值,计算最低的公司与第二名之间的差距。按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1.2801,hard,solvency,利息保障倍数 = EBIT / 利息支出 = (利润总额 + 利息支出) / 利息支出,"corporate,year,利润总额,财务费用——利息费用 用友网络,2022,246806945.0,153104849.0 汇川技术,2022,4476619682.54,153068406.05 中国广核,2022,18700132726.93,6465851164.62 新产业,2022,1501201625.41,274749.02 ","corporate,year,利息保障倍数 中国广核,2022,3.8921378254503964 新产业,2022,5464.901656173332 汇川技术,2022,30.2458763899175 用友网络,2022,2.6120125953685505 " 540,CN,fundamental,在新和成、宁沪高速、豪威集团中,2022年净债务/EBITDA最高的那家公司,比第二名高出多少?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.2678,hard,solvency,净债务 / EBITDA;净债务 = 有息负债(短期借款 + 一年内到期非流动负债 + 长期借款 + 应付债券 + 租赁负债 + 应付利息 + 应付短期债券 + 交易性金融负债 + 卖出回购金融资产款)- 现金类资产(货币资金 + 交易性金融资产);EBITDA = 利润总额 + 利息支出 + 折旧与摊销,"corporate,year,短期借款,一年内到期的非流动负债,长期借款,应付债券,租赁负债,应付利息,应付短期债券,交易性金融负债,卖出回购金融资产款,货币资金,交易性金融资产,利润总额,财务费用——利息费用,固定资产折旧、油气资产折耗、生产性生物资产折旧,无形资产摊销,长期待摊费用摊销 新和成,2022,1846373441.01,2591687706.22,5273637508.87,0.0,2822404.07,0.0,0.0,0.0,0.0,5343851967.72,720314576.43,4238102948.85,329243757.49,1347167649.18,43000548.86,6626543.66 宁沪高速,2022,2434124067.61,1815208560.25,16053597366.94,9972337481.34,20300291.44,0.0,0.0,0.0,0.0,932931344.38,3474620148.26,4581022574.4,1098642030.08,611851468.43,1433933951.4,2686797.77 豪威集团,2022,3632355345.64,3919929435.86,2749776000.0,2346778083.2,145313448.99,0.0,0.0,0.0,0.0,4026146411.11,14010136.2,1301322593.3,493887828.44,419226655.19,545879481.6,80032225.9 ","corporate,year,净债务/EBITDA 宁沪高速,2022,3.3498392783336266 新和成,2022,0.6120502922041892 豪威集团,2022,3.0820143689278456 " 541,CN,fundamental,爱尔眼科、海南机场、大秦铁路、圆通速递、中国铝业里,2025年净债务/EBITDA最高的企业与第二名相差多少?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,11.4749,hard,solvency,净债务 / EBITDA;净债务 = 有息负债(短期借款 + 一年内到期非流动负债 + 长期借款 + 应付债券 + 租赁负债 + 应付利息 + 应付短期债券 + 交易性金融负债 + 卖出回购金融资产款)- 现金类资产(货币资金 + 交易性金融资产);EBITDA = 利润总额 + 利息支出 + 折旧与摊销,"corporate,year,短期借款,一年内到期的非流动负债,长期借款,应付债券,租赁负债,应付利息,应付短期债券,交易性金融负债,卖出回购金融资产款,货币资金,交易性金融资产,利润总额,财务费用——利息费用,固定资产折旧、油气资产折耗、生产性生物资产折旧,无形资产摊销,长期待摊费用摊销 爱尔眼科,2025,1527490531.68,834556330.87,139551779.06,0.0,4715478467.57,0.0,0.0,0.0,0.0,5295331616.35,1055281333.04,4425135001.83,269717423.59,1728975753.57,49555455.28,456715490.16 海南机场,2025,1444163511.51,2634784093.83,16887624984.1,999053126.12,10531462.67,33981395.41,0.0,0.0,0.0,3865694651.75,114312422.6,203216000.67,584618880.94,641780882.23,39865576.08,4217560.26 大秦铁路,2025,289147358.0,1372082993.0,9836518799.0,0.0,2151433413.0,0.0,0.0,0.0,0.0,35850008755.0,0.0,8574289114.0,375443621.0,5404566710.0,315696903.0,132589944.0 圆通速递,2025,4064394283.35,1046201770.5,1664280376.35,499059136.87,478721809.06,0.0,0.0,0.0,0.0,7423701456.58,1405504799.25,5302589712.58,146888792.4,2503483798.76,203771862.91,175766323.55 中国铝业,2025,7385390000.0,11552584000.0,27214688000.0,8994952000.0,8443353000.0,0.0,0.0,0.0,0.0,29238071000.0,4409215000.0,25839529000.0,2341729000.0,10031749000.0,760002000.0,444005000.0 ","corporate,year,净债务/EBITDA 中国铝业,2025,0.759663859875332 圆通速递,2025,-0.12919877784179515 大秦铁路,2025,-1.4997937356391802 海南机场,2025,12.234610134463539 爱尔眼科,2025,0.1250291149134561 " 542,CN,fundamental,2022年,在中国核电、上汽集团、恒生电子中,净债务/EBITDA最高的公司与第二名之间的差距是多少?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,6.9032,hard,solvency,净债务 / EBITDA;净债务 = 有息负债(短期借款 + 一年内到期非流动负债 + 长期借款 + 应付债券 + 租赁负债 + 应付利息 + 应付短期债券 + 交易性金融负债 + 卖出回购金融资产款)- 现金类资产(货币资金 + 交易性金融资产);EBITDA = 利润总额 + 利息支出 + 折旧与摊销,"corporate,year,短期借款,一年内到期的非流动负债,长期借款,应付债券,租赁负债,应付利息,应付短期债券,交易性金融负债,卖出回购金融资产款,货币资金,交易性金融资产,利润总额,财务费用——利息费用,固定资产折旧、油气资产折耗、生产性生物资产折旧,无形资产摊销,长期待摊费用摊销 中国核电,2022,15364517114.47,23419187470.4,208511267907.01,8999285988.37,2789770519.36,0.0,0.0,0.0,0.0,16161671502.14,1907551.66,19569774848.11,7640989321.4,15515158413.4,216591683.06,136563933.99 上汽集团,2022,38337475598.51,39543710127.34,34555464051.99,15122421304.69,10746800774.69,71057893.27,0.0,51500458.6,0.0,155156629467.12,45230022623.99,28071080464.14,2706128980.08,15327697505.08,2081088946.9,820459351.7 恒生电子,2022,54993749.99,17061706.54,115834519.89,0.0,34984527.44,0.0,0.0,0.0,0.0,2872634365.36,1497708252.01,1124576138.61,20893866.14,132980236.9,47228100.47,985211.96 ","corporate,year,净债务/EBITDA 上汽集团,2022,-1.2642869509456103 中国核电,2022,5.6389426166049095 恒生电子,2022,-3.12623958105651 " 543,CN,fundamental,对于2022年的净债务/EBITDA,万泰生物、盛美上海、立讯精密、中国人寿中最低的那家公司领先第二名多少?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,3.6858,hard,solvency,净债务 / EBITDA;净债务 = 有息负债(短期借款 + 一年内到期非流动负债 + 长期借款 + 应付债券 + 租赁负债 + 应付利息 + 应付短期债券 + 交易性金融负债 + 卖出回购金融资产款)- 现金类资产(货币资金 + 交易性金融资产);EBITDA = 利润总额 + 利息支出 + 折旧与摊销,"corporate,year,短期借款,一年内到期的非流动负债,长期借款,应付债券,租赁负债,应付利息,应付短期债券,交易性金融负债,卖出回购金融资产款,货币资金,交易性金融资产,利润总额,财务费用——利息费用,固定资产折旧、油气资产折耗、生产性生物资产折旧,无形资产摊销,长期待摊费用摊销 万泰生物,2022,140139473.16,16800729.37,102487800.0,0.0,18427692.63,0.0,0.0,0.0,0.0,5192247920.74,2008612909.18,5582691093.16,7669723.73,137164144.68,14736129.42,6633811.57 盛美上海,2022,390372777.79,25890120.12,130133420.86,0.0,7727998.97,0.0,0.0,0.0,0.0,1562384721.34,140730269.72,716696265.53,12006970.59,34737467.0,4377425.73,16787999.65 立讯精密,2022,14911899668.93,1232252431.14,9205313060.94,2689623546.98,800739041.51,0.0,0.0,44318321.5,0.0,19367209441.41,1353266499.91,11157994984.3,1038070641.24,7402572021.23,170869522.76,395513128.13 中国人寿,2022,0.0,0.0,12774000000.0,34997000000.0,1569000000.0,0.0,0.0,3344000000.0,148954000000.0,128953000000.0,223782000000.0,24047000000.0,0.0,4568000000.0,360000000.0,363000000.0 ","corporate,year,净债务/EBITDA 万泰生物,2022,-1.2042323354488818 中国人寿,2022,-5.150214738564319 盛美上海,2022,-1.4644171535043011 立讯精密,2022,0.4048431397129481 " 544,CN,fundamental,对于大华股份、中国能建、中国银河在2024年净债务/EBITDA的值,计算最低的公司与第二名之间的差距。按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.0196,hard,solvency,净债务 / EBITDA;净债务 = 有息负债(短期借款 + 一年内到期非流动负债 + 长期借款 + 应付债券 + 租赁负债 + 应付利息 + 应付短期债券 + 交易性金融负债 + 卖出回购金融资产款)- 现金类资产(货币资金 + 交易性金融资产);EBITDA = 利润总额 + 利息支出 + 折旧与摊销,"corporate,year,短期借款,一年内到期的非流动负债,长期借款,应付债券,租赁负债,应付利息,应付短期债券,交易性金融负债,卖出回购金融资产款,货币资金,交易性金融资产,利润总额,财务费用——利息费用,固定资产折旧、油气资产折耗、生产性生物资产折旧,无形资产摊销,长期待摊费用摊销 大华股份,2024,995000000.0,117227812.08,0.0,0.0,114313807.41,0.0,0.0,4268603.52,0.0,11181803423.83,229927529.28,2989469554.64,45574086.2,755841915.34,39185300.46,66984132.0 中国能建,2024,40192548000.0,23750753000.0,193009617000.0,13999319000.0,2720892000.0,0.0,0.0,0.0,0.0,91162208000.0,420989000.0,15127803000.0,6761837000.0,5326693000.0,2824047000.0,258980000.0 中国银河,2024,13503921636.85,0.0,0.0,99096012863.82,1584107602.31,0.0,0.0,44018096756.42,176704613196.33,144890447061.36,220760816602.27,10518630296.62,0.0,828765992.03,269293585.8,63939955.62 ","corporate,year,净债务/EBITDA 中国能建,2024,6.009695650337169 中国银河,2024,-2.6320936503571866 大华股份,2024,-2.61246524870129 " 545,CN,fundamental,在双汇发展、中国化学、通威股份中,2022年营业收入增长率最高的那家公司,比第二名高出多少?(单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,104.8071,hard,growth,(本期营业收入 - 上期营业收入) / 上期营业收入 * 100%,"corporate,year,营业收入 双汇发展,2021,66682260352.97 双汇发展,2022,62575635903.48 中国化学,2021,137288977645.02 中国化学,2022,157716226323.22 通威股份,2021,64829996083.91 通威股份,2022,142422517994.99 ","corporate,year,营业收入增长率 中国化学,2022,14.879015801995063 双汇发展,2022,-6.158496169374514 通威股份,2022,119.68614314067108 " 546,CN,fundamental,南方航空、陕西煤业、阳光电源、五粮液、智飞生物里,2023年营业收入增长率最高的企业与第二名相差多少?(单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,4.2294,hard,growth,(本期营业收入 - 上期营业收入) / 上期营业收入 * 100%,"corporate,year,营业收入 南方航空,2022,87059000000.0 南方航空,2023,159929000000.0 陕西煤业,2022,166847725959.23 陕西煤业,2023,181471814714.54 阳光电源,2022,40257239155.34 阳光电源,2023,72250674939.46 五粮液,2022,73968640704.54 五粮液,2023,83272067317.19 智飞生物,2022,38264011331.74 智飞生物,2023,52963312548.05 ","corporate,year,营业收入增长率 五粮液,2023,12.577528157927864 南方航空,2023,83.70185736109994 智飞生物,2023,38.41547371724965 阳光电源,2023,79.4725034686741 陕西煤业,2023,8.764931419492921 " 547,CN,fundamental,2022年,在领益智造、通威股份、保利发展中,营业收入增长率最低的公司与第二名之间的差距是多少?(单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,14.8688,hard,growth,(本期营业收入 - 上期营业收入) / 上期营业收入 * 100%,"corporate,year,营业收入 领益智造,2021,30384494153.3 领益智造,2022,34484678505.9 通威股份,2021,64829996083.91 通威股份,2022,142422517994.99 保利发展,2021,284933136294.19 保利发展,2022,281016698161.88 ","corporate,year,营业收入增长率 保利发展,2022,-1.374511291753137 通威股份,2022,119.68614314067108 领益智造,2022,13.494331457068833 " 548,CN,fundamental,对于2019年的营业收入增长率,国投资本、中国东航、藏格矿业、海天味业、华大九天中最低的那家公司领先第二名多少?(单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,47.0455,hard,growth,(本期营业收入 - 上期营业收入) / 上期营业收入 * 100%,"corporate,year,营业收入 国投资本,2018,2364308198.5 国投资本,2019,668103209.1 中国东航,2018,114930000000.0 中国东航,2019,120860000000.0 藏格矿业,2018,2680568343.25 藏格矿业,2019,2018557840.82 海天味业,2018,17034475127.23 海天味业,2019,19796889800.07 华大九天,2018,150781951.28 华大九天,2019,257219984.89 ","corporate,year,营业收入增长率 中国东航,2019,5.159662403201949 华大九天,2019,70.59069915625778 国投资本,2019,-71.74212695604287 海天味业,2019,16.21661161971593 藏格矿业,2019,-24.696647041177805 " 549,CN,fundamental,对于中国联通、立讯精密、北方稀土、山东黄金、中微公司在2024年营业收入增长率的值,计算最低的公司与第二名之间的差距。(单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,6.1448,hard,growth,(本期营业收入 - 上期营业收入) / 上期营业收入 * 100%,"corporate,year,营业收入 中国联通,2023,372596794135.0 中国联通,2024,389589219642.0 立讯精密,2023,231905459829.83 立讯精密,2024,268794737612.58 北方稀土,2023,33496993130.09 北方稀土,2024,32966314898.03 山东黄金,2023,59275274514.67 山东黄金,2024,82517993538.3 中微公司,2023,6263513581.37 中微公司,2024,9065165097.69 ","corporate,year,营业收入增长率 中国联通,2024,4.560539911903609 中微公司,2024,44.72971088708334 北方稀土,2024,-1.5842563241394305 山东黄金,2024,39.21149115535126 立讯精密,2024,15.907032895999516 " 550,CN,fundamental,在科大讯飞、华利集团、京沪高铁、恒瑞医药、中国海油中,2024年EBITDA增长率最低的那家公司,比第二名低出多少?(单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,4.8132,hard,growth,EBITDA增长率 = (本期EBITDA - 上期EBITDA) / 上期EBITDA * 100%;EBITDA = 利润总额 + 利息支出 + 折旧与摊销,"corporate,year,利润总额,财务费用——利息费用,固定资产折旧、油气资产折耗、生产性生物资产折旧,无形资产摊销,长期待摊费用摊销 科大讯飞,2023,419771002.71,96251666.74,527097248.68,1318318955.74,84878078.83 科大讯飞,2024,229094931.51,194798266.37,903785603.42,1411532204.47,69996469.71 华利集团,2023,4036124486.47,71098773.3,688170468.01,32453059.13,156395342.04 华利集团,2024,4947870288.03,42252229.27,664688656.16,29457163.65,175960691.95 京沪高铁,2023,15308959165.08,2586741724.52,5205767196.04,719765626.23,0.0 京沪高铁,2024,17112973671.28,1950673678.05,5104698038.27,752993151.55,0.0 恒瑞医药,2023,4667109690.24,5903776.07,666539062.29,38096588.6,89301645.12 恒瑞医药,2024,7169689995.75,5558751.08,708766111.88,67263980.25,94789854.75 中国海油,2023,172974000000.0,2423000000.0,67882000000.0,900000000.0,165000000.0 中国海油,2024,189976000000.0,2807000000.0,73427000000.0,973000000.0,206000000.0 ","corporate,year,EBITDA增长率 中国海油,2024,9.431375437907214 京沪高铁,2024,4.618168985646726 华利集团,2024,17.5751273201998 恒瑞医药,2024,47.17653484582519 科大讯飞,2024,14.834158034161435 " 551,CN,fundamental,中海油服、宁沪高速、上海医药里,2021年EBITDA增长率最高的企业与第二名相差多少?(单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,52.1933,hard,growth,EBITDA增长率 = (本期EBITDA - 上期EBITDA) / 上期EBITDA * 100%;EBITDA = 利润总额 + 利息支出 + 折旧与摊销,"corporate,year,利润总额,财务费用——利息费用,固定资产折旧、油气资产折耗、生产性生物资产折旧,无形资产摊销,长期待摊费用摊销 中海油服,2020,3378739890.0,888127048.0,4118664389.0,66519295.0,630926271.0 中海油服,2021,1089549291.0,817568814.0,3924616014.0,75035977.0,867126914.0 宁沪高速,2020,3233635943.77,436079760.4,219046890.07,1408658667.39,7869358.1 宁沪高速,2021,5566399422.24,869888309.4,494420385.44,1676326805.39,4776305.37 上海医药,2020,7175482563.63,1411892516.32,1673889079.93,463904324.43,160659274.1 上海医药,2021,8143814892.36,1518228462.53,1713877274.49,425927091.89,186893020.66 ","corporate,year,EBITDA增长率 上海医药,2021,10.131640955534388 中海油服,2021,-25.422060522685513 宁沪高速,2021,62.324966625075795 " 552,CN,fundamental,2021年,在宁德时代、万华化学、华大九天中,EBITDA增长率最高的公司与第二名之间的差距是多少?(单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,3.5755,hard,growth,EBITDA增长率 = (本期EBITDA - 上期EBITDA) / 上期EBITDA * 100%;EBITDA = 利润总额 + 利息支出 + 折旧与摊销,"corporate,year,利润总额,财务费用——利息费用,固定资产折旧、油气资产折耗、生产性生物资产折旧,无形资产摊销,长期待摊费用摊销 宁德时代,2020,6982553400.0,640434300.0,4576797800.0,135243800.0,155847900.0 宁德时代,2021,19887129100.0,1161100400.0,5937168400.0,159202600.0,340253100.0 万华化学,2020,11732186087.46,1208271635.14,4922440387.32,308368597.71,5667539.5 万华化学,2021,29151469788.14,2034261425.04,7775952421.13,381739202.94,3079203.19 华大九天,2020,103558656.06,0.0,8523563.43,11229216.03,1943251.01 华大九天,2021,139305915.64,1921022.23,35801900.37,25185555.75,10820281.26 ","corporate,year,EBITDA增长率 万华化学,2021,116.46390697954207 华大九天,2021,70.08120107264456 宁德时代,2021,120.03941884882192 " 553,CN,fundamental,对于2024年的EBITDA增长率,中航机载、温氏股份、泰格医药中最低的那家公司领先第二名多少?(单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,37.4202,hard,growth,EBITDA增长率 = (本期EBITDA - 上期EBITDA) / 上期EBITDA * 100%;EBITDA = 利润总额 + 利息支出 + 折旧与摊销,"corporate,year,利润总额,财务费用——利息费用,固定资产折旧、油气资产折耗、生产性生物资产折旧,无形资产摊销,长期待摊费用摊销 中航机载,2023,2256687626.04,280332607.47,1269613732.36,218177473.21,15264159.83 中航机载,2024,1308469103.11,270623318.74,1327541244.48,199584847.25,8940267.87 温氏股份,2023,-6370677489.2,1301447487.26,5327517174.03,55092498.19,52062833.71 温氏股份,2024,9654325308.2,1122851211.6,5296978833.85,55332771.74,73974558.11 泰格医药,2023,2488533058.16,119897366.25,231509470.66,74175980.91,33337538.65 泰格医药,2024,664461508.3,141235382.04,235347909.54,88792330.09,39895400.15 ","corporate,year,EBITDA增长率 中航机载,2024,-22.89355223227852 泰格医药,2024,-60.3137907349474 温氏股份,2024,4333.929416142407 " 554,CN,fundamental,对于牧原股份、四川路桥、鹏鼎控股、公牛集团在2025年EBITDA增长率的值,计算最高的公司与第二名之间的差距。(单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,9.383,hard,growth,EBITDA增长率 = (本期EBITDA - 上期EBITDA) / 上期EBITDA * 100%;EBITDA = 利润总额 + 利息支出 + 折旧与摊销,"corporate,year,利润总额,财务费用——利息费用,固定资产折旧、油气资产折耗、生产性生物资产折旧,无形资产摊销,长期待摊费用摊销 牧原股份,2024,18896478910.64,3177468228.97,15067598105.54,29772853.8,11464610.83 牧原股份,2025,15809937800.4,2556832463.42,15295755988.07,32057648.99,10696376.09 四川路桥,2024,9155041545.74,2973341682.92,1023903121.33,821436237.27,528175426.85 四川路桥,2025,9360479595.2,2332952892.59,566872653.32,839444466.48,714354066.01 鹏鼎控股,2024,4044464846.25,113651755.74,2972534773.48,110154233.32,533120.02 鹏鼎控股,2025,4283768236.66,125035367.53,3232839208.56,113208147.1,695548.28 公牛集团,2024,5080455920.7,17642919.79,264524971.32,12408400.51,578929.57 公牛集团,2025,4905381965.08,16216500.05,302631820.75,11289678.79,17417500.74 ","corporate,year,EBITDA增长率 公牛集团,2025,-2.282041487786428 四川路桥,2025,-4.742788425630857 牧原股份,2025,-9.352453418972686 鹏鼎控股,2025,7.101004366419172 " 555,CN,fundamental,在天齐锂业、科大讯飞、百利天恒、晶盛机电中,2022年净利润增长率最高的那家公司,比第二名高出多少?(单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1022.9121,hard,growth,(本期净利润 - 上期净利润) / |上期净利润| * 100%,"corporate,year,净利润 天齐锂业,2021,2590030655.99 天齐锂业,2022,31108356432.36 科大讯飞,2021,1610718319.56 科大讯飞,2022,498628077.03 百利天恒,2021,-99991297.88 百利天恒,2022,-282379086.34 晶盛机电,2021,1728261798.19 晶盛机电,2022,3079218562.19 ","corporate,year,净利润增长率 天齐锂业,2022,1101.0806266101629 晶盛机电,2022,78.1685254754141 百利天恒,2022,-182.40366144550336 科大讯飞,2022,-69.04312374331161 " 556,CN,fundamental,中兴通讯、长安汽车、天坛生物、东方电气里,2021年净利润增长率最低的企业与第二名相差多少?(单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,3.7313,hard,growth,(本期净利润 - 上期净利润) / |上期净利润| * 100%,"corporate,year,净利润 中兴通讯,2020,4721692000.0 中兴通讯,2021,7035890000.0 长安汽车,2020,3288478642.7 长安汽车,2021,3604218189.98 天坛生物,2020,943076591.99 天坛生物,2021,1068813818.4 东方电气,2020,1916264130.79 东方电气,2021,2429223530.26 ","corporate,year,净利润增长率 东方电气,2021,26.76872103526393 中兴通讯,2021,49.01204907054505 天坛生物,2021,13.33266327230962 长安汽车,2021,9.601386585888324 " 557,CN,fundamental,2017年,在中航沈飞、上海机场、北新建材、中航光电中,净利润增长率最低的公司与第二名之间的差距是多少?(单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,14.9106,hard,growth,(本期净利润 - 上期净利润) / |上期净利润| * 100%,"corporate,year,净利润 中航沈飞,2016,556229227.38 中航沈飞,2017,703553991.52 上海机场,2016,2965658928.29 上海机场,2017,3857263053.18 北新建材,2016,1465397146.47 北新建材,2017,2354897830.36 中航光电,2016,776488985.52 中航光电,2017,866373254.1 ","corporate,year,净利润增长率 上海机场,2017,30.064284074773866 中航光电,2017,11.575730017574717 中航沈飞,2017,26.486339963461127 北新建材,2017,60.700314998751104 " 558,CN,fundamental,对于2018年的净利润增长率,中国中冶、芒果超媒、汇川技术、同花顺、TCL科技中最低的那家公司领先第二名多少?(单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,23.3927,hard,growth,(本期净利润 - 上期净利润) / |上期净利润| * 100%,"corporate,year,净利润 中国中冶,2017,6711854000.0 中国中冶,2018,7570607000.0 芒果超媒,2017,805518489.88 芒果超媒,2018,927574396.79 汇川技术,2017,1091364762.41 汇川技术,2018,1208720772.0 同花顺,2017,725653800.79 同花顺,2018,633934218.67 TCL科技,2017,3544702000.0 TCL科技,2018,4065198000.0 ","corporate,year,净利润增长率 TCL科技,2018,14.683773135231116 中国中冶,2018,12.79457211077595 同花顺,2018,-12.639578545602234 汇川技术,2018,10.75314263682558 芒果超媒,2018,15.152464958089656 " 559,CN,fundamental,对于卫星化学、中兴通讯、时代电气、中油资本在2020年净利润增长率的值,计算最高的公司与第二名之间的差距。(单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,31.4916,hard,growth,(本期净利润 - 上期净利润) / |上期净利润| * 100%,"corporate,year,净利润 卫星化学,2019,1267268211.29 卫星化学,2020,1657626320.24 中兴通讯,2019,5776669000.0 中兴通讯,2020,4721692000.0 时代电气,2019,2657559361.0 时代电气,2020,2496556928.0 中油资本,2019,15222213768.7 中油资本,2020,15117407051.96 ","corporate,year,净利润增长率 中兴通讯,2020,-18.262721994284252 中油资本,2020,-0.688511660212694 卫星化学,2020,30.803116930759263 时代电气,2020,-6.058281721293977 " 560,CN,fundamental,在中国船舶、申万宏源、华勤技术、晶科能源中,2023年每股收益增长率最低的那家公司,比第二名低出多少?(单位:%;净利润用归母净利润)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,70.1299,hard,growth,(本期每股收益 - 上期每股收益) / |上期每股收益| * 100%,"corporate,year,归属于母公司所有者的净利润,股本 中国船舶,2022,172470350.07,4472428758.0 中国船舶,2023,2957396962.72,4472428758.0 申万宏源,2022,2789067875.31,25039944560.0 申万宏源,2023,4606340168.13,25039944560.0 华勤技术,2022,2563676750.43,651827169.0 华勤技术,2023,2706874614.61,724252410.0 晶科能源,2022,2938617906.61,10000000000.0 晶科能源,2023,7440477243.96,10005196733.0 ","corporate,year,每股收益增长率 中国船舶,2023,1614.727755535772 华勤技术,2023,-4.972920133539309 晶科能源,2023,153.06497378252507 申万宏源,2023,65.15697623952639 " 561,CN,fundamental,中国太保、藏格矿业、思源电气里,2025年每股收益增长率最高的企业与第二名相差多少?(单位:%;净利润用归母净利润)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,2.5797,hard,growth,(本期每股收益 - 上期每股收益) / |上期每股收益| * 100%,"corporate,year,归属于母公司所有者的净利润,股本 中国太保,2024,44960000000.0,9620000000.0 中国太保,2025,53505000000.0,9620000000.0 藏格矿业,2024,2579985938.8,1580435073.0 藏格矿业,2025,3852353240.98,1570225745.0 思源电气,2024,2049069550.48,777642620.0 思源电气,2025,3150142665.04,782057732.0 ","corporate,year,每股收益增长率 中国太保,2025,19.005782918149464 思源电气,2025,52.86735940479003 藏格矿业,2025,50.28766230860185 " 562,CN,fundamental,2021年,在潞安环能、恒瑞医药、春秋航空、长春高新中,每股收益增长率最低的公司与第二名之间的差距是多少?(单位:%;净利润用归母净利润)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,63.66,hard,growth,(本期每股收益 - 上期每股收益) / |上期每股收益| * 100%,"corporate,year,归属于母公司所有者的净利润,股本 潞安环能,2020,1945561072.42,2991409200.0 潞安环能,2021,6731113540.71,2991409200.0 恒瑞医药,2020,6328383219.69,5331717041.0 恒瑞医药,2021,4530217550.47,6396011914.0 春秋航空,2020,-588413004.0,916462713.0 春秋航空,2021,39111907.0,916462713.0 长春高新,2020,3046586145.21,404720290.0 长春高新,2021,3757472953.11,404720290.0 ","corporate,year,每股收益增长率 恒瑞医药,2021,-40.326141952415924 春秋航空,2021,106.64701608124216 潞安环能,2021,245.9728731279279 长春高新,2021,23.333881729150953 " 563,CN,fundamental,对于2017年的每股收益增长率,荣盛石化、紫光股份、北方华创中最高的那家公司领先第二名多少?(单位:%;净利润用归母净利润)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,56.8766,hard,growth,(本期每股收益 - 上期每股收益) / |上期每股收益| * 100%,"corporate,year,归属于母公司所有者的净利润,股本 荣盛石化,2016,1920605766.75,2544000000.0 荣盛石化,2017,2016654965.07,3816000000.0 紫光股份,2016,814822574.6,1042303162.0 紫光股份,2017,1565147285.01,1042303162.0 北方华创,2016,92901564.99,458004372.0 北方华创,2017,125610225.49,458004372.0 ","corporate,year,每股收益增长率 北方华创,2017,35.20786813819636 紫光股份,2017,92.08442841416581 荣盛石化,2017,-29.999343610478626 " 564,CN,fundamental,对于金山办公、纳思达、新易盛、格力电器在2021年每股收益增长率的值,计算最低的公司与第二名之间的差距。(单位:%;净利润用归母净利润)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,9.6423,hard,growth,(本期每股收益 - 上期每股收益) / |上期每股收益| * 100%,"corporate,year,归属于母公司所有者的净利润,股本 金山办公,2020,878141265.18,461000000.0 金山办公,2021,1041253876.4,461000000.0 纳思达,2020,145181220.31,1074539741.0 纳思达,2021,1163229842.99,1410937360.0 新易盛,2020,491758403.47,362204466.0 新易盛,2021,661926139.05,507086219.0 格力电器,2020,22175108137.32,6015730878.0 格力电器,2021,23063732372.62,5914469040.0 ","corporate,year,每股收益增长率 新易盛,2021,-3.854329109287285 格力电器,2021,5.788017907800772 纳思达,2021,510.19668230944967 金山办公,2021,18.574757580326825 " 565,CN,fundamental,在赣锋锂业、纳思达、中国建筑中,2019年公司自由现金流最低的那家公司,比第二名低出多少?(单位:元)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,46536756605.1068,hard,cash flow,经营活动现金流净额 - 资本支出 + 利息支出 * (1 - 所得税费用 / 利润总额),"corporate,year,经营活动产生的现金流量净额,购建固定资产、无形资产和其他长期资产支付的现金,财务费用——利息费用,所得税费用,利润总额 赣锋锂业,2019,669286082.56,814167438.17,204995084.72,121075971.03,474468054.17 纳思达,2019,2651868173.76,745851310.67,875193714.6,291952156.88,1157901911.15 中国建筑,2019,-34220077000.0,20436792000.0,10476405000.0,18262603000.0,81467846000.0 ","corporate,year,公司自由现金流 中国建筑,2019,-46528954045.780945 纳思达,2019,2560540164.9332595 赣锋锂业,2019,7802559.325831085 " 566,CN,fundamental,新产业、中国中铁、阳光电源里,2020年公司自由现金流最低的企业与第二名相差多少?(单位:元)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,7739519641.1482,hard,cash flow,经营活动现金流净额 - 资本支出 + 利息支出 * (1 - 所得税费用 / 利润总额),"corporate,year,经营活动产生的现金流量净额,购建固定资产、无形资产和其他长期资产支付的现金,财务费用——利息费用,所得税费用,利润总额 新产业,2020,976654657.41,254817309.04,0.0,157614562.7,1096761945.17 中国中铁,2020,30994071000.0,43290967000.0,6467522000.0,6133626000.0,33383055000.0 阳光电源,2020,3088658224.59,960928959.57,97625042.31,206026555.86,2181541884.75 ","corporate,year,公司自由现金流 中国中铁,2020,-7017682292.778237 新产业,2020,721837348.37 阳光电源,2020,2216134520.4565883 " 567,CN,fundamental,2023年,在卓胜微、青岛啤酒、铜陵有色、天赐材料中,公司自由现金流最低的公司与第二名之间的差距是多少?(单位:元)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,448743181.7741,hard,cash flow,经营活动现金流净额 - 资本支出 + 利息支出 * (1 - 所得税费用 / 利润总额),"corporate,year,经营活动产生的现金流量净额,购建固定资产、无形资产和其他长期资产支付的现金,财务费用——利息费用,所得税费用,利润总额 卓胜微,2023,1894128040.83,2121789270.91,2337429.34,51513570.17,1170968907.15 青岛啤酒,2023,2777567140.0,1617742854.0,16430590.0,1398208378.0,5746407302.0 铜陵有色,2023,5924657630.78,2750839885.32,1028320327.39,1597087810.52,5391665154.49 天赐材料,2023,2274216054.11,3102491757.55,194435865.87,482114908.5,2324336491.57 ","corporate,year,公司自由现金流 卓胜微,2023,-225426629.54236057 天赐材料,2023,-674169811.3164929 铜陵有色,2023,3897534983.9848022 青岛啤酒,2023,1172257006.1334684 " 568,CN,fundamental,对于2023年的公司自由现金流,中海油服、上港集团、润泽科技中最高的那家公司领先第二名多少?(单位:元)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,2043670938.767,hard,cash flow,经营活动现金流净额 - 资本支出 + 利息支出 * (1 - 所得税费用 / 利润总额),"corporate,year,经营活动产生的现金流量净额,购建固定资产、无形资产和其他长期资产支付的现金,财务费用——利息费用,所得税费用,利润总额 中海油服,2023,13095904097.0,9473763621.0,969394082.0,960240347.0,4242868554.0 上港集团,2023,13414585346.32,8002374775.94,1164023406.26,2239068372.53,16246855824.88 润泽科技,2023,1243931063.23,4793784253.96,159984200.63,19591634.44,1777305679.32 ","corporate,year,公司自由现金流 上港集团,2023,6415813522.249672 中海油服,2023,4372142583.482698 润泽科技,2023,-3391632531.403777 " 569,CN,fundamental,对于中煤能源、上汽集团、亿联网络在2016年公司自由现金流的值,计算最低的公司与第二名之间的差距。(单位:元)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,6234976330.61,hard,cash flow,经营活动现金流净额 - 资本支出 + 利息支出 * (1 - 所得税费用 / 利润总额),"corporate,year,经营活动产生的现金流量净额,购建固定资产、无形资产和其他长期资产支付的现金,财务费用——利息费用,所得税费用,利润总额 中煤能源,2016,12068576000.0,9016116000.0,0.0,439734000.0,3372503000.0 上汽集团,2016,11360916342.78,17267840851.85,0.0,6530495764.2,50489547289.99 亿联网络,2016,350237709.05,22185887.51,0.0,29677938.23,462001229.8 ","corporate,year,公司自由现金流 上汽集团,2016,-5906924509.069998 中煤能源,2016,3052460000.0 亿联网络,2016,328051821.54 " 570,CN,fundamental,在公牛集团、青岛港、川投能源中,2025年股权自由现金流最低的那家公司,比第二名低出多少?(单位:元)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,2541690540.26,hard,cash flow,经营活动现金流净额 - 资本支出 + 净借款(取得借款收到的现金 + 发行债券收到的现金 - 偿还债务支付的现金),"corporate,year,经营活动产生的现金流量净额,购建固定资产、无形资产和其他长期资产支付的现金,取得借款收到的现金,发行债券收到的现金,偿还债务支付的现金 公牛集团,2025,4743692351.84,500139110.24,1712624081.26,0.0,1227701482.79 青岛港,2025,5548596729.0,2464233800.0,2815053936.0,0.0,1669991239.0 川投能源,2025,762890300.36,1187274039.54,10567299161.88,0.0,8455180336.96 ","corporate,year,股权自由现金流 公牛集团,2025,4728475840.070001 川投能源,2025,1687735085.7399993 青岛港,2025,4229425626.0 " 571,CN,fundamental,赛轮轮胎、中国核电、长安汽车里,2017年股权自由现金流最高的企业与第二名相差多少?(单位:元)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,9667364213.0,hard,cash flow,经营活动现金流净额 - 资本支出 + 净借款(取得借款收到的现金 + 发行债券收到的现金 - 偿还债务支付的现金),"corporate,year,经营活动产生的现金流量净额,购建固定资产、无形资产和其他长期资产支付的现金,取得借款收到的现金,发行债券收到的现金,偿还债务支付的现金 赛轮轮胎,2017,1150056832.92,854975572.51,8811139081.81,0.0,8221044855.48 中国核电,2017,19820662305.12,23399977013.34,46904116005.46,0.0,32772261597.5 长安汽车,2017,-1123470776.83,3308579224.93,185000000.0,0.0,2168573600.0 ","corporate,year,股权自由现金流 中国核电,2017,10552539699.739998 赛轮轮胎,2017,885175486.74 长安汽车,2017,-6415623601.76 " 572,CN,fundamental,2019年,在中信特钢、爱尔眼科、中远海控中,股权自由现金流最高的公司与第二名之间的差距是多少?(单位:元)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,4748891559.44,hard,cash flow,经营活动现金流净额 - 资本支出 + 净借款(取得借款收到的现金 + 发行债券收到的现金 - 偿还债务支付的现金),"corporate,year,经营活动产生的现金流量净额,购建固定资产、无形资产和其他长期资产支付的现金,取得借款收到的现金,发行债券收到的现金,偿还债务支付的现金 中信特钢,2019,7926316139.91,2446886091.37,13110036510.0,0.0,16080329510.0 爱尔眼科,2019,2078432734.81,745625809.85,2846249084.65,0.0,2048250239.3 中远海控,2019,21202371528.39,11082748906.99,58071907199.92,0.0,60933501213.34 ","corporate,year,股权自由现金流 中信特钢,2019,2509137048.54 中远海控,2019,7258028607.980001 爱尔眼科,2019,2130805770.3100002 " 573,CN,fundamental,对于2023年的股权自由现金流,南方航空、渝农商行、四川路桥、中远海能、洛阳钼业中最低的那家公司领先第二名多少?(单位:元)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,16364633787.75,hard,cash flow,经营活动现金流净额 - 资本支出 + 净借款(取得借款收到的现金 + 发行债券收到的现金 - 偿还债务支付的现金),"corporate,year,经营活动产生的现金流量净额,购建固定资产、无形资产和其他长期资产支付的现金,取得借款收到的现金,发行债券收到的现金,偿还债务支付的现金 南方航空,2023,40134000000.0,11369000000.0,70978000000.0,12700000000.0,110308000000.0 渝农商行,2023,39459381000.0,1036331000.0,0.0,234975743000.0,289310000000.0 四川路桥,2023,-2118013150.83,7745804432.16,24615339330.49,0.0,13213927182.28 中远海能,2023,8970780532.82,5723248263.71,11195948600.71,0.0,11833068992.78 洛阳钼业,2023,15542003495.74,12924398131.61,71744175889.11,0.0,73908354465.49 ","corporate,year,股权自由现金流 中远海能,2023,2610411877.039998 南方航空,2023,2135000000.0 四川路桥,2023,1537594565.2200012 洛阳钼业,2023,453426787.7499943 渝农商行,2023,-15911207000.0 " 574,CN,fundamental,对于中国人寿、中国石化、潞安环能、山西焦煤在2016年股权自由现金流的值,计算最高的公司与第二名之间的差距。(单位:元)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,11083000000.0,hard,cash flow,经营活动现金流净额 - 资本支出 + 净借款(取得借款收到的现金 + 发行债券收到的现金 - 偿还债务支付的现金),"corporate,year,经营活动产生的现金流量净额,购建固定资产、无形资产和其他长期资产支付的现金,取得借款收到的现金,发行债券收到的现金,偿还债务支付的现金 中国人寿,2016,89098000000.0,5310000000.0,13831000000.0,0.0,30000000000.0 中国石化,2016,214543000000.0,72847000000.0,506097000000.0,0.0,569091000000.0 潞安环能,2016,1133579475.91,869162330.04,11213350000.0,0.0,9880750000.0 山西焦煤,2016,2622468054.28,2600994631.83,7987000000.0,0.0,7943521295.34 ","corporate,year,股权自由现金流 中国人寿,2016,67619000000.0 中国石化,2016,78702000000.0 山西焦煤,2016,64952127.11000013 潞安环能,2016,1597017145.8700001 " 575,CN,fundamental,在中油资本、上汽集团、生益科技中,2025年经营现金流利润率最低的那家公司,比第二名低出多少?(单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1997.1772,hard,cash flow,经营活动现金流净额 / 营业收入 * 100%,"corporate,year,经营活动产生的现金流量净额,营业收入 中油资本,2025,-18277767921.32,917619498.96 上汽集团,2025,34306601905.98,646152101889.3 生益科技,2025,5273633309.36,28431138459.44 ","corporate,year,经营现金流利润率 上汽集团,2025,5.30936938929241 中油资本,2025,-1991.8678648432629 生益科技,2025,18.548794016403498 " 576,CN,fundamental,中微公司、新希望、康龙化成、云南白药里,2024年经营现金流利润率最低的企业与第二名相差多少?(单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1.8783,hard,cash flow,经营活动现金流净额 / 营业收入 * 100%,"corporate,year,经营活动产生的现金流量净额,营业收入 中微公司,2024,1458401788.71,9065165097.69 新希望,2024,9126553532.87,103062962254.34 康龙化成,2024,2576656397.08,12275774875.03 云南白药,2024,4297003142.27,40033300814.72 ","corporate,year,经营现金流利润率 中微公司,2024,16.08797824412081 云南白药,2024,10.733571938414878 康龙化成,2024,20.989765805506455 新希望,2024,8.855318470613511 " 577,CN,fundamental,2019年,在中国石化、华大九天、国投资本中,经营现金流利润率最高的公司与第二名之间的差距是多少?(单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,15.0223,hard,cash flow,经营活动现金流净额 / 营业收入 * 100%,"corporate,year,经营活动产生的现金流量净额,营业收入 中国石化,2019,153619000000.0,2959799000000.0 华大九天,2019,51990642.31,257219984.89 国投资本,2019,-1485042510.09,668103209.1 ","corporate,year,经营现金流利润率 中国石化,2019,5.190183522597311 华大九天,2019,20.212520552100095 国投资本,2019,-222.27741011609518 " 578,CN,fundamental,对于2025年的经营现金流利润率,华能国际、圣邦股份、同花顺中最低的那家公司领先第二名多少?(单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,17.3508,hard,cash flow,经营活动现金流净额 / 营业收入 * 100%,"corporate,year,经营活动产生的现金流量净额,营业收入 华能国际,2025,67212899994.0,229288057955.0 圣邦股份,2025,466319946.2,3898054583.68 同花顺,2025,3774236497.7,6028985966.48 ","corporate,year,经营现金流利润率 华能国际,2025,29.313737746948505 同花顺,2025,62.60151406362575 圣邦股份,2025,11.962889081962667 " 579,CN,fundamental,对于思源电气、京东方A、中国神华、上海机场在2019年经营现金流利润率的值,计算最低的公司与第二名之间的差距。(单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,9.4429,hard,cash flow,经营活动现金流净额 / 营业收入 * 100%,"corporate,year,经营活动产生的现金流量净额,营业收入 思源电气,2019,831389944.0,6380095191.01 京东方A,2019,26083079194.0,116059590164.0 中国神华,2019,63106000000.0,241871000000.0 上海机场,2019,4885045782.8,10944668477.76 ","corporate,year,经营现金流利润率 上海机场,2019,44.63402242586522 中国神华,2019,26.090767392535692 京东方A,2019,22.47386808547476 思源电气,2019,13.030995919488575 " 580,CN,fundamental,在亿联网络、中国交建、联影医疗中,2018年资本支出占收入比最低的那家公司,比第二名低出多少?(单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,6.7865,hard,cash flow,资本支出 / 营业收入 * 100%,"corporate,year,购建固定资产、无形资产和其他长期资产支付的现金,营业收入 亿联网络,2018,20357152.91,1815359403.28 中国交建,2018,38817590164.0,490872128295.0 联影医疗,2018,560794902.11,2034680383.14 ","corporate,year,资本支出占收入比 中国交建,2018,7.907882303040793 亿联网络,2018,1.121384166309911 联影医疗,2018,27.561817903043767 " 581,CN,fundamental,青岛啤酒、软通动力、福斯特、盛美上海、百利天恒里,2022年资本支出占收入比最低的企业与第二名相差多少?(单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.9856,hard,cash flow,资本支出 / 营业收入 * 100%,"corporate,year,购建固定资产、无形资产和其他长期资产支付的现金,营业收入 青岛啤酒,2022,1780139656.0,32171565624.0 软通动力,2022,395570256.87,19103690330.76 福斯特,2022,576936615.81,18877495145.99 盛美上海,2022,685572133.5,2873045516.26 百利天恒,2022,34556410.65,703281558.8 ","corporate,year,资本支出占收入比 百利天恒,2022,4.913595446603654 盛美上海,2022,23.862209269571427 福斯特,2022,3.056213821527874 软通动力,2022,2.0706483931697144 青岛啤酒,2022,5.53327020762712 " 582,CN,fundamental,2021年,在东方盛虹、康龙化成、藏格矿业中,资本支出占收入比最低的公司与第二名之间的差距是多少?(单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,26.4042,hard,cash flow,资本支出 / 营业收入 * 100%,"corporate,year,购建固定资产、无形资产和其他长期资产支付的现金,营业收入 东方盛虹,2021,41718720515.67,52690217451.46 康龙化成,2021,2092821567.79,7443769724.38 藏格矿业,2021,61976346.43,3622594323.02 ","corporate,year,资本支出占收入比 东方盛虹,2021,79.17735498833855 康龙化成,2021,28.115076705497007 藏格矿业,2021,1.7108276804876403 " 583,CN,fundamental,对于2019年的资本支出占收入比,贵州茅台、温氏股份、中国东航中最低的那家公司领先第二名多少?(单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,2.5941,hard,cash flow,资本支出 / 营业收入 * 100%,"corporate,year,购建固定资产、无形资产和其他长期资产支付的现金,营业收入 贵州茅台,2019,3148864661.38,85429573467.25 温氏股份,2019,12391978701.98,73120412619.72 中国东航,2019,7590000000.0,120860000000.0 ","corporate,year,资本支出占收入比 中国东航,2019,6.27999338077114 温氏股份,2019,16.94735882636141 贵州茅台,2019,3.685918744036734 " 584,CN,fundamental,对于潞安环能、渝农商行、恒立液压、中国神华在2022年资本支出占收入比的值,计算最低的公司与第二名之间的差距。(单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.7245,hard,cash flow,资本支出 / 营业收入 * 100%,"corporate,year,购建固定资产、无形资产和其他长期资产支付的现金,营业收入 潞安环能,2022,750719604.45,54297074121.79 渝农商行,2022,610866000.0,28990726000.0 恒立液压,2022,798783077.0,8196713892.3 中国神华,2022,28684000000.0,344533000000.0 ","corporate,year,资本支出占收入比 中国神华,2022,8.325472451114987 恒立液压,2022,9.745162360130411 渝农商行,2022,2.107108321468045 潞安环能,2022,1.3826152082635483 " 585,CN,fundamental,在五粮液、德业股份、同花顺、中远海控、宝钢股份中,2019年现金流量充裕率最低的那家公司,比第二名低出多少?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.0983,hard,cash flow,经营活动现金流净额 / (资本支出 + 偿还债务支付的现金 + 分配股利、利润或偿付利息支付的现金),"corporate,year,经营活动产生的现金流量净额,购建固定资产、无形资产和其他长期资产支付的现金,偿还债务支付的现金,分配股利、利润或偿付利息支付的现金 五粮液,2019,23112072040.66,1698655125.66,0.0,7251646962.56 德业股份,2019,380755871.51,57082545.51,77000000.0,39188071.97 同花顺,2019,1219079300.44,129341215.34,0.0,258048000.0 中远海控,2019,21202371528.39,11082748906.99,60933501213.34,5395634518.91 宝钢股份,2019,33073719220.85,17625270817.47,156226156695.76,14526222022.94 ","corporate,year,现金流量充裕率 中远海控,2019,0.2738903932800331 五粮液,2019,2.5822672590100737 同花顺,2019,3.1469107867911355 宝钢股份,2019,0.1755713552127084 德业股份,2019,2.197463580655556 " 586,CN,fundamental,云铝股份、青岛港、赛轮轮胎、长电科技、川投能源里,2025年现金流量充裕率最高的企业与第二名相差多少?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1.7538,hard,cash flow,经营活动现金流净额 / (资本支出 + 偿还债务支付的现金 + 分配股利、利润或偿付利息支付的现金),"corporate,year,经营活动产生的现金流量净额,购建固定资产、无形资产和其他长期资产支付的现金,偿还债务支付的现金,分配股利、利润或偿付利息支付的现金 云铝股份,2025,8432323187.1,640504638.26,550000000.0,2098445920.67 青岛港,2025,5548596729.0,2464233800.0,1669991239.0,2715359382.0 赛轮轮胎,2025,4178797505.36,4817731140.36,12960712338.72,1886823509.46 长电科技,2025,4652212168.2,6298299227.33,10789794575.61,595540350.88 川投能源,2025,762890300.36,1187274039.54,8455180336.96,2470383665.59 ","corporate,year,现金流量充裕率 云铝股份,2025,2.5638339756141857 川投能源,2025,0.06298196159389644 赛轮轮胎,2025,0.212496352467282 长电科技,2025,0.2630800958520754 青岛港,2025,0.8100632663185625 " 587,CN,fundamental,2018年,在广汽集团、中国化学、恒瑞医药、福莱特中,现金流量充裕率最高的公司与第二名之间的差距是多少?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,2.1347,hard,cash flow,经营活动现金流净额 / (资本支出 + 偿还债务支付的现金 + 分配股利、利润或偿付利息支付的现金),"corporate,year,经营活动产生的现金流量净额,购建固定资产、无形资产和其他长期资产支付的现金,偿还债务支付的现金,分配股利、利润或偿付利息支付的现金 广汽集团,2018,-1268116293.0,9852008155.0,3227829872.0,4678632989.0 中国化学,2018,4909220796.85,985705169.2,6558650189.84,928000112.56 恒瑞医药,2018,2774212734.45,529109774.92,0.0,493021825.54 福莱特,2018,430909251.75,1257129436.89,584818797.8,79161657.99 ","corporate,year,现金流量充裕率 中国化学,2018,0.5794398987750329 广汽集团,2018,-0.0714090921373498 恒瑞医药,2018,2.7141443755397967 福莱特,2018,0.22430223975832533 " 588,CN,fundamental,对于2023年的现金流量充裕率,沪硅产业、TCL中环、华域汽车、荣盛石化中最低的那家公司领先第二名多少?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.2311,hard,cash flow,经营活动现金流净额 / (资本支出 + 偿还债务支付的现金 + 分配股利、利润或偿付利息支付的现金),"corporate,year,经营活动产生的现金流量净额,购建固定资产、无形资产和其他长期资产支付的现金,偿还债务支付的现金,分配股利、利润或偿付利息支付的现金 沪硅产业,2023,-274727358.18,4126452772.93,755998221.83,105350419.77 TCL中环,2023,5181162667.85,12162980041.19,8490594932.62,1723830191.46 华域汽车,2023,11315738102.46,4897985743.68,5518580991.01,4317559882.16 荣盛石化,2023,28079221508.73,32643267964.49,117188136080.88,9700463891.53 ","corporate,year,现金流量充裕率 TCL中环,2023,0.23153545415941373 华域汽车,2023,0.7679951718019906 沪硅产业,2023,-0.05507985088975069 荣盛石化,2023,0.17601010927695174 " 589,CN,fundamental,对于软通动力、海螺水泥、陕西煤业、卓胜微在2024年现金流量充裕率的值,计算最高的公司与第二名之间的差距。按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.1631,hard,cash flow,经营活动现金流净额 / (资本支出 + 偿还债务支付的现金 + 分配股利、利润或偿付利息支付的现金),"corporate,year,经营活动产生的现金流量净额,购建固定资产、无形资产和其他长期资产支付的现金,偿还债务支付的现金,分配股利、利润或偿付利息支付的现金 软通动力,2024,741398323.16,691615293.96,3896449930.05,354399375.19 海螺水泥,2024,18476252523.0,11314257404.0,15906201222.0,6354833155.0 陕西煤业,2024,42350239402.91,13893188369.12,16052925551.29,29420032825.02 卓胜微,2024,80280996.61,1868129167.21,368956890.36,152041380.41 ","corporate,year,现金流量充裕率 卓胜微,2024,0.033602643096291816 海螺水泥,2024,0.5502931335195594 软通动力,2024,0.15000579332019992 陕西煤业,2024,0.7133735592527759 " 590,CN,fundamental,在顺丰控股、龙佰集团、中联重科中,2021年每股净资产最高的那家公司,比第二名高出多少?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,11.2279,hard,per share,股东权益合计 / 股本,"corporate,year,股东权益合计,股本 顺丰控股,2021,97915247000.0,4906213000.0 龙佰集团,2021,20788973993.05,2381470256.0 中联重科,2021,58297166150.61,8677992236.0 ","corporate,year,每股净资产 中联重科,2021,6.717817274457631 顺丰控股,2021,19.95739830292733 龙佰集团,2021,8.729470351633902 " 591,CN,fundamental,大全能源、华域汽车、昆仑万维里,2025年每股净资产最低的企业与第二名相差多少?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,5.7282,hard,per share,股东权益合计 / 股本,"corporate,year,股东权益合计,股本 大全能源,2025,39022601729.53,2145205724.0 华域汽车,2025,71137783000.59,3152723984.0 昆仑万维,2025,15644774574.03,1255356953.0 ","corporate,year,每股净资产 华域汽车,2025,22.563910878850344 大全能源,2025,18.190610482228042 昆仑万维,2025,12.462411218293543 " 592,CN,fundamental,2016年,在恒生电子、深南电路、长安汽车中,每股净资产最低的公司与第二名之间的差距是多少?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,3.4387,hard,per share,股东权益合计 / 股本,"corporate,year,股东权益合计,股本 恒生电子,2016,2517507245.84,617805180.0 深南电路,2016,1577870716.17,210000000.0 长安汽车,2016,43353159550.06,4802648511.0 ","corporate,year,每股净资产 恒生电子,2016,4.074920909274344 深南电路,2016,7.5136700770000004 长安汽车,2016,9.026927423642142 " 593,CN,fundamental,对于2018年的每股净资产,恒生电子、中国电信、宁德时代、中航西飞、兖矿能源中最高的那家公司领先第二名多少?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1.2586,hard,per share,股东权益合计 / 股本,"corporate,year,股东权益合计,股本 恒生电子,2018,3414402602.56,617805180.0 中国电信,2018,344106000000.0,80932000000.0 宁德时代,2018,35200170590.62,2195017400.0 中航西飞,2018,19313070717.19,2768645071.0 兖矿能源,2018,84953491000.0,4912016000.0 ","corporate,year,每股净资产 中国电信,2018,4.251791627539169 中航西飞,2018,6.975639788387307 兖矿能源,2018,17.295035480340456 宁德时代,2018,16.0363970648342 恒生电子,2018,5.526665546183993 " 594,CN,fundamental,对于软通动力、华能水电、卫星化学在2017年每股净资产的值,计算最高的公司与第二名之间的差距。按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1.8576,hard,per share,股东权益合计 / 股本,"corporate,year,股东权益合计,股本 软通动力,2017,2276822358.08,263634990.2 华能水电,2017,41001921628.8,18000000000.0 卫星化学,2017,7210533392.65,1063710806.0 ","corporate,year,每股净资产 华能水电,2017,2.2778845349333334 卫星化学,2017,6.778659530370513 软通动力,2017,8.636267728926068 " 595,CN,fundamental,在四川路桥、宁德时代、福斯特中,2019年每股资本公积金最高的那家公司,比第二名高出多少?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,7.1329,hard,per share,资本公积 / 股本,"corporate,year,资本公积,股本 四川路桥,2019,3131572209.89,3610525510.0 宁德时代,2019,21630448577.59,2208399700.0 福斯特,2019,1391010316.85,522600000.0 ","corporate,year,每股资本公积金 四川路桥,2019,0.8673452662823036 宁德时代,2019,9.794625754382235 福斯特,2019,2.6617112836777648 " 596,CN,fundamental,阳光电源、国电电力、沪农商行里,2025年每股资本公积金最低的企业与第二名相差多少?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1.6607,hard,per share,资本公积 / 股本,"corporate,year,资本公积,股本 阳光电源,2025,7264502339.57,2073211424.0 国电电力,2025,968554432.29,17835619082.0 沪农商行,2025,16540133000.0,9644444000.0 ","corporate,year,每股资本公积金 国电电力,2025,0.05430450313146018 沪农商行,2025,1.7149908278797616 阳光电源,2025,3.503985293286711 " 597,CN,fundamental,2017年,在天坛生物、三峡能源、徐工机械、新和成、川投能源中,每股资本公积金最低的公司与第二名之间的差距是多少?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.104,hard,per share,资本公积 / 股本,"corporate,year,资本公积,股本 天坛生物,2017,947150338.94,670106928.0 三峡能源,2017,7585121221.77,13051431033.2 徐工机械,2017,3344104932.02,7007727655.0 新和成,2017,5412563310.38,1263919000.0 川投能源,2017,4051930346.4,4402140480.0 ","corporate,year,每股资本公积金 三峡能源,2017,0.5811716127124377 天坛生物,2017,1.4134316470460369 川投能源,2017,0.9204454889181547 徐工机械,2017,0.4772024679974525 新和成,2017,4.282365650314617 " 598,CN,fundamental,对于2025年的每股资本公积金,中国移动、中航西飞、山西汾酒、卓胜微、中海油服中最低的那家公司领先第二名多少?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1.2253,hard,per share,资本公积 / 股本,"corporate,year,资本公积,股本 中国移动,2025,-303621000000.0,468445000000.0 中航西飞,2025,11954250603.48,2781149071.0 山西汾酒,2025,704072987.94,1219964222.0 卓胜微,2025,3647178307.57,534943198.0 中海油服,2025,12361820023.0,4771592000.0 ","corporate,year,每股资本公积金 中国移动,2025,-0.6481465273404562 中海油服,2025,2.590711867862969 中航西飞,2025,4.29831350218911 卓胜微,2025,6.817879582740297 山西汾酒,2025,0.5771259314357172 " 599,CN,fundamental,对于中国交建、中国中铁、紫金矿业在2023年每股资本公积金的值,计算最高的公司与第二名之间的差距。按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,7.2023,hard,per share,资本公积 / 股本,"corporate,year,资本公积,股本 中国交建,2023,42655541987.0,16263661425.0 中国中铁,2023,56618356000.0,24752196000.0 紫金矿业,2023,25866060607.0,2632657124.0 ","corporate,year,每股资本公积金 中国中铁,2023,2.287407388015189 中国交建,2023,2.622751474734417 紫金矿业,2023,9.82507762640191 " 600,CN,fundamental,在中航成飞、亿纬锂能、云铝股份中,2017年每股未分配利润最低的那家公司,比第二名低出多少?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.6645,hard,per share,未分配利润 / 股本,"corporate,year,未分配利润,股本 中航成飞,2017,508063761.16,590760499.0 亿纬锂能,2017,1066660026.86,856366226.0 云铝股份,2017,509720634.15,2606838797.0 ","corporate,year,每股未分配利润 中航成飞,2017,0.8600164737148412 云铝股份,2017,0.19553208841935152 亿纬锂能,2017,1.2455652669095336 " 601,CN,fundamental,浪潮信息、新产业、德业股份、晶科能源、泰格医药里,2020年每股未分配利润最高的企业与第二名相差多少?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1.8065,hard,per share,未分配利润 / 股本,"corporate,year,未分配利润,股本 浪潮信息,2020,4058458395.22,1453721310.0 新产业,2020,2643644229.81,412350000.0 德业股份,2020,589402416.69,128000000.0 晶科能源,2020,4012789515.57,8000000000.0 泰格医药,2020,3253421282.24,872483508.0 ","corporate,year,每股未分配利润 德业股份,2020,4.604706380390626 新产业,2020,6.411165829538014 晶科能源,2020,0.50159868944625 泰格医药,2020,3.728920091220796 浪潮信息,2020,2.7917719629631073 " 602,CN,fundamental,2022年,在恒瑞医药、联影医疗、澜起科技、浪潮信息、洋河股份中,每股未分配利润最高的公司与第二名之间的差距是多少?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,24.4455,hard,per share,未分配利润 / 股本,"corporate,year,未分配利润,股本 恒瑞医药,2022,25520207662.61,6379002274.0 联影医疗,2022,2415043504.37,824157988.0 澜起科技,2022,3386153834.82,1134068231.0 浪潮信息,2022,7309025034.04,1463709516.0 洋河股份,2022,44364203149.57,1506988000.0 ","corporate,year,每股未分配利润 恒瑞医药,2022,4.000658185470025 洋河股份,2022,29.438988996309195 浪潮信息,2022,4.99349423785532 澜起科技,2022,2.9858466556585874 联影医疗,2022,2.930316200939376 " 603,CN,fundamental,对于2019年的每股未分配利润,汇川技术、新和成、巨化股份、万科A、中国铝业中最低的那家公司领先第二名多少?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1.9608,hard,per share,未分配利润 / 股本,"corporate,year,未分配利润,股本 汇川技术,2019,3735885601.39,1731644256.0 新和成,2019,9158233971.76,2148662300.0 巨化股份,2019,5041794807.84,2745166103.0 万科A,2019,95352036928.77,11302143001.0 中国铝业,2019,-2114614000.0,17022673000.0 ","corporate,year,每股未分配利润 万科A,2019,8.436633381858057 中国铝业,2019,-0.12422338136907171 巨化股份,2019,1.8366082847701548 新和成,2019,4.262295648674061 汇川技术,2019,2.1574209532041433 " 604,CN,fundamental,对于三峡能源、工业富联、春秋航空、中科曙光、国电电力在2022年每股未分配利润的值,计算最低的公司与第二名之间的差距。按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.2614,hard,per share,未分配利润 / 股本,"corporate,year,未分配利润,股本 三峡能源,2022,24121017992.49,28619530000.0 工业富联,2022,77934054000.0,19859593000.0 春秋航空,2022,4408533660.0,978548805.0 中科曙光,2022,4378838552.87,1464013974.0 国电电力,2022,19693720527.28,17835619082.0 ","corporate,year,每股未分配利润 三峡能源,2022,0.8428167056723155 中科曙光,2022,2.99098139132243 国电电力,2022,1.1041792514595261 工业富联,2022,3.924252324808469 春秋航空,2022,4.505175048473949 " 605,CN,fundamental,在三六零、拓普集团、宝丰能源中,2020年每股经营现金流最高的那家公司,比第二名高出多少?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.3582,hard,per share,经营活动现金流净额 / 股本,"corporate,year,经营活动产生的现金流量净额,股本 三六零,2020,1942970000.0,7145363000.0 拓普集团,2020,1123685580.01,1054987749.0 宝丰能源,2020,5183714666.16,7333360000.0 ","corporate,year,每股经营现金流 三六零,2020,0.27192040488355873 宝丰能源,2020,0.7068676113214134 拓普集团,2020,1.0651171836593527 " 606,CN,fundamental,正泰电器、沪电股份、中国卫通、万科A、万泰生物里,2019年每股经营现金流最高的企业与第二名相差多少?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1.7184,hard,per share,经营活动现金流净额 / 股本,"corporate,year,经营活动产生的现金流量净额,股本 正泰电器,2019,4999220054.77,2151239916.0 沪电股份,2019,1064181249.0,1724717363.0 中国卫通,2019,1963313127.71,4000000000.0 万科A,2019,45686809515.08,11302143001.0 万泰生物,2019,272680549.14,390000000.0 ","corporate,year,每股经营现金流 万泰生物,2019,0.6991808952307692 万科A,2019,4.0423138789730135 中国卫通,2019,0.4908282819275 正泰电器,2019,2.3238784375410413 沪电股份,2019,0.6170177629272234 " 607,CN,fundamental,2025年,在恒力石化、恒立液压、拓普集团、中航成飞中,每股经营现金流最高的公司与第二名之间的差距是多少?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1.8422,hard,per share,经营活动现金流净额 / 股本,"corporate,year,经营活动产生的现金流量净额,股本 恒力石化,2025,31121788543.43,7039099786.0 恒立液压,2025,1810946160.52,1340820992.0 拓普集团,2025,4482090128.26,1737835580.0 中航成飞,2025,-2542177536.87,2672091376.0 ","corporate,year,每股经营现金流 中航成飞,2025,-0.9513812138698359 恒力石化,2025,4.421273953997333 恒立液压,2025,1.3506248569533135 拓普集团,2025,2.57912208717697 " 608,CN,fundamental,对于2023年的每股经营现金流,龙芯中科、京东方A、蓝思科技、中国石油、万华化学中最低的那家公司领先第二名多少?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,2.0405,hard,per share,经营活动现金流净额 / 股本,"corporate,year,经营活动产生的现金流量净额,股本 龙芯中科,2023,-410327447.87,401000000.0 京东方A,2023,38301826884.0,37652529195.0 蓝思科技,2023,9300199131.87,4983227981.0 中国石油,2023,456847000000.0,183021000000.0 万华化学,2023,26796752552.51,3139746626.0 ","corporate,year,每股经营现金流 万华化学,2023,8.534686312140016 中国石油,2023,2.496145251091405 京东方A,2023,1.0172444641271594 蓝思科技,2023,1.86630015069142 龙芯中科,2023,-1.0232604685037407 " 609,CN,fundamental,对于中国中铁、沪电股份、中国电信、TCL科技在2021年每股经营现金流的值,计算最低的公司与第二名之间的差距。按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.2117,hard,per share,经营活动现金流净额 / 股本,"corporate,year,经营活动产生的现金流量净额,股本 中国中铁,2021,13069466000.0,24570929000.0 沪电股份,2021,1410432087.0,1896658773.0 中国电信,2021,139194383644.66,91507138699.0 TCL科技,2021,32878453000.0,14030642000.0 ","corporate,year,每股经营现金流 TCL科技,2021,2.3433320442500065 中国中铁,2021,0.531907686518487 中国电信,2021,1.5211314179817224 沪电股份,2021,0.7436403991473273 " 610,CN,fundamental,在晶盛机电、浪潮信息、金龙鱼中,2018年权益乘数最高的那家公司,比第二名高出多少?(用期初期末平均值)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.0677,hard,solvency,平均总资产 / 平均股东权益,"corporate,year,资产合计,股东权益合计 晶盛机电,2017,6016196064.44,3699782969.16 晶盛机电,2018,6335042662.59,4230778163.01 浪潮信息,2017,17881501067.42,7281648083.84 浪潮信息,2018,25599272165.06,9309733448.18 金龙鱼,2017,136454937000.0,57072561000.0 金龙鱼,2018,169420625000.0,62738076000.0 ","corporate,year,权益乘数 晶盛机电,2018,1.5574230525665704 浪潮信息,2018,2.620684308209397 金龙鱼,2018,2.5529917013962624 " 611,CN,fundamental,海光信息、宁德时代、美的集团、古井贡酒、阿特斯里,2021年权益乘数最低的企业与第二名相差多少?(用期初期末平均值)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.1797,hard,solvency,平均总资产 / 平均股东权益,"corporate,year,资产合计,股东权益合计 海光信息,2020,9022075152.28,5576984248.79 海光信息,2021,10457352167.99,6261486004.51 宁德时代,2020,156618426900.0,69194716400.0 宁德时代,2021,307666860900.0,92622174500.0 美的集团,2020,360382603000.0,124237100000.0 美的集团,2021,387946104000.0,134825076000.0 古井贡酒,2020,15186625708.79,10448850786.38 古井贡酒,2021,25418086447.8,17252860881.53 阿特斯,2020,29221672589.42,9549543691.06 阿特斯,2021,34120308720.63,9468299489.04 ","corporate,year,权益乘数 古井贡酒,2021,1.4657835098192504 宁德时代,2021,2.8692016341292836 海光信息,2021,1.6454344947853434 美的集团,2021,2.888606583000368 阿特斯,2021,3.3306606175157736 " 612,CN,fundamental,2018年,在白云山、中国银河、包钢股份、新易盛、广汽集团中,权益乘数最低的公司与第二名之间的差距是多少?(用期初期末平均值)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.4458,hard,solvency,平均总资产 / 平均股东权益,"corporate,year,资产合计,股东权益合计 白云山,2017,28314713453.32,19263153793.17 白云山,2018,51482183869.48,23143732754.0 中国银河,2017,254814966451.09,64886433667.41 中国银河,2018,251363290117.14,66337860924.43 包钢股份,2017,146642464834.31,49537119948.97 包钢股份,2018,148800686393.67,52669880493.78 新易盛,2017,1402358491.57,1087711991.21 新易盛,2018,1379534727.78,1135777463.54 广汽集团,2017,119602416855.0,70413968278.0 广汽集团,2018,132119734666.0,77920681847.0 ","corporate,year,权益乘数 中国银河,2018,3.8573517056627864 包钢股份,2018,2.890635181036047 广汽集团,2018,1.696988204097131 新易盛,2018,1.2511384811864488 白云山,2018,1.8816966728750617 " 613,CN,fundamental,对于2021年的权益乘数,中航沈飞、宁德时代、赣锋锂业中最高的那家公司领先第二名多少?(用期初期末平均值)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1.3147,hard,solvency,平均总资产 / 平均股东权益,"corporate,year,资产合计,股东权益合计 中航沈飞,2020,32853080760.29,10835360686.84 中航沈飞,2021,64041410809.23,12323249716.46 宁德时代,2020,156618426900.0,69194716400.0 宁德时代,2021,307666860900.0,92622174500.0 赣锋锂业,2020,22020373319.53,13418403362.44 赣锋锂业,2021,39056652559.96,26166698438.69 ","corporate,year,权益乘数 中航沈飞,2021,4.183951017877694 宁德时代,2021,2.8692016341292836 赣锋锂业,2021,1.542929614942824 " 614,CN,fundamental,对于正泰电器、赛轮轮胎、宁沪高速在2018年权益乘数的值,计算最低的公司与第二名之间的差距。(用期初期末平均值)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.5009,hard,solvency,平均总资产 / 平均股东权益,"corporate,year,资产合计,股东权益合计 正泰电器,2017,44155384122.94,20570414417.55 正泰电器,2018,47582564179.59,22248028605.65 赛轮轮胎,2017,15054966498.98,5972843631.47 赛轮轮胎,2018,15288201642.93,6317543969.71 宁沪高速,2017,42532491238.0,25894930612.0 宁沪高速,2018,48162728832.15,29353856941.22 ","corporate,year,权益乘数 宁沪高速,2018,1.641578468718163 正泰电器,2018,2.142486784323856 赛轮轮胎,2018,2.4688536380249513 " 615,CN,fundamental,在新易盛、海天味业、顺丰控股中,2017年EBIT最高的那家公司,比第二名高出多少?(单位:元)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,2857688508.85,hard,valuation,利润总额 + 利息支出,"corporate,year,利润总额,财务费用——利息费用 新易盛,2017,127537388.64,1094877.0 海天味业,2017,4215288941.15,1813895.55 顺丰控股,2017,6513445120.47,561346225.08 ","corporate,year,EBIT 新易盛,2017,128632265.64 海天味业,2017,4217102836.7000003 顺丰控股,2017,7074791345.55 " 616,CN,fundamental,京东方A、中国中车、时代电气里,2019年EBIT最低的企业与第二名相差多少?(单位:元)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,70733754.0,hard,valuation,利润总额 + 利息支出,"corporate,year,利润总额,财务费用——利息费用 京东方A,2019,503750101.0,2525136209.0 中国中车,2019,16608325000.0,1020702000.0 时代电气,2019,2932612787.0,25539769.0 ","corporate,year,EBIT 中国中车,2019,17629027000.0 京东方A,2019,3028886310.0 时代电气,2019,2958152556.0 " 617,CN,fundamental,2024年,在泸州老窖、晶澳科技、中国化学中,EBIT最高的公司与第二名之间的差距是多少?(单位:元)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,10799413558.72,hard,valuation,利润总额 + 利息支出,"corporate,year,利润总额,财务费用——利息费用 泸州老窖,2024,18205298819.04,305448236.36 晶澳科技,2024,-5195935482.55,1061946647.93 中国化学,2024,7359315343.06,352018153.62 ","corporate,year,EBIT 中国化学,2024,7711333496.68 晶澳科技,2024,-4133988834.6200004 泸州老窖,2024,18510747055.4 " 618,CN,fundamental,对于2025年的EBIT,京沪高铁、盐湖股份、格力电器、东鹏饮料中最高的那家公司领先第二名多少?(单位:元)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,17349925067.72,hard,valuation,利润总额 + 利息支出,"corporate,year,利润总额,财务费用——利息费用 京沪高铁,2025,17673441706.62,1586157088.93 盐湖股份,2025,7192441673.84,20083429.94 格力电器,2025,34644658951.12,1964864912.15 东鹏饮料,2025,5584357268.07,101132296.96 ","corporate,year,EBIT 东鹏饮料,2025,5685489565.03 京沪高铁,2025,19259598795.55 格力电器,2025,36609523863.270004 盐湖股份,2025,7212525103.78 " 619,CN,fundamental,对于昆仑万维、华域汽车、上海莱士、洋河股份、广汽集团在2025年EBIT的值,计算最高的公司与第二名之间的差距。(单位:元)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,6855221246.26,hard,valuation,利润总额 + 利息支出,"corporate,year,利润总额,财务费用——利息费用 昆仑万维,2025,-1823651342.18,62004442.37 华域汽车,2025,9531194927.96,791864402.88 上海莱士,2025,1905528918.1,44112683.81 洋河股份,2025,3463934339.64,3903744.94 广汽集团,2025,-12060183968.0,973542411.0 ","corporate,year,EBIT 上海莱士,2025,1949641601.9099998 华域汽车,2025,10323059330.839998 广汽集团,2025,-11086641557.0 昆仑万维,2025,-1761646899.8100002 洋河股份,2025,3467838084.58 " 620,CN,fundamental,在华润三九、天合光能、洛阳钼业、中国联通中,2023年EBITDA最高的那家公司,比第二名高出多少?(单位:元)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,84475347831.34,hard,valuation,利润总额 + 利息支出 + 折旧与摊销,"corporate,year,利润总额,财务费用——利息费用,固定资产折旧、油气资产折耗、生产性生物资产折旧,无形资产摊销,长期待摊费用摊销 华润三九,2023,3754453234.16,80781872.68,626408354.51,170258637.01,57045010.13 天合光能,2023,6528221386.35,1353731718.42,2851712775.51,381346134.47,38729840.58 洛阳钼业,2023,13207963293.26,4138052209.88,2312407793.38,500974830.7,65490241.44 中国联通,2023,22709522469.0,1846122933.0,72606749891.0,5974555193.0,1563285714.0 ","corporate,year,EBITDA 中国联通,2023,104700236200.0 华润三九,2023,4688947108.49 天合光能,2023,11153741855.33 洛阳钼业,2023,20224888368.66 " 621,CN,fundamental,天齐锂业、寒武纪、中国联通、长江电力里,2017年EBITDA最高的企业与第二名相差多少?(单位:元)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,37990480043.19,hard,valuation,利润总额 + 利息支出 + 折旧与摊销,"corporate,year,利润总额,财务费用——利息费用,固定资产折旧、油气资产折耗、生产性生物资产折旧,无形资产摊销,长期待摊费用摊销 天齐锂业,2017,3451597276.94,127045579.89,169310985.86,65163025.66,0.0 寒武纪,2017,-380700413.24,0.0,405239.1,80367.79,37103.14 中国联通,2017,2377866816.0,5257314297.0,66461913614.0,4434805143.0,4552508219.0 长江电力,2017,26654388890.72,6141175864.31,12287258570.28,11104720.5,0.0 ","corporate,year,EBITDA 中国联通,2017,83084408089.0 天齐锂业,2017,3813116868.35 寒武纪,2017,-380177703.21 长江电力,2017,45093928045.810005 " 622,CN,fundamental,2025年,在中联重科、中微公司、中芯国际、北新建材中,EBITDA最低的公司与第二名之间的差距是多少?(单位:元)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1878041272.97,hard,valuation,利润总额 + 利息支出 + 折旧与摊销,"corporate,year,利润总额,财务费用——利息费用,固定资产折旧、油气资产折耗、生产性生物资产折旧,无形资产摊销,长期待摊费用摊销 中联重科,2025,5873585455.94,596313998.59,1248228539.37,281409368.29,14294079.65 中微公司,2025,2189849396.66,18929895.03,160495756.22,187732091.53,1815748.13 中芯国际,2025,7785646000.0,2663015000.0,27133723000.0,172939000.0,0.0 北新建材,2025,3275756193.8,42962305.49,918271647.07,171765156.24,28108857.94 ","corporate,year,EBITDA 中微公司,2025,2558822887.57 中联重科,2025,8013831441.839999 中芯国际,2025,37755323000.0 北新建材,2025,4436864160.54 " 623,CN,fundamental,对于2025年的EBITDA,中国神华、德业股份、海南机场、三六零、歌尔股份中最低的那家公司领先第二名多少?(单位:元)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,306482900.18,hard,valuation,利润总额 + 利息支出 + 折旧与摊销,"corporate,year,利润总额,财务费用——利息费用,固定资产折旧、油气资产折耗、生产性生物资产折旧,无形资产摊销,长期待摊费用摊销 中国神华,2025,79339000000.0,2385000000.0,21615000000.0,2072000000.0,1155000000.0 德业股份,2025,3635587160.13,57695512.27,196386087.85,6357215.25,45432149.47 海南机场,2025,203216000.67,584618880.94,641780882.23,39865576.08,4217560.26 三六零,2025,419937000.0,28428000.0,625577000.0,61095000.0,32179000.0 歌尔股份,2025,3980457902.23,615731512.79,3211646079.46,762804993.99,119616305.81 ","corporate,year,EBITDA 三六零,2025,1167216000.0 中国神华,2025,106566000000.0 德业股份,2025,3941458124.97 歌尔股份,2025,8690256794.28 海南机场,2025,1473698900.18 " 624,CN,fundamental,对于中国联通、药明康德、宁沪高速在2016年EBITDA的值,计算最低的公司与第二名之间的差距。(单位:元)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,3935340061.17,hard,valuation,利润总额 + 利息支出 + 折旧与摊销,"corporate,year,利润总额,财务费用——利息费用,固定资产折旧、油气资产折耗、生产性生物资产折旧,无形资产摊销,长期待摊费用摊销 中国联通,2016,581260261.0,0.0,67072611371.0,4343979876.0,1064323536.0 药明康德,2016,1382175568.21,0.0,309871373.17,35111736.68,54775505.77 宁沪高速,2016,4417275914.0,0.0,210217553.0,1086435696.0,3345082.0 ","corporate,year,EBITDA 中国联通,2016,73062175044.0 宁沪高速,2016,5717274245.0 药明康德,2016,1781934183.8300002 " 625,CN,fundamental,在招商蛇口、三环集团、中芯国际、德业股份中,2020年NOPAT最低的那家公司,比第二名低出多少?(单位:元)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1054924419.4279,hard,valuation,EBIT × (1 - 实际税率) = (利润总额 + 利息支出) × (1 - 所得税费用 / 利润总额),"corporate,year,利润总额,财务费用——利息费用,所得税费用 招商蛇口,2020,24109433191.38,4405065423.32,7196131140.76 三环集团,2020,1678604413.73,3375011.99,236977915.39 中芯国际,2020,4491068000.0,506036000.0,469742000.0 德业股份,2020,436552615.16,8167218.88,54106955.55 ","corporate,year,NOPAT 三环集团,2020,1444525041.1278079 中芯国际,2020,4474433306.265681 德业股份,2020,389600621.69995576 招商蛇口,2020,20003553134.74716 " 626,CN,fundamental,中国电建、四川路桥、兆易创新、小商品城里,2019年NOPAT最低的企业与第二名相差多少?(单位:元)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,988032383.5402,hard,valuation,EBIT × (1 - 实际税率) = (利润总额 + 利息支出) × (1 - 所得税费用 / 利润总额),"corporate,year,利润总额,财务费用——利息费用,所得税费用 中国电建,2019,13686580335.14,10704767426.32,3084877084.13 四川路桥,2019,2131706807.44,1930522629.84,434131103.46 兆易创新,2019,643724028.11,7708821.85,38449644.86 小商品城,2019,1632741548.93,459857576.35,383915221.97 ","corporate,year,NOPAT 中国电建,2019,18893677202.570618 兆易创新,2019,612522757.0671812 四川路桥,2019,3234939238.6659026 小商品城,2019,1600555140.607358 " 627,CN,fundamental,2021年,在双汇发展、中国铁建、北新建材中,NOPAT最低的公司与第二名之间的差距是多少?(单位:元)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1341622602.8917,hard,valuation,EBIT × (1 - 实际税率) = (利润总额 + 利息支出) × (1 - 所得税费用 / 利润总额),"corporate,year,利润总额,财务费用——利息费用,所得税费用 双汇发展,2021,6216019257.96,130835191.63,1332386318.06 中国铁建,2021,35151419000.0,6016226000.0,5836217000.0 北新建材,2021,3796697624.77,96547250.14,242282437.56 ","corporate,year,NOPAT 中国铁建,2021,34332549392.651546 北新建材,2021,3644801371.7568316 双汇发展,2021,4986423974.648514 " 628,CN,fundamental,对于2021年的NOPAT,紫光国微、泰格医药、鹏鼎控股中最低的那家公司领先第二名多少?(单位:元)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1307895007.609,hard,valuation,EBIT × (1 - 实际税率) = (利润总额 + 利息支出) × (1 - 所得税费用 / 利润总额),"corporate,year,利润总额,财务费用——利息费用,所得税费用 紫光国微,2021,2175893137.0,55365184.53,191900826.89 泰格医药,2021,3684565814.91,24910069.6,292863592.81 鹏鼎控股,2021,3816885917.05,30336464.04,500871848.27 ","corporate,year,NOPAT 泰格医药,2021,3414632342.678413 紫光国微,2021,2034474614.8185797 鹏鼎控股,2021,3342369622.427626 " 629,CN,fundamental,对于复星医药、中国中车、国轩高科、金龙鱼在2019年NOPAT的值,计算最高的公司与第二名之间的差距。(单位:元)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,6844228467.6649,hard,valuation,EBIT × (1 - 实际税率) = (利润总额 + 利息支出) × (1 - 所得税费用 / 利润总额),"corporate,year,利润总额,财务费用——利息费用,所得税费用 复星医药,2019,4525752634.36,1074690357.22,782231353.4 中国中车,2019,16608325000.0,1020702000.0,2784624000.0 国轩高科,2019,51894341.42,373273451.39,3561596.55 金龙鱼,2019,6958111000.0,2833206000.0,1394475000.0 ","corporate,year,NOPAT 中国中车,2019,14673267663.592024 国轩高科,2019,395987807.042619 复星医药,2019,4632462093.180175 金龙鱼,2019,7829039195.92717 " 630,CN,fundamental,计算巨化股份在2018至2020年间的毛利率,做同比比较,其中同比下降有几次?(指标单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,2.0,hard,profitability,(营业收入 - 营业成本) / 营业收入 * 100%,"year,营业收入,营业成本 2018,15656274278.14,11801642805.73 2019,16067504118.42,13779649464.29 2020,16053698564.79,14939201019.91 ","year,毛利率 2018,24.620362443394413 2019,14.239017069908028 2020,6.942310149789336 " 631,CN,fundamental,2017至2019年,赣锋锂业的毛利率逐年同比,其中同比上升共多少次?(指标单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.0,hard,profitability,(营业收入 - 营业成本) / 营业收入 * 100%,"year,营业收入,营业成本 2017,4383446140.42,2609419791.69 2018,5003882888.26,3197281384.89 2019,5341720203.72,4086209564.51 ","year,毛利率 2017,40.47104246067049 2018,36.103992513665915 2019,23.503863761633497 " 632,CN,fundamental,中煤能源在2018到2022年间,逐年做毛利率同比,同比上升的年份有多少个?(指标单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,2.0,hard,profitability,(营业收入 - 营业成本) / 营业收入 * 100%,"year,营业收入,营业成本 2018,104140084000.0,74314057000.0 2019,129334706000.0,93208133000.0 2020,140964681000.0,116436455000.0 2021,239828439000.0,197231700000.0 2022,220576859000.0,165158439000.0 ","year,毛利率 2018,28.640294739919742 2019,27.932620807905963 2020,17.400263545447956 2021,17.7613377202526 2022,25.124312791125565 " 633,CN,fundamental,对通威股份2017-2019年的毛利率做逐年同比,共发生同比下降几次?(指标单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,2.0,hard,profitability,(营业收入 - 营业成本) / 营业收入 * 100%,"year,营业收入,营业成本 2017,26092117772.18,21025806891.04 2018,27535170274.25,22326898401.27 2019,37555118255.7,30536001116.46 ","year,毛利率 2017,19.417016761061127 2018,18.91497971904901 2019,18.690174509501535 " 634,CN,fundamental,统计中国电信的毛利率在2021-2025年间逐年同比上升的次数。(指标单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,2.0,hard,profitability,(营业收入 - 营业成本) / 营业收入 * 100%,"year,营业收入,营业成本 2021,434159563363.61,307334882620.92 2022,474967243497.96,339939749469.61 2023,507842674997.4,361422204248.48 2024,523568920041.49,373498406766.68 2025,523924731368.75,371561570703.75 ","year,毛利率 2021,29.211536827641854 2022,28.428801328260434 2023,28.831856391286863 2024,28.662991161300738 2025,29.08111634030946 " 635,CN,fundamental,计算恒瑞医药在2017至2019年间的EBIT利润率,做同比比较,其中同比上升有几次?(指标单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1.0,hard,profitability,(利润总额 + 利息支出) / 营业收入 * 100%,"year,营业收入,利润总额,财务费用——利息费用 2017,13835629369.98,3759188764.63,0.0 2018,17417901050.02,4499079580.04,0.0 2019,23288576607.05,6055761514.41,0.0 ","year,EBIT利润率 2017,27.170348844314514 2018,25.830205184423377 2019,26.00314143963946 " 636,CN,fundamental,2016至2020年,江苏银行的EBIT利润率逐年同比,其中同比上升共多少次?(指标单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.0,hard,profitability,(利润总额 + 利息支出) / 营业收入 * 100%,"year,营业收入,利润总额,财务费用——利息费用 2016,31455906000.0,13523982000.0,0.0 2017,33839211000.0,13789564000.0,0.0 2018,35223988000.0,14267401000.0,0.0 2019,44974014000.0,15615486000.0,0.0 2020,52026195000.0,16748006000.0,0.0 ","year,EBIT利润率 2016,42.99345884362701 2017,40.75025271718067 2018,40.50478611337251 2019,34.72113029537457 2020,32.19148738438396 " 637,CN,fundamental,华东医药在2019到2021年间,逐年做EBIT利润率同比,同比上升的年份有多少个?(指标单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1.0,hard,profitability,(利润总额 + 利息支出) / 营业收入 * 100%,"year,营业收入,利润总额,财务费用——利息费用 2019,35445698216.15,3470266224.45,107193977.78 2020,33683058759.75,3453390540.98,68639542.18 2021,34563301233.67,2827534948.72,88587220.57 ","year,EBIT利润率 2019,10.092790895003485 2020,10.456384345262297 2021,8.437047577067801 " 638,CN,fundamental,对海南机场2021-2025年的EBIT利润率做逐年同比,共发生同比上升几次?(指标单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1.0,hard,profitability,(利润总额 + 利息支出) / 营业收入 * 100%,"year,营业收入,利润总额,财务费用——利息费用 2021,4524553773.9,830109952.18,336358321.13 2022,4700656255.83,2038570950.54,684263637.81 2023,6761642242.46,1486823212.09,617144006.62 2024,4368170552.09,425221565.31,596629358.16 2025,4420103596.17,203216000.67,584618880.94 ","year,EBIT利润率 2021,25.780846722140886 2022,57.924562872960514 2023,31.11621619816048 2024,23.393109570345967 2025,17.82390083102702 " 639,CN,fundamental,统计TCL科技的EBIT利润率在2018-2020年间逐年同比上升的次数。(指标单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,2.0,hard,profitability,(利润总额 + 利息支出) / 营业收入 * 100%,"year,营业收入,利润总额,财务费用——利息费用 2018,113360076000.0,4944380000.0,1782408000.0 2019,74933086000.0,4055803000.0,1958251000.0 2020,76677238000.0,5735304000.0,2594868000.0 ","year,EBIT利润率 2018,5.93400096167896 2019,8.025899266980677 2020,10.86394374299189 " 640,CN,fundamental,计算智飞生物在2019至2023年间的EBITDA利润率,做同比比较,其中同比上升有几次?(指标单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1.0,hard,profitability,(利润总额 + 利息支出 + 折旧与摊销) / 营业收入 * 100%,"year,营业收入,利润总额,财务费用——利息费用,固定资产折旧、油气资产折耗、生产性生物资产折旧,无形资产摊销,长期待摊费用摊销 2019,10587318311.6,2765378153.04,76112747.35,76135353.8,12376677.07,8047730.46 2020,15190366231.21,3854072300.31,127140487.31,107146067.98,13785167.13,10496188.39 2021,30652415906.61,11931054734.79,56144537.45,264128962.95,111717385.92,13010381.15 2022,38264011331.74,8718007864.78,53295566.36,274532074.95,40411315.65,15886432.91 2023,52963312548.05,9386873241.53,80996119.13,302861918.55,20843388.33,14679544.9 ","year,EBITDA利润率 2019,27.75065956504702 2020,27.07400301297676 2021,40.37546678202022 2022,23.787713148359284 2023,18.515182945823966 " 641,CN,fundamental,2020至2022年,阳光电源的EBITDA利润率逐年同比,其中同比上升共多少次?(指标单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1.0,hard,profitability,(利润总额 + 利息支出 + 折旧与摊销) / 营业收入 * 100%,"year,营业收入,利润总额,财务费用——利息费用,固定资产折旧、油气资产折耗、生产性生物资产折旧,无形资产摊销,长期待摊费用摊销 2020,19285641347.02,2181541884.75,97625042.31,222087280.83,11097464.36,9741993.25 2021,24136598726.55,1892672136.23,124111368.7,328688221.38,13202982.08,5794200.09 2022,40257239155.34,4133961610.05,209088016.88,435221765.31,18602955.49,13891643.07 ","year,EBITDA利润率 2020,13.077572169461254 2021,9.796197613705653 2022,11.950064365409586 " 642,CN,fundamental,新奥股份在2017到2019年间,逐年做EBITDA利润率同比,同比下降的年份有多少个?(指标单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1.0,hard,profitability,(利润总额 + 利息支出 + 折旧与摊销) / 营业收入 * 100%,"year,营业收入,利润总额,财务费用——利息费用,固定资产折旧、油气资产折耗、生产性生物资产折旧,无形资产摊销,长期待摊费用摊销 2017,10035632884.24,922604320.77,436890339.05,343154158.47,23874770.08,32942151.55 2018,13632478995.19,1621185123.72,480095084.36,379600086.97,22979880.76,27537894.9 2019,88652180000.0,10791950000.0,1357600000.0,2062080000.0,284330000.0,39160000.0 ","year,EBITDA利润率 2017,17.5321851667479 2018,18.568875635921856 2019,16.395671262680736 " 643,CN,fundamental,对三峡能源2020-2022年的EBITDA利润率做逐年同比,共发生同比下降几次?(指标单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1.0,hard,profitability,(利润总额 + 利息支出 + 折旧与摊销) / 营业收入 * 100%,"year,营业收入,利润总额,财务费用——利息费用,固定资产折旧、油气资产折耗、生产性生物资产折旧,无形资产摊销,长期待摊费用摊销 2020,11314932063.2,4285560864.11,2087335348.66,3906584251.75,49947451.52,30969913.59 2021,16417133208.95,7511581792.51,2840735660.84,5326533478.14,57837307.85,19166578.18 2022,23812176257.98,9002150834.03,4074464909.59,7975394494.94,213629676.35,27295687.3 ","year,EBITDA利润率 2020,91.56394198181296 2021,95.97202274591099 2022,89.42036784678281 " 644,CN,fundamental,统计隆基绿能的EBITDA利润率在2016-2018年间逐年同比上升的次数。(指标单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1.0,hard,profitability,(利润总额 + 利息支出 + 折旧与摊销) / 营业收入 * 100%,"year,营业收入,利润总额,财务费用——利息费用,固定资产折旧、油气资产折耗、生产性生物资产折旧,无形资产摊销,长期待摊费用摊销 2016,11530533460.78,1792699377.2,0.0,389964235.81,8305915.79,27862644.45 2017,16362284494.3,4017694926.41,269982923.65,655505085.04,9504645.45,64659752.38 2018,21987614949.84,2867433171.22,408889931.51,1055058788.46,11730141.58,134749549.67 ","year,EBITDA利润率 2016,19.24310077063775 2017,30.664100325830752 2018,20.36538111411936 " 645,CN,fundamental,计算保利发展在2019至2023年间的净利率,做同比比较,其中同比上升有几次?(指标单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1.0,hard,profitability,净利润 / 营业收入 * 100%,"year,营业收入,净利润 2019,235933564582.09,37553966244.68 2020,243109482718.25,40049287204.61 2021,284933136294.19,37189475817.22 2022,281016698161.88,26987449623.07 2023,346828132945.99,17899220617.03 ","year,净利率 2019,15.917178342640428 2020,16.473765957959294 2021,13.052001006587846 2022,9.603503919729299 2023,5.1608329650171045 " 646,CN,fundamental,2022至2024年,招商公路的净利率逐年同比,其中同比上升共多少次?(指标单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1.0,hard,profitability,净利润 / 营业收入 * 100%,"year,营业收入,净利润 2022,8297090007.26,5252840524.48 2023,9731355008.25,7216133359.43 2024,12711004049.53,5936140410.85 ","year,净利率 2022,63.30943161860043 2023,74.15342830790104 2024,46.70079867584885 " 647,CN,fundamental,上汽集团在2020到2024年间,逐年做净利率同比,同比上升的年份有多少个?(指标单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1.0,hard,profitability,净利润 / 营业收入 * 100%,"year,营业收入,净利润 2020,723042589215.28,29188050869.17 2021,759914635560.08,33941758857.55 2022,720987528302.03,22842652824.11 2023,726199110369.74,20060439042.58 2024,614074061818.13,5833321330.31 ","year,净利率 2020,4.036837014102844 2021,4.466522589413468 2022,3.168245209165525 2023,2.7623882701214475 2024,0.9499377506743888 " 648,CN,fundamental,对传音控股2022-2024年的净利率做逐年同比,共发生同比下降几次?(指标单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1.0,hard,profitability,净利润 / 营业收入 * 100%,"year,营业收入,净利润 2022,46595902507.63,2466811469.97 2023,62294876799.2,5587064723.54 2024,68715278819.5,5597326843.87 ","year,净利率 2022,5.2940523462681375 2023,8.968738699892171 2024,8.145680174816656 " 649,CN,fundamental,统计四川路桥的净利率在2016-2018年间逐年同比下降的次数。(指标单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,2.0,hard,profitability,净利润 / 营业收入 * 100%,"year,营业收入,净利润 2016,30108345149.42,1137432638.34 2017,32762821060.43,1127974722.65 2018,40019221370.24,1206906959.92 ","year,净利率 2016,3.777798589378504 2017,3.442849810062101 2018,3.015818195847028 " 650,CN,fundamental,计算思源电气在2023至2025年间的净资产收益率,做同比比较,其中同比下降有几次?(指标单位:%;按归属于母公司的计算;所有者权益按期末值计算)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.0,hard,profitability,净利润 / 所有者权益 * 100%,"year,归属于母公司所有者的净利润,归属于母公司所有者权益合计 2023,1559170409.63,10384238941.48 2024,2049069550.48,12379549868.31 2025,3150142665.04,15493244005.21 ","year,净资产收益率 2023,15.014777861109016 2024,16.55205215276321 2025,20.332363344827485 " 651,CN,fundamental,2016至2020年,中国银河的净资产收益率逐年同比,其中同比上升共多少次?(指标单位:%;按归属于母公司的计算;所有者权益按期末值计算)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,2.0,hard,profitability,净利润 / 所有者权益 * 100%,"year,归属于母公司所有者的净利润,归属于母公司所有者权益合计 2016,5153546221.82,57988546199.71 2017,3980730433.74,64513027189.45 2018,2887126757.58,65982087431.27 2019,5228429052.09,70895594078.45 2020,7243654385.2,81254530272.04 ","year,净资产收益率 2016,8.887179554513082 2017,6.170428837651847 2018,4.375622036188783 2019,7.374829310696581 2020,8.914769873074475 " 652,CN,fundamental,中国巨石在2020到2022年间,逐年做净资产收益率同比,同比上升的年份有多少个?(指标单位:%;按归属于母公司的计算;所有者权益按期末值计算)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1.0,hard,profitability,净利润 / 所有者权益 * 100%,"year,归属于母公司所有者的净利润,归属于母公司所有者权益合计 2020,2416110988.92,17436585689.22 2021,6028473746.53,22567564914.67 2022,6610015911.86,27597668458.05 ","year,净资产收益率 2020,13.856560177453417 2021,26.713000579921687 2022,23.951356332537994 " 653,CN,fundamental,对徐工机械2020-2022年的净资产收益率做逐年同比,共发生同比下降几次?(指标单位:%;按归属于母公司的计算;所有者权益按期末值计算)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1.0,hard,profitability,净利润 / 所有者权益 * 100%,"year,归属于母公司所有者的净利润,归属于母公司所有者权益合计 2020,3728859646.1,33692568977.03 2021,8207957892.0,51530797651.11 2022,4312439963.96,53259375967.02 ","year,净资产收益率 2020,11.067305816431393 2021,15.928257015488285 2022,8.0970531209949 " 654,CN,fundamental,统计中微公司的净资产收益率在2022-2024年间逐年同比上升的次数。(指标单位:%;按归属于母公司的计算;所有者权益按期末值计算)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1.0,hard,profitability,净利润 / 所有者权益 * 100%,"year,归属于母公司所有者的净利润,归属于母公司所有者权益合计 2022,1169792388.77,15483931875.39 2023,1785907974.46,17826122876.82 2024,1615675746.81,19736912284.36 ","year,净资产收益率 2022,7.5548794594560045 2023,10.018487961744533 2024,8.186061342990818 " 655,CN,fundamental,计算小商品城在2016至2018年间的总资产收益率,做同比比较,其中同比上升有几次?(指标单位:%;总资产按期末值计算)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1.0,hard,profitability,净利润 / 总资产 * 100%,"year,净利润,资产合计 2016,1003420950.25,27139878151.29 2017,1408728515.74,23861326924.56 2018,1041770067.35,26877858287.71 ","year,总资产收益率 2016,3.697219805691375 2017,5.903814654540536 2018,3.875941513637466 " 656,CN,fundamental,2022至2024年,思源电气的总资产收益率逐年同比,其中同比上升共多少次?(指标单位:%;总资产按期末值计算)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,2.0,hard,profitability,净利润 / 总资产 * 100%,"year,净利润,资产合计 2022,1287580125.62,15714883628.63 2023,1608514159.51,18733339007.0 2024,2084824638.44,23473702058.27 ","year,总资产收益率 2022,8.193379957801502 2023,8.586371916447751 2024,8.88153318664747 " 657,CN,fundamental,同仁堂在2022到2024年间,逐年做总资产收益率同比,同比上升的年份有多少个?(指标单位:%;总资产按期末值计算)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1.0,hard,profitability,净利润 / 总资产 * 100%,"year,净利润,资产合计 2022,2204076827.29,27054123244.38 2023,2583225229.82,30089450163.66 2024,2280337512.47,31197524019.77 ","year,总资产收益率 2022,8.146916488036094 2023,8.585152655729964 2024,7.309354136645396 " 658,CN,fundamental,对福斯特2016-2018年的总资产收益率做逐年同比,共发生同比下降几次?(指标单位:%;总资产按期末值计算)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1.0,hard,profitability,净利润 / 总资产 * 100%,"year,净利润,资产合计 2016,847755414.01,5496516603.71 2017,585199370.57,5703364920.9 2018,750055136.48,6455917796.66 ","year,总资产收益率 2016,15.423503195419949 2017,10.260598413149665 2018,11.61810233810667 " 659,CN,fundamental,统计东方盛虹的总资产收益率在2016-2020年间逐年同比下降的次数。(指标单位:%;总资产按期末值计算)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,2.0,hard,profitability,净利润 / 总资产 * 100%,"year,净利润,资产合计 2016,147203132.46,4967757515.62 2017,1429157967.52,13498191470.01 2018,965183487.05,29630939072.62 2019,1612160788.59,35042252671.09 2020,839727568.72,83332366504.85 ","year,总资产收益率 2016,2.9631706458528373 2017,10.587773708020613 2018,3.257350314428146 2019,4.600619725341 2020,1.0076847735640957 " 660,CN,fundamental,计算华友钴业在2018至2020年间的投入资本回报率,做同比比较,其中同比下降有几次?(指标单位:%;投入资本用期初期末平均值)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1.0,hard,profitability,ROIC = NOPAT / 平均投入资本 * 100%;NOPAT = (利润总额 + 利息支出) × (1 - 所得税费用 / 利润总额);投入资本 = 股东权益 + 有息负债(短期借款 + 长期借款 + 应付债券 + 一年内到期非流动负债 + 租赁负债 + 应付利息)- 金融资产(货币资金 + 交易性金融资产 + 其他权益工具投资 + 其他债权投资 + 债权投资 + 衍生金融资产 + 买入返售金融资产),"year,利润总额,财务费用——利息费用,所得税费用,股东权益合计,短期借款,长期借款,应付债券,一年内到期的非流动负债,租赁负债,应付利息,货币资金,交易性金融资产,其他权益工具投资,其他债权投资,债权投资,衍生金融资产,买入返售金融资产 2017,2209181105.37,304691260.15,323545940.09,6077234126.01,5556186833.63,343164929.06,0.0,240019924.35,0.0,17721918.73,1752885040.46,15897613.6,0.0,0.0,0.0,0.0,0.0 2018,1765046495.81,517051707.53,240380994.28,8410298254.89,5121992187.76,265660629.25,715662003.49,559320685.32,0.0,84428317.74,2324164775.98,15315198.87,0.0,0.0,0.0,0.0,0.0 2019,159265708.13,375408861.86,51141792.63,10090893026.87,5914977746.01,1053257446.93,0.0,1210911594.48,0.0,1740921.44,2885760539.3,103543722.85,21930092.52,0.0,0.0,0.0,0.0 2020,1478722242.53,394032889.3,353069064.61,12451804976.51,5862436627.54,1422004973.18,0.0,1448009624.78,0.0,0.0,2334257628.92,30317180.12,5653575.0,0.0,0.0,0.0,0.0 ","year,投入资本回报率 2018,16.933075386176682 2019,2.585509958251687 2020,8.367554510876491 " 661,CN,fundamental,2018至2022年,紫金矿业的投入资本回报率逐年同比,其中同比上升共多少次?(指标单位:%;投入资本用期初期末平均值)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,2.0,hard,profitability,ROIC = NOPAT / 平均投入资本 * 100%;NOPAT = (利润总额 + 利息支出) × (1 - 所得税费用 / 利润总额);投入资本 = 股东权益 + 有息负债(短期借款 + 长期借款 + 应付债券 + 一年内到期非流动负债 + 租赁负债 + 应付利息)- 金融资产(货币资金 + 交易性金融资产 + 其他权益工具投资 + 其他债权投资 + 债权投资 + 衍生金融资产 + 买入返售金融资产),"year,利润总额,财务费用——利息费用,所得税费用,股东权益合计,短期借款,长期借款,应付债券,一年内到期的非流动负债,租赁负债,应付利息,货币资金,交易性金融资产,其他权益工具投资,其他债权投资,债权投资,衍生金融资产,买入返售金融资产 2017,4567960193.0,1589043304.0,1320410996.0,37642845218.0,9855873011.0,6599046795.0,13779116465.0,4600343261.0,0.0,437156936.0,5936066673.0,2553927721.0,0.0,0.0,0.0,0.0,0.0 2018,6130179782.0,1575846889.0,1447503229.0,47273712702.0,15616680236.0,12917915706.0,8879453693.0,9707089022.0,0.0,502305167.0,10089890808.0,787134360.0,1983796793.0,0.0,0.0,0.0,0.0 2019,6974278766.0,1927817536.0,1913374082.0,57079598064.0,14440917886.0,13826221524.0,11966468687.0,5768840060.0,282347122.0,35579862.0,6225144800.0,687951525.0,4410441677.0,0.0,0.0,0.0,0.0 2020,10846027174.0,2056543584.0,2387988221.0,74596441476.0,20719121154.0,29082887198.0,16109678619.0,7975748215.0,172704600.0,0.0,11955339296.0,1930142166.0,6482326358.0,0.0,255811321.0,0.0,0.0 2021,24793810492.0,2111953389.0,5194172140.0,92897170544.0,18229100791.0,36126816893.0,14247474590.0,9470350520.0,184195155.0,0.0,14221780252.0,2935224582.0,9415646061.0,0.0,468136162.0,0.0,0.0 2022,29992850973.0,3444817054.0,5225640850.0,124455445505.0,23666315501.0,68819578332.0,23870516058.0,7645305535.0,222586249.0,0.0,20243737052.0,5093808339.0,10545595648.0,0.0,321929780.0,0.0,0.0 ","year,投入资本回报率 2018,8.038227295461072 2019,7.420283787079803 2020,9.142535453854897 2021,15.63061618704887 2022,15.48664621254229 " 662,CN,fundamental,小商品城在2021到2025年间,逐年做投入资本回报率同比,同比下降的年份有多少个?(指标单位:%;投入资本用期初期末平均值)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1.0,hard,profitability,ROIC = NOPAT / 平均投入资本 * 100%;NOPAT = (利润总额 + 利息支出) × (1 - 所得税费用 / 利润总额);投入资本 = 股东权益 + 有息负债(短期借款 + 长期借款 + 应付债券 + 一年内到期非流动负债 + 租赁负债 + 应付利息)- 金融资产(货币资金 + 交易性金融资产 + 其他权益工具投资 + 其他债权投资 + 债权投资 + 衍生金融资产 + 买入返售金融资产),"year,利润总额,财务费用——利息费用,所得税费用,股东权益合计,短期借款,长期借款,应付债券,一年内到期的非流动负债,租赁负债,应付利息,货币资金,交易性金融资产,其他权益工具投资,其他债权投资,债权投资,衍生金融资产,买入返售金融资产 2020,1421591074.43,416095890.57,499755019.22,13574709377.24,1257179389.4,282000000.0,3552161709.68,1315026574.43,0.0,0.0,5612642932.21,51712734.31,662256342.79,0.0,0.0,0.0,0.0 2021,1656693823.97,341313765.39,327525237.95,14630842093.8,942736046.04,771250000.0,0.0,3664241923.08,205942673.93,0.0,4831468386.25,75375083.2,642187968.77,0.0,0.0,0.0,0.0 2022,1149806832.6,280924664.39,46205700.39,15281096382.65,1059287361.11,404500000.0,3497416819.75,86852293.01,206623735.97,0.0,1991298971.3,62331000.66,499200803.85,0.0,48079561.64,0.0,0.0 2023,3208071559.14,194769865.08,526668944.35,17703937521.27,1619804888.91,862798863.03,3498452484.47,179140794.24,176832206.26,0.0,2922735320.61,15130895.0,556897379.17,0.0,48073333.34,0.0,0.0 2024,4028742952.85,141844557.9,950494867.16,20572459883.58,60054266.67,657589300.38,0.0,3764748211.13,149984238.78,0.0,5539191617.06,400316994.86,671036258.3,0.0,0.0,0.0,0.0 2025,5407571550.51,79492675.78,1191855783.31,23028691336.28,0.0,456224418.38,2799044726.49,120988024.0,129609121.91,0.0,6815989217.0,2093640647.73,661002071.26,0.0,0.0,0.0,0.0 ","year,投入资本回报率 2021,11.320480234001446 2022,8.424545788521018 2023,14.800808736063184 2024,16.303045011152626 2025,24.060193421108185 " 663,CN,fundamental,对龙源电力2018-2020年的投入资本回报率做逐年同比,共发生同比下降几次?(指标单位:%;投入资本用期初期末平均值)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,2.0,hard,profitability,ROIC = NOPAT / 平均投入资本 * 100%;NOPAT = (利润总额 + 利息支出) × (1 - 所得税费用 / 利润总额);投入资本 = 股东权益 + 有息负债(短期借款 + 长期借款 + 应付债券 + 一年内到期非流动负债 + 租赁负债 + 应付利息)- 金融资产(货币资金 + 交易性金融资产 + 其他权益工具投资 + 其他债权投资 + 债权投资 + 衍生金融资产 + 买入返售金融资产),"year,利润总额,财务费用——利息费用,所得税费用,股东权益合计,短期借款,长期借款,应付债券,一年内到期的非流动负债,租赁负债,应付利息,货币资金,交易性金融资产,其他权益工具投资,其他债权投资,债权投资,衍生金融资产,买入返售金融资产 2017,5432650130.2,2846635615.42,853423419.35,53537080534.64,29228694816.92,23597192825.44,19039667256.88,578155491.24,0.0,0.0,5108492012.04,77812705.25,970593806.08,0.0,0.0,0.0,0.0 2018,5833972058.53,3564271989.93,821529684.25,56769286128.41,18109474180.55,26751392519.24,21227533385.97,3453969941.09,442082006.74,676136861.95,3114395845.86,249080221.03,872221835.44,0.0,0.0,0.0,0.0 2019,6430368620.38,3384520738.08,1149835337.85,61041622231.63,17662875797.15,26873228279.71,22005613328.83,7621219617.23,437071415.09,0.0,3431840140.92,249524722.11,1086047933.07,0.0,73994000.0,0.0,0.0 2020,6980792956.32,2974137017.06,1232989808.54,66871553292.63,15340558421.48,35401537655.15,17196517446.1,12253507322.74,145195897.84,0.0,5587563419.86,303376599.28,758099906.5,0.0,117748698.69,0.0,0.0 ","year,投入资本回报率 2018,6.645431648284118 2019,6.346483794238438 2020,6.043769695610611 " 664,CN,fundamental,统计中国神华的投入资本回报率在2017-2021年间逐年同比上升的次数。(指标单位:%;投入资本用期初期末平均值)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,2.0,hard,profitability,ROIC = NOPAT / 平均投入资本 * 100%;NOPAT = (利润总额 + 利息支出) × (1 - 所得税费用 / 利润总额);投入资本 = 股东权益 + 有息负债(短期借款 + 长期借款 + 应付债券 + 一年内到期非流动负债 + 租赁负债 + 应付利息)- 金融资产(货币资金 + 交易性金融资产 + 其他权益工具投资 + 其他债权投资 + 债权投资 + 衍生金融资产 + 买入返售金融资产),"year,利润总额,财务费用——利息费用,所得税费用,股东权益合计,短期借款,长期借款,应付债券,一年内到期的非流动负债,租赁负债,应付利息,货币资金,交易性金融资产,其他权益工具投资,其他债权投资,债权投资,衍生金融资产,买入返售金融资产 2016,38896000000.0,0.0,9360000000.0,379904000000.0,4384000000.0,58462000000.0,15316000000.0,27819000000.0,0.0,705000000.0,50757000000.0,54000000.0,0.0,0.0,0.0,0.0,0.0 2017,70333000000.0,4136000000.0,16283000000.0,374627000000.0,9493000000.0,64321000000.0,6485000000.0,14899000000.0,0.0,0.0,81090000000.0,108000000.0,0.0,0.0,0.0,0.0,0.0 2018,70069000000.0,4649000000.0,16028000000.0,404450000000.0,2000000000.0,46765000000.0,6823000000.0,4229000000.0,0.0,0.0,72205000000.0,32452000000.0,811000000.0,0.0,9352000000.0,0.0,0.0 2019,66724000000.0,2849000000.0,15184000000.0,415619000000.0,835000000.0,36943000000.0,3460000000.0,8517000000.0,623000000.0,471000000.0,51481000000.0,33435000000.0,1789000000.0,0.0,21107000000.0,0.0,0.0 2020,62662000000.0,2261000000.0,15397000000.0,425130000000.0,5043000000.0,50251000000.0,3241000000.0,4735000000.0,606000000.0,263000000.0,127457000000.0,0.0,1845000000.0,0.0,400000000.0,0.0,0.0 2021,77150000000.0,2573000000.0,18016000000.0,445451000000.0,4248000000.0,49193000000.0,3172000000.0,7283000000.0,1510000000.0,209000000.0,162886000000.0,0.0,2174000000.0,0.0,400000000.0,0.0,0.0 ","year,投入资本回报率 2017,13.883562821514653 2018,15.615388179639448 2019,15.178771823980702 2020,13.636555260505412 2021,17.330826707160334 " 665,CN,fundamental,计算宝钢股份在2019至2021年间的存货周转天数,做同比比较,其中同比上升有几次?(存货用期初期末平均值;一年按365天计算)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1.0,hard,operational efficiency,平均存货 / 营业成本 * 365,"year,营业成本,存货 2018,259422850796.45,41568631679.7 2019,259873359648.27,40299745478.15 2020,251988798492.09,39506285448.23 2021,324476452147.78,49490104273.93 ","year,存货周转天数 2019,57.49330693815537 2020,57.7986034745173 2021,50.05553104635461 " 666,CN,fundamental,2020至2024年,卫星化学的存货周转天数逐年同比,其中同比上升共多少次?(存货用期初期末平均值;一年按365天计算)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,2.0,hard,operational efficiency,平均存货 / 营业成本 * 365,"year,营业成本,存货 2019,7964611578.86,903017681.33 2020,7680570376.58,1233688056.64 2021,19515231005.46,3293712008.55 2022,30921727638.64,3876578181.59 2023,33257389787.27,4233443857.76 2024,34890966462.24,4397583301.67 ","year,存货周转天数 2020,50.77081233036774 2021,42.33875128949309 2022,42.31904423300534 2023,44.50376387469554 2024,45.14528017733934 " 667,CN,fundamental,合盛硅业在2021到2025年间,逐年做存货周转天数同比,同比下降的年份有多少个?(存货用期初期末平均值;一年按365天计算)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1.0,hard,operational efficiency,平均存货 / 营业成本 * 365,"year,营业成本,存货 2020,6441584869.86,2504900616.44 2021,10084631045.66,4532933898.9 2022,15521994540.68,7610454690.39 2023,21227842146.59,7148131562.5 2024,21208790694.93,9508621703.92 2025,19004725882.9,7108889215.58 ","year,存货周转天数 2021,127.36259692934465 2022,142.77600805343008 2023,126.88251460288414 2024,143.33007076392778 2025,159.5758739955043 " 668,CN,fundamental,对华鲁恒升2017-2021年的存货周转天数做逐年同比,共发生同比上升几次?(存货用期初期末平均值;一年按365天计算)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1.0,hard,operational efficiency,平均存货 / 营业成本 * 365,"year,营业成本,存货 2016,6142982365.34,519403561.79 2017,8366571933.2,401626120.19 2018,9980458181.5,557174728.66 2019,10239496828.28,331621871.3 2020,10312455231.29,273431284.88 2021,17274156254.01,1038567410.95 ","year,存货周转天数 2017,20.090416756515076 2018,17.532376944324454 2019,15.841147491223625 2020,10.707653854128502 2021,13.86115526964692 " 669,CN,fundamental,统计中国铝业的存货周转天数在2023-2025年间逐年同比上升的次数。(存货用期初期末平均值;一年按365天计算)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1.0,hard,operational efficiency,平均存货 / 营业成本 * 365,"year,营业成本,存货 2022,257602506000.0,24712322000.0 2023,196310707000.0,22847135000.0 2024,199765398000.0,24420614000.0 2025,197654839000.0,24021595000.0 ","year,存货周转天数 2023,44.213588933282175 2024,43.18247443683916 2025,44.72798737044834 " 670,CN,fundamental,计算白云山在2017至2019年间的应收账款周转天数,做同比比较,其中同比下降有几次?(使用应收票据及应收账款,用期初期末平均值;一年按365天计算)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.0,hard,operational efficiency,平均应收票据及应收账款 / 营业收入 * 365,"year,营业收入,应收票据及应收账款 2016,20035681499.37,2713131492.5 2017,20954225189.53,2816424481.59 2018,42233838051.12,13653056156.35 2019,64951777641.83,14081106061.52 ","year,应收账款周转天数 2017,48.15945023706506 2018,71.16758398291822 2019,77.92680644819792 " 671,CN,fundamental,2021至2023年,华润微的应收账款周转天数逐年同比,其中同比下降共多少次?(使用应收票据及应收账款,用期初期末平均值;一年按365天计算)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1.0,hard,operational efficiency,平均应收票据及应收账款 / 营业收入 * 365,"year,营业收入,应收票据及应收账款 2020,6977259188.03,1269880956.38 2021,9249202849.06,1150758995.2 2022,10060129516.04,1297692759.8 2023,9900603859.18,1554429460.64 ","year,应收账款周转天数 2021,47.76268813352352 2022,44.41716625765589 2023,52.57379374366873 " 672,CN,fundamental,特变电工在2017到2021年间,逐年做应收账款周转天数同比,同比上升的年份有多少个?(使用应收票据及应收账款,用期初期末平均值;一年按365天计算)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1.0,hard,operational efficiency,平均应收票据及应收账款 / 营业收入 * 365,"year,营业收入,应收票据及应收账款 2016,40117492192.36,11648083051.76 2017,38281201718.14,15280288069.73 2018,39655527759.96,13302507801.53 2019,36980048574.43,13161191168.66 2020,44598305581.86,14835432319.02 2021,68967677641.42,16640324516.67 ","year,应收账款周转天数 2017,128.37704954657065 2018,131.54181878703642 2019,130.60083067059946 2020,114.56452705637768 2021,83.29011239699261 " 673,CN,fundamental,对中国石油2021-2023年的应收账款周转天数做逐年同比,共发生同比下降几次?(使用应收票据及应收账款,用期初期末平均值;一年按365天计算)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1.0,hard,operational efficiency,平均应收票据及应收账款 / 营业收入 * 365,"year,营业收入,应收票据及应收账款 2020,1933836000000.0,52325000000.0 2021,2614349000000.0,52746000000.0 2022,3239167000000.0,72028000000.0 2023,3012812000000.0,69006000000.0 ","year,应收账款周转天数 2021,7.334696897774551 2022,7.029972520712887 2023,8.543083670670457 " 674,CN,fundamental,统计迈瑞医疗的应收账款周转天数在2017-2019年间逐年同比上升的次数。(使用应收票据及应收账款,用期初期末平均值;一年按365天计算)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1.0,hard,operational efficiency,平均应收票据及应收账款 / 营业收入 * 365,"year,营业收入,应收票据及应收账款 2016,9031723194.0,1051531056.0 2017,11173795364.0,1422963571.0 2018,13753357469.0,1627332696.0 2019,16555991314.0,1695290771.0 ","year,应收账款周转天数 2017,40.41556648535558 2018,40.47586707334931 2019,36.6259423085549 " 675,CN,fundamental,计算恒瑞医药在2017至2021年间的应付账款周转天数,做同比比较,其中同比上升有几次?(使用应付票据及应付账款,用期初期末平均值;一年按365天计算)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,3.0,hard,operational efficiency,平均应付票据及应付账款 / 营业成本 * 365,"year,营业成本,应付票据及应付账款 2016,1434631411.69,755038237.73 2017,1849877052.01,733693628.8 2018,2334568085.36,1402074572.82 2019,2912944053.09,1289246788.04 2020,3348689669.44,1432734474.95 2021,3741798550.11,2252777275.02 ","year,应付账款周转天数 2017,146.8711476508744 2018,166.9592329475988 2019,168.6150298135419 2020,148.34506315383598 2021,179.7547049532509 " 676,CN,fundamental,2018至2020年,中煤能源的应付账款周转天数逐年同比,其中同比上升共多少次?(使用应付票据及应付账款,用期初期末平均值;一年按365天计算)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.0,hard,operational efficiency,平均应付票据及应付账款 / 营业成本 * 365,"year,营业成本,应付票据及应付账款 2017,55346730000.0,22912526000.0 2018,74314057000.0,22931854000.0 2019,93208133000.0,23270439000.0 2020,116436455000.0,25197387000.0 ","year,应付账款周转天数 2018,112.58434390145057 2019,90.46333405798397 2020,75.96743000291447 " 677,CN,fundamental,春秋航空在2019到2023年间,逐年做应付账款周转天数同比,同比下降的年份有多少个?(使用应付票据及应付账款,用期初期末平均值;一年按365天计算)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,3.0,hard,operational efficiency,平均应付票据及应付账款 / 营业成本 * 365,"year,营业成本,应付票据及应付账款 2018,11844399916.0,599887878.0 2019,13114555625.0,731435512.0 2020,9975724242.0,681451731.0 2021,11330807269.0,666556028.0 2022,11590342886.0,661640939.0 2023,15518700426.0,902389393.0 ","year,应付账款周转天数 2019,18.52647742115166 2020,25.847940018418566 2021,21.711728933079957 2022,20.91361307095501 2023,18.393005068374272 " 678,CN,fundamental,对中国中铁2021-2025年的应付账款周转天数做逐年同比,共发生同比下降几次?(使用应付票据及应付账款,用期初期末平均值;一年按365天计算)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.0,hard,operational efficiency,平均应付票据及应付账款 / 营业成本 * 365,"year,营业成本,应付票据及应付账款 2020,874935845000.0,384565344000.0 2021,963406073000.0,405520049000.0 2022,1038544007000.0,480429953000.0 2023,1134641814000.0,588737085000.0 2024,1043972731000.0,773169234000.0 2025,988773849000.0,873207461000.0 ","year,应付账款周转天数 2021,149.66750601176665 2022,155.68514600749123 2023,171.96879405239335 2024,238.0789227889325 2025,303.87509453387656 " 679,CN,fundamental,统计航发动力的应付账款周转天数在2022-2024年间逐年同比上升的次数。(使用应付票据及应付账款,用期初期末平均值;一年按365天计算)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,2.0,hard,operational efficiency,平均应付票据及应付账款 / 营业成本 * 365,"year,营业成本,应付票据及应付账款 2021,29841563493.27,22596765703.83 2022,33082485284.13,26569240699.29 2023,39100044775.54,32584968964.21 2024,43063744497.28,41582054268.06 ","year,应付账款周转天数 2022,271.22497271611394 2023,276.1030920952354 2024,314.3126984868723 " 680,CN,fundamental,计算大华股份在2023至2025年间的营业周期,做同比比较,其中同比上升有几次?(计算应收账款周转天数时,使用应收票据及应收账款;存货和应收票据及应收账款都用期初期末平均值;一年按365天计算)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1.0,hard,operational efficiency,存货周转天数 + 应收账款周转天数,"year,营业成本,存货,营业收入,应收票据及应收账款 2022,18989797670.92,7315372440.02,30565370012.64,16284210632.68 2023,18804021731.3,5332608544.02,32218317636.77,17089843146.78 2024,19681686604.51,5203560771.25,32180931827.17,17823844778.88 2025,19442555822.77,6090171290.38,32743783343.8,16255556820.38 ","year,营业周期 2023,311.7999867076374 2024,295.6950898056216 2025,295.95421029278657 " 681,CN,fundamental,2020至2022年,龙芯中科的营业周期逐年同比,其中同比下降共多少次?(计算应收账款周转天数时,使用应收票据及应收账款;存货和应收票据及应收账款都用期初期末平均值;一年按365天计算)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.0,hard,operational efficiency,存货周转天数 + 应收账款周转天数,"year,营业成本,存货,营业收入,应收票据及应收账款 2019,207414977.91,152493367.78,485629263.56,118537241.83 2020,554933721.24,339281781.41,1082320993.24,325890274.65 2021,555622498.68,437439093.26,1201253983.94,489220176.35 2022,390816377.14,745641817.47,738657855.87,676863107.4 ","year,营业周期 2020,236.668131458726 2021,378.9573739095395 2022,840.5686217338423 " 682,CN,fundamental,深南电路在2022到2024年间,逐年做营业周期同比,同比下降的年份有多少个?(计算应收账款周转天数时,使用应收票据及应收账款;存货和应收票据及应收账款都用期初期末平均值;一年按365天计算)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1.0,hard,operational efficiency,存货周转天数 + 应收账款周转天数,"year,营业成本,存货,营业收入,应收票据及应收账款 2021,10636989974.18,2526556570.04,13942521948.74,3014524847.8 2022,10421748436.5,2340891041.46,13992454035.04,3137469542.95 2023,10356704502.81,2686348293.78,13526425962.45,3335737539.27 2024,13460306237.07,3394998926.68,17907445251.3,4317352656.07 ","year,营业周期 2022,165.47498945627888 2023,175.92438258894256 2024,160.44811590155797 " 683,CN,fundamental,对寒武纪2021-2023年的营业周期做逐年同比,共发生同比下降几次?(计算应收账款周转天数时,使用应收票据及应收账款;存货和应收票据及应收账款都用期初期末平均值;一年按365天计算)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1.0,hard,operational efficiency,存货周转天数 + 应收账款周转天数,"year,营业成本,存货,营业收入,应收票据及应收账款 2020,158869961.04,90618443.54,458927330.67,207646239.35 2021,271150663.79,287029793.25,721045278.97,478035101.67 2022,249622353.64,287121493.51,729034623.05,765635475.89 2023,218799649.46,99401068.16,709386584.26,643921052.59 ","year,营业周期 2021,427.72821358830237 2022,731.0938864936238 2023,685.0259628333799 " 684,CN,fundamental,统计中航沈飞的营业周期在2021-2023年间逐年同比下降的次数。(计算应收账款周转天数时,使用应收票据及应收账款;存货和应收票据及应收账款都用期初期末平均值;一年按365天计算)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1.0,hard,operational efficiency,存货周转天数 + 应收账款周转天数,"year,营业成本,存货,营业收入,应收票据及应收账款 2020,24793578864.74,7778495511.91,27315905003.59,5262042374.97 2021,31246028021.08,9295572475.36,34686464961.86,3791247405.32 2022,37459711875.41,12172484465.08,41597743943.34,3487911295.04 2023,41184208925.63,11649717014.2,46247778579.66,9423831403.98 ","year,营业周期 2021,147.35837658474867 2022,136.52578477200834 2023,156.51504745110122 " 685,CN,fundamental,计算海天味业在2019至2021年间的现金周转期,做同比比较,其中同比下降有几次?(计算应收账款周转天数时,使用应收票据及应收账款;计算应付账款周转天数时,使用应付票据及应付账款;存货、应收票据及应收账款和应付票据及应付账款都用期初期末平均值;一年按365天计算)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1.0,hard,operational efficiency,存货周转天数 + 应收账款周转天数 - 应付账款周转天数,"year,营业成本,存货,营业收入,应收票据及应收账款,应付票据及应付账款 2018,9119051026.25,1203328316.58,17034475127.23,2444554.89,744839797.74 2019,10800720678.76,1802760746.44,19796889800.07,2463315.07,1298471697.18 2020,13180788066.91,2099920921.86,22791873936.49,41492650.3,1414732050.85 2021,15336858254.4,2226818960.68,25004031043.49,56045139.23,2073530675.02 ","year,现金周转期 2019,16.313316206005467 2020,16.821369707602926 2021,10.68931834677953 " 686,CN,fundamental,2023至2025年,卓胜微的现金周转期逐年同比,其中同比上升共多少次?(计算应收账款周转天数时,使用应收票据及应收账款;计算应付账款周转天数时,使用应付票据及应付账款;存货、应收票据及应收账款和应付票据及应付账款都用期初期末平均值;一年按365天计算)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,2.0,hard,operational efficiency,存货周转天数 + 应收账款周转天数 - 应付账款周转天数,"year,营业成本,存货,营业收入,应收票据及应收账款,应付票据及应付账款 2022,1731907789.39,1719682522.34,3677493060.96,400436945.62,476115712.07 2023,2344668770.85,1492668833.39,4378236624.12,518116770.1,634842248.75 2024,2715202907.11,2520876207.07,4486931811.79,578978664.35,879598480.73 2025,2769502714.09,3322103393.74,3726094578.61,600844190.89,1263187343.46 ","year,现金周转期 2023,201.8528666518156 2024,212.5980225746056 2025,301.6155249027703 " 687,CN,fundamental,东方盛虹在2020到2024年间,逐年做现金周转期同比,同比下降的年份有多少个?(计算应收账款周转天数时,使用应收票据及应收账款;计算应付账款周转天数时,使用应付票据及应付账款;存货、应收票据及应收账款和应付票据及应付账款都用期初期末平均值;一年按365天计算)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1.0,hard,operational efficiency,存货周转天数 + 应收账款周转天数 - 应付账款周转天数,"year,营业成本,存货,营业收入,应收票据及应收账款,应付票据及应付账款 2019,21868365543.63,2858509055.71,24887768959.59,357909488.29,4767649734.56 2020,31047552185.4,3910849372.32,33698796950.06,336149774.87,9312463867.71 2021,44000478281.97,6085991650.69,52690217451.46,880085040.4,18489186970.28 2022,58864403011.43,17540721603.25,63872900064.79,793707657.88,16049981305.82 2023,124613404201.31,18208194467.86,140439738058.63,1786498118.01,16341205966.5 2024,126062118131.07,16873219225.01,137674557166.85,2425480068.45,14250773680.27 ","year,现金周转期 2020,-39.21444109819834 2021,-69.63609168638146 2022,-29.04996115666212 2023,8.270443659208958 2024,12.082704762699024 " 688,CN,fundamental,对恒立液压2021-2025年的现金周转期做逐年同比,共发生同比上升几次?(计算应收账款周转天数时,使用应收票据及应收账款;计算应付账款周转天数时,使用应付票据及应付账款;存货、应收票据及应收账款和应付票据及应付账款都用期初期末平均值;一年按365天计算)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,3.0,hard,operational efficiency,存货周转天数 + 应收账款周转天数 - 应付账款周转天数,"year,营业成本,存货,营业收入,应收票据及应收账款,应付票据及应付账款 2020,4391049320.56,1217028164.13,7855038369.93,1764518515.59,1130664225.67 2021,5211940603.42,1606653422.76,9309218098.53,1507948966.13,1188012759.68 2022,4872676485.9,1765545027.07,8196713892.3,1592561625.52,1322800524.7 2023,5234182050.2,1692069078.96,8984640412.62,1672558900.8,1296653759.93 2024,5368244272.45,1764523892.08,9389689159.97,1972954019.55,1135537623.59 2025,6391976738.28,2154205275.48,10941028858.98,2439797438.75,1023307692.8 ","year,现金周转期 2021,81.83730063167484 2022,101.295034222242 2023,95.54665831521143 2024,105.68074538965685 2025,123.85334141136167 " 689,CN,fundamental,统计中国石化的现金周转期在2022-2024年间逐年同比下降的次数。(计算应收账款周转天数时,使用应收票据及应收账款;计算应付账款周转天数时,使用应付票据及应付账款;存货、应收票据及应收账款和应付票据及应付账款都用期初期末平均值;一年按365天计算)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.0,hard,operational efficiency,存货周转天数 + 应收账款周转天数 - 应付账款周转天数,"year,营业成本,存货,营业收入,应收票据及应收账款,应付票据及应付账款 2021,2216551000000.0,207433000000.0,2740884000000.0,34861000000.0,215640000000.0 2022,2819363000000.0,244241000000.0,3318168000000.0,46364000000.0,269424000000.0 2023,2709656000000.0,250898000000.0,3212215000000.0,48652000000.0,259000000000.0 2024,2598935000000.0,256595000000.0,3074562000000.0,44333000000.0,256597000000.0 ","year,现金周转期 2022,2.3060277209378377 2023,3.1564729261524036 2024,4.9503365683236 " 690,CN,fundamental,计算中航光电在2017至2021年间的存货周转率,做同比比较,其中同比下降有几次?(存货用期初期末平均值)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,3.0,hard,operational efficiency,营业成本 / 平均存货,"year,营业成本,存货 2016,3878878739.28,1278167609.44 2017,4132839616.31,1337641498.31 2018,5268388480.53,1964827913.84 2019,6165619617.44,2049336532.02 2020,6592355004.36,2791915080.05 2021,8105695410.71,4729803768.32 ","year,存货周转率 2017,3.1598938959768974 2018,3.1905751866450336 2019,3.071931755959275 2020,2.7234093712147596 2021,2.155277423714541 " 691,CN,fundamental,2017至2019年,金龙鱼的存货周转率逐年同比,其中同比上升共多少次?(存货用期初期末平均值)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1.0,hard,operational efficiency,营业成本 / 平均存货,"year,营业成本,存货 2016,118713700000.0,28304380000.0 2017,138074421000.0,33994096000.0 2018,150020744000.0,37088277000.0 2019,151275557000.0,34550680000.0 ","year,存货周转率 2017,4.4326741154952165 2018,4.221039272282033 2019,4.223276366237437 " 692,CN,fundamental,上海莱士在2022到2024年间,逐年做存货周转率同比,同比下降的年份有多少个?(存货用期初期末平均值)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1.0,hard,operational efficiency,营业成本 / 平均存货,"year,营业成本,存货 2021,2065434903.26,3173222711.94 2022,3667398039.0,3268843130.57 2023,4715319081.16,3666931557.58 2024,4858913175.34,4292524367.49 ","year,存货周转率 2022,1.1385782538264415 2023,1.3597094176707551 2024,1.2209159070875233 " 693,CN,fundamental,对山东黄金2021-2023年的存货周转率做逐年同比,共发生同比下降几次?(存货用期初期末平均值)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1.0,hard,operational efficiency,营业成本 / 平均存货,"year,营业成本,存货 2020,55621433703.23,3204304427.04 2021,30350808011.18,2983757179.61 2022,43212019499.58,4092280432.33 2023,49436660022.73,8848047161.2 ","year,存货周转率 2021,9.809471831554976 2022,12.213620636121178 2023,7.640712287291352 " 694,CN,fundamental,统计海螺水泥的存货周转率在2018-2020年间逐年同比下降的次数。(存货用期初期末平均值)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.0,hard,operational efficiency,营业成本 / 平均存货,"year,营业成本,存货 2017,48887730288.0,4705200427.0 2018,81230031437.0,6022717523.0 2019,104760090086.0,5571522957.0 2020,125458088162.0,7001615145.0 ","year,存货周转率 2018,15.143671272579038 2019,18.071056964310955 2020,19.95652750239711 " 695,CN,fundamental,计算中金黄金在2019至2023年间的应收账款周转率,做同比比较,其中同比上升有几次?(使用应收票据及应收账款,用期初期末平均值)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,3.0,hard,operational efficiency,营业收入 / 平均应收票据及应收账款,"year,营业收入,应收票据及应收账款 2018,34452379533.63,350559317.23 2019,42541410266.5,284320570.53 2020,47995317805.91,434732312.98 2021,56102498949.46,108803879.47 2022,57151533876.45,60666041.55 2023,61263636266.97,64631644.19 ","year,应收账款周转率 2019,134.01404292895694 2020,133.49593307136087 2021,206.43519135893007 2022,674.4740722420619 2023,977.8893505518629 " 696,CN,fundamental,2020至2022年,TCL科技的应收账款周转率逐年同比,其中同比下降共多少次?(使用应收票据及应收账款,用期初期末平均值)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1.0,hard,operational efficiency,营业收入 / 平均应收票据及应收账款,"year,营业收入,应收票据及应收账款 2019,74933086000.0,8569296000.0 2020,76677238000.0,13153299000.0 2021,163657700000.0,19014984000.0 2022,166552786000.0,14564510000.0 ","year,应收账款周转率 2020,7.059675697125504 2021,10.175097004711132 2022,9.919910407226505 " 697,CN,fundamental,洛阳钼业在2017到2021年间,逐年做应收账款周转率同比,同比下降的年份有多少个?(使用应收票据及应收账款,用期初期末平均值)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.0,hard,operational efficiency,营业收入 / 平均应收票据及应收账款,"year,营业收入,应收票据及应收账款 2016,6949571006.97,2412668825.02 2017,24147557764.1,3895322636.19 2018,25962862773.77,860999687.88 2019,68676565008.79,1510508440.5 2020,112981018624.55,702193713.91 2021,173862586154.82,745903478.74 ","year,应收账款周转率 2017,7.656179597766294 2018,10.917200729808194 2019,57.91805154444368 2020,102.1204036877485 2021,240.12557587609655 " 698,CN,fundamental,对中国石油2020-2022年的应收账款周转率做逐年同比,共发生同比下降几次?(使用应收票据及应收账款,用期初期末平均值)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.0,hard,operational efficiency,营业收入 / 平均应收票据及应收账款,"year,营业收入,应收票据及应收账款 2019,2516810000000.0,64184000000.0 2020,1933836000000.0,52325000000.0 2021,2614349000000.0,52746000000.0 2022,3239167000000.0,72028000000.0 ","year,应收账款周转率 2020,33.19633676368349 2021,49.76347422219261 2022,51.92054434417427 " 699,CN,fundamental,统计南山铝业的应收账款周转率在2018-2022年间逐年同比下降的次数。(使用应收票据及应收账款,用期初期末平均值)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.0,hard,operational efficiency,营业收入 / 平均应收票据及应收账款,"year,营业收入,应收票据及应收账款 2017,17067880799.46,3528961452.32 2018,20222361955.88,4832825403.66 2019,21509009121.49,2765972822.78 2020,22298992578.49,3646812209.44 2021,28725022944.47,3894507011.99 2022,34951222450.58,4183487125.44 ","year,应收账款周转率 2018,4.836851812700252 2019,5.661160746879541 2020,6.954542360753502 2021,7.618036606338779 2022,8.65344090524425 " 700,CN,fundamental,计算北新建材在2018至2020年间的应付账款周转率,做同比比较,其中同比上升有几次?(使用应付票据及应付账款,用期初期末平均值)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.0,hard,operational efficiency,营业成本 / 平均应付票据及应付账款,"year,营业成本,应付票据及应付账款 2017,7007907524.47,895971679.83 2018,8127563851.9,812375377.83 2019,9078691265.89,1597912156.07 2020,11178004899.46,1595369613.47 ","year,应付账款周转率 2018,9.515120262545118 2019,7.533284836934035 2020,7.000951188263112 " 701,CN,fundamental,2021至2025年,泰格医药的应付账款周转率逐年同比,其中同比上升共多少次?(使用应付票据及应付账款,用期初期末平均值)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1.0,hard,operational efficiency,营业成本 / 平均应付票据及应付账款,"year,营业成本,应付票据及应付账款 2020,1678035500.78,101294999.43 2021,2942882997.96,147866622.26 2022,4277007584.01,157957611.49 2023,4535510632.92,249307924.54 2024,4361106945.65,257287412.33 2025,4959606315.77,371118244.78 ","year,应付账款周转率 2021,23.62228161784445 2022,27.97036409813289 2023,22.27299013381729 2024,17.217319735294467 2025,15.784728414377849 " 702,CN,fundamental,万华化学在2019到2023年间,逐年做应付账款周转率同比,同比上升的年份有多少个?(使用应付票据及应付账款,用期初期末平均值)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,2.0,hard,operational efficiency,营业成本 / 平均应付票据及应付账款,"year,营业成本,应付票据及应付账款 2018,46967835737.85,8808950024.25 2019,48997610501.85,16410804246.49 2020,55916402051.23,17714227676.52 2021,107316508644.35,20390007700.95 2022,138132222629.6,24205245891.6 2023,145926359223.32,45593737856.93 ","year,应付账款周转率 2019,3.88565328399707 2020,3.277148702886716 2021,5.632786359901783 2022,6.194929347937427 2023,4.181331915921865 " 703,CN,fundamental,对三一重工2019-2021年的应付账款周转率做逐年同比,共发生同比上升几次?(使用应付票据及应付账款,用期初期末平均值)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.0,hard,operational efficiency,营业成本 / 平均应付票据及应付账款,"year,营业成本,应付票据及应付账款 2018,38727958000.0,17190710000.0 2019,50931975000.0,20294621000.0 2020,69719945000.0,32207330000.0 2021,78679820000.0,28559964000.0 ","year,应付账款周转率 2019,2.7174349881024127 2020,2.655899206488536 2021,2.5895449614722024 " 704,CN,fundamental,统计东方电气的应付账款周转率在2018-2020年间逐年同比上升的次数。(使用应付票据及应付账款,用期初期末平均值)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,2.0,hard,operational efficiency,营业成本 / 平均应付票据及应付账款,"year,营业成本,应付票据及应付账款 2017,26387532586.33,18443495371.64 2018,23568286522.07,15092950990.47 2019,24938437889.53,15484760108.52 2020,28863684916.87,18503061587.81 ","year,应付账款周转率 2018,1.4055327310229158 2019,1.6311513840127643 2020,1.6984721865824484 " 705,CN,fundamental,计算赛力斯在2017至2019年间的总资产周转率,做同比比较,其中同比下降有几次?(总资产按期初期末平均值计算)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,2.0,hard,operational efficiency,营业收入 / 平均总资产,"year,营业收入,资产合计 2016,16192433345.64,19835682405.21 2017,21933763911.67,23713838220.9 2018,20239783232.0,26876804602.85 2019,18132005177.94,29935103136.71 ","year,总资产周转率 2017,1.0073021974216483 2018,0.8001393974183045 2019,0.6383170676493262 " 706,CN,fundamental,2019至2021年,招商证券的总资产周转率逐年同比,其中同比上升共多少次?(总资产按期初期末平均值计算)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1.0,hard,operational efficiency,营业收入 / 平均总资产,"year,营业收入,资产合计 2018,11321611555.03,304930704832.13 2019,18708369944.73,381771888128.44 2020,24277670240.59,499726677784.74 2021,29428896087.24,597221126798.86 ","year,总资产周转率 2019,0.05448754711722552 2020,0.05508272203583175 2021,0.053655964238719954 " 707,CN,fundamental,小商品城在2018到2020年间,逐年做总资产周转率同比,同比下降的年份有多少个?(总资产按期初期末平均值计算)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,2.0,hard,operational efficiency,营业收入 / 平均总资产,"year,营业收入,资产合计 2017,10017096584.81,23861326924.56 2018,3593748474.73,26877858287.71 2019,4042767521.18,31323233994.44 2020,3725686100.39,28750127146.86 ","year,总资产周转率 2018,0.1416557423890576 2019,0.13892411165004537 2020,0.12403787734222907 " 708,CN,fundamental,对龙佰集团2017-2021年的总资产周转率做逐年同比,共发生同比上升几次?(总资产按期初期末平均值计算)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1.0,hard,operational efficiency,营业收入 / 平均总资产,"year,营业收入,资产合计 2016,4135559614.7,18048563627.76 2017,10257509524.84,20846353820.17 2018,10440588458.46,20923673048.52 2019,11358539703.02,25942781551.31 2020,14108161179.83,34771428954.42 2021,20565780950.46,45331176466.09 ","year,总资产周转率 2017,0.5274472963503313 2018,0.4999081514254931 2019,0.48471939258068825 2020,0.4647400027872724 2021,0.5134859432473392 " 709,CN,fundamental,统计长江电力的总资产周转率在2018-2020年间逐年同比下降的次数。(总资产按期初期末平均值计算)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1.0,hard,operational efficiency,营业收入 / 平均总资产,"year,营业收入,资产合计 2017,50145503769.62,299398220115.42 2018,51213965746.52,295496988645.53 2019,49874086874.95,296482881040.89 2020,57783367039.83,330827096559.03 ","year,总资产周转率 2018,0.17217810798371916 2019,0.16849926637326026 2020,0.18422588226926798 " 710,CN,fundamental,计算中国石化在2021至2023年间的固定资产周转率,做同比比较,其中同比上升有几次?(固定资产用期初期末平均值)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1.0,hard,operational efficiency,营业收入 / 平均固定资产合计,"year,营业收入,固定资产合计 2020,2104724000000.0,593653000000.0 2021,2740884000000.0,598932000000.0 2022,3318168000000.0,630758000000.0 2023,3212215000000.0,690957000000.0 ","year,固定资产周转率 2021,4.596542804076858 2022,5.396755279785962 2023,4.8606772261796225 " 711,CN,fundamental,2017至2019年,山西汾酒的固定资产周转率逐年同比,其中同比上升共多少次?(固定资产用期初期末平均值)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,2.0,hard,operational efficiency,营业收入 / 平均固定资产合计,"year,营业收入,固定资产合计 2016,4404948311.55,1709408904.57 2017,6361456273.59,1652471155.71 2018,9444337822.85,1674669347.24 2019,11892584392.29,1642335361.18 ","year,固定资产周转率 2017,3.7844635498746353 2018,5.677149981779372 2019,7.170676823039443 " 712,CN,fundamental,山金国际在2019到2023年间,逐年做固定资产周转率同比,同比上升的年份有多少个?(固定资产用期初期末平均值)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,2.0,hard,operational efficiency,营业收入 / 平均固定资产合计,"year,营业收入,固定资产合计 2018,4826237156.92,2287972917.03 2019,5148950653.26,2527186463.13 2020,7905802338.95,2783312677.63 2021,9040243854.29,2808584710.82 2022,8381544037.91,2906294177.88 2023,8105716063.78,2712874112.68 ","year,固定资产周转率 2019,2.138641837890279 2020,2.977423450940839 2021,3.233336818004751 2022,2.933235927180463 2023,2.8850234214900845 " 713,CN,fundamental,对中国船舶2020-2024年的固定资产周转率做逐年同比,共发生同比下降几次?(固定资产用期初期末平均值)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1.0,hard,operational efficiency,营业收入 / 平均固定资产合计,"year,营业收入,固定资产合计 2019,52657487622.2,22662847644.57 2020,55243541320.18,22627086025.92 2021,59740426346.26,23506109707.05 2022,59485232361.36,19283830926.13 2023,74838504400.63,20328585773.32 2024,133350837306.78,54992546873.39 ","year,固定资产周转率 2020,2.4395505509947597 2021,2.589910601123404 2022,2.780337223241399 2023,3.7785376725913875 2024,3.5408611798830862 " 714,CN,fundamental,统计比亚迪的固定资产周转率在2022-2024年间逐年同比下降的次数。(固定资产用期初期末平均值)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,2.0,hard,operational efficiency,营业收入 / 平均固定资产合计,"year,营业收入,固定资产合计 2021,216142395000.0,61221365000.0 2022,424060635000.0,131880369000.0 2023,602315354000.0,230903820000.0 2024,777102455000.0,262287302000.0 ","year,固定资产周转率 2022,4.392095567614116 2023,3.320516010690863 2024,3.151323778289748 " 715,CN,fundamental,计算南山铝业在2020至2022年间的营运资本周转率,做同比比较,其中同比上升有几次?(净营运资本用期初期末平均值)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1.0,hard,operational efficiency,营业收入 / 平均净营运资本;净营运资本 = 流动资产合计 - 流动负债合计,"year,营业收入,流动资产合计,流动负债合计 2019,21509009121.49,22723600665.98,10940991272.36 2020,22298992578.49,23124671329.04,10668386909.56 2021,28725022944.47,30697382810.74,15014334532.0 2022,34951222450.58,33994181806.69,13877801350.97 ","year,营运资本周转率 2020,1.8399348378215536 2021,2.041627870321676 2022,1.952613417930687 " 716,CN,fundamental,2017至2019年,浪潮信息的营运资本周转率逐年同比,其中同比上升共多少次?(净营运资本用期初期末平均值)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1.0,hard,operational efficiency,营业收入 / 平均净营运资本;净营运资本 = 流动资产合计 - 流动负债合计,"year,营业收入,流动资产合计,流动负债合计 2016,12667745961.86,7275771894.54,4805792856.92 2017,25488175696.93,15876466238.72,10168350159.91 2018,46940820299.58,23449206466.56,15726170348.43 2019,51653280173.6,26953800990.37,18403661778.7 ","year,营运资本周转率 2017,6.2332793478333635 2018,6.989842660002686 2019,6.348273047732821 " 717,CN,fundamental,天齐锂业在2019到2023年间,逐年做营运资本周转率同比,同比上升的年份有多少个?(净营运资本用期初期末平均值)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,2.0,hard,operational efficiency,营业收入 / 平均净营运资本;净营运资本 = 流动资产合计 - 流动负债合计,"year,营业收入,流动资产合计,流动负债合计 2018,6244419974.7,3868135810.38,4387246436.77 2019,4840615283.61,6443032093.94,22336542086.14 2020,3239452205.58,2854380360.55,26812544590.86 2021,7663320941.87,6470437993.99,13760228502.0 2022,40448883981.77,25989778758.23,7555105928.79 2023,40503462071.46,19629040462.42,6659867085.43 ","year,营运资本周转率 2019,-0.5898650064606019 2020,-0.16257546357990715 2021,-0.49048464170183365 2022,7.258736847134337 2023,2.5795223811258405 " 718,CN,fundamental,对三一重工2021-2025年的营运资本周转率做逐年同比,共发生同比下降几次?(净营运资本用期初期末平均值)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,2.0,hard,operational efficiency,营业收入 / 平均净营运资本;净营运资本 = 流动资产合计 - 流动负债合计,"year,营业收入,流动资产合计,流动负债合计 2020,99342410000.0,91655968000.0,62067520000.0 2021,106113346000.0,93718958000.0,61432364000.0 2022,80034495000.0,105765114000.0,67711911000.0 2023,73221725000.0,97634345000.0,54427014000.0 2024,77773391000.0,101505320000.0,63669229000.0 2025,89231023000.0,124297751000.0,71856386000.0 ","year,营运资本周转率 2021,3.429924007162694 2022,2.275653283446354 2023,1.802147276068848 2024,1.9193017540646298 2025,1.9768174016777789 " 719,CN,fundamental,统计立讯精密的营运资本周转率在2022-2024年间逐年同比上升的次数。(净营运资本用期初期末平均值)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.0,hard,operational efficiency,营业收入 / 平均净营运资本;净营运资本 = 流动资产合计 - 流动负债合计,"year,营业收入,流动资产合计,流动负债合计 2021,153946097790.4,72309043621.73,64830699026.84 2022,214028394291.44,88291833209.09,74631211902.99 2023,231905459829.83,94228128612.81,74835111662.18 2024,268794737612.58,138545245245.72,113874522573.14 ","year,营运资本周转率 2022,20.24965604220181 2023,14.032068604890242 2024,12.200268969953509 " 720,CN,fundamental,计算赣锋锂业在2017至2021年间的流动比率,做同比比较,其中同比下降有几次?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,2.0,hard,solvency,流动资产合计 / 流动负债合计,"year,流动资产合计,流动负债合计 2017,4567681325.9,2814328789.84 2018,7914767993.58,3832210461.36 2019,5717029763.94,3258856515.44 2020,8774832010.87,4077784284.07 2021,14626739586.24,8209110145.24 ","year,流动比率 2017,1.623009131836256 2018,2.0653270673373076 2019,1.754305455565019 2020,2.1518627273024653 2021,1.7817691963508642 " 721,CN,fundamental,2016至2018年,中联重科的流动比率逐年同比,其中同比上升共多少次?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.0,hard,solvency,流动资产合计 / 流动负债合计,"year,流动资产合计,流动负债合计 2016,68919770139.63,26899210169.32 2017,62041561420.02,24470074837.41 2018,70368912825.62,39628374058.49 ","year,流动比率 2016,2.562148468516623 2017,2.535405462886876 2018,1.7757204149167995 " 722,CN,fundamental,华域汽车在2020到2022年间,逐年做流动比率同比,同比上升的年份有多少个?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1.0,hard,solvency,流动资产合计 / 流动负债合计,"year,流动资产合计,流动负债合计 2020,93927743484.68,84712579144.04 2021,94995006723.32,88332154183.04 2022,104132253834.33,95719024189.59 ","year,流动比率 2020,1.1087815343807572 2021,1.0754295262229583 2022,1.0878950628255046 " 723,CN,fundamental,对福斯特2021-2025年的流动比率做逐年同比,共发生同比上升几次?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,3.0,hard,solvency,流动资产合计 / 流动负债合计,"year,流动资产合计,流动负债合计 2021,10756372539.43,1460149971.29 2022,16452711923.36,3601745916.54 2023,17336533689.76,3277907255.68 2024,15925575984.71,1456059717.61 2025,15182212310.01,1054241461.62 ","year,流动比率 2021,7.36662175182393 2022,4.5679823909303465 2023,5.288903052311511 2024,10.937446996233437 2025,14.401076852621841 " 724,CN,fundamental,统计白云山的流动比率在2020-2022年间逐年同比上升的次数。按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1.0,hard,solvency,流动资产合计 / 流动负债合计,"year,流动资产合计,流动负债合计 2020,47396618021.59,29243231777.82 2021,52810574461.45,32253851203.72 2022,57064311513.29,37395116011.27 ","year,流动比率 2020,1.620772231389922 2021,1.637341665895671 2022,1.5259830052697838 " 725,CN,fundamental,计算藏格矿业在2017至2021年间的速动比率,做同比比较,其中同比下降有几次?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,3.0,hard,solvency,(流动资产合计 - 存货) / 流动负债合计,"year,流动资产合计,流动负债合计,存货 2017,3626031552.99,1157510921.89,398857372.91 2018,4279290986.62,1409754835.0,406381592.29 2019,2702119122.48,1705890190.0,511318678.66 2020,2294108622.52,734453934.04,599402906.26 2021,2646901994.74,1115082225.92,466134523.65 ","year,速动比率 2017,2.7880291399848085 2018,2.7472219269459006 2019,1.284256429084688 2020,2.307436365597441 2021,1.9557010419485026 " 726,CN,fundamental,2017至2019年,爱尔眼科的速动比率逐年同比,其中同比下降共多少次?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,2.0,hard,solvency,(流动资产合计 - 存货) / 流动负债合计,"year,流动资产合计,流动负债合计,存货 2017,3680987254.0,2120125994.48,273817429.86 2018,3226173697.65,2041502671.96,359048818.67 2019,4027075374.51,2878639411.47,374213207.11 ","year,速动比率 2017,1.6070600676615312 2018,1.404418871628191 2019,1.2689544070178063 " 727,CN,fundamental,中国建筑在2022到2024年间,逐年做速动比率同比,同比下降的年份有多少个?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.0,hard,solvency,(流动资产合计 - 存货) / 流动负债合计,"year,流动资产合计,流动负债合计,存货 2022,1874788055000.0,1429302558000.0,771548600000.0 2023,2048962745000.0,1590432869000.0,796342895000.0 2024,2279004443000.0,1761530141000.0,772168289000.0 ","year,速动比率 2022,0.7718725813684579 2023,0.7875968073947043 2024,0.8554132108943573 " 728,CN,fundamental,对贵州茅台2016-2020年的速动比率做逐年同比,共发生同比下降几次?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.0,hard,solvency,(流动资产合计 - 存货) / 流动负债合计,"year,流动资产合计,流动负债合计,存货 2016,90180548805.57,37020425425.69,20622251825.55 2017,112249185961.6,38574919400.0,22057481376.46 2018,137861835307.57,42438186813.48,23506950842.22 2019,159024472009.08,41093299212.84,25284920806.33 2020,185652154956.94,45673669912.95,28869087678.06 ","year,速动比率 2016,1.8789167379948755 2017,2.338091847967413 2018,2.6946222977892753 2019,3.2545342857494823 2020,3.4326794316658757 " 729,CN,fundamental,统计片仔癀的速动比率在2019-2023年间逐年同比上升的次数。按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,4.0,hard,solvency,(流动资产合计 - 存货) / 流动负债合计,"year,流动资产合计,流动负债合计,存货 2019,7352299916.69,1746997013.64,2096988370.49 2020,8296042219.05,1800343240.35,2190938900.93 2021,10633421321.56,2137080711.38,2437503379.48 2022,12704827396.23,2510181610.4,2627815630.35 2023,15100020959.96,2883108858.36,3378660864.48 ","year,速动比率 2019,3.008197212226575 2020,3.3910774241766943 2021,3.835099862366715 2022,4.014455258587532 2023,4.065528105708594 " 730,CN,fundamental,计算晶盛机电在2018至2022年间的资产负债率,做同比比较,其中同比下降有几次?(指标单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.0,hard,solvency,负债合计 / 资产合计 * 100%,"year,负债合计,资产合计 2018,2104264499.58,6335042662.59 2019,3146134323.99,7862537774.64 2020,5246827753.78,10498166375.24 2021,9767291721.19,16883752272.36 2022,17673834675.06,28889275694.78 ","year,资产负债率 2018,33.21626406726831 2019,40.01423476956269 2020,49.97851592593046 2021,57.85024302435311 2022,61.17783935390767 " 731,CN,fundamental,2021至2023年,国投资本的资产负债率逐年同比,其中同比下降共多少次?(指标单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.0,hard,solvency,负债合计 / 资产合计 * 100%,"year,负债合计,资产合计 2021,191888551502.33,246431771218.34 2022,209981306434.41,266593422668.52 2023,221305474823.82,280114026649.86 ","year,资产负债率 2021,77.86680692738909 2022,78.76462379775175 2023,79.00549553716203 " 732,CN,fundamental,中国船舶在2022到2024年间,逐年做资产负债率同比,同比下降的年份有多少个?(指标单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1.0,hard,solvency,负债合计 / 资产合计 * 100%,"year,负债合计,资产合计 2022,112334385215.2,162622107836.71 2023,125359639601.21,177832168643.44 2024,264104400109.53,403639151728.16 ","year,资产负债率 2022,69.07694575450698 2023,70.493229969298 2024,65.43081833830558 " 733,CN,fundamental,对京东方A2016-2020年的资产负债率做逐年同比,共发生同比上升几次?(指标单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,3.0,hard,solvency,负债合计 / 资产合计 * 100%,"year,负债合计,资产合计 2016,113118955882.0,205135011042.0 2017,151824479016.0,256108741849.0 2018,183671193824.0,304028491385.0 2019,199354506334.0,340412203308.0 2020,250859071617.0,424256806331.0 ","year,资产负债率 2016,55.14366139032194 2017,59.281256047680984 2018,60.41249390387294 2019,58.562679127465636 2020,59.129062368249386 " 734,CN,fundamental,统计中国电信的资产负债率在2019-2023年间逐年同比下降的次数。(指标单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,2.0,hard,solvency,负债合计 / 资产合计 * 100%,"year,负债合计,资产合计 2019,348091000000.0,703138000000.0 2020,348920833314.45,715103425413.54 2021,331065488795.65,762246299381.58 2022,371270622952.66,807698157613.04 2023,388647092045.48,835813904890.77 ","year,资产负债率 2019,49.50536025645037 2020,48.793058586269694 2021,43.43287583872137 2022,45.96650610790819 2023,46.499237422506276 " 735,CN,fundamental,计算中国船舶在2020至2022年间的产权比率,做同比比较,其中同比下降有几次?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.0,hard,solvency,负债合计 / 股东权益合计,"year,负债合计,股东权益合计 2020,99683674570.31,52825853977.41 2021,107298071386.48,53104173621.98 2022,112334385215.2,50287722621.51 ","year,产权比率 2020,1.887024384176314 2021,2.0205204990153343 2022,2.233833217317943 " 736,CN,fundamental,2023至2025年,通威股份的产权比率逐年同比,其中同比上升共多少次?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,2.0,hard,solvency,负债合计 / 股东权益合计,"year,负债合计,股东权益合计 2023,90533776973.25,73829384486.41 2024,137997611563.26,57919151498.73 2025,136391138210.41,51388118187.22 ","year,产权比率 2023,1.2262566944454862 2024,2.382590352109801 2025,2.6541376298992376 " 737,CN,fundamental,中国石化在2022到2024年间,逐年做产权比率同比,同比下降的年份有多少个?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.0,hard,solvency,负债合计 / 股东权益合计,"year,负债合计,股东权益合计 2022,1010664000000.0,940457000000.0 2023,1068019000000.0,958655000000.0 2024,1108478000000.0,976293000000.0 ","year,产权比率 2022,1.0746520042915306 2023,1.1140806650984973 2024,1.135394804633445 " 738,CN,fundamental,对三峡能源2020-2022年的产权比率做逐年同比,共发生同比下降几次?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1.0,hard,solvency,负债合计 / 股东权益合计,"year,负债合计,股东权益合计 2020,96140887684.68,46435468052.0 2021,140783088446.32,78120301518.01 2022,174225016798.43,88109331638.5 ","year,产权比率 2020,2.0704192660881158 2021,1.802131913352429 2022,1.9773730382299386 " 739,CN,fundamental,统计龙佰集团的产权比率在2019-2021年间逐年同比下降的次数。按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1.0,hard,solvency,负债合计 / 股东权益合计,"year,负债合计,股东权益合计 2019,11870841195.91,14071940355.4 2020,18933840465.92,15837588488.5 2021,24542202473.04,20788973993.05 ","year,产权比率 2019,0.8435823984540025 2020,1.195500216441932 2021,1.1805393802139899 " 740,CN,fundamental,计算福莱特在2023至2025年间的净债务权益比,做同比比较,其中同比下降有几次?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.0,hard,solvency,净债务权益比 = 净债务 / 股东权益合计;净债务 = 有息负债(短期借款 + 一年内到期非流动负债 + 长期借款 + 应付债券 + 租赁负债 + 应付利息 + 应付短期债券 + 交易性金融负债 + 卖出回购金融资产款)- 现金类资产(货币资金 + 交易性金融资产),"year,短期借款,一年内到期的非流动负债,长期借款,应付债券,租赁负债,应付利息,应付短期债券,交易性金融负债,卖出回购金融资产款,货币资金,交易性金融资产,股东权益合计 2023,1913771731.03,1253366988.69,6655130751.81,3755915215.98,538240698.05,30801288.06,0.0,0.0,0.0,6616387667.8,230000000.0,22290910451.16 2024,1016886467.84,2294095101.37,7092181287.22,3916928685.43,764315904.02,36197048.99,0.0,0.0,0.0,5294894127.46,520018576.54,21784160876.03 2025,832480837.67,2393385639.52,6442996957.67,4065908075.91,766355039.78,45223547.09,0.0,0.0,0.0,4014459672.62,480018805.88,22611524253.6 ","year,净债务权益比 2023,0.3275253840266569 2024,0.4271769678817159 2025,0.4445463961828949 " 741,CN,fundamental,2020至2024年,中国铁建的净债务权益比逐年同比,其中同比上升共多少次?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,3.0,hard,solvency,净债务权益比 = 净债务 / 股东权益合计;净债务 = 有息负债(短期借款 + 一年内到期非流动负债 + 长期借款 + 应付债券 + 租赁负债 + 应付利息 + 应付短期债券 + 交易性金融负债 + 卖出回购金融资产款)- 现金类资产(货币资金 + 交易性金融资产),"year,短期借款,一年内到期的非流动负债,长期借款,应付债券,租赁负债,应付利息,应付短期债券,交易性金融负债,卖出回购金融资产款,货币资金,交易性金融资产,股东权益合计 2020,49879073000.0,28573343000.0,111018145000.0,26111854000.0,2677405000.0,0.0,0.0,0.0,0.0,187997046000.0,587022000.0,313639090000.0 2021,46057400000.0,38703490000.0,115044574000.0,29534875000.0,2889378000.0,0.0,0.0,0.0,0.0,126821154000.0,460063000.0,346492996000.0 2022,51367562000.0,45527795000.0,133415428000.0,28096696000.0,2451292000.0,0.0,0.0,0.0,0.0,158424810000.0,961298000.0,385920052000.0 2023,81839758000.0,54468518000.0,165621478000.0,31031549000.0,4080407000.0,0.0,0.0,0.0,0.0,166957837000.0,1629785000.0,417119773000.0 2024,150142693000.0,76507103000.0,235062620000.0,32720483000.0,4197035000.0,0.0,0.0,0.0,0.0,185703115000.0,1533116000.0,422596822000.0 ","year,净债务权益比 2020,0.09461751722337927 2021,0.30288779632359436 2022,0.26293701110923356 2023,0.40385064171963864 2024,0.7368576543625782 " 742,CN,fundamental,兖矿能源在2021到2025年间,逐年做净债务权益比同比,同比上升的年份有多少个?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,3.0,hard,solvency,净债务权益比 = 净债务 / 股东权益合计;净债务 = 有息负债(短期借款 + 一年内到期非流动负债 + 长期借款 + 应付债券 + 租赁负债 + 应付利息 + 应付短期债券 + 交易性金融负债 + 卖出回购金融资产款)- 现金类资产(货币资金 + 交易性金融资产),"year,短期借款,一年内到期的非流动负债,长期借款,应付债券,租赁负债,应付利息,应付短期债券,交易性金融负债,卖出回购金融资产款,货币资金,交易性金融资产,股东权益合计 2021,5716032000.0,16736034000.0,50942032000.0,24107000000.0,915911000.0,883232000.0,0.0,59132000.0,0.0,45572466000.0,256311000.0,96487092000.0 2022,6486249000.0,16868514000.0,42829094000.0,20792407000.0,435586000.0,0.0,0.0,634537000.0,0.0,66593273000.0,95713000.0,143910753000.0 2023,4084299000.0,20805714000.0,61355220000.0,12172858000.0,327018000.0,0.0,0.0,550761000.0,0.0,37691295000.0,107472000.0,118482610000.0 2024,8892716000.0,33592373000.0,63659263000.0,15973544000.0,344824000.0,0.0,0.0,538427000.0,0.0,41078591000.0,166772000.0,149620852000.0 2025,20958181000.0,32074029000.0,57099723000.0,22964152000.0,425643000.0,0.0,0.0,360192000.0,0.0,37428025000.0,256537000.0,171096833000.0 ","year,净债务权益比 2021,0.5547954124267731 2022,0.14840726321541797 2023,0.5190390640449261 2024,0.546419719625711 2025,0.5622392671639924 " 743,CN,fundamental,对招商公路2017-2019年的净债务权益比做逐年同比,共发生同比下降几次?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1.0,hard,solvency,净债务权益比 = 净债务 / 股东权益合计;净债务 = 有息负债(短期借款 + 一年内到期非流动负债 + 长期借款 + 应付债券 + 租赁负债 + 应付利息 + 应付短期债券 + 交易性金融负债 + 卖出回购金融资产款)- 现金类资产(货币资金 + 交易性金融资产),"year,短期借款,一年内到期的非流动负债,长期借款,应付债券,租赁负债,应付利息,应付短期债券,交易性金融负债,卖出回购金融资产款,货币资金,交易性金融资产,股东权益合计 2017,3025000000.0,437644184.0,3614690000.0,3099384738.2,0.0,67093980.53,0.0,54610000.0,0.0,7006855997.95,0.0,46361122358.59 2018,618038150.78,1154301974.37,17272534174.74,6099584461.52,0.0,0.0,0.0,54610000.0,0.0,7079807580.47,0.0,49799160637.25 2019,2510007702.5,1017831337.77,11495055782.12,10287297448.77,0.0,0.0,0.0,54610000.0,0.0,6653079417.39,0.0,53998796992.46 ","year,净债务权益比 2017,0.0709984300923665 2018,0.36384671848036554 2019,0.3465211059495043 " 744,CN,fundamental,统计传音控股的净债务权益比在2022-2024年间逐年同比下降的次数。按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1.0,hard,solvency,净债务权益比 = 净债务 / 股东权益合计;净债务 = 有息负债(短期借款 + 一年内到期非流动负债 + 长期借款 + 应付债券 + 租赁负债 + 应付利息 + 应付短期债券 + 交易性金融负债 + 卖出回购金融资产款)- 现金类资产(货币资金 + 交易性金融资产),"year,短期借款,一年内到期的非流动负债,长期借款,应付债券,租赁负债,应付利息,应付短期债券,交易性金融负债,卖出回购金融资产款,货币资金,交易性金融资产,股东权益合计 2022,1234715636.6,69546631.02,250161006.48,0.0,150194951.74,0.0,0.0,1553063.33,0.0,9214926680.63,7622244780.85,15865056723.16 2023,1511573784.18,324233708.62,247118613.33,0.0,171002003.2,0.0,0.0,3657196.38,0.0,12598682897.3,13518866853.03,18176863753.92 2024,2194156918.75,326193974.14,247163402.83,0.0,86624628.84,0.0,0.0,0.0,0.0,12216169099.91,12599123131.76,20345536127.91 ","year,净债务权益比 2022,-0.9537312369152506 2023,-1.3126557346546868 2024,-1.0794089263139985 " 745,CN,fundamental,计算华能水电在2023至2025年间的利息保障倍数,做同比比较,其中同比下降有几次?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.0,hard,solvency,利息保障倍数 = EBIT / 利息支出 = (利润总额 + 利息支出) / 利息支出,"year,利润总额,财务费用——利息费用 2023,9419940254.92,2779943408.01 2024,10364843135.1,2703868241.66 2025,10767871496.69,2694201322.86 ","year,利息保障倍数 2023,4.38853669746579 2024,4.833338834860037 2025,4.9966840656360025 " 746,CN,fundamental,2019至2021年,中油资本的利息保障倍数逐年同比,其中同比下降共多少次?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,2.0,hard,solvency,利息保障倍数 = EBIT / 利息支出 = (利润总额 + 利息支出) / 利息支出,"year,利润总额,财务费用——利息费用 2019,18590050993.45,164956030.05 2020,18415555996.22,290749862.18 2021,13484157903.19,213427438.68 ","year,利息保障倍数 2019,113.69700772875747 2020,64.33814179013827 2021,64.17912067251727 " 747,CN,fundamental,天合光能在2016到2018年间,逐年做利息保障倍数同比,同比上升的年份有多少个?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1.0,hard,solvency,利息保障倍数 = EBIT / 利息支出 = (利润总额 + 利息支出) / 利息支出,"year,利润总额,财务费用——利息费用 2016,683910733.25,567855094.16 2017,763275208.37,832854799.81 2018,713895452.32,584940610.19 ","year,利息保障倍数 2016,2.2043754476864827 2017,1.9164565162428393 2018,2.2204580086995724 " 748,CN,fundamental,对天赐材料2021-2023年的利息保障倍数做逐年同比,共发生同比下降几次?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1.0,hard,solvency,利息保障倍数 = EBIT / 利息支出 = (利润总额 + 利息支出) / 利息支出,"year,利润总额,财务费用——利息费用 2021,2701542492.74,40097767.68 2022,6871500042.88,75728322.41 2023,2324336491.57,194435865.87 ","year,利息保障倍数 2021,68.37388760141572 2022,91.73883884126043 2023,12.954257930602441 " 749,CN,fundamental,统计工业富联的利息保障倍数在2021-2025年间逐年同比上升的次数。按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,2.0,hard,solvency,利息保障倍数 = EBIT / 利息支出 = (利润总额 + 利息支出) / 利息支出,"year,利润总额,财务费用——利息费用 2021,22317746000.0,492427000.0 2022,21963002000.0,1481891000.0 2023,23124078000.0,2481551000.0 2024,25973636000.0,2327462000.0 2025,41042184000.0,3336343000.0 ","year,利息保障倍数 2021,46.32193807406986 2022,15.820929474569992 2023,10.318397244304066 2024,12.159639126224187 2025,13.301548132191444 " 750,CN,fundamental,计算中国平安在2019至2023年间的净债务/EBITDA,做同比比较,其中同比下降有几次?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,4.0,hard,solvency,净债务 / EBITDA;净债务 = 有息负债(短期借款 + 一年内到期非流动负债 + 长期借款 + 应付债券 + 租赁负债 + 应付利息 + 应付短期债券 + 交易性金融负债 + 卖出回购金融资产款)- 现金类资产(货币资金 + 交易性金融资产);EBITDA = 利润总额 + 利息支出 + 折旧与摊销,"year,短期借款,一年内到期的非流动负债,长期借款,应付债券,租赁负债,应付利息,应付短期债券,交易性金融负债,卖出回购金融资产款,货币资金,交易性金融资产,利润总额,财务费用——利息费用,固定资产折旧、油气资产折耗、生产性生物资产折旧,无形资产摊销,长期待摊费用摊销 2019,112285000000.0,0.0,217087000000.0,699631000000.0,15986000000.0,0.0,0.0,39458000000.0,176523000000.0,449909000000.0,961073000000.0,184739000000.0,0.0,13947000000.0,2734000000.0,1730000000.0 2020,134753000000.0,0.0,205824000000.0,901285000000.0,15620000000.0,0.0,0.0,37217000000.0,276602000000.0,526301000000.0,1231331000000.0,187764000000.0,0.0,13813000000.0,2701000000.0,1797000000.0 2021,116102000000.0,0.0,171682000000.0,1097523000000.0,14208000000.0,0.0,0.0,57376000000.0,127477000000.0,535067000000.0,1426677000000.0,139580000000.0,0.0,13710000000.0,2803000000.0,1908000000.0 2022,121945000000.0,0.0,151539000000.0,931098000000.0,13013000000.0,0.0,0.0,84659000000.0,271737000000.0,613737000000.0,1640519000000.0,142335000000.0,0.0,15658000000.0,2694000000.0,2001000000.0 2023,93322000000.0,0.0,135161000000.0,964007000000.0,10234000000.0,0.0,0.0,48619000000.0,241803000000.0,577212000000.0,1803047000000.0,120117000000.0,0.0,16387000000.0,2843000000.0,2023000000.0 ","year,净债务/EBITDA 2019,-0.7384297317253261 2020,-0.904190222006551 2021,-2.388440579490003 2022,-4.181408585759245 2023,-6.275114946594044 " 751,CN,fundamental,2019至2023年,中兴通讯的净债务/EBITDA逐年同比,其中同比上升共多少次?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1.0,hard,solvency,净债务 / EBITDA;净债务 = 有息负债(短期借款 + 一年内到期非流动负债 + 长期借款 + 应付债券 + 租赁负债 + 应付利息 + 应付短期债券 + 交易性金融负债 + 卖出回购金融资产款)- 现金类资产(货币资金 + 交易性金融资产);EBITDA = 利润总额 + 利息支出 + 折旧与摊销,"year,短期借款,一年内到期的非流动负债,长期借款,应付债券,租赁负债,应付利息,应付短期债券,交易性金融负债,卖出回购金融资产款,货币资金,交易性金融资产,利润总额,财务费用——利息费用,固定资产折旧、油气资产折耗、生产性生物资产折旧,无形资产摊销,长期待摊费用摊销 2019,26645966000.0,612261000.0,10045093000.0,0.0,645294000.0,54296000.0,0.0,0.0,0.0,33309347000.0,560662000.0,7161670000.0,1718187000.0,1792285000.0,1794549000.0,0.0 2020,10559160000.0,2104677000.0,22614304000.0,0.0,718186000.0,28561000.0,0.0,0.0,0.0,35659832000.0,1036906000.0,5064166000.0,1495660000.0,1871024000.0,2100273000.0,0.0 2021,8946935000.0,977336000.0,29908441000.0,0.0,531983000.0,55379000.0,0.0,0.0,0.0,50713310000.0,1360697000.0,8498926000.0,1481221000.0,2076044000.0,2511827000.0,0.0 2022,9962315000.0,661744000.0,35125988000.0,0.0,788649000.0,0.0,0.0,0.0,0.0,56346367000.0,513784000.0,8751656000.0,1945963000.0,2000353000.0,2385853000.0,0.0 2023,7560358000.0,3001598000.0,42576057000.0,0.0,960459000.0,0.0,5012890000.0,0.0,0.0,78543219000.0,153285000.0,10203140000.0,3141567000.0,2379948000.0,2545911000.0,0.0 ","year,净债务/EBITDA 2019,0.33151547591899083 2020,-0.06379661504285915 2021,-0.7999669550106268 2022,-0.6842730540827675 2023,-1.0719504803518403 " 752,CN,fundamental,青岛港在2017到2021年间,逐年做净债务/EBITDA同比,同比上升的年份有多少个?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,2.0,hard,solvency,净债务 / EBITDA;净债务 = 有息负债(短期借款 + 一年内到期非流动负债 + 长期借款 + 应付债券 + 租赁负债 + 应付利息 + 应付短期债券 + 交易性金融负债 + 卖出回购金融资产款)- 现金类资产(货币资金 + 交易性金融资产);EBITDA = 利润总额 + 利息支出 + 折旧与摊销,"year,短期借款,一年内到期的非流动负债,长期借款,应付债券,租赁负债,应付利息,应付短期债券,交易性金融负债,卖出回购金融资产款,货币资金,交易性金融资产,利润总额,财务费用——利息费用,固定资产折旧、油气资产折耗、生产性生物资产折旧,无形资产摊销,长期待摊费用摊销 2017,56685445.0,38185563.0,188172988.0,3500000000.0,0.0,99576003.0,0.0,0.0,0.0,11705176363.0,0.0,3990789820.0,216482217.0,593149770.0,26835157.0,24469901.0 2018,166712204.0,3595928706.0,160792988.0,0.0,0.0,81730280.0,0.0,0.0,0.0,8077972498.0,875000000.0,4756490365.0,203665028.0,690025822.0,51431594.0,11439139.0 2019,128596572.0,235633528.0,132882988.0,2116900000.0,378301316.0,15823682.0,0.0,0.0,0.0,6846399847.0,952673153.0,5126805417.0,222507080.0,776873737.0,59761980.0,8451397.0 2020,135133306.0,2288917202.0,109708639.0,0.0,139109235.0,27099914.0,0.0,0.0,0.0,8548976734.0,1121813078.0,5525196945.0,207835967.0,845481719.0,76294934.0,11324370.0 2021,1498398064.0,189026667.0,0.0,0.0,184438326.0,0.0,0.0,0.0,0.0,9130883770.0,837190078.0,5835398757.0,174929949.0,1046398728.0,101041461.0,19403901.0 ","year,净债务/EBITDA 2017,-1.612324143890157 2018,-0.8660534448198229 2019,-0.773430068265578 2020,-1.0457067895681278 2021,-1.1280501419043722 " 753,CN,fundamental,对阿特斯2018-2020年的净债务/EBITDA做逐年同比,共发生同比下降几次?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,2.0,hard,solvency,净债务 / EBITDA;净债务 = 有息负债(短期借款 + 一年内到期非流动负债 + 长期借款 + 应付债券 + 租赁负债 + 应付利息 + 应付短期债券 + 交易性金融负债 + 卖出回购金融资产款)- 现金类资产(货币资金 + 交易性金融资产);EBITDA = 利润总额 + 利息支出 + 折旧与摊销,"year,短期借款,一年内到期的非流动负债,长期借款,应付债券,租赁负债,应付利息,应付短期债券,交易性金融负债,卖出回购金融资产款,货币资金,交易性金融资产,利润总额,财务费用——利息费用,固定资产折旧、油气资产折耗、生产性生物资产折旧,无形资产摊销,长期待摊费用摊销 2018,5904222631.56,3164517682.17,2631811937.11,0.0,0.0,0.0,0.0,0.0,0.0,6082800731.5,0.0,2356470006.38,692805233.86,739016171.22,27598695.79,55876591.6 2019,5644717088.48,1749148257.05,1684560797.25,0.0,0.0,0.0,0.0,0.0,0.0,7539893250.19,10251344.14,2108322147.72,529754720.07,1080689738.45,28796451.92,17828301.49 2020,3984169286.75,403074420.31,1033737604.74,0.0,0.0,0.0,0.0,0.0,0.0,8826627663.72,98240603.06,1497428350.58,358234829.92,1466863007.22,35673336.72,10177651.03 ","year,净债务/EBITDA 2018,1.4509530031880786 2019,0.4058758844637217 2020,-1.0402299898291796 " 754,CN,fundamental,统计宝钢股份的净债务/EBITDA在2016-2018年间逐年同比上升的次数。按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.0,hard,solvency,净债务 / EBITDA;净债务 = 有息负债(短期借款 + 一年内到期非流动负债 + 长期借款 + 应付债券 + 租赁负债 + 应付利息 + 应付短期债券 + 交易性金融负债 + 卖出回购金融资产款)- 现金类资产(货币资金 + 交易性金融资产);EBITDA = 利润总额 + 利息支出 + 折旧与摊销,"year,短期借款,一年内到期的非流动负债,长期借款,应付债券,租赁负债,应付利息,应付短期债券,交易性金融负债,卖出回购金融资产款,货币资金,交易性金融资产,利润总额,财务费用——利息费用,固定资产折旧、油气资产折耗、生产性生物资产折旧,无形资产摊销,长期待摊费用摊销 2016,52080729189.64,1986830219.31,958693159.16,21052403274.32,0.0,559358021.09,0.0,35161856.12,152321609.86,14024805944.83,1122863784.67,11888934371.01,0.0,16895855516.83,453563306.76,97193330.93 2017,60282446151.02,20407281386.07,413368004.28,8553245927.39,0.0,582058272.27,0.0,371853492.51,130556138.69,17857363941.27,1726166623.63,24035130135.61,3634233937.77,17721873280.8,502062920.59,129190525.0 2018,38454057065.49,5162332379.53,5610231171.28,3000000000.0,0.0,359359786.14,0.0,629641.69,142071814.59,17110002574.2,2031259909.48,27584734792.83,3074585800.61,18554328792.94,462960507.32,167488397.94 ","year,净债务/EBITDA 2016,2.1024945809795397 2017,1.5461414097927444 2018,0.67384947318173 " 755,CN,fundamental,计算云铝股份在2020至2024年间的营业收入增长率,做同比比较,其中同比下降有几次?(指标单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,2.0,hard,growth,(本期营业收入 - 上期营业收入) / 上期营业收入 * 100%,"year,营业收入 2019,24283623386.87 2020,29573100815.61 2021,41751099098.35 2022,48463024922.95 2023,42668767604.2 2024,54450459133.32 ","year,营业收入增长率 2020,21.78207652322589 2021,41.179308043043996 2022,16.07604582765404 2023,-11.956037263381985 2024,27.611979887509808 " 756,CN,fundamental,2022至2024年,浙商证券的营业收入增长率逐年同比,其中同比上升共多少次?(指标单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1.0,hard,growth,(本期营业收入 - 上期营业收入) / 上期营业收入 * 100%,"year,营业收入 2021,16418113012.51 2022,16814110329.13 2023,17638225323.48 2024,6502821473.87 ","year,营业收入增长率 2022,2.411953897005481 2023,4.901329765406874 2024,-63.132223596137834 " 757,CN,fundamental,东方电气在2020到2024年间,逐年做营业收入增长率同比,同比下降的年份有多少个?(指标单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,2.0,hard,growth,(本期营业收入 - 上期营业收入) / 上期营业收入 * 100%,"year,营业收入 2019,31777585757.68 2020,36238925547.37 2021,46755975362.02 2022,54189702709.81 2023,59566526583.78 2024,68592735741.35 ","year,营业收入增长率 2020,14.039265989902292 2021,29.021417317968073 2022,15.898988931858401 2023,9.92222434354974 2024,15.15315677316636 " 758,CN,fundamental,对伊利股份2019-2021年的营业收入增长率做逐年同比,共发生同比下降几次?(指标单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1.0,hard,growth,(本期营业收入 - 上期营业收入) / 上期营业收入 * 100%,"year,营业收入 2018,78976388687.29 2019,90009132852.26 2020,96523963249.92 2021,110143986386.03 ","year,营业收入增长率 2019,13.969674162558343 2020,7.237965961024615 2021,14.110509636705462 " 759,CN,fundamental,统计中国人保的营业收入增长率在2020-2024年间逐年同比上升的次数。(指标单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,2.0,hard,growth,(本期营业收入 - 上期营业收入) / 上期营业收入 * 100%,"year,营业收入 2019,555515000000.0 2020,583696000000.0 2021,597691000000.0 2022,529633000000.0 2023,553097000000.0 2024,621972000000.0 ","year,营业收入增长率 2020,5.0729503253737525 2021,2.3976522025163782 2022,-11.386820280044372 2023,4.430237541845013 2024,12.45260777042725 " 760,CN,fundamental,计算宁波银行在2019至2021年间的EBITDA增长率,做同比比较,其中同比下降有几次?(指标单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1.0,hard,growth,EBITDA增长率 = (本期EBITDA - 上期EBITDA) / 上期EBITDA * 100%;EBITDA = 利润总额 + 利息支出 + 折旧与摊销,"year,利润总额,财务费用——利息费用,固定资产折旧、油气资产折耗、生产性生物资产折旧,无形资产摊销,长期待摊费用摊销 2018,11497551000.0,0.0,445714000.0,103915000.0,488825000.0 2019,15219000000.0,0.0,500000000.0,102000000.0,529000000.0 2020,16455000000.0,0.0,640000000.0,138000000.0,632000000.0 2021,20445000000.0,0.0,1409000000.0,246000000.0,384000000.0 ","year,EBITDA增长率 2019,30.424325772046195 2020,9.26605504587156 2021,25.855023789532606 " 761,CN,fundamental,2022至2024年,天齐锂业的EBITDA增长率逐年同比,其中同比下降共多少次?(指标单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,2.0,hard,growth,EBITDA增长率 = (本期EBITDA - 上期EBITDA) / 上期EBITDA * 100%;EBITDA = 利润总额 + 利息支出 + 折旧与摊销,"year,利润总额,财务费用——利息费用,固定资产折旧、油气资产折耗、生产性生物资产折旧,无形资产摊销,长期待摊费用摊销 2021,3963665158.72,1468377525.02,351335294.24,109003673.47,3454930.32 2022,39901190701.58,1082720808.1,504349073.35,149373750.78,1367028.52 2023,36281302145.82,550102162.98,710305215.15,135067593.94,2320953.75 2024,1291940696.48,600533559.13,988967085.71,145815887.41,3044303.37 ","year,EBITDA增长率 2022,606.244156954389 2023,-9.510082281349899 2024,-91.95760597470134 " 762,CN,fundamental,正泰电器在2021到2023年间,逐年做EBITDA增长率同比,同比上升的年份有多少个?(指标单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1.0,hard,growth,EBITDA增长率 = (本期EBITDA - 上期EBITDA) / 上期EBITDA * 100%;EBITDA = 利润总额 + 利息支出 + 折旧与摊销,"year,利润总额,财务费用——利息费用,固定资产折旧、油气资产折耗、生产性生物资产折旧,无形资产摊销,长期待摊费用摊销 2020,7783873271.39,817939358.51,1750073646.63,43284644.06,60188276.71 2021,4455328319.67,1047467202.98,1975515889.41,48722862.91,88021341.24 2022,5939604319.3,1369818044.5,1979169935.25,53707515.35,99448549.45 2023,6493760487.02,1384616394.33,2097160396.74,68424063.89,80933832.81 ","year,EBITDA增长率 2021,-27.166006709970148 2022,23.987910787566165 2023,7.235384640789519 " 763,CN,fundamental,对招商证券2017-2021年的EBITDA增长率做逐年同比,共发生同比上升几次?(指标单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1.0,hard,growth,EBITDA增长率 = (本期EBITDA - 上期EBITDA) / 上期EBITDA * 100%;EBITDA = 利润总额 + 利息支出 + 折旧与摊销,"year,利润总额,财务费用——利息费用,固定资产折旧、油气资产折耗、生产性生物资产折旧,无形资产摊销,长期待摊费用摊销 2016,6452919858.61,0.0,91999161.15,1988323.97,67702839.71 2017,7106555852.51,0.0,127670779.75,645000.0,70210411.16 2018,5447484991.85,0.0,143690762.26,914587.74,71786077.97 2019,8773636250.81,0.0,428692694.99,10975052.88,91240427.65 2020,11308868940.72,0.0,468861090.26,12052430.13,110365166.02 2021,13703852932.35,0.0,506909018.82,15842539.18,122855223.42 ","year,EBITDA增长率 2017,10.438587321572337 2018,-22.46662821642508 2019,64.27873309117325 2020,27.896080472838236 2021,20.582199174202266 " 764,CN,fundamental,统计中国中车的EBITDA增长率在2021-2023年间逐年同比下降的次数。(指标单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1.0,hard,growth,EBITDA增长率 = (本期EBITDA - 上期EBITDA) / 上期EBITDA * 100%;EBITDA = 利润总额 + 利息支出 + 折旧与摊销,"year,利润总额,财务费用——利息费用,固定资产折旧、油气资产折耗、生产性生物资产折旧,无形资产摊销,长期待摊费用摊销 2020,15991090000.0,919640000.0,6542887000.0,894586000.0,152819000.0 2021,13754823000.0,1121212000.0,6708859000.0,1019196000.0,83308000.0 2022,16119668000.0,1069206000.0,6586726000.0,1237123000.0,117499000.0 2023,16373001000.0,1102207000.0,6633291000.0,1044420000.0,196384000.0 ","year,EBITDA增长率 2021,-7.4022381596979905 2022,10.76731672799146 2023,0.8717829870344957 " 765,CN,fundamental,计算兴业银行在2021至2025年间的净利润增长率,做同比比较,其中同比下降有几次?(指标单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,2.0,hard,growth,(本期净利润 - 上期净利润) / |上期净利润| * 100%,"year,净利润 2020,67681000000.0 2021,83816000000.0 2022,92414000000.0 2023,77654000000.0 2024,77491000000.0 2025,77854000000.0 ","year,净利润增长率 2021,23.839777781061155 2022,10.258184594826764 2023,-15.971606033717837 2024,-0.2099054781466505 2025,0.46844149643184374 " 766,CN,fundamental,2021至2023年,海康威视的净利润增长率逐年同比,其中同比上升共多少次?(指标单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1.0,hard,growth,(本期净利润 - 上期净利润) / |上期净利润| * 100%,"year,净利润 2020,13678319472.17 2021,17510721210.47 2022,13558130095.68 2023,15155901763.21 ","year,净利润增长率 2021,28.018074487128565 2022,-22.572406169236878 2023,11.784601978698328 " 767,CN,fundamental,中煤能源在2017到2019年间,逐年做净利润增长率同比,同比下降的年份有多少个?(指标单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1.0,hard,growth,(本期净利润 - 上期净利润) / |上期净利润| * 100%,"year,净利润 2016,2932769000.0 2017,4192442000.0 2018,6145397000.0 2019,8596999000.0 ","year,净利润增长率 2017,42.951661041152576 2018,46.58275534879194 2019,39.89330550979863 " 768,CN,fundamental,对同仁堂2019-2023年的净利润增长率做逐年同比,共发生同比上升几次?(指标单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,3.0,hard,growth,(本期净利润 - 上期净利润) / |上期净利润| * 100%,"year,净利润 2018,1822534017.57 2019,1561601328.39 2020,1616363305.19 2021,1890760459.07 2022,2204076827.29 2023,2583225229.82 ","year,净利润增长率 2019,-14.317027098781049 2020,3.506783441101396 2021,16.976205349313165 2022,16.570918157137132 2023,17.202140952417626 " 769,CN,fundamental,统计中信建投的净利润增长率在2019-2023年间逐年同比上升的次数。(指标单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1.0,hard,growth,(本期净利润 - 上期净利润) / |上期净利润| * 100%,"year,净利润 2018,3103427651.01 2019,5529648447.75 2020,9536685333.06 2021,10235063596.23 2022,7529581878.94 2023,7047345927.09 ","year,净利润增长率 2019,78.17874523191783 2020,72.46458654962872 2021,7.323071264069004 2022,-26.433462692762767 2023,-6.404551535574611 " 770,CN,fundamental,计算中远海能在2020至2022年间的每股收益增长率,做同比比较,其中同比下降有几次?(指标单位:%;净利润用归母净利润)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1.0,hard,growth,(本期每股收益 - 上期每股收益) / |上期每股收益| * 100%,"year,归属于母公司所有者的净利润,股本 2019,431608020.77,4032032861.0 2020,2372519124.56,4762691885.0 2021,-4975409016.35,4762691885.0 2022,1457074605.98,4770776395.0 ","year,每股收益增长率 2020,365.362936935122 2021,-309.70996460450976 2022,129.2358971319662 " 771,CN,fundamental,2023至2025年,光大证券的每股收益增长率逐年同比,其中同比上升共多少次?(指标单位:%;净利润用归母净利润)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1.0,hard,growth,(本期每股收益 - 上期每股收益) / |上期每股收益| * 100%,"year,归属于母公司所有者的净利润,股本 2022,3189072446.37,4610787639.0 2023,4271152276.46,4610787639.0 2024,3058464452.01,4610787639.0 2025,3724190527.91,4610787639.0 ","year,每股收益增长率 2023,33.930863857347944 2024,-28.39252140771472 2025,21.76667691731678 " 772,CN,fundamental,中国通号在2023到2025年间,逐年做每股收益增长率同比,同比上升的年份有多少个?(指标单位:%;净利润用归母净利润)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,2.0,hard,growth,(本期每股收益 - 上期每股收益) / |上期每股收益| * 100%,"year,归属于母公司所有者的净利润,股本 2022,3633640258.62,10589819000.0 2023,3477326647.54,10589819000.0 2024,3494725837.36,10589819000.0 2025,3686410571.89,10589819000.0 ","year,每股收益增长率 2023,-4.301846081465578 2024,0.500361098728218 2025,5.484972025010206 " 773,CN,fundamental,对美的集团2018-2020年的每股收益增长率做逐年同比,共发生同比下降几次?(指标单位:%;净利润用归母净利润)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,2.0,hard,growth,(本期每股收益 - 上期每股收益) / |上期每股收益| * 100%,"year,归属于母公司所有者的净利润,股本 2017,17283689000.0,6561053000.0 2018,20230779000.0,6663031000.0 2019,24211222000.0,6971900000.0 2020,27222969000.0,7029976000.0 ","year,每股收益增长率 2018,15.259803532137722 2019,14.37333598546901 2020,11.510582797547285 " 774,CN,fundamental,统计浙商银行的每股收益增长率在2017-2019年间逐年同比上升的次数。(指标单位:%;净利润用归母净利润)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.0,hard,growth,(本期每股收益 - 上期每股收益) / |上期每股收益| * 100%,"year,归属于母公司所有者的净利润,股本 2016,10153148000.0,17959697000.0 2017,10949749000.0,17959697000.0 2018,11490416000.0,18718697000.0 2019,12924000000.0,21269000000.0 ","year,每股收益增长率 2017,7.84585234057456 2018,0.6827291373794302 2019,-1.010361034577797 " 775,CN,fundamental,计算万华化学在2023至2025年间的公司自由现金流,做同比比较,其中同比下降有几次?(指标单位:元)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.0,hard,cash flow,经营活动现金流净额 - 资本支出 + 利息支出 * (1 - 所得税费用 / 利润总额),"year,经营活动产生的现金流量净额,购建固定资产、无形资产和其他长期资产支付的现金,财务费用——利息费用,所得税费用,利润总额 2023,26796752552.51,43098415319.53,2836945720.83,1710066689.51,20009871906.36 2024,30053435178.33,35830124773.82,2817045032.13,2132822344.54,16924136091.56 2025,33105189455.82,30711201211.89,2935698983.54,2228221206.16,16268157181.59 ","year,公司自由现金流 2023,-13707165693.529785 2024,-3314655688.1581826 2025,4927589641.553581 " 776,CN,fundamental,2017至2019年,海康威视的公司自由现金流逐年同比,其中同比上升共多少次?(指标单位:元)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1.0,hard,cash flow,经营活动现金流净额 - 资本支出 + 利息支出 * (1 - 所得税费用 / 利润总额),"year,经营活动产生的现金流量净额,购建固定资产、无形资产和其他长期资产支付的现金,财务费用——利息费用,所得税费用,利润总额 2017,7373160250.68,1692193203.99,99488392.12,1109318842.54,10486820482.36 2018,9113286027.76,2055859307.21,154599429.03,1056739998.82,12437204553.3 2019,7767720171.14,1927278918.86,192739975.98,1290278445.12,13755462747.77 ","year,公司自由现金流 2017,5769931338.757142 2018,7198890448.566915 2019,6015101993.771124 " 777,CN,fundamental,卓胜微在2017到2021年间,逐年做公司自由现金流同比,同比上升的年份有多少个?(指标单位:元)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1.0,hard,cash flow,经营活动现金流净额 - 资本支出 + 利息支出 * (1 - 所得税费用 / 利润总额),"year,经营活动产生的现金流量净额,购建固定资产、无形资产和其他长期资产支付的现金,财务费用——利息费用,所得税费用,利润总额 2017,128568526.65,15741327.74,111504.98,23538304.35,192984393.21 2018,134282651.86,28765657.06,0.0,19260766.89,179636711.44 2019,55619758.86,96248714.66,0.0,68198835.2,562655593.43 2020,1005430233.84,153423570.39,0.0,146650156.17,1217150734.39 2021,1149764467.78,2858355796.3,165437.72,280265054.83,2414969135.47 ","year,公司自由现金流 2017,112925103.62879689 2018,105516994.80000001 2019,-40628955.8 2020,852006663.45 2021,-1708445090.3876827 " 778,CN,fundamental,对云南白药2020-2022年的公司自由现金流做逐年同比,共发生同比上升几次?(指标单位:元)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1.0,hard,cash flow,经营活动现金流净额 - 资本支出 + 利息支出 * (1 - 所得税费用 / 利润总额),"year,经营活动产生的现金流量净额,购建固定资产、无形资产和其他长期资产支付的现金,财务费用——利息费用,所得税费用,利润总额 2020,3828906632.02,486420552.22,169153698.15,1290099287.03,6801135508.05 2021,5223278282.5,534201772.81,51659540.6,683985622.02,3481646183.78 2022,3209410032.57,446732820.54,67849588.22,536592729.51,3377002423.7 ","year,公司自由现金流 2020,3479553214.5925274 2021,4730587292.735263 2022,2819745760.9816866 " 779,CN,fundamental,统计首创证券的公司自由现金流在2017-2019年间逐年同比上升的次数。(指标单位:元)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1.0,hard,cash flow,经营活动现金流净额 - 资本支出 + 利息支出 * (1 - 所得税费用 / 利润总额),"year,经营活动产生的现金流量净额,购建固定资产、无形资产和其他长期资产支付的现金,财务费用——利息费用,所得税费用,利润总额 2017,-835496018.34,19907035.99,0.0,59623685.89,375034803.68 2018,-1797593800.0,19041100.0,0.0,37783100.0,212748700.0 2019,413186607.87,14999767.99,0.0,152492612.92,586350268.45 ","year,公司自由现金流 2017,-855403054.33 2018,-1816634900.0 2019,398186839.88 " 780,CN,fundamental,计算国轩高科在2022至2024年间的股权自由现金流,做同比比较,其中同比上升有几次?(指标单位:元)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1.0,hard,cash flow,经营活动现金流净额 - 资本支出 + 净借款(取得借款收到的现金 + 发行债券收到的现金 - 偿还债务支付的现金),"year,经营活动产生的现金流量净额,购建固定资产、无形资产和其他长期资产支付的现金,取得借款收到的现金,发行债券收到的现金,偿还债务支付的现金 2022,801270839.12,13409304306.05,21341002137.59,0.0,7819959076.0 2023,2418690817.29,13129650583.44,31015851135.8,0.0,15730510789.07 2024,2705571729.01,9068397787.47,30313162509.91,0.0,25825122288.15 ","year,股权自由现金流 2022,913009594.6600018 2023,4574380580.579998 2024,-1874785836.7000008 " 781,CN,fundamental,2021至2025年,中油资本的股权自由现金流逐年同比,其中同比下降共多少次?(指标单位:元)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,3.0,hard,cash flow,经营活动现金流净额 - 资本支出 + 净借款(取得借款收到的现金 + 发行债券收到的现金 - 偿还债务支付的现金),"year,经营活动产生的现金流量净额,购建固定资产、无形资产和其他长期资产支付的现金,取得借款收到的现金,发行债券收到的现金,偿还债务支付的现金 2021,38271760335.66,127390297.38,59628873731.21,0.0,58011777020.0 2022,44108108844.41,150145582.89,68540842490.0,0.0,83624008059.45 2023,40553550528.95,324027415.59,63941624725.27,0.0,74596938315.29 2024,5926524850.9,954341712.89,68562707072.35,0.0,67519705620.52 2025,-18277767921.32,930154721.78,102872839345.82,0.0,83782259225.92 ","year,股权自由现金流 2021,39761466749.490005 2022,28874797692.070007 2023,29574209523.340004 2024,6015184589.840001 2025,-117342523.19998932 " 782,CN,fundamental,首创证券在2021到2023年间,逐年做股权自由现金流同比,同比上升的年份有多少个?(指标单位:元)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1.0,hard,cash flow,经营活动现金流净额 - 资本支出 + 净借款(取得借款收到的现金 + 发行债券收到的现金 - 偿还债务支付的现金),"year,经营活动产生的现金流量净额,购建固定资产、无形资产和其他长期资产支付的现金,取得借款收到的现金,发行债券收到的现金,偿还债务支付的现金 2021,539363564.8,93499166.53,0.0,5881410000.0,3714080000.0 2022,734037428.81,109156935.14,0.0,4994180000.0,4157590000.0 2023,-665194128.85,82339334.95,0.0,4941240000.0,2116530000.0 ","year,股权自由现金流 2021,2613194398.27 2022,1461470493.67 2023,2077176536.1999998 " 783,CN,fundamental,对国电电力2018-2022年的股权自由现金流做逐年同比,共发生同比下降几次?(指标单位:元)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1.0,hard,cash flow,经营活动现金流净额 - 资本支出 + 净借款(取得借款收到的现金 + 发行债券收到的现金 - 偿还债务支付的现金),"year,经营活动产生的现金流量净额,购建固定资产、无形资产和其他长期资产支付的现金,取得借款收到的现金,发行债券收到的现金,偿还债务支付的现金 2018,31097434512.07,17091538286.84,127490808686.11,0.0,129004971595.61 2019,33721790020.54,12149537182.64,133786783076.87,0.0,141889171598.87 2020,42241530004.6,14979824312.92,166020022117.11,0.0,176671748159.26 2021,24121939362.21,21335366430.75,183790010463.84,0.0,174662671830.28 2022,37738186349.55,35701942106.43,206649785771.01,0.0,177479059204.11 ","year,股权自由现金流 2018,12491733315.73 2019,13469864315.900002 2020,16609979649.529976 2021,11913911565.019997 2022,31206970810.020027 " 784,CN,fundamental,统计东方证券的股权自由现金流在2018-2022年间逐年同比下降的次数。(指标单位:元)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,2.0,hard,cash flow,经营活动现金流净额 - 资本支出 + 净借款(取得借款收到的现金 + 发行债券收到的现金 - 偿还债务支付的现金),"year,经营活动产生的现金流量净额,购建固定资产、无形资产和其他长期资产支付的现金,取得借款收到的现金,发行债券收到的现金,偿还债务支付的现金 2018,5719680134.58,417550684.86,2182238567.91,29863508084.88,31148634336.75 2019,10385033926.77,298154341.97,3375435647.44,0.0,55462504685.95 2020,28195640212.74,449310789.66,1927799867.92,0.0,85899273124.66 2021,-10577731642.82,443308581.65,2139962824.0,0.0,39520589991.18 2022,21616532485.13,306670673.38,3177275732.96,38347583987.0,48355849205.19 ","year,股权自由现金流 2018,6199241765.760001 2019,-42000189453.70999 2020,-56225143833.66 2021,-48401667391.65 2022,14478872326.519997 " 785,CN,fundamental,计算华友钴业在2016至2018年间的经营现金流利润率,做同比比较,其中同比上升有几次?(指标单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1.0,hard,cash flow,经营活动现金流净额 / 营业收入 * 100%,"year,经营活动产生的现金流量净额,营业收入 2016,972520586.08,4889385103.39 2017,-1761977182.53,9653222710.89 2018,1822550039.12,14450762951.95 ","year,经营现金流利润率 2016,19.89044768442792 2017,-18.252735229471888 2018,12.612137125078668 " 786,CN,fundamental,2016至2018年,华东医药的经营现金流利润率逐年同比,其中同比下降共多少次?(指标单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.0,hard,cash flow,经营活动现金流净额 / 营业收入 * 100%,"year,经营活动产生的现金流量净额,营业收入 2016,1346962807.82,25379667502.88 2017,1661118663.7,27831823148.07 2018,2039496083.26,30663374326.27 ","year,经营现金流利润率 2016,5.307251592902669 2017,5.968414842472116 2018,6.651244776778261 " 787,CN,fundamental,大华股份在2017到2019年间,逐年做经营现金流利润率同比,同比下降的年份有多少个?(指标单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1.0,hard,cash flow,经营活动现金流净额 / 营业收入 * 100%,"year,经营活动产生的现金流量净额,营业收入 2017,914231360.01,18844458053.78 2018,955315978.17,23665688106.22 2019,1600604287.7,26149430652.42 ","year,经营现金流利润率 2017,4.851460081265722 2018,4.036713295139373 2019,6.1209909652540455 " 788,CN,fundamental,对中际旭创2018-2022年的经营现金流利润率做逐年同比,共发生同比上升几次?(指标单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,2.0,hard,cash flow,经营活动现金流净额 / 营业收入 * 100%,"year,经营活动产生的现金流量净额,营业收入 2018,660013526.46,5156314239.9 2019,569457698.94,4757677023.35 2020,21688211.25,7049590125.44 2021,812760603.14,7695404805.69 2022,2448940873.28,9641794766.08 ","year,经营现金流利润率 2018,12.800102859378876 2019,11.969238267860195 2020,0.30765208847721953 2021,10.561635465090061 2022,25.39922216448141 " 789,CN,fundamental,统计长春高新的经营现金流利润率在2021-2023年间逐年同比上升的次数。(指标单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1.0,hard,cash flow,经营活动现金流净额 / 营业收入 * 100%,"year,经营活动产生的现金流量净额,营业收入 2021,3330619225.29,10746717262.21 2022,2826408333.06,12627188966.71 2023,5103687813.05,14566039611.98 ","year,经营现金流利润率 2021,30.991968468379316 2022,22.383511805449903 2023,35.038266742405504 " 790,CN,fundamental,计算星宇股份在2020至2022年间的资本支出占收入比,做同比比较,其中同比上升有几次?(指标单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1.0,hard,cash flow,资本支出 / 营业收入 * 100%,"year,购建固定资产、无形资产和其他长期资产支付的现金,营业收入 2020,795170219.79,7322715089.72 2021,1265190760.63,7909449648.26 2022,955696509.38,8247994585.86 ","year,资本支出占收入比 2020,10.858953407955205 2021,15.99593924854594 2022,11.587016691528923 " 791,CN,fundamental,2023至2025年,宝钢股份的资本支出占收入比逐年同比,其中同比下降共多少次?(指标单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,2.0,hard,cash flow,资本支出 / 营业收入 * 100%,"year,购建固定资产、无形资产和其他长期资产支付的现金,营业收入 2023,21028689613.48,344500428314.62 2024,19336433651.03,322115845919.76 2025,18507325935.15,317507793966.66 ","year,资本支出占收入比 2023,6.10411131166294 2024,6.002943939568487 2025,5.828935946401797 " 792,CN,fundamental,芒果超媒在2021到2023年间,逐年做资本支出占收入比同比,同比下降的年份有多少个?(指标单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1.0,hard,cash flow,资本支出 / 营业收入 * 100%,"year,购建固定资产、无形资产和其他长期资产支付的现金,营业收入 2021,193602527.81,15355863482.07 2022,189897809.91,13976774034.92 2023,150261073.92,14628016301.84 ","year,资本支出占收入比 2021,1.2607726555791314 2022,1.3586669530147193 2023,1.027214290847483 " 793,CN,fundamental,对山西汾酒2019-2023年的资本支出占收入比做逐年同比,共发生同比下降几次?(指标单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,2.0,hard,cash flow,资本支出 / 营业收入 * 100%,"year,购建固定资产、无形资产和其他长期资产支付的现金,营业收入 2019,161368576.12,11892584392.29 2020,195822132.58,13989804850.8 2021,156277238.19,19970986258.92 2022,825576632.31,26213860718.3 2023,485035030.78,31928483054.02 ","year,资本支出占收入比 2019,1.3568840110532725 2020,1.3997488504552087 2021,0.782521384592106 2022,3.14938971096944 2023,1.5191295808177487 " 794,CN,fundamental,统计正泰电器的资本支出占收入比在2021-2023年间逐年同比下降的次数。(指标单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,2.0,hard,cash flow,资本支出 / 营业收入 * 100%,"year,购建固定资产、无形资产和其他长期资产支付的现金,营业收入 2021,12104654132.12,39032520606.97 2022,10670207352.23,45974331286.72 2023,4363713068.3,57250814312.46 ","year,资本支出占收入比 2021,31.011715215641196 2022,23.209053951617044 2023,7.622097817655472 " 795,CN,fundamental,计算铜陵有色在2019至2023年间的现金流量充裕率,做同比比较,其中同比上升有几次?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,2.0,hard,cash flow,经营活动现金流净额 / (资本支出 + 偿还债务支付的现金 + 分配股利、利润或偿付利息支付的现金),"year,经营活动产生的现金流量净额,购建固定资产、无形资产和其他长期资产支付的现金,偿还债务支付的现金,分配股利、利润或偿付利息支付的现金 2019,4060204723.47,2343268496.0,16323472875.1,1215657904.54 2020,2156642457.67,1519084170.12,18050969001.24,934136235.09 2021,3413057479.05,1424470294.95,19650451878.64,1197015126.3 2022,9155925054.75,2176410078.72,20882393783.35,2063719931.03 2023,5924657630.78,2750839885.32,21735504857.39,1715022937.28 ","year,现金流量充裕率 2019,0.20421100427474967 2020,0.10518057626757901 2021,0.15324475069651247 2022,0.36445084618706625 2023,0.22612016682261457 " 796,CN,fundamental,2016至2018年,伊利股份的现金流量充裕率逐年同比,其中同比下降共多少次?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,2.0,hard,cash flow,经营活动现金流净额 / (资本支出 + 偿还债务支付的现金 + 分配股利、利润或偿付利息支付的现金),"year,经营活动产生的现金流量净额,购建固定资产、无形资产和其他长期资产支付的现金,偿还债务支付的现金,分配股利、利润或偿付利息支付的现金 2016,12817325815.25,3419007157.35,6588000000.0,2776233066.4 2017,7006297178.98,3351359455.32,750000000.0,3845428901.98 2018,8624771799.8,5090600464.62,11320000000.0,4392602765.29 ","year,现金流量充裕率 2016,1.0026664281436777 2017,0.8816514123650901 2018,0.4145886431277878 " 797,CN,fundamental,圣邦股份在2021到2023年间,逐年做现金流量充裕率同比,同比上升的年份有多少个?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.0,hard,cash flow,经营活动现金流净额 / (资本支出 + 偿还债务支付的现金 + 分配股利、利润或偿付利息支付的现金),"year,经营活动产生的现金流量净额,购建固定资产、无形资产和其他长期资产支付的现金,偿还债务支付的现金,分配股利、利润或偿付利息支付的现金 2021,763146769.55,181015598.97,0.0,78246572.0 2022,947899907.97,259948211.7,0.0,118730383.5 2023,170670822.08,233250684.88,0.0,107846485.8 ","year,现金流量充裕率 2021,2.943533052642323 2022,2.503177945585661 2023,0.5003583633946782 " 798,CN,fundamental,对渝农商行2016-2020年的现金流量充裕率做逐年同比,共发生同比下降几次?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,2.0,hard,cash flow,经营活动现金流净额 / (资本支出 + 偿还债务支付的现金 + 分配股利、利润或偿付利息支付的现金),"year,经营活动产生的现金流量净额,购建固定资产、无形资产和其他长期资产支付的现金,偿还债务支付的现金,分配股利、利润或偿付利息支付的现金 2016,6085647000.0,709141000.0,120770000000.0,2046536000.0 2017,-19366966000.0,786196000.0,148040000000.0,2440035000.0 2018,-81223277000.0,591265000.0,0.0,2484556000.0 2019,23851259000.0,837524000.0,249820000000.0,2709435000.0 2020,42370280000.0,790128000.0,227370000000.0,3318963000.0 ","year,现金流量充裕率 2016,0.04926625093501815 2017,-0.12803231674358304 2018,-26.40702336059218 2019,0.09413721147436592 2020,0.18304149984760396 " 799,CN,fundamental,统计中航沈飞的现金流量充裕率在2018-2022年间逐年同比上升的次数。按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,2.0,hard,cash flow,经营活动现金流净额 / (资本支出 + 偿还债务支付的现金 + 分配股利、利润或偿付利息支付的现金),"year,经营活动产生的现金流量净额,购建固定资产、无形资产和其他长期资产支付的现金,偿还债务支付的现金,分配股利、利润或偿付利息支付的现金 2018,235195589.55,612249476.01,229500000.0,20580635.64 2019,-1147887622.59,561222400.07,228500000.0,24535629.4 2020,6319894352.62,742053256.59,2483500000.0,241783745.11 2021,10143422728.63,1094528146.03,380000000.0,465641064.55 2022,2677649020.52,1060086615.25,600000000.0,699434142.18 ","year,现金流量充裕率 2018,0.27274426159138987 2019,-1.4097344834746783 2020,1.8226940010507833 2021,5.228112410668395 2022,1.134827490747107 " 800,CN,fundamental,计算迈瑞医疗在2017至2021年间的每股净资产,做同比比较,其中同比下降有几次?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.0,hard,per share,股东权益合计 / 股本,"year,股东权益合计,股本 2017,6654126669.0,1094091266.0 2018,15178316283.0,1215691266.0 2019,18617050290.0,1215691266.0 2020,23290381508.0,1215691266.0 2021,26968045991.0,1215691266.0 ","year,每股净资产 2017,6.081875320445159 2018,12.485337936942948 2019,15.313962360900929 2020,19.158138385441028 2021,22.183301587526582 " 801,CN,fundamental,2022至2024年,洋河股份的每股净资产逐年同比,其中同比下降共多少次?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1.0,hard,per share,股东权益合计 / 股本,"year,股东权益合计,股本 2022,47524543513.81,1506988000.0 2023,52049863974.86,1506445074.0 2024,51693045853.88,1506445074.0 ","year,每股净资产 2022,31.53611277184025 2023,34.551451541909984 2024,34.31459051913631 " 802,CN,fundamental,天坛生物在2016到2020年间,逐年做每股净资产同比,同比上升的年份有多少个?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1.0,hard,per share,股东权益合计 / 股本,"year,股东权益合计,股本 2016,2622291249.05,515466868.0 2017,4450413450.47,670106928.0 2018,4346783469.37,871139006.0 2019,5177362412.3,1045366807.0 2020,6030954816.63,1254440168.0 ","year,每股净资产 2016,5.087215904340141 2017,6.641348215504497 2018,4.989770219713936 2019,4.952675345755455 2020,4.8076863053942 " 803,CN,fundamental,对中国太保2023-2025年的每股净资产做逐年同比,共发生同比下降几次?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.0,hard,per share,股东权益合计 / 股本,"year,股东权益合计,股本 2023,267704000000.0,9620000000.0 2024,318481000000.0,9620000000.0 2025,334224000000.0,9620000000.0 ","year,每股净资产 2023,27.827858627858628 2024,33.106133056133054 2025,34.74261954261954 " 804,CN,fundamental,统计山西焦煤的每股净资产在2021-2023年间逐年同比下降的次数。按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1.0,hard,per share,股东权益合计 / 股本,"year,股东权益合计,股本 2021,34493459067.87,4096560000.0 2022,43253340038.76,4096560000.0 2023,48243078866.3,5677101059.0 ","year,每股净资产 2021,8.420103469220518 2022,10.558453931776906 2023,8.497836900370036 " 805,CN,fundamental,计算中远海能在2021至2023年间的每股资本公积金,做同比比较,其中同比上升有几次?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,2.0,hard,per share,资本公积 / 股本,"year,资本公积,股本 2021,11924618640.46,4762691885.0 2022,11980636063.7,4770776395.0 2023,12544125877.34,4770776395.0 ","year,每股资本公积金 2021,2.5037560540114594 2022,2.5112549974583334 2023,2.6293678090817334 " 806,CN,fundamental,2022至2024年,中际旭创的每股资本公积金逐年同比,其中同比下降共多少次?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1.0,hard,per share,资本公积 / 股本,"year,资本公积,股本 2022,7931844143.44,800961788.0 2023,8057568184.61,802826238.0 2024,7731323398.69,1121166509.0 ","year,每股资本公积金 2022,9.90289956683926 2023,10.036503297006094 2024,6.895785181440877 " 807,CN,fundamental,新易盛在2022到2024年间,逐年做每股资本公积金同比,同比上升的年份有多少个?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1.0,hard,per share,资本公积 / 股本,"year,资本公积,股本 2022,1727086902.67,507086219.0 2023,1530788119.3,709919026.0 2024,1614730342.64,708806652.0 ","year,每股资本公积金 2022,3.4059038442730785 2023,2.1562855244564187 2024,2.278097049574529 " 808,CN,fundamental,对长安汽车2020-2024年的每股资本公积金做逐年同比,共发生同比下降几次?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,3.0,hard,per share,资本公积 / 股本,"year,资本公积,股本 2020,10930781918.64,5363396174.0 2021,9776193360.38,7632153402.0 2022,8532806685.77,9921799422.0 2023,8251287637.7,9917289033.0 2024,8925798850.14,9914086060.0 ","year,每股资本公积金 2020,2.0380336570378437 2021,1.280922021014168 2022,0.860005964931106 2023,0.8320104022625192 2024,0.90031484456773 " 809,CN,fundamental,统计国信证券的每股资本公积金在2019-2023年间逐年同比下降的次数。按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,2.0,hard,per share,资本公积 / 股本,"year,资本公积,股本 2019,6769233170.81,8200000000.0 2020,20155606605.47,9612429377.0 2021,20155672569.84,9612429377.0 2022,20146238607.58,9612429377.0 2023,20136775303.52,9612429377.0 ","year,每股资本公积金 2019,0.825516240342683 2020,2.0968275359917894 2021,2.0968343983953934 2022,2.095852964681813 2023,2.0948684784828666 " 810,CN,fundamental,计算南方航空在2021至2023年间的每股未分配利润,做同比比较,其中同比下降有几次?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,2.0,hard,per share,未分配利润 / 股本,"year,未分配利润,股本 2021,43000000.0,16948000000.0 2022,-32679000000.0,18121000000.0 2023,-36888000000.0,18121000000.0 ","year,每股未分配利润 2021,0.002537172527731886 2022,-1.8033772970586612 2023,-2.035649246730313 " 811,CN,fundamental,2022至2024年,京东方A的每股未分配利润逐年同比,其中同比下降共多少次?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.0,hard,per share,未分配利润 / 股本,"year,未分配利润,股本 2022,35829465307.0,38196363421.0 2023,35579576607.0,37652529195.0 2024,39410894857.0,37645016203.0 ","year,每股未分配利润 2022,0.9380334172677103 2023,0.944945196715357 2024,1.0469086968770989 " 812,CN,fundamental,中国建筑在2020到2022年间,逐年做每股未分配利润同比,同比上升的年份有多少个?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,2.0,hard,per share,未分配利润 / 股本,"year,未分配利润,股本 2020,231938846000.0,41965072000.0 2021,270367451000.0,41948168000.0 2022,307574145000.0,41934433000.0 ","year,每股未分配利润 2020,5.526949792913498 2021,6.445274344281257 2022,7.33464418131038 " 813,CN,fundamental,对青岛啤酒2022-2024年的每股未分配利润做逐年同比,共发生同比下降几次?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.0,hard,per share,未分配利润 / 股本,"year,未分配利润,股本 2022,18528390855.0,1364232790.0 2023,20334065296.0,1364196788.0 2024,21950655578.0,1364196788.0 ","year,每股未分配利润 2022,13.581546339316475 2023,14.905522044082103 2024,16.09053457029544 " 814,CN,fundamental,统计交通银行的每股未分配利润在2021-2023年间逐年同比上升的次数。按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,2.0,hard,per share,未分配利润 / 股本,"year,未分配利润,股本 2021,258074000000.0,74263000000.0 2022,292734000000.0,74263000000.0 2023,326744000000.0,74263000000.0 ","year,每股未分配利润 2021,3.475135666482636 2022,3.941855298062292 2023,4.399822253342849 " 815,CN,fundamental,计算天齐锂业在2021至2023年间的每股经营现金流,做同比比较,其中同比下降有几次?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.0,hard,per share,经营活动现金流净额 / 股本,"year,经营活动产生的现金流量净额,股本 2021,2094448935.69,1477099383.0 2022,20297583221.14,1641221583.0 2023,22688073725.98,1641221583.0 ","year,每股经营现金流 2021,1.4179472009772007 2022,12.367363085755862 2023,13.82389432419498 " 816,CN,fundamental,2022至2024年,新和成的每股经营现金流逐年同比,其中同比上升共多少次?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,2.0,hard,per share,经营活动现金流净额 / 股本,"year,经营活动产生的现金流量净额,股本 2022,4361481083.61,3090907356.0 2023,5119370863.32,3090907356.0 2024,7073064183.33,3073421680.0 ","year,每股经营现金流 2022,1.4110682014275162 2023,1.6562679736687649 2024,2.3013647067557614 " 817,CN,fundamental,国电电力在2016到2018年间,逐年做每股经营现金流同比,同比下降的年份有多少个?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1.0,hard,per share,经营活动现金流净额 / 股本,"year,经营活动产生的现金流量净额,股本 2016,23414262235.19,19650397845.0 2017,19777912313.95,19650397845.0 2018,31097434512.07,19650397845.0 ","year,每股经营现金流 2016,1.1915413835322273 2017,1.006489154568565 2018,1.5825346009461418 " 818,CN,fundamental,对澜起科技2020-2022年的每股经营现金流做逐年同比,共发生同比上升几次?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1.0,hard,per share,经营活动现金流净额 / 股本,"year,经营活动产生的现金流量净额,股本 2020,1000111569.0,1129813889.0 2021,680414534.55,1131306771.0 2022,688835385.81,1134068231.0 ","year,每股经营现金流 2020,0.8852002783265484 2021,0.6014412288441965 2022,0.6074020653965395 " 819,CN,fundamental,统计青岛啤酒的每股经营现金流在2021-2025年间逐年同比下降的次数。按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,3.0,hard,per share,经营活动现金流净额 / 股本,"year,经营活动产生的现金流量净额,股本 2021,6043111455.0,1364354793.0 2022,4878771322.0,1364232790.0 2023,2777567140.0,1364196788.0 2024,5154661132.0,1364196788.0 2025,4592509302.0,1364195121.0 ","year,每股经营现金流 2021,4.429281508010211 2022,3.5762014795143577 2023,2.0360457995741887 2024,3.778531937138676 2025,3.366460729337266 " 820,CN,fundamental,计算三六零在2021至2025年间的权益乘数,做同比比较,其中同比下降有几次?(用期初期末平均值)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.0,hard,solvency,平均总资产 / 平均股东权益,"year,资产合计,股东权益合计 2020,44261773000.0,36757512000.0 2021,42039484000.0,34959636000.0 2022,38615763000.0,31677793000.0 2023,40168367000.0,31850619000.0 2024,38256187000.0,30135363000.0 2025,37516528000.0,29315041000.0 ","year,权益乘数 2021,1.203355953307011 2022,1.210359526325663 2023,1.2401400809451997 2024,1.2651982185262467 2025,1.274553407576507 " 821,CN,fundamental,2023至2025年,中国中冶的权益乘数逐年同比,其中同比上升共多少次?(用期初期末平均值)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,2.0,hard,solvency,平均总资产 / 平均股东权益,"year,资产合计,股东权益合计 2022,585392827000.0,161917562000.0 2023,661602236000.0,167991165000.0 2024,808015755000.0,182335866000.0 2025,839488682000.0,183559438000.0 ","year,权益乘数 2023,3.7798183586698513 2024,4.194988855998383 2025,4.50266625176474 " 822,CN,fundamental,中泰证券在2023到2025年间,逐年做权益乘数同比,同比下降的年份有多少个?(用期初期末平均值)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1.0,hard,solvency,平均总资产 / 平均股东权益,"year,资产合计,股东权益合计 2022,198893934656.96,39669635839.59 2023,195658686810.89,42328129641.06 2024,224693255623.92,45258548852.58 2025,253531045753.27,52868165217.32 ","year,权益乘数 2023,4.811748456254668 2024,4.799267989884254 2025,4.873538321445572 " 823,CN,fundamental,对沪硅产业2018-2022年的权益乘数做逐年同比,共发生同比下降几次?(用期初期末平均值)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,3.0,hard,solvency,平均总资产 / 平均股东权益,"year,资产合计,股东权益合计 2017,5833376480.35,3697588285.36 2018,6822546904.24,3595028291.01 2019,9963244097.36,5174439051.41 2020,14498507264.28,9539967092.1 2021,16256712742.67,10494244347.2 2022,25462606414.08,19546327409.51 ","year,权益乘数 2018,1.7354434107503371 2019,1.9141175109237405 2020,1.6624355154441082 2021,1.5351350413832205 2022,1.388765816264179 " 824,CN,fundamental,统计纳思达的权益乘数在2019-2021年间逐年同比下降的次数。(用期初期末平均值)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,2.0,hard,solvency,平均总资产 / 平均股东权益,"year,资产合计,股东权益合计 2018,36113499499.87,8564642833.91 2019,37819050441.07,9589865844.04 2020,39688271911.12,12945437692.97 2021,43585062644.27,18376012126.39 ","year,权益乘数 2019,4.072407094703509 2020,3.439373347019657 2021,2.658667942756538 " 825,CN,fundamental,计算爱尔眼科在2021至2025年间的EBIT,做同比比较,其中同比下降有几次?(指标单位:元)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1.0,hard,valuation,利润总额 + 利息支出,"year,利润总额,财务费用——利息费用 2021,3147754919.02,164663163.62 2022,3335055554.35,177647497.63 2023,4551018610.83,194823311.92 2024,4594282265.9,255561402.92 2025,4425135001.83,269717423.59 ","year,EBIT 2021,3312418082.64 2022,3512703051.98 2023,4745841922.75 2024,4849843668.82 2025,4694852425.42 " 826,CN,fundamental,2017至2019年,正泰电器的EBIT逐年同比,其中同比下降共多少次?(指标单位:元)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.0,hard,valuation,利润总额 + 利息支出,"year,利润总额,财务费用——利息费用 2017,3394609199.32,573429676.48 2018,4243014200.29,539216694.69 2019,4511259558.22,628816591.92 ","year,EBIT 2017,3968038875.8 2018,4782230894.98 2019,5140076150.14 " 827,CN,fundamental,特变电工在2017到2021年间,逐年做EBIT同比,同比下降的年份有多少个?(指标单位:元)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.0,hard,valuation,利润总额 + 利息支出,"year,利润总额,财务费用——利息费用 2017,3060182682.38,641232622.12 2018,2787125378.03,993793597.75 2019,2810858569.41,1072374592.25 2020,3588223730.17,1279913700.03 2021,11831844260.88,1428540414.21 ","year,EBIT 2017,3701415304.5 2018,3780918975.78 2019,3883233161.66 2020,4868137430.2 2021,13260384675.09 " 828,CN,fundamental,对润泽科技2023-2025年的EBIT做逐年同比,共发生同比上升几次?(指标单位:元)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,2.0,hard,valuation,利润总额 + 利息支出,"year,利润总额,财务费用——利息费用 2023,1777305679.32,159984200.63 2024,1829269474.48,260220526.42 2025,5689364322.12,331424913.77 ","year,EBIT 2023,1937289879.9499998 2024,2089490000.9 2025,6020789235.889999 " 829,CN,fundamental,统计龙源电力的EBIT在2017-2021年间逐年同比下降的次数。(指标单位:元)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.0,hard,valuation,利润总额 + 利息支出,"year,利润总额,财务费用——利息费用 2017,5432650130.2,2846635615.42 2018,5833972058.53,3564271989.93 2019,6430368620.38,3384520738.08 2020,6980792956.32,2974137017.06 2021,10015648958.62,3434919638.09 ","year,EBIT 2017,8279285745.62 2018,9398244048.46 2019,9814889358.46 2020,9954929973.38 2021,13450568596.710001 " 830,CN,fundamental,计算龙佰集团在2021至2023年间的EBITDA,做同比比较,其中同比上升有几次?(指标单位:元)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1.0,hard,valuation,利润总额 + 利息支出 + 折旧与摊销,"year,利润总额,财务费用——利息费用,固定资产折旧、油气资产折耗、生产性生物资产折旧,无形资产摊销,长期待摊费用摊销 2021,5518909889.42,299600490.57,1321335040.69,175402350.25,16015739.31 2022,4072702732.89,424465296.84,1500000368.05,209960057.51,14880866.72 2023,3917125266.94,556172948.13,2107370026.24,395402340.32,57857924.63 ","year,EBITDA 2021,7331263510.240001 2022,6222009322.01 2023,7033928506.259999 " 831,CN,fundamental,2021至2025年,长电科技的EBITDA逐年同比,其中同比下降共多少次?(指标单位:元)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1.0,hard,valuation,利润总额 + 利息支出 + 折旧与摊销,"year,利润总额,财务费用——利息费用,固定资产折旧、油气资产折耗、生产性生物资产折旧,无形资产摊销,长期待摊费用摊销 2021,3170535543.19,312953065.0,3577424852.8,108500781.71,269275.12 2022,3291299137.87,207588936.45,3701014366.91,88949137.08,2585486.19 2023,1522240843.74,314285409.91,3460442223.02,68611046.13,10026023.42 2024,1648906851.98,443078238.46,3553502658.81,75480910.73,10001107.68 2025,1738293696.95,436617821.93,4056513866.91,68935428.96,19902608.39 ","year,EBITDA 2021,7169683517.82 2022,7291437064.499999 2023,5375605546.22 2024,5730969767.66 2025,6320263423.14 " 832,CN,fundamental,古井贡酒在2020到2022年间,逐年做EBITDA同比,同比下降的年份有多少个?(指标单位:元)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.0,hard,valuation,利润总额 + 利息支出 + 折旧与摊销,"year,利润总额,财务费用——利息费用,固定资产折旧、油气资产折耗、生产性生物资产折旧,无形资产摊销,长期待摊费用摊销 2020,2473835966.72,876815.8,214098270.11,34419897.25,23731383.35 2021,3171293934.56,7036575.14,239269825.07,42153384.37,33723640.28 2022,4470492048.73,5679645.21,240877515.2,42703216.86,30753707.48 ","year,EBITDA 2020,2746962333.23 2021,3493477359.42 2022,4790506133.479999 " 833,CN,fundamental,对豪威集团2018-2020年的EBITDA做逐年同比,共发生同比上升几次?(指标单位:元)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,2.0,hard,valuation,利润总额 + 利息支出 + 折旧与摊销,"year,利润总额,财务费用——利息费用,固定资产折旧、油气资产折耗、生产性生物资产折旧,无形资产摊销,长期待摊费用摊销 2018,206545109.77,142028662.13,158563271.6,302571989.42,23048426.84 2019,784459257.58,285413296.44,184195761.81,359645770.92,33954409.49 2020,2991132546.87,296875302.66,247206328.52,470666270.11,47395086.84 ","year,EBITDA 2018,832757459.7600001 2019,1647668496.24 2020,4053275535.0 " 834,CN,fundamental,统计广发证券的EBITDA在2022-2024年间逐年同比下降的次数。(指标单位:元)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1.0,hard,valuation,利润总额 + 利息支出 + 折旧与摊销,"year,利润总额,财务费用——利息费用,固定资产折旧、油气资产折耗、生产性生物资产折旧,无形资产摊销,长期待摊费用摊销 2022,10387789226.12,0.0,623689320.08,152130801.09,43573741.71 2023,8744435954.21,0.0,705194559.5,176517640.36,47762842.06 2024,11852139233.96,0.0,763221567.15,206976269.61,52007039.21 ","year,EBITDA 2022,11207183089.0 2023,9673910996.13 2024,12874344109.929998 " 835,CN,fundamental,计算山金国际在2019至2021年间的NOPAT,做同比比较,其中同比上升有几次?(指标单位:元)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,2.0,hard,valuation,EBIT × (1 - 实际税率) = (利润总额 + 利息支出) × (1 - 所得税费用 / 利润总额),"year,利润总额,财务费用——利息费用,所得税费用 2019,1177174410.84,29297524.57,221722993.29 2020,1761071642.21,42193580.61,394953966.0 2021,1844617072.24,70823851.02,422907820.53 ","year,NOPAT 2019,979230698.7876356 2020,1398848540.1409967 2021,1476295607.7359643 " 836,CN,fundamental,2020至2024年,长电科技的NOPAT逐年同比,其中同比上升共多少次?(指标单位:元)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,3.0,hard,valuation,EBIT × (1 - 实际税率) = (利润总额 + 利息支出) × (1 - 所得税费用 / 利润总额),"year,利润总额,财务费用——利息费用,所得税费用 2020,1431293611.93,569723822.46,125309726.85 2021,3170535543.19,312953065.0,210276123.75 2022,3291299137.87,207588936.45,60310932.34 2023,1522240843.74,314285409.91,51996119.14 2024,1648906851.98,443078238.46,36876793.56 ","year,NOPAT 2020,1825828398.377058 2021,3252456824.5436053 2022,3434773208.7073555 2023,1773794893.9698145 2024,2045199122.9864004 " 837,CN,fundamental,福耀玻璃在2021到2023年间,逐年做NOPAT同比,同比上升的年份有多少个?(指标单位:元)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,2.0,hard,valuation,EBIT × (1 - 实际税率) = (利润总额 + 利息支出) × (1 - 所得税费用 / 利润总额),"year,利润总额,财务费用——利息费用,所得税费用 2021,3818842094.0,318940791.0,675861301.0 2022,5579105687.0,288122259.0,826310042.0 2023,6716021914.0,288319603.0,1086913641.0 ","year,NOPAT 2021,3405475223.390875 2022,4998244699.853648 2023,5870766546.796302 " 838,CN,fundamental,对新和成2016-2020年的NOPAT做逐年同比,共发生同比下降几次?(指标单位:元)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1.0,hard,valuation,EBIT × (1 - 实际税率) = (利润总额 + 利息支出) × (1 - 所得税费用 / 利润总额),"year,利润总额,财务费用——利息费用,所得税费用 2016,1500021246.0,0.0,274636463.22 2017,2118096646.12,61966277.05,404294683.47 2018,3639700078.3,86313025.06,541261622.75 2019,2565343560.67,192610308.63,392122350.32 2020,4109891743.04,249052551.92,532664232.53 ","year,NOPAT 2016,1225384782.78 2017,1763940339.2065847 2018,3171915827.3958874 2019,2336390313.4924474 2020,3794001502.6229773 " 839,CN,fundamental,统计中油资本的NOPAT在2021-2023年间逐年同比下降的次数。(指标单位:元)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1.0,hard,valuation,EBIT × (1 - 实际税率) = (利润总额 + 利息支出) × (1 - 所得税费用 / 利润总额),"year,利润总额,财务费用——利息费用,所得税费用 2021,13484157903.19,213427438.68,1895442409.49 2022,13011229232.93,205412034.36,2174432022.04 2023,13554509242.12,87215630.48,2334813516.57 ","year,NOPAT 2021,11772141843.581776 2022,11007880858.805595 2023,11291888146.464573 " 840,CN,fundamental,同花顺2016-2018年的毛利率的最大值是?(单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,91.7999,medium,profitability,(营业收入 - 营业成本) / 营业收入 * 100%,"year,营业收入,营业成本 2016,1733656403.77,142162281.85 2017,1409698260.25,141014156.68 2018,1386887015.18,146080304.15 ","year,毛利率 2016,91.79985829136301 2017,89.99685530895157 2018,89.46703642394108 " 841,CN,fundamental,2018至2020年间,百利天恒毛利率的最大值是多少?(单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,80.9521,medium,profitability,(营业收入 - 营业成本) / 营业收入 * 100%,"year,营业收入,营业成本 2018,1110892094.22,233539293.05 2019,1206623638.95,229836807.08 2020,1012709388.05,200943930.98 ","year,毛利率 2018,78.97731973563312 2019,80.95207157718183 2020,80.15778925808883 " 842,CN,fundamental,士兰微的毛利率在2017到2019年的最大值是?(单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,26.7036,medium,profitability,(营业收入 - 营业成本) / 营业收入 * 100%,"year,营业收入,营业成本 2017,2741791759.44,2009633731.24 2018,3025857115.44,2255612199.35 2019,3110573827.93,2504805451.16 ","year,毛利率 2017,26.703633697897626 2018,25.455429212426516 2019,19.47448960480459 " 843,CN,fundamental,对于晶澳科技的毛利率,其2020-2022年的最大值是多少?(单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,16.3635,medium,profitability,(营业收入 - 营业成本) / 营业收入 * 100%,"year,营业收入,营业成本 2020,25846520912.72,21617123279.02 2021,41301753627.9,35259765526.0 2022,72989400575.18,62204704732.46 ","year,毛利率 2020,16.363508450448983 2021,14.628889989355176 2022,14.775701345309203 " 844,CN,fundamental,计算爱美客在2020-2022年的毛利率的最大值。(单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,94.8468,medium,profitability,(营业收入 - 营业成本) / 营业收入 * 100%,"year,营业收入,营业成本 2020,709290197.0,58121828.15 2021,1447872001.48,91269071.37 2022,1938838363.7,99911554.61 ","year,毛利率 2020,91.80563492970424 2021,93.69633011228164 2022,94.84683424463849 " 845,CN,fundamental,金山办公2020-2024年的EBIT利润率的平均值是?(单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,34.3698,medium,profitability,(利润总额 + 利息支出) / 营业收入 * 100%,"year,营业收入,利润总额,财务费用——利息费用 2020,2260968393.13,935863143.87,3786.18 2021,3280058758.03,1118710945.87,5917385.24 2022,3884959481.38,1198242356.16,10327234.18 2023,4555968287.39,1389839471.97,9274711.42 2024,5120838798.82,1750422726.33,8664291.3 ","year,EBIT利润率 2020,41.39230485899985 2021,34.286834903696985 2022,31.10893681472057 2023,30.709480293409097 2024,34.35154057252004 " 846,CN,fundamental,2016至2020年间,中国船舶EBIT利润率的平均值是多少?(单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,-1.9375,medium,profitability,(利润总额 + 利息支出) / 营业收入 * 100%,"year,营业收入,利润总额,财务费用——利息费用 2016,21457070448.01,-2696839984.03,0.0 2017,16691101409.65,-2484484994.46,859841147.03 2018,16910307369.13,638729806.81,272929321.63 2019,52657487622.2,2598479521.45,479939865.21 2020,55243541320.18,310722417.37,450077645.4 ","year,EBIT利润率 2016,-12.568537678824251 2017,-9.733592814256752 2018,5.391144634687399 2019,5.846118995928248 2020,1.377174678865285 " 847,CN,fundamental,中远海能的EBIT利润率在2017到2019年的平均值是?(单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,20.1366,medium,profitability,(利润总额 + 利息支出) / 营业收入 * 100%,"year,营业收入,利润总额,财务费用——利息费用 2017,9778392035.65,2046705783.94,745866602.96 2018,12286002132.16,443515996.32,1264914167.67 2019,13880075062.56,1019738866.37,1471139906.97 ","year,EBIT利润率 2017,28.55860530769126 2018,13.905501119180103 2019,17.94571543823186 " 848,CN,fundamental,对于宁波银行的EBIT利润率,其2020-2022年的平均值是多少?(单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,40.8146,medium,profitability,(利润总额 + 利息支出) / 营业收入 * 100%,"year,营业收入,利润总额,财务费用——利息费用 2020,41111000000.0,16455000000.0,0.0 2021,52774000000.0,20445000000.0,0.0 2022,57879000000.0,25280000000.0,0.0 ","year,EBIT利润率 2020,40.025783853469875 2021,38.74066775306022 2022,43.677326837022065 " 849,CN,fundamental,计算三环集团在2020-2022年的EBIT利润率的最大值。(单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,42.1129,medium,profitability,(利润总额 + 利息支出) / 营业收入 * 100%,"year,营业收入,利润总额,财务费用——利息费用 2020,3993974641.28,1678604413.73,3375011.99 2021,6218042006.78,2303528059.91,5621115.1 2022,5149386936.28,1666317752.73,8899349.83 ","year,EBIT利润率 2020,42.11292200846209 2021,37.136274931757626 2022,32.53236012926626 " 850,CN,fundamental,首创证券2018-2022年的EBITDA利润率的最大值是?(单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,54.6797,medium,profitability,(利润总额 + 利息支出 + 折旧与摊销) / 营业收入 * 100%,"year,营业收入,利润总额,财务费用——利息费用,固定资产折旧、油气资产折耗、生产性生物资产折旧,无形资产摊销,长期待摊费用摊销 2018,815247500.0,212748700.0,0.0,0.0,0.0,0.0 2019,1339618763.5,586350268.45,0.0,3891464.3,8099721.34,2422383.38 2020,1657983958.5,785487075.92,0.0,3540417.1,8682282.49,2524620.45 2021,2113493479.32,1082654564.12,0.0,59712233.22,10268743.95,3016051.37 2022,1587858078.75,664027019.62,0.0,67184843.83,13363559.57,10620116.4 ","year,EBITDA利润率 2018,26.096210046642277 2019,44.845881069954125 2020,48.265508954862426 2021,54.67968574153452 2022,47.56064471545896 " 851,CN,fundamental,2021至2023年间,天合光能EBITDA利润率的最小值是多少?(单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,8.0396,medium,profitability,(利润总额 + 利息支出 + 折旧与摊销) / 营业收入 * 100%,"year,营业收入,利润总额,财务费用——利息费用,固定资产折旧、油气资产折耗、生产性生物资产折旧,无形资产摊销,长期待摊费用摊销 2021,44480390071.81,2273659994.55,535400965.26,1230129576.12,48734037.46,14686084.13 2022,85051792848.83,3984074330.15,646162715.57,2113161847.65,66629554.82,27803731.83 2023,113410686218.03,6528221386.35,1353731718.42,2851712775.51,381346134.47,38729840.58 ","year,EBITDA利润率 2021,9.223414297618945 2022,8.039609690736887 2023,9.834824413183721 " 852,CN,fundamental,歌尔股份的EBITDA利润率在2016到2020年的最大值是?(单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,15.7551,medium,profitability,(利润总额 + 利息支出 + 折旧与摊销) / 营业收入 * 100%,"year,营业收入,利润总额,财务费用——利息费用,固定资产折旧、油气资产折耗、生产性生物资产折旧,无形资产摊销,长期待摊费用摊销 2016,19287807649.88,1904722233.58,0.0,704425734.5,183316871.27,25963749.41 2017,25536136274.87,2500462072.48,231231730.78,1008800513.27,251011997.56,31744924.48 2018,23750587785.28,993339247.04,229682638.22,1261654788.43,344554146.47,28594529.45 2019,35147806427.74,1471544363.22,260686154.75,1544686881.07,408197462.6,38667738.61 2020,57742742893.96,3221965281.62,276706601.19,1653795246.56,483117594.62,51298422.57 ","year,EBITDA利润率 2016,14.612488054221831 2017,15.755129105138996 2018,12.03265104614045 2019,10.594637272472992 2020,9.848654327009566 " 853,CN,fundamental,对于海螺水泥的EBITDA利润率,其2017-2021年的最大值是多少?(单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,35.514,medium,profitability,(利润总额 + 利息支出 + 折旧与摊销) / 营业收入 * 100%,"year,营业收入,利润总额,财务费用——利息费用,固定资产折旧、油气资产折耗、生产性生物资产折旧,无形资产摊销,长期待摊费用摊销 2017,75310819763.0,21228756052.0,683987845.0,4590277801.0,242898372.0,0.0 2018,128402625696.0,39629195899.0,483381653.0,4647297969.0,306114858.0,0.0 2019,157030328135.0,44556845259.0,446007016.0,4931627928.0,339335409.0,0.0 2020,176294715308.0,47137334340.0,464541729.0,5019627399.0,445120168.0,0.0 2021,167959692761.0,44113681749.0,333671845.0,5353307968.0,604883719.0,0.0 ","year,EBITDA利润率 2017,35.51404719025539 2018,35.09740562914664 2019,32.015354109671904 2020,30.1010858682228 2021,30.01050100319313 " 854,CN,fundamental,计算中国联通在2016-2020年的EBITDA利润率的最大值。(单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,33.4416,medium,profitability,(利润总额 + 利息支出 + 折旧与摊销) / 营业收入 * 100%,"year,营业收入,利润总额,财务费用——利息费用,固定资产折旧、油气资产折耗、生产性生物资产折旧,无形资产摊销,长期待摊费用摊销 2016,274196782481.0,581260261.0,0.0,67072611371.0,4343979876.0,1064323536.0 2017,274828946271.0,2377866816.0,5257314297.0,66461913614.0,4434805143.0,4552508219.0 2018,290876776866.0,12075362887.0,1539367075.0,66305636396.0,5132967570.0,2136416482.0 2019,290514554553.0,14035186382.0,1877622806.0,75476350533.0,4647512760.0,1116148078.0 2020,303838070591.0,15959508916.0,1455970442.0,74509675347.0,5326560929.0,1437427468.0 ","year,EBITDA利润率 2016,26.645890729612304 2017,30.23131632105198 2018,29.974806290626027 2019,33.44163624038875 2020,32.48083523899367 " 855,CN,fundamental,中国神华2016-2018年的净利率的平均值是?(单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,19.44,medium,profitability,净利润 / 营业收入 * 100%,"year,营业收入,净利润 2016,183127000000.0,29536000000.0 2017,248746000000.0,54050000000.0 2018,264101000000.0,54041000000.0 ","year,净利率 2016,16.128697570538478 2017,21.728992627017117 2018,20.46224739777585 " 856,CN,fundamental,2021至2023年间,中国铝业净利率的最大值是多少?(单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,5.5725,medium,profitability,净利润 / 营业收入 * 100%,"year,营业收入,净利润 2021,298885350000.0,11316877000.0 2022,290987942000.0,10843470000.0 2023,225319044000.0,12555903000.0 ","year,净利率 2021,3.7863605559790736 2022,3.7264327605712264 2023,5.572499677390785 " 857,CN,fundamental,中国能建的净利率在2018到2022年的平均值是?(单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,3.3715,medium,profitability,净利润 / 营业收入 * 100%,"year,营业收入,净利润 2018,223781189905.48,8814133561.15 2019,246916789106.26,9634114140.84 2020,270327662000.0,8636943000.0 2021,322318565000.0,9597544000.0 2022,366395814000.0,10422184000.0 ","year,净利率 2018,3.9387285253389193 2019,3.9017655201623342 2020,3.1949904556937274 2021,2.9776578336404547 2022,2.8445150304037043 " 858,CN,fundamental,对于迈瑞医疗的净利率,其2017-2021年的最大值是多少?(单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,31.6746,medium,profitability,净利润 / 营业收入 * 100%,"year,营业收入,净利润 2017,11173795364.0,2601191059.0 2018,13753357469.0,3725741910.0 2019,16555991314.0,4684816799.0 2020,21025846389.0,6659603292.0 2021,25269580818.0,8004045870.0 ","year,净利率 2017,23.27938694295923 2018,27.089690051304228 2019,28.296806335229512 2020,31.673413610992974 2021,31.674628588609462 " 859,CN,fundamental,计算中国东航在2020-2022年的净利率的平均值。(单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,-42.4338,medium,profitability,净利润 / 营业收入 * 100%,"year,营业收入,净利润 2020,58639000000.0,-12554000000.0 2021,67127000000.0,-13284000000.0 2022,46305000000.0,-39870000000.0 ","year,净利率 2020,-21.40895990722898 2021,-19.78935450712828 2022,-86.10301263362487 " 860,CN,fundamental,特变电工2022-2024年的净资产收益率的最小值是?(单位:%;按归属于母公司的计算;所有者权益按期末值计算)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,6.1395,medium,profitability,净利润 / 所有者权益 * 100%,"year,归属于母公司所有者的净利润,归属于母公司所有者权益合计 2022,15914206088.19,57955188563.06 2023,10702710662.39,62562749942.35 2024,4143924869.81,67496588818.14 ","year,净资产收益率 2022,27.459501871646985 2023,17.10716148547223 2024,6.13945821910381 " 861,CN,fundamental,2023至2025年间,华东医药净资产收益率的最小值是多少?(单位:%;按归属于母公司的计算;所有者权益按期末值计算)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,13.4878,medium,profitability,净利润 / 所有者权益 * 100%,"year,归属于母公司所有者的净利润,归属于母公司所有者权益合计 2023,2838860542.8,21047609756.66 2024,3512104678.06,23060051397.36 2025,3414335326.41,24811339992.99 ","year,净资产收益率 2023,13.48780491286766 2024,15.230255204297066 2025,13.761188744238154 " 862,CN,fundamental,恒瑞医药的净资产收益率在2018到2020年的平均值是?(单位:%;按归属于母公司的计算;所有者权益按期末值计算)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,20.9531,medium,profitability,净利润 / 所有者权益 * 100%,"year,归属于母公司所有者的净利润,归属于母公司所有者权益合计 2018,4065609716.04,19728178442.95 2019,5328027519.56,24775324520.14 2020,6328383219.69,30504303351.44 ","year,净资产收益率 2018,20.608135352166144 2019,21.505379335107467 2020,20.745870334361395 " 863,CN,fundamental,对于长春高新的净资产收益率,其2016-2020年的平均值是多少?(单位:%;按归属于母公司的计算;所有者权益按期末值计算)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,19.2449,medium,profitability,净利润 / 所有者权益 * 100%,"year,归属于母公司所有者的净利润,归属于母公司所有者权益合计 2016,484852471.39,3899843579.16 2017,661948769.32,4425843572.59 2018,1006495359.46,5295049120.05 2019,1775009197.07,8084342042.99 2020,3046586145.21,10931005140.84 ","year,净资产收益率 2016,12.432613297132136 2017,14.956442957441176 2018,19.008234610116247 2019,21.956136784305475 2020,27.871052167265592 " 864,CN,fundamental,计算中航光电在2020-2022年的净资产收益率的最大值。(单位:%;按归属于母公司的计算;所有者权益按期末值计算)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,15.618,medium,profitability,净利润 / 所有者权益 * 100%,"year,归属于母公司所有者的净利润,归属于母公司所有者权益合计 2020,1439082431.84,9738984387.81 2021,1990997442.19,14924496190.5 2022,2717983277.92,17402833863.85 ","year,净资产收益率 2020,14.776514413979932 2021,13.340466684948094 2022,15.618049906032406 " 865,CN,fundamental,陕西煤业2017-2019年的总资产收益率的最大值是?(单位:%;总资产按期末值计算)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,14.919,medium,profitability,净利润 / 总资产 * 100%,"year,净利润,资产合计 2017,15725672965.81,105407208874.73 2018,15929157536.05,120529634496.94 2019,16630096066.64,128003963657.15 ","year,总资产收益率 2017,14.918972937134686 2018,13.215967676774468 2019,12.991860245189432 " 866,CN,fundamental,2022至2024年间,东鹏饮料总资产收益率的最大值是多少?(单位:%;总资产按期末值计算)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,14.6692,medium,profitability,净利润 / 总资产 * 100%,"year,净利润,资产合计 2022,1440520571.36,11869957079.5 2023,2039772803.92,14710049912.67 2024,3326429004.69,22676296132.9 ","year,总资产收益率 2022,12.135853244556797 2023,13.866525375710054 2024,14.669190176361457 " 867,CN,fundamental,金山办公的总资产收益率在2017到2021年的最大值是?(单位:%;总资产按期末值计算)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,19.09,medium,profitability,净利润 / 总资产 * 100%,"year,净利润,资产合计 2017,214337291.65,1279250942.16 2018,310666603.13,1627379749.43 2019,400579204.93,6843993486.59 2020,886573819.74,8511586171.34 2021,1068951661.99,10425669410.85 ","year,总资产收益率 2017,16.754905905177136 2018,19.08998826111809 2019,5.853003888955883 2020,10.416082289400407 2021,10.253074597565327 " 868,CN,fundamental,对于中国化学的总资产收益率,其2023-2025年的最大值是多少?(单位:%;总资产按期末值计算)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,2.8611,medium,profitability,净利润 / 总资产 * 100%,"year,净利润,资产合计 2023,5971408455.55,219115319747.0 2024,6241871890.11,233421377309.4 2025,7077046813.43,247353213805.61 ","year,总资产收益率 2023,2.725235488985821 2024,2.6740789391523467 2025,2.8611097080758823 " 869,CN,fundamental,计算龙佰集团在2016-2020年的总资产收益率的最大值。(单位:%;总资产按期末值计算)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,12.4188,medium,profitability,净利润 / 总资产 * 100%,"year,净利润,资产合计 2016,459312586.99,18048563627.76 2017,2588874607.0,20846353820.17 2018,2320237451.87,20923673048.52 2019,2604547680.57,25942781551.31 2020,2327928629.89,34771428954.42 ","year,总资产收益率 2016,2.544870586175312 2017,12.418836547306038 2018,11.089054232923592 2019,10.039585290492806 2020,6.694946684364214 " 870,CN,fundamental,海尔智家2018-2022年的投入资本回报率的平均值是?(单位:%;投入资本用期初期末平均值)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,23.8321,medium,profitability,ROIC = NOPAT / 平均投入资本 * 100%;NOPAT = (利润总额 + 利息支出) × (1 - 所得税费用 / 利润总额);投入资本 = 股东权益 + 有息负债(短期借款 + 长期借款 + 应付债券 + 一年内到期非流动负债 + 租赁负债 + 应付利息)- 金融资产(货币资金 + 交易性金融资产 + 其他权益工具投资 + 其他债权投资 + 债权投资 + 衍生金融资产 + 买入返售金融资产),"year,利润总额,财务费用——利息费用,所得税费用,股东权益合计,短期借款,长期借款,应付债券,一年内到期的非流动负债,租赁负债,应付利息,货币资金,交易性金融资产,其他权益工具投资,其他债权投资,债权投资,衍生金融资产,买入返售金融资产 2017,10503277210.05,1431139429.49,1474868894.11,47849204109.29,10878580275.18,16036492809.81,6211088362.68,6149302981.65,0.0,235683220.62,35825439039.22,20681695.5,0.0,0.0,0.0,0.0,0.0 2018,11781495032.66,1465865741.36,1881843052.56,55807847518.91,6298504892.57,15541466325.22,9191896302.7,4655206739.98,0.0,104522208.28,38370916510.92,1775648387.76,1400316460.34,0.0,0.0,96723164.37,0.0 2019,14630608797.96,1747107740.65,2296216280.86,64989860267.93,8585049237.18,13276452935.56,7004585761.43,7317138918.02,1980271767.35,49395752.93,36178815683.25,308135007.05,1395959878.92,0.0,0.0,19158132.45,0.0 2020,13562278629.27,1327091393.08,2233126505.02,68132110258.96,7687908165.88,11821416259.81,6713501050.27,7522724913.4,2072702352.68,0.0,46467732459.51,2165192497.83,2659025265.54,0.0,0.0,77839006.63,0.0 2021,15937513226.9,712462772.83,2705253855.89,81274593336.78,11226212134.39,3038573824.53,334730048.82,9624339170.46,1960894981.47,0.0,46097333903.45,2786075529.09,4851884944.63,0.0,0.0,79819974.01,0.0 2022,17791135761.49,988036369.52,3057822871.71,94750332646.89,9672223522.36,13590866873.43,0.0,6294750667.08,2824477670.61,0.0,54162212155.31,519912880.91,5851882930.2,0.0,1034222222.22,183185160.51,0.0 ","year,投入资本回报率 2018,21.94021708633471 2019,23.959248377745087 2020,21.102130103222432 2021,26.027420005505114 2022,26.131436785957735 " 871,CN,fundamental,2018至2022年间,中海油服投入资本回报率的平均值是多少?(单位:%;投入资本用期初期末平均值)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,3.957,medium,profitability,ROIC = NOPAT / 平均投入资本 * 100%;NOPAT = (利润总额 + 利息支出) × (1 - 所得税费用 / 利润总额);投入资本 = 股东权益 + 有息负债(短期借款 + 长期借款 + 应付债券 + 一年内到期非流动负债 + 租赁负债 + 应付利息)- 金融资产(货币资金 + 交易性金融资产 + 其他权益工具投资 + 其他债权投资 + 债权投资 + 衍生金融资产 + 买入返售金融资产),"year,利润总额,财务费用——利息费用,所得税费用,股东权益合计,短期借款,长期借款,应付债券,一年内到期的非流动负债,租赁负债,应付利息,货币资金,交易性金融资产,其他权益工具投资,其他债权投资,债权投资,衍生金融资产,买入返售金融资产 2017,342265463.0,1091779951.0,261350015.0,34687485174.0,2286970000.0,1409174844.0,24495769466.0,563379640.0,0.0,368019990.0,9079035759.0,0.0,0.0,0.0,0.0,0.0,0.0 2018,706328684.0,1072270640.0,617656702.0,34677405861.0,1374822860.0,787630650.0,21069891833.0,5069488848.0,0.0,0.0,3342403447.0,1749722574.0,0.0,0.0,0.0,0.0,0.0 2019,3472174067.0,1071874123.0,944158798.0,36910277224.0,2443946195.0,201049392.0,17928478300.0,5016855358.0,547571865.0,0.0,3465791173.0,4511248067.0,0.0,0.0,0.0,0.0,0.0 2020,3378739890.0,888127048.0,660424286.0,38688807570.0,2284335676.0,191145690.0,19455678032.0,3507952499.0,366303229.0,0.0,6587401135.0,5539401918.0,0.0,0.0,0.0,0.0,0.0 2021,1089549291.0,817568814.0,767499795.0,38216329797.0,2232060693.0,180239029.0,11980462072.0,8483004434.0,568080244.0,0.0,5113285784.0,5703728211.0,0.0,0.0,0.0,0.0,0.0 2022,2981478582.0,763602431.0,482274582.0,39975967381.0,5935041311.0,2365254280.0,12021877958.0,1327702644.0,569592576.0,0.0,4121251395.0,5106035953.0,0.0,0.0,0.0,0.0,0.0 ","year,投入资本回报率 2018,0.39653040843492754 2019,5.857781394012288 2020,6.390341102478417 2021,1.0923431748752217 2022,6.048066390883617 " 872,CN,fundamental,中国海油的投入资本回报率在2020到2024年的最大值是?(单位:%;投入资本用期初期末平均值)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,29.8691,medium,profitability,ROIC = NOPAT / 平均投入资本 * 100%;NOPAT = (利润总额 + 利息支出) × (1 - 所得税费用 / 利润总额);投入资本 = 股东权益 + 有息负债(短期借款 + 长期借款 + 应付债券 + 一年内到期非流动负债 + 租赁负债 + 应付利息)- 金融资产(货币资金 + 交易性金融资产 + 其他权益工具投资 + 其他债权投资 + 债权投资 + 衍生金融资产 + 买入返售金融资产),"year,利润总额,财务费用——利息费用,所得税费用,股东权益合计,短期借款,长期借款,应付债券,一年内到期的非流动负债,租赁负债,应付利息,货币资金,交易性金融资产,其他权益工具投资,其他债权投资,债权投资,衍生金融资产,买入返售金融资产 2019,85649273000.0,3069922600.0,24603814000.0,448226678900.0,1904502600.0,3684189100.0,132467893000.0,13432048000.0,7062273500.0,0.0,50838846900.0,114513323300.0,2935791900.0,0.0,1617403200.0,0.0,0.0 2020,34907123600.0,3553966100.0,9951456200.0,433930656100.0,0.0,11058547800.0,113954836300.0,12512741000.0,6022609600.0,0.0,65830875600.0,61661584200.0,1829479300.0,0.0,3619267600.0,0.0,0.0 2021,95821000000.0,3199000000.0,25514000000.0,481976000000.0,4303000000.0,11290000000.0,101603000000.0,12234000000.0,5712000000.0,0.0,79730000000.0,82440000000.0,2675000000.0,0.0,4483000000.0,0.0,0.0 2022,194770000000.0,3129000000.0,53093000000.0,598383000000.0,4303000000.0,11287000000.0,91858000000.0,20387000000.0,6561000000.0,0.0,121387000000.0,88209000000.0,1075000000.0,0.0,5975000000.0,30000000.0,0.0 2023,172974000000.0,2423000000.0,48884000000.0,667876000000.0,4365000000.0,11296000000.0,76912000000.0,19746000000.0,7858000000.0,0.0,150562000000.0,44304000000.0,886000000.0,0.0,8221000000.0,43000000.0,0.0 2024,189976000000.0,2807000000.0,51994000000.0,749436000000.0,4303000000.0,5786000000.0,55457000000.0,18045000000.0,8296000000.0,0.0,154196000000.0,45771000000.0,18000000.0,0.0,8504000000.0,4000000.0,0.0 ","year,投入资本回报率 2020,6.23919462270935 2021,16.284190540419747 2022,29.869094498406636 2023,22.87495019204761 2024,23.013321919703408 " 873,CN,fundamental,对于长江电力的投入资本回报率,其2019-2023年的最小值是多少?(单位:%;投入资本用期初期末平均值)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,7.5008,medium,profitability,ROIC = NOPAT / 平均投入资本 * 100%;NOPAT = (利润总额 + 利息支出) × (1 - 所得税费用 / 利润总额);投入资本 = 股东权益 + 有息负债(短期借款 + 长期借款 + 应付债券 + 一年内到期非流动负债 + 租赁负债 + 应付利息)- 金融资产(货币资金 + 交易性金融资产 + 其他权益工具投资 + 其他债权投资 + 债权投资 + 衍生金融资产 + 买入返售金融资产),"year,利润总额,财务费用——利息费用,所得税费用,股东权益合计,短期借款,长期借款,应付债券,一年内到期的非流动负债,租赁负债,应付利息,货币资金,交易性金融资产,其他权益工具投资,其他债权投资,债权投资,衍生金融资产,买入返售金融资产 2018,27007106151.64,5922238642.38,4363554880.4,142684553067.03,12700000000.0,26000000000.0,34265894787.06,15297687123.29,0.0,685700683.53,5336881040.54,0.0,0.0,0.0,0.0,0.0,0.0 2019,26627011754.79,5200957545.39,5059564654.6,150015966524.98,21308000000.0,24600000000.0,43794792492.21,2499762842.57,0.0,897073966.87,7323452880.02,0.0,4432380427.04,0.0,1148277903.43,0.0,0.0 2020,32455540794.12,5166955172.6,5949278995.3,178321606475.74,24057628342.5,14447141791.44,37527057075.03,23924325034.79,0.0,1091987201.14,9231213791.79,0.0,3609195163.56,0.0,1139169084.08,0.0,0.0 2021,32409344174.68,4802658407.18,5923900313.19,190288222888.7,12315812640.0,36439373166.26,33978897510.99,17440128682.74,639176461.52,1022278878.81,9929980061.69,0.0,3457356904.37,0.0,1014594368.22,0.0,0.0 2022,29766058660.04,9801292339.97,4664143516.41,256017409137.19,26752360688.1,190246706722.4,37620231630.91,26642382136.83,620996116.15,0.0,10638044864.92,0.0,3312302551.08,0.0,1034000503.9,0.0,0.0 2023,32424047365.38,12742363848.41,4456576598.1,212540605816.5,53985432819.58,187007685859.59,25835606999.89,48070386122.18,592017629.31,0.0,7823650159.5,0.0,3270244969.53,0.0,1052752691.2,21113693.72,0.0 ","year,投入资本回报率 2019,11.294484847557593 2020,12.399508975455268 2021,11.198517958341208 2022,8.335208356538502 2023,7.500808683199817 " 874,CN,fundamental,计算上汽集团在2018-2022年的投入资本回报率的最大值。(单位:%;投入资本用期初期末平均值)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,25.6176,medium,profitability,ROIC = NOPAT / 平均投入资本 * 100%;NOPAT = (利润总额 + 利息支出) × (1 - 所得税费用 / 利润总额);投入资本 = 股东权益 + 有息负债(短期借款 + 长期借款 + 应付债券 + 一年内到期非流动负债 + 租赁负债 + 应付利息)- 金融资产(货币资金 + 交易性金融资产 + 其他权益工具投资 + 其他债权投资 + 债权投资 + 衍生金融资产 + 买入返售金融资产),"year,利润总额,财务费用——利息费用,所得税费用,股东权益合计,短期借款,长期借款,应付债券,一年内到期的非流动负债,租赁负债,应付利息,货币资金,交易性金融资产,其他权益工具投资,其他债权投资,债权投资,衍生金融资产,买入返售金融资产 2017,54261012599.34,1394188937.34,7144915087.15,272105816798.32,15717398963.92,6894020462.22,7071853349.24,16936763752.55,0.0,610559018.57,121611119762.58,4795191451.72,0.0,0.0,0.0,0.0,630960113.64 2018,54343849830.93,1863096729.92,5939186429.07,284720225477.97,16726440287.46,19157930619.58,13374792430.97,14613907051.5,0.0,962428254.89,123771376378.5,26561958372.83,0.0,0.0,0.0,0.0,664270025.14 2019,40957792203.69,2025928206.43,5668885296.06,300839624341.71,25587986199.99,19136965849.72,16161761950.51,26838165703.07,0.0,104301970.97,127826836682.25,49796599024.47,18281876133.32,610824643.23,391919940.49,0.0,13542369331.38 2020,35891624675.43,2179748060.66,6703573806.26,310041311883.58,23628641424.02,23608251949.74,23492143054.46,23426546440.17,0.0,82815028.04,142564970359.58,54800863245.58,20698468429.89,4640259677.07,408000000.0,0.0,9279407143.96 2021,41557659388.79,2106125643.96,7615900531.24,328770730555.1,27849482034.01,26911400207.33,19397207883.47,25697132489.5,8345840696.76,136379101.06,138525924732.66,53883499373.59,22543932882.53,34252527.1,399394000.0,0.0,5881850702.79 2022,28071080464.14,2706128980.08,5228427640.03,336300236944.68,38337475598.51,34555464051.99,15122421304.69,39543710127.34,10746800774.69,71057893.27,155156629467.12,45230022623.99,17194589995.63,843316530.0,24039000000.0,0.0,4619815075.3 ","year,投入资本回报率 2018,25.617609895717713 2019,19.658567092932085 2020,17.686455470302647 2021,18.395370043413237 2022,11.295839849168491 " 875,CN,fundamental,中国石油2020-2022年的存货周转天数的最小值是?(存货用期初期末平均值;一年按365天计算)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,22.4954,medium,operational efficiency,平均存货 / 营业成本 * 365,"year,营业成本,存货 2019,2002403000000.0,181921000000.0 2020,1546604000000.0,128539000000.0 2021,2071504000000.0,143848000000.0 2022,2527935000000.0,167751000000.0 ","year,存货周转天数 2020,36.63442613623138 2021,23.997360130610417 2022,22.495363804844665 " 876,CN,fundamental,2018至2022年间,山金国际存货周转天数的平均值是多少?(存货用期初期末平均值;一年按365天计算)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,67.5207,medium,operational efficiency,平均存货 / 营业成本 * 365,"year,营业成本,存货 2017,1229253989.81,428674370.33 2018,3394136966.06,664976474.85 2019,3594022517.54,1064917555.82 2020,5747473473.73,1026982033.15 2021,6771001162.75,1028330998.21 2022,6301963158.77,1359012390.21 ","year,存货周转天数 2018,58.804721565800754 2019,87.84187051041795 2020,66.4242604567016 2021,55.39721810812061 2022,69.13562605968752 " 877,CN,fundamental,东鹏饮料的存货周转天数在2020到2024年的最大值是?(存货用期初期末平均值;一年按365天计算)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,34.1695,medium,operational efficiency,平均存货 / 营业成本 * 365,"year,营业成本,存货 2019,2241719259.55,214228141.42 2020,2783879604.64,272701291.47 2021,3881564792.57,340036039.63 2022,4905461328.73,394219877.51 2023,6411653760.11,568601205.75 2024,8741561002.65,1068083706.94 ","year,存货周转天数 2020,31.92114391524364 2021,28.80914499734796 2022,27.31684053714524 2023,27.405542200072794 2024,34.16952606924276 " 878,CN,fundamental,对于上汽集团的存货周转天数,其2019-2021年的最大值是多少?(存货用期初期末平均值;一年按365天计算)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,34.3472,medium,operational efficiency,平均存货 / 营业成本 * 365,"year,营业成本,存货 2018,769985822499.66,58942623891.76 2019,726100213388.33,54398633356.34 2020,657765544632.29,69395466035.32 2021,686742792553.92,56635907090.04 ","year,存货周转天数 2019,28.4874994751113 2020,34.3472280105638 2021,33.49248924745328 " 879,CN,fundamental,计算华润三九在2017-2021年的存货周转天数的最小值。(存货用期初期末平均值;一年按365天计算)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,93.8695,medium,operational efficiency,平均存货 / 营业成本 * 365,"year,营业成本,存货 2016,3362266251.05,904794780.95 2017,3907741538.86,1105164703.74 2018,4160362392.71,1533418471.07 2019,4887110997.41,1457870502.73 2020,5119615428.91,1761595569.08 2021,6354125533.89,2368971675.92 ","year,存货周转天数 2017,93.8694645764459 2018,115.74506832544361 2019,111.70407997850134 2020,114.76497917938708 2021,118.6360763872107 " 880,CN,fundamental,澜起科技2020-2024年的应收账款周转天数的最小值是?(使用应收票据及应收账款,用期初期末平均值;一年按365天计算)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,18.5124,medium,operational efficiency,平均应收票据及应收账款 / 营业收入 * 365,"year,营业收入,应收票据及应收账款 2019,1737734714.98,131864815.09 2020,1823665555.45,87452560.75 2021,2562017472.42,172433036.57 2022,3672258476.69,322378580.41 2023,2285738498.23,294253723.4 2024,3638911068.29,387791885.96 ","year,应收账款周转天数 2020,21.94778585973978 2021,18.51241141852946 2022,24.59062200334138 2023,49.233713975797606 2024,34.20620107836067 " 881,CN,fundamental,2020至2024年间,大全能源应收账款周转天数的最大值是多少?(使用应收票据及应收账款,用期初期末平均值;一年按365天计算)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,86.7808,medium,operational efficiency,平均应收票据及应收账款 / 营业收入 * 365,"year,营业收入,应收票据及应收账款 2019,2426085064.63,1161385370.17 2020,4664256098.09,1056522037.41 2021,10831866667.19,3039078655.86 2022,30940306443.79,1204342441.85 2023,16329081480.55,11709286.87 2024,7410518431.16,133625.0 ","year,应收账款周转天数 2020,86.78084851496499 2021,69.00446151038872 2022,25.02962767156138 2023,13.591054754411386 2024,0.29165724859234676 " 882,CN,fundamental,TCL中环的应收账款周转天数在2020到2024年的最大值是?(使用应收票据及应收账款,用期初期末平均值;一年按365天计算)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,65.606,medium,operational efficiency,平均应收票据及应收账款 / 营业收入 * 365,"year,营业收入,应收票据及应收账款 2019,16886971336.01,3370718436.09 2020,19056776100.59,2479599416.71 2021,41104685048.73,3192200492.21 2022,67010157024.98,3931901004.79 2023,59146463192.95,5416144315.82 2024,28418504235.63,4799885316.35 ","year,应收账款周转天数 2020,56.02642348843803 2021,25.182129048082345 2022,19.402260506833784 2023,28.843960888174887 2024,65.60603585650655 " 883,CN,fundamental,对于龙芯中科的应收账款周转天数,其2023-2025年的最小值是多少?(使用应收票据及应收账款,用期初期末平均值;一年按365天计算)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,288.1387,medium,operational efficiency,平均应收票据及应收账款 / 营业收入 * 365,"year,营业收入,应收票据及应收账款 2022,738657855.87,676863107.4 2023,505694383.12,535327420.67 2024,504257187.54,509348666.2 2025,635320567.72,493722395.48 ","year,应收账款周转天数 2023,437.46732959119873 2024,378.0875921350184 2025,288.1387413814672 " 884,CN,fundamental,计算国轩高科在2021-2025年的应收账款周转天数的最大值。(使用应收票据及应收账款,用期初期末平均值;一年按365天计算)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,244.9067,medium,operational efficiency,平均应收票据及应收账款 / 营业收入 * 365,"year,营业收入,应收票据及应收账款 2020,6724233230.56,7013992125.93 2021,10356081191.76,6883399620.03 2022,23051701484.6,8736666823.74 2023,31605490020.32,13039974523.1 2024,35391817095.44,16834245582.61 2025,45070461822.87,19541102285.58 ","year,应收账款周转天数 2021,244.90673128902574 2022,123.66384875721424 2023,125.74514880937326 2024,154.04818448823116 2025,147.29161223229613 " 885,CN,fundamental,云南白药2020-2024年的应付账款周转天数的平均值是?(使用应付票据及应付账款,用期初期末平均值;一年按365天计算)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,87.2857,medium,operational efficiency,平均应付票据及应付账款 / 营业成本 * 365,"year,营业成本,应付票据及应付账款 2019,21191364351.4,6243933267.95 2020,23655878134.56,6315578513.7 2021,26498435121.98,6437561501.8 2022,26883485305.46,6631169233.41 2023,28744517640.29,6210495955.98 2024,28864766205.1,6672055088.28 ","year,应付账款周转天数 2020,96.89392577663268 2021,87.83341514752965 2022,88.7177883401683 2023,81.53220472827633 2024,81.45105173801994 " 886,CN,fundamental,2020至2022年间,阳光电源应付账款周转天数的最大值是多少?(使用应付票据及应付账款,用期初期末平均值;一年按365天计算)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,290.3703,medium,operational efficiency,平均应付票据及应付账款 / 营业成本 * 365,"year,营业成本,应付票据及应付账款 2019,9906843318.02,9338066084.28 2020,14836768931.09,12091968931.65 2021,18765234741.08,17764837612.04 2022,30375806550.32,25925989201.23 ","year,应付账款周转天数 2020,263.60061335267426 2021,290.3703188052858 2022,262.49758603818134 " 887,CN,fundamental,华能水电的应付账款周转天数在2017到2021年的最小值是?(使用应付票据及应付账款,用期初期末平均值;一年按365天计算)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,3.9062,medium,operational efficiency,平均应付票据及应付账款 / 营业成本 * 365,"year,营业成本,应付票据及应付账款 2016,6427994554.17,237306134.4 2017,6740372964.64,173407847.13 2018,7615809533.75,130439743.03 2019,9134849012.27,109052493.5 2020,9016904541.6,83942393.84 2021,10408608957.03,295774107.07 ","year,应付账款周转天数 2017,11.120349277768536 2018,7.281193805919083 2019,4.784680415408833 2020,3.9061705463391907 2021,6.657783158360539 " 888,CN,fundamental,对于纳思达的应付账款周转天数,其2020-2022年的最小值是多少?(使用应付票据及应付账款,用期初期末平均值;一年按365天计算)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,93.6097,medium,operational efficiency,平均应付票据及应付账款 / 营业成本 * 365,"year,营业成本,应付票据及应付账款 2019,15017780128.69,4352679726.92 2020,14258337906.68,3416162460.55 2021,15015705643.77,4308739103.09 2022,17422656594.98,4627858220.25 ","year,应付账款周转天数 2020,99.43751568329941 2021,93.88799759465331 2022,93.60966294769712 " 889,CN,fundamental,计算汇川技术在2023-2025年的应付账款周转天数的最小值。(使用应付票据及应付账款,用期初期末平均值;一年按365天计算)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,191.878,medium,operational efficiency,平均应付票据及应付账款 / 营业成本 * 365,"year,营业成本,应付票据及应付账款 2022,14953209039.99,9330073513.08 2023,20583517306.08,12311160058.17 2024,26409403681.63,16998335109.43 2025,32044938847.24,21683169421.23 ","year,应付账款周转天数 2023,191.8780482472015 2024,202.54084236698137 2025,220.29608514773207 " 890,CN,fundamental,海天味业2022-2024年的营业周期的最小值是?(计算应收账款周转天数时,使用应收票据及应收账款;存货和应收票据及应收账款都用期初期末平均值;一年按365天计算)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,52.9123,medium,operational efficiency,存货周转天数 + 应收账款周转天数,"year,营业成本,存货,营业收入,应收票据及应收账款 2021,15336858254.4,2226818960.68,25004031043.49,56045139.23 2022,16471824416.06,2391641182.47,25609651543.29,188395321.48 2023,16028535574.92,2618773147.0,24559312356.59,223149082.18 2024,16956814477.84,2525279032.45,26904508894.01,242631796.36 ","year,营业周期 2022,52.91228370022073 2023,60.106476600478686 2024,58.52306248730092 " 891,CN,fundamental,2018至2020年间,美的集团营业周期的最大值是多少?(计算应收账款周转天数时,使用应收票据及应收账款;存货和应收票据及应收账款都用期初期末平均值;一年按365天计算)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,99.7116,medium,operational efficiency,存货周转天数 + 应收账款周转天数,"year,营业成本,存货,营业收入,应收票据及应收账款 2017,180460552000.0,29444166000.0,240712301000.0,28382943000.0 2018,188164557000.0,29645018000.0,259664820000.0,31946468000.0 2019,197913928000.0,32443399000.0,278216017000.0,23432339000.0 2020,216798413000.0,31076529000.0,284221249000.0,28282873000.0 ","year,营业周期 2018,99.7116146893055 2019,93.5794135182001 2020,86.6774276179505 " 892,CN,fundamental,康龙化成的营业周期在2023到2025年的最大值是?(计算应收账款周转天数时,使用应收票据及应收账款;存货和应收票据及应收账款都用期初期末平均值;一年按365天计算)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,117.9325,medium,operational efficiency,存货周转天数 + 应收账款周转天数,"year,营业成本,存货,营业收入,应收票据及应收账款 2022,6497890211.79,1041461328.57,10266288179.53,1881882496.4 2023,7413512033.14,1013079365.83,11537996314.78,2242153239.78 2024,8072643718.49,1116665159.58,12275774875.03,2413629026.39 2025,9185448198.69,1472304694.15,14095078734.95,2721912774.12 ","year,营业周期 2023,115.80819320117459 2024,117.36361317068685 2025,117.9325170611238 " 893,CN,fundamental,对于士兰微的营业周期,其2020-2024年的平均值是多少?(计算应收账款周转天数时,使用应收票据及应收账款;存货和应收票据及应收账款都用期初期末平均值;一年按365天计算)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,240.0908,medium,operational efficiency,存货周转天数 + 应收账款周转天数,"year,营业成本,存货,营业收入,应收票据及应收账款 2019,2504805451.16,1421591855.7,3110573827.93,938393433.35 2020,3330862165.54,1387913442.68,4280561779.48,1309921908.91 2021,4806451224.77,1912945675.71,7194148249.93,1814213674.72 2022,5843247715.36,3071792623.2,8282201633.03,2143661805.78 2023,7264794969.37,3732034122.17,9339537962.75,2446100013.62 2024,9078706149.73,3898943000.18,11220869038.95,3036714245.95 ","year,营业周期 2020,249.7905391844594 2021,204.58553711171783 2022,242.89908454653985 2023,260.60656191691896 2024,242.57211620769232 " 894,CN,fundamental,计算中油资本在2019-2023年的营业周期的最大值。(计算应收账款周转天数时,使用应收票据及应收账款;存货和应收票据及应收账款都用期初期末平均值;一年按365天计算)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,15.2717,medium,operational efficiency,存货周转天数 + 应收账款周转天数,"year,营业成本,存货,营业收入,应收票据及应收账款 2018,463251674.69,0.0,627329984.72,33601800.03 2019,570704960.16,0.0,794507497.3,32883070.91 2020,526678971.44,0.0,819256875.23,20000700.44 2021,499228029.1,0.0,738524708.15,16968826.44 2022,550950598.63,0.0,745101737.06,32643675.53 2023,585697382.43,0.0,770342135.1,23983023.46 ","year,营业周期 2019,15.271711076086282 2020,11.780539856519942 2021,9.135697940968072 2022,12.15173869443804 2023,13.41530223364125 " 895,CN,fundamental,海大集团2019-2023年的现金周转期的平均值是?(计算应收账款周转天数时,使用应收票据及应收账款;计算应付账款周转天数时,使用应付票据及应付账款;存货、应收票据及应收账款和应付票据及应付账款都用期初期末平均值;一年按365天计算)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,25.4585,medium,operational efficiency,存货周转天数 + 应收账款周转天数 - 应付账款周转天数,"year,营业成本,存货,营业收入,应收票据及应收账款,应付票据及应付账款 2018,37615586184.77,4843780132.17,42156628800.11,1106645567.06,1512857075.94 2019,42223411917.1,4463319035.43,47612587464.5,1032473833.88,1917055340.85 2020,53291779659.43,7255350539.93,60323862405.94,1085135693.3,2060550537.54 2021,78792870336.77,8970187858.27,86091961539.13,1303231224.49,4458795316.62 2022,95003580100.23,12625081651.36,104715417485.92,1958909485.09,8843387954.58 2023,106280618465.68,9935863743.13,116117168742.97,2069035180.36,10640909381.03 ","year,现金周转期 2019,33.60193809229886 2020,32.91608880535344 2021,27.544400357573963 2022,21.616174995349066 2023,11.6137467045247 " 896,CN,fundamental,2017至2019年间,新希望现金周转期的最小值是多少?(计算应收账款周转天数时,使用应收票据及应收账款;计算应付账款周转天数时,使用应付票据及应付账款;存货、应收票据及应收账款和应付票据及应付账款都用期初期末平均值;一年按365天计算)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,11.4805,medium,operational efficiency,存货周转天数 + 应收账款周转天数 - 应付账款周转天数,"year,营业成本,存货,营业收入,应收票据及应收账款,应付票据及应付账款 2016,56027485134.96,4281734018.54,60879523157.4,533861673.93,2984442097.83 2017,57468202720.11,5111365550.39,62566848592.71,558632435.33,3326458699.42 2018,63033328796.12,5394870914.2,69063225293.92,631689339.61,4300927958.83 2019,72150061066.97,9307812126.89,82050539486.67,958141417.72,5512731289.21 ","year,现金周转期 2017,12.974718038539223 2018,11.48054837130482 2019,15.902706515057869 " 897,CN,fundamental,恒立液压的现金周转期在2018到2022年的平均值是?(计算应收账款周转天数时,使用应收票据及应收账款;计算应付账款周转天数时,使用应付票据及应付账款;存货、应收票据及应收账款和应付票据及应付账款都用期初期末平均值;一年按365天计算)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,103.5631,medium,operational efficiency,存货周转天数 + 应收账款周转天数 - 应付账款周转天数,"year,营业成本,存货,营业收入,应收票据及应收账款,应付票据及应付账款 2017,1877957513.26,820841073.75,2795211617.28,990379999.79,509165274.85 2018,2670710768.11,1049682737.14,4210975401.85,1328319763.41,691041150.12 2019,3369400383.4,997224172.42,5414021975.86,1051770755.73,791321142.39 2020,4391049320.56,1217028164.13,7855038369.93,1764518515.59,1130664225.67 2021,5211940603.42,1606653422.76,9309218098.53,1507948966.13,1188012759.68 2022,4872676485.9,1765545027.07,8196713892.3,1592561625.52,1322800524.7 ","year,现金周转期 2018,146.29580525645073 2019,110.80787514239556 2020,77.57939164498781 2021,81.83730063167484 2022,101.295034222242 " 898,CN,fundamental,对于润泽科技的现金周转期,其2023-2025年的最小值是多少?(计算应收账款周转天数时,使用应收票据及应收账款;计算应付账款周转天数时,使用应付票据及应付账款;存货、应收票据及应收账款和应付票据及应付账款都用期初期末平均值;一年按365天计算)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,-126.9547,medium,operational efficiency,存货周转天数 + 应收账款周转天数 - 应付账款周转天数,"year,营业成本,存货,营业收入,应收票据及应收账款,应付票据及应付账款 2022,1272888905.93,1533233.13,2714740688.79,375099485.56,1098431549.52 2023,2237512682.12,769647362.89,4350788339.36,1064149033.24,1969430129.81 2024,2229132907.34,1770105777.7,4364829477.47,1098084479.19,1738269218.64 2025,3061242889.57,43589789.57,5673679683.8,1731714755.91,2829863682.05 ","year,现金周转期 2023,-126.95467416177904 2024,-5.214028791582109 2025,-73.18585404359908 " 899,CN,fundamental,计算宁德时代在2021-2025年的现金周转期的最小值。(计算应收账款周转天数时,使用应收票据及应收账款;计算应付账款周转天数时,使用应付票据及应付账款;存货、应收票据及应收账款和应付票据及应付账款都用期初期末平均值;一年按365天计算)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,-126.3517,medium,operational efficiency,存货周转天数 + 应收账款周转天数 - 应付账款周转天数,"year,营业成本,存货,营业收入,应收票据及应收账款,应付票据及应付账款 2020,36349153600.0,13224641000.0,50319487700.0,21170680000.0,31271433800.0 2021,96093722300.0,40199691900.0,130355796400.0,25217376200.0,107190037600.0 2022,262049609200.0,76668898800.0,328593987500.0,61492600600.0,220764444200.0 2023,323982130000.0,45433890000.0,400917045000.0,65772258000.0,194553715000.0 2024,273518959000.0,59835533000.0,362012554000.0,64265913000.0,198333731000.0 2025,312383297000.0,94526239000.0,423701834000.0,77783280000.0,263605961000.0 ","year,现金周转期 2021,-96.55752433431715 2022,-98.84875336295786 2023,-107.23722544091328 2024,-126.35167137743088 2025,-118.50812826502869 " 900,CN,fundamental,晶盛机电2017-2021年的存货周转率的最大值是?(存货用期初期末平均值)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1.7272,medium,operational efficiency,营业成本 / 平均存货,"year,营业成本,存货 2016,667221498.95,346621090.55 2017,1201368603.66,1044510783.51 2018,1533912065.02,1451345326.94 2019,2004333958.01,1389164665.71 2020,2415788304.32,2580364786.45 2021,3593119836.91,6050838940.64 ","year,存货周转率 2017,1.7271814787103135 2018,1.2291670650384068 2019,1.4112493624006544 2020,1.2171660814888077 2021,0.8325883504829322 " 901,CN,fundamental,2019至2023年间,上汽集团存货周转率的最大值是多少?(存货用期初期末平均值)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,12.8126,medium,operational efficiency,营业成本 / 平均存货,"year,营业成本,存货 2018,769985822499.66,58942623891.76 2019,726100213388.33,54398633356.34 2020,657765544632.29,69395466035.32 2021,686742792553.92,56635907090.04 2022,651700777153.06,88535001044.3 2023,657301172463.53,98603705752.11 ","year,存货周转率 2019,12.81263735762031 2020,10.626767315480041 2021,10.897965729070261 2022,8.978393612444462 2023,7.0247484736400825 " 902,CN,fundamental,同仁堂的存货周转率在2022到2024年的最小值是?(存货用期初期末平均值)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1.0385,medium,operational efficiency,营业成本 / 平均存货,"year,营业成本,存货 2021,7648481567.87,6169091993.17 2022,7870132037.3,6694368428.37 2023,9414070490.87,9340164542.46 2024,10421121147.37,10729860618.04 ","year,存货周转率 2022,1.2236415053792804 2023,1.1742244701477824 2024,1.0384761418117108 " 903,CN,fundamental,对于浪潮信息的存货周转率,其2019-2021年的平均值是多少?(存货用期初期末平均值)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,4.895,medium,operational efficiency,营业成本 / 平均存货,"year,营业成本,存货 2018,41767056951.49,8216716657.16 2019,45468314028.26,8567621303.4 2020,55660508811.34,10943256465.72 2021,59379318169.68,22402228567.57 ","year,存货周转率 2019,5.417945484069957 2020,5.7055873620851925 2021,3.561460756105331 " 904,CN,fundamental,计算润泽科技在2018-2020年的存货周转率的平均值。(存货用期初期末平均值)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.8561,medium,operational efficiency,营业成本 / 平均存货,"year,营业成本,存货 2017,509400013.75,439732695.11 2018,476827327.86,493689907.82 2019,481445071.38,587166466.67 2020,385218888.5,587865855.28 ","year,存货周转率 2018,1.0216751262788064 2019,0.890858550206856 2020,0.6556736888066503 " 905,CN,fundamental,中国中铁2020-2024年的应收账款周转率的平均值是?(使用应收票据及应收账款,用期初期末平均值)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,8.292,medium,operational efficiency,营业收入 / 平均应收票据及应收账款,"year,营业收入,应收票据及应收账款 2019,848440346000.0,107003903000.0 2020,971404889000.0,113414187000.0 2021,1070417452000.0,127070031000.0 2022,1151501114000.0,124569121000.0 2023,1260841083000.0,158728945000.0 2024,1157439041000.0,248060354000.0 ","year,应收账款周转率 2020,8.81420294495792 2021,8.902184608222399 2022,9.152002817113292 2023,8.901162657425271 2024,5.690607121894817 " 906,CN,fundamental,2017至2019年间,上海医药应收账款周转率的最大值是多少?(使用应收票据及应收账款,用期初期末平均值)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,4.2646,medium,operational efficiency,营业收入 / 平均应收票据及应收账款,"year,营业收入,应收票据及应收账款 2016,120764660339.93,28879288210.0 2017,130847181884.59,32485357133.37 2018,159084396948.33,42439170565.53 2019,186565796464.05,47613923081.91 ","year,应收账款周转率 2017,4.264578770150982 2018,4.246523850978258 2019,4.143462237831818 " 907,CN,fundamental,中国动力的应收账款周转率在2018到2020年的最小值是?(使用应收票据及应收账款,用期初期末平均值)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1.9494,medium,operational efficiency,营业收入 / 平均应收票据及应收账款,"year,营业收入,应收票据及应收账款 2017,27512638049.02,12981459011.58 2018,29661528137.69,16923926408.57 2019,29691241619.67,13538097771.45 2020,27014189410.93,14028622051.99 ","year,应收账款周转率 2018,1.9836914135006805 2019,1.9493938711495373 2020,1.959913227540392 " 908,CN,fundamental,对于三环集团的应收账款周转率,其2019-2021年的最大值是多少?(使用应收票据及应收账款,用期初期末平均值)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,3.8182,medium,operational efficiency,营业收入 / 平均应收票据及应收账款,"year,营业收入,应收票据及应收账款 2018,3750072862.64,1546611646.68 2019,2726451719.14,874651680.89 2020,3993974641.28,1217398131.01 2021,6218042006.78,2139811009.17 ","year,应收账款周转率 2019,2.2520902110026086 2020,3.818240482192603 2021,3.7042923137321213 " 909,CN,fundamental,计算万泰生物在2018-2022年的应收账款周转率的平均值。(使用应收票据及应收账款,用期初期末平均值)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,4.5311,medium,operational efficiency,营业收入 / 平均应收票据及应收账款,"year,营业收入,应收票据及应收账款 2017,949524531.26,195368890.48 2018,982686707.83,192822657.24 2019,1183754229.77,261393436.05 2020,2354256829.93,698622943.0 2021,5750329074.69,2268002235.21 2022,11185188715.34,3947567482.55 ","year,应收账款周转率 2018,5.062895952277691 2019,5.212295412942214 2020,4.904618048828904 2021,3.876680557373027 2022,3.599087203021826 " 910,CN,fundamental,爱尔眼科2017-2019年的应付账款周转率的平均值是?(使用应付票据及应付账款,用期初期末平均值)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,5.2594,medium,operational efficiency,营业成本 / 平均应付票据及应付账款,"year,营业成本,应付票据及应付账款 2016,2155808524.32,420413985.11 2017,3203073078.98,710619969.03 2018,4244808442.05,942611978.67 2019,5064552673.84,1091675823.28 ","year,应付账款周转率 2017,5.6639733356466895 2018,5.135163820122687 2019,4.979189934664397 " 911,CN,fundamental,2018至2022年间,五粮液应付账款周转率的最大值是多少?(使用应付票据及应付账款,用期初期末平均值)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,3.7865,medium,operational efficiency,营业成本 / 平均应付票据及应付账款,"year,营业成本,应付票据及应付账款 2017,8450087271.36,3767584112.15 2018,10486782934.27,3566293179.83 2019,12802259947.34,3677158401.17 2020,14811961478.65,4146504038.55 2021,16318778588.82,6275601632.82 2022,18178425659.64,8134773086.11 ","year,应付账款周转率 2018,2.859819578857115 2019,3.5348507004370906 2020,3.7864520850109944 2021,3.1315703569670053 2022,2.522963630607072 " 912,CN,fundamental,中航成飞的应付账款周转率在2023到2025年的最大值是?(使用应付票据及应付账款,用期初期末平均值)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,2.0836,medium,operational efficiency,营业成本 / 平均应付票据及应付账款,"year,营业成本,应付票据及应付账款 2022,1214672051.59,747231065.26 2023,1138811873.05,747581545.96 2024,58026714685.2,54949613833.24 2025,68984052885.87,67367217878.42 ","year,应付账款周转率 2023,1.523685128827689 2024,2.0836494293883225 2025,1.1279568301521663 " 913,CN,fundamental,对于华能国际的应付账款周转率,其2017-2021年的最大值是多少?(使用应付票据及应付账款,用期初期末平均值)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,9.9323,medium,operational efficiency,营业成本 / 平均应付票据及应付账款,"year,营业成本,应付票据及应付账款 2016,108075195240.0,15154285002.0 2017,135661915334.0,15653690854.0 2018,150659436086.0,14683707047.0 2019,148251680605.0,15861954550.0 2020,139881388454.0,15777784395.0 2021,205542199513.0,25774238211.0 ","year,应付账款周转率 2017,8.806934669651735 2018,9.932258302287282 2019,9.706889479818 2020,8.842132907427501 2021,9.893246423259322 " 914,CN,fundamental,计算大秦铁路在2019-2021年的应付账款周转率的最小值。(使用应付票据及应付账款,用期初期末平均值)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,13.3811,medium,operational efficiency,营业成本 / 平均应付票据及应付账款,"year,营业成本,应付票据及应付账款 2018,58902291578.0,5648014389.0 2019,61704290689.0,3236504669.0 2020,58529021273.0,3261297585.0 2021,61508590683.0,5932051774.0 ","year,应付账款周转率 2019,13.890293956528536 2020,18.015020767050878 2021,13.381105901906148 " 915,CN,fundamental,科伦药业2018-2020年的总资产周转率的平均值是?(总资产按期初期末平均值计算)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.5563,medium,operational efficiency,营业收入 / 平均总资产,"year,营业收入,资产合计 2017,11434948841.0,27988160462.0 2018,16351790239.0,29360882983.0 2019,17636267044.0,31485373711.0 2020,16464201277.0,31983345963.0 ","year,总资产周转率 2018,0.5702550297872715 2019,0.5796993275262272 2020,0.5188130897099086 " 916,CN,fundamental,2019至2023年间,中远海能总资产周转率的最小值是多少?(总资产按期初期末平均值计算)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.2026,medium,operational efficiency,营业收入 / 平均总资产,"year,营业收入,资产合计 2018,12286002132.16,63416267446.09 2019,13880075062.56,65841861904.73 2020,16384757725.42,65959856524.45 2021,12698667710.66,59388937772.69 2022,18657843200.85,68250453937.9 2023,22733056873.94,73429796776.61 ","year,总资产周转率 2019,0.21476521642809843 2020,0.24862737634523174 2021,0.2026133204051048 2022,0.2923524305592878 2023,0.3209065026253771 " 917,CN,fundamental,青岛啤酒的总资产周转率在2021到2025年的最小值是?(总资产按期初期末平均值计算)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.6272,medium,operational efficiency,营业收入 / 平均总资产,"year,营业收入,资产合计 2020,27759710926.0,41514185835.0 2021,30166805377.0,46563004491.0 2022,32171565624.0,50311699796.0 2023,33936522741.0,49256011349.0 2024,32137830111.0,51420385832.0 2025,32473493664.0,52131585698.0 ","year,总资产周转率 2021,0.6850083492750766 2022,0.6641891887213168 2023,0.6816772696839118 2024,0.6384382240699643 2025,0.6271921854156512 " 918,CN,fundamental,对于中国人寿的总资产周转率,其2022-2024年的平均值是多少?(总资产按期初期末平均值计算)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.1074,medium,operational efficiency,营业收入 / 平均总资产,"year,营业收入,资产合计 2021,858508000000.0,4892480000000.0 2022,826055000000.0,5251984000000.0 2023,405040000000.0,5653727000000.0 2024,528567000000.0,6769546000000.0 ","year,总资产周转率 2022,0.16285828408479738 2023,0.07428034724191757 2024,0.08509303466163869 " 919,CN,fundamental,计算恒立液压在2021-2025年的总资产周转率的平均值。(总资产按期初期末平均值计算)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.5886,medium,operational efficiency,营业收入 / 平均总资产,"year,营业收入,资产合计 2020,7855038369.93,10620327083.83 2021,9309218098.53,12332043327.93 2022,8196713892.3,16201076162.33 2023,8984640412.62,17895562755.83 2024,9389689159.97,19638650656.83 2025,10941028858.98,21670965419.64 ","year,总资产周转率 2021,0.8111770533086446 2022,0.574540326380928 2023,0.5270103269818038 2024,0.5003269447390593 2025,0.529708571424464 " 920,CN,fundamental,中国交建2023-2025年的固定资产周转率的平均值是?(固定资产用期初期末平均值)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,12.1916,medium,operational efficiency,营业收入 / 平均固定资产合计,"year,营业收入,固定资产合计 2022,721887459619.0,50500975200.0 2023,758718749687.0,63685043101.0 2024,771944258710.0,64741212538.0 2025,731108751343.0,65071759598.0 ","year,固定资产周转率 2023,13.289170792994634 2024,12.021595660001145 2025,11.264032235192117 " 921,CN,fundamental,2019至2023年间,盛美上海固定资产周转率的最大值是多少?(固定资产用期初期末平均值)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,49.8706,medium,operational efficiency,营业收入 / 平均固定资产合计,"year,营业收入,固定资产合计 2018,550269055.81,16384814.69 2019,756732956.8,13963028.87 2020,1007471809.8,28114683.89 2021,1620869141.67,38941564.73 2022,2873045516.26,300416541.46 2023,3888342742.05,661811732.32 ","year,固定资产周转率 2019,49.87062459999052 2020,47.88624398604313 2021,48.34356752806969 2022,16.93223449715645 2023,8.081954870802342 " 922,CN,fundamental,恒生电子的固定资产周转率在2018到2020年的最大值是?(固定资产用期初期末平均值)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,10.6682,medium,operational efficiency,营业收入 / 平均固定资产合计,"year,营业收入,固定资产合计 2017,2666121404.34,319153245.91 2018,3262879215.76,292546355.04 2019,3871840010.31,490427136.51 2020,4172645156.56,472506719.88 ","year,固定资产周转率 2018,10.668240458854594 2019,9.890092198766983 2020,8.666524972344575 " 923,CN,fundamental,对于昆仑万维的固定资产周转率,其2017-2019年的最小值是多少?(固定资产用期初期末平均值)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,140.5427,medium,operational efficiency,营业收入 / 平均固定资产合计,"year,营业收入,固定资产合计 2016,2424670626.82,25949831.32 2017,3436369668.04,22951588.41 2018,3577178500.67,21635409.01 2019,3687883695.82,14774126.29 ","year,固定资产周转率 2017,140.542736264643 2018,160.4583716177944 2019,202.57790523462134 " 924,CN,fundamental,计算拓普集团在2017-2019年的固定资产周转率的平均值。(固定资产用期初期末平均值)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,2.411,medium,operational efficiency,营业收入 / 平均固定资产合计,"year,营业收入,固定资产合计 2016,3937723916.66,1332517173.33 2017,5090219715.78,1949363270.88 2018,5984017661.79,2772566637.01 2019,5358953813.6,3941027638.25 ","year,固定资产周转率 2017,3.1020141058217585 2018,2.534564374533024 2019,1.596448517405369 " 925,CN,fundamental,天齐锂业2022-2024年的营运资本周转率的平均值是?(净营运资本用期初期末平均值)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,3.6986,medium,operational efficiency,营业收入 / 平均净营运资本;净营运资本 = 流动资产合计 - 流动负债合计,"year,营业收入,流动资产合计,流动负债合计 2021,7663320941.87,6470437993.99,13760228502.0 2022,40448883981.77,25989778758.23,7555105928.79 2023,40503462071.46,19629040462.42,6659867085.43 2024,13063477016.39,12850243193.46,5041272420.75 ","year,营运资本周转率 2022,7.258736847134337 2023,2.5795223811258405 2024,1.257424813522493 " 926,CN,fundamental,2020至2024年间,龙芯中科营运资本周转率的最大值是多少?(净营运资本用期初期末平均值)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1.273,medium,operational efficiency,营业收入 / 平均净营运资本;净营运资本 = 流动资产合计 - 流动负债合计,"year,营业收入,流动资产合计,流动负债合计 2019,485629263.56,993718385.13,196100880.96 2020,1082320993.24,1248352471.38,345511099.87 2021,1201253983.94,1364706894.89,365438348.13 2022,738657855.87,3641542232.15,349323550.58 2023,505694383.12,3267446188.98,442712380.85 2024,504257187.54,2601184867.17,385356001.17 ","year,营运资本周转率 2020,1.2729752053629506 2021,1.263075253855529 2022,0.3442432968197103 2023,0.16534193586479898 2024,0.20007972130890514 " 927,CN,fundamental,阳光电源的营运资本周转率在2018到2022年的平均值是?(净营运资本用期初期末平均值)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,2.3905,medium,operational efficiency,营业收入 / 平均净营运资本;净营运资本 = 流动资产合计 - 流动负债合计,"year,营业收入,流动资产合计,流动负债合计 2017,8886060068.67,13171977300.28,7878823123.69 2018,10368931999.29,14465023175.15,9248083532.56 2019,13003331783.65,18429304933.35,12192885032.29 2020,19285641347.02,23253041619.3,15027391680.38 2021,24136598726.55,36307432821.53,23507362032.35 2022,40257239155.34,51993725437.4,35468598131.24 ","year,营运资本周转率 2018,1.973137857317241 2019,2.2706580953986277 2020,2.667065165693692 2021,2.295911663498169 2022,2.745573211438062 " 928,CN,fundamental,对于中金黄金的营运资本周转率,其2018-2022年的最小值是多少?(净营运资本用期初期末平均值)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,-940.9188,medium,operational efficiency,营业收入 / 平均净营运资本;净营运资本 = 流动资产合计 - 流动负债合计,"year,营业收入,流动资产合计,流动负债合计 2017,32928245496.39,15337437298.31,15909600351.59 2018,34452379533.63,15139127158.25,14640195462.62 2019,42541410266.5,17700967114.12,18898017724.74 2020,47995317805.91,19083216107.38,15042926515.25 2021,56102498949.46,20996857584.53,15383802088.04 2022,57151533876.45,23160198843.58,18011225280.13 ","year,营运资本周转率 2018,-940.9187713899847 2019,-121.87439518698373 2020,33.76101560089083 2021,11.62343176058159 2022,10.62095884672674 " 929,CN,fundamental,计算蓝思科技在2020-2024年的营运资本周转率的平均值。(净营运资本用期初期末平均值)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,7.7781,medium,operational efficiency,营业收入 / 平均净营运资本;净营运资本 = 流动资产合计 - 流动负债合计,"year,营业收入,流动资产合计,流动负债合计 2019,30257760248.61,16630406049.32,19008008084.23 2020,36939133598.93,35418511945.11,27048355993.38 2021,45268146208.65,29217041298.42,20074479856.28 2022,46698545632.87,28611319293.45,22167059734.45 2023,54490733538.84,28080678412.57,19056315253.87 2024,69896776437.83,30772780617.37,23065159887.59 ","year,营运资本周转率 2020,12.328344179014769 2021,5.169745527269831 2022,5.992055163712284 2023,7.045324529958168 2024,8.35487015809931 " 930,CN,fundamental,中国铝业2018-2020年的流动比率的平均值是?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.7432,medium,solvency,流动资产合计 / 流动负债合计,"year,流动资产合计,流动负债合计 2018,58901463000.0,74836777000.0 2019,48701467000.0,69203103000.0 2020,46268649000.0,62633005000.0 ","year,流动比率 2018,0.7870657364092524 2019,0.7037468681137029 2020,0.7387263153029301 " 931,CN,fundamental,2020至2024年间,兖矿能源流动比率的最小值是多少?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.5689,medium,solvency,流动资产合计 / 流动负债合计,"year,流动资产合计,流动负债合计 2020,58072036000.0,102081084000.0 2021,89528914000.0,95722443000.0 2022,126309871000.0,131332781000.0 2023,96304178000.0,123141890000.0 2024,102288947000.0,134728288000.0 ","year,流动比率 2020,0.5688814589782374 2021,0.9352970023968151 2022,0.9617543315404248 2023,0.7820586317133836 2024,0.7592239797480392 " 932,CN,fundamental,中国中冶的流动比率在2018到2022年的最大值是?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1.1732,medium,solvency,流动资产合计 / 流动负债合计,"year,流动资产合计,流动负债合计 2018,339420571000.0,296985847000.0 2019,347435959000.0,305923537000.0 2020,389253555000.0,331791251000.0 2021,412315644000.0,358889666000.0 2022,438205660000.0,385844649000.0 ","year,流动比率 2018,1.1428846674973034 2019,1.1356954172506184 2020,1.1731881230346246 2021,1.1488646318392461 2022,1.1357049038666336 " 933,CN,fundamental,对于中国电建的流动比率,其2022-2024年的最小值是多少?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.8412,medium,solvency,流动资产合计 / 流动负债合计,"year,流动资产合计,流动负债合计 2022,415740552220.66,472523811954.15 2023,458239613945.38,544773111571.9 2024,532896988604.23,603809194430.34 ","year,流动比率 2022,0.8798298449793259 2023,0.8411568122794563 2024,0.88255858559257 " 934,CN,fundamental,计算山西焦煤在2021-2023年的流动比率的最小值。按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.6269,medium,solvency,流动资产合计 / 流动负债合计,"year,流动资产合计,流动负债合计 2021,21435786478.31,34192571847.49 2022,26846958036.57,29306381657.49 2023,26756899335.87,24849624766.84 ","year,流动比率 2021,0.6269135464252465 2022,0.9160789056232251 2023,1.0767526506708107 " 935,CN,fundamental,山西汾酒2018-2020年的速动比率的平均值是?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.977,medium,solvency,(流动资产合计 - 存货) / 流动负债合计,"year,流动资产合计,流动负债合计,存货 2018,9465617992.82,5591449398.41,3324023366.68 2019,13271387753.42,8772398180.3,5809263880.54 2020,15807956206.07,9629334958.82,6353550235.1 ","year,速动比率 2018,1.0983904509421905 2019,0.8506367038420057 2020,0.9818337415202517 " 936,CN,fundamental,2021至2025年间,圆通速递速动比率的最小值是多少?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1.0118,medium,solvency,(流动资产合计 - 存货) / 流动负债合计,"year,流动资产合计,流动负债合计,存货 2021,12636926553.81,10137409269.19,73177887.93 2022,14136031871.03,11268260519.85,81871849.07 2023,14629043838.23,12590384136.95,139464809.8 2024,15238484896.0,13754946715.12,178380915.51 2025,15893391841.15,15366662691.17,344844989.09 ","year,速动比率 2021,1.2393451159226867 2022,1.247234211278875 2023,1.1508448726283325 2024,1.094886391957834 2025,1.0118362825126963 " 937,CN,fundamental,赛轮轮胎的速动比率在2018到2022年的最小值是?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.544,medium,solvency,(流动资产合计 - 存货) / 流动负债合计,"year,流动资产合计,流动负债合计,存货 2018,6859289432.08,8434069053.96,2271037105.7 2019,8470546801.36,8466725670.13,2229460621.15 2020,10305991626.39,10866939288.64,2656272064.12 2021,12472181706.54,11841340708.43,4307719810.46 2022,12817534171.15,11304734859.82,4115430027.55 ","year,速动比率 2018,0.5440140811066403 2019,0.737131026014945 2020,0.7039442624168156 2021,0.6894879639995172 2022,0.7697751651416049 " 938,CN,fundamental,对于山西焦煤的速动比率,其2016-2020年的最小值是多少?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.3812,medium,solvency,(流动资产合计 - 存货) / 流动负债合计,"year,流动资产合计,流动负债合计,存货 2016,14201319662.72,22068739203.49,3185059803.33 2017,16525183471.54,23815361941.67,3294234555.18 2018,16783518706.59,23523979046.96,3213285963.49 2019,17140232715.42,25558092809.32,2971176409.46 2020,15133292028.51,32559702578.21,2721048980.86 ","year,速动比率 2016,0.49917939388435306 2017,0.5555636294239839 2018,0.5768680849447398 2019,0.5543862921099152 2020,0.3812148780485689 " 939,CN,fundamental,计算三六零在2016-2020年的速动比率的最小值。按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.6803,medium,solvency,(流动资产合计 - 存货) / 流动负债合计,"year,流动资产合计,流动负债合计,存货 2016,5683487000.0,8282922000.0,48231000.0 2017,13304783000.0,4369092000.0,103620000.0 2018,18299834000.0,4882849000.0,123416000.0 2019,22931251000.0,4863843000.0,278103000.0 2020,30442063000.0,7237698000.0,406581000.0 ","year,速动比率 2016,0.680346380178396 2017,3.021488904330694 2018,3.7225025799487144 2019,4.657458721426658 2020,4.149866711763878 " 940,CN,fundamental,红塔证券2022-2024年的资产负债率的最小值是?(单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,49.8537,medium,solvency,负债合计 / 资产合计 * 100%,"year,负债合计,资产合计 2022,23004574969.57,46144136738.79 2023,23663020983.85,47000455541.83 2024,34412245797.6,59070725888.07 ","year,资产负债率 2022,49.853733530205446 2023,50.34636518105684 2024,58.256006304723506 " 941,CN,fundamental,2021至2025年间,中国海油资产负债率的最大值是多少?(单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,38.7243,medium,solvency,负债合计 / 资产合计 * 100%,"year,负债合计,资产合计 2021,304593000000.0,786569000000.0 2022,330648000000.0,929031000000.0 2023,337722000000.0,1005598000000.0 2024,306845000000.0,1056281000000.0 2025,293375000000.0,1098559000000.0 ","year,资产负债率 2021,38.724256867483966 2022,35.5906315289802 2023,33.584195672624645 2024,29.049561622333453 2025,26.705438670112393 " 942,CN,fundamental,双汇发展的资产负债率在2018到2020年的最大值是?(单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,40.2257,medium,solvency,负债合计 / 资产合计 * 100%,"year,负债合计,资产合计 2018,9159341367.5,22864524601.32 2019,11517949718.79,28633340531.12 2020,10571162795.18,34703881761.96 ","year,资产负债率 2018,40.05918131781851 2019,40.225658289055644 2020,30.46103853075992 " 943,CN,fundamental,对于海尔智家的资产负债率,其2018-2020年的复合年均增长率是多少?(单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,-0.2095,medium,solvency,负债合计 / 资产合计 * 100%,"year,负债合计,资产合计 2018,112283724133.23,168091571652.14 2019,122464376015.24,187454236283.17 2020,135366059017.75,203498169276.71 ","year,资产负债率 2018,66.79913991499673 2019,65.33027924225956 2020,66.51954634229843 " 944,CN,fundamental,计算公牛集团在2020-2024年的资产负债率的复合年均增长率。(单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,-3.9977,medium,solvency,负债合计 / 资产合计 * 100%,"year,负债合计,资产合计 2020,3300149005.29,12437541574.38 2021,4718153089.99,15473904666.62 2022,4236646437.94,16651920835.06 2023,5301794179.2,19762205724.93 2024,4619054119.92,20494034490.68 ","year,资产负债率 2020,26.53377265558616 2021,30.491031136878497 2022,25.442388778475927 2023,26.82794751251776 2024,22.53853003917111 " 945,CN,fundamental,通威股份2017-2021年的产权比率的最小值是?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.8648,medium,solvency,负债合计 / 股东权益合计,"year,负债合计,股东权益合计 2017,11849161871.56,13701613208.69 2018,23256993061.75,15226638490.93 2019,28732760510.78,18088190234.82 2020,32708001760.72,31543946310.19 2021,46593391984.0,41301805244.99 ","year,产权比率 2017,0.8648004940064198 2018,1.5273885352701724 2019,1.5884817738962664 2020,1.0369026576156062 2021,1.1281199867081326 " 946,CN,fundamental,2020至2022年间,北新建材产权比率的最大值是多少?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.3609,medium,solvency,负债合计 / 股东权益合计,"year,负债合计,股东权益合计 2020,5487252574.79,17481345791.75 2021,7047885943.11,19526123834.15 2022,7470893664.34,21559875140.36 ","year,产权比率 2020,0.3138918845355492 2021,0.360946494192753 2022,0.3465184105057509 " 947,CN,fundamental,东方电气的产权比率在2020到2022年的最大值是?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1.9854,medium,solvency,负债合计 / 股东权益合计,"year,负债合计,股东权益合计 2020,64153537732.09,33641600037.07 2021,67720696078.96,35383877225.37 2022,76708775713.68,38635574727.72 ","year,产权比率 2020,1.9069704669634797 2021,1.9138856843648755 2022,1.9854441471176947 " 948,CN,fundamental,对于中国化学的产权比率,其2016-2020年的最小值是多少?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1.7706,medium,solvency,负债合计 / 股东权益合计,"year,负债合计,股东权益合计 2016,54690586647.95,29193586507.78 2017,56923110627.49,30558218115.22 2018,62004175341.01,35018495428.6 2019,78273573882.29,37591816547.17 2020,95284164138.9,40723988284.8 ","year,产权比率 2016,1.8733767649060566 2017,1.8627758468396607 2018,1.7706122031265368 2019,2.0821971660792915 2020,2.3397552192711997 " 949,CN,fundamental,计算紫光股份在2017-2019年的产权比率的复合年均增长率。按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,20.7451,medium,solvency,负债合计 / 股东权益合计,"year,负债合计,股东权益合计 2017,13700525945.82,28929195305.49 2018,18083359925.08,30517550116.28 2019,22342910698.24,32359353601.12 ","year,产权比率 2017,0.4735882142985152 2018,0.592556081866912 2019,0.6904622068058456 " 950,CN,fundamental,信达证券2023-2025年的净债务权益比的平均值是?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,-0.9605,medium,solvency,净债务权益比 = 净债务 / 股东权益合计;净债务 = 有息负债(短期借款 + 一年内到期非流动负债 + 长期借款 + 应付债券 + 租赁负债 + 应付利息 + 应付短期债券 + 交易性金融负债 + 卖出回购金融资产款)- 现金类资产(货币资金 + 交易性金融资产),"year,短期借款,一年内到期的非流动负债,长期借款,应付债券,租赁负债,应付利息,应付短期债券,交易性金融负债,卖出回购金融资产款,货币资金,交易性金融资产,股东权益合计 2023,351054155.09,0.0,0.0,9645949144.57,442850573.03,0.0,0.0,6848399.69,11802606809.76,16745457705.69,29161860002.86,18339819656.98 2024,616629822.07,0.0,0.0,18182342935.59,342439519.15,0.0,0.0,293742.48,19749457500.35,22137616445.64,34463308851.01,24441355298.03 2025,966862633.42,0.0,0.0,22654047214.45,331108705.8,0.0,0.0,25301.36,20240349189.62,26760323675.95,42355410074.58,28753273782.14 ","year,净债务权益比 2023,-1.2899804397698067 2024,-0.7245818229416038 2025,-0.8668001040410591 " 951,CN,fundamental,2019至2021年间,立讯精密净债务权益比的平均值是多少?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,-0.0153,medium,solvency,净债务权益比 = 净债务 / 股东权益合计;净债务 = 有息负债(短期借款 + 一年内到期非流动负债 + 长期借款 + 应付债券 + 租赁负债 + 应付利息 + 应付短期债券 + 交易性金融负债 + 卖出回购金融资产款)- 现金类资产(货币资金 + 交易性金融资产),"year,短期借款,一年内到期的非流动负债,长期借款,应付债券,租赁负债,应付利息,应付短期债券,交易性金融负债,卖出回购金融资产款,货币资金,交易性金融资产,股东权益合计 2019,4166302223.17,366537115.41,1562908824.3,0.0,0.0,6097484.73,0.0,1001553.0,0.0,6180466259.01,1524366132.75,21749703294.72 2020,7577068798.49,278527714.63,1495199238.41,2475423249.98,0.0,0.0,0.0,0.0,0.0,10528245765.93,3160064470.41,30906599862.07 2021,11919635337.99,270079590.16,5025096193.09,2805785000.04,315093483.55,0.0,0.0,41436.0,0.0,14204618186.43,2107118105.04,45782643549.57 ","year,净债务权益比 2019,-0.07365549632757067 2020,-0.06024898381381783 2021,0.08789345562807266 " 952,CN,fundamental,南山铝业的净债务权益比在2018到2020年的平均值是?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,-0.0974,medium,solvency,净债务权益比 = 净债务 / 股东权益合计;净债务 = 有息负债(短期借款 + 一年内到期非流动负债 + 长期借款 + 应付债券 + 租赁负债 + 应付利息 + 应付短期债券 + 交易性金融负债 + 卖出回购金融资产款)- 现金类资产(货币资金 + 交易性金融资产),"year,短期借款,一年内到期的非流动负债,长期借款,应付债券,租赁负债,应付利息,应付短期债券,交易性金融负债,卖出回购金融资产款,货币资金,交易性金融资产,股东权益合计 2018,3940237094.34,256956449.15,100000000.0,2314936526.43,0.0,42469596.12,0.0,9000.0,0.0,6305366203.16,0.0,40257832968.12 2019,4863642156.14,943635967.47,170000000.0,1495186344.59,0.0,42152521.73,0.0,0.0,0.0,10345835810.75,2443733198.9,41548667623.47 2020,5072611378.87,20026125.0,350434270.83,76225025.04,0.0,0.0,0.0,0.0,0.0,13227105998.0,0.0,44286931163.9 ","year,净债务权益比 2018,0.008675143124483716 2019,-0.12695839172325915 2020,-0.17404252215477362 " 953,CN,fundamental,对于顺丰控股的净债务权益比,其2018-2020年的最大值是多少?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.0906,medium,solvency,净债务权益比 = 净债务 / 股东权益合计;净债务 = 有息负债(短期借款 + 一年内到期非流动负债 + 长期借款 + 应付债券 + 租赁负债 + 应付利息 + 应付短期债券 + 交易性金融负债 + 卖出回购金融资产款)- 现金类资产(货币资金 + 交易性金融资产),"year,短期借款,一年内到期的非流动负债,长期借款,应付债券,租赁负债,应付利息,应付短期债券,交易性金融负债,卖出回购金融资产款,货币资金,交易性金融资产,股东权益合计 2018,8585129399.63,273222821.65,998287835.19,6405035926.4,0.0,0.0,0.0,0.0,0.0,16131120733.54,14441978.09,37063854382.48 2019,6053374642.5,2091892291.74,6539556784.41,10597985016.52,0.0,0.0,0.0,0.0,0.0,18520991737.1,2910172928.2,42493610981.38 2020,7996570000.0,2945351000.0,1865820000.0,8425430000.0,0.0,0.0,0.0,22155000.0,0.0,16417892000.0,6276923000.0,56759699000.0 ","year,净债务权益比 2018,0.003132789969488073 2019,0.09064054527062261 2020,-0.025361110530202072 " 954,CN,fundamental,计算东方电气在2017-2021年的净债务权益比的最大值。按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,-0.5185,medium,solvency,净债务权益比 = 净债务 / 股东权益合计;净债务 = 有息负债(短期借款 + 一年内到期非流动负债 + 长期借款 + 应付债券 + 租赁负债 + 应付利息 + 应付短期债券 + 交易性金融负债 + 卖出回购金融资产款)- 现金类资产(货币资金 + 交易性金融资产),"year,短期借款,一年内到期的非流动负债,长期借款,应付债券,租赁负债,应付利息,应付短期债券,交易性金融负债,卖出回购金融资产款,货币资金,交易性金融资产,股东权益合计 2017,88194570.5,528320000.0,456634990.0,0.0,0.0,51774673.87,0.0,0.0,0.0,30609842597.19,356894260.52,28326973115.25 2018,245566000.0,16320000.0,462864840.0,0.0,0.0,69676019.71,0.0,0.0,0.0,29346448438.05,3122839818.04,30693908615.21 2019,13850000.0,154232008.74,627019323.12,0.0,156664637.27,60708321.69,0.0,0.0,0.0,30479728679.02,1606664199.35,31798432970.59 2020,297980000.0,139954877.02,719350539.48,0.0,27531905.94,28164115.17,0.0,0.0,0.0,26686232240.6,1292860471.15,33641600037.07 2021,41830000.0,102152874.33,1565091967.96,0.0,126932623.7,6950944.06,0.0,0.0,0.0,18721874434.15,1466444004.12,35383877225.37 ","year,净债务权益比 2017,-1.0534769282240917 2018,-1.0319592005523825 2019,-0.9772154060638744 2020,-0.7956253936984616 2021,-0.5184666426285953 " 955,CN,fundamental,中国电建2018-2022年的利息保障倍数的最小值是?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,2.2785,medium,solvency,利息保障倍数 = EBIT / 利息支出 = (利润总额 + 利息支出) / 利息支出,"year,利润总额,财务费用——利息费用 2018,12750036084.65,9891738036.34 2019,13686580335.14,10704767426.32 2020,16206720339.19,10142024232.17 2021,18566485724.39,12818470577.05 2022,19247274041.42,13074707705.73 ","year,利息保障倍数 2018,2.2889581222035256 2019,2.2785499946022707 2020,2.597976889838528 2021,2.448416612012291 2022,2.4720997573800343 " 956,CN,fundamental,2021至2025年间,华域汽车利息保障倍数的最小值是多少?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,10.9623,medium,solvency,利息保障倍数 = EBIT / 利息支出 = (利润总额 + 利息支出) / 利息支出,"year,利润总额,财务费用——利息费用 2021,8963702072.81,448392913.93 2022,9138994194.63,508901686.17 2023,9038614641.58,704934553.13 2024,8313651974.73,834513464.87 2025,9531194927.96,791864402.88 ","year,利息保障倍数 2021,20.99073088431846 2022,18.958270610990063 2023,13.821920278198009 2024,10.96227421689966 2025,13.036397763676677 " 957,CN,fundamental,智飞生物的利息保障倍数在2018到2022年的最小值是?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,31.3135,medium,solvency,利息保障倍数 = EBIT / 利息支出 = (利润总额 + 利息支出) / 利息支出,"year,利润总额,财务费用——利息费用 2018,1692217751.62,27031284.29 2019,2765378153.04,76112747.35 2020,3854072300.31,127140487.31 2021,11931054734.79,56144537.45 2022,8718007864.78,53295566.36 ","year,利息保障倍数 2018,63.602195791563695 2019,37.33265450691947 2020,31.31349322197277 2021,213.50606517891975 2022,164.5784824180636 " 958,CN,fundamental,对于小商品城的利息保障倍数,其2021-2023年的最小值是多少?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,5.0929,medium,solvency,利息保障倍数 = EBIT / 利息支出 = (利润总额 + 利息支出) / 利息支出,"year,利润总额,财务费用——利息费用 2021,1656693823.97,341313765.39 2022,1149806832.6,280924664.39 2023,3208071559.14,194769865.08 ","year,利息保障倍数 2021,5.853873450070171 2022,5.092936571079265 2023,17.4710878544908 " 959,CN,fundamental,计算德赛西威在2019-2023年的利息保障倍数的平均值。按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,461.6837,medium,solvency,利息保障倍数 = EBIT / 利息支出 = (利润总额 + 利息支出) / 利息支出,"year,利润总额,财务费用——利息费用 2019,255045818.69,421935.95 2020,533766402.87,362500.38 2021,860719846.6,6671279.09 2022,1157387998.39,21319835.27 2023,1538182047.76,35614521.38 ","year,利息保障倍数 2019,605.4657220841219 2020,1473.457498858346 2021,130.01871365120778 2022,55.286910932121856 2023,44.18974362586253 " 960,CN,fundamental,国轩高科2020-2022年的净债务/EBITDA的最大值是?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,3.9088,medium,solvency,净债务 / EBITDA;净债务 = 有息负债(短期借款 + 一年内到期非流动负债 + 长期借款 + 应付债券 + 租赁负债 + 应付利息 + 应付短期债券 + 交易性金融负债 + 卖出回购金融资产款)- 现金类资产(货币资金 + 交易性金融资产);EBITDA = 利润总额 + 利息支出 + 折旧与摊销,"year,短期借款,一年内到期的非流动负债,长期借款,应付债券,租赁负债,应付利息,应付短期债券,交易性金融负债,卖出回购金融资产款,货币资金,交易性金融资产,利润总额,财务费用——利息费用,固定资产折旧、油气资产折耗、生产性生物资产折旧,无形资产摊销,长期待摊费用摊销 2020,3251886000.0,879397249.24,2586657483.68,995799629.08,0.0,43348953.78,0.0,0.0,0.0,3343527263.79,411114371.81,166440926.13,352621952.04,553355294.97,46983421.41,7173322.7 2021,5480447055.22,1238829643.16,4377862351.03,498699420.14,6199901.96,14784265.56,0.0,0.0,0.0,11385117819.0,53385792.58,47718638.0,389648394.41,730749734.1,74183202.52,4905616.37 2022,10820704180.47,3633466234.89,10688953878.75,394159870.29,163978672.33,0.0,0.0,0.0,0.0,14122371543.66,3514006212.53,258963872.62,711026372.6,949240730.66,119447365.05,24573763.86 ","year,净债务/EBITDA 2020,3.5527576718555767 2021,0.1429748451878588 2022,3.9088219330137823 " 961,CN,fundamental,2019至2023年间,深南电路净债务/EBITDA的最小值是多少?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.1705,medium,solvency,净债务 / EBITDA;净债务 = 有息负债(短期借款 + 一年内到期非流动负债 + 长期借款 + 应付债券 + 租赁负债 + 应付利息 + 应付短期债券 + 交易性金融负债 + 卖出回购金融资产款)- 现金类资产(货币资金 + 交易性金融资产);EBITDA = 利润总额 + 利息支出 + 折旧与摊销,"year,短期借款,一年内到期的非流动负债,长期借款,应付债券,租赁负债,应付利息,应付短期债券,交易性金融负债,卖出回购金融资产款,货币资金,交易性金融资产,利润总额,财务费用——利息费用,固定资产折旧、油气资产折耗、生产性生物资产折旧,无形资产摊销,长期待摊费用摊销 2019,157784871.67,555363192.06,944837657.96,1304971915.69,0.0,0.0,0.0,0.0,0.0,1443644507.69,0.0,1403184487.16,71974663.41,435719386.13,11833867.55,19873716.98 2020,232176259.71,456107322.32,1059415030.98,0.0,0.0,0.0,0.0,0.0,0.0,506884874.33,165100019.18,1605879809.05,112870159.44,591428360.13,14671450.03,37950219.05 2021,350343750.0,574553005.17,1367637772.91,0.0,33590110.68,0.0,0.0,0.0,0.0,619595093.18,0.0,1609246998.43,90555003.5,792962650.21,19624696.05,50130279.42 2022,0.0,1477182188.68,1174624053.7,0.0,25669120.28,0.0,0.0,0.0,0.0,1913469009.39,270924000.0,1720463891.82,92011499.06,996178284.81,24422199.13,58514124.58 2023,400296388.9,357114846.66,2406626682.1,0.0,19592441.16,0.0,0.0,0.0,0.0,852684905.52,590307921.64,1398277029.24,65944870.23,1201525590.42,26434096.22,59039362.37 ","year,净债务/EBITDA 2019,0.7821085063286699 2020,0.4552707468034208 2021,0.6659576485553159 2022,0.1705229141656715 2023,0.6326782051516694 " 962,CN,fundamental,中信特钢的净债务/EBITDA在2021到2025年的最小值是?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.6338,medium,solvency,净债务 / EBITDA;净债务 = 有息负债(短期借款 + 一年内到期非流动负债 + 长期借款 + 应付债券 + 租赁负债 + 应付利息 + 应付短期债券 + 交易性金融负债 + 卖出回购金融资产款)- 现金类资产(货币资金 + 交易性金融资产);EBITDA = 利润总额 + 利息支出 + 折旧与摊销,"year,短期借款,一年内到期的非流动负债,长期借款,应付债券,租赁负债,应付利息,应付短期债券,交易性金融负债,卖出回购金融资产款,货币资金,交易性金融资产,利润总额,财务费用——利息费用,固定资产折旧、油气资产折耗、生产性生物资产折旧,无形资产摊销,长期待摊费用摊销 2021,4607245996.24,776474842.77,10420600000.0,0.0,20380555.18,43613954.94,0.0,0.0,0.0,7625258158.04,0.0,9298224103.91,609491674.75,2966428895.82,124471585.38,6173983.93 2022,5272700556.9,446577058.0,7803100000.0,4613047580.04,22730676.48,44563954.93,0.0,0.0,0.0,8927882094.31,0.0,8429175310.95,536180238.72,3142987472.05,129997789.91,7699859.14 2023,8670103437.14,3675986853.54,17014706506.35,4758696659.84,26396992.76,42503127.75,0.0,0.0,0.0,8478024196.08,0.0,6558561554.69,1048156487.28,4436150649.1,254372840.77,9031511.58 2024,9018641334.74,3616973201.47,18131746870.4,4886520945.3,28831408.58,23303127.75,0.0,0.0,0.0,8833495129.53,0.0,5923596881.28,1003121829.76,4749659877.14,302797863.08,8857202.81 2025,6818143340.3,5595182925.13,15774425600.0,4998008325.67,48534616.04,23303127.75,0.0,0.0,0.0,11273077276.76,0.0,7189814589.3,846747728.75,4614128789.44,304849211.66,8289297.36 ","year,净债务/EBITDA 2021,0.633847761983412 2022,0.7573744021753948 2023,2.0892084297647684 2024,2.241612138750265 2025,1.695835359493753 " 963,CN,fundamental,对于紫光国微的净债务/EBITDA,其2018-2022年的平均值是多少?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,-0.8816,medium,solvency,净债务 / EBITDA;净债务 = 有息负债(短期借款 + 一年内到期非流动负债 + 长期借款 + 应付债券 + 租赁负债 + 应付利息 + 应付短期债券 + 交易性金融负债 + 卖出回购金融资产款)- 现金类资产(货币资金 + 交易性金融资产);EBITDA = 利润总额 + 利息支出 + 折旧与摊销,"year,短期借款,一年内到期的非流动负债,长期借款,应付债券,租赁负债,应付利息,应付短期债券,交易性金融负债,卖出回购金融资产款,货币资金,交易性金融资产,利润总额,财务费用——利息费用,固定资产折旧、油气资产折耗、生产性生物资产折旧,无形资产摊销,长期待摊费用摊销 2018,12515883.12,10000000.0,0.0,300000000.0,0.0,9724000.0,0.0,0.0,0.0,1130318828.2,0.0,373029670.59,15211072.22,46048179.58,112176276.15,3548330.89 2019,257971437.0,20000000.0,71200000.0,300000000.0,0.0,9741279.35,0.0,0.0,0.0,1179253198.7,69762808.93,456169977.58,18451633.84,26538615.89,71862107.45,3798713.01 2020,297534529.98,100219378.39,117466598.65,300000000.0,0.0,9812111.41,0.0,0.0,0.0,1485553391.39,0.0,936532554.87,30728336.97,22921208.96,169493451.36,4109596.53 2021,50000000.0,106506989.96,92090909.03,1276744994.57,0.0,0.0,0.0,0.0,0.0,3162511743.28,0.0,2175893137.0,55365184.53,44720384.32,130607647.32,6071561.51 2022,0.0,70453436.15,439000000.0,1321572037.48,11697186.98,0.0,0.0,0.0,0.0,4092173560.99,0.0,2881446844.0,69298627.32,69324207.44,236279323.59,13007190.9 ","year,净债务/EBITDA 2018,-1.451016933905389 2019,-1.0230266276886901 2020,-0.5675624695017865 2021,-0.6785747949423421 2022,-0.6880409375473604 " 964,CN,fundamental,计算豪威集团在2017-2021年的净债务/EBITDA的最大值。按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1.1364,medium,solvency,净债务 / EBITDA;净债务 = 有息负债(短期借款 + 一年内到期非流动负债 + 长期借款 + 应付债券 + 租赁负债 + 应付利息 + 应付短期债券 + 交易性金融负债 + 卖出回购金融资产款)- 现金类资产(货币资金 + 交易性金融资产);EBITDA = 利润总额 + 利息支出 + 折旧与摊销,"year,短期借款,一年内到期的非流动负债,长期借款,应付债券,租赁负债,应付利息,应付短期债券,交易性金融负债,卖出回购金融资产款,货币资金,交易性金融资产,利润总额,财务费用——利息费用,固定资产折旧、油气资产折耗、生产性生物资产折旧,无形资产摊销,长期待摊费用摊销 2017,489384646.67,0.0,70000000.0,0.0,0.0,840376.76,0.0,0.0,0.0,788616854.32,0.0,145387746.94,30336398.78,16466920.25,8496812.88,111866.15 2018,1599704838.08,14000000.0,2290329449.2,0.0,0.0,13470668.42,0.0,0.0,0.0,3004228317.41,12569951.68,206545109.77,142028662.13,158563271.6,302571989.42,23048426.84 2019,1654183276.49,2446569373.95,928000000.0,0.0,0.0,16165774.98,0.0,0.0,0.0,3160602035.94,11890115.59,784459257.58,285413296.44,184195761.81,359645770.92,33954409.49 2020,2511395261.61,529143776.89,3181591112.44,0.0,0.0,0.0,0.0,19510276.99,0.0,5455675941.43,13100127.36,2991132546.87,296875302.66,247206328.52,470666270.11,47395086.84 2021,2386664351.51,1358453522.58,3447983828.34,2249715562.55,178759722.29,0.0,0.0,0.0,0.0,7670875781.98,15050146.32,5002076773.66,410452622.81,342651376.39,520796631.47,63913301.46 ","year,净债务/EBITDA 2017,-1.1374109608057519 2018,1.0815954586219891 2019,1.1364095861290662 2020,0.19067649175742502 2021,0.3053130012481506 " 965,CN,fundamental,福斯特2019-2023年的营业收入增长率的最小值是?(单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,19.6585,medium,growth,(本期营业收入 - 上期营业收入) / 上期营业收入 * 100%,"year,营业收入 2018,4809736097.86 2019,6378151355.92 2020,8393142040.58 2021,12857893793.36 2022,18877495145.99 2023,22588526670.13 ","year,营业收入增长率 2019,32.60917493493742 2020,31.59208009056964 2021,53.195236434619765 2022,46.81638726661912 2023,19.658495448895955 " 966,CN,fundamental,2019至2023年间,分众传媒营业收入增长率的最小值是多少?(单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,-36.4742,medium,growth,(本期营业收入 - 上期营业收入) / 上期营业收入 * 100%,"year,营业收入 2018,14551285132.73 2019,12135948050.91 2020,12097106052.76 2021,14836422936.69 2022,9424959143.22 2023,11903724918.98 ","year,营业收入增长率 2019,-16.598788765311294 2020,-0.3200573864279775 2021,22.64439835430735 2022,-36.474181253539385 2023,26.300016138989225 " 967,CN,fundamental,中航成飞的营业收入增长率在2022到2024年的平均值是?(单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1254.8803,medium,growth,(本期营业收入 - 上期营业收入) / 上期营业收入 * 100%,"year,营业收入 2021,1942801971.79 2022,1905000855.86 2023,1677304847.89 2024,65054925106.17 ","year,营业收入增长率 2022,-1.9457009246893044 2023,-11.952540980209058 2024,3778.5391449865047 " 968,CN,fundamental,对于申万宏源的营业收入增长率,其2021-2025年的最大值是多少?(单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,30.2928,medium,growth,(本期营业收入 - 上期营业收入) / 上期营业收入 * 100%,"year,营业收入 2020,29409186016.58 2021,34307428053.23 2022,20609644632.44 2023,21500668661.21 2024,18616589031.13 2025,24256073184.06 ","year,营业收入增长率 2021,16.655483201366124 2022,-39.9265820787763 2023,4.323335237753254 2024,-13.41390668134546 2025,30.29278963777873 " 969,CN,fundamental,计算中国核电在2021-2025年的营业收入增长率的平均值。(单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,9.6174,medium,growth,(本期营业收入 - 上期营业收入) / 上期营业收入 * 100%,"year,营业收入 2020,52276451960.21 2021,62695062465.44 2022,71285600843.64 2023,74957180264.96 2024,77272058526.64 2025,82075495244.95 ","year,营业收入增长率 2021,19.92983478136597 2022,13.702097167437136 2023,5.150520410669416 2024,3.0882675328731937 2025,6.216266021506318 " 970,CN,fundamental,国电南瑞2022-2024年的EBITDA增长率的最小值是?(单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,5.6351,medium,growth,EBITDA增长率 = (本期EBITDA - 上期EBITDA) / 上期EBITDA * 100%;EBITDA = 利润总额 + 利息支出 + 折旧与摊销,"year,利润总额,财务费用——利息费用,固定资产折旧、油气资产折耗、生产性生物资产折旧,无形资产摊销,长期待摊费用摊销 2021,6866327714.16,74314581.14,1183625181.41,113235491.8,17949341.43 2022,7885125515.06,46644078.21,1261138725.13,134154434.92,18579109.84 2023,8569287780.84,38458991.88,1547439291.08,154866411.57,25394779.35 2024,9137066855.21,28697841.84,1497970724.36,186231738.28,67893162.61 ","year,EBITDA增长率 2022,13.205691369658274 2023,10.591090543087844 2024,5.635102702633648 " 971,CN,fundamental,2021至2023年间,宝钢股份EBITDA增长率的最大值是多少?(单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,42.979,medium,growth,EBITDA增长率 = (本期EBITDA - 上期EBITDA) / 上期EBITDA * 100%;EBITDA = 利润总额 + 利息支出 + 折旧与摊销,"year,利润总额,财务费用——利息费用,固定资产折旧、油气资产折耗、生产性生物资产折旧,无形资产摊销,长期待摊费用摊销 2020,16100283407.6,1779187246.17,17907000647.55,385563219.85,166707132.87 2021,30708256355.43,1902718718.71,18758311600.56,401098559.53,186388338.4 2022,15044047743.21,1601858970.04,19261871406.25,473451711.37,203471867.65 2023,15085835698.34,1455536119.08,18994698964.76,464171315.28,202186657.19 ","year,EBITDA增长率 2021,42.9790114013308 2022,-29.58627108094286 2023,-1.0448983485506107 " 972,CN,fundamental,天坛生物的EBITDA增长率在2020到2024年的平均值是?(单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,20.4523,medium,growth,EBITDA增长率 = (本期EBITDA - 上期EBITDA) / 上期EBITDA * 100%;EBITDA = 利润总额 + 利息支出 + 折旧与摊销,"year,利润总额,财务费用——利息费用,固定资产折旧、油气资产折耗、生产性生物资产折旧,无形资产摊销,长期待摊费用摊销 2019,1043448459.66,0.0,109524761.6,18681572.03,6631391.07 2020,1104872335.66,2983888.95,114471126.27,18281793.2,9445512.19 2021,1241017662.85,3089366.29,134484659.49,22668896.34,8376099.54 2022,1426272687.7,2411057.06,155195875.37,24551562.18,12391340.61 2023,1798598439.65,3654642.64,235536916.65,32488021.4,20810255.11 2024,2547217502.79,5120807.81,273177437.27,58342884.7,31302677.14 ","year,EBITDA增长率 2020,6.090920258814901 2021,12.766004065467943 2022,14.981579348114801 2023,29.01401886264456 2024,39.40881137993371 " 973,CN,fundamental,对于洋河股份的EBITDA增长率,其2019-2023年的平均值是多少?(单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,4.3006,medium,growth,EBITDA增长率 = (本期EBITDA - 上期EBITDA) / 上期EBITDA * 100%;EBITDA = 利润总额 + 利息支出 + 折旧与摊销,"year,利润总额,财务费用——利息费用,固定资产折旧、油气资产折耗、生产性生物资产折旧,无形资产摊销,长期待摊费用摊销 2018,10839185788.84,3273.0,707143699.48,50118316.96,184008.16 2019,9770804257.01,2618.0,722009265.9,53058955.54,1034707.84 2020,9878901892.0,1964.0,727550847.83,55171822.38,127071.84 2021,9946427518.68,603755.58,698559039.52,56541702.98,4153241.68 2022,12503283891.37,694325.5,690046172.09,58842693.52,4026169.92 2023,13217833119.07,1707107.98,666930331.81,59054597.55,4026169.92 ","year,EBITDA增长率 2019,-9.051981668177579 2020,1.0888857105166967 2021,0.41767669811977265 2022,23.82346381018851 2023,5.224889879871357 " 974,CN,fundamental,计算恒立液压在2023-2025年的EBITDA增长率的平均值。(单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,5.6027,medium,growth,EBITDA增长率 = (本期EBITDA - 上期EBITDA) / 上期EBITDA * 100%;EBITDA = 利润总额 + 利息支出 + 折旧与摊销,"year,利润总额,财务费用——利息费用,固定资产折旧、油气资产折耗、生产性生物资产折旧,无形资产摊销,长期待摊费用摊销 2022,2628676109.02,16489875.6,376739456.13,14875894.76,4934860.47 2023,2830044214.23,7681567.64,393195671.81,17007301.63,5451497.27 2024,2800482065.28,11705446.46,406667741.1,19571573.23,7197929.93 2025,3032006818.25,803451.24,516456445.84,18187390.8,5580370.66 ","year,EBITDA增长率 2023,6.95870498634093 2024,-0.238382727437091 2025,10.087725643105735 " 975,CN,fundamental,潍柴动力2019-2023年的净利润增长率的最小值是?(单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,-53.3595,medium,growth,(本期净利润 - 上期净利润) / |上期净利润| * 100%,"year,净利润 2018,11625733542.47 2019,11907007092.49 2020,11295982598.86 2021,12184019256.09 2022,5682691350.97 2023,11211614275.25 ","year,净利润增长率 2019,2.4194047540525445 2020,-5.131637941287405 2021,7.861526427277083 2022,-53.35946840259964 2023,97.2940915282377 " 976,CN,fundamental,2023至2025年间,生益科技净利润增长率的最大值是多少?(单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,108.3688,medium,growth,(本期净利润 - 上期净利润) / |上期净利润| * 100%,"year,净利润 2022,1631733421.57 2023,1148656070.61 2024,1867780248.75 2025,3891871604.15 ","year,净利润增长率 2023,-29.605163721853472 2024,62.60570039542866 2025,108.3688167681723 " 977,CN,fundamental,新华保险的净利润增长率在2021到2025年的最大值是?(单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,200.9752,medium,growth,(本期净利润 - 上期净利润) / |上期净利润| * 100%,"year,净利润 2020,14297000000.0 2021,14951000000.0 2022,21504000000.0 2023,8716000000.0 2024,26233000000.0 2025,36289000000.0 ","year,净利润增长率 2021,4.574386234874449 2022,43.829844157581434 2023,-59.468005952380956 2024,200.97521798990363 2025,38.33339686654214 " 978,CN,fundamental,对于中芯国际的净利润增长率,其2017-2021年的最大值是多少?(单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,252.113,medium,growth,(本期净利润 - 上期净利润) / |上期净利润| * 100%,"year,净利润 2016,316434000.0 2017,902547004.16 2018,360261579.71 2019,1268528000.0 2020,4021326000.0 2021,11202505000.0 ","year,净利润增长率 2017,185.22440829999303 2018,-60.08389833997674 2019,252.11303992535866 2020,217.00727142010265 2021,178.5773896470965 " 979,CN,fundamental,计算TCL科技在2021-2025年的净利润增长率的最小值。(单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,-186.9343,medium,growth,(本期净利润 - 上期净利润) / |上期净利润| * 100%,"year,净利润 2020,5065204000.0 2021,14975529000.0 2022,1788059000.0 2023,4780784000.0 2024,-4156142000.0 2025,213847000.0 ","year,净利润增长率 2021,195.65500224670123 2022,-88.06012795941966 2023,167.37283277565226 2024,-186.93431872261957 2025,105.14532467851194 " 980,CN,fundamental,兴业银行2020-2022年的每股收益增长率的平均值是?(单位:%;净利润用归母净利润)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,11.9218,medium,growth,(本期每股收益 - 上期每股收益) / |上期每股收益| * 100%,"year,归属于母公司所有者的净利润,股本 2019,65868000000.0,20774000000.0 2020,66626000000.0,20774000000.0 2021,82680000000.0,20774000000.0 2022,91377000000.0,20774000000.0 ","year,每股收益增长率 2020,1.150786421327509 2021,24.095698376009363 2022,10.518867924528298 " 981,CN,fundamental,2023至2025年间,智飞生物每股收益增长率的平均值是多少?(单位:%;净利润用归母净利润)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,-316.7784,medium,growth,(本期每股收益 - 上期每股收益) / |上期每股收益| * 100%,"year,归属于母公司所有者的净利润,股本 2022,7538999697.34,1600000000.0 2023,8107761164.92,2400000000.0 2024,1972494926.61,2393789747.0 2025,-14723152851.99,2393789747.0 ","year,每股收益增长率 2023,-28.30382906297523 2024,-75.60840574307231 2025,-846.4228502373761 " 982,CN,fundamental,中国电建的每股收益增长率在2019到2023年的平均值是?(单位:%;净利润用归母净利润)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,8.8198,medium,growth,(本期每股收益 - 上期每股收益) / |上期每股收益| * 100%,"year,归属于母公司所有者的净利润,股本 2018,7695143139.57,15299035024.0 2019,7239615758.25,15299035024.0 2020,7987168430.79,15299035024.0 2021,9864439336.38,15299035024.0 2022,11434951361.39,17226159334.0 2023,12948524884.06,17226159334.0 ","year,每股收益增长率 2019,-5.919673917143735 2020,10.325861171404245 2021,23.503584804262374 2022,2.9526415647519846 2023,13.2363791924867 " 983,CN,fundamental,对于中国卫通的每股收益增长率,其2019-2021年的最大值是多少?(单位:%;净利润用归母净利润)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,17.0863,medium,growth,(本期每股收益 - 上期每股收益) / |上期每股收益| * 100%,"year,归属于母公司所有者的净利润,股本 2018,418258688.97,3600000000.0 2019,446422541.18,4000000000.0 2020,488789159.48,4000000000.0 2021,572304982.46,4000000000.0 ","year,每股收益增长率 2019,-3.939763199798569 2020,9.490250691198305 2021,17.086267434582354 " 984,CN,fundamental,计算上海银行在2021-2023年的每股收益增长率的最大值。(单位:%;净利润用归母净利润)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,5.5409,medium,growth,(本期每股收益 - 上期每股收益) / |上期每股收益| * 100%,"year,归属于母公司所有者的净利润,股本 2020,20885062000.0,14206529000.0 2021,22042452000.0,14206637000.0 2022,22280215000.0,14206663000.0 2023,22544789000.0,14206670000.0 ","year,每股收益增长率 2021,5.540909725346014 2022,1.0784745017165058 2023,1.1874341948201184 " 985,CN,fundamental,国电电力2018-2020年的公司自由现金流的最大值是?(单位:元)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,34282512755.5145,medium,cash flow,经营活动现金流净额 - 资本支出 + 利息支出 * (1 - 所得税费用 / 利润总额),"year,经营活动产生的现金流量净额,购建固定资产、无形资产和其他长期资产支付的现金,财务费用——利息费用,所得税费用,利润总额 2018,31097434512.07,17091538286.84,8977847814.95,2068669795.4,5290162084.26 2019,33721790020.54,12149537182.64,9454253878.8,2320840976.84,7115505053.97 2020,42241530004.6,14979824312.92,9371327494.27,3399788438.04,13554670893.97 ","year,公司自由现金流 2018,19473038260.910313 2019,27942843696.163544 2020,34282512755.51453 " 986,CN,fundamental,2021至2025年间,三环集团公司自由现金流的最小值是多少?(单位:元)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,-751130012.2975,medium,cash flow,经营活动现金流净额 - 资本支出 + 利息支出 * (1 - 所得税费用 / 利润总额),"year,经营活动产生的现金流量净额,购建固定资产、无形资产和其他长期资产支付的现金,财务费用——利息费用,所得税费用,利润总额 2021,1154322229.5,1910365165.97,5621115.1,290216023.72,2303528059.91 2022,2073873553.34,1124809077.02,8899349.83,160214569.93,1666317752.73 2023,1718967962.8,545884685.5,22488078.18,199696992.92,1782847583.54 2024,2403122345.06,639035150.37,27700138.22,328710112.75,2518943871.33 2025,2877609076.65,580091972.02,20395986.9,391196290.39,3008176444.88 ","year,公司自由现金流 2021,-751130012.2974672 2022,957108163.7150687 2023,1193052462.8777626 2024,1788172597.5198545 2025,2315260709.0782647 " 987,CN,fundamental,中油资本的公司自由现金流在2016到2020年的最大值是?(单位:元)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,47382521739.3466,medium,cash flow,经营活动现金流净额 - 资本支出 + 利息支出 * (1 - 所得税费用 / 利润总额),"year,经营活动产生的现金流量净额,购建固定资产、无形资产和其他长期资产支付的现金,财务费用——利息费用,所得税费用,利润总额 2016,-24720867479.97,1629192762.99,0.0,2308923773.7,14509801940.47 2017,51141968204.84,3791280438.22,38036395.3,2632631230.42,16144627518.43 2018,-27130947462.34,3107504926.05,39561019.38,2893235000.98,17227783577.7 2019,30033523276.48,1204461754.73,164956030.05,3367837224.75,18590050993.45 2020,-33102107033.02,130580400.96,290749862.18,3298148944.26,18415555996.22 ","year,公司自由现金流 2016,-26350060242.960003 2017,47382521739.346596 2018,-30205535248.962894 2019,28964133553.168415 2020,-32994009654.293167 " 988,CN,fundamental,对于申万宏源的公司自由现金流,其2023-2025年的最大值是多少?(单位:元)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,68661712921.06,medium,cash flow,经营活动现金流净额 - 资本支出 + 利息支出 * (1 - 所得税费用 / 利润总额),"year,经营活动产生的现金流量净额,购建固定资产、无形资产和其他长期资产支付的现金,财务费用——利息费用,所得税费用,利润总额 2023,69247276362.39,585563441.33,0.0,616879355.07,6092082309.29 2024,26417679792.44,541594439.94,0.0,1086209720.6,7336724112.22 2025,1523845538.8,417841197.33,0.0,2493700219.16,13021106583.49 ","year,公司自由现金流 2023,68661712921.06 2024,25876085352.5 2025,1106004341.47 " 989,CN,fundamental,计算天孚通信在2018-2020年的公司自由现金流的平均值。(单位:元)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,72912271.4434,medium,cash flow,经营活动现金流净额 - 资本支出 + 利息支出 * (1 - 所得税费用 / 利润总额),"year,经营活动产生的现金流量净额,购建固定资产、无形资产和其他长期资产支付的现金,财务费用——利息费用,所得税费用,利润总额 2018,135533944.7,51849914.36,0.0,19089643.76,155183736.86 2019,176849433.54,148732975.38,0.0,24761979.39,192040376.21 2020,239530592.29,132925924.77,376148.17,38061747.58,321800446.43 ","year,公司自由现金流 2018,83684030.33999999 2019,28116458.159999996 2020,106936325.83034304 " 990,CN,fundamental,康龙化成2019-2021年的股权自由现金流的最小值是?(单位:元)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,-378820843.65,medium,cash flow,经营活动现金流净额 - 资本支出 + 净借款(取得借款收到的现金 + 发行债券收到的现金 - 偿还债务支付的现金),"year,经营活动产生的现金流量净额,购建固定资产、无形资产和其他长期资产支付的现金,取得借款收到的现金,发行债券收到的现金,偿还债务支付的现金 2019,938586321.07,754605945.31,726512441.49,0.0,1289313660.9 2020,1648609957.11,1315838354.81,732502629.76,0.0,760963472.86 2021,2058043830.38,2092821567.79,4621423607.31,0.0,158554796.58 ","year,股权自由现金流 2019,-378820843.65 2020,304310759.1999999 2021,4428091073.320001 " 991,CN,fundamental,2020至2024年间,天赐材料股权自由现金流的最小值是多少?(单位:元)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,-128468644.64,medium,cash flow,经营活动现金流净额 - 资本支出 + 净借款(取得借款收到的现金 + 发行债券收到的现金 - 偿还债务支付的现金),"year,经营活动产生的现金流量净额,购建固定资产、无形资产和其他长期资产支付的现金,取得借款收到的现金,发行债券收到的现金,偿还债务支付的现金 2020,632457691.55,357150206.68,812650000.0,0.0,815500000.0 2021,2046599671.85,1610174220.45,664000000.0,0.0,746500000.0 2022,4163859812.88,3681233288.95,1836377777.77,3396847200.0,946977062.29 2023,2274216054.11,3102491757.55,1905235000.0,0.0,1205427941.2 2024,881535736.54,771505576.74,2487933125.0,0.0,2087837441.18 ","year,股权自由现金流 2020,272457484.86999995 2021,353925451.39999986 2022,4768874439.410001 2023,-128468644.6400001 2024,510125843.6199999 " 992,CN,fundamental,三峡能源的股权自由现金流在2017到2021年的平均值是?(单位:元)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1208761857.296,medium,cash flow,经营活动现金流净额 - 资本支出 + 净借款(取得借款收到的现金 + 发行债券收到的现金 - 偿还债务支付的现金),"year,经营活动产生的现金流量净额,购建固定资产、无形资产和其他长期资产支付的现金,取得借款收到的现金,发行债券收到的现金,偿还债务支付的现金 2017,4689303420.31,6890616884.76,5279815986.61,0.0,4554304036.43 2018,5071519629.59,10620836319.34,4870277645.43,0.0,5585436393.05 2019,6121870403.69,14274716770.88,16451848918.5,0.0,4068543193.16 2020,8976264717.66,25455981078.22,44429613719.55,0.0,23961384828.73 2021,8830607140.22,29909812757.37,56166149135.56,0.0,29521829168.7 ","year,股权自由现金流 2017,-1475801514.2700005 2018,-6264475437.37 2019,4230459358.1500006 2020,3988512530.260002 2021,5565114349.709995 " 993,CN,fundamental,对于浙能电力的股权自由现金流,其2018-2022年的平均值是多少?(单位:元)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,3580037283.52,medium,cash flow,经营活动现金流净额 - 资本支出 + 净借款(取得借款收到的现金 + 发行债券收到的现金 - 偿还债务支付的现金),"year,经营活动产生的现金流量净额,购建固定资产、无形资产和其他长期资产支付的现金,取得借款收到的现金,发行债券收到的现金,偿还债务支付的现金 2018,6774212687.19,2091207205.08,7141000000.0,0.0,8412790000.0 2019,9027910953.58,1752576338.88,9499000000.0,0.0,10341756667.0 2020,10128263993.26,3202337901.65,5939000000.0,0.0,8166259687.23 2021,845659226.63,4711582057.52,16666000000.0,0.0,13651480708.07 2022,224071023.66,5636604447.68,43736533393.84,0.0,34114869847.45 ","year,股权自由现金流 2018,3411215482.1099997 2019,6432577947.7 2020,4698666404.380001 2021,-851403538.96 2022,4209130122.369995 " 994,CN,fundamental,计算润泽科技在2017-2019年的股权自由现金流的最小值。(单位:元)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,-104082367.49,medium,cash flow,经营活动现金流净额 - 资本支出 + 净借款(取得借款收到的现金 + 发行债券收到的现金 - 偿还债务支付的现金),"year,经营活动产生的现金流量净额,购建固定资产、无形资产和其他长期资产支付的现金,取得借款收到的现金,发行债券收到的现金,偿还债务支付的现金 2017,20808239.5,32889746.18,120966325.57,0.0,46000000.0 2018,-55575707.3,23079845.5,238782396.35,0.0,179728721.41 2019,-79186127.7,33970167.91,238960214.48,0.0,229886286.36 ","year,股权自由现金流 2017,62884818.88999999 2018,-19601877.86 2019,-104082367.49000002 " 995,CN,fundamental,康龙化成2016-2020年的经营现金流利润率的最大值是?(单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,32.1141,medium,cash flow,经营活动现金流净额 / 营业收入 * 100%,"year,经营活动产生的现金流量净额,营业收入 2016,235767733.77,1634238680.42 2017,552215324.46,2294118066.74 2018,790745614.99,2908123033.72 2019,938586321.07,3757160086.84 2020,1648609957.11,5133596758.68 ","year,经营现金流利润率 2016,14.426762540549316 2017,24.07091999605374 2018,27.190927131390914 2019,24.981270411062205 2020,32.1141303964417 " 996,CN,fundamental,2017至2021年间,渝农商行经营现金流利润率的最小值是多少?(单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,-311.0049,medium,cash flow,经营活动现金流净额 / 营业收入 * 100%,"year,经营活动产生的现金流量净额,营业收入 2017,-19366966000.0,23987747000.0 2018,-81223277000.0,26116394000.0 2019,23851259000.0,26629808000.0 2020,42370280000.0,28186176000.0 2021,41228845000.0,30841803000.0 ","year,经营现金流利润率 2017,-80.73691122388442 2018,-311.0049457823312 2019,89.56601940201747 2020,150.32291006768708 2021,133.67845258592698 " 997,CN,fundamental,招商轮船的经营现金流利润率在2018到2020年的最小值是?(单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,25.1683,medium,cash flow,经营活动现金流净额 / 营业收入 * 100%,"year,经营活动产生的现金流量净额,营业收入 2018,4122254821.11,10931097409.67 2019,4683665408.22,18609358690.57 2020,8071813721.95,21610397166.45 ","year,经营现金流利润率 2018,37.71126234282133 2019,25.16833323543478 2020,37.3515288024481 " 998,CN,fundamental,对于大全能源的经营现金流利润率,其2017-2021年的最大值是多少?(单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,24.4081,medium,cash flow,经营活动现金流净额 / 营业收入 * 100%,"year,经营活动产生的现金流量净额,营业收入 2017,403412016.33,2201388649.24 2018,-415644463.05,1993708983.68 2019,-757716012.4,2426085064.63 2020,416441078.27,4664256098.09 2021,2643857536.32,10831866667.19 ","year,经营现金流利润率 2017,18.32534279984012 2018,-20.847800077762653 2019,-31.23204637161222 2020,8.928349334002725 2021,24.40814328271148 " 999,CN,fundamental,计算国信证券在2019-2021年的经营现金流利润率的最大值。(单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,203.2356,medium,cash flow,经营活动现金流净额 / 营业收入 * 100%,"year,经营活动产生的现金流量净额,营业收入 2019,28641814015.85,14092914615.73 2020,-3472276551.18,18784071244.98 2021,-6715387830.31,23818037003.89 ","year,经营现金流利润率 2019,203.23556054104696 2020,-18.4852181717952 2021,-28.19454780934815 " 1000,CN,fundamental,南方航空2023-2025年的资本支出占收入比的最大值是?(单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,9.7484,medium,cash flow,资本支出 / 营业收入 * 100%,"year,购建固定资产、无形资产和其他长期资产支付的现金,营业收入 2023,11369000000.0,159929000000.0 2024,16139000000.0,174224000000.0 2025,17767000000.0,182256000000.0 ","year,资本支出占收入比 2023,7.108779520912405 2024,9.263362108549913 2025,9.748375910806777 " 1001,CN,fundamental,2022至2024年间,龙佰集团资本支出占收入比的最大值是多少?(单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,19.4027,medium,cash flow,资本支出 / 营业收入 * 100%,"year,购建固定资产、无形资产和其他长期资产支付的现金,营业收入 2022,4678561480.58,24112968453.5 2023,2940696549.31,26764876739.31 2024,1582633931.01,27513124442.06 ","year,资本支出占收入比 2022,19.402677399932095 2023,10.987147738255608 2024,5.752287183314549 " 1002,CN,fundamental,中国神华的资本支出占收入比在2018到2020年的最小值是?(单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,7.8591,medium,cash flow,资本支出 / 营业收入 * 100%,"year,购建固定资产、无形资产和其他长期资产支付的现金,营业收入 2018,20935000000.0,264101000000.0 2019,19009000000.0,241871000000.0 2020,20673000000.0,233263000000.0 ","year,资本支出占收入比 2018,7.926891605862909 2019,7.859148058262462 2020,8.862528562180886 " 1003,CN,fundamental,对于光大证券的资本支出占收入比,其2021-2025年的最小值是多少?(单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1.8101,medium,cash flow,资本支出 / 营业收入 * 100%,"year,购建固定资产、无形资产和其他长期资产支付的现金,营业收入 2021,302413475.46,16706575061.43 2022,286483788.79,10779684708.58 2023,506041359.94,10031455479.22 2024,372008034.44,9598335237.35 2025,269133305.23,10851821801.07 ","year,资本支出占收入比 2021,1.8101464504126488 2022,2.657626790902109 2023,5.0445457390331505 2024,3.875755797655464 2025,2.4800748681982894 " 1004,CN,fundamental,计算美的集团在2018-2020年的资本支出占收入比的平均值。(单位:%)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1.6801,medium,cash flow,资本支出 / 营业收入 * 100%,"year,购建固定资产、无形资产和其他长期资产支付的现金,营业收入 2018,5611851000.0,259664820000.0 2019,3451856000.0,278216017000.0 2020,4656582000.0,284221249000.0 ","year,资本支出占收入比 2018,2.161190337605225 2019,1.240710738806961 2020,1.6383651878188743 " 1005,CN,fundamental,北新建材2021-2025年的现金流量充裕率的最小值是?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.4768,medium,cash flow,经营活动现金流净额 / (资本支出 + 偿还债务支付的现金 + 分配股利、利润或偿付利息支付的现金),"year,经营活动产生的现金流量净额,购建固定资产、无形资产和其他长期资产支付的现金,偿还债务支付的现金,分配股利、利润或偿付利息支付的现金 2021,3830922519.41,1627934768.69,4501790814.61,1078411480.26 2022,3676817286.44,1452960098.82,5056328607.6,1202749835.27 2023,4734387489.8,1162308399.89,2129869855.69,1202290063.12 2024,5134465515.62,1194038870.99,2172732000.0,1489250056.73 2025,4203945682.37,1192476186.32,3657204635.5,1568186364.73 ","year,现金流量充裕率 2021,0.5314719303517184 2022,0.47676334429136163 2023,1.0533809906061138 2024,1.0573400716439532 2025,0.6550378124340527 " 1006,CN,fundamental,2021至2023年间,中国广核现金流量充裕率的最小值是多少?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.2822,medium,cash flow,经营活动现金流净额 / (资本支出 + 偿还债务支付的现金 + 分配股利、利润或偿付利息支付的现金),"year,经营活动产生的现金流量净额,购建固定资产、无形资产和其他长期资产支付的现金,偿还债务支付的现金,分配股利、利润或偿付利息支付的现金 2021,34911101289.22,14440815872.68,69457523645.45,16822925444.82 2022,31368408488.65,11839683132.7,82498752655.97,16828618943.96 2023,33119894272.61,14246096669.35,62328113168.44,17429516086.28 ","year,现金流量充裕率 2021,0.34661102898242924 2022,0.2821736040780675 2023,0.3523253354804475 " 1007,CN,fundamental,中芯国际的现金流量充裕率在2019到2023年的最小值是?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.2706,medium,cash flow,经营活动现金流净额 / (资本支出 + 偿还债务支付的现金 + 分配股利、利润或偿付利息支付的现金),"year,经营活动产生的现金流量净额,购建固定资产、无形资产和其他长期资产支付的现金,偿还债务支付的现金,分配股利、利润或偿付利息支付的现金 2019,8139992000.0,12722755000.0,15413365000.0,774365000.0 2020,13174290000.0,37168174000.0,10897759000.0,627423000.0 2021,20844994000.0,28361900000.0,9547079000.0,839043000.0 2022,36591209000.0,42205585000.0,8834742000.0,1103979000.0 2023,23047761000.0,53865069000.0,20612581000.0,1672753000.0 ","year,现金流量充裕率 2019,0.28155847264409434 2020,0.2705562130488603 2021,0.5379627894296127 2022,0.7017297152252827 2023,0.3026610509205053 " 1008,CN,fundamental,对于新易盛的现金流量充裕率,其2018-2020年的最小值是多少?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.365,medium,cash flow,经营活动现金流净额 / (资本支出 + 偿还债务支付的现金 + 分配股利、利润或偿付利息支付的现金),"year,经营活动产生的现金流量净额,购建固定资产、无形资产和其他长期资产支付的现金,偿还债务支付的现金,分配股利、利润或偿付利息支付的现金 2018,320626742.05,68778900.37,23336651.33,28781240.85 2019,109475914.46,99134868.22,0.0,28592700.0 2020,154433184.81,290640163.86,89554421.58,42853904.6 ","year,现金流量充裕率 2018,2.6520698794998756 2019,0.8571048207183976 2020,0.36504842457988224 " 1009,CN,fundamental,计算农业银行在2019-2021年的现金流量充裕率的平均值。按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.1316,medium,cash flow,经营活动现金流净额 / (资本支出 + 偿还债务支付的现金 + 分配股利、利润或偿付利息支付的现金),"year,经营活动产生的现金流量净额,购建固定资产、无形资产和其他长期资产支付的现金,偿还债务支付的现金,分配股利、利润或偿付利息支付的现金 2019,358396000000.0,14110000000.0,1141046000000.0,93903000000.0 2020,-60936000000.0,22844000000.0,1468391000000.0,108242000000.0 2021,239615000000.0,26033000000.0,1497042000000.0,119106000000.0 ","year,现金流量充裕率 2019,0.286932803014109 2020,-0.03809745310498369 2021,0.14591266127180866 " 1010,CN,fundamental,中海油服2020-2022年的每股净资产的最大值是?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,8.3779,medium,per share,股东权益合计 / 股本,"year,股东权益合计,股本 2020,38688807570.0,4771592000.0 2021,38216329797.0,4771592000.0 2022,39975967381.0,4771592000.0 ","year,每股净资产 2020,8.108155007804523 2021,8.00913611159546 2022,8.377909800544556 " 1011,CN,fundamental,2017至2021年间,上海莱士每股净资产的平均值是多少?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,2.9163,medium,per share,股东权益合计 / 股本,"year,股东权益合计,股本 2017,12480145305.76,4970238896.0 2018,10892165272.54,4974622099.0 2019,11491100466.74,4974622099.0 2020,25130063610.13,6740787907.0 2021,25904166652.34,6740787907.0 ","year,每股净资产 2017,2.510974938408675 2018,2.1895462722142347 2019,2.3099444014149224 2020,3.72806027378989 2021,3.8428989325475897 " 1012,CN,fundamental,恒生电子的每股净资产在2017到2021年的平均值是?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,5.2031,medium,per share,股东权益合计 / 股本,"year,股东权益合计,股本 2017,3285789521.66,617805180.0 2018,3414402602.56,617805180.0 2019,4893376979.6,803146734.0 2020,5037760811.73,1044090754.0 2021,6215321128.46,1461560480.0 ","year,每股净资产 2017,5.318488138380451 2018,5.526665546183993 2019,6.092755871930123 2020,4.825021955639308 2021,4.252524075130986 " 1013,CN,fundamental,对于华润微的每股净资产,其2018-2022年的复合年均增长率是多少?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,29.4632,medium,per share,股东权益合计 / 股本,"year,股东权益合计,股本 2018,5019796688.24,829723968.05 2019,6390821984.34,829723968.05 2020,11800763568.35,1130152498.83 2021,17500412620.22,1217714998.27 2022,20695877705.58,1217714998.27 ","year,每股净资产 2018,6.049959843919444 2019,7.702347082198406 2020,10.441744437646108 2021,14.371517674564842 2022,16.99566625604719 " 1014,CN,fundamental,计算恒瑞医药在2016-2018年的每股净资产的最大值。按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,5.6284,medium,per share,股东权益合计 / 股本,"year,股东权益合计,股本 2016,12874391843.05,2347459674.0 2017,15943214825.23,2832648038.0 2018,19797738473.68,3685862057.0 ","year,每股净资产 2016,5.484393187088248 2017,5.628378327046503 2018,5.371264080835894 " 1015,CN,fundamental,中金公司2019-2021年的每股资本公积金的平均值是?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,7.5145,medium,per share,资本公积 / 股本,"year,资本公积,股本 2019,26931646975.0,4368667868.0 2020,39533272979.0,4827256868.0 2021,39531886525.0,4827256868.0 ","year,每股资本公积金 2019,6.164727507044259 2020,8.1895938128064 2021,8.189306599169772 " 1016,CN,fundamental,2018至2022年间,福莱特每股资本公积金的复合年均增长率是多少?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,60.0084,medium,per share,资本公积 / 股本,"year,资本公积,股本 2018,622230162.41,450000000.0 2019,839115113.41,487500000.0 2020,2045095156.05,510312197.0 2021,4832768261.83,536723313.5 2022,4864749251.17,536723491.75 ","year,每股资本公积金 2018,1.3827336942444444 2019,1.7212617710974358 2020,4.007537284181354 2021,9.004207829757334 2022,9.063790435757463 " 1017,CN,fundamental,白云山的每股资本公积金在2019到2023年的复合年均增长率是?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.6043,medium,per share,资本公积 / 股本,"year,资本公积,股本 2019,9865084049.39,1625790949.0 2020,9885011185.13,1625790949.0 2021,9956953383.38,1625790949.0 2022,10105714430.9,1625790949.0 2023,10105714430.9,1625790949.0 ","year,每股资本公积金 2019,6.067867492716617 2020,6.080124379588977 2021,6.124374963155241 2022,6.215875686302643 2023,6.215875686302643 " 1018,CN,fundamental,对于大华股份的每股资本公积金,其2016-2020年的最小值是多少?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.2033,medium,per share,资本公积 / 股本,"year,资本公积,股本 2016,589582012.29,2899411405.0 2017,593340751.52,2898756130.0 2018,1501180862.83,2997621930.0 2019,1882855119.53,3003713230.0 2020,1989655334.05,2995579590.0 ","year,每股资本公积金 2016,0.20334541392548602 2017,0.20468805408615037 2018,0.5007905926382117 2019,0.6268425030474697 2020,0.6641971192125795 " 1019,CN,fundamental,计算荣盛石化在2021-2025年的每股资本公积金的平均值。按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1.0344,medium,per share,资本公积 / 股本,"year,资本公积,股本 2021,10820095850.58,10125525000.0 2022,10822594513.39,10125525000.0 2023,10825322259.36,10125525000.0 2024,10819566635.04,10125525000.0 2025,8958186957.39,9989442254.0 ","year,每股资本公积金 2021,1.0685960333493818 2022,1.0688428020660656 2023,1.0691121951069205 2024,1.068543767857963 2025,0.8967654779527794 " 1020,CN,fundamental,山东黄金2021-2023年的每股未分配利润的最大值是?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,3.2122,medium,per share,未分配利润 / 股本,"year,未分配利润,股本 2021,12393180134.99,4473429525.0 2022,12911705824.94,4473429525.0 2023,14369371415.15,4473429525.0 ","year,每股未分配利润 2021,2.7703979834107257 2022,2.8863103247256365 2023,3.212160007181515 " 1021,CN,fundamental,2018至2020年间,长电科技每股未分配利润的最大值是多少?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.9468,medium,per share,未分配利润 / 股本,"year,未分配利润,股本 2018,142622532.75,1602874555.0 2019,231285970.34,1602874555.0 2020,1517677603.83,1602874555.0 ","year,每股未分配利润 2018,0.08897922317445485 2019,0.14429449242832357 2020,0.9468473993150387 " 1022,CN,fundamental,中微公司的每股未分配利润在2018到2020年的平均值是?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,-0.7736,medium,per share,未分配利润 / 股本,"year,未分配利润,股本 2018,-653799774.89,481376013.0 2019,-482123079.33,534862237.0 2020,-32788490.39,534862237.0 ","year,每股未分配利润 2018,-1.3581893514291083 2019,-0.9013967447658863 2020,-0.06130268342350743 " 1023,CN,fundamental,对于公牛集团的每股未分配利润,其2017-2021年的最小值是多少?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1.3087,medium,per share,未分配利润 / 股本,"year,未分配利润,股本 2017,706719301.13,540000000.0 2018,2309635606.18,540000000.0 2019,4398239912.17,540000000.0 2020,4431669986.31,600613800.0 2021,6010878918.97,601180520.0 ","year,每股未分配利润 2017,1.308739446537037 2018,4.277102974407407 2019,8.14488872624074 2020,7.378568368409118 2021,9.99845922980006 " 1024,CN,fundamental,计算金龙鱼在2018-2020年的每股未分配利润的平均值。按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,6.8092,medium,per share,未分配利润 / 股本,"year,未分配利润,股本 2018,30055501000.0,4870217000.0 2019,34105831000.0,4879432000.0 2020,39397115000.0,5421592000.0 ","year,每股未分配利润 2018,6.171285796916236 2019,6.9897133518819405 2020,7.266705978612924 " 1025,CN,fundamental,东方电气2023-2025年的每股经营现金流的最大值是?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,3.2268,medium,per share,经营活动现金流净额 / 股本,"year,经营活动产生的现金流量净额,股本 2023,-3495876222.59,3118533797.0 2024,10059491408.32,3117499457.0 2025,2014320912.85,3458360326.0 ","year,每股经营现金流 2023,-1.1209999474602457 2024,3.2267820883601197 2025,0.5824496937772238 " 1026,CN,fundamental,2022至2024年间,欧派家居每股经营现金流的最大值是多少?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,9.0277,medium,per share,经营活动现金流净额 / 股本,"year,经营活动产生的现金流量净额,股本 2022,2409760167.55,609151954.0 2023,4878065634.96,609152447.0 2024,5499268407.93,609152528.0 ","year,每股经营现金流 2022,3.955926188410454 2023,8.007955412448668 2024,9.027736330645254 " 1027,CN,fundamental,联影医疗的每股经营现金流在2018到2022年的最大值是?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,4.5705,medium,per share,经营活动现金流净额 / 股本,"year,经营活动产生的现金流量净额,股本 2018,211793462.36,689510104.0 2019,257540336.98,689510104.0 2020,3309760143.78,724157988.0 2021,942451627.05,724157988.0 2022,682813362.6,824157988.0 ","year,每股经营现金流 2018,0.3071651323618602 2019,0.3735120565832926 2020,4.5704945586818555 2021,1.3014447712617097 2022,0.8284981430041057 " 1028,CN,fundamental,对于中航机载的每股经营现金流,其2020-2022年的平均值是多少?按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.3131,medium,per share,经营活动现金流净额 / 股本,"year,经营活动产生的现金流量净额,股本 2020,809572495.7,1928214265.0 2021,1549833363.72,1928214265.0 2022,-929976848.11,3270278974.0 ","year,每股经营现金流 2020,0.4198560867404433 2021,0.8037661539237705 2022,-0.28437232893697467 " 1029,CN,fundamental,计算上港集团在2017-2021年的每股经营现金流的复合年均增长率。按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,8.773,medium,per share,经营活动现金流净额 / 股本,"year,经营活动产生的现金流量净额,股本 2017,9610730397.08,23173674650.0 2018,5710153688.29,23173674650.0 2019,6173031012.32,23173674650.0 2020,11186416959.56,23173674650.0 2021,13514651397.77,23278679750.0 ","year,每股经营现金流 2017,0.4147262159426235 2018,0.24640691536980736 2019,0.26638118923966164 2020,0.48272089465793894 2021,0.5805591873297712 " 1030,CN,fundamental,巨化股份2017-2019年的权益乘数的平均值是?(用期初期末平均值)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1.1781,medium,solvency,平均总资产 / 平均股东权益,"year,资产合计,股东权益合计 2016,11860585419.33,10438803305.41 2017,13127066257.4,10996864313.7 2018,15266821930.51,12885074132.09 2019,15620330679.45,13297208441.57 ","year,权益乘数 2017,1.1657043820950737 2018,1.1889272829490682 2019,1.1796967099053928 " 1031,CN,fundamental,2021至2023年间,国轩高科权益乘数的最小值是多少?(用期初期末平均值)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,2.3464,medium,solvency,平均总资产 / 平均股东权益,"year,资产合计,股东权益合计 2020,27834612190.42,11075325487.83 2021,43613293048.19,19374284518.94 2022,72627365266.66,24497774208.65 2023,93592652122.38,26295881035.85 ","year,权益乘数 2021,2.3464308811418166 2022,2.649537352158705 2023,3.272456305594162 " 1032,CN,fundamental,生益科技的权益乘数在2018到2022年的平均值是?(用期初期末平均值)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1.7425,medium,solvency,平均总资产 / 平均股东权益,"year,资产合计,股东权益合计 2017,12840963367.92,6418382981.8 2018,12885924860.59,6841524456.83 2019,15534907870.03,9353617058.83 2020,18357445724.02,10643320545.13 2021,24431164539.25,14866220738.99 2022,25195631347.65,15296164509.03 ","year,权益乘数 2018,1.940201192774546 2019,1.7548986962008506 2020,1.6948771989636198 2021,1.6773571028463157 2022,1.6453206693975815 " 1033,CN,fundamental,对于龙佰集团的权益乘数,其2021-2025年的最大值是多少?(用期初期末平均值)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,2.5586,medium,solvency,平均总资产 / 平均股东权益,"year,资产合计,股东权益合计 2020,34771428954.42,15837588488.5 2021,45331176466.09,20788973993.05 2022,59188957444.86,23267139512.83 2023,63817240694.66,25024696859.38 2024,66200879676.09,25792308371.01 2025,64424518688.7,27352130431.63 ","year,权益乘数 2021,2.187008553173951 2022,2.372432009850349 2023,2.547142692844563 2024,2.558555345425895 2025,2.4579316539570093 " 1034,CN,fundamental,计算格力电器在2019-2023年的权益乘数的平均值。(用期初期末平均值)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,2.8388,medium,solvency,平均总资产 / 平均股东权益,"year,资产合计,股东权益合计 2018,251234157276.81,92714711727.46 2019,282972157415.28,112047656523.08 2020,279217923628.27,116880487088.14 2021,319598183780.38,107925451166.51 2022,355070769579.7,101876048014.19 2023,368053902576.37,120646153416.44 ","year,权益乘数 2019,2.6089086547311955 2020,2.455749093035482 2021,2.6637023561643565 2022,3.215748962684934 2023,3.2496742684864186 " 1035,CN,fundamental,牧原股份2019-2023年的EBIT的最小值是?(单位:元)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,-930730855.06,medium,valuation,利润总额 + 利息支出,"year,利润总额,财务费用——利息费用 2019,6319352276.5,565627830.6 2020,30372513238.14,922578362.49 2021,7610601758.08,2218548918.12 2022,14930032188.22,2889858125.59 2023,-4170088485.57,3239357630.51 ","year,EBIT 2019,6884980107.1 2020,31295091600.63 2021,9829150676.2 2022,17819890313.809998 2023,-930730855.06 " 1036,CN,fundamental,2016至2018年间,伊利股份EBIT的平均值是多少?(单位:元)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,7208400851.6367,medium,valuation,利润总额 + 利息支出,"year,利润总额,财务费用——利息费用 2016,6632072003.91,0.0 2017,7073973345.81,209922255.6 2018,7577632378.18,131602571.41 ","year,EBIT 2016,6632072003.91 2017,7283895601.410001 2018,7709234949.59 " 1037,CN,fundamental,荣盛石化的EBIT在2017到2019年的最大值是?(单位:元)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,3967817551.33,medium,valuation,利润总额 + 利息支出,"year,利润总额,财务费用——利息费用 2017,2345163598.63,910030050.73 2018,2293936063.93,1079978827.13 2019,3144120793.75,823696757.58 ","year,EBIT 2017,3255193649.36 2018,3373914891.06 2019,3967817551.33 " 1038,CN,fundamental,对于生益科技的EBIT,其2021-2025年的最大值是多少?(单位:元)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,4536781243.55,medium,valuation,利润总额 + 利息支出,"year,利润总额,财务费用——利息费用 2021,3310073614.91,139310745.7 2022,1772771571.12,171414524.25 2023,1271189623.81,162230363.78 2024,2067930912.75,118277971.11 2025,4416350481.6,120430761.95 ","year,EBIT 2021,3449384360.6099997 2022,1944186095.37 2023,1433419987.59 2024,2186208883.86 2025,4536781243.55 " 1039,CN,fundamental,计算川投能源在2017-2019年的EBIT的复合年均增长率。(单位:元)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,-4.0804,medium,valuation,利润总额 + 利息支出,"year,利润总额,财务费用——利息费用 2017,3327446308.06,279016451.33 2018,3639430962.38,304322581.44 2019,3020271211.59,297882959.08 ","year,EBIT 2017,3606462759.39 2018,3943753543.82 2019,3318154170.67 " 1040,CN,fundamental,恒立液压2019-2021年的EBITDA的平均值是?(单位:元)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,2760272609.7567,medium,valuation,利润总额 + 利息支出 + 折旧与摊销,"year,利润总额,财务费用——利息费用,固定资产折旧、油气资产折耗、生产性生物资产折旧,无形资产摊销,长期待摊费用摊销 2019,1492824438.85,55925448.16,251329223.47,10503165.98,2103580.57 2020,2609112777.25,44104910.61,294836056.24,12846732.11,2896029.83 2021,3068332803.56,29405587.24,389099751.93,13628666.72,3868656.75 ","year,EBITDA 2019,1812685857.03 2020,2963796506.0400004 2021,3504335466.1999993 " 1041,CN,fundamental,2021至2023年间,北方稀土EBITDA的复合年均增长率是多少?(单位:元)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,-27.7967,medium,valuation,利润总额 + 利息支出 + 折旧与摊销,"year,利润总额,财务费用——利息费用,固定资产折旧、油气资产折耗、生产性生物资产折旧,无形资产摊销,长期待摊费用摊销 2021,6695713432.5,440593228.69,442024337.44,40397923.33,30032852.74 2022,7437423480.2,349885035.27,439070262.76,36877394.58,34160433.9 2023,3132100036.33,250726572.14,520616481.38,23358395.41,60743158.84 ","year,EBITDA 2021,7648761774.699999 2022,8297416606.709999 2023,3987544644.1 " 1042,CN,fundamental,温氏股份的EBITDA在2023到2025年的最大值是?(单位:元)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,16203462683.5,medium,valuation,利润总额 + 利息支出 + 折旧与摊销,"year,利润总额,财务费用——利息费用,固定资产折旧、油气资产折耗、生产性生物资产折旧,无形资产摊销,长期待摊费用摊销 2023,-6370677489.2,1301447487.26,5327517174.03,55092498.19,52062833.71 2024,9654325308.2,1122851211.6,5296978833.85,55332771.74,73974558.11 2025,5597845875.62,792096746.89,5390073757.01,57868198.42,92312014.65 ","year,EBITDA 2023,365442503.9900001 2024,16203462683.500002 2025,11930196592.59 " 1043,CN,fundamental,对于天合光能的EBITDA,其2019-2021年的最小值是多少?(单位:元)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,2197952636.88,medium,valuation,利润总额 + 利息支出 + 折旧与摊销,"year,利润总额,财务费用——利息费用,固定资产折旧、油气资产折耗、生产性生物资产折旧,无形资产摊销,长期待摊费用摊销 2019,869812364.89,443275665.18,803366320.5,53138133.05,28360153.26 2020,1406890731.94,429292425.28,1092537065.73,50653132.04,22705361.56 2021,2273659994.55,535400965.26,1230129576.12,48734037.46,14686084.13 ","year,EBITDA 2019,2197952636.88 2020,3002078716.5499997 2021,4102610657.5200005 " 1044,CN,fundamental,计算首创证券在2018-2022年的EBITDA的复合年均增长率。(单位:元)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,37.2613,medium,valuation,利润总额 + 利息支出 + 折旧与摊销,"year,利润总额,财务费用——利息费用,固定资产折旧、油气资产折耗、生产性生物资产折旧,无形资产摊销,长期待摊费用摊销 2018,212748700.0,0.0,0.0,0.0,0.0 2019,586350268.45,0.0,3891464.3,8099721.34,2422383.38 2020,785487075.92,0.0,3540417.1,8682282.49,2524620.45 2021,1082654564.12,0.0,59712233.22,10268743.95,3016051.37 2022,664027019.62,0.0,67184843.83,13363559.57,10620116.4 ","year,EBITDA 2018,212748700.0 2019,600763837.47 2020,800234395.96 2021,1155651592.6599998 2022,755195539.4200001 " 1045,CN,fundamental,中国石化2021-2023年的NOPAT的最大值是?(单位:元)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,96815917045.077,medium,valuation,EBIT × (1 - 实际税率) = (利润总额 + 利息支出) × (1 - 所得税费用 / 利润总额),"year,利润总额,财务费用——利息费用,所得税费用 2021,108348000000.0,15018000000.0,23318000000.0 2022,94515000000.0,16769000000.0,17901000000.0 2023,86116000000.0,18069000000.0,16070000000.0 ","year,NOPAT 2021,96815917045.07698 2022,90206976416.44183 2023,84743166310.55785 " 1046,CN,fundamental,2018至2022年间,海尔智家NOPAT的复合年均增长率是多少?(单位:元)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,8.7192,medium,valuation,EBIT × (1 - 实际税率) = (利润总额 + 利息支出) × (1 - 所得税费用 / 利润总额),"year,利润总额,财务费用——利息费用,所得税费用 2018,11781495032.66,1465865741.36,1881843052.56 2019,14630608797.96,1747107740.65,2296216280.86 2020,13562278629.27,1327091393.08,2233126505.02 2021,15937513226.9,712462772.83,2705253855.89 2022,17791135761.49,988036369.52,3057822871.71 ","year,NOPAT 2018,11131376871.447588 2019,13807298596.431816 2020,12437728395.684076 2021,13823787802.582588 2022,15551532095.893312 " 1047,CN,fundamental,京东方A的NOPAT在2017到2019年的平均值是?(单位:元)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,4052979112.7152,medium,valuation,EBIT × (1 - 实际税率) = (利润总额 + 利息支出) × (1 - 所得税费用 / 利润总额),"year,利润总额,财务费用——利息费用,所得税费用 2017,9741071539.0,2479336159.0,1880659980.0 2018,4122290167.0,3265732314.0,1242416094.0 2019,503750101.0,2525136209.0,979991504.0 ","year,NOPAT 2017,9861074681.616892 2018,5161348069.11399 2019,-2863485412.585342 " 1048,CN,fundamental,对于北京银行的NOPAT,其2023-2025年的最小值是多少?(单位:元)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,20129000000.0,medium,valuation,EBIT × (1 - 实际税率) = (利润总额 + 利息支出) × (1 - 所得税费用 / 利润总额),"year,利润总额,财务费用——利息费用,所得税费用 2023,28017000000.0,0.0,2285000000.0 2024,28946000000.0,0.0,2553000000.0 2025,20714000000.0,0.0,585000000.0 ","year,NOPAT 2023,25732000000.0 2024,26393000000.0 2025,20129000000.0 " 1049,CN,fundamental,计算恒生电子在2019-2021年的NOPAT的平均值。(单位:元)按中国会计准则,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1428796762.8729,medium,valuation,EBIT × (1 - 实际税率) = (利润总额 + 利息支出) × (1 - 所得税费用 / 利润总额),"year,利润总额,财务费用——利息费用,所得税费用 2019,1527343218.65,4983615.42,111930746.36 2020,1437715190.65,2855157.07,74562836.44 2021,1509722615.63,10507675.01,19593930.63 ","year,NOPAT 2019,1420030865.4163334 2020,1365859437.0223129 2021,1500499986.180068 " 1050,CN,macro,中国2024年的GDP平减指数是?(实际GDP以1978年为基期)写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,730.7987,easy,inflation,GDP平减指数 = 名义GDP / 实际GDP * 100;实际GDP = 1978年GDP × t年GDP指数(1978年=100) / 100,"year,国内生产总值 (亿元),国内生产总值指数 (1978年=100) 1978,3684.8,100.0 2024,1348066.2,5006.1 ", 1051,CN,macro,中国2024年的增量资本产出率是?(名义口径)写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,9.9366,easy,productivity,增量资本产出率 = \Delta K / \Delta Y = 固定资本形成总额 / GDP增量,"year,固定资本形成总额 (亿元),国内生产总值 (亿元) 2023,523590.3,1294271.7 2024,534534.3,1348066.2 ", 1052,CN,macro,中国2025年的劳动生产率是?(单位:元/人;实际GDP以1978年为基期)写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,26703.9241,easy,productivity,实际GDP / 从业人数;实际GDP = 1978年GDP × t年GDP指数(1978年=100) / 100,"year,国内生产总值 (亿元),国内生产总值指数 (1978年=100),就业人员 (万人) 1978,3684.8,100.0,40152 2025,1401879.2,5254.4,72504 ", 1053,CN,macro,中国2023年的全要素生产率增长率是?(单位:%;\Delta K 直接取 6%)写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,2.0926,easy,productivity,全要素生产率增长率 = \Delta TFP * 100% = (\Delta Y - \alpha \Delta K - \beta \Delta L) * 100%;\alpha = 1 - \beta;\beta = 劳动者报酬 / GDP,"year,国内生产总值 (亿元),GDP增长率 (%),就业人员 (万人),非金融交易资金来源劳动者报酬 (亿元) 2022,1234029.4,3.1,73351,651406.4 2023,1294271.7,5.4,74041,688820.6 ", 1054,CN,macro,中国2017年的贸易开放度是?(单位:%)写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,32.8186,easy,external trade,进出口总额 / GDP * 100%,"year,进出口总额 (人民币) (亿元),国内生产总值 (亿元) 2017,278099.2,847382.9 ", 1055,CN,macro,中国2018年的中央政府杠杆率是?(单位:%)写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,15.9835,easy,fiscal,中央财政债务余额 / GDP * 100%,"year,中央财政债务余额 (亿元),国内生产总值 (亿元) 2018,149607.41,936010.1 ", 1056,CN,macro,中国2024年的财政赤字率是?(单位:%)写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,4.8122,easy,fiscal,财政赤字 / GDP * 100%;财政赤字 = 一般公共预算支出 - 一般公共预算收入,"year,一般公共预算支出 (亿元),一般公共预算收入 (亿元),国内生产总值 (亿元) 2024,284605.57,219734.3,1348066.2 ", 1057,CN,macro,中国2025年的赤字依存度是?(单位:%)写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,24.8265,easy,fiscal,(一般公共预算支出 - 一般公共预算收入) / 一般公共预算支出 * 100%,"year,一般公共预算支出 (亿元),一般公共预算收入 (亿元) 2025,287395.0,216045.0 ", 1058,CN,macro,中国2017年的宏观税负是?(单位:%)写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,17.0371,easy,fiscal,税收 / GDP * 100%,"year,税收 (亿元),国内生产总值 (亿元) 2017,144369.87,847382.9 ", 1059,CN,macro,中国2020年的企业贷款实际利率是?(单位:%;LPR用每年8月份公布的1年期LPR)写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,5.65,easy,inflation,名义利率 - 通胀率 = 1年期LPR - PPI同比增速,"year,1年期LPR (%),工业生产者出厂价格指数 (上年=100) 2020,3.85,98.2 ", 1060,CN,macro,中国2022年的(城镇非私营单位)实际工资增长率是?(单位:%)写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,4.7318,easy,labor,名义工资增长率 - 通胀率 = 城镇非私营单位就业人员平均工资同比增速 - CPI同比增速,"year,城镇非私营单位就业人员平均工资 (元),居民消费价格指数 (上年=100) 2021,106837.0,100.9 2022,114029.0,102.0 ", 1061,CN,macro,中国2023年的(城镇私营单位)实际工资增长率是?(单位:%)写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,4.5565,easy,labor,名义工资增长率 - 通胀率 = 城镇私营单位就业人员平均工资同比增速 - CPI同比增速,"year,城镇私营单位就业人员平均工资 (元),居民消费价格指数 (上年=100) 2022,65237.0,102.0 2023,68340.0,100.2 ", 1062,CN,macro,中国2023年的就业弹性是?写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.1742,easy,labor,就业弹性 = 就业增长率 / GDP增长率,"year,就业人员 (万人),GDP增长率 (%) 2022,73351,3.1 2023,74041,5.4 ", 1063,CN,macro,2018年中国的GDP平减指数是?(实际GDP以1978年为基期)写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,682.3888,easy,inflation,GDP平减指数 = 名义GDP / 实际GDP * 100;实际GDP = 1978年GDP × t年GDP指数(1978年=100) / 100,"year,国内生产总值 (亿元),国内生产总值指数 (1978年=100) 1978,3684.8,100.0 2018,936010.1,3722.5 ", 1064,CN,macro,中国的GDP平减指数在2019年是多少?(实际GDP以1978年为基期)写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,691.3657,easy,inflation,GDP平减指数 = 名义GDP / 实际GDP * 100;实际GDP = 1978年GDP × t年GDP指数(1978年=100) / 100,"year,国内生产总值 (亿元),国内生产总值指数 (1978年=100) 1978,3684.8,100.0 2019,1005872.4,3948.4 ", 1065,CN,macro,对于GDP平减指数,中国在2021年的值是?(实际GDP以1978年为基期)写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,726.1246,easy,inflation,GDP平减指数 = 名义GDP / 实际GDP * 100;实际GDP = 1978年GDP × t年GDP指数(1978年=100) / 100,"year,国内生产总值 (亿元),国内生产总值指数 (1978年=100) 1978,3684.8,100.0 2021,1173823.0,4387.1 ", 1066,CN,macro,计算2025年度中国的GDP平减指数。(实际GDP以1978年为基期)写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,724.0583,easy,inflation,GDP平减指数 = 名义GDP / 实际GDP * 100;实际GDP = 1978年GDP × t年GDP指数(1978年=100) / 100,"year,国内生产总值 (亿元),国内生产总值指数 (1978年=100) 1978,3684.8,100.0 2025,1401879.2,5254.4 ", 1067,CN,macro,2021年中国的增量资本产出率是?(名义口径)写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,3.4932,easy,productivity,增量资本产出率 = \Delta K / \Delta Y = 固定资本形成总额 / GDP增量,"year,固定资本形成总额 (亿元),国内生产总值 (亿元) 2020,433086.0,1034867.6 2021,485400.7,1173823.0 ", 1068,CN,macro,中国的增量资本产出率在2018年是多少?(名义口径)写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,4.4759,easy,productivity,增量资本产出率 = \Delta K / \Delta Y = 固定资本形成总额 / GDP增量,"year,固定资本形成总额 (亿元),国内生产总值 (亿元) 2017,350973.2,847382.9 2018,396684.6,936010.1 ", 1069,CN,macro,对于增量资本产出率,中国在2022年的值是?(名义口径)写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,8.4514,easy,productivity,增量资本产出率 = \Delta K / \Delta Y = 固定资本形成总额 / GDP增量,"year,固定资本形成总额 (亿元),国内生产总值 (亿元) 2021,485400.7,1173823.0 2022,508826.5,1234029.4 ", 1070,CN,macro,计算2020年度中国的增量资本产出率。(名义口径)写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,14.9365,easy,productivity,增量资本产出率 = \Delta K / \Delta Y = 固定资本形成总额 / GDP增量,"year,固定资本形成总额 (亿元),国内生产总值 (亿元) 2019,424984.6,1005872.4 2020,433086.0,1034867.6 ", 1071,CN,macro,2020年中国的劳动生产率是?(单位:元/人;实际GDP以1978年为基期)写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,19835.7932,easy,productivity,实际GDP / 从业人数;实际GDP = 1978年GDP × t年GDP指数(1978年=100) / 100,"year,国内生产总值 (亿元),国内生产总值指数 (1978年=100),就业人员 (万人) 1978,3684.8,100.0,40152 2020,1034867.6,4040.8,75064 ", 1072,CN,macro,中国的劳动生产率在2016年是多少?(单位:元/人;实际GDP以1978年为基期)写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,15765.2122,easy,productivity,实际GDP / 从业人数;实际GDP = 1978年GDP × t年GDP指数(1978年=100) / 100,"year,国内生产总值 (亿元),国内生产总值指数 (1978年=100),就业人员 (万人) 1978,3684.8,100.0,40152 2016,761193.0,3262.1,76245 ", 1073,CN,macro,对于劳动生产率,中国在2017年的值是?(单位:元/人;实际GDP以1978年为基期)写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,16893.0673,easy,productivity,实际GDP / 从业人数;实际GDP = 1978年GDP × t年GDP指数(1978年=100) / 100,"year,国内生产总值 (亿元),国内生产总值指数 (1978年=100),就业人员 (万人) 1978,3684.8,100.0,40152 2017,847382.9,3486.9,76058 ", 1074,CN,macro,计算2023年度中国的劳动生产率。(单位:元/人;实际GDP以1978年为基期)写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,23736.8783,easy,productivity,实际GDP / 从业人数;实际GDP = 1978年GDP × t年GDP指数(1978年=100) / 100,"year,国内生产总值 (亿元),国内生产总值指数 (1978年=100),就业人员 (万人) 1978,3684.8,100.0,40152 2023,1294271.7,4769.6,74041 ", 1075,CN,macro,2019年中国的全要素生产率增长率是?(单位:%;\Delta K 直接取 6%)写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,3.4352,easy,productivity,全要素生产率增长率 = \Delta TFP * 100% = (\Delta Y - \alpha \Delta K - \beta \Delta L) * 100%;\alpha = 1 - \beta;\beta = 劳动者报酬 / GDP,"year,国内生产总值 (亿元),GDP增长率 (%),就业人员 (万人),非金融交易资金来源劳动者报酬 (亿元) 2018,936010.1,6.8,75782,476220.2 2019,1005872.4,6.1,75447,520757.3 ", 1076,CN,macro,中国的全要素生产率增长率在2017年是多少?(单位:%;\Delta K 直接取 6%)写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,4.0778,easy,productivity,全要素生产率增长率 = \Delta TFP * 100% = (\Delta Y - \alpha \Delta K - \beta \Delta L) * 100%;\alpha = 1 - \beta;\beta = 劳动者报酬 / GDP,"year,国内生产总值 (亿元),GDP增长率 (%),就业人员 (万人),非金融交易资金来源劳动者报酬 (亿元) 2016,761193.0,6.8,76245,386512.7 2017,847382.9,6.9,76058,431178.4 ", 1077,CN,macro,对于全要素生产率增长率,中国在2022年的值是?(单位:%;\Delta K 直接取 6%)写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1.1872,easy,productivity,全要素生产率增长率 = \Delta TFP * 100% = (\Delta Y - \alpha \Delta K - \beta \Delta L) * 100%;\alpha = 1 - \beta;\beta = 劳动者报酬 / GDP,"year,国内生产总值 (亿元),GDP增长率 (%),就业人员 (万人),非金融交易资金来源劳动者报酬 (亿元) 2021,1173823.0,8.6,74652,602544.8 2022,1234029.4,3.1,73351,651406.4 ", 1078,CN,macro,计算2021年度中国的全要素生产率增长率。(单位:%;\Delta K 直接取 6%)写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,5.9617,easy,productivity,全要素生产率增长率 = \Delta TFP * 100% = (\Delta Y - \alpha \Delta K - \beta \Delta L) * 100%;\alpha = 1 - \beta;\beta = 劳动者报酬 / GDP,"year,国内生产总值 (亿元),GDP增长率 (%),就业人员 (万人),非金融交易资金来源劳动者报酬 (亿元) 2020,1034867.6,2.3,75064,539446.5 2021,1173823.0,8.6,74652,602544.8 ", 1079,CN,macro,2016年中国的贸易开放度是?(单位:%)写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,31.9743,easy,external trade,进出口总额 / GDP * 100%,"year,进出口总额 (人民币) (亿元),国内生产总值 (亿元) 2016,243386.5,761193.0 ", 1080,CN,macro,中国的贸易开放度在2018年是多少?(单位:%)写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,32.5862,easy,external trade,进出口总额 / GDP * 100%,"year,进出口总额 (人民币) (亿元),国内生产总值 (亿元) 2018,305010.1,936010.1 ", 1081,CN,macro,对于贸易开放度,中国在2021年的值是?(单位:%)写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,33.0026,easy,external trade,进出口总额 / GDP * 100%,"year,进出口总额 (人民币) (亿元),国内生产总值 (亿元) 2021,387391.8,1173823.0 ", 1082,CN,macro,计算2023年度中国的贸易开放度。(单位:%)写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,32.2583,easy,external trade,进出口总额 / GDP * 100%,"year,进出口总额 (人民币) (亿元),国内生产总值 (亿元) 2023,417510.1,1294271.7 ", 1083,CN,macro,2017年中国的中央政府杠杆率是?(单位:%)写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,15.9043,easy,fiscal,中央财政债务余额 / GDP * 100%,"year,中央财政债务余额 (亿元),国内生产总值 (亿元) 2017,134770.15,847382.9 ", 1084,CN,macro,中国的中央政府杠杆率在2023年是多少?(单位:%)写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,23.2042,easy,fiscal,中央财政债务余额 / GDP * 100%,"year,中央财政债务余额 (亿元),国内生产总值 (亿元) 2023,300325.5,1294271.7 ", 1085,CN,macro,对于中央政府杠杆率,中国在2020年的值是?(单位:%)写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,20.1867,easy,fiscal,中央财政债务余额 / GDP * 100%,"year,中央财政债务余额 (亿元),国内生产总值 (亿元) 2020,208905.87,1034867.6 ", 1086,CN,macro,计算2024年度中国的中央政府杠杆率。(单位:%)写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,25.6459,easy,fiscal,中央财政债务余额 / GDP * 100%,"year,中央财政债务余额 (亿元),国内生产总值 (亿元) 2024,345723.62,1348066.2 ", 1087,CN,macro,2022年中国的财政赤字率是?(单位:%)写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,4.6111,easy,fiscal,财政赤字 / GDP * 100%;财政赤字 = 一般公共预算支出 - 一般公共预算收入,"year,一般公共预算支出 (亿元),一般公共预算收入 (亿元),国内生产总值 (亿元) 2022,260552.12,203649.29,1234029.4 ", 1088,CN,macro,中国的财政赤字率在2021年是多少?(单位:%)写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,3.6733,easy,fiscal,财政赤字 / GDP * 100%;财政赤字 = 一般公共预算支出 - 一般公共预算收入,"year,一般公共预算支出 (亿元),一般公共预算收入 (亿元),国内生产总值 (亿元) 2021,245673.0,202554.64,1173823.0 ", 1089,CN,macro,对于财政赤字率,中国在2018年的值是?(单位:%)写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,4.0111,easy,fiscal,财政赤字 / GDP * 100%;财政赤字 = 一般公共预算支出 - 一般公共预算收入,"year,一般公共预算支出 (亿元),一般公共预算收入 (亿元),国内生产总值 (亿元) 2018,220904.13,183359.84,936010.1 ", 1090,CN,macro,计算2023年度中国的财政赤字率。(单位:%)写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,4.468,easy,fiscal,财政赤字 / GDP * 100%;财政赤字 = 一般公共预算支出 - 一般公共预算收入,"year,一般公共预算支出 (亿元),一般公共预算收入 (亿元),国内生产总值 (亿元) 2023,274622.94,216795.43,1294271.7 ", 1091,CN,macro,2023年中国的赤字依存度是?(单位:%)写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,21.0571,easy,fiscal,(一般公共预算支出 - 一般公共预算收入) / 一般公共预算支出 * 100%,"year,一般公共预算支出 (亿元),一般公共预算收入 (亿元) 2023,274622.94,216795.43 ", 1092,CN,macro,中国的赤字依存度在2019年是多少?(单位:%)写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,20.2916,easy,fiscal,(一般公共预算支出 - 一般公共预算收入) / 一般公共预算支出 * 100%,"year,一般公共预算支出 (亿元),一般公共预算收入 (亿元) 2019,238858.37,190390.08 ", 1093,CN,macro,对于赤字依存度,中国在2016年的值是?(单位:%)写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,14.9931,easy,fiscal,(一般公共预算支出 - 一般公共预算收入) / 一般公共预算支出 * 100%,"year,一般公共预算支出 (亿元),一般公共预算收入 (亿元) 2016,187755.21,159604.97 ", 1094,CN,macro,计算2022年度中国的赤字依存度。(单位:%)写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,21.8393,easy,fiscal,(一般公共预算支出 - 一般公共预算收入) / 一般公共预算支出 * 100%,"year,一般公共预算支出 (亿元),一般公共预算收入 (亿元) 2022,260552.12,203649.29 ", 1095,CN,macro,2022年中国的宏观税负是?(单位:%)写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,13.5021,easy,fiscal,税收 / GDP * 100%,"year,税收 (亿元),国内生产总值 (亿元) 2022,166620.1,1234029.4 ", 1096,CN,macro,中国的宏观税负在2024年是多少?(单位:%)写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,12.9821,easy,fiscal,税收 / GDP * 100%,"year,税收 (亿元),国内生产总值 (亿元) 2024,175006.88,1348066.2 ", 1097,CN,macro,对于宏观税负,中国在2023年的值是?(单位:%)写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,13.9952,easy,fiscal,税收 / GDP * 100%,"year,税收 (亿元),国内生产总值 (亿元) 2023,181136.25,1294271.7 ", 1098,CN,macro,计算2020年度中国的宏观税负。(单位:%)写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,14.9113,easy,fiscal,税收 / GDP * 100%,"year,税收 (亿元),国内生产总值 (亿元) 2020,154312.29,1034867.6 ", 1099,CN,macro,2019年中国的企业贷款实际利率是?(单位:%;LPR用每年8月份公布的1年期LPR)写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,4.55,easy,inflation,名义利率 - 通胀率 = 1年期LPR - PPI同比增速,"year,1年期LPR (%),工业生产者出厂价格指数 (上年=100) 2019,4.25,99.7 ", 1100,CN,macro,中国的企业贷款实际利率在2023年是多少?(单位:%;LPR用每年8月份公布的1年期LPR)写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,6.45,easy,inflation,名义利率 - 通胀率 = 1年期LPR - PPI同比增速,"year,1年期LPR (%),工业生产者出厂价格指数 (上年=100) 2023,3.45,97.0 ", 1101,CN,macro,对于企业贷款实际利率,中国在2022年的值是?(单位:%;LPR用每年8月份公布的1年期LPR)写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,-0.45,easy,inflation,名义利率 - 通胀率 = 1年期LPR - PPI同比增速,"year,1年期LPR (%),工业生产者出厂价格指数 (上年=100) 2022,3.65,104.1 ", 1102,CN,macro,计算2021年度中国的企业贷款实际利率。(单位:%;LPR用每年8月份公布的1年期LPR)写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,-4.25,easy,inflation,名义利率 - 通胀率 = 1年期LPR - PPI同比增速,"year,1年期LPR (%),工业生产者出厂价格指数 (上年=100) 2021,3.85,108.1 ", 1103,CN,macro,2019年中国的(城镇非私营单位)实际工资增长率是?(单位:%)写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,6.914,easy,labor,名义工资增长率 - 通胀率 = 城镇非私营单位就业人员平均工资同比增速 - CPI同比增速,"year,城镇非私营单位就业人员平均工资 (元),居民消费价格指数 (上年=100) 2018,82413.0,102.1 2019,90501.0,102.9 ", 1104,CN,macro,中国的(城镇非私营单位)实际工资增长率在2021年是多少?(单位:%)写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,8.8126,easy,labor,名义工资增长率 - 通胀率 = 城镇非私营单位就业人员平均工资同比增速 - CPI同比增速,"year,城镇非私营单位就业人员平均工资 (元),居民消费价格指数 (上年=100) 2020,97379.0,102.5 2021,106837.0,100.9 ", 1105,CN,macro,对于(城镇非私营单位)实际工资增长率,中国在2024年的值是?(单位:%)写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,2.6269,easy,labor,名义工资增长率 - 通胀率 = 城镇非私营单位就业人员平均工资同比增速 - CPI同比增速,"year,城镇非私营单位就业人员平均工资 (元),居民消费价格指数 (上年=100) 2023,120698.0,100.2 2024,124110.0,100.2 ", 1106,CN,macro,计算2018年度中国的(城镇非私营单位)实际工资增长率。(单位:%)写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,8.7924,easy,labor,名义工资增长率 - 通胀率 = 城镇非私营单位就业人员平均工资同比增速 - CPI同比增速,"year,城镇非私营单位就业人员平均工资 (元),居民消费价格指数 (上年=100) 2017,74318.0,101.6 2018,82413.0,102.1 ", 1107,CN,macro,2024年中国的(城镇私营单位)实际工资增长率是?(单位:%)写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1.4623,easy,labor,名义工资增长率 - 通胀率 = 城镇私营单位就业人员平均工资同比增速 - CPI同比增速,"year,城镇私营单位就业人员平均工资 (元),居民消费价格指数 (上年=100) 2023,68340.0,100.2 2024,69476.0,100.2 ", 1108,CN,macro,中国的(城镇私营单位)实际工资增长率在2021年是多少?(单位:%)写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,8.0334,easy,labor,名义工资增长率 - 通胀率 = 城镇私营单位就业人员平均工资同比增速 - CPI同比增速,"year,城镇私营单位就业人员平均工资 (元),居民消费价格指数 (上年=100) 2020,57727.0,102.5 2021,62884.0,100.9 ", 1109,CN,macro,对于(城镇私营单位)实际工资增长率,中国在2017年的值是?(单位:%)写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,5.2359,easy,labor,名义工资增长率 - 通胀率 = 城镇私营单位就业人员平均工资同比增速 - CPI同比增速,"year,城镇私营单位就业人员平均工资 (元),居民消费价格指数 (上年=100) 2016,42833.0,102.0 2017,45761.0,101.6 ", 1110,CN,macro,计算2020年度中国的(城镇私营单位)实际工资增长率。(单位:%)写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,5.1916,easy,labor,名义工资增长率 - 通胀率 = 城镇私营单位就业人员平均工资同比增速 - CPI同比增速,"year,城镇私营单位就业人员平均工资 (元),居民消费价格指数 (上年=100) 2019,53604.0,102.9 2020,57727.0,102.5 ", 1111,CN,macro,2018年中国的就业弹性是?写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,-0.0534,easy,labor,就业弹性 = 就业增长率 / GDP增长率,"year,就业人员 (万人),GDP增长率 (%) 2017,76058,6.9 2018,75782,6.8 ", 1112,CN,macro,中国的就业弹性在2019年是多少?写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,-0.0725,easy,labor,就业弹性 = 就业增长率 / GDP增长率,"year,就业人员 (万人),GDP增长率 (%) 2018,75782,6.8 2019,75447,6.1 ", 1113,CN,macro,对于就业弹性,中国在2020年的值是?写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,-0.2207,easy,labor,就业弹性 = 就业增长率 / GDP增长率,"year,就业人员 (万人),GDP增长率 (%) 2019,75447,6.1 2020,75064,2.3 ", 1114,CN,macro,计算2022年度中国的就业弹性。写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,-0.5622,easy,labor,就业弹性 = 就业增长率 / GDP增长率,"year,就业人员 (万人),GDP增长率 (%) 2021,74652,8.6 2022,73351,3.1 ", 1115,CN,macro,中国在2018至2020年间的GDP平减指数,最大值比平均值高出多少?(实际GDP以1978年为基期)写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,5.4351,hard,inflation,GDP平减指数 = 名义GDP / 实际GDP * 100;实际GDP = 1978年GDP × t年GDP指数(1978年=100) / 100,"year,国内生产总值 (亿元),国内生产总值指数 (1978年=100) 1978,3684.8,100.0 2018,936010.1,3722.5 2019,1005872.4,3948.4 2020,1034867.6,4040.8 ","year,GDP平减指数 2018,682.3888279573436 2019,691.3656973921468 2020,695.0299412342349 " 1116,CN,macro,2023至2025年,中国的GDP平减指数的最大值与平均值之差是多少?(实际GDP以1978年为基期)写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,5.9988,hard,inflation,GDP平减指数 = 名义GDP / 实际GDP * 100;实际GDP = 1978年GDP × t年GDP指数(1978年=100) / 100,"year,国内生产总值 (亿元),国内生产总值指数 (1978年=100) 1978,3684.8,100.0 2023,1294271.7,4769.6 2024,1348066.2,5006.1 2025,1401879.2,5254.4 ","year,GDP平减指数 2023,736.4267846200054 2024,730.7987208276332 2025,724.0583067523534 " 1117,CN,macro,中国在2016到2020年间,GDP平减指数的最大值与平均值相差多少?(实际GDP以1978年为基期)写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,22.7171,hard,inflation,GDP平减指数 = 名义GDP / 实际GDP * 100;实际GDP = 1978年GDP × t年GDP指数(1978年=100) / 100,"year,国内生产总值 (亿元),国内生产总值指数 (1978年=100) 1978,3684.8,100.0 2016,761193.0,3262.1 2017,847382.9,3486.9 2018,936010.1,3722.5 2019,1005872.4,3948.4 2020,1034867.6,4040.8 ","year,GDP平减指数 2016,633.2622431415804 2017,659.517437432558 2018,682.3888279573436 2019,691.3656973921468 2020,695.0299412342349 " 1118,CN,macro,在2020-2024年间,对于中国的GDP平减指数,最大值领先平均值多少?(实际GDP以1978年为基期)写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,14.4599,hard,inflation,GDP平减指数 = 名义GDP / 实际GDP * 100;实际GDP = 1978年GDP × t年GDP指数(1978年=100) / 100,"year,国内生产总值 (亿元),国内生产总值指数 (1978年=100) 1978,3684.8,100.0 2020,1034867.6,4040.8 2021,1173823.0,4387.1 2022,1234029.4,4524.6 2023,1294271.7,4769.6 2024,1348066.2,5006.1 ","year,GDP平减指数 2020,695.0299412342349 2021,726.124616943056 2022,740.1698571857929 2023,736.4267846200054 2024,730.7987208276332 " 1119,CN,macro,对于中国在2017-2019年的GDP平减指数,计算最大值与平均值的差。(实际GDP以1978年为基期)写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,13.6084,hard,inflation,GDP平减指数 = 名义GDP / 实际GDP * 100;实际GDP = 1978年GDP × t年GDP指数(1978年=100) / 100,"year,国内生产总值 (亿元),国内生产总值指数 (1978年=100) 1978,3684.8,100.0 2017,847382.9,3486.9 2018,936010.1,3722.5 2019,1005872.4,3948.4 ","year,GDP平减指数 2017,659.517437432558 2018,682.3888279573436 2019,691.3656973921468 " 1120,CN,macro,中国在2021至2023年间的增量资本产出率,最大值比平均值高出多少?(名义口径)写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1.8127,hard,productivity,增量资本产出率 = \Delta K / \Delta Y = 固定资本形成总额 / GDP增量,"year,固定资本形成总额 (亿元),国内生产总值 (亿元) 2020,433086.0,1034867.6 2021,485400.7,1173823.0 2022,508826.5,1234029.4 2023,523590.3,1294271.7 ","year,增量资本产出率 2021,3.4932122105366177 2022,8.451368957453042 2023,8.691406204610375 " 1121,CN,macro,2020至2022年,中国的增量资本产出率的最大值与平均值之差是多少?(名义口径)写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,5.9761,hard,productivity,增量资本产出率 = \Delta K / \Delta Y = 固定资本形成总额 / GDP增量,"year,固定资本形成总额 (亿元),国内生产总值 (亿元) 2019,424984.6,1005872.4 2020,433086.0,1034867.6 2021,485400.7,1173823.0 2022,508826.5,1234029.4 ","year,增量资本产出率 2020,14.936472243681736 2021,3.4932122105366177 2022,8.451368957453042 " 1122,CN,macro,中国在2018到2022年间,增量资本产出率的最大值与平均值相差多少?(名义口径)写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,7.4485,hard,productivity,增量资本产出率 = \Delta K / \Delta Y = 固定资本形成总额 / GDP增量,"year,固定资本形成总额 (亿元),国内生产总值 (亿元) 2017,350973.2,847382.9 2018,396684.6,936010.1 2019,424984.6,1005872.4 2020,433086.0,1034867.6 2021,485400.7,1173823.0 2022,508826.5,1234029.4 ","year,增量资本产出率 2018,4.475878737001735 2019,6.0831750457686 2020,14.936472243681736 2021,3.4932122105366177 2022,8.451368957453042 " 1123,CN,macro,在2019-2023年间,对于中国的增量资本产出率,最大值领先平均值多少?(名义口径)写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,6.6053,hard,productivity,增量资本产出率 = \Delta K / \Delta Y = 固定资本形成总额 / GDP增量,"year,固定资本形成总额 (亿元),国内生产总值 (亿元) 2018,396684.6,936010.1 2019,424984.6,1005872.4 2020,433086.0,1034867.6 2021,485400.7,1173823.0 2022,508826.5,1234029.4 2023,523590.3,1294271.7 ","year,增量资本产出率 2019,6.0831750457686 2020,14.936472243681736 2021,3.4932122105366177 2022,8.451368957453042 2023,8.691406204610375 " 1124,CN,macro,对于中国在2017-2021年的增量资本产出率,计算最大值与平均值的差。(名义口径)写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,8.3243,hard,productivity,增量资本产出率 = \Delta K / \Delta Y = 固定资本形成总额 / GDP增量,"year,固定资本形成总额 (亿元),国内生产总值 (亿元) 2016,312702.5,761193.0 2017,350973.2,847382.9 2018,396684.6,936010.1 2019,424984.6,1005872.4 2020,433086.0,1034867.6 2021,485400.7,1173823.0 ","year,增量资本产出率 2017,4.072091973653524 2018,4.475878737001735 2019,6.0831750457686 2020,14.936472243681736 2021,3.4932122105366177 " 1125,CN,macro,中国在2020至2022年间的劳动生产率,最大值比平均值高出多少?(单位:元/人;实际GDP以1978年为基期)写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1322.8084,hard,productivity,实际GDP / 从业人数;实际GDP = 1978年GDP × t年GDP指数(1978年=100) / 100,"year,国内生产总值 (亿元),国内生产总值指数 (1978年=100),就业人员 (万人) 1978,3684.8,100.0,40152 2020,1034867.6,4040.8,75064 2021,1173823.0,4387.1,74652 2022,1234029.4,4524.6,73351 ","year,劳动生产率 2020,19835.793243099222 2021,21654.59208058726 2022,22729.40529781462 " 1126,CN,macro,2019至2021年,中国的劳动生产率的最大值与平均值之差是多少?(单位:元/人;实际GDP以1978年为基期)写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1396.5234,hard,productivity,实际GDP / 从业人数;实际GDP = 1978年GDP × t年GDP指数(1978年=100) / 100,"year,国内生产总值 (亿元),国内生产总值指数 (1978年=100),就业人员 (万人) 1978,3684.8,100.0,40152 2019,1005872.4,3948.4,75447 2020,1034867.6,4040.8,75064 2021,1173823.0,4387.1,74652 ","year,劳动生产率 2019,19283.820854374593 2020,19835.793243099222 2021,21654.59208058726 " 1127,CN,macro,中国在2020到2024年间,劳动生产率的最大值与平均值相差多少?(单位:元/人;实际GDP以1978年为基期)写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,2503.1417,hard,productivity,实际GDP / 从业人数;实际GDP = 1978年GDP × t年GDP指数(1978年=100) / 100,"year,国内生产总值 (亿元),国内生产总值指数 (1978年=100),就业人员 (万人) 1978,3684.8,100.0,40152 2020,1034867.6,4040.8,75064 2021,1173823.0,4387.1,74652 2022,1234029.4,4524.6,73351 2023,1294271.7,4769.6,74041 2024,1348066.2,5006.1,73439 ","year,劳动生产率 2020,19835.793243099222 2021,21654.59208058726 2022,22729.40529781462 2023,23736.878324171746 2024,25118.09430956304 " 1128,CN,macro,在2017-2019年间,对于中国的劳动生产率,最大值领先平均值多少?(单位:元/人;实际GDP以1978年为基期)写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1191.4694,hard,productivity,实际GDP / 从业人数;实际GDP = 1978年GDP × t年GDP指数(1978年=100) / 100,"year,国内生产总值 (亿元),国内生产总值指数 (1978年=100),就业人员 (万人) 1978,3684.8,100.0,40152 2017,847382.9,3486.9,76058 2018,936010.1,3722.5,75782 2019,1005872.4,3948.4,75447 ","year,劳动生产率 2017,16893.067290751795 2018,18100.166266395714 2019,19283.820854374593 " 1129,CN,macro,对于中国在2017-2021年的劳动生产率,计算最大值与平均值的差。(单位:元/人;实际GDP以1978年为基期)写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,2501.1041,hard,productivity,实际GDP / 从业人数;实际GDP = 1978年GDP × t年GDP指数(1978年=100) / 100,"year,国内生产总值 (亿元),国内生产总值指数 (1978年=100),就业人员 (万人) 1978,3684.8,100.0,40152 2017,847382.9,3486.9,76058 2018,936010.1,3722.5,75782 2019,1005872.4,3948.4,75447 2020,1034867.6,4040.8,75064 2021,1173823.0,4387.1,74652 ","year,劳动生产率 2017,16893.067290751795 2018,18100.166266395714 2019,19283.820854374593 2020,19835.793243099222 2021,21654.59208058726 " 1130,CN,macro,中国在2021至2023年间的全要素生产率增长率,最大值比平均值高出多少?(单位:%;\Delta K 直接取 6%)写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,2.8812,hard,productivity,全要素生产率增长率 = \Delta TFP * 100% = (\Delta Y - \alpha \Delta K - \beta \Delta L) * 100%;\alpha = 1 - \beta;\beta = 劳动者报酬 / GDP,"year,国内生产总值 (亿元),GDP增长率 (%),就业人员 (万人),非金融交易资金来源劳动者报酬 (亿元) 2020,1034867.6,2.3,75064,539446.5 2021,1173823.0,8.6,74652,602544.8 2022,1234029.4,3.1,73351,651406.4 2023,1294271.7,5.4,74041,688820.6 ","year,全要素生产率增长率 2021,5.961652082731456 2022,1.1871626594802862 2023,2.0926047562207852 " 1131,CN,macro,2018至2022年,中国的全要素生产率增长率的最大值与平均值之差是多少?(单位:%;\Delta K 直接取 6%)写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,3.099,hard,productivity,全要素生产率增长率 = \Delta TFP * 100% = (\Delta Y - \alpha \Delta K - \beta \Delta L) * 100%;\alpha = 1 - \beta;\beta = 劳动者报酬 / GDP,"year,国内生产总值 (亿元),GDP增长率 (%),就业人员 (万人),非金融交易资金来源劳动者报酬 (亿元) 2017,847382.9,6.9,76058,431178.4 2018,936010.1,6.8,75782,476220.2 2019,1005872.4,6.1,75447,520757.3 2020,1034867.6,2.3,75064,539446.5 2021,1173823.0,8.6,74652,602544.8 2022,1234029.4,3.1,73351,651406.4 ","year,全要素生产率增长率 2018,4.037286053856434 2019,3.435163048591045 2020,-0.30775520613602786 2021,5.961652082731456 2022,1.1871626594802862 " 1132,CN,macro,中国在2019到2023年间,全要素生产率增长率的最大值与平均值相差多少?(单位:%;\Delta K 直接取 6%)写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,3.4879,hard,productivity,全要素生产率增长率 = \Delta TFP * 100% = (\Delta Y - \alpha \Delta K - \beta \Delta L) * 100%;\alpha = 1 - \beta;\beta = 劳动者报酬 / GDP,"year,国内生产总值 (亿元),GDP增长率 (%),就业人员 (万人),非金融交易资金来源劳动者报酬 (亿元) 2018,936010.1,6.8,75782,476220.2 2019,1005872.4,6.1,75447,520757.3 2020,1034867.6,2.3,75064,539446.5 2021,1173823.0,8.6,74652,602544.8 2022,1234029.4,3.1,73351,651406.4 2023,1294271.7,5.4,74041,688820.6 ","year,全要素生产率增长率 2019,3.435163048591045 2020,-0.30775520613602786 2021,5.961652082731456 2022,1.1871626594802862 2023,2.0926047562207852 " 1133,CN,macro,在2020-2022年间,对于中国的全要素生产率增长率,最大值领先平均值多少?(单位:%;\Delta K 直接取 6%)写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,3.6813,hard,productivity,全要素生产率增长率 = \Delta TFP * 100% = (\Delta Y - \alpha \Delta K - \beta \Delta L) * 100%;\alpha = 1 - \beta;\beta = 劳动者报酬 / GDP,"year,国内生产总值 (亿元),GDP增长率 (%),就业人员 (万人),非金融交易资金来源劳动者报酬 (亿元) 2019,1005872.4,6.1,75447,520757.3 2020,1034867.6,2.3,75064,539446.5 2021,1173823.0,8.6,74652,602544.8 2022,1234029.4,3.1,73351,651406.4 ","year,全要素生产率增长率 2020,-0.30775520613602786 2021,5.961652082731456 2022,1.1871626594802862 " 1134,CN,macro,对于中国在2017-2021年的全要素生产率增长率,计算最大值与平均值的差。(单位:%;\Delta K 直接取 6%)写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,2.5208,hard,productivity,全要素生产率增长率 = \Delta TFP * 100% = (\Delta Y - \alpha \Delta K - \beta \Delta L) * 100%;\alpha = 1 - \beta;\beta = 劳动者报酬 / GDP,"year,国内生产总值 (亿元),GDP增长率 (%),就业人员 (万人),非金融交易资金来源劳动者报酬 (亿元) 2016,761193.0,6.8,76245,386512.7 2017,847382.9,6.9,76058,431178.4 2018,936010.1,6.8,75782,476220.2 2019,1005872.4,6.1,75447,520757.3 2020,1034867.6,2.3,75064,539446.5 2021,1173823.0,8.6,74652,602544.8 ","year,全要素生产率增长率 2017,4.077810255565872 2018,4.037286053856434 2019,3.435163048591045 2020,-0.30775520613602786 2021,5.961652082731456 " 1135,CN,macro,中国在2020至2024年间的贸易开放度,最大值比平均值高出多少?(单位:%)写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1.2347,hard,external trade,进出口总额 / GDP * 100%,"year,进出口总额 (人民币) (亿元),国内生产总值 (亿元) 2020,322215.2,1034867.6 2021,387391.8,1173823.0 2022,416727.8,1234029.4 2023,417510.1,1294271.7 2024,438233.92,1348066.2 ","year,贸易开放度 2020,31.135886368459115 2021,33.00257364185231 2022,33.76968166236558 2023,32.25830403307126 2024,32.50833824036238 " 1136,CN,macro,2023至2025年,中国的贸易开放度的最大值与平均值之差是多少?(单位:%)写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.1081,hard,external trade,进出口总额 / GDP * 100%,"year,进出口总额 (人民币) (亿元),国内生产总值 (亿元) 2023,417510.1,1294271.7 2024,438233.92,1348066.2 2025,454685.0,1401879.2 ","year,贸易开放度 2023,32.25830403307126 2024,32.50833824036238 2025,32.43396435299133 " 1137,CN,macro,中国在2019到2023年间,贸易开放度的最大值与平均值相差多少?(单位:%)写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1.4607,hard,external trade,进出口总额 / GDP * 100%,"year,进出口总额 (人民币) (亿元),国内生产总值 (亿元) 2019,315627.3,1005872.4 2020,322215.2,1034867.6 2021,387391.8,1173823.0 2022,416727.8,1234029.4 2023,417510.1,1294271.7 ","year,贸易开放度 2019,31.37846311321396 2020,31.135886368459115 2021,33.00257364185231 2022,33.76968166236558 2023,32.25830403307126 " 1138,CN,macro,在2021-2023年间,对于中国的贸易开放度,最大值领先平均值多少?(单位:%)写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.7595,hard,external trade,进出口总额 / GDP * 100%,"year,进出口总额 (人民币) (亿元),国内生产总值 (亿元) 2021,387391.8,1173823.0 2022,416727.8,1234029.4 2023,417510.1,1294271.7 ","year,贸易开放度 2021,33.00257364185231 2022,33.76968166236558 2023,32.25830403307126 " 1139,CN,macro,对于中国在2019-2021年的贸易开放度,计算最大值与平均值的差。(单位:%)写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1.1636,hard,external trade,进出口总额 / GDP * 100%,"year,进出口总额 (人民币) (亿元),国内生产总值 (亿元) 2019,315627.3,1005872.4 2020,322215.2,1034867.6 2021,387391.8,1173823.0 ","year,贸易开放度 2019,31.37846311321396 2020,31.135886368459115 2021,33.00257364185231 " 1140,CN,macro,中国在2020至2024年间的中央政府杠杆率,最大值比平均值高出多少?(单位:%)写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,3.6811,hard,fiscal,中央财政债务余额 / GDP * 100%,"year,中央财政债务余额 (亿元),国内生产总值 (亿元) 2020,208905.87,1034867.6 2021,232697.29,1173823.0 2022,258692.76,1234029.4 2023,300325.5,1294271.7 2024,345723.62,1348066.2 ","year,中央政府杠杆率 2020,20.18672436937827 2021,19.823882305935392 2022,20.963257439409468 2023,23.204208204506056 2024,25.6458933544955 " 1141,CN,macro,2020至2022年,中国的中央政府杠杆率的最大值与平均值之差是多少?(单位:%)写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.6386,hard,fiscal,中央财政债务余额 / GDP * 100%,"year,中央财政债务余额 (亿元),国内生产总值 (亿元) 2020,208905.87,1034867.6 2021,232697.29,1173823.0 2022,258692.76,1234029.4 ","year,中央政府杠杆率 2020,20.18672436937827 2021,19.823882305935392 2022,20.963257439409468 " 1142,CN,macro,中国在2016到2020年间,中央政府杠杆率的最大值与平均值相差多少?(单位:%)写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,3.276,hard,fiscal,中央财政债务余额 / GDP * 100%,"year,中央财政债务余额 (亿元),国内生产总值 (亿元) 2016,120066.75,761193.0 2017,134770.15,847382.9 2018,149607.41,936010.1 2019,168038.04,1005872.4 2020,208905.87,1034867.6 ","year,中央政府杠杆率 2016,15.773496340612697 2017,15.904280107611326 2018,15.983525177773188 2019,16.705701438870378 2020,20.18672436937827 " 1143,CN,macro,在2018-2020年间,对于中国的中央政府杠杆率,最大值领先平均值多少?(单位:%)写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,2.5614,hard,fiscal,中央财政债务余额 / GDP * 100%,"year,中央财政债务余额 (亿元),国内生产总值 (亿元) 2018,149607.41,936010.1 2019,168038.04,1005872.4 2020,208905.87,1034867.6 ","year,中央政府杠杆率 2018,15.983525177773188 2019,16.705701438870378 2020,20.18672436937827 " 1144,CN,macro,对于中国在2018-2022年的中央政府杠杆率,计算最大值与平均值的差。(单位:%)写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,2.2306,hard,fiscal,中央财政债务余额 / GDP * 100%,"year,中央财政债务余额 (亿元),国内生产总值 (亿元) 2018,149607.41,936010.1 2019,168038.04,1005872.4 2020,208905.87,1034867.6 2021,232697.29,1173823.0 2022,258692.76,1234029.4 ","year,中央政府杠杆率 2018,15.983525177773188 2019,16.705701438870378 2020,20.18672436937827 2021,19.823882305935392 2022,20.963257439409468 " 1145,CN,macro,中国在2019至2021年间的财政赤字率,最大值比平均值高出多少?(单位:%)写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1.2127,hard,fiscal,财政赤字 / GDP * 100%;财政赤字 = 一般公共预算支出 - 一般公共预算收入,"year,一般公共预算支出 (亿元),一般公共预算收入 (亿元),国内生产总值 (亿元) 2019,238858.37,190390.08,1005872.4 2020,245679.03,182913.88,1034867.6 2021,245673.0,202554.64,1173823.0 ","year,财政赤字率 2019,4.81853264887276 2020,6.065041557006905 2021,3.6733272392856495 " 1146,CN,macro,2021至2023年,中国的财政赤字率的最大值与平均值之差是多少?(单位:%)写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.3603,hard,fiscal,财政赤字 / GDP * 100%;财政赤字 = 一般公共预算支出 - 一般公共预算收入,"year,一般公共预算支出 (亿元),一般公共预算收入 (亿元),国内生产总值 (亿元) 2021,245673.0,202554.64,1173823.0 2022,260552.12,203649.29,1234029.4 2023,274622.94,216795.43,1294271.7 ","year,财政赤字率 2021,3.6733272392856495 2022,4.6111405449497385 2023,4.467957539363645 " 1147,CN,macro,中国在2021到2025年间,财政赤字率的最大值与平均值相差多少?(单位:%)写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.5588,hard,fiscal,财政赤字 / GDP * 100%;财政赤字 = 一般公共预算支出 - 一般公共预算收入,"year,一般公共预算支出 (亿元),一般公共预算收入 (亿元),国内生产总值 (亿元) 2021,245673.0,202554.64,1173823.0 2022,260552.12,203649.29,1234029.4 2023,274622.94,216795.43,1294271.7 2024,284605.57,219734.3,1348066.2 2025,287395.0,216045.0,1401879.2 ","year,财政赤字率 2021,3.6733272392856495 2022,4.6111405449497385 2023,4.467957539363645 2024,4.8121724289207775 2025,5.089596878247427 " 1148,CN,macro,在2020-2024年间,对于中国的财政赤字率,最大值领先平均值多少?(单位:%)写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1.3391,hard,fiscal,财政赤字 / GDP * 100%;财政赤字 = 一般公共预算支出 - 一般公共预算收入,"year,一般公共预算支出 (亿元),一般公共预算收入 (亿元),国内生产总值 (亿元) 2020,245679.03,182913.88,1034867.6 2021,245673.0,202554.64,1173823.0 2022,260552.12,203649.29,1234029.4 2023,274622.94,216795.43,1294271.7 2024,284605.57,219734.3,1348066.2 ","year,财政赤字率 2020,6.065041557006905 2021,3.6733272392856495 2022,4.6111405449497385 2023,4.467957539363645 2024,4.8121724289207775 " 1149,CN,macro,对于中国在2017-2019年的财政赤字率,计算最大值与平均值的差。(单位:%)写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.6758,hard,fiscal,财政赤字 / GDP * 100%;财政赤字 = 一般公共预算支出 - 一般公共预算收入,"year,一般公共预算支出 (亿元),一般公共预算收入 (亿元),国内生产总值 (亿元) 2017,203085.49,172592.77,847382.9 2018,220904.13,183359.84,936010.1 2019,238858.37,190390.08,1005872.4 ","year,财政赤字率 2017,3.5984582648528782 2018,4.011098811861112 2019,4.81853264887276 " 1150,CN,macro,中国在2021至2025年间的赤字依存度,最大值比平均值高出多少?(单位:%)写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,3.213,hard,fiscal,(一般公共预算支出 - 一般公共预算收入) / 一般公共预算支出 * 100%,"year,一般公共预算支出 (亿元),一般公共预算收入 (亿元) 2021,245673.0,202554.64 2022,260552.12,203649.29 2023,274622.94,216795.43 2024,284605.57,219734.3 2025,287395.0,216045.0 ","year,赤字依存度 2021,17.551118763559685 2022,21.83932719488139 2023,21.057057360175378 2024,22.793394380861912 2025,24.82645835870492 " 1151,CN,macro,2022至2024年,中国的赤字依存度的最大值与平均值之差是多少?(单位:%)写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.8968,hard,fiscal,(一般公共预算支出 - 一般公共预算收入) / 一般公共预算支出 * 100%,"year,一般公共预算支出 (亿元),一般公共预算收入 (亿元) 2022,260552.12,203649.29 2023,274622.94,216795.43 2024,284605.57,219734.3 ","year,赤字依存度 2022,21.83932719488139 2023,21.057057360175378 2024,22.793394380861912 " 1152,CN,macro,中国在2017到2019年间,赤字依存度的最大值与平均值相差多少?(单位:%)写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,2.8576,hard,fiscal,(一般公共预算支出 - 一般公共预算收入) / 一般公共预算支出 * 100%,"year,一般公共预算支出 (亿元),一般公共预算收入 (亿元) 2017,203085.49,172592.77 2018,220904.13,183359.84 2019,238858.37,190390.08 ","year,赤字依存度 2017,15.01472114034341 2018,16.995739282918798 2019,20.29164395620719 " 1153,CN,macro,在2020-2024年间,对于中国的赤字依存度,最大值领先平均值多少?(单位:%)写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,3.7899,hard,fiscal,(一般公共预算支出 - 一般公共预算收入) / 一般公共预算支出 * 100%,"year,一般公共预算支出 (亿元),一般公共预算收入 (亿元) 2020,245679.03,182913.88 2021,245673.0,202554.64 2022,260552.12,203649.29 2023,274622.94,216795.43 2024,284605.57,219734.3 ","year,赤字依存度 2020,25.547622033512585 2021,17.551118763559685 2022,21.83932719488139 2023,21.057057360175378 2024,22.793394380861912 " 1154,CN,macro,对于中国在2019-2023年的赤字依存度,计算最大值与平均值的差。(单位:%)写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,4.2903,hard,fiscal,(一般公共预算支出 - 一般公共预算收入) / 一般公共预算支出 * 100%,"year,一般公共预算支出 (亿元),一般公共预算收入 (亿元) 2019,238858.37,190390.08 2020,245679.03,182913.88 2021,245673.0,202554.64 2022,260552.12,203649.29 2023,274622.94,216795.43 ","year,赤字依存度 2019,20.29164395620719 2020,25.547622033512585 2021,17.551118763559685 2022,21.83932719488139 2023,21.057057360175378 " 1155,CN,macro,中国在2020至2022年间的宏观税负,最大值比平均值高出多少?(单位:%)写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.5349,hard,fiscal,税收 / GDP * 100%,"year,税收 (亿元),国内生产总值 (亿元) 2020,154312.29,1034867.6 2021,172735.67,1173823.0 2022,166620.1,1234029.4 ","year,宏观税负 2020,14.911307494794505 2021,14.715648781801004 2022,13.502117534638966 " 1156,CN,macro,2023至2025年,中国的宏观税负的最大值与平均值之差是多少?(单位:%)写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.8093,hard,fiscal,税收 / GDP * 100%,"year,税收 (亿元),国内生产总值 (亿元) 2023,181136.25,1294271.7 2024,175006.88,1348066.2 2025,176363.0,1401879.2 ","year,宏观税负 2023,13.99522604102369 2024,12.98206868475747 2025,12.580470556949559 " 1157,CN,macro,中国在2022到2024年间,宏观税负的最大值与平均值相差多少?(单位:%)写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.5021,hard,fiscal,税收 / GDP * 100%,"year,税收 (亿元),国内生产总值 (亿元) 2022,166620.1,1234029.4 2023,181136.25,1294271.7 2024,175006.88,1348066.2 ","year,宏观税负 2022,13.502117534638966 2023,13.99522604102369 2024,12.98206868475747 " 1158,CN,macro,在2017-2021年间,对于中国的宏观税负,最大值领先平均值多少?(单位:%)写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1.2209,hard,fiscal,税收 / GDP * 100%,"year,税收 (亿元),国内生产总值 (亿元) 2017,144369.87,847382.9 2018,156402.86,936010.1 2019,158000.46,1005872.4 2020,154312.29,1034867.6 2021,172735.67,1173823.0 ","year,宏观税负 2017,17.037146961544774 2018,16.709526959164222 2019,15.707803494757385 2020,14.911307494794505 2021,14.715648781801004 " 1159,CN,macro,对于中国在2018-2020年的宏观税负,计算最大值与平均值的差。(单位:%)写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.9333,hard,fiscal,税收 / GDP * 100%,"year,税收 (亿元),国内生产总值 (亿元) 2018,156402.86,936010.1 2019,158000.46,1005872.4 2020,154312.29,1034867.6 ","year,宏观税负 2018,16.709526959164222 2019,15.707803494757385 2020,14.911307494794505 " 1160,CN,macro,中国在2020至2022年间的企业贷款实际利率,最大值比平均值高出多少?(单位:%;LPR用每年8月份公布的1年期LPR)写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,5.3333,hard,inflation,名义利率 - 通胀率 = 1年期LPR - PPI同比增速,"year,1年期LPR (%),工业生产者出厂价格指数 (上年=100) 2020,3.85,98.2 2021,3.85,108.1 2022,3.65,104.1 ","year,企业贷款实际利率 2020,5.649999999999997 2021,-4.249999999999995 2022,-0.4499999999999944 " 1161,CN,macro,2019至2021年,中国的企业贷款实际利率的最大值与平均值之差是多少?(单位:%;LPR用每年8月份公布的1年期LPR)写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,3.6667,hard,inflation,名义利率 - 通胀率 = 1年期LPR - PPI同比增速,"year,1年期LPR (%),工业生产者出厂价格指数 (上年=100) 2019,4.25,99.7 2020,3.85,98.2 2021,3.85,108.1 ","year,企业贷款实际利率 2019,4.549999999999997 2020,5.649999999999997 2021,-4.249999999999995 " 1162,CN,macro,中国在2022到2024年间,企业贷款实际利率的最大值与平均值相差多少?(单位:%;LPR用每年8月份公布的1年期LPR)写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,2.6,hard,inflation,名义利率 - 通胀率 = 1年期LPR - PPI同比增速,"year,1年期LPR (%),工业生产者出厂价格指数 (上年=100) 2022,3.65,104.1 2023,3.45,97.0 2024,3.35,97.8 ","year,企业贷款实际利率 2022,-0.4499999999999944 2023,6.45 2024,5.5500000000000025 " 1163,CN,macro,在2021-2025年间,对于中国的企业贷款实际利率,最大值领先平均值多少?(单位:%;LPR用每年8月份公布的1年期LPR)写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,3.87,hard,inflation,名义利率 - 通胀率 = 1年期LPR - PPI同比增速,"year,1年期LPR (%),工业生产者出厂价格指数 (上年=100) 2021,3.85,108.1 2022,3.65,104.1 2023,3.45,97.0 2024,3.35,97.8 2025,3.0,97.4 ","year,企业贷款实际利率 2021,-4.249999999999995 2022,-0.4499999999999944 2023,6.45 2024,5.5500000000000025 2025,5.599999999999994 " 1164,CN,macro,对于中国在2023-2025年的企业贷款实际利率,计算最大值与平均值的差。(单位:%;LPR用每年8月份公布的1年期LPR)写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.5833,hard,inflation,名义利率 - 通胀率 = 1年期LPR - PPI同比增速,"year,1年期LPR (%),工业生产者出厂价格指数 (上年=100) 2023,3.45,97.0 2024,3.35,97.8 2025,3.0,97.4 ","year,企业贷款实际利率 2023,6.45 2024,5.5500000000000025 2025,5.599999999999994 " 1165,CN,macro,中国在2021至2023年间的(城镇非私营单位)实际工资增长率,最大值比平均值高出多少?(单位:%)写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,2.415,hard,labor,名义工资增长率 - 通胀率 = 城镇非私营单位就业人员平均工资同比增速 - CPI同比增速,"year,城镇非私营单位就业人员平均工资 (元),居民消费价格指数 (上年=100) 2020,97379.0,102.5 2021,106837.0,100.9 2022,114029.0,102.0 2023,120698.0,100.2 ","year,(城镇非私营单位)实际工资增长率 2021,8.812566364411218 2022,4.731750236341338 2023,5.648512220575472 " 1166,CN,macro,2018至2020年,中国的(城镇非私营单位)实际工资增长率的最大值与平均值之差是多少?(单位:%)写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1.857,hard,labor,名义工资增长率 - 通胀率 = 城镇非私营单位就业人员平均工资同比增速 - CPI同比增速,"year,城镇非私营单位就业人员平均工资 (元),居民消费价格指数 (上年=100) 2017,74318.0,101.6 2018,82413.0,102.1 2019,90501.0,102.9 2020,97379.0,102.5 ","year,(城镇非私营单位)实际工资增长率 2018,8.792381388089018 2019,6.913985657602559 2020,5.099916023027364 " 1167,CN,macro,中国在2022到2024年间,(城镇非私营单位)实际工资增长率的最大值与平均值相差多少?(单位:%)写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1.3128,hard,labor,名义工资增长率 - 通胀率 = 城镇非私营单位就业人员平均工资同比增速 - CPI同比增速,"year,城镇非私营单位就业人员平均工资 (元),居民消费价格指数 (上年=100) 2021,106837.0,100.9 2022,114029.0,102.0 2023,120698.0,100.2 2024,124110.0,100.2 ","year,(城镇非私营单位)实际工资增长率 2022,4.731750236341338 2023,5.648512220575472 2024,2.6268902550166535 " 1168,CN,macro,在2017-2019年间,对于中国的(城镇非私营单位)实际工资增长率,最大值领先平均值多少?(单位:%)写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.7608,hard,labor,名义工资增长率 - 通胀率 = 城镇非私营单位就业人员平均工资同比增速 - CPI同比增速,"year,城镇非私营单位就业人员平均工资 (元),居民消费价格指数 (上年=100) 2016,67569.0,102.0 2017,74318.0,101.6 2018,82413.0,102.1 2019,90501.0,102.9 ","year,(城镇非私营单位)实际工资增长率 2017,8.388308247865147 2018,8.792381388089018 2019,6.913985657602559 " 1169,CN,macro,对于中国在2018-2022年的(城镇非私营单位)实际工资增长率,计算最大值与平均值的差。(单位:%)写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1.9424,hard,labor,名义工资增长率 - 通胀率 = 城镇非私营单位就业人员平均工资同比增速 - CPI同比增速,"year,城镇非私营单位就业人员平均工资 (元),居民消费价格指数 (上年=100) 2017,74318.0,101.6 2018,82413.0,102.1 2019,90501.0,102.9 2020,97379.0,102.5 2021,106837.0,100.9 2022,114029.0,102.0 ","year,(城镇非私营单位)实际工资增长率 2018,8.792381388089018 2019,6.913985657602559 2020,5.099916023027364 2021,8.812566364411218 2022,4.731750236341338 " 1170,CN,macro,中国在2017至2019年间的(城镇私营单位)实际工资增长率,最大值比平均值高出多少?(单位:%)写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.6688,hard,labor,名义工资增长率 - 通胀率 = 城镇私营单位就业人员平均工资同比增速 - CPI同比增速,"year,城镇私营单位就业人员平均工资 (元),居民消费价格指数 (上年=100) 2016,42833.0,102.0 2017,45761.0,101.6 2018,49575.0,102.1 2019,53604.0,102.9 ","year,(城镇私营单位)实际工资增长率 2017,5.235850862652643 2018,6.234608072376055 2019,5.227080181543105 " 1171,CN,macro,2021至2023年,中国的(城镇私营单位)实际工资增长率的最大值与平均值之差是多少?(单位:%)写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,3.2562,hard,labor,名义工资增长率 - 通胀率 = 城镇私营单位就业人员平均工资同比增速 - CPI同比增速,"year,城镇私营单位就业人员平均工资 (元),居民消费价格指数 (上年=100) 2020,57727.0,102.5 2021,62884.0,100.9 2022,65237.0,102.0 2023,68340.0,100.2 ","year,(城镇私营单位)实际工资增长率 2021,8.033428031943451 2022,1.7418103174098327 2023,4.556503211367777 " 1172,CN,macro,中国在2017到2021年间,(城镇私营单位)实际工资增长率的最大值与平均值相差多少?(单位:%)写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,2.0489,hard,labor,名义工资增长率 - 通胀率 = 城镇私营单位就业人员平均工资同比增速 - CPI同比增速,"year,城镇私营单位就业人员平均工资 (元),居民消费价格指数 (上年=100) 2016,42833.0,102.0 2017,45761.0,101.6 2018,49575.0,102.1 2019,53604.0,102.9 2020,57727.0,102.5 2021,62884.0,100.9 ","year,(城镇私营单位)实际工资增长率 2017,5.235850862652643 2018,6.234608072376055 2019,5.227080181543105 2020,5.191590179837315 2021,8.033428031943451 " 1173,CN,macro,在2019-2023年间,对于中国的(城镇私营单位)实际工资增长率,最大值领先平均值多少?(单位:%)写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,3.0833,hard,labor,名义工资增长率 - 通胀率 = 城镇私营单位就业人员平均工资同比增速 - CPI同比增速,"year,城镇私营单位就业人员平均工资 (元),居民消费价格指数 (上年=100) 2018,49575.0,102.1 2019,53604.0,102.9 2020,57727.0,102.5 2021,62884.0,100.9 2022,65237.0,102.0 2023,68340.0,100.2 ","year,(城镇私营单位)实际工资增长率 2019,5.227080181543105 2020,5.191590179837315 2021,8.033428031943451 2022,1.7418103174098327 2023,4.556503211367777 " 1174,CN,macro,对于中国在2018-2020年的(城镇私营单位)实际工资增长率,计算最大值与平均值的差。(单位:%)写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.6835,hard,labor,名义工资增长率 - 通胀率 = 城镇私营单位就业人员平均工资同比增速 - CPI同比增速,"year,城镇私营单位就业人员平均工资 (元),居民消费价格指数 (上年=100) 2017,45761.0,101.6 2018,49575.0,102.1 2019,53604.0,102.9 2020,57727.0,102.5 ","year,(城镇私营单位)实际工资增长率 2018,6.234608072376055 2019,5.227080181543105 2020,5.191590179837315 " 1175,CN,macro,中国在2021至2025年间的就业弹性,最大值比平均值高出多少?写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.348,hard,labor,就业弹性 = 就业增长率 / GDP增长率,"year,就业人员 (万人),GDP增长率 (%) 2020,75064,2.3 2021,74652,8.6 2022,73351,3.1 2023,74041,5.4 2024,73439,5.0 2025,72504,5.0 ","year,就业弹性 2021,-0.06382150797211149 2022,-0.5621784002502801 2023,0.17420045776850712 2024,-0.16261260652881582 2025,-0.2546330968558941 " 1176,CN,macro,2020至2024年,中国的就业弹性的最大值与平均值之差是多少?写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.3412,hard,labor,就业弹性 = 就业增长率 / GDP增长率,"year,就业人员 (万人),GDP增长率 (%) 2019,75447,6.1 2020,75064,2.3 2021,74652,8.6 2022,73351,3.1 2023,74041,5.4 2024,73439,5.0 ","year,就业弹性 2020,-0.22071353285144937 2021,-0.06382150797211149 2022,-0.5621784002502801 2023,0.17420045776850712 2024,-0.16261260652881582 " 1177,CN,macro,中国在2019到2023年间,就业弹性的最大值与平均值相差多少?写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.3232,hard,labor,就业弹性 = 就业增长率 / GDP增长率,"year,就业人员 (万人),GDP增长率 (%) 2018,75782,6.8 2019,75447,6.1 2020,75064,2.3 2021,74652,8.6 2022,73351,3.1 2023,74041,5.4 ","year,就业弹性 2019,-0.0724684394538089 2020,-0.22071353285144937 2021,-0.06382150797211149 2022,-0.5621784002502801 2023,0.17420045776850712 " 1178,CN,macro,在2017-2019年间,对于中国的就业弹性,最大值领先平均值多少?写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.0182,hard,labor,就业弹性 = 就业增长率 / GDP增长率,"year,就业人员 (万人),GDP增长率 (%) 2016,76245,6.8 2017,76058,6.9 2018,75782,6.8 2019,75447,6.1 ","year,就业弹性 2017,-0.03554521512933619 2018,-0.05336484695116625 2019,-0.0724684394538089 " 1179,CN,macro,对于中国在2017-2021年的就业弹性,计算最大值与平均值的差。写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.0536,hard,labor,就业弹性 = 就业增长率 / GDP增长率,"year,就业人员 (万人),GDP增长率 (%) 2016,76245,6.8 2017,76058,6.9 2018,75782,6.8 2019,75447,6.1 2020,75064,2.3 2021,74652,8.6 ","year,就业弹性 2017,-0.03554521512933619 2018,-0.05336484695116625 2019,-0.0724684394538089 2020,-0.22071353285144937 2021,-0.06382150797211149 " 1180,CN,macro,中国2019-2021年的GDP平减指数的最大值是?(实际GDP以1978年为基期)写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,726.1246,medium,inflation,GDP平减指数 = 名义GDP / 实际GDP * 100;实际GDP = 1978年GDP × t年GDP指数(1978年=100) / 100,"year,国内生产总值 (亿元),国内生产总值指数 (1978年=100) 1978,3684.8,100.0 2019,1005872.4,3948.4 2020,1034867.6,4040.8 2021,1173823.0,4387.1 ","year,GDP平减指数 2019,691.3656973921468 2020,695.0299412342349 2021,726.124616943056 " 1181,CN,macro,中国2022-2024年的增量资本产出率的最小值是?(名义口径)写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,8.4514,medium,productivity,增量资本产出率 = \Delta K / \Delta Y = 固定资本形成总额 / GDP增量,"year,固定资本形成总额 (亿元),国内生产总值 (亿元) 2021,485400.7,1173823.0 2022,508826.5,1234029.4 2023,523590.3,1294271.7 2024,534534.3,1348066.2 ","year,增量资本产出率 2022,8.451368957453042 2023,8.691406204610375 2024,9.936597607562112 " 1182,CN,macro,中国2022-2024年的劳动生产率的平均值是?(单位:元/人;实际GDP以1978年为基期)写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,23861.4593,medium,productivity,实际GDP / 从业人数;实际GDP = 1978年GDP × t年GDP指数(1978年=100) / 100,"year,国内生产总值 (亿元),国内生产总值指数 (1978年=100),就业人员 (万人) 1978,3684.8,100.0,40152 2022,1234029.4,4524.6,73351 2023,1294271.7,4769.6,74041 2024,1348066.2,5006.1,73439 ","year,劳动生产率 2022,22729.40529781462 2023,23736.878324171746 2024,25118.09430956304 " 1183,CN,macro,中国2018-2022年的全要素生产率增长率的最大值是?(单位:%;\Delta K 直接取 6%)写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,5.9617,medium,productivity,全要素生产率增长率 = \Delta TFP * 100% = (\Delta Y - \alpha \Delta K - \beta \Delta L) * 100%;\alpha = 1 - \beta;\beta = 劳动者报酬 / GDP,"year,国内生产总值 (亿元),GDP增长率 (%),就业人员 (万人),非金融交易资金来源劳动者报酬 (亿元) 2017,847382.9,6.9,76058,431178.4 2018,936010.1,6.8,75782,476220.2 2019,1005872.4,6.1,75447,520757.3 2020,1034867.6,2.3,75064,539446.5 2021,1173823.0,8.6,74652,602544.8 2022,1234029.4,3.1,73351,651406.4 ","year,全要素生产率增长率 2018,4.037286053856434 2019,3.435163048591045 2020,-0.30775520613602786 2021,5.961652082731456 2022,1.1871626594802862 " 1184,CN,macro,中国2021-2023年的贸易开放度的最小值是?(单位:%)写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,32.2583,medium,external trade,进出口总额 / GDP * 100%,"year,进出口总额 (人民币) (亿元),国内生产总值 (亿元) 2021,387391.8,1173823.0 2022,416727.8,1234029.4 2023,417510.1,1294271.7 ","year,贸易开放度 2021,33.00257364185231 2022,33.76968166236558 2023,32.25830403307126 " 1185,CN,macro,中国2022-2024年的中央政府杠杆率的最小值是?(单位:%)写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,20.9633,medium,fiscal,中央财政债务余额 / GDP * 100%,"year,中央财政债务余额 (亿元),国内生产总值 (亿元) 2022,258692.76,1234029.4 2023,300325.5,1294271.7 2024,345723.62,1348066.2 ","year,中央政府杠杆率 2022,20.963257439409468 2023,23.204208204506056 2024,25.6458933544955 " 1186,CN,macro,中国2023-2025年的财政赤字率的平均值是?(单位:%)写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,4.7899,medium,fiscal,财政赤字 / GDP * 100%;财政赤字 = 一般公共预算支出 - 一般公共预算收入,"year,一般公共预算支出 (亿元),一般公共预算收入 (亿元),国内生产总值 (亿元) 2023,274622.94,216795.43,1294271.7 2024,284605.57,219734.3,1348066.2 2025,287395.0,216045.0,1401879.2 ","year,财政赤字率 2023,4.467957539363645 2024,4.8121724289207775 2025,5.089596878247427 " 1187,CN,macro,中国2021-2023年的赤字依存度的平均值是?(单位:%)写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,20.1492,medium,fiscal,(一般公共预算支出 - 一般公共预算收入) / 一般公共预算支出 * 100%,"year,一般公共预算支出 (亿元),一般公共预算收入 (亿元) 2021,245673.0,202554.64 2022,260552.12,203649.29 2023,274622.94,216795.43 ","year,赤字依存度 2021,17.551118763559685 2022,21.83932719488139 2023,21.057057360175378 " 1188,CN,macro,中国2019-2021年的宏观税负的最小值是?(单位:%)写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,14.7156,medium,fiscal,税收 / GDP * 100%,"year,税收 (亿元),国内生产总值 (亿元) 2019,158000.46,1005872.4 2020,154312.29,1034867.6 2021,172735.67,1173823.0 ","year,宏观税负 2019,15.707803494757385 2020,14.911307494794505 2021,14.715648781801004 " 1189,CN,macro,中国2019-2023年的企业贷款实际利率的最大值是?(单位:%;LPR用每年8月份公布的1年期LPR)写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,6.45,medium,inflation,名义利率 - 通胀率 = 1年期LPR - PPI同比增速,"year,1年期LPR (%),工业生产者出厂价格指数 (上年=100) 2019,4.25,99.7 2020,3.85,98.2 2021,3.85,108.1 2022,3.65,104.1 2023,3.45,97.0 ","year,企业贷款实际利率 2019,4.549999999999997 2020,5.649999999999997 2021,-4.249999999999995 2022,-0.4499999999999944 2023,6.45 " 1190,CN,macro,中国2022-2024年的(城镇非私营单位)实际工资增长率的平均值是?(单位:%)写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,4.3357,medium,labor,名义工资增长率 - 通胀率 = 城镇非私营单位就业人员平均工资同比增速 - CPI同比增速,"year,城镇非私营单位就业人员平均工资 (元),居民消费价格指数 (上年=100) 2021,106837.0,100.9 2022,114029.0,102.0 2023,120698.0,100.2 2024,124110.0,100.2 ","year,(城镇非私营单位)实际工资增长率 2022,4.731750236341338 2023,5.648512220575472 2024,2.6268902550166535 " 1191,CN,macro,中国2017-2021年的(城镇私营单位)实际工资增长率的最小值是?(单位:%)写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,5.1916,medium,labor,名义工资增长率 - 通胀率 = 城镇私营单位就业人员平均工资同比增速 - CPI同比增速,"year,城镇私营单位就业人员平均工资 (元),居民消费价格指数 (上年=100) 2016,42833.0,102.0 2017,45761.0,101.6 2018,49575.0,102.1 2019,53604.0,102.9 2020,57727.0,102.5 2021,62884.0,100.9 ","year,(城镇私营单位)实际工资增长率 2017,5.235850862652643 2018,6.234608072376055 2019,5.227080181543105 2020,5.191590179837315 2021,8.033428031943451 " 1192,CN,macro,中国2019-2021年的就业弹性的最大值是?写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,-0.0638,medium,labor,就业弹性 = 就业增长率 / GDP增长率,"year,就业人员 (万人),GDP增长率 (%) 2018,75782,6.8 2019,75447,6.1 2020,75064,2.3 2021,74652,8.6 ","year,就业弹性 2019,-0.0724684394538089 2020,-0.22071353285144937 2021,-0.06382150797211149 " 1193,CN,macro,2019至2023年间,中国GDP平减指数的最大值是多少?(实际GDP以1978年为基期)写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,740.1699,medium,inflation,GDP平减指数 = 名义GDP / 实际GDP * 100;实际GDP = 1978年GDP × t年GDP指数(1978年=100) / 100,"year,国内生产总值 (亿元),国内生产总值指数 (1978年=100) 1978,3684.8,100.0 2019,1005872.4,3948.4 2020,1034867.6,4040.8 2021,1173823.0,4387.1 2022,1234029.4,4524.6 2023,1294271.7,4769.6 ","year,GDP平减指数 2019,691.3656973921468 2020,695.0299412342349 2021,726.124616943056 2022,740.1698571857929 2023,736.4267846200054 " 1194,CN,macro,中国的GDP平减指数在2016到2018年的平均值是?(实际GDP以1978年为基期)写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,658.3895,medium,inflation,GDP平减指数 = 名义GDP / 实际GDP * 100;实际GDP = 1978年GDP × t年GDP指数(1978年=100) / 100,"year,国内生产总值 (亿元),国内生产总值指数 (1978年=100) 1978,3684.8,100.0 2016,761193.0,3262.1 2017,847382.9,3486.9 2018,936010.1,3722.5 ","year,GDP平减指数 2016,633.2622431415804 2017,659.517437432558 2018,682.3888279573436 " 1195,CN,macro,对于中国的GDP平减指数,其2017-2021年的平均值是多少?(实际GDP以1978年为基期)写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,690.8853,medium,inflation,GDP平减指数 = 名义GDP / 实际GDP * 100;实际GDP = 1978年GDP × t年GDP指数(1978年=100) / 100,"year,国内生产总值 (亿元),国内生产总值指数 (1978年=100) 1978,3684.8,100.0 2017,847382.9,3486.9 2018,936010.1,3722.5 2019,1005872.4,3948.4 2020,1034867.6,4040.8 2021,1173823.0,4387.1 ","year,GDP平减指数 2017,659.517437432558 2018,682.3888279573436 2019,691.3656973921468 2020,695.0299412342349 2021,726.124616943056 " 1196,CN,macro,计算中国在2020至2022年的GDP平减指数的最小值。(实际GDP以1978年为基期)写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,695.0299,medium,inflation,GDP平减指数 = 名义GDP / 实际GDP * 100;实际GDP = 1978年GDP × t年GDP指数(1978年=100) / 100,"year,国内生产总值 (亿元),国内生产总值指数 (1978年=100) 1978,3684.8,100.0 2020,1034867.6,4040.8 2021,1173823.0,4387.1 2022,1234029.4,4524.6 ","year,GDP平减指数 2020,695.0299412342349 2021,726.124616943056 2022,740.1698571857929 " 1197,CN,macro,2018至2022年间,中国增量资本产出率的最大值是多少?(名义口径)写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,14.9365,medium,productivity,增量资本产出率 = \Delta K / \Delta Y = 固定资本形成总额 / GDP增量,"year,固定资本形成总额 (亿元),国内生产总值 (亿元) 2017,350973.2,847382.9 2018,396684.6,936010.1 2019,424984.6,1005872.4 2020,433086.0,1034867.6 2021,485400.7,1173823.0 2022,508826.5,1234029.4 ","year,增量资本产出率 2018,4.475878737001735 2019,6.0831750457686 2020,14.936472243681736 2021,3.4932122105366177 2022,8.451368957453042 " 1198,CN,macro,中国的增量资本产出率在2017到2021年的最小值是?(名义口径)写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,3.4932,medium,productivity,增量资本产出率 = \Delta K / \Delta Y = 固定资本形成总额 / GDP增量,"year,固定资本形成总额 (亿元),国内生产总值 (亿元) 2016,312702.5,761193.0 2017,350973.2,847382.9 2018,396684.6,936010.1 2019,424984.6,1005872.4 2020,433086.0,1034867.6 2021,485400.7,1173823.0 ","year,增量资本产出率 2017,4.072091973653524 2018,4.475878737001735 2019,6.0831750457686 2020,14.936472243681736 2021,3.4932122105366177 " 1199,CN,macro,对于中国的增量资本产出率,其2020-2022年的最大值是多少?(名义口径)写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,14.9365,medium,productivity,增量资本产出率 = \Delta K / \Delta Y = 固定资本形成总额 / GDP增量,"year,固定资本形成总额 (亿元),国内生产总值 (亿元) 2019,424984.6,1005872.4 2020,433086.0,1034867.6 2021,485400.7,1173823.0 2022,508826.5,1234029.4 ","year,增量资本产出率 2020,14.936472243681736 2021,3.4932122105366177 2022,8.451368957453042 " 1200,CN,macro,计算中国在2019至2021年的增量资本产出率的最大值。(名义口径)写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,14.9365,medium,productivity,增量资本产出率 = \Delta K / \Delta Y = 固定资本形成总额 / GDP增量,"year,固定资本形成总额 (亿元),国内生产总值 (亿元) 2018,396684.6,936010.1 2019,424984.6,1005872.4 2020,433086.0,1034867.6 2021,485400.7,1173823.0 ","year,增量资本产出率 2019,6.0831750457686 2020,14.936472243681736 2021,3.4932122105366177 " 1201,CN,macro,2019至2021年间,中国劳动生产率的最小值是多少?(单位:元/人;实际GDP以1978年为基期)写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,19283.8209,medium,productivity,实际GDP / 从业人数;实际GDP = 1978年GDP × t年GDP指数(1978年=100) / 100,"year,国内生产总值 (亿元),国内生产总值指数 (1978年=100),就业人员 (万人) 1978,3684.8,100.0,40152 2019,1005872.4,3948.4,75447 2020,1034867.6,4040.8,75064 2021,1173823.0,4387.1,74652 ","year,劳动生产率 2019,19283.820854374593 2020,19835.793243099222 2021,21654.59208058726 " 1202,CN,macro,中国的劳动生产率在2019到2023年的最大值是?(单位:元/人;实际GDP以1978年为基期)写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,23736.8783,medium,productivity,实际GDP / 从业人数;实际GDP = 1978年GDP × t年GDP指数(1978年=100) / 100,"year,国内生产总值 (亿元),国内生产总值指数 (1978年=100),就业人员 (万人) 1978,3684.8,100.0,40152 2019,1005872.4,3948.4,75447 2020,1034867.6,4040.8,75064 2021,1173823.0,4387.1,74652 2022,1234029.4,4524.6,73351 2023,1294271.7,4769.6,74041 ","year,劳动生产率 2019,19283.820854374593 2020,19835.793243099222 2021,21654.59208058726 2022,22729.40529781462 2023,23736.878324171746 " 1203,CN,macro,对于中国的劳动生产率,其2020-2024年的最小值是多少?(单位:元/人;实际GDP以1978年为基期)写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,19835.7932,medium,productivity,实际GDP / 从业人数;实际GDP = 1978年GDP × t年GDP指数(1978年=100) / 100,"year,国内生产总值 (亿元),国内生产总值指数 (1978年=100),就业人员 (万人) 1978,3684.8,100.0,40152 2020,1034867.6,4040.8,75064 2021,1173823.0,4387.1,74652 2022,1234029.4,4524.6,73351 2023,1294271.7,4769.6,74041 2024,1348066.2,5006.1,73439 ","year,劳动生产率 2020,19835.793243099222 2021,21654.59208058726 2022,22729.40529781462 2023,23736.878324171746 2024,25118.09430956304 " 1204,CN,macro,计算中国在2016至2020年的劳动生产率的最大值。(单位:元/人;实际GDP以1978年为基期)写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,19835.7932,medium,productivity,实际GDP / 从业人数;实际GDP = 1978年GDP × t年GDP指数(1978年=100) / 100,"year,国内生产总值 (亿元),国内生产总值指数 (1978年=100),就业人员 (万人) 1978,3684.8,100.0,40152 2016,761193.0,3262.1,76245 2017,847382.9,3486.9,76058 2018,936010.1,3722.5,75782 2019,1005872.4,3948.4,75447 2020,1034867.6,4040.8,75064 ","year,劳动生产率 2016,15765.212249983606 2017,16893.067290751795 2018,18100.166266395714 2019,19283.820854374593 2020,19835.793243099222 " 1205,CN,macro,2021至2023年间,中国全要素生产率增长率的最大值是多少?(单位:%;\Delta K 直接取 6%)写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,5.9617,medium,productivity,全要素生产率增长率 = \Delta TFP * 100% = (\Delta Y - \alpha \Delta K - \beta \Delta L) * 100%;\alpha = 1 - \beta;\beta = 劳动者报酬 / GDP,"year,国内生产总值 (亿元),GDP增长率 (%),就业人员 (万人),非金融交易资金来源劳动者报酬 (亿元) 2020,1034867.6,2.3,75064,539446.5 2021,1173823.0,8.6,74652,602544.8 2022,1234029.4,3.1,73351,651406.4 2023,1294271.7,5.4,74041,688820.6 ","year,全要素生产率增长率 2021,5.961652082731456 2022,1.1871626594802862 2023,2.0926047562207852 " 1206,CN,macro,中国的全要素生产率增长率在2017到2019年的最大值是?(单位:%;\Delta K 直接取 6%)写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,4.0778,medium,productivity,全要素生产率增长率 = \Delta TFP * 100% = (\Delta Y - \alpha \Delta K - \beta \Delta L) * 100%;\alpha = 1 - \beta;\beta = 劳动者报酬 / GDP,"year,国内生产总值 (亿元),GDP增长率 (%),就业人员 (万人),非金融交易资金来源劳动者报酬 (亿元) 2016,761193.0,6.8,76245,386512.7 2017,847382.9,6.9,76058,431178.4 2018,936010.1,6.8,75782,476220.2 2019,1005872.4,6.1,75447,520757.3 ","year,全要素生产率增长率 2017,4.077810255565872 2018,4.037286053856434 2019,3.435163048591045 " 1207,CN,macro,对于中国的全要素生产率增长率,其2020-2022年的最大值是多少?(单位:%;\Delta K 直接取 6%)写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,5.9617,medium,productivity,全要素生产率增长率 = \Delta TFP * 100% = (\Delta Y - \alpha \Delta K - \beta \Delta L) * 100%;\alpha = 1 - \beta;\beta = 劳动者报酬 / GDP,"year,国内生产总值 (亿元),GDP增长率 (%),就业人员 (万人),非金融交易资金来源劳动者报酬 (亿元) 2019,1005872.4,6.1,75447,520757.3 2020,1034867.6,2.3,75064,539446.5 2021,1173823.0,8.6,74652,602544.8 2022,1234029.4,3.1,73351,651406.4 ","year,全要素生产率增长率 2020,-0.30775520613602786 2021,5.961652082731456 2022,1.1871626594802862 " 1208,CN,macro,计算中国在2019至2021年的全要素生产率增长率的平均值。(单位:%;\Delta K 直接取 6%)写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,3.0297,medium,productivity,全要素生产率增长率 = \Delta TFP * 100% = (\Delta Y - \alpha \Delta K - \beta \Delta L) * 100%;\alpha = 1 - \beta;\beta = 劳动者报酬 / GDP,"year,国内生产总值 (亿元),GDP增长率 (%),就业人员 (万人),非金融交易资金来源劳动者报酬 (亿元) 2018,936010.1,6.8,75782,476220.2 2019,1005872.4,6.1,75447,520757.3 2020,1034867.6,2.3,75064,539446.5 2021,1173823.0,8.6,74652,602544.8 ","year,全要素生产率增长率 2019,3.435163048591045 2020,-0.30775520613602786 2021,5.961652082731456 " 1209,CN,macro,2016至2020年间,中国贸易开放度的最小值是多少?(单位:%)写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,31.1359,medium,external trade,进出口总额 / GDP * 100%,"year,进出口总额 (人民币) (亿元),国内生产总值 (亿元) 2016,243386.5,761193.0 2017,278099.2,847382.9 2018,305010.1,936010.1 2019,315627.3,1005872.4 2020,322215.2,1034867.6 ","year,贸易开放度 2016,31.974348161373 2017,32.81859947846481 2018,32.58619752073188 2019,31.37846311321396 2020,31.135886368459115 " 1210,CN,macro,中国的贸易开放度在2020到2024年的平均值是?(单位:%)写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,32.535,medium,external trade,进出口总额 / GDP * 100%,"year,进出口总额 (人民币) (亿元),国内生产总值 (亿元) 2020,322215.2,1034867.6 2021,387391.8,1173823.0 2022,416727.8,1234029.4 2023,417510.1,1294271.7 2024,438233.92,1348066.2 ","year,贸易开放度 2020,31.135886368459115 2021,33.00257364185231 2022,33.76968166236558 2023,32.25830403307126 2024,32.50833824036238 " 1211,CN,macro,对于中国的贸易开放度,其2021-2025年的最小值是多少?(单位:%)写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,32.2583,medium,external trade,进出口总额 / GDP * 100%,"year,进出口总额 (人民币) (亿元),国内生产总值 (亿元) 2021,387391.8,1173823.0 2022,416727.8,1234029.4 2023,417510.1,1294271.7 2024,438233.92,1348066.2 2025,454685.0,1401879.2 ","year,贸易开放度 2021,33.00257364185231 2022,33.76968166236558 2023,32.25830403307126 2024,32.50833824036238 2025,32.43396435299133 " 1212,CN,macro,计算中国在2018至2020年的贸易开放度的平均值。(单位:%)写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,31.7002,medium,external trade,进出口总额 / GDP * 100%,"year,进出口总额 (人民币) (亿元),国内生产总值 (亿元) 2018,305010.1,936010.1 2019,315627.3,1005872.4 2020,322215.2,1034867.6 ","year,贸易开放度 2018,32.58619752073188 2019,31.37846311321396 2020,31.135886368459115 " 1213,CN,macro,2018至2020年间,中国中央政府杠杆率的最小值是多少?(单位:%)写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,15.9835,medium,fiscal,中央财政债务余额 / GDP * 100%,"year,中央财政债务余额 (亿元),国内生产总值 (亿元) 2018,149607.41,936010.1 2019,168038.04,1005872.4 2020,208905.87,1034867.6 ","year,中央政府杠杆率 2018,15.983525177773188 2019,16.705701438870378 2020,20.18672436937827 " 1214,CN,macro,中国的中央政府杠杆率在2021到2023年的最大值是?(单位:%)写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,23.2042,medium,fiscal,中央财政债务余额 / GDP * 100%,"year,中央财政债务余额 (亿元),国内生产总值 (亿元) 2021,232697.29,1173823.0 2022,258692.76,1234029.4 2023,300325.5,1294271.7 ","year,中央政府杠杆率 2021,19.823882305935392 2022,20.963257439409468 2023,23.204208204506056 " 1215,CN,macro,对于中国的中央政府杠杆率,其2016-2020年的最大值是多少?(单位:%)写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,20.1867,medium,fiscal,中央财政债务余额 / GDP * 100%,"year,中央财政债务余额 (亿元),国内生产总值 (亿元) 2016,120066.75,761193.0 2017,134770.15,847382.9 2018,149607.41,936010.1 2019,168038.04,1005872.4 2020,208905.87,1034867.6 ","year,中央政府杠杆率 2016,15.773496340612697 2017,15.904280107611326 2018,15.983525177773188 2019,16.705701438870378 2020,20.18672436937827 " 1216,CN,macro,计算中国在2020至2022年的中央政府杠杆率的最小值。(单位:%)写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,19.8239,medium,fiscal,中央财政债务余额 / GDP * 100%,"year,中央财政债务余额 (亿元),国内生产总值 (亿元) 2020,208905.87,1034867.6 2021,232697.29,1173823.0 2022,258692.76,1234029.4 ","year,中央政府杠杆率 2020,20.18672436937827 2021,19.823882305935392 2022,20.963257439409468 " 1217,CN,macro,2016至2018年间,中国财政赤字率的平均值是多少?(单位:%)写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,3.7692,medium,fiscal,财政赤字 / GDP * 100%;财政赤字 = 一般公共预算支出 - 一般公共预算收入,"year,一般公共预算支出 (亿元),一般公共预算收入 (亿元),国内生产总值 (亿元) 2016,187755.21,159604.97,761193.0 2017,203085.49,172592.77,847382.9 2018,220904.13,183359.84,936010.1 ","year,财政赤字率 2016,3.6981737877253194 2017,3.5984582648528782 2018,4.011098811861112 " 1218,CN,macro,中国的财政赤字率在2021到2023年的最大值是?(单位:%)写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,4.6111,medium,fiscal,财政赤字 / GDP * 100%;财政赤字 = 一般公共预算支出 - 一般公共预算收入,"year,一般公共预算支出 (亿元),一般公共预算收入 (亿元),国内生产总值 (亿元) 2021,245673.0,202554.64,1173823.0 2022,260552.12,203649.29,1234029.4 2023,274622.94,216795.43,1294271.7 ","year,财政赤字率 2021,3.6733272392856495 2022,4.6111405449497385 2023,4.467957539363645 " 1219,CN,macro,对于中国的财政赤字率,其2016-2020年的最小值是多少?(单位:%)写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,3.5985,medium,fiscal,财政赤字 / GDP * 100%;财政赤字 = 一般公共预算支出 - 一般公共预算收入,"year,一般公共预算支出 (亿元),一般公共预算收入 (亿元),国内生产总值 (亿元) 2016,187755.21,159604.97,761193.0 2017,203085.49,172592.77,847382.9 2018,220904.13,183359.84,936010.1 2019,238858.37,190390.08,1005872.4 2020,245679.03,182913.88,1034867.6 ","year,财政赤字率 2016,3.6981737877253194 2017,3.5984582648528782 2018,4.011098811861112 2019,4.81853264887276 2020,6.065041557006905 " 1220,CN,macro,计算中国在2020至2022年的财政赤字率的最小值。(单位:%)写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,3.6733,medium,fiscal,财政赤字 / GDP * 100%;财政赤字 = 一般公共预算支出 - 一般公共预算收入,"year,一般公共预算支出 (亿元),一般公共预算收入 (亿元),国内生产总值 (亿元) 2020,245679.03,182913.88,1034867.6 2021,245673.0,202554.64,1173823.0 2022,260552.12,203649.29,1234029.4 ","year,财政赤字率 2020,6.065041557006905 2021,3.6733272392856495 2022,4.6111405449497385 " 1221,CN,macro,2016至2020年间,中国赤字依存度的平均值是多少?(单位:%)写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,18.5686,medium,fiscal,(一般公共预算支出 - 一般公共预算收入) / 一般公共预算支出 * 100%,"year,一般公共预算支出 (亿元),一般公共预算收入 (亿元) 2016,187755.21,159604.97 2017,203085.49,172592.77 2018,220904.13,183359.84 2019,238858.37,190390.08 2020,245679.03,182913.88 ","year,赤字依存度 2016,14.993053987689606 2017,15.01472114034341 2018,16.995739282918798 2019,20.29164395620719 2020,25.547622033512585 " 1222,CN,macro,中国的赤字依存度在2021到2025年的最小值是?(单位:%)写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,17.5511,medium,fiscal,(一般公共预算支出 - 一般公共预算收入) / 一般公共预算支出 * 100%,"year,一般公共预算支出 (亿元),一般公共预算收入 (亿元) 2021,245673.0,202554.64 2022,260552.12,203649.29 2023,274622.94,216795.43 2024,284605.57,219734.3 2025,287395.0,216045.0 ","year,赤字依存度 2021,17.551118763559685 2022,21.83932719488139 2023,21.057057360175378 2024,22.793394380861912 2025,24.82645835870492 " 1223,CN,macro,对于中国的赤字依存度,其2016-2018年的平均值是多少?(单位:%)写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,15.6678,medium,fiscal,(一般公共预算支出 - 一般公共预算收入) / 一般公共预算支出 * 100%,"year,一般公共预算支出 (亿元),一般公共预算收入 (亿元) 2016,187755.21,159604.97 2017,203085.49,172592.77 2018,220904.13,183359.84 ","year,赤字依存度 2016,14.993053987689606 2017,15.01472114034341 2018,16.995739282918798 " 1224,CN,macro,计算中国在2023至2025年的赤字依存度的最大值。(单位:%)写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,24.8265,medium,fiscal,(一般公共预算支出 - 一般公共预算收入) / 一般公共预算支出 * 100%,"year,一般公共预算支出 (亿元),一般公共预算收入 (亿元) 2023,274622.94,216795.43 2024,284605.57,219734.3 2025,287395.0,216045.0 ","year,赤字依存度 2023,21.057057360175378 2024,22.793394380861912 2025,24.82645835870492 " 1225,CN,macro,2021至2025年间,中国宏观税负的平均值是多少?(单位:%)写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,13.5551,medium,fiscal,税收 / GDP * 100%,"year,税收 (亿元),国内生产总值 (亿元) 2021,172735.67,1173823.0 2022,166620.1,1234029.4 2023,181136.25,1294271.7 2024,175006.88,1348066.2 2025,176363.0,1401879.2 ","year,宏观税负 2021,14.715648781801004 2022,13.502117534638966 2023,13.99522604102369 2024,12.98206868475747 2025,12.580470556949559 " 1226,CN,macro,中国的宏观税负在2017到2021年的最大值是?(单位:%)写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,17.0371,medium,fiscal,税收 / GDP * 100%,"year,税收 (亿元),国内生产总值 (亿元) 2017,144369.87,847382.9 2018,156402.86,936010.1 2019,158000.46,1005872.4 2020,154312.29,1034867.6 2021,172735.67,1173823.0 ","year,宏观税负 2017,17.037146961544774 2018,16.709526959164222 2019,15.707803494757385 2020,14.911307494794505 2021,14.715648781801004 " 1227,CN,macro,对于中国的宏观税负,其2019-2023年的平均值是多少?(单位:%)写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,14.5664,medium,fiscal,税收 / GDP * 100%,"year,税收 (亿元),国内生产总值 (亿元) 2019,158000.46,1005872.4 2020,154312.29,1034867.6 2021,172735.67,1173823.0 2022,166620.1,1234029.4 2023,181136.25,1294271.7 ","year,宏观税负 2019,15.707803494757385 2020,14.911307494794505 2021,14.715648781801004 2022,13.502117534638966 2023,13.99522604102369 " 1228,CN,macro,计算中国在2022至2024年的宏观税负的最大值。(单位:%)写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,13.9952,medium,fiscal,税收 / GDP * 100%,"year,税收 (亿元),国内生产总值 (亿元) 2022,166620.1,1234029.4 2023,181136.25,1294271.7 2024,175006.88,1348066.2 ","year,宏观税负 2022,13.502117534638966 2023,13.99522604102369 2024,12.98206868475747 " 1229,CN,macro,2021至2023年间,中国企业贷款实际利率的最小值是多少?(单位:%;LPR用每年8月份公布的1年期LPR)写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,-4.25,medium,inflation,名义利率 - 通胀率 = 1年期LPR - PPI同比增速,"year,1年期LPR (%),工业生产者出厂价格指数 (上年=100) 2021,3.85,108.1 2022,3.65,104.1 2023,3.45,97.0 ","year,企业贷款实际利率 2021,-4.249999999999995 2022,-0.4499999999999944 2023,6.45 " 1230,CN,macro,中国的企业贷款实际利率在2023到2025年的平均值是?(单位:%;LPR用每年8月份公布的1年期LPR)写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,5.8667,medium,inflation,名义利率 - 通胀率 = 1年期LPR - PPI同比增速,"year,1年期LPR (%),工业生产者出厂价格指数 (上年=100) 2023,3.45,97.0 2024,3.35,97.8 2025,3.0,97.4 ","year,企业贷款实际利率 2023,6.45 2024,5.5500000000000025 2025,5.599999999999994 " 1231,CN,macro,对于中国的企业贷款实际利率,其2020-2022年的最小值是多少?(单位:%;LPR用每年8月份公布的1年期LPR)写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,-4.25,medium,inflation,名义利率 - 通胀率 = 1年期LPR - PPI同比增速,"year,1年期LPR (%),工业生产者出厂价格指数 (上年=100) 2020,3.85,98.2 2021,3.85,108.1 2022,3.65,104.1 ","year,企业贷款实际利率 2020,5.649999999999997 2021,-4.249999999999995 2022,-0.4499999999999944 " 1232,CN,macro,计算中国在2021至2025年的企业贷款实际利率的最小值。(单位:%;LPR用每年8月份公布的1年期LPR)写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,-4.25,medium,inflation,名义利率 - 通胀率 = 1年期LPR - PPI同比增速,"year,1年期LPR (%),工业生产者出厂价格指数 (上年=100) 2021,3.85,108.1 2022,3.65,104.1 2023,3.45,97.0 2024,3.35,97.8 2025,3.0,97.4 ","year,企业贷款实际利率 2021,-4.249999999999995 2022,-0.4499999999999944 2023,6.45 2024,5.5500000000000025 2025,5.599999999999994 " 1233,CN,macro,2020至2022年间,中国(城镇非私营单位)实际工资增长率的最小值是多少?(单位:%)写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,4.7318,medium,labor,名义工资增长率 - 通胀率 = 城镇非私营单位就业人员平均工资同比增速 - CPI同比增速,"year,城镇非私营单位就业人员平均工资 (元),居民消费价格指数 (上年=100) 2019,90501.0,102.9 2020,97379.0,102.5 2021,106837.0,100.9 2022,114029.0,102.0 ","year,(城镇非私营单位)实际工资增长率 2020,5.099916023027364 2021,8.812566364411218 2022,4.731750236341338 " 1234,CN,macro,中国的(城镇非私营单位)实际工资增长率在2019到2023年的最大值是?(单位:%)写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,8.8126,medium,labor,名义工资增长率 - 通胀率 = 城镇非私营单位就业人员平均工资同比增速 - CPI同比增速,"year,城镇非私营单位就业人员平均工资 (元),居民消费价格指数 (上年=100) 2018,82413.0,102.1 2019,90501.0,102.9 2020,97379.0,102.5 2021,106837.0,100.9 2022,114029.0,102.0 2023,120698.0,100.2 ","year,(城镇非私营单位)实际工资增长率 2019,6.913985657602559 2020,5.099916023027364 2021,8.812566364411218 2022,4.731750236341338 2023,5.648512220575472 " 1235,CN,macro,对于中国的(城镇非私营单位)实际工资增长率,其2019-2021年的最大值是多少?(单位:%)写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,8.8126,medium,labor,名义工资增长率 - 通胀率 = 城镇非私营单位就业人员平均工资同比增速 - CPI同比增速,"year,城镇非私营单位就业人员平均工资 (元),居民消费价格指数 (上年=100) 2018,82413.0,102.1 2019,90501.0,102.9 2020,97379.0,102.5 2021,106837.0,100.9 ","year,(城镇非私营单位)实际工资增长率 2019,6.913985657602559 2020,5.099916023027364 2021,8.812566364411218 " 1236,CN,macro,计算中国在2018至2020年的(城镇非私营单位)实际工资增长率的最小值。(单位:%)写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,5.0999,medium,labor,名义工资增长率 - 通胀率 = 城镇非私营单位就业人员平均工资同比增速 - CPI同比增速,"year,城镇非私营单位就业人员平均工资 (元),居民消费价格指数 (上年=100) 2017,74318.0,101.6 2018,82413.0,102.1 2019,90501.0,102.9 2020,97379.0,102.5 ","year,(城镇非私营单位)实际工资增长率 2018,8.792381388089018 2019,6.913985657602559 2020,5.099916023027364 " 1237,CN,macro,2020至2024年间,中国(城镇私营单位)实际工资增长率的最大值是多少?(单位:%)写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,8.0334,medium,labor,名义工资增长率 - 通胀率 = 城镇私营单位就业人员平均工资同比增速 - CPI同比增速,"year,城镇私营单位就业人员平均工资 (元),居民消费价格指数 (上年=100) 2019,53604.0,102.9 2020,57727.0,102.5 2021,62884.0,100.9 2022,65237.0,102.0 2023,68340.0,100.2 2024,69476.0,100.2 ","year,(城镇私营单位)实际工资增长率 2020,5.191590179837315 2021,8.033428031943451 2022,1.7418103174098327 2023,4.556503211367777 2024,1.4622768510389212 " 1238,CN,macro,中国的(城镇私营单位)实际工资增长率在2017到2019年的最小值是?(单位:%)写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,5.2271,medium,labor,名义工资增长率 - 通胀率 = 城镇私营单位就业人员平均工资同比增速 - CPI同比增速,"year,城镇私营单位就业人员平均工资 (元),居民消费价格指数 (上年=100) 2016,42833.0,102.0 2017,45761.0,101.6 2018,49575.0,102.1 2019,53604.0,102.9 ","year,(城镇私营单位)实际工资增长率 2017,5.235850862652643 2018,6.234608072376055 2019,5.227080181543105 " 1239,CN,macro,对于中国的(城镇私营单位)实际工资增长率,其2018-2020年的平均值是多少?(单位:%)写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,5.5511,medium,labor,名义工资增长率 - 通胀率 = 城镇私营单位就业人员平均工资同比增速 - CPI同比增速,"year,城镇私营单位就业人员平均工资 (元),居民消费价格指数 (上年=100) 2017,45761.0,101.6 2018,49575.0,102.1 2019,53604.0,102.9 2020,57727.0,102.5 ","year,(城镇私营单位)实际工资增长率 2018,6.234608072376055 2019,5.227080181543105 2020,5.191590179837315 " 1240,CN,macro,计算中国在2019至2021年的(城镇私营单位)实际工资增长率的最小值。(单位:%)写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,5.1916,medium,labor,名义工资增长率 - 通胀率 = 城镇私营单位就业人员平均工资同比增速 - CPI同比增速,"year,城镇私营单位就业人员平均工资 (元),居民消费价格指数 (上年=100) 2018,49575.0,102.1 2019,53604.0,102.9 2020,57727.0,102.5 2021,62884.0,100.9 ","year,(城镇私营单位)实际工资增长率 2019,5.227080181543105 2020,5.191590179837315 2021,8.033428031943451 " 1241,CN,macro,2020至2022年间,中国就业弹性的最小值是多少?写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,-0.5622,medium,labor,就业弹性 = 就业增长率 / GDP增长率,"year,就业人员 (万人),GDP增长率 (%) 2019,75447,6.1 2020,75064,2.3 2021,74652,8.6 2022,73351,3.1 ","year,就业弹性 2020,-0.22071353285144937 2021,-0.06382150797211149 2022,-0.5621784002502801 " 1242,CN,macro,中国的就业弹性在2018到2022年的平均值是?写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,-0.1945,medium,labor,就业弹性 = 就业增长率 / GDP增长率,"year,就业人员 (万人),GDP增长率 (%) 2017,76058,6.9 2018,75782,6.8 2019,75447,6.1 2020,75064,2.3 2021,74652,8.6 2022,73351,3.1 ","year,就业弹性 2018,-0.05336484695116625 2019,-0.0724684394538089 2020,-0.22071353285144937 2021,-0.06382150797211149 2022,-0.5621784002502801 " 1243,CN,macro,对于中国的就业弹性,其2020-2024年的最小值是多少?写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,-0.5622,medium,labor,就业弹性 = 就业增长率 / GDP增长率,"year,就业人员 (万人),GDP增长率 (%) 2019,75447,6.1 2020,75064,2.3 2021,74652,8.6 2022,73351,3.1 2023,74041,5.4 2024,73439,5.0 ","year,就业弹性 2020,-0.22071353285144937 2021,-0.06382150797211149 2022,-0.5621784002502801 2023,0.17420045776850712 2024,-0.16261260652881582 " 1244,CN,macro,计算中国在2022至2024年的就业弹性的平均值。写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,-0.1835,medium,labor,就业弹性 = 就业增长率 / GDP增长率,"year,就业人员 (万人),GDP增长率 (%) 2021,74652,8.6 2022,73351,3.1 2023,74041,5.4 2024,73439,5.0 ","year,就业弹性 2022,-0.5621784002502801 2023,0.17420045776850712 2024,-0.16261260652881582 " 1245,CN,technical,中国电建2022年06月29日的布林带下轨的值是?(标准版:中轨SMA(20),乘数2,用总体标准差)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,7.6014,easy,channel,Middle = SMA_n(P);Upper = Middle + 2 * \sigma_n(P);Lower = Middle - 2 * \sigma_n(P),"date,close 2022-06-01,7.67 2022-06-02,7.72 2022-06-06,7.85 2022-06-07,7.71 2022-06-08,7.69 2022-06-09,7.97 2022-06-10,7.9 2022-06-13,7.77 2022-06-14,7.91 2022-06-15,8.33 2022-06-16,8.09 2022-06-17,8.09 2022-06-20,8.09 2022-06-21,7.96 2022-06-22,7.92 2022-06-23,7.99 2022-06-24,7.83 2022-06-27,7.96 2022-06-28,7.96 2022-06-29,7.99 ", 1246,CN,technical,2020年04月30日,圣邦股份的布林带下轨值是多少?(标准版:中轨SMA(20),乘数2,用总体标准差)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,264.6808,easy,channel,Middle = SMA_n(P);Upper = Middle + 2 * \sigma_n(P);Lower = Middle - 2 * \sigma_n(P),"date,close 2020-04-02,289.87 2020-04-03,303.0 2020-04-07,307.0 2020-04-08,289.86 2020-04-09,287.5 2020-04-10,276.0 2020-04-13,275.2 2020-04-14,278.0 2020-04-15,275.08 2020-04-16,287.32 2020-04-17,291.58 2020-04-20,296.37 2020-04-21,286.23 2020-04-22,290.7 2020-04-23,275.9 2020-04-24,272.02 2020-04-27,273.56 2020-04-28,292.01 2020-04-29,291.42 2020-04-30,315.42 ", 1247,CN,technical,对于福斯特2024年07月03日的布林带,其上轨值是多少?(标准版:中轨SMA(20),乘数2,用总体标准差)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,29.7173,easy,channel,Middle = SMA_n(P);Upper = Middle + 2 * \sigma_n(P);Lower = Middle - 2 * \sigma_n(P),"date,close 2024-06-05,25.55 2024-06-06,24.92 2024-06-07,24.56 2024-06-11,25.29 2024-06-12,24.81 2024-06-13,24.48 2024-06-14,24.45 2024-06-17,24.1 2024-06-18,23.3 2024-06-19,22.9 2024-06-20,22.4 2024-06-21,22.31 2024-06-24,15.31 2024-06-25,15.35 2024-06-26,15.44 2024-06-27,15.02 2024-06-28,14.7 2024-07-01,14.38 2024-07-02,13.87 2024-07-03,13.51 ", 1248,CN,technical,关于布林带的中轨,2021年02月10日领益智造的值是?(标准版:中轨SMA(20),乘数2,用总体标准差)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,10.963,easy,channel,Middle = SMA_n(P);Upper = Middle + 2 * \sigma_n(P);Lower = Middle - 2 * \sigma_n(P),"date,close 2021-01-14,12.41 2021-01-15,11.9 2021-01-18,12.05 2021-01-19,11.81 2021-01-20,11.82 2021-01-21,11.88 2021-01-22,11.69 2021-01-25,11.18 2021-01-26,10.79 2021-01-27,10.63 2021-01-28,10.19 2021-01-29,10.31 2021-02-01,10.88 2021-02-02,10.77 2021-02-03,10.28 2021-02-04,10.17 2021-02-05,9.92 2021-02-08,9.81 2021-02-09,10.26 2021-02-10,10.51 ", 1249,CN,technical,计算光大银行2021年07月28日的布林带上轨值。(标准版:中轨SMA(20),乘数2,用总体标准差)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,3.8616,easy,channel,Middle = SMA_n(P);Upper = Middle + 2 * \sigma_n(P);Lower = Middle - 2 * \sigma_n(P),"date,close 2021-07-01,3.78 2021-07-02,3.76 2021-07-05,3.71 2021-07-06,3.71 2021-07-07,3.7 2021-07-08,3.66 2021-07-09,3.62 2021-07-12,3.62 2021-07-13,3.65 2021-07-14,3.61 2021-07-15,3.65 2021-07-16,3.65 2021-07-19,3.65 2021-07-20,3.65 2021-07-21,3.43 2021-07-22,3.45 2021-07-23,3.44 2021-07-26,3.39 2021-07-27,3.33 2021-07-28,3.34 ", 1250,CN,technical,联影医疗2025年12月19日的肯特纳通道下轨的值是?(标准版:中轨EMA(20),ATR(10),乘数2;EMA从前4n个数据开始计算,初始值用首个数据点;ATR计算用SMA)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,126.1832,easy,channel,Middle = EMA_{n_{ema}}(C);Upper = Middle + 2 * ATR_{n_{atr}};Lower = Middle - 2 * ATR_{n_{atr}},"date,close,high,low 2025-08-21,133.8,136.0,130.11 2025-08-22,135.38,135.48,132.28 2025-08-25,135.85,137.94,134.41 2025-08-26,136.5,138.88,135.01 2025-08-27,135.6,140.99,135.5 2025-08-28,136.26,137.58,133.2 2025-08-29,141.8,142.98,135.94 2025-09-01,152.1,152.1,142.43 2025-09-02,150.56,152.38,149.21 2025-09-03,148.84,154.06,146.71 2025-09-04,141.2,149.7,139.0 2025-09-05,142.64,143.23,140.0 2025-09-08,158.3,164.5,144.39 2025-09-09,153.61,157.9,151.9 2025-09-10,152.29,156.55,151.7 2025-09-11,154.99,155.18,148.88 2025-09-12,151.1,155.82,151.1 2025-09-15,152.0,154.0,150.7 2025-09-16,152.98,153.75,149.87 2025-09-17,151.6,153.9,149.8 2025-09-18,150.0,153.55,148.81 2025-09-19,147.9,151.4,147.9 2025-09-22,145.93,151.98,144.71 2025-09-23,143.89,147.41,141.99 2025-09-24,147.23,147.87,143.19 2025-09-25,148.75,149.59,146.41 2025-09-26,144.32,148.5,144.01 2025-09-29,147.9,148.46,143.08 2025-09-30,151.7,151.95,148.73 2025-10-09,157.55,159.06,150.25 2025-10-10,156.4,158.88,155.16 2025-10-13,153.03,156.69,150.88 2025-10-14,147.8,154.96,147.51 2025-10-15,148.36,149.15,146.3 2025-10-16,147.66,150.3,147.06 2025-10-17,143.89,148.88,143.2 2025-10-20,141.05,145.02,140.53 2025-10-21,143.03,144.27,142.0 2025-10-22,140.0,143.62,140.0 2025-10-23,140.0,140.86,138.5 2025-10-24,142.16,143.26,141.13 2025-10-27,143.83,147.79,143.03 2025-10-28,144.81,145.97,143.13 2025-10-29,146.56,146.56,143.04 2025-10-30,141.03,154.9,141.01 2025-10-31,139.92,142.44,139.6 2025-11-03,137.69,140.68,135.88 2025-11-04,137.0,138.49,136.1 2025-11-05,138.98,140.69,136.01 2025-11-06,137.8,139.53,137.53 2025-11-07,137.66,139.3,137.53 2025-11-10,141.77,142.0,137.0 2025-11-11,141.5,141.8,140.12 2025-11-12,139.88,141.5,138.09 2025-11-13,138.02,140.17,137.6 2025-11-14,136.88,138.56,136.88 2025-11-17,134.0,136.8,133.33 2025-11-18,134.25,134.4,132.4 2025-11-19,131.11,134.49,131.06 2025-11-20,130.69,132.32,130.13 2025-11-21,133.5,135.47,129.88 2025-11-24,134.7,135.5,133.1 2025-11-25,133.69,135.5,132.95 2025-11-26,131.9,134.77,131.72 2025-11-27,132.1,133.16,130.07 2025-11-28,133.1,133.96,132.04 2025-12-01,131.3,132.9,129.89 2025-12-02,128.71,131.65,128.68 2025-12-03,128.88,129.88,128.6 2025-12-04,128.87,130.18,128.71 2025-12-05,130.61,130.86,127.6 2025-12-08,129.72,131.19,129.43 2025-12-09,128.98,130.82,128.47 2025-12-10,129.79,130.19,127.91 2025-12-11,128.7,129.99,128.7 2025-12-12,128.63,129.77,127.63 2025-12-15,129.8,130.53,128.31 2025-12-16,127.19,129.98,127.01 2025-12-17,127.46,127.75,126.01 2025-12-18,126.86,127.99,126.52 2025-12-19,127.34,128.0,126.61 ", 1251,CN,technical,2022年01月14日,石头科技的肯特纳通道上轨值是多少?(标准版:中轨EMA(20),ATR(10),乘数2;EMA从前4n个数据开始计算,初始值用首个数据点;ATR计算用SMA)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,924.654,easy,channel,Middle = EMA_{n_{ema}}(C);Upper = Middle + 2 * ATR_{n_{atr}};Lower = Middle - 2 * ATR_{n_{atr}},"date,close,high,low 2021-09-14,791.2,823.38,778.86 2021-09-15,760.01,799.0,749.99 2021-09-16,753.3,783.03,750.02 2021-09-17,737.0,759.21,725.4 2021-09-22,716.06,736.0,702.22 2021-09-23,732.0,737.66,712.47 2021-09-24,755.0,764.99,720.6 2021-09-27,739.8,767.16,717.0 2021-09-28,725.0,747.77,718.22 2021-09-29,719.49,736.0,716.63 2021-09-30,706.93,724.0,694.0 2021-10-08,730.86,755.88,709.16 2021-10-11,704.0,735.57,700.0 2021-10-12,681.6,708.0,675.89 2021-10-13,732.0,734.0,683.0 2021-10-14,779.59,783.9,719.86 2021-10-15,773.83,808.85,747.0 2021-10-18,742.32,775.01,732.0 2021-10-19,821.0,823.0,739.98 2021-10-20,844.1,849.8,805.01 2021-10-21,893.5,899.0,832.28 2021-10-22,904.97,917.68,857.54 2021-10-25,900.0,903.0,875.99 2021-10-26,868.0,913.73,820.0 2021-10-27,870.02,895.87,848.63 2021-10-28,880.02,888.0,847.03 2021-10-29,900.0,909.69,860.3 2021-11-01,977.99,989.99,879.12 2021-11-02,1004.0,1019.8,959.8 2021-11-03,976.0,1030.0,966.06 2021-11-04,970.0,990.61,935.87 2021-11-05,938.0,970.07,919.0 2021-11-08,908.0,934.4,894.48 2021-11-09,909.8,921.06,880.02 2021-11-10,912.0,918.58,860.0 2021-11-11,928.0,930.0,888.0 2021-11-12,867.5,954.96,867.0 2021-11-15,861.99,882.03,829.56 2021-11-16,881.0,903.96,853.73 2021-11-17,888.0,910.99,860.77 2021-11-18,855.07,895.0,854.03 2021-11-19,882.0,888.0,850.0 2021-11-22,860.0,887.0,852.0 2021-11-23,856.05,875.0,844.28 2021-11-24,891.01,898.75,851.04 2021-11-25,886.4,917.0,880.58 2021-11-26,848.01,887.37,846.2 2021-11-29,807.51,853.13,792.47 2021-11-30,811.91,835.68,798.18 2021-12-01,756.0,807.48,749.5 2021-12-02,739.0,762.0,735.01 2021-12-03,735.0,747.85,718.78 2021-12-06,734.7,749.4,727.08 2021-12-07,760.0,775.0,734.69 2021-12-08,811.56,818.18,761.0 2021-12-09,827.5,834.97,802.0 2021-12-10,816.98,827.59,793.28 2021-12-13,812.98,844.55,802.28 2021-12-14,794.69,817.8,785.0 2021-12-15,810.0,818.0,785.01 2021-12-16,813.58,823.86,792.5 2021-12-17,813.92,834.69,795.12 2021-12-20,772.55,818.0,772.0 2021-12-21,810.56,815.99,753.92 2021-12-22,788.17,815.0,781.54 2021-12-23,775.01,804.97,770.0 2021-12-24,783.12,785.0,766.89 2021-12-27,783.0,798.0,760.68 2021-12-28,776.8,782.0,750.13 2021-12-29,775.0,793.0,761.0 2021-12-30,803.21,818.0,776.0 2021-12-31,813.0,825.0,795.03 2022-01-04,764.0,815.0,754.0 2022-01-05,815.26,836.23,760.01 2022-01-06,828.0,847.97,805.51 2022-01-07,848.33,869.79,813.02 2022-01-10,890.05,898.0,820.03 2022-01-11,867.3,918.5,863.03 2022-01-12,873.0,886.9,854.41 2022-01-13,849.68,875.03,845.75 2022-01-14,836.66,849.97,822.95 ", 1252,CN,technical,对于中国铁建2023年03月03日的肯特纳通道,其中轨值是多少?(标准版:中轨EMA(20),ATR(10),乘数2;EMA从前4n个数据开始计算,初始值用首个数据点;ATR计算用SMA)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,8.1666,easy,channel,Middle = EMA_{n_{ema}}(C);Upper = Middle + 2 * ATR_{n_{atr}};Lower = Middle - 2 * ATR_{n_{atr}},"date,close,high,low 2022-11-03,6.98,7.02,6.96 2022-11-04,7.07,7.09,6.96 2022-11-07,7.09,7.12,7.05 2022-11-08,7.1,7.12,7.06 2022-11-09,7.08,7.18,7.08 2022-11-10,7.07,7.09,6.99 2022-11-11,7.18,7.25,7.11 2022-11-14,7.21,7.35,7.2 2022-11-15,7.22,7.24,7.16 2022-11-16,7.17,7.24,7.16 2022-11-17,7.16,7.18,7.12 2022-11-18,7.12,7.18,7.1 2022-11-21,7.09,7.12,7.06 2022-11-22,7.51,7.8,7.08 2022-11-23,7.93,8.12,7.41 2022-11-24,7.67,7.81,7.62 2022-11-25,7.85,7.95,7.63 2022-11-28,7.75,7.95,7.66 2022-11-29,8.15,8.32,7.82 2022-11-30,8.11,8.18,8.03 2022-12-01,7.92,8.15,7.88 2022-12-02,7.91,7.94,7.78 2022-12-05,8.7,8.7,8.1 2022-12-06,8.71,9.08,8.66 2022-12-07,8.78,8.96,8.54 2022-12-08,8.86,8.92,8.62 2022-12-09,8.77,8.91,8.53 2022-12-12,8.46,8.73,8.43 2022-12-13,8.46,8.53,8.32 2022-12-14,8.35,8.47,8.26 2022-12-15,8.34,8.41,8.25 2022-12-16,8.39,8.5,8.28 2022-12-19,7.95,8.37,7.91 2022-12-20,7.94,8.04,7.92 2022-12-21,7.9,7.97,7.86 2022-12-22,7.82,8.05,7.77 2022-12-23,7.8,7.86,7.74 2022-12-26,7.79,7.83,7.65 2022-12-27,7.82,7.89,7.77 2022-12-28,7.75,7.81,7.69 2022-12-29,7.64,7.73,7.61 2022-12-30,7.73,7.76,7.64 2023-01-03,7.89,7.94,7.66 2023-01-04,7.93,7.97,7.83 2023-01-05,7.91,8.02,7.88 2023-01-06,7.82,7.93,7.79 2023-01-09,7.78,7.86,7.76 2023-01-10,7.73,7.81,7.68 2023-01-11,7.7,7.78,7.69 2023-01-12,7.61,7.72,7.57 2023-01-13,7.69,7.69,7.57 2023-01-16,7.77,7.87,7.62 2023-01-17,7.73,7.77,7.69 2023-01-18,7.73,7.78,7.72 2023-01-19,7.79,7.79,7.65 2023-01-20,8.0,8.03,7.78 2023-01-30,7.9,8.08,7.89 2023-01-31,7.91,7.94,7.86 2023-02-01,8.02,8.04,7.83 2023-02-02,7.98,8.03,7.93 2023-02-03,7.86,7.97,7.82 2023-02-06,7.89,7.96,7.78 2023-02-07,8.04,8.05,7.86 2023-02-08,7.88,8.04,7.87 2023-02-09,7.92,7.94,7.85 2023-02-10,7.98,8.03,7.89 2023-02-13,8.06,8.1,7.91 2023-02-14,8.02,8.06,7.97 2023-02-15,7.95,8.02,7.93 2023-02-16,7.95,8.15,7.9 2023-02-17,7.83,7.97,7.82 2023-02-20,8.13,8.15,7.83 2023-02-21,8.17,8.24,8.07 2023-02-22,8.18,8.25,8.11 2023-02-23,8.12,8.19,8.09 2023-02-24,8.07,8.12,8.01 2023-02-27,8.02,8.12,8.01 2023-02-28,8.11,8.11,7.96 2023-03-01,8.29,8.31,8.09 2023-03-02,8.58,8.72,8.26 2023-03-03,8.88,8.96,8.52 ", 1253,CN,technical,关于肯特纳通道的中轨,2020年05月19日藏格矿业的值是?(标准版:中轨EMA(20),ATR(10),乘数2;EMA从前4n个数据开始计算,初始值用首个数据点;ATR计算用SMA)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,4.5413,easy,channel,Middle = EMA_{n_{ema}}(C);Upper = Middle + 2 * ATR_{n_{atr}};Lower = Middle - 2 * ATR_{n_{atr}},"date,close,high,low 2020-01-13,7.42,7.44,7.25 2020-01-14,8.16,8.16,7.4 2020-01-15,7.79,8.02,7.76 2020-01-16,7.85,8.06,7.73 2020-01-17,7.89,7.98,7.76 2020-01-20,7.76,7.89,7.7 2020-01-21,7.56,7.71,7.52 2020-01-22,7.39,7.57,7.29 2020-01-23,7.03,7.37,6.98 2020-02-03,6.33,6.33,6.33 2020-02-04,5.97,6.24,5.7 2020-02-05,6.06,6.17,5.94 2020-02-06,6.24,6.28,5.98 2020-02-07,6.21,6.35,6.14 2020-02-10,6.48,6.52,6.14 2020-02-11,6.47,6.7,6.44 2020-02-12,6.7,6.75,6.42 2020-02-13,6.77,6.9,6.63 2020-02-14,6.66,6.77,6.63 2020-02-17,6.82,6.82,6.66 2020-02-18,6.88,6.95,6.78 2020-02-19,7.09,7.37,6.97 2020-02-20,7.26,7.37,7.02 2020-02-21,7.63,7.98,7.12 2020-02-24,7.77,7.86,7.41 2020-02-25,7.55,7.59,7.07 2020-02-26,7.27,7.49,7.23 2020-02-27,7.32,7.37,7.2 2020-02-28,6.7,7.18,6.63 2020-03-02,7.03,7.05,6.71 2020-03-03,6.99,7.25,6.95 2020-03-04,7.03,7.18,6.92 2020-03-05,7.2,7.2,7.06 2020-03-06,7.1,7.18,7.06 2020-03-09,6.78,7.01,6.75 2020-03-10,6.77,6.83,6.43 2020-03-11,6.66,6.82,6.63 2020-03-12,6.42,6.63,6.38 2020-03-13,6.28,6.34,5.92 2020-03-16,6.04,6.34,5.99 2020-03-17,5.9,6.14,5.67 2020-03-18,5.79,6.04,5.76 2020-03-19,5.82,5.86,5.65 2020-03-20,5.82,5.93,5.78 2020-03-23,5.46,5.76,5.4 2020-03-24,5.54,5.61,5.38 2020-03-25,5.73,5.89,5.63 2020-03-26,5.67,5.75,5.63 2020-03-27,5.75,5.78,5.65 2020-03-30,5.65,5.71,5.53 2020-03-31,5.93,6.03,5.66 2020-04-01,5.85,6.03,5.83 2020-04-02,5.88,5.9,5.74 2020-04-03,5.89,6.0,5.85 2020-04-07,6.09,6.1,5.95 2020-04-08,6.08,6.16,6.0 2020-04-09,6.02,6.13,6.02 2020-04-10,5.95,6.09,5.85 2020-04-13,5.73,5.89,5.69 2020-04-14,5.74,5.77,5.66 2020-04-15,5.76,5.87,5.64 2020-04-16,5.71,5.74,5.65 2020-04-17,5.71,5.79,5.7 2020-04-20,5.78,5.87,5.63 2020-04-21,5.83,5.88,5.74 2020-04-22,5.8,5.89,5.75 2020-04-23,5.86,5.9,5.78 2020-04-24,5.57,5.84,5.55 2020-04-27,5.01,5.27,5.01 2020-04-28,4.51,4.69,4.51 2020-04-29,4.34,4.56,4.29 2020-05-06,4.12,4.12,4.12 2020-05-07,3.91,3.91,3.91 2020-05-08,3.71,3.77,3.71 2020-05-11,3.78,3.9,3.66 2020-05-12,3.61,3.78,3.6 2020-05-13,3.65,3.67,3.55 2020-05-14,3.83,3.83,3.83 2020-05-15,4.02,4.02,4.02 2020-05-18,4.22,4.22,4.22 2020-05-19,4.43,4.43,4.43 ", 1254,CN,technical,计算北方华创2023年01月13日的肯特纳通道上轨值。(标准版:中轨EMA(20),ATR(10),乘数2;EMA从前4n个数据开始计算,初始值用首个数据点;ATR计算用SMA)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,243.6062,easy,channel,Middle = EMA_{n_{ema}}(C);Upper = Middle + 2 * ATR_{n_{atr}};Lower = Middle - 2 * ATR_{n_{atr}},"date,close,high,low 2022-09-15,311.0,325.0,302.63 2022-09-16,315.76,323.88,306.0 2022-09-19,316.0,325.0,312.4 2022-09-20,310.35,317.9,297.85 2022-09-21,297.22,309.23,296.3 2022-09-22,295.88,300.0,289.41 2022-09-23,285.0,297.89,282.83 2022-09-26,291.05,296.5,281.05 2022-09-27,294.98,300.65,288.98 2022-09-28,285.22,294.99,283.03 2022-09-29,291.78,293.8,277.8 2022-09-30,278.4,294.8,278.02 2022-10-10,250.56,265.0,250.56 2022-10-11,225.5,240.0,225.5 2022-10-12,232.0,232.99,211.97 2022-10-13,221.8,231.0,220.96 2022-10-14,224.88,226.88,213.11 2022-10-17,243.0,245.44,218.56 2022-10-18,238.9,241.8,233.3 2022-10-19,241.0,244.07,234.28 2022-10-20,265.1,265.1,237.93 2022-10-21,262.62,270.89,248.95 2022-10-24,265.9,275.54,257.0 2022-10-25,261.69,271.88,258.31 2022-10-26,261.8,268.0,257.66 2022-10-27,262.95,268.08,255.61 2022-10-28,265.9,274.0,258.0 2022-10-31,265.7,273.85,260.51 2022-11-01,264.92,265.99,258.0 2022-11-02,261.65,270.0,259.9 2022-11-03,267.5,271.65,257.0 2022-11-04,272.6,274.47,261.7 2022-11-07,263.65,277.5,263.0 2022-11-08,258.46,264.99,255.58 2022-11-09,249.6,260.88,247.0 2022-11-10,235.0,250.96,233.2 2022-11-11,238.22,247.98,237.79 2022-11-14,237.48,242.74,234.45 2022-11-15,250.01,253.0,237.01 2022-11-16,242.13,250.0,241.01 2022-11-17,242.45,242.58,231.02 2022-11-18,230.53,244.9,230.01 2022-11-21,230.7,233.0,226.77 2022-11-22,229.71,235.0,224.77 2022-11-23,225.76,229.91,221.67 2022-11-24,229.62,232.23,225.58 2022-11-25,225.01,234.44,224.5 2022-11-28,224.0,224.62,218.77 2022-11-29,225.01,228.0,220.44 2022-11-30,222.89,228.21,221.0 2022-12-01,230.99,232.2,224.57 2022-12-02,226.93,232.65,225.16 2022-12-05,224.35,227.5,221.0 2022-12-06,238.3,240.88,223.01 2022-12-07,239.32,241.98,236.5 2022-12-08,238.0,241.12,235.16 2022-12-09,244.81,249.01,239.0 2022-12-12,243.96,250.0,240.5 2022-12-13,235.3,243.96,234.38 2022-12-14,242.3,250.55,240.29 2022-12-15,247.12,253.5,238.06 2022-12-16,241.22,244.83,238.0 2022-12-19,234.4,241.17,234.0 2022-12-20,231.83,236.98,229.2 2022-12-21,228.0,232.2,225.33 2022-12-22,222.95,229.49,222.65 2022-12-23,217.82,222.0,216.0 2022-12-26,223.76,224.26,217.39 2022-12-27,227.52,228.2,221.8 2022-12-28,224.8,227.32,222.01 2022-12-29,227.64,231.33,223.93 2022-12-30,225.3,230.79,224.25 2023-01-03,230.3,231.0,222.06 2023-01-04,226.3,234.98,225.16 2023-01-05,228.31,229.96,224.0 2023-01-06,228.32,231.1,225.1 2023-01-09,229.4,233.0,226.5 2023-01-10,230.5,234.66,228.5 2023-01-11,228.9,240.0,228.3 2023-01-12,225.61,231.28,223.99 2023-01-13,227.11,227.28,224.05 ", 1255,CN,technical,海南机场2022年07月27日的包络线中轨的值是?(标准版:中轨SMA(20),上下轨±10%)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,3.2055,easy,channel,Middle = SMA_n(P);Upper = Middle * 1.1;Lower = Middle * 0.9,"date,close 2022-06-30,3.39 2022-07-01,3.35 2022-07-04,3.32 2022-07-05,3.28 2022-07-06,3.23 2022-07-07,3.26 2022-07-08,3.23 2022-07-11,3.16 2022-07-12,3.17 2022-07-13,3.19 2022-07-14,3.15 2022-07-15,3.01 2022-07-18,3.04 2022-07-19,3.15 2022-07-20,3.13 2022-07-21,3.18 2022-07-22,3.2 2022-07-25,3.26 2022-07-26,3.24 2022-07-27,3.17 ", 1256,CN,technical,2022年02月09日,今世缘的包络线下轨值是多少?(标准版:中轨SMA(20),上下轨±10%)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,46.5813,easy,channel,Middle = SMA_n(P);Upper = Middle * 1.1;Lower = Middle * 0.9,"date,close 2022-01-06,52.72 2022-01-07,51.5 2022-01-10,51.44 2022-01-11,51.25 2022-01-12,52.56 2022-01-13,49.94 2022-01-14,49.33 2022-01-17,49.65 2022-01-18,50.77 2022-01-19,50.73 2022-01-20,51.65 2022-01-21,53.07 2022-01-24,53.32 2022-01-25,53.37 2022-01-26,53.2 2022-01-27,52.28 2022-01-28,50.92 2022-02-07,51.85 2022-02-08,51.18 2022-02-09,54.41 ", 1257,CN,technical,对于中国动力2024年08月16日的包络线,其中轨值是多少?(标准版:中轨SMA(20),上下轨±10%)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,23.047,easy,channel,Middle = SMA_n(P);Upper = Middle * 1.1;Lower = Middle * 0.9,"date,close 2024-07-22,23.72 2024-07-23,23.0 2024-07-24,23.84 2024-07-25,23.25 2024-07-26,23.65 2024-07-29,23.87 2024-07-30,23.73 2024-07-31,23.26 2024-08-01,23.09 2024-08-02,23.63 2024-08-05,22.57 2024-08-06,22.86 2024-08-07,23.03 2024-08-08,22.59 2024-08-09,22.34 2024-08-12,22.09 2024-08-13,22.59 2024-08-14,22.55 2024-08-15,22.48 2024-08-16,22.8 ", 1258,CN,technical,关于包络线的下轨,2024年09月09日兴业银行的值是?(标准版:中轨SMA(20),上下轨±10%)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,15.0115,easy,channel,Middle = SMA_n(P);Upper = Middle * 1.1;Lower = Middle * 0.9,"date,close 2024-08-13,16.32 2024-08-14,16.28 2024-08-15,16.59 2024-08-16,16.72 2024-08-19,16.95 2024-08-20,16.84 2024-08-21,16.77 2024-08-22,16.82 2024-08-23,17.32 2024-08-26,17.48 2024-08-27,17.33 2024-08-28,17.21 2024-08-29,16.69 2024-08-30,16.51 2024-09-02,16.5 2024-09-03,16.36 2024-09-04,16.24 2024-09-05,16.3 2024-09-06,16.39 2024-09-09,15.97 ", 1259,CN,technical,计算宝钢股份2020年11月27日的包络线中轨值。(标准版:中轨SMA(20),上下轨±10%)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,6.265,easy,channel,Middle = SMA_n(P);Upper = Middle * 1.1;Lower = Middle * 0.9,"date,close 2020-11-02,5.55 2020-11-03,5.59 2020-11-04,5.75 2020-11-05,6.12 2020-11-06,6.19 2020-11-09,6.54 2020-11-10,6.45 2020-11-11,6.39 2020-11-12,6.39 2020-11-13,6.35 2020-11-16,6.54 2020-11-17,6.36 2020-11-18,6.31 2020-11-19,6.29 2020-11-20,6.49 2020-11-23,6.39 2020-11-24,6.52 2020-11-25,6.38 2020-11-26,6.38 2020-11-27,6.32 ", 1260,CN,technical,欧派家居2024年05月27日的唐安奇通道上轨的值是?(标准版:20日内最高价和最低价,中轨用两者均值)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,78.8,easy,channel,Upper = max_{i=0}^{n-1} H_{t-i};Lower = min_{i=0}^{n-1} L_{t-i};Middle = (Upper + Lower) / 2,"date,high,low 2024-04-25,60.68,55.2 2024-04-26,62.2,59.08 2024-04-29,65.8,61.3 2024-04-30,63.96,62.27 2024-05-06,66.15,63.79 2024-05-07,67.34,65.0 2024-05-08,67.53,65.36 2024-05-09,67.0,65.45 2024-05-10,69.78,66.44 2024-05-13,68.02,66.55 2024-05-14,68.86,67.1 2024-05-15,71.16,66.99 2024-05-16,75.22,68.32 2024-05-17,78.8,70.36 2024-05-20,76.96,73.0 2024-05-21,75.5,73.02 2024-05-22,75.72,73.5 2024-05-23,75.0,72.52 2024-05-24,74.45,72.08 2024-05-27,73.48,69.0 ", 1261,CN,technical,2022年08月18日,紫光国微的唐安奇通道下轨值是多少?(标准版:20日内最高价和最低价,中轨用两者均值)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,206.0,easy,channel,Upper = max_{i=0}^{n-1} H_{t-i};Lower = min_{i=0}^{n-1} L_{t-i};Middle = (Upper + Lower) / 2,"date,high,low 2022-07-22,222.28,210.5 2022-07-25,226.4,216.0 2022-07-26,219.77,214.99 2022-07-27,221.5,215.88 2022-07-28,224.25,215.54 2022-07-29,223.47,210.48 2022-08-01,217.66,206.0 2022-08-02,216.6,210.3 2022-08-03,225.3,212.0 2022-08-04,226.0,217.6 2022-08-05,228.0,218.0 2022-08-08,234.58,218.8 2022-08-09,236.24,226.86 2022-08-10,250.5,232.3 2022-08-11,244.44,236.01 2022-08-12,241.8,231.66 2022-08-15,236.6,230.0 2022-08-16,242.11,233.52 2022-08-17,236.0,230.3 2022-08-18,237.45,231.65 ", 1262,CN,technical,对于中国移动2025年04月18日的唐安奇通道,其下轨值是多少?(标准版:20日内最高价和最低价,中轨用两者均值)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,104.6,easy,channel,Upper = max_{i=0}^{n-1} H_{t-i};Lower = min_{i=0}^{n-1} L_{t-i};Middle = (Upper + Lower) / 2,"date,high,low 2025-03-21,108.18,105.1 2025-03-24,107.1,105.39 2025-03-25,106.27,105.39 2025-03-26,107.58,106.0 2025-03-27,107.48,106.3 2025-03-28,106.7,106.01 2025-03-31,107.7,106.3 2025-04-01,107.39,106.38 2025-04-02,107.88,106.6 2025-04-03,109.36,107.18 2025-04-07,109.2,104.6 2025-04-08,111.7,107.5 2025-04-09,112.6,109.12 2025-04-10,111.7,109.1 2025-04-11,110.39,109.12 2025-04-14,110.96,108.62 2025-04-15,111.99,110.11 2025-04-16,114.16,111.24 2025-04-17,114.37,112.88 2025-04-18,114.81,113.4 ", 1263,CN,technical,关于唐安奇通道的上轨,2021年11月11日领益智造的值是?(标准版:20日内最高价和最低价,中轨用两者均值)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,6.98,easy,channel,Upper = max_{i=0}^{n-1} H_{t-i};Lower = min_{i=0}^{n-1} L_{t-i};Middle = (Upper + Lower) / 2,"date,high,low 2021-10-15,6.42,6.25 2021-10-18,6.26,6.07 2021-10-19,6.14,6.03 2021-10-20,6.16,6.06 2021-10-21,6.09,5.9 2021-10-22,5.97,5.88 2021-10-25,5.94,5.81 2021-10-26,6.42,5.83 2021-10-27,6.98,6.28 2021-10-28,6.8,6.47 2021-10-29,6.77,6.52 2021-11-01,6.93,6.64 2021-11-02,6.8,6.54 2021-11-03,6.67,6.48 2021-11-04,6.75,6.55 2021-11-05,6.93,6.57 2021-11-08,6.78,6.5 2021-11-09,6.68,6.53 2021-11-10,6.68,6.52 2021-11-11,6.78,6.5 ", 1264,CN,technical,计算东方盛虹2022年03月01日的唐安奇通道中轨值。(标准版:20日内最高价和最低价,中轨用两者均值)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,17.945,easy,channel,Upper = max_{i=0}^{n-1} H_{t-i};Lower = min_{i=0}^{n-1} L_{t-i};Middle = (Upper + Lower) / 2,"date,high,low 2022-01-26,18.42,17.46 2022-01-27,18.09,17.18 2022-01-28,17.55,16.35 2022-02-07,17.98,17.16 2022-02-08,17.88,17.15 2022-02-09,18.41,17.55 2022-02-10,18.47,18.02 2022-02-11,18.32,17.71 2022-02-14,17.88,17.13 2022-02-15,17.73,17.2 2022-02-16,18.2,17.59 2022-02-17,18.59,17.71 2022-02-18,18.34,17.93 2022-02-21,18.71,18.03 2022-02-22,18.86,18.13 2022-02-23,19.25,18.66 2022-02-24,19.54,18.53 2022-02-25,19.35,18.51 2022-02-28,19.05,18.32 2022-03-01,19.33,18.4 ", 1265,CN,technical,长江电力2022年11月14日的超级趋势中轨的值是?(标准版:周期10,乘数3;回看前5n个数据)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,20.35,easy,channel,"Mid_t = (H_t + L_t) / 2;BasicUpper_t = Mid_t + m * ATR_n^{Wilder};BasicLower_t = Mid_t - m * ATR_n^{Wilder};多头时 Lower_t = max(BasicLower_t, Lower_{t-1}),若 C_t < Lower_t 则翻空;空头时 Upper_t = min(BasicUpper_t, Upper_{t-1}),若 C_t > Upper_t 则翻多","date,high,low,close 2022-08-25,23.65,23.21,23.59 2022-08-26,23.58,23.27,23.39 2022-08-29,23.45,23.15,23.3 2022-08-30,23.37,23.12,23.28 2022-08-31,23.98,23.28,23.98 2022-09-01,24.08,23.62,23.91 2022-09-02,24.17,23.73,23.82 2022-09-05,23.9,23.51,23.82 2022-09-06,23.98,23.73,23.75 2022-09-07,23.64,23.42,23.57 2022-09-08,23.85,23.53,23.65 2022-09-09,24.06,23.66,23.91 2022-09-13,23.91,23.66,23.79 2022-09-14,23.93,23.64,23.7 2022-09-15,23.98,23.61,23.72 2022-09-16,23.84,23.46,23.46 2022-09-19,23.63,23.41,23.48 2022-09-20,23.54,23.4,23.42 2022-09-21,23.58,23.32,23.43 2022-09-22,23.5,23.26,23.42 2022-09-23,23.51,23.29,23.33 2022-09-26,23.42,23.05,23.05 2022-09-27,23.06,22.53,22.7 2022-09-28,22.69,22.38,22.46 2022-09-29,22.68,22.19,22.4 2022-09-30,22.85,22.28,22.74 2022-10-10,23.44,22.9,23.36 2022-10-11,23.47,23.22,23.42 2022-10-12,23.49,23.0,23.21 2022-10-13,23.24,22.56,23.04 2022-10-14,23.2,22.85,22.96 2022-10-17,23.04,22.76,22.76 2022-10-18,22.91,22.51,22.55 2022-10-19,22.65,22.34,22.37 2022-10-20,22.49,22.24,22.34 2022-10-21,22.6,22.21,22.41 2022-10-24,22.59,21.71,21.83 2022-10-25,22.3,21.91,22.01 2022-10-27,22.19,20.88,20.99 2022-10-28,21.25,20.59,20.68 2022-10-31,20.7,20.01,20.26 2022-11-01,20.41,19.96,20.32 2022-11-02,20.52,20.05,20.46 2022-11-03,20.37,19.89,19.98 2022-11-04,20.27,19.75,20.14 2022-11-07,20.23,19.97,20.14 2022-11-08,20.34,19.95,20.05 2022-11-09,20.2,20.05,20.12 2022-11-10,20.15,19.89,20.0 2022-11-11,20.55,20.03,20.45 2022-11-14,20.6,20.1,20.17 ", 1266,CN,technical,2020年01月20日,北新建材的超级趋势上轨值是多少?(标准版:周期10,乘数3;回看前5n个数据)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,23.382,easy,channel,"Mid_t = (H_t + L_t) / 2;BasicUpper_t = Mid_t + m * ATR_n^{Wilder};BasicLower_t = Mid_t - m * ATR_n^{Wilder};多头时 Lower_t = max(BasicLower_t, Lower_{t-1}),若 C_t < Lower_t 则翻空;空头时 Upper_t = min(BasicUpper_t, Upper_{t-1}),若 C_t > Upper_t 则翻多","date,high,low,close 2019-11-08,21.02,20.65,20.75 2019-11-11,20.78,20.22,20.41 2019-11-12,20.85,20.36,20.66 2019-11-13,20.94,20.38,20.74 2019-11-14,21.38,20.68,21.0 2019-11-15,21.33,20.69,20.92 2019-11-18,21.51,20.77,21.3 2019-11-19,21.85,21.21,21.8 2019-11-20,22.2,21.58,21.79 2019-11-21,21.87,21.45,21.69 2019-11-22,21.95,21.3,21.84 2019-11-25,23.1,21.8,22.54 2019-11-26,23.05,22.03,22.78 2019-11-27,23.09,22.62,23.02 2019-11-28,23.1,22.66,22.86 2019-11-29,22.91,22.29,22.32 2019-12-02,23.2,22.41,22.7 2019-12-03,23.07,22.21,22.46 2019-12-04,22.7,22.2,22.44 2019-12-05,22.6,22.24,22.35 2019-12-06,22.8,22.2,22.68 2019-12-09,23.05,22.5,22.68 2019-12-10,23.43,22.43,23.05 2019-12-11,23.9,22.89,23.87 2019-12-12,23.86,22.82,23.25 2019-12-13,23.55,22.92,23.43 2019-12-16,23.56,23.04,23.34 2019-12-17,23.41,22.94,23.12 2019-12-18,23.32,22.9,23.11 2019-12-19,23.36,22.97,23.21 2019-12-20,23.7,23.02,23.32 2019-12-23,24.87,23.2,24.24 2019-12-24,24.47,23.93,24.39 2019-12-25,24.59,23.8,24.15 2019-12-26,25.15,24.0,24.7 2019-12-27,25.67,25.01,25.21 2019-12-30,25.67,24.5,25.64 2019-12-31,25.63,25.07,25.45 2020-01-02,26.6,25.38,25.98 2020-01-03,26.33,25.45,26.11 2020-01-06,27.1,25.85,27.0 2020-01-07,27.02,26.26,26.48 2020-01-08,26.43,25.7,26.29 2020-01-09,27.34,25.9,27.15 2020-01-10,27.58,26.65,27.17 2020-01-13,27.27,26.2,27.02 2020-01-14,27.08,25.82,25.9 2020-01-15,26.39,25.6,26.1 2020-01-16,26.48,25.56,26.2 2020-01-17,26.95,26.11,26.75 2020-01-20,26.69,25.58,26.25 ", 1267,CN,technical,对于中国动力2022年03月04日的超级趋势,其下轨值是多少?(标准版:周期10,乘数3;回看前5n个数据)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,18.959,easy,channel,"Mid_t = (H_t + L_t) / 2;BasicUpper_t = Mid_t + m * ATR_n^{Wilder};BasicLower_t = Mid_t - m * ATR_n^{Wilder};多头时 Lower_t = max(BasicLower_t, Lower_{t-1}),若 C_t < Lower_t 则翻空;空头时 Upper_t = min(BasicUpper_t, Upper_{t-1}),若 C_t > Upper_t 则翻多","date,high,low,close 2021-12-16,19.5,19.11,19.26 2021-12-17,19.57,19.16,19.41 2021-12-20,19.66,19.07,19.19 2021-12-21,19.32,18.83,19.18 2021-12-22,19.29,18.92,19.14 2021-12-23,19.47,19.09,19.15 2021-12-24,19.41,18.99,19.2 2021-12-27,19.37,19.0,19.29 2021-12-28,19.96,19.28,19.63 2021-12-29,21.5,20.0,20.23 2021-12-30,20.29,19.77,19.99 2021-12-31,20.09,19.65,19.7 2022-01-04,19.97,19.57,19.93 2022-01-05,19.94,19.46,19.51 2022-01-06,19.45,19.04,19.31 2022-01-07,19.6,19.16,19.37 2022-01-10,19.4,19.19,19.39 2022-01-11,19.48,19.11,19.25 2022-01-12,19.54,19.23,19.4 2022-01-13,19.66,19.05,19.05 2022-01-14,19.15,18.6,18.66 2022-01-17,18.97,18.6,18.83 2022-01-18,18.82,18.34,18.45 2022-01-19,18.62,18.28,18.45 2022-01-20,18.55,18.14,18.42 2022-01-21,18.44,18.18,18.23 2022-01-24,18.59,18.08,18.35 2022-01-25,18.55,17.7,17.74 2022-01-26,17.83,17.45,17.49 2022-01-27,18.13,16.93,17.51 2022-01-28,18.0,17.25,17.4 2022-02-07,17.75,17.45,17.56 2022-02-08,17.87,17.53,17.85 2022-02-09,18.09,17.8,17.94 2022-02-10,18.0,17.77,17.83 2022-02-11,17.94,17.74,17.92 2022-02-14,18.37,17.78,18.12 2022-02-15,18.15,17.79,17.95 2022-02-16,17.97,17.59,17.66 2022-02-17,17.73,17.43,17.51 2022-02-18,17.79,17.42,17.79 2022-02-21,17.95,17.68,17.9 2022-02-22,18.04,17.61,17.7 2022-02-23,17.97,17.62,17.89 2022-02-24,18.47,17.63,18.09 2022-02-25,18.15,17.83,17.87 2022-02-28,18.18,17.76,18.08 2022-03-01,18.22,18.0,18.16 2022-03-02,18.16,17.92,18.01 2022-03-03,18.12,17.92,17.95 2022-03-04,17.99,17.68,17.76 ", 1268,CN,technical,关于超级趋势的下轨,2023年03月02日东方财富的值是?(标准版:周期10,乘数3;回看前5n个数据)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,21.1723,easy,channel,"Mid_t = (H_t + L_t) / 2;BasicUpper_t = Mid_t + m * ATR_n^{Wilder};BasicLower_t = Mid_t - m * ATR_n^{Wilder};多头时 Lower_t = max(BasicLower_t, Lower_{t-1}),若 C_t < Lower_t 则翻空;空头时 Upper_t = min(BasicUpper_t, Upper_{t-1}),若 C_t > Upper_t 则翻多","date,high,low,close 2022-12-14,20.25,19.8,20.13 2022-12-15,20.05,19.63,19.69 2022-12-16,19.77,19.47,19.6 2022-12-19,19.94,18.74,18.95 2022-12-20,19.04,18.54,18.7 2022-12-21,19.09,18.72,18.85 2022-12-22,19.34,18.8,18.95 2022-12-23,19.25,18.71,19.03 2022-12-26,19.14,18.67,19.03 2022-12-27,19.57,19.03,19.45 2022-12-28,19.55,19.25,19.32 2022-12-29,19.44,18.92,19.37 2022-12-30,19.64,19.38,19.4 2023-01-03,19.34,18.4,19.27 2023-01-04,19.65,19.15,19.35 2023-01-05,20.41,19.57,20.37 2023-01-06,20.6,20.2,20.37 2023-01-09,21.34,20.5,21.07 2023-01-10,21.5,20.9,21.0 2023-01-11,21.55,20.86,20.91 2023-01-12,21.19,20.81,21.1 2023-01-13,21.75,21.05,21.75 2023-01-16,23.41,21.8,22.52 2023-01-17,22.88,22.35,22.8 2023-01-18,23.08,22.51,22.67 2023-01-19,23.35,22.51,23.34 2023-01-20,23.3,22.9,23.23 2023-01-30,24.08,22.71,22.9 2023-01-31,23.11,22.33,22.49 2023-02-01,23.36,22.41,23.36 2023-02-02,23.57,22.7,22.7 2023-02-03,22.85,22.34,22.58 2023-02-06,22.32,21.45,21.92 2023-02-07,22.16,21.9,22.1 2023-02-08,22.15,21.7,21.73 2023-02-09,22.32,21.66,22.25 2023-02-10,22.29,21.84,21.97 2023-02-13,22.22,21.75,22.18 2023-02-14,22.27,21.81,22.04 2023-02-15,22.09,21.64,21.66 2023-02-16,22.27,21.3,21.55 2023-02-17,21.6,20.92,20.95 2023-02-20,22.09,21.08,21.99 2023-02-21,22.29,21.87,22.13 2023-02-22,22.1,21.62,21.75 2023-02-23,22.22,21.73,21.8 2023-02-24,21.88,20.81,20.9 2023-02-27,20.84,20.4,20.63 2023-02-28,20.96,20.57,20.92 2023-03-01,21.4,20.8,21.28 2023-03-02,21.26,21.01,21.07 ", 1269,CN,technical,计算国轩高科2020年03月17日的超级趋势中轨值。(标准版:周期10,乘数3;回看前5n个数据)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,18.305,easy,channel,"Mid_t = (H_t + L_t) / 2;BasicUpper_t = Mid_t + m * ATR_n^{Wilder};BasicLower_t = Mid_t - m * ATR_n^{Wilder};多头时 Lower_t = max(BasicLower_t, Lower_{t-1}),若 C_t < Lower_t 则翻空;空头时 Upper_t = min(BasicUpper_t, Upper_{t-1}),若 C_t > Upper_t 则翻多","date,high,low,close 2019-12-27,14.75,14.22,14.29 2019-12-30,14.45,14.01,14.35 2019-12-31,14.84,14.39,14.55 2020-01-02,14.87,14.37,14.79 2020-01-03,15.06,14.62,14.68 2020-01-06,15.36,14.53,15.12 2020-01-07,15.78,15.05,15.39 2020-01-08,15.72,15.14,15.34 2020-01-09,15.88,15.51,15.82 2020-01-10,15.89,15.39,15.48 2020-01-13,17.02,15.58,16.85 2020-01-14,17.5,16.72,17.01 2020-01-15,16.82,16.23,16.62 2020-01-16,17.1,16.42,17.08 2020-01-17,18.79,16.5,18.79 2020-01-20,20.67,19.41,20.67 2020-01-21,22.51,19.7,21.01 2020-01-22,23.11,20.65,23.11 2020-01-23,25.42,23.68,24.95 2020-02-03,22.94,22.46,22.46 2020-02-04,24.43,22.3,23.55 2020-02-05,25.91,22.5,25.91 2020-02-06,28.5,24.68,28.5 2020-02-07,29.6,25.78,26.0 2020-02-10,27.12,25.33,26.8 2020-02-11,26.69,24.12,24.13 2020-02-12,25.04,23.5,24.44 2020-02-13,25.33,24.33,24.69 2020-02-14,25.16,24.18,24.25 2020-02-17,25.79,24.39,25.45 2020-02-18,25.73,24.82,25.22 2020-02-19,27.74,25.9,25.96 2020-02-20,27.55,25.45,26.89 2020-02-21,26.82,25.8,26.28 2020-02-24,25.53,23.75,24.11 2020-02-25,26.1,22.66,25.45 2020-02-26,25.3,23.5,23.71 2020-02-27,24.75,23.69,23.97 2020-02-28,24.29,22.21,22.28 2020-03-02,22.92,21.99,22.5 2020-03-03,23.68,22.45,22.75 2020-03-04,22.96,21.93,22.56 2020-03-05,23.11,22.3,22.57 2020-03-06,23.67,22.08,22.94 2020-03-09,22.98,20.86,20.9 2020-03-10,21.66,20.2,21.63 2020-03-11,22.24,21.1,21.17 2020-03-12,20.91,20.06,20.44 2020-03-13,20.41,19.01,19.96 2020-03-16,20.26,17.96,17.96 2020-03-17,18.75,17.86,18.39 ", 1270,CN,technical,寒武纪2024年11月18日的20日周期简单移动平均收盘价是?(单位:元)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,438.815,easy,moving average,SMA_n = 1 / n * \sum_{i=0}^{n-1} P_{t-i},"date,close 2024-10-22,421.0 2024-10-23,419.0 2024-10-24,425.2 2024-10-25,421.89 2024-10-28,434.7 2024-10-29,434.01 2024-10-30,445.25 2024-10-31,453.6 2024-11-01,411.01 2024-11-04,410.94 2024-11-05,437.86 2024-11-06,456.0 2024-11-07,476.0 2024-11-08,431.0 2024-11-11,430.51 2024-11-12,422.99 2024-11-13,474.0 2024-11-14,469.0 2024-11-15,453.68 2024-11-18,448.66 ", 1271,CN,technical,2023年04月19日,泸州老窖的10日简单移动平均收盘价为多少元?使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,238.216,easy,moving average,SMA_n = 1 / n * \sum_{i=0}^{n-1} P_{t-i},"date,close 2023-04-06,250.04 2023-04-07,249.0 2023-04-10,247.5 2023-04-11,238.99 2023-04-12,233.19 2023-04-13,234.3 2023-04-14,229.55 2023-04-17,233.42 2023-04-18,234.08 2023-04-19,232.09 ", 1272,CN,technical,对于60日周期简单移动平均收盘价,2023年03月07日同仁堂的值是多少?(单位:元)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,46.6922,easy,moving average,SMA_n = 1 / n * \sum_{i=0}^{n-1} P_{t-i},"date,close 2022-12-06,48.12 2022-12-07,48.51 2022-12-08,48.54 2022-12-09,48.91 2022-12-12,49.97 2022-12-13,48.83 2022-12-14,46.91 2022-12-15,46.96 2022-12-16,47.5 2022-12-19,46.0 2022-12-20,45.61 2022-12-21,45.29 2022-12-22,44.27 2022-12-23,43.86 2022-12-26,45.24 2022-12-27,45.28 2022-12-28,44.36 2022-12-29,44.7 2022-12-30,44.68 2023-01-03,45.43 2023-01-04,45.76 2023-01-05,44.51 2023-01-06,42.3 2023-01-09,42.56 2023-01-10,44.32 2023-01-11,45.39 2023-01-12,45.37 2023-01-13,46.02 2023-01-16,47.03 2023-01-17,46.39 2023-01-18,45.93 2023-01-19,46.65 2023-01-20,46.98 2023-01-30,48.37 2023-01-31,47.14 2023-02-01,47.13 2023-02-02,47.21 2023-02-03,46.19 2023-02-06,45.8 2023-02-07,45.58 2023-02-08,45.28 2023-02-09,45.68 2023-02-10,45.25 2023-02-13,46.4 2023-02-14,46.4 2023-02-15,46.9 2023-02-16,47.22 2023-02-17,47.83 2023-02-20,48.02 2023-02-21,48.62 2023-02-22,48.32 2023-02-23,48.06 2023-02-24,47.91 2023-02-27,47.95 2023-02-28,48.96 2023-03-01,48.96 2023-03-02,48.8 2023-03-03,48.6 2023-03-06,50.98 2023-03-07,49.79 ", 1273,CN,technical,对于特变电工的30日简单移动平均收盘价(单位:元),2022年02月14日的值是多少?使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,19.7327,easy,moving average,SMA_n = 1 / n * \sum_{i=0}^{n-1} P_{t-i},"date,close 2021-12-27,20.37 2021-12-28,20.67 2021-12-29,20.71 2021-12-30,20.64 2021-12-31,21.17 2022-01-04,20.57 2022-01-05,19.71 2022-01-06,19.76 2022-01-07,19.68 2022-01-10,19.24 2022-01-11,19.12 2022-01-12,20.05 2022-01-13,19.65 2022-01-14,19.52 2022-01-17,19.88 2022-01-18,20.31 2022-01-19,20.0 2022-01-20,19.52 2022-01-21,19.42 2022-01-24,19.64 2022-01-25,18.89 2022-01-26,19.3 2022-01-27,18.98 2022-01-28,18.65 2022-02-07,19.52 2022-02-08,19.74 2022-02-09,19.76 2022-02-10,19.55 2022-02-11,19.14 2022-02-14,18.82 ", 1274,CN,technical,计算中国卫通2025年05月14日的60日周期简单移动平均收盘价。(单位:元)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,20.1588,easy,moving average,SMA_n = 1 / n * \sum_{i=0}^{n-1} P_{t-i},"date,close 2025-02-14,21.27 2025-02-17,21.18 2025-02-18,20.15 2025-02-19,20.64 2025-02-20,21.42 2025-02-21,21.67 2025-02-24,22.08 2025-02-25,22.02 2025-02-26,21.69 2025-02-27,20.93 2025-02-28,19.73 2025-03-03,19.69 2025-03-04,20.09 2025-03-05,21.29 2025-03-06,21.8 2025-03-07,21.6 2025-03-10,21.44 2025-03-11,21.46 2025-03-12,21.15 2025-03-13,20.67 2025-03-14,20.84 2025-03-17,20.69 2025-03-18,20.55 2025-03-19,20.38 2025-03-20,20.51 2025-03-21,20.33 2025-03-24,19.79 2025-03-25,19.6 2025-03-26,19.54 2025-03-27,19.38 2025-03-28,19.09 2025-03-31,19.05 2025-04-01,19.51 2025-04-02,19.44 2025-04-03,19.78 2025-04-07,17.8 2025-04-08,18.58 2025-04-09,19.45 2025-04-10,19.45 2025-04-11,20.07 2025-04-14,19.93 2025-04-15,19.76 2025-04-16,19.7 2025-04-17,19.56 2025-04-18,19.59 2025-04-21,19.84 2025-04-22,19.69 2025-04-23,19.85 2025-04-24,19.62 2025-04-25,19.5 2025-04-28,19.1 2025-04-29,19.08 2025-04-30,18.93 2025-05-06,19.63 2025-05-07,19.95 2025-05-08,20.21 2025-05-09,19.79 2025-05-12,20.5 2025-05-13,19.86 2025-05-14,19.64 ", 1275,CN,technical,"江苏银行2021年10月19日的5日周期加权移动平均收盘价是?(单位:元)(权重取 1, 2, ..., n)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。",6.0907,easy,moving average,WMA_n = \sum_{i=0}^{n-1} (n-i) * P_{t-i} / \sum_{j=1}^{n} j,"date,close 2021-10-13,6.12 2021-10-14,6.0 2021-10-15,6.08 2021-10-18,6.1 2021-10-19,6.12 ", 1276,CN,technical,"2023年03月14日,新希望的10日加权移动平均收盘价为多少元?(权重取 1, 2, ..., n)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。",13.0975,easy,moving average,WMA_n = \sum_{i=0}^{n-1} (n-i) * P_{t-i} / \sum_{j=1}^{n} j,"date,close 2023-03-01,13.25 2023-03-02,13.17 2023-03-03,13.21 2023-03-06,13.29 2023-03-07,13.02 2023-03-08,13.03 2023-03-09,12.91 2023-03-10,12.81 2023-03-13,13.15 2023-03-14,13.35 ", 1277,CN,technical,"对于10日周期加权移动平均收盘价,2024年08月27日中航成飞的值是多少?(单位:元)(权重取 1, 2, ..., n)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。",41.6469,easy,moving average,WMA_n = \sum_{i=0}^{n-1} (n-i) * P_{t-i} / \sum_{j=1}^{n} j,"date,close 2024-08-14,43.69 2024-08-15,43.61 2024-08-16,43.23 2024-08-19,43.0 2024-08-20,42.17 2024-08-21,41.8 2024-08-22,41.45 2024-08-23,41.63 2024-08-26,40.96 2024-08-27,40.45 ", 1278,CN,technical,"对于华润三九的20日加权移动平均收盘价(单位:元),2020年01月15日的值是多少?(权重取 1, 2, ..., n)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。",31.2537,easy,moving average,WMA_n = \sum_{i=0}^{n-1} (n-i) * P_{t-i} / \sum_{j=1}^{n} j,"date,close 2019-12-18,30.31 2019-12-19,30.74 2019-12-20,30.74 2019-12-23,30.07 2019-12-24,30.29 2019-12-25,30.22 2019-12-26,30.26 2019-12-27,29.88 2019-12-30,30.53 2019-12-31,31.68 2020-01-02,31.47 2020-01-03,31.34 2020-01-06,31.32 2020-01-07,31.41 2020-01-08,30.94 2020-01-09,31.75 2020-01-10,31.71 2020-01-13,31.92 2020-01-14,31.49 2020-01-15,31.53 ", 1279,CN,technical,"计算中国太保2020年09月18日的20日周期加权移动平均收盘价。(单位:元)(权重取 1, 2, ..., n)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。",30.7364,easy,moving average,WMA_n = \sum_{i=0}^{n-1} (n-i) * P_{t-i} / \sum_{j=1}^{n} j,"date,close 2020-08-24,31.4 2020-08-25,31.25 2020-08-26,30.61 2020-08-27,30.85 2020-08-28,31.53 2020-08-31,30.82 2020-09-01,30.86 2020-09-02,30.66 2020-09-03,30.5 2020-09-04,30.18 2020-09-07,30.1 2020-09-08,31.02 2020-09-09,30.33 2020-09-10,30.61 2020-09-11,30.72 2020-09-14,30.46 2020-09-15,30.42 2020-09-16,30.5 2020-09-17,30.32 2020-09-18,32.44 ", 1280,CN,technical,宝钢股份2025年05月30日的20日周期指数移动平均收盘价是?(单位:元)(平滑系数 alpha 取 2 / (n + 1);从前 4n 个数据开始计算;初始值用首个数据点)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,6.834,easy,moving average,EMA_t = \alpha * P_t + (1 - \alpha) * EMA_{t-1},\alpha = 2 / (n + 1),"date,close 2025-01-24,6.82 2025-01-27,7.01 2025-02-05,6.72 2025-02-06,6.7 2025-02-07,6.95 2025-02-10,6.9 2025-02-11,6.89 2025-02-12,6.85 2025-02-13,6.85 2025-02-14,6.8 2025-02-17,6.76 2025-02-18,6.74 2025-02-19,6.65 2025-02-20,6.65 2025-02-21,6.71 2025-02-24,6.72 2025-02-25,6.63 2025-02-26,6.94 2025-02-27,7.08 2025-02-28,7.08 2025-03-03,7.27 2025-03-04,7.26 2025-03-05,7.35 2025-03-06,7.37 2025-03-07,7.5 2025-03-10,7.38 2025-03-11,7.51 2025-03-12,7.48 2025-03-13,7.55 2025-03-14,7.45 2025-03-17,7.49 2025-03-18,7.4 2025-03-19,7.3 2025-03-20,7.38 2025-03-21,7.51 2025-03-24,7.53 2025-03-25,7.53 2025-03-26,7.44 2025-03-27,7.42 2025-03-28,7.33 2025-03-31,7.2 2025-04-01,7.32 2025-04-02,7.23 2025-04-03,7.26 2025-04-07,6.69 2025-04-08,6.79 2025-04-09,6.83 2025-04-10,6.77 2025-04-11,6.78 2025-04-14,6.81 2025-04-15,6.74 2025-04-16,6.78 2025-04-17,6.68 2025-04-18,6.78 2025-04-21,6.71 2025-04-22,6.62 2025-04-23,6.53 2025-04-24,6.52 2025-04-25,6.64 2025-04-28,6.92 2025-04-29,6.93 2025-04-30,6.84 2025-05-06,6.89 2025-05-07,6.95 2025-05-08,6.88 2025-05-09,6.93 2025-05-12,6.91 2025-05-13,6.98 2025-05-14,7.01 2025-05-15,6.97 2025-05-16,6.96 2025-05-19,6.97 2025-05-20,6.94 2025-05-21,6.95 2025-05-22,6.86 2025-05-23,6.86 2025-05-26,6.8 2025-05-27,6.72 2025-05-28,6.67 2025-05-29,6.69 2025-05-30,6.74 ", 1281,CN,technical,2023年05月15日,正泰电器的20日指数移动平均收盘价为多少元?(平滑系数 alpha 取 2 / (n + 1);从前 4n 个数据开始计算;初始值用首个数据点)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,27.0848,easy,moving average,EMA_t = \alpha * P_t + (1 - \alpha) * EMA_{t-1},\alpha = 2 / (n + 1),"date,close 2023-01-10,31.32 2023-01-11,31.08 2023-01-12,31.57 2023-01-13,31.38 2023-01-16,33.18 2023-01-17,33.48 2023-01-18,33.0 2023-01-19,33.12 2023-01-20,33.11 2023-01-30,32.59 2023-01-31,32.15 2023-02-01,32.31 2023-02-02,31.82 2023-02-03,31.41 2023-02-06,31.17 2023-02-07,31.29 2023-02-08,30.94 2023-02-09,31.45 2023-02-10,31.34 2023-02-13,31.35 2023-02-14,31.88 2023-02-15,31.55 2023-02-16,30.61 2023-02-17,30.37 2023-02-20,30.57 2023-02-21,30.74 2023-02-22,30.43 2023-02-23,30.63 2023-02-24,30.27 2023-02-27,29.68 2023-02-28,30.0 2023-03-01,30.27 2023-03-02,29.71 2023-03-03,29.77 2023-03-06,30.05 2023-03-07,29.31 2023-03-08,29.23 2023-03-09,29.06 2023-03-10,28.59 2023-03-13,28.38 2023-03-14,27.85 2023-03-15,27.88 2023-03-16,27.12 2023-03-17,26.99 2023-03-20,27.17 2023-03-21,27.44 2023-03-22,27.39 2023-03-23,27.17 2023-03-24,27.72 2023-03-27,27.57 2023-03-28,27.14 2023-03-29,27.05 2023-03-30,27.2 2023-03-31,27.97 2023-04-03,27.97 2023-04-04,27.51 2023-04-06,27.35 2023-04-07,27.5 2023-04-10,27.54 2023-04-11,27.31 2023-04-12,27.0 2023-04-13,26.91 2023-04-14,26.92 2023-04-17,27.07 2023-04-18,27.23 2023-04-19,26.87 2023-04-20,26.09 2023-04-21,26.08 2023-04-24,25.55 2023-04-25,24.93 2023-04-26,26.09 2023-04-27,26.0 2023-04-28,26.05 2023-05-04,27.73 2023-05-05,27.59 2023-05-08,27.84 2023-05-09,27.09 2023-05-10,27.34 2023-05-11,27.34 2023-05-12,27.23 2023-05-15,27.65 ", 1282,CN,technical,对于30日周期指数移动平均收盘价,2020年12月08日天齐锂业的值是多少?(单位:元)(平滑系数 alpha 取 2 / (n + 1);从前 4n 个数据开始计算;初始值用首个数据点)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,24.9756,easy,moving average,EMA_t = \alpha * P_t + (1 - \alpha) * EMA_{t-1},\alpha = 2 / (n + 1),"date,close 2020-06-11,23.58 2020-06-12,23.41 2020-06-15,25.63 2020-06-16,25.89 2020-06-17,25.35 2020-06-18,24.94 2020-06-19,25.09 2020-06-22,24.62 2020-06-23,26.18 2020-06-24,25.8 2020-06-29,23.22 2020-06-30,22.95 2020-07-01,22.06 2020-07-02,22.07 2020-07-03,22.52 2020-07-06,23.8 2020-07-07,25.81 2020-07-08,26.66 2020-07-09,26.8 2020-07-10,28.72 2020-07-13,31.59 2020-07-14,29.68 2020-07-15,28.5 2020-07-16,27.67 2020-07-17,28.7 2020-07-20,29.14 2020-07-21,26.74 2020-07-22,26.79 2020-07-23,26.26 2020-07-24,24.75 2020-07-27,24.89 2020-07-28,25.76 2020-07-29,26.11 2020-07-30,25.14 2020-07-31,25.3 2020-08-03,25.74 2020-08-04,25.32 2020-08-05,25.23 2020-08-06,25.08 2020-08-07,24.43 2020-08-10,24.51 2020-08-11,25.5 2020-08-12,28.05 2020-08-13,26.87 2020-08-14,25.59 2020-08-17,25.32 2020-08-18,24.93 2020-08-19,25.71 2020-08-20,24.6 2020-08-21,24.38 2020-08-24,24.51 2020-08-25,23.8 2020-08-26,22.05 2020-08-27,22.28 2020-08-28,22.9 2020-08-31,22.7 2020-09-01,22.97 2020-09-02,22.44 2020-09-03,21.39 2020-09-04,21.24 2020-09-07,20.5 2020-09-08,20.38 2020-09-09,19.91 2020-09-10,19.17 2020-09-11,19.56 2020-09-14,20.07 2020-09-15,20.74 2020-09-16,22.3 2020-09-17,22.84 2020-09-18,22.51 2020-09-21,22.25 2020-09-22,21.32 2020-09-23,21.32 2020-09-24,20.38 2020-09-25,20.31 2020-09-28,19.91 2020-09-29,20.35 2020-09-30,19.88 2020-10-09,20.76 2020-10-12,21.65 2020-10-13,21.6 2020-10-14,20.76 2020-10-15,22.4 2020-10-16,21.32 2020-10-19,20.5 2020-10-20,20.73 2020-10-21,19.99 2020-10-22,21.21 2020-10-23,21.17 2020-10-26,21.27 2020-10-27,21.65 2020-10-28,20.63 2020-10-29,20.25 2020-10-30,19.8 2020-11-02,19.99 2020-11-03,20.97 2020-11-04,21.6 2020-11-05,22.47 2020-11-06,23.94 2020-11-09,26.33 2020-11-10,25.88 2020-11-11,23.98 2020-11-12,24.07 2020-11-13,24.58 2020-11-16,22.69 2020-11-17,23.84 2020-11-18,22.55 2020-11-19,21.16 2020-11-20,23.28 2020-11-23,24.86 2020-11-24,27.35 2020-11-25,26.94 2020-11-26,26.6 2020-11-27,25.97 2020-11-30,27.83 2020-12-01,26.44 2020-12-02,25.52 2020-12-03,25.4 2020-12-04,27.21 2020-12-07,28.56 2020-12-08,29.55 ", 1283,CN,technical,对于南山铝业的10日指数移动平均收盘价(单位:元),2024年04月17日的值是多少?(平滑系数 alpha 取 2 / (n + 1);从前 4n 个数据开始计算;初始值用首个数据点)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,3.5397,easy,moving average,EMA_t = \alpha * P_t + (1 - \alpha) * EMA_{t-1},\alpha = 2 / (n + 1),"date,close 2024-02-19,2.99 2024-02-20,3.0 2024-02-21,3.03 2024-02-22,3.05 2024-02-23,3.05 2024-02-26,3.02 2024-02-27,3.05 2024-02-28,3.02 2024-02-29,3.1 2024-03-01,3.12 2024-03-04,3.15 2024-03-05,3.16 2024-03-06,3.16 2024-03-07,3.22 2024-03-08,3.25 2024-03-11,3.25 2024-03-12,3.21 2024-03-13,3.23 2024-03-14,3.23 2024-03-15,3.33 2024-03-18,3.34 2024-03-19,3.34 2024-03-20,3.34 2024-03-21,3.39 2024-03-22,3.33 2024-03-25,3.34 2024-03-26,3.34 2024-03-27,3.3 2024-03-28,3.37 2024-03-29,3.4 2024-04-01,3.45 2024-04-02,3.5 2024-04-03,3.59 2024-04-08,3.56 2024-04-09,3.55 2024-04-10,3.56 2024-04-11,3.6 2024-04-12,3.59 2024-04-15,3.59 2024-04-16,3.5 2024-04-17,3.6 ", 1284,CN,technical,计算德业股份2022年11月07日的30日周期指数移动平均收盘价。(单位:元)(平滑系数 alpha 取 2 / (n + 1);从前 4n 个数据开始计算;初始值用首个数据点)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,382.9755,easy,moving average,EMA_t = \alpha * P_t + (1 - \alpha) * EMA_{t-1},\alpha = 2 / (n + 1),"date,close 2022-05-12,243.1 2022-05-13,240.41 2022-05-16,239.79 2022-05-17,242.65 2022-05-18,247.9 2022-05-19,264.44 2022-05-20,262.54 2022-05-23,262.6 2022-05-24,254.0 2022-05-25,260.63 2022-05-26,193.44 2022-05-27,193.02 2022-05-30,197.8 2022-05-31,204.01 2022-06-01,195.01 2022-06-02,197.6 2022-06-06,209.89 2022-06-07,209.5 2022-06-08,204.88 2022-06-09,202.23 2022-06-10,207.54 2022-06-13,205.98 2022-06-14,200.58 2022-06-15,194.65 2022-06-16,206.0 2022-06-17,217.1 2022-06-20,235.9 2022-06-21,235.9 2022-06-22,252.7 2022-06-23,257.0 2022-06-24,254.85 2022-06-27,275.0 2022-06-28,268.0 2022-06-29,265.55 2022-06-30,279.89 2022-07-01,272.77 2022-07-04,290.0 2022-07-05,274.0 2022-07-06,286.05 2022-07-07,314.65 2022-07-08,283.19 2022-07-11,296.1 2022-07-12,276.0 2022-07-13,295.3 2022-07-14,299.94 2022-07-15,318.44 2022-07-18,319.62 2022-07-19,311.0 2022-07-20,316.75 2022-07-21,310.0 2022-07-22,303.68 2022-07-25,301.19 2022-07-26,308.73 2022-07-27,322.2 2022-07-28,324.15 2022-07-29,334.11 2022-08-01,333.07 2022-08-02,355.17 2022-08-03,344.0 2022-08-04,345.0 2022-08-05,344.9 2022-08-08,344.6 2022-08-09,353.02 2022-08-10,362.97 2022-08-11,362.0 2022-08-12,352.31 2022-08-15,362.0 2022-08-16,376.19 2022-08-17,374.0 2022-08-18,411.4 2022-08-19,426.0 2022-08-22,414.28 2022-08-23,428.0 2022-08-24,429.05 2022-08-25,413.0 2022-08-26,396.0 2022-08-29,409.18 2022-08-30,408.23 2022-08-31,367.95 2022-09-01,376.96 2022-09-02,379.05 2022-09-05,388.8 2022-09-06,422.7 2022-09-07,430.99 2022-09-08,429.18 2022-09-09,424.5 2022-09-13,417.3 2022-09-14,417.53 2022-09-15,375.78 2022-09-16,388.0 2022-09-19,398.03 2022-09-20,423.0 2022-09-21,405.18 2022-09-22,419.83 2022-09-23,412.0 2022-09-26,453.2 2022-09-27,447.61 2022-09-28,440.99 2022-09-29,435.0 2022-09-30,420.21 2022-10-10,408.93 2022-10-11,415.1 2022-10-12,419.5 2022-10-13,411.99 2022-10-14,400.58 2022-10-17,398.01 2022-10-18,398.5 2022-10-19,389.1 2022-10-20,374.8 2022-10-21,378.45 2022-10-24,374.99 2022-10-25,386.4 2022-10-26,379.0 2022-10-27,363.0 2022-10-28,352.0 2022-10-31,327.17 2022-11-01,327.99 2022-11-02,348.53 2022-11-03,373.61 2022-11-04,387.0 2022-11-07,394.6 ", 1285,CN,technical,思源电气2020年07月21日的5日周期双指数移动平均收盘价是?(单位:元)(平滑系数 alpha 取 2 / (n + 1);从前 5n 个数据开始计算;初始值用首个数据点)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,24.3169,easy,moving average,DEMA = 2 * EMA1 - EMA2;EMA1 = EMA_n(P);EMA2 = EMA_n(EMA1),"date,close 2020-06-12,18.94 2020-06-15,18.41 2020-06-16,18.77 2020-06-17,18.65 2020-06-18,18.7 2020-06-19,18.67 2020-06-22,18.94 2020-06-23,18.67 2020-06-24,19.15 2020-06-29,20.11 2020-06-30,20.46 2020-07-01,20.5 2020-07-02,21.85 2020-07-03,21.5 2020-07-06,21.92 2020-07-07,22.65 2020-07-08,23.83 2020-07-09,23.85 2020-07-10,24.42 2020-07-13,26.48 2020-07-14,26.6 2020-07-15,24.66 2020-07-16,24.15 2020-07-17,23.53 2020-07-20,24.5 2020-07-21,24.24 ", 1286,CN,technical,2025年09月10日,首创证券的5日双指数移动平均收盘价为多少元?(平滑系数 alpha 取 2 / (n + 1);从前 5n 个数据开始计算;初始值用首个数据点)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,21.2618,easy,moving average,DEMA = 2 * EMA1 - EMA2;EMA1 = EMA_n(P);EMA2 = EMA_n(EMA1),"date,close 2025-08-06,20.21 2025-08-07,20.19 2025-08-08,19.9 2025-08-11,20.25 2025-08-12,20.28 2025-08-13,20.42 2025-08-14,20.36 2025-08-15,21.07 2025-08-18,21.24 2025-08-19,20.98 2025-08-20,21.09 2025-08-21,20.85 2025-08-22,21.57 2025-08-25,21.57 2025-08-26,21.43 2025-08-27,21.19 2025-08-28,21.53 2025-08-29,21.38 2025-09-01,21.34 2025-09-02,21.13 2025-09-03,20.44 2025-09-04,20.47 2025-09-05,20.77 2025-09-08,20.85 2025-09-09,21.35 2025-09-10,21.42 ", 1287,CN,technical,对于20日周期双指数移动平均收盘价,2020年07月31日华能水电的值是多少?(单位:元)(平滑系数 alpha 取 2 / (n + 1);从前 5n 个数据开始计算;初始值用首个数据点)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,3.8582,easy,moving average,DEMA = 2 * EMA1 - EMA2;EMA1 = EMA_n(P);EMA2 = EMA_n(EMA1),"date,close 2020-03-05,3.94 2020-03-06,3.9 2020-03-09,3.78 2020-03-10,3.87 2020-03-11,3.81 2020-03-12,3.75 2020-03-13,3.69 2020-03-16,3.62 2020-03-17,3.57 2020-03-18,3.51 2020-03-19,3.45 2020-03-20,3.58 2020-03-23,3.56 2020-03-24,3.64 2020-03-25,3.67 2020-03-26,3.63 2020-03-27,3.64 2020-03-30,3.66 2020-03-31,3.64 2020-04-01,3.56 2020-04-02,3.61 2020-04-03,3.6 2020-04-07,3.65 2020-04-08,3.68 2020-04-09,3.65 2020-04-10,3.64 2020-04-13,3.6 2020-04-14,3.6 2020-04-15,3.55 2020-04-16,3.57 2020-04-17,3.53 2020-04-20,3.55 2020-04-21,3.5 2020-04-22,3.54 2020-04-23,3.56 2020-04-24,3.55 2020-04-27,3.56 2020-04-28,3.5 2020-04-29,3.51 2020-04-30,3.55 2020-05-06,3.56 2020-05-07,3.55 2020-05-08,3.56 2020-05-11,3.61 2020-05-12,3.59 2020-05-13,3.6 2020-05-14,3.6 2020-05-15,3.57 2020-05-18,3.58 2020-05-19,3.59 2020-05-20,3.56 2020-05-21,3.54 2020-05-22,3.49 2020-05-25,3.5 2020-05-26,3.52 2020-05-27,3.51 2020-05-28,3.52 2020-05-29,3.59 2020-06-01,3.71 2020-06-02,3.72 2020-06-03,3.69 2020-06-04,3.67 2020-06-05,3.68 2020-06-08,3.7 2020-06-09,3.71 2020-06-10,3.68 2020-06-11,3.6 2020-06-12,3.63 2020-06-15,3.6 2020-06-16,3.63 2020-06-17,3.67 2020-06-18,3.66 2020-06-19,3.51 2020-06-22,3.52 2020-06-23,3.53 2020-06-24,3.65 2020-06-29,3.78 2020-06-30,3.79 2020-07-01,3.78 2020-07-02,3.88 2020-07-03,3.86 2020-07-06,3.98 2020-07-07,3.9 2020-07-08,4.06 2020-07-09,4.06 2020-07-10,3.94 2020-07-13,4.02 2020-07-14,4.07 2020-07-15,4.02 2020-07-16,3.86 2020-07-17,3.88 2020-07-20,3.99 2020-07-21,3.96 2020-07-22,3.93 2020-07-23,3.85 2020-07-24,3.73 2020-07-27,3.77 2020-07-28,3.78 2020-07-29,3.8 2020-07-30,3.77 2020-07-31,3.82 ", 1288,CN,technical,对于中国通号的10日双指数移动平均收盘价(单位:元),2022年02月09日的值是多少?(平滑系数 alpha 取 2 / (n + 1);从前 5n 个数据开始计算;初始值用首个数据点)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,4.9129,easy,moving average,DEMA = 2 * EMA1 - EMA2;EMA1 = EMA_n(P);EMA2 = EMA_n(EMA1),"date,close 2021-11-23,4.96 2021-11-24,4.97 2021-11-25,4.98 2021-11-26,4.94 2021-11-29,4.88 2021-11-30,4.86 2021-12-01,4.91 2021-12-02,4.91 2021-12-03,5.01 2021-12-06,4.95 2021-12-07,5.0 2021-12-08,4.99 2021-12-09,5.0 2021-12-10,5.0 2021-12-13,4.96 2021-12-14,4.94 2021-12-15,4.93 2021-12-16,4.95 2021-12-17,4.96 2021-12-20,4.97 2021-12-21,5.01 2021-12-22,4.99 2021-12-23,4.98 2021-12-24,4.97 2021-12-27,4.98 2021-12-28,4.98 2021-12-29,4.98 2021-12-30,4.97 2021-12-31,4.98 2022-01-04,5.03 2022-01-05,5.01 2022-01-06,5.02 2022-01-07,5.06 2022-01-10,5.1 2022-01-11,5.1 2022-01-12,5.08 2022-01-13,5.05 2022-01-14,4.99 2022-01-17,5.0 2022-01-18,5.03 2022-01-19,5.03 2022-01-20,5.01 2022-01-21,4.95 2022-01-24,4.93 2022-01-25,4.84 2022-01-26,4.88 2022-01-27,4.81 2022-01-28,4.82 2022-02-07,4.91 2022-02-08,4.96 2022-02-09,4.99 ", 1289,CN,technical,计算合盛硅业2021年11月18日的20日周期双指数移动平均收盘价。(单位:元)(平滑系数 alpha 取 2 / (n + 1);从前 5n 个数据开始计算;初始值用首个数据点)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,155.9753,easy,moving average,DEMA = 2 * EMA1 - EMA2;EMA1 = EMA_n(P);EMA2 = EMA_n(EMA1),"date,close 2021-06-22,65.53 2021-06-23,64.85 2021-06-24,60.21 2021-06-25,64.67 2021-06-28,68.0 2021-06-29,74.8 2021-06-30,76.91 2021-07-01,74.72 2021-07-02,78.25 2021-07-05,77.2 2021-07-06,76.35 2021-07-07,78.4 2021-07-08,78.86 2021-07-09,80.2 2021-07-12,81.99 2021-07-13,90.19 2021-07-14,86.66 2021-07-15,87.51 2021-07-16,87.55 2021-07-19,88.9 2021-07-20,88.15 2021-07-21,91.86 2021-07-22,101.05 2021-07-23,104.35 2021-07-26,106.09 2021-07-27,104.5 2021-07-28,98.41 2021-07-29,102.79 2021-07-30,104.66 2021-08-02,94.19 2021-08-03,94.71 2021-08-04,101.45 2021-08-05,98.59 2021-08-06,101.88 2021-08-09,105.22 2021-08-10,106.43 2021-08-11,113.75 2021-08-12,116.0 2021-08-13,127.6 2021-08-16,129.0 2021-08-17,122.98 2021-08-18,132.26 2021-08-19,134.57 2021-08-20,148.03 2021-08-23,162.83 2021-08-24,175.5 2021-08-25,193.05 2021-08-26,212.36 2021-08-27,227.38 2021-08-30,212.61 2021-08-31,215.93 2021-09-01,221.89 2021-09-02,226.0 2021-09-03,221.1 2021-09-06,198.99 2021-09-07,210.67 2021-09-08,212.48 2021-09-09,211.0 2021-09-10,225.08 2021-09-13,236.2 2021-09-14,246.07 2021-09-15,245.7 2021-09-16,227.0 2021-09-17,216.79 2021-09-22,226.51 2021-09-23,215.9 2021-09-24,213.01 2021-09-27,210.62 2021-09-28,198.85 2021-09-29,178.97 2021-09-30,179.49 2021-10-08,166.93 2021-10-11,169.71 2021-10-12,164.55 2021-10-13,168.28 2021-10-14,169.35 2021-10-15,169.5 2021-10-18,173.88 2021-10-19,177.8 2021-10-20,181.82 2021-10-21,183.2 2021-10-22,178.5 2021-10-25,183.85 2021-10-26,179.36 2021-10-27,174.8 2021-10-28,177.26 2021-10-29,164.77 2021-11-01,163.0 2021-11-02,163.1 2021-11-03,164.83 2021-11-04,158.63 2021-11-05,152.3 2021-11-08,154.29 2021-11-09,154.01 2021-11-10,154.26 2021-11-11,162.33 2021-11-12,166.91 2021-11-15,153.9 2021-11-16,158.0 2021-11-17,158.93 2021-11-18,162.84 ", 1290,CN,technical,招商银行2024年09月20日的20日周期三指数移动平均收盘价是?(单位:元)(平滑系数 alpha 取 2 / (n + 1);从前 6n 个数据开始计算;初始值用首个数据点)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,30.3855,easy,moving average,TEMA = 3 * EMA1 - 3 * EMA2 + EMA3;EMA1 = EMA_n(P);EMA2 = EMA_n(EMA1);EMA3 = EMA_n(EMA2),"date,close 2024-03-26,32.4 2024-03-27,32.3 2024-03-28,32.18 2024-03-29,32.2 2024-04-01,32.64 2024-04-02,32.55 2024-04-03,32.23 2024-04-08,32.4 2024-04-09,32.31 2024-04-10,32.49 2024-04-11,32.3 2024-04-12,32.12 2024-04-15,32.83 2024-04-16,32.75 2024-04-17,33.3 2024-04-18,33.65 2024-04-19,33.62 2024-04-22,33.34 2024-04-23,33.38 2024-04-24,33.46 2024-04-25,34.4 2024-04-26,34.48 2024-04-29,34.88 2024-04-30,34.31 2024-05-06,34.88 2024-05-07,34.87 2024-05-08,34.57 2024-05-09,34.84 2024-05-10,35.62 2024-05-13,35.91 2024-05-14,35.34 2024-05-15,35.05 2024-05-16,36.25 2024-05-17,36.85 2024-05-20,36.38 2024-05-21,36.24 2024-05-22,36.06 2024-05-23,35.5 2024-05-24,34.74 2024-05-27,35.14 2024-05-28,34.83 2024-05-29,34.57 2024-05-30,34.34 2024-05-31,34.28 2024-06-03,34.15 2024-06-04,34.54 2024-06-05,33.99 2024-06-06,34.0 2024-06-07,33.99 2024-06-11,33.36 2024-06-12,33.09 2024-06-13,32.82 2024-06-14,33.81 2024-06-17,33.73 2024-06-18,33.71 2024-06-19,34.15 2024-06-20,34.01 2024-06-21,33.7 2024-06-24,34.07 2024-06-25,34.3 2024-06-26,34.06 2024-06-27,34.26 2024-06-28,34.19 2024-07-01,34.36 2024-07-02,35.08 2024-07-03,34.46 2024-07-04,34.71 2024-07-05,33.88 2024-07-08,33.99 2024-07-09,34.47 2024-07-10,34.68 2024-07-11,32.9 2024-07-12,34.0 2024-07-15,33.78 2024-07-16,33.79 2024-07-17,34.07 2024-07-18,34.09 2024-07-19,34.25 2024-07-22,33.34 2024-07-23,33.34 2024-07-24,33.18 2024-07-25,32.83 2024-07-26,32.37 2024-07-29,32.45 2024-07-30,32.42 2024-07-31,32.73 2024-08-01,32.71 2024-08-02,32.28 2024-08-05,32.1 2024-08-06,31.7 2024-08-07,31.58 2024-08-08,31.93 2024-08-09,32.33 2024-08-12,32.12 2024-08-13,31.94 2024-08-14,31.86 2024-08-15,32.76 2024-08-16,33.15 2024-08-19,33.42 2024-08-20,33.48 2024-08-21,33.24 2024-08-22,33.3 2024-08-23,33.7 2024-08-26,33.77 2024-08-27,33.7 2024-08-28,33.68 2024-08-29,32.93 2024-08-30,32.15 2024-09-02,31.93 2024-09-03,31.62 2024-09-04,31.36 2024-09-05,31.2 2024-09-06,31.25 2024-09-09,30.24 2024-09-10,30.19 2024-09-11,30.08 2024-09-12,30.23 2024-09-13,30.6 2024-09-18,31.11 2024-09-19,30.82 2024-09-20,30.94 ", 1291,CN,technical,2025年05月27日,光大证券的20日三指数移动平均收盘价为多少元?(平滑系数 alpha 取 2 / (n + 1);从前 6n 个数据开始计算;初始值用首个数据点)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,16.3472,easy,moving average,TEMA = 3 * EMA1 - 3 * EMA2 + EMA3;EMA1 = EMA_n(P);EMA2 = EMA_n(EMA1);EMA3 = EMA_n(EMA2),"date,close 2024-11-25,19.16 2024-11-26,19.73 2024-11-27,19.97 2024-11-28,19.46 2024-11-29,19.69 2024-12-02,19.85 2024-12-03,19.5 2024-12-04,19.25 2024-12-05,20.19 2024-12-06,20.49 2024-12-09,20.89 2024-12-10,20.51 2024-12-11,20.24 2024-12-12,20.34 2024-12-13,19.57 2024-12-16,19.18 2024-12-17,19.1 2024-12-18,19.11 2024-12-19,18.96 2024-12-20,18.93 2024-12-23,18.55 2024-12-24,18.82 2024-12-25,19.25 2024-12-26,19.23 2024-12-27,19.27 2024-12-30,19.31 2024-12-31,18.11 2025-01-02,17.31 2025-01-03,16.96 2025-01-06,16.86 2025-01-07,17.16 2025-01-08,17.51 2025-01-09,17.29 2025-01-10,16.82 2025-01-13,16.86 2025-01-14,17.53 2025-01-15,17.32 2025-01-16,17.24 2025-01-17,17.25 2025-01-20,17.17 2025-01-21,17.29 2025-01-22,17.2 2025-01-23,17.26 2025-01-24,17.39 2025-01-27,16.95 2025-02-05,17.16 2025-02-06,17.45 2025-02-07,17.78 2025-02-10,17.82 2025-02-11,17.67 2025-02-12,17.87 2025-02-13,17.83 2025-02-14,17.77 2025-02-17,17.83 2025-02-18,17.31 2025-02-19,17.54 2025-02-20,17.55 2025-02-21,17.8 2025-02-24,17.73 2025-02-25,17.48 2025-02-26,17.93 2025-02-27,18.22 2025-02-28,17.57 2025-03-03,17.44 2025-03-04,17.44 2025-03-05,17.4 2025-03-06,17.75 2025-03-07,17.42 2025-03-10,17.41 2025-03-11,17.47 2025-03-12,17.56 2025-03-13,17.47 2025-03-14,17.88 2025-03-17,17.79 2025-03-18,17.78 2025-03-19,17.73 2025-03-20,17.61 2025-03-21,17.31 2025-03-24,17.24 2025-03-25,17.13 2025-03-26,17.19 2025-03-27,17.32 2025-03-28,17.25 2025-03-31,17.05 2025-04-01,17.15 2025-04-02,17.13 2025-04-03,17.11 2025-04-07,15.52 2025-04-08,15.85 2025-04-09,16.24 2025-04-10,16.48 2025-04-11,16.42 2025-04-14,16.45 2025-04-15,16.34 2025-04-16,16.35 2025-04-17,16.3 2025-04-18,16.3 2025-04-21,16.34 2025-04-22,16.3 2025-04-23,16.25 2025-04-24,16.16 2025-04-25,16.25 2025-04-28,16.06 2025-04-29,16.05 2025-04-30,16.1 2025-05-06,16.38 2025-05-07,16.4 2025-05-08,16.49 2025-05-09,16.27 2025-05-12,16.59 2025-05-13,16.46 2025-05-14,16.9 2025-05-15,16.68 2025-05-16,16.62 2025-05-19,16.53 2025-05-20,16.55 2025-05-21,16.48 2025-05-22,16.36 2025-05-23,16.13 2025-05-26,16.16 2025-05-27,16.2 ", 1292,CN,technical,对于30日周期三指数移动平均收盘价,2021年11月09日士兰微的值是多少?(单位:元)(平滑系数 alpha 取 2 / (n + 1);从前 6n 个数据开始计算;初始值用首个数据点)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,63.8172,easy,moving average,TEMA = 3 * EMA1 - 3 * EMA2 + EMA3;EMA1 = EMA_n(P);EMA2 = EMA_n(EMA1);EMA3 = EMA_n(EMA2),"date,close 2021-02-04,23.91 2021-02-05,23.4 2021-02-08,24.01 2021-02-09,24.3 2021-02-10,24.6 2021-02-18,26.78 2021-02-19,28.5 2021-02-22,27.83 2021-02-23,28.23 2021-02-24,28.06 2021-02-25,27.34 2021-02-26,27.0 2021-03-01,29.7 2021-03-02,30.1 2021-03-03,29.63 2021-03-04,27.5 2021-03-05,27.32 2021-03-08,26.02 2021-03-09,24.75 2021-03-10,24.7 2021-03-11,26.56 2021-03-12,26.32 2021-03-15,23.69 2021-03-16,23.5 2021-03-17,23.6 2021-03-18,23.64 2021-03-19,24.13 2021-03-22,23.89 2021-03-23,24.08 2021-03-24,23.33 2021-03-25,23.3 2021-03-26,23.86 2021-03-29,23.99 2021-03-30,23.94 2021-03-31,24.23 2021-04-01,26.65 2021-04-02,29.32 2021-04-06,30.2 2021-04-07,29.57 2021-04-08,29.59 2021-04-09,28.74 2021-04-12,27.06 2021-04-13,27.1 2021-04-14,27.25 2021-04-15,28.24 2021-04-16,27.09 2021-04-19,27.87 2021-04-20,26.9 2021-04-21,26.99 2021-04-22,29.69 2021-04-23,28.84 2021-04-26,30.95 2021-04-27,30.36 2021-04-28,30.92 2021-04-29,34.01 2021-04-30,36.01 2021-05-06,36.7 2021-05-07,33.03 2021-05-10,32.86 2021-05-11,33.77 2021-05-12,34.03 2021-05-13,36.6 2021-05-14,36.71 2021-05-17,36.29 2021-05-18,37.0 2021-05-19,38.25 2021-05-20,36.3 2021-05-21,36.3 2021-05-24,38.28 2021-05-25,38.26 2021-05-26,36.99 2021-05-27,38.84 2021-05-28,39.2 2021-05-31,39.59 2021-06-01,39.67 2021-06-02,38.28 2021-06-03,37.59 2021-06-04,38.88 2021-06-07,42.77 2021-06-08,43.5 2021-06-09,43.38 2021-06-10,43.79 2021-06-11,42.78 2021-06-15,42.27 2021-06-16,42.33 2021-06-17,46.56 2021-06-18,51.19 2021-06-21,52.04 2021-06-22,52.26 2021-06-23,56.33 2021-06-24,56.65 2021-06-25,56.75 2021-06-28,57.62 2021-06-29,56.35 2021-07-01,54.75 2021-07-02,57.33 2021-07-05,63.06 2021-07-06,59.49 2021-07-07,59.16 2021-07-08,63.1 2021-07-09,62.35 2021-07-12,64.27 2021-07-13,60.58 2021-07-14,59.61 2021-07-15,59.91 2021-07-16,60.0 2021-07-19,55.17 2021-07-20,57.56 2021-07-21,60.68 2021-07-22,64.03 2021-07-23,63.59 2021-07-26,68.2 2021-07-27,66.2 2021-07-28,64.3 2021-07-29,69.72 2021-07-30,69.69 2021-08-02,68.3 2021-08-03,62.32 2021-08-04,65.54 2021-08-05,66.71 2021-08-06,65.49 2021-08-09,61.99 2021-08-10,60.22 2021-08-11,62.99 2021-08-12,63.1 2021-08-13,60.8 2021-08-16,63.57 2021-08-17,57.64 2021-08-18,57.01 2021-08-19,58.1 2021-08-20,59.75 2021-08-23,59.7 2021-08-24,61.11 2021-08-25,59.74 2021-08-26,59.52 2021-08-27,59.58 2021-08-30,58.2 2021-08-31,54.8 2021-09-01,54.64 2021-09-02,52.98 2021-09-03,53.3 2021-09-06,56.16 2021-09-07,56.25 2021-09-08,56.73 2021-09-09,55.08 2021-09-10,59.87 2021-09-13,58.53 2021-09-14,58.63 2021-09-15,57.98 2021-09-16,54.51 2021-09-17,54.59 2021-09-22,57.96 2021-09-23,61.21 2021-09-24,61.24 2021-09-27,58.99 2021-09-28,58.33 2021-09-29,56.55 2021-09-30,57.09 2021-10-08,56.4 2021-10-11,55.18 2021-10-12,53.05 2021-10-13,56.5 2021-10-14,55.8 2021-10-15,61.38 2021-10-18,62.05 2021-10-19,62.92 2021-10-20,62.33 2021-10-21,59.45 2021-10-22,60.8 2021-10-25,62.5 2021-10-26,62.05 2021-10-27,60.77 2021-10-28,59.96 2021-10-29,61.67 2021-11-01,58.58 2021-11-02,63.0 2021-11-03,61.0 2021-11-04,65.58 2021-11-05,64.9 2021-11-08,65.23 2021-11-09,64.97 ", 1293,CN,technical,对于招商轮船的10日三指数移动平均收盘价(单位:元),2022年07月28日的值是多少?(平滑系数 alpha 取 2 / (n + 1);从前 6n 个数据开始计算;初始值用首个数据点)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,7.1851,easy,moving average,TEMA = 3 * EMA1 - 3 * EMA2 + EMA3;EMA1 = EMA_n(P);EMA2 = EMA_n(EMA1);EMA3 = EMA_n(EMA2),"date,close 2022-04-29,5.11 2022-05-05,5.13 2022-05-06,5.33 2022-05-09,5.36 2022-05-10,5.06 2022-05-11,5.28 2022-05-12,5.41 2022-05-13,5.79 2022-05-16,5.87 2022-05-17,5.83 2022-05-18,5.65 2022-05-19,5.73 2022-05-20,5.62 2022-05-23,5.58 2022-05-24,5.81 2022-05-25,6.0 2022-05-26,6.07 2022-05-27,6.08 2022-05-30,6.03 2022-05-31,6.05 2022-06-01,6.66 2022-06-02,6.64 2022-06-06,6.77 2022-06-07,6.97 2022-06-08,6.7 2022-06-09,6.25 2022-06-10,6.31 2022-06-13,5.96 2022-06-14,6.07 2022-06-15,5.9 2022-06-16,5.71 2022-06-17,5.61 2022-06-20,5.46 2022-06-21,5.63 2022-06-22,5.78 2022-06-23,5.96 2022-06-24,5.8 2022-06-27,5.89 2022-06-28,6.19 2022-06-29,5.91 2022-06-30,5.76 2022-07-01,5.63 2022-07-04,5.79 2022-07-05,6.21 2022-07-06,5.94 2022-07-07,5.66 2022-07-08,5.66 2022-07-11,5.73 2022-07-12,5.5 2022-07-13,5.58 2022-07-14,5.58 2022-07-15,5.41 2022-07-18,5.95 2022-07-19,6.27 2022-07-20,6.54 2022-07-21,6.59 2022-07-22,6.76 2022-07-25,6.88 2022-07-26,7.11 2022-07-27,7.0 2022-07-28,7.01 ", 1294,CN,technical,计算中金公司2025年02月10日的10日周期三指数移动平均收盘价。(单位:元)(平滑系数 alpha 取 2 / (n + 1);从前 6n 个数据开始计算;初始值用首个数据点)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,32.3114,easy,moving average,TEMA = 3 * EMA1 - 3 * EMA2 + EMA3;EMA1 = EMA_n(P);EMA2 = EMA_n(EMA1);EMA3 = EMA_n(EMA2),"date,close 2024-11-07,39.29 2024-11-08,38.11 2024-11-11,38.3 2024-11-12,37.48 2024-11-13,39.46 2024-11-14,39.09 2024-11-15,37.33 2024-11-18,36.05 2024-11-19,36.18 2024-11-20,36.13 2024-11-21,36.41 2024-11-22,34.68 2024-11-25,34.64 2024-11-26,34.49 2024-11-27,35.02 2024-11-28,34.95 2024-11-29,35.56 2024-12-02,36.5 2024-12-03,36.3 2024-12-04,35.98 2024-12-05,36.22 2024-12-06,37.19 2024-12-09,37.0 2024-12-10,37.01 2024-12-11,36.69 2024-12-12,36.92 2024-12-13,36.01 2024-12-16,35.66 2024-12-17,35.53 2024-12-18,35.41 2024-12-19,35.13 2024-12-20,35.48 2024-12-23,34.91 2024-12-24,35.36 2024-12-25,35.3 2024-12-26,35.27 2024-12-27,35.17 2024-12-30,35.26 2024-12-31,33.69 2025-01-02,32.47 2025-01-03,31.43 2025-01-06,31.41 2025-01-07,31.55 2025-01-08,31.22 2025-01-09,31.04 2025-01-10,30.64 2025-01-13,30.65 2025-01-14,31.8 2025-01-15,31.39 2025-01-16,31.35 2025-01-17,31.47 2025-01-20,31.66 2025-01-21,31.72 2025-01-22,31.5 2025-01-23,31.6 2025-01-24,31.81 2025-01-27,31.18 2025-02-05,31.43 2025-02-06,31.83 2025-02-07,32.36 2025-02-10,32.42 ", 1295,CN,technical,华泰证券2025年07月29日的5日周期赫尔移动平均收盘价是?(单位:元)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,20.7236,easy,moving average,HMA = WMA_{\sqrt{n}}(2 * WMA_{n/2}(P) - WMA_n(P)),"date,close 2025-07-18,18.49 2025-07-21,19.07 2025-07-22,19.01 2025-07-23,19.51 2025-07-24,20.15 2025-07-25,19.89 2025-07-28,20.48 2025-07-29,20.59 ", 1296,CN,technical,2021年11月11日,红塔证券的20日赫尔移动平均收盘价为多少元?使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,11.1765,easy,moving average,HMA = WMA_{\sqrt{n}}(2 * WMA_{n/2}(P) - WMA_n(P)),"date,close 2021-09-23,12.36 2021-09-24,12.23 2021-09-27,11.88 2021-09-28,11.94 2021-09-29,11.75 2021-09-30,11.8 2021-10-08,11.9 2021-10-11,11.93 2021-10-12,11.79 2021-10-13,12.0 2021-10-14,12.14 2021-10-15,11.97 2021-10-18,11.86 2021-10-19,11.9 2021-10-20,11.83 2021-10-21,11.77 2021-10-22,11.75 2021-10-25,11.41 2021-10-26,11.22 2021-10-27,11.01 2021-10-28,11.02 2021-10-29,11.21 2021-11-01,11.26 2021-11-02,11.08 2021-11-03,11.24 2021-11-04,11.27 2021-11-05,11.19 2021-11-08,11.26 2021-11-09,11.27 2021-11-10,11.25 2021-11-11,11.39 ", 1297,CN,technical,对于10日周期赫尔移动平均收盘价,2023年08月10日同花顺的值是多少?(单位:元)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,189.0465,easy,moving average,HMA = WMA_{\sqrt{n}}(2 * WMA_{n/2}(P) - WMA_n(P)),"date,close 2023-07-20,158.61 2023-07-21,157.29 2023-07-24,157.49 2023-07-25,178.16 2023-07-26,171.4 2023-07-27,164.53 2023-07-28,192.1 2023-07-31,189.0 2023-08-01,183.64 2023-08-02,184.9 2023-08-03,193.9 2023-08-04,195.5 2023-08-07,193.38 2023-08-08,186.11 2023-08-09,184.21 2023-08-10,190.07 ", 1298,CN,technical,对于招商证券的5日赫尔移动平均收盘价(单位:元),2021年02月19日的值是多少?使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,23.134,easy,moving average,HMA = WMA_{\sqrt{n}}(2 * WMA_{n/2}(P) - WMA_n(P)),"date,close 2021-02-03,23.97 2021-02-04,23.37 2021-02-05,23.3 2021-02-08,22.68 2021-02-09,23.95 2021-02-10,23.4 2021-02-18,23.1 2021-02-19,23.3 ", 1299,CN,technical,计算渝农商行2024年04月09日的30日周期赫尔移动平均收盘价。(单位:元)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,4.6773,easy,moving average,HMA = WMA_{\sqrt{n}}(2 * WMA_{n/2}(P) - WMA_n(P)),"date,close 2024-01-25,4.23 2024-01-26,4.3 2024-01-29,4.36 2024-01-30,4.31 2024-01-31,4.33 2024-02-01,4.29 2024-02-02,4.3 2024-02-05,4.25 2024-02-06,4.35 2024-02-07,4.34 2024-02-08,4.37 2024-02-19,4.38 2024-02-20,4.44 2024-02-21,4.44 2024-02-22,4.47 2024-02-23,4.53 2024-02-26,4.41 2024-02-27,4.43 2024-02-28,4.4 2024-02-29,4.48 2024-03-01,4.48 2024-03-04,4.48 2024-03-05,4.58 2024-03-06,4.56 2024-03-07,4.55 2024-03-08,4.62 2024-03-11,4.67 2024-03-12,4.47 2024-03-13,4.41 2024-03-14,4.44 2024-03-15,4.5 2024-03-18,4.45 2024-03-19,4.44 2024-03-20,4.45 2024-03-21,4.48 2024-03-22,4.49 2024-03-25,4.58 2024-03-26,4.68 2024-03-27,4.75 2024-03-28,4.65 2024-03-29,4.66 2024-04-01,4.63 2024-04-02,4.65 2024-04-03,4.68 2024-04-08,4.72 2024-04-09,4.66 ", 1300,CN,technical,成都银行2021年07月22日的Aroon上升的值是?(标准版:周期25)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,56.0,easy,trend,AroonUp = (n - i_{max}) / n * 100;i_{max} = argmax_{i=0}^{n} H_{t-i},为 n+1 期内最高价距今天数,"date,high 2021-06-17,13.4 2021-06-18,13.22 2021-06-21,13.12 2021-06-22,13.27 2021-06-23,13.4 2021-06-24,13.51 2021-06-25,13.56 2021-06-28,12.96 2021-06-29,12.82 2021-06-30,12.86 2021-07-01,12.92 2021-07-02,12.74 2021-07-05,12.86 2021-07-06,13.35 2021-07-07,13.97 2021-07-08,13.86 2021-07-09,13.6 2021-07-12,13.06 2021-07-13,12.31 2021-07-14,12.19 2021-07-15,12.02 2021-07-16,12.03 2021-07-19,11.9 2021-07-20,11.8 2021-07-21,11.82 2021-07-22,11.8 ", 1301,CN,technical,2024年03月26日,爱美客的Aroon上升是多少?(标准版:周期25)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,80.0,easy,trend,AroonUp = (n - i_{max}) / n * 100;i_{max} = argmax_{i=0}^{n} H_{t-i},为 n+1 期内最高价距今天数,"date,high 2024-02-20,325.88 2024-02-21,332.4 2024-02-22,324.8 2024-02-23,336.13 2024-02-26,329.5 2024-02-27,319.89 2024-02-28,333.5 2024-02-29,327.0 2024-03-01,325.8 2024-03-04,326.88 2024-03-05,322.57 2024-03-06,326.38 2024-03-07,328.63 2024-03-08,325.97 2024-03-11,338.0 2024-03-12,355.0 2024-03-13,351.97 2024-03-14,352.47 2024-03-15,345.16 2024-03-18,347.83 2024-03-19,358.0 2024-03-20,354.0 2024-03-21,344.88 2024-03-22,339.29 2024-03-25,339.87 2024-03-26,337.51 ", 1302,CN,technical,澜起科技的Aroon上升在2022年05月19日为多少?(标准版:周期25)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,80.0,easy,trend,AroonUp = (n - i_{max}) / n * 100;i_{max} = argmax_{i=0}^{n} H_{t-i},为 n+1 期内最高价距今天数,"date,high 2022-04-11,60.74 2022-04-12,59.54 2022-04-13,59.11 2022-04-14,57.5 2022-04-15,61.08 2022-04-18,63.33 2022-04-19,63.3 2022-04-20,61.27 2022-04-21,61.16 2022-04-22,59.79 2022-04-25,58.5 2022-04-26,55.6 2022-04-27,57.33 2022-04-28,58.1 2022-04-29,58.49 2022-05-05,62.26 2022-05-06,60.9 2022-05-09,62.1 2022-05-10,62.22 2022-05-11,64.8 2022-05-12,66.42 2022-05-13,66.2 2022-05-16,66.23 2022-05-17,65.45 2022-05-18,64.29 2022-05-19,65.6 ", 1303,CN,technical,对于Aroon上升,中科曙光2025年12月19日的值是多少?(标准版:周期25)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,36.0,easy,trend,AroonUp = (n - i_{max}) / n * 100;i_{max} = argmax_{i=0}^{n} H_{t-i},为 n+1 期内最高价距今天数,"date,high 2025-11-14,103.57 2025-11-17,103.3 2025-11-18,102.4 2025-11-19,101.41 2025-11-20,102.78 2025-11-21,98.8 2025-11-24,96.85 2025-11-25,97.18 2025-11-26,99.23 2025-11-27,104.01 2025-11-28,99.34 2025-12-01,102.3 2025-12-02,100.76 2025-12-03,100.26 2025-12-04,100.7 2025-12-05,99.63 2025-12-08,102.2 2025-12-09,102.28 2025-12-10,91.78 2025-12-11,90.92 2025-12-12,88.99 2025-12-15,88.66 2025-12-16,85.68 2025-12-17,86.2 2025-12-18,86.6 2025-12-19,87.3 ", 1304,CN,technical,计算天坛生物2025年10月29日的Aroon上升的值。(标准版:周期25)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,8.0,easy,trend,AroonUp = (n - i_{max}) / n * 100;i_{max} = argmax_{i=0}^{n} H_{t-i},为 n+1 期内最高价距今天数,"date,high 2025-09-16,19.61 2025-09-17,19.59 2025-09-18,19.75 2025-09-19,19.58 2025-09-22,19.44 2025-09-23,19.31 2025-09-24,19.3 2025-09-25,19.16 2025-09-26,19.13 2025-09-29,19.26 2025-09-30,19.19 2025-10-09,19.31 2025-10-10,19.38 2025-10-13,19.25 2025-10-14,19.34 2025-10-15,19.25 2025-10-16,19.27 2025-10-17,19.22 2025-10-20,19.09 2025-10-21,19.12 2025-10-22,19.19 2025-10-23,19.14 2025-10-24,19.19 2025-10-27,18.81 2025-10-28,18.72 2025-10-29,18.59 ", 1305,CN,technical,中国中免2023年04月12日的Aroon下降的值是?(标准版:周期25)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,84.0,easy,trend,AroonDown = (n - i_{min}) / n * 100;i_{min} = argmin_{i=0}^{n} L_{t-i},为 n+1 期内最低价距今天数,"date,high,low 2023-03-07,192.7,188.57 2023-03-08,188.45,186.68 2023-03-09,188.33,183.48 2023-03-10,183.89,181.66 2023-03-13,188.39,181.5 2023-03-14,186.91,183.72 2023-03-15,190.2,182.55 2023-03-16,185.99,180.0 2023-03-17,188.8,184.5 2023-03-20,185.8,180.5 2023-03-21,188.23,183.11 2023-03-22,189.74,184.04 2023-03-23,185.1,182.0 2023-03-24,187.5,183.61 2023-03-27,186.33,183.8 2023-03-28,185.87,181.67 2023-03-29,185.49,181.89 2023-03-30,187.57,182.57 2023-03-31,187.99,182.78 2023-04-03,187.0,181.01 2023-04-04,184.3,175.9 2023-04-06,180.48,173.64 2023-04-07,183.43,176.87 2023-04-10,181.8,178.69 2023-04-11,182.82,178.21 2023-04-12,180.0,175.79 ", 1306,CN,technical,2024年10月09日,复星医药的Aroon下降是多少?(标准版:周期25)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,8.0,easy,trend,AroonDown = (n - i_{min}) / n * 100;i_{min} = argmin_{i=0}^{n} L_{t-i},为 n+1 期内最低价距今天数,"date,high,low 2024-08-26,22.55,22.16 2024-08-27,22.55,22.22 2024-08-28,22.47,21.78 2024-08-29,22.79,22.3 2024-08-30,22.85,22.45 2024-09-02,22.54,22.18 2024-09-03,22.79,22.27 2024-09-04,22.88,22.51 2024-09-05,22.87,22.57 2024-09-06,22.84,22.51 2024-09-09,22.79,22.28 2024-09-10,22.68,22.0 2024-09-11,22.54,22.11 2024-09-12,22.73,22.35 2024-09-13,22.48,22.18 2024-09-18,22.29,21.89 2024-09-19,22.84,22.33 2024-09-20,22.49,22.11 2024-09-23,22.54,22.23 2024-09-24,22.88,22.36 2024-09-25,23.54,23.0 2024-09-26,23.98,23.03 2024-09-27,25.15,24.2 2024-09-30,27.67,25.8 2024-10-08,30.44,28.1 2024-10-09,28.85,26.7 ", 1307,CN,technical,山西焦煤的Aroon下降在2025年04月30日为多少?(标准版:周期25)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,32.0,easy,trend,AroonDown = (n - i_{min}) / n * 100;i_{min} = argmin_{i=0}^{n} L_{t-i},为 n+1 期内最低价距今天数,"date,high,low 2025-03-25,7.18,6.99 2025-03-26,7.24,7.1 2025-03-27,7.19,7.08 2025-03-28,7.13,7.01 2025-03-31,7.03,6.86 2025-04-01,7.09,6.87 2025-04-02,7.08,7.02 2025-04-03,7.04,6.97 2025-04-07,6.81,6.35 2025-04-08,6.72,6.44 2025-04-09,6.66,6.5 2025-04-10,6.73,6.63 2025-04-11,6.67,6.6 2025-04-14,6.88,6.64 2025-04-15,6.85,6.74 2025-04-16,6.88,6.71 2025-04-17,6.8,6.74 2025-04-18,6.77,6.69 2025-04-21,6.74,6.65 2025-04-22,6.7,6.65 2025-04-23,6.7,6.62 2025-04-24,6.7,6.62 2025-04-25,6.65,6.56 2025-04-28,6.61,6.5 2025-04-29,6.49,6.42 2025-04-30,6.45,6.4 ", 1308,CN,technical,对于Aroon下降,中航沈飞2025年06月27日的值是多少?(标准版:周期25)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,20.0,easy,trend,AroonDown = (n - i_{min}) / n * 100;i_{min} = argmin_{i=0}^{n} L_{t-i},为 n+1 期内最低价距今天数,"date,high,low 2025-05-22,49.86,47.74 2025-05-23,48.85,47.8 2025-05-26,48.94,47.55 2025-05-27,48.59,47.11 2025-05-28,48.18,47.17 2025-05-29,47.83,46.93 2025-05-30,48.66,46.95 2025-06-03,50.0,48.25 2025-06-04,49.43,48.8 2025-06-05,49.93,48.7 2025-06-06,51.5,49.97 2025-06-09,55.0,52.57 2025-06-10,53.81,52.37 2025-06-11,53.77,52.45 2025-06-12,54.45,52.96 2025-06-13,55.35,53.18 2025-06-16,55.15,53.25 2025-06-17,56.55,53.75 2025-06-18,56.87,54.71 2025-06-19,54.65,52.57 2025-06-20,53.8,52.77 2025-06-23,53.77,52.68 2025-06-24,54.0,51.84 2025-06-25,54.45,52.92 2025-06-26,55.28,53.74 2025-06-27,56.0,54.38 ", 1309,CN,technical,计算东鹏饮料2022年12月14日的Aroon下降的值。(标准版:周期25)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,4.0,easy,trend,AroonDown = (n - i_{min}) / n * 100;i_{min} = argmin_{i=0}^{n} L_{t-i},为 n+1 期内最低价距今天数,"date,high,low 2022-11-09,165.98,162.2 2022-11-10,162.6,158.67 2022-11-11,172.0,161.51 2022-11-14,175.55,167.5 2022-11-15,173.74,168.75 2022-11-16,179.58,170.0 2022-11-17,181.0,175.31 2022-11-18,180.48,174.12 2022-11-21,179.44,172.97 2022-11-22,175.5,171.8 2022-11-23,180.2,173.0 2022-11-24,176.0,171.27 2022-11-25,174.75,170.1 2022-11-28,174.41,167.08 2022-11-29,175.0,170.0 2022-11-30,172.45,169.06 2022-12-01,178.9,173.5 2022-12-02,177.99,170.3 2022-12-05,182.46,171.2 2022-12-06,188.0,177.0 2022-12-07,188.0,180.61 2022-12-08,182.7,174.21 2022-12-09,179.37,172.52 2022-12-12,178.54,174.66 2022-12-13,179.5,174.6 2022-12-14,184.16,177.01 ", 1310,CN,technical,中国中冶2024年06月05日的Aroon振荡的值是?(标准版:周期25)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,-36.0,easy,trend,AroonOsc = AroonUp - AroonDown;AroonUp = (n - i_{max}) / n * 100;i_{max} = argmax_{i=0}^{n} H_{t-i},为 n+1 期内最高价距今天数;AroonDown = (n - i_{min}) / n * 100;i_{min} = argmin_{i=0}^{n} L_{t-i},为 n+1 期内最低价距今天数,"date,high,low 2024-04-26,3.34,3.28 2024-04-29,3.35,3.3 2024-04-30,3.32,3.25 2024-05-06,3.33,3.28 2024-05-07,3.32,3.28 2024-05-08,3.29,3.25 2024-05-09,3.3,3.25 2024-05-10,3.33,3.28 2024-05-13,3.39,3.28 2024-05-14,3.38,3.33 2024-05-15,3.38,3.34 2024-05-16,3.38,3.34 2024-05-17,3.41,3.33 2024-05-20,3.46,3.42 2024-05-21,3.47,3.39 2024-05-22,3.45,3.38 2024-05-23,3.4,3.31 2024-05-24,3.34,3.28 2024-05-27,3.33,3.28 2024-05-28,3.37,3.3 2024-05-29,3.35,3.29 2024-05-30,3.32,3.26 2024-05-31,3.29,3.26 2024-06-03,3.28,3.23 2024-06-04,3.3,3.24 2024-06-05,3.29,3.24 ", 1311,CN,technical,2022年11月21日,中国中免的Aroon振荡是多少?(标准版:周期25)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,32.0,easy,trend,AroonOsc = AroonUp - AroonDown;AroonUp = (n - i_{max}) / n * 100;i_{max} = argmax_{i=0}^{n} H_{t-i},为 n+1 期内最高价距今天数;AroonDown = (n - i_{min}) / n * 100;i_{min} = argmin_{i=0}^{n} L_{t-i},为 n+1 期内最低价距今天数,"date,high,low 2022-10-17,188.2,183.58 2022-10-18,192.5,187.34 2022-10-19,188.88,179.6 2022-10-20,183.1,174.15 2022-10-21,179.1,174.55 2022-10-24,174.3,165.03 2022-10-25,173.8,166.23 2022-10-26,175.49,171.3 2022-10-27,178.0,168.48 2022-10-28,172.86,167.05 2022-10-31,166.5,159.6 2022-11-01,176.4,156.51 2022-11-02,190.6,174.03 2022-11-03,184.77,177.15 2022-11-04,199.0,182.42 2022-11-07,196.9,189.57 2022-11-08,193.87,189.23 2022-11-09,193.18,187.93 2022-11-10,191.0,184.1 2022-11-11,201.51,190.18 2022-11-14,199.77,186.13 2022-11-15,194.5,188.37 2022-11-16,200.87,191.68 2022-11-17,195.14,189.0 2022-11-18,194.06,190.51 2022-11-21,186.5,180.0 ", 1312,CN,technical,迈瑞医疗的Aroon振荡在2023年11月23日为多少?(标准版:周期25)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,60.0,easy,trend,AroonOsc = AroonUp - AroonDown;AroonUp = (n - i_{max}) / n * 100;i_{max} = argmax_{i=0}^{n} H_{t-i},为 n+1 期内最高价距今天数;AroonDown = (n - i_{min}) / n * 100;i_{min} = argmin_{i=0}^{n} L_{t-i},为 n+1 期内最低价距今天数,"date,high,low 2023-10-19,264.0,259.6 2023-10-20,261.34,256.41 2023-10-23,261.03,255.52 2023-10-24,261.88,257.68 2023-10-25,262.68,256.3 2023-10-26,261.7,253.48 2023-10-27,265.9,255.57 2023-10-30,284.25,268.0 2023-10-31,287.33,281.31 2023-11-01,285.5,281.1 2023-11-02,284.5,281.83 2023-11-03,285.35,281.68 2023-11-06,285.85,282.02 2023-11-07,285.25,282.0 2023-11-08,288.36,282.0 2023-11-09,285.69,282.25 2023-11-10,287.0,282.5 2023-11-13,286.9,280.8 2023-11-14,289.98,283.1 2023-11-15,291.64,285.0 2023-11-16,291.73,287.2 2023-11-17,288.9,284.5 2023-11-20,287.83,284.22 2023-11-21,290.45,284.22 2023-11-22,285.49,281.25 2023-11-23,284.8,278.0 ", 1313,CN,technical,对于Aroon振荡,东方证券2021年08月05日的值是多少?(标准版:周期25)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,68.0,easy,trend,AroonOsc = AroonUp - AroonDown;AroonUp = (n - i_{max}) / n * 100;i_{max} = argmax_{i=0}^{n} H_{t-i},为 n+1 期内最高价距今天数;AroonDown = (n - i_{min}) / n * 100;i_{min} = argmin_{i=0}^{n} L_{t-i},为 n+1 期内最低价距今天数,"date,high,low 2021-07-01,10.24,9.68 2021-07-02,10.06,9.59 2021-07-05,10.08,9.52 2021-07-06,9.97,9.73 2021-07-07,9.92,9.77 2021-07-08,9.74,9.41 2021-07-09,9.63,9.34 2021-07-12,10.53,9.76 2021-07-13,11.18,10.41 2021-07-14,11.39,10.25 2021-07-15,10.43,10.03 2021-07-16,11.18,10.35 2021-07-19,11.3,10.46 2021-07-20,11.72,10.89 2021-07-21,11.42,10.85 2021-07-22,11.87,10.81 2021-07-23,12.71,11.4 2021-07-26,12.97,11.9 2021-07-27,12.22,11.26 2021-07-28,11.63,10.92 2021-07-29,11.54,11.11 2021-07-30,11.2,10.77 2021-08-02,12.01,10.68 2021-08-03,13.21,11.9 2021-08-04,13.07,12.27 2021-08-05,12.81,12.14 ", 1314,CN,technical,计算国泰海通2025年09月23日的Aroon振荡的值。(标准版:周期25)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,-84.0,easy,trend,AroonOsc = AroonUp - AroonDown;AroonUp = (n - i_{max}) / n * 100;i_{max} = argmax_{i=0}^{n} H_{t-i},为 n+1 期内最高价距今天数;AroonDown = (n - i_{min}) / n * 100;i_{min} = argmin_{i=0}^{n} L_{t-i},为 n+1 期内最低价距今天数,"date,high,low 2025-08-19,20.86,20.39 2025-08-20,20.71,20.21 2025-08-21,21.1,20.76 2025-08-22,21.58,20.75 2025-08-25,21.87,21.36 2025-08-26,21.69,21.38 2025-08-27,21.53,20.78 2025-08-28,21.08,20.64 2025-08-29,21.38,20.88 2025-09-01,21.19,20.62 2025-09-02,20.74,20.2 2025-09-03,20.49,19.65 2025-09-04,19.85,19.42 2025-09-05,19.84,19.5 2025-09-08,19.81,19.41 2025-09-09,19.78,19.47 2025-09-10,19.73,19.47 2025-09-11,19.96,19.36 2025-09-12,19.98,19.53 2025-09-15,19.8,19.33 2025-09-16,19.57,19.12 2025-09-17,19.32,18.97 2025-09-18,19.07,18.5 2025-09-19,18.71,18.51 2025-09-22,18.9,18.57 2025-09-23,18.75,18.41 ", 1315,CN,technical,三峡能源2023年04月07日的相对强弱指标的值是?(标准版:周期14;Gain/Loss计算用SMA)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,48.5714,easy,momentum,"U_t = max(P_t - P_{t-1}, 0);D_t = max(P_{t-1} - P_t, 0);RS = SMA_n(U) / SMA_n(D);RSI = 100 - 100 / (1 + RS)","date,close 2023-03-17,5.49 2023-03-20,5.46 2023-03-21,5.48 2023-03-22,5.49 2023-03-23,5.55 2023-03-24,5.53 2023-03-27,5.48 2023-03-28,5.47 2023-03-29,5.47 2023-03-30,5.44 2023-03-31,5.48 2023-04-03,5.51 2023-04-04,5.51 2023-04-06,5.47 2023-04-07,5.48 ", 1316,CN,technical,2024年01月08日,信达证券的相对强弱指标是多少?(标准版:周期14;Gain/Loss计算用SMA)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,15.7813,easy,momentum,"U_t = max(P_t - P_{t-1}, 0);D_t = max(P_{t-1} - P_t, 0);RS = SMA_n(U) / SMA_n(D);RSI = 100 - 100 / (1 + RS)","date,close 2023-12-18,21.2 2023-12-19,19.34 2023-12-20,18.61 2023-12-21,18.12 2023-12-22,17.9 2023-12-25,17.25 2023-12-26,17.48 2023-12-27,17.94 2023-12-28,18.26 2023-12-29,17.99 2024-01-02,17.63 2024-01-03,17.59 2024-01-04,17.39 2024-01-05,17.01 2024-01-08,16.82 ", 1317,CN,technical,中泰证券的相对强弱指标在2022年09月16日为多少?(标准版:周期14;Gain/Loss计算用SMA)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,36.036,easy,momentum,"U_t = max(P_t - P_{t-1}, 0);D_t = max(P_{t-1} - P_t, 0);RS = SMA_n(U) / SMA_n(D);RSI = 100 - 100 / (1 + RS)","date,close 2022-08-26,7.24 2022-08-29,7.27 2022-08-30,7.33 2022-08-31,7.41 2022-09-01,7.33 2022-09-02,7.28 2022-09-05,7.33 2022-09-06,7.38 2022-09-07,7.39 2022-09-08,7.33 2022-09-09,7.45 2022-09-13,7.44 2022-09-14,7.36 2022-09-15,7.31 2022-09-16,6.93 ", 1318,CN,technical,对于相对强弱指标,长安汽车2020年03月05日的值是多少?(标准版:周期14;Gain/Loss计算用SMA)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,67.7419,easy,momentum,"U_t = max(P_t - P_{t-1}, 0);D_t = max(P_{t-1} - P_t, 0);RS = SMA_n(U) / SMA_n(D);RSI = 100 - 100 / (1 + RS)","date,close 2020-02-14,9.59 2020-02-17,10.55 2020-02-18,10.74 2020-02-19,10.65 2020-02-20,10.86 2020-02-21,11.32 2020-02-24,11.4 2020-02-25,11.6 2020-02-26,10.9 2020-02-27,10.78 2020-02-28,10.17 2020-03-02,10.79 2020-03-03,10.61 2020-03-04,11.18 2020-03-05,11.46 ", 1319,CN,technical,计算同仁堂2022年07月06日的相对强弱指标的值。(标准版:周期14;Gain/Loss计算用SMA)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,45.3835,easy,momentum,"U_t = max(P_t - P_{t-1}, 0);D_t = max(P_{t-1} - P_t, 0);RS = SMA_n(U) / SMA_n(D);RSI = 100 - 100 / (1 + RS)","date,close 2022-06-16,51.3 2022-06-17,52.12 2022-06-20,52.51 2022-06-21,51.0 2022-06-22,51.17 2022-06-23,52.65 2022-06-24,52.75 2022-06-27,52.79 2022-06-28,54.06 2022-06-29,52.9 2022-06-30,52.88 2022-07-01,49.01 2022-07-04,51.13 2022-07-05,51.03 2022-07-06,50.0 ", 1320,CN,technical,中信银行2021年08月05日的商品通道指数的值是?(标准版:周期20)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,-122.3005,easy,momentum,TP_t = (H_t + L_t + C_t) / 3;MD_t = 1 / n * \sum_{i=0}^{n-1} |TP_{t-i} - SMA_n(TP)|;CCI = (TP_t - SMA_n(TP)) / (0.015 * MD_t),"date,high,low,close 2021-07-09,5.1,5.05,5.05 2021-07-12,5.09,5.03,5.04 2021-07-13,5.08,5.03,5.06 2021-07-14,5.07,5.01,5.02 2021-07-15,5.06,5.01,5.05 2021-07-16,5.05,5.02,5.03 2021-07-19,5.04,5.0,5.03 2021-07-20,5.04,5.0,5.03 2021-07-21,5.04,5.01,5.03 2021-07-22,5.08,5.02,5.06 2021-07-23,5.07,5.02,5.05 2021-07-26,5.06,5.0,5.02 2021-07-27,5.03,4.94,4.94 2021-07-28,4.99,4.93,4.96 2021-07-29,4.71,4.53,4.59 2021-07-30,4.59,4.52,4.54 2021-08-02,4.61,4.49,4.58 2021-08-03,4.59,4.54,4.56 2021-08-04,4.56,4.52,4.52 2021-08-05,4.54,4.5,4.53 ", 1321,CN,technical,2021年01月04日,宝丰能源的商品通道指数是多少?(标准版:周期20)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,45.0802,easy,momentum,TP_t = (H_t + L_t + C_t) / 3;MD_t = 1 / n * \sum_{i=0}^{n-1} |TP_{t-i} - SMA_n(TP)|;CCI = (TP_t - SMA_n(TP)) / (0.015 * MD_t),"date,high,low,close 2020-12-07,13.04,12.27,12.31 2020-12-08,12.54,12.16,12.32 2020-12-09,12.39,11.86,11.96 2020-12-10,12.04,11.67,11.75 2020-12-11,12.18,11.72,11.89 2020-12-14,11.9,11.56,11.72 2020-12-15,11.81,11.5,11.69 2020-12-16,11.9,11.55,11.72 2020-12-17,11.91,11.54,11.85 2020-12-18,12.18,11.75,11.89 2020-12-21,12.01,11.47,11.59 2020-12-22,11.71,11.24,11.29 2020-12-23,11.67,11.23,11.57 2020-12-24,11.68,11.41,11.52 2020-12-25,11.78,11.24,11.58 2020-12-28,11.95,11.51,11.87 2020-12-29,11.94,11.42,11.55 2020-12-30,11.8,11.42,11.58 2020-12-31,11.74,11.46,11.7 2021-01-04,12.13,11.61,12.04 ", 1322,CN,technical,东方证券的商品通道指数在2022年01月26日为多少?(标准版:周期20)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,-96.0674,easy,momentum,TP_t = (H_t + L_t + C_t) / 3;MD_t = 1 / n * \sum_{i=0}^{n-1} |TP_{t-i} - SMA_n(TP)|;CCI = (TP_t - SMA_n(TP)) / (0.015 * MD_t),"date,high,low,close 2021-12-29,14.68,14.38,14.4 2021-12-30,14.8,14.3,14.67 2021-12-31,14.96,14.6,14.74 2022-01-04,15.0,14.59,14.9 2022-01-05,15.14,14.81,14.86 2022-01-06,14.8,13.63,13.7 2022-01-07,13.84,13.38,13.68 2022-01-10,13.65,13.21,13.4 2022-01-11,13.6,13.3,13.43 2022-01-12,13.66,13.35,13.63 2022-01-13,13.75,13.32,13.36 2022-01-14,13.48,13.07,13.13 2022-01-17,13.28,12.96,13.14 2022-01-18,13.5,13.07,13.31 2022-01-19,13.68,13.3,13.42 2022-01-20,14.04,13.23,13.83 2022-01-21,13.74,13.47,13.52 2022-01-24,13.6,13.31,13.35 2022-01-25,13.59,12.99,13.01 2022-01-26,13.25,12.7,13.13 ", 1323,CN,technical,对于商品通道指数,格力电器2020年05月26日的值是多少?(标准版:周期20)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,-1.1952,easy,momentum,TP_t = (H_t + L_t + C_t) / 3;MD_t = 1 / n * \sum_{i=0}^{n-1} |TP_{t-i} - SMA_n(TP)|;CCI = (TP_t - SMA_n(TP)) / (0.015 * MD_t),"date,high,low,close 2020-04-24,55.1,53.95,54.15 2020-04-27,54.68,53.62,54.08 2020-04-28,55.1,53.56,54.99 2020-04-29,55.88,54.64,55.22 2020-04-30,55.66,54.0,54.77 2020-05-06,54.46,53.82,54.46 2020-05-07,54.97,54.02,54.1 2020-05-08,57.58,53.99,56.99 2020-05-11,59.23,57.8,58.21 2020-05-12,59.28,58.05,59.0 2020-05-13,58.99,57.78,58.39 2020-05-14,59.36,58.36,58.57 2020-05-15,59.02,57.7,57.93 2020-05-18,58.44,57.0,57.99 2020-05-19,59.0,57.91,58.02 2020-05-20,58.0,57.04,57.38 2020-05-21,57.7,56.76,57.01 2020-05-22,57.03,55.61,55.62 2020-05-25,55.95,54.39,54.9 2020-05-26,56.9,55.46,56.88 ", 1324,CN,technical,计算华域汽车2022年07月01日的商品通道指数的值。(标准版:周期20)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,-65.5281,easy,momentum,TP_t = (H_t + L_t + C_t) / 3;MD_t = 1 / n * \sum_{i=0}^{n-1} |TP_{t-i} - SMA_n(TP)|;CCI = (TP_t - SMA_n(TP)) / (0.015 * MD_t),"date,high,low,close 2022-06-06,23.6,22.92,23.15 2022-06-07,23.27,22.18,22.65 2022-06-08,23.03,22.09,22.55 2022-06-09,22.61,21.81,21.96 2022-06-10,22.8,21.85,22.6 2022-06-13,23.24,22.0,22.64 2022-06-14,23.98,22.28,23.93 2022-06-15,25.05,23.62,23.67 2022-06-16,23.89,22.61,22.77 2022-06-17,23.43,22.38,23.13 2022-06-20,23.68,23.13,23.36 2022-06-21,23.49,23.03,23.23 2022-06-22,23.84,23.09,23.21 2022-06-23,25.06,23.25,24.89 2022-06-24,25.49,24.4,25.4 2022-06-27,25.77,24.92,25.11 2022-06-28,25.24,24.23,25.06 2022-06-29,25.15,23.58,23.62 2022-06-30,24.06,22.71,23.0 2022-07-01,23.09,22.5,22.65 ", 1325,CN,technical,京东方A2025年01月23日的威廉%R的值是?(标准周期14)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,-17.9487,easy,momentum,%R = (max_{i=0}^{n-1} H_{t-i} - C_t) / (max_{i=0}^{n-1} H_{t-i} - min_{i=0}^{n-1} L_{t-i}) * (-100),"date,high,low,close 2025-01-06,4.22,4.13,4.18 2025-01-07,4.48,4.18,4.43 2025-01-08,4.39,4.24,4.32 2025-01-09,4.35,4.28,4.31 2025-01-10,4.32,4.2,4.2 2025-01-13,4.19,4.14,4.16 2025-01-14,4.32,4.16,4.32 2025-01-15,4.3,4.23,4.26 2025-01-16,4.34,4.26,4.31 2025-01-17,4.36,4.28,4.34 2025-01-20,4.43,4.37,4.39 2025-01-21,4.52,4.41,4.5 2025-01-22,4.52,4.45,4.49 2025-01-23,4.52,4.43,4.45 ", 1326,CN,technical,2023年08月14日,士兰微的威廉%R是多少?(标准周期14)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,-93.8776,easy,momentum,%R = (max_{i=0}^{n-1} H_{t-i} - C_t) / (max_{i=0}^{n-1} H_{t-i} - min_{i=0}^{n-1} L_{t-i}) * (-100),"date,high,low,close 2023-07-26,30.38,30.0,30.14 2023-07-27,30.3,29.82,29.9 2023-07-28,30.36,29.63,30.27 2023-07-31,30.95,30.17,30.63 2023-08-01,30.93,30.4,30.61 2023-08-02,30.69,30.26,30.35 2023-08-03,30.56,30.07,30.45 2023-08-04,30.75,29.91,30.1 2023-08-07,30.08,29.67,29.72 2023-08-08,29.9,29.55,29.65 2023-08-09,29.81,29.48,29.67 2023-08-10,29.92,29.64,29.74 2023-08-11,29.78,29.3,29.31 2023-08-14,29.31,28.01,28.19 ", 1327,CN,technical,中微公司的威廉%R在2020年08月10日为多少?(标准周期14)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,-49.1896,easy,momentum,%R = (max_{i=0}^{n-1} H_{t-i} - C_t) / (max_{i=0}^{n-1} H_{t-i} - min_{i=0}^{n-1} L_{t-i}) * (-100),"date,high,low,close 2020-07-22,227.5,207.5,209.55 2020-07-23,214.55,196.81,205.23 2020-07-24,209.0,195.0,199.97 2020-07-27,203.88,185.0,190.45 2020-07-28,194.44,184.0,188.0 2020-07-29,203.0,187.01,200.18 2020-07-30,215.88,204.0,208.14 2020-07-31,221.7,207.26,220.39 2020-08-03,256.8,230.45,249.49 2020-08-04,249.0,225.88,228.77 2020-08-05,243.0,222.99,226.2 2020-08-06,227.6,216.0,220.0 2020-08-07,222.97,204.8,208.21 2020-08-10,226.78,205.36,220.99 ", 1328,CN,technical,对于威廉%R,山东黄金2025年01月22日的值是多少?(标准周期14)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,-6.1111,easy,momentum,%R = (max_{i=0}^{n-1} H_{t-i} - C_t) / (max_{i=0}^{n-1} H_{t-i} - min_{i=0}^{n-1} L_{t-i}) * (-100),"date,high,low,close 2025-01-03,24.22,23.3,24.12 2025-01-06,24.43,23.49,24.04 2025-01-07,24.43,23.78,24.41 2025-01-08,24.91,24.22,24.48 2025-01-09,24.6,24.09,24.27 2025-01-10,24.53,23.99,24.19 2025-01-13,24.8,24.0,24.54 2025-01-14,24.61,24.12,24.51 2025-01-15,24.48,23.71,24.12 2025-01-16,24.61,24.29,24.42 2025-01-17,24.69,24.3,24.31 2025-01-20,24.32,23.71,23.96 2025-01-21,23.99,23.62,23.84 2025-01-22,25.1,23.93,24.99 ", 1329,CN,technical,计算华润三九2021年01月29日的威廉%R的值。(标准周期14)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,-93.0736,easy,momentum,%R = (max_{i=0}^{n-1} H_{t-i} - C_t) / (max_{i=0}^{n-1} H_{t-i} - min_{i=0}^{n-1} L_{t-i}) * (-100),"date,high,low,close 2021-01-12,26.37,25.79,26.01 2021-01-13,26.57,25.97,26.28 2021-01-14,26.52,25.94,26.2 2021-01-15,26.15,25.61,25.68 2021-01-18,26.08,25.66,25.91 2021-01-19,26.07,25.76,25.94 2021-01-20,26.3,25.81,26.11 2021-01-21,26.25,25.89,26.04 2021-01-22,26.42,25.85,26.34 2021-01-25,26.96,26.43,26.61 2021-01-26,26.6,26.3,26.5 2021-01-27,26.5,25.96,26.11 2021-01-28,26.08,25.02,25.12 2021-01-29,25.32,24.65,24.81 ", 1330,CN,technical,中联重科2024年12月31日的布林带%B的值是?(标准版:周期20,乘数2,用总体标准差)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.8449,easy,volatility,Middle = SMA_n(P);Upper = Middle + 2 * \sigma_n(P);Lower = Middle - 2 * \sigma_n(P);%B = (P_t - Lower) / (Upper - Lower),"date,close 2024-12-04,6.97 2024-12-05,7.06 2024-12-06,7.03 2024-12-09,6.99 2024-12-10,7.16 2024-12-11,7.18 2024-12-12,7.24 2024-12-13,7.09 2024-12-16,6.99 2024-12-17,7.01 2024-12-18,6.99 2024-12-19,7.01 2024-12-20,6.91 2024-12-23,7.08 2024-12-24,7.24 2024-12-25,7.19 2024-12-26,7.21 2024-12-27,7.07 2024-12-30,7.17 2024-12-31,7.23 ", 1331,CN,technical,2021年12月20日,中国巨石的布林带%B是多少?(标准版:周期20,乘数2,用总体标准差)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.0646,easy,volatility,Middle = SMA_n(P);Upper = Middle + 2 * \sigma_n(P);Lower = Middle - 2 * \sigma_n(P);%B = (P_t - Lower) / (Upper - Lower),"date,close 2021-11-23,17.0 2021-11-24,16.86 2021-11-25,17.2 2021-11-26,17.17 2021-11-29,17.0 2021-11-30,17.5 2021-12-01,17.7 2021-12-02,17.78 2021-12-03,17.76 2021-12-06,17.65 2021-12-07,17.88 2021-12-08,17.81 2021-12-09,17.82 2021-12-10,17.4 2021-12-13,18.14 2021-12-14,18.01 2021-12-15,17.74 2021-12-16,17.84 2021-12-17,17.51 2021-12-20,16.87 ", 1332,CN,technical,盛美上海的布林带%B在2023年11月23日为多少?(标准版:周期20,乘数2,用总体标准差)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.1231,easy,volatility,Middle = SMA_n(P);Upper = Middle + 2 * \sigma_n(P);Lower = Middle - 2 * \sigma_n(P);%B = (P_t - Lower) / (Upper - Lower),"date,close 2023-10-27,123.08 2023-10-30,120.5 2023-10-31,120.5 2023-11-01,117.99 2023-11-02,116.3 2023-11-03,117.6 2023-11-06,116.38 2023-11-07,116.23 2023-11-08,118.23 2023-11-09,114.19 2023-11-10,113.2 2023-11-13,115.36 2023-11-14,118.88 2023-11-15,117.39 2023-11-16,113.93 2023-11-17,114.81 2023-11-20,113.95 2023-11-21,112.62 2023-11-22,109.3 2023-11-23,111.15 ", 1333,CN,technical,对于布林带%B,兆易创新2020年04月22日的值是多少?(标准版:周期20,乘数2,用总体标准差)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.5329,easy,volatility,Middle = SMA_n(P);Upper = Middle + 2 * \sigma_n(P);Lower = Middle - 2 * \sigma_n(P);%B = (P_t - Lower) / (Upper - Lower),"date,close 2020-03-25,251.3 2020-03-26,246.3 2020-03-27,250.07 2020-03-30,252.59 2020-03-31,242.01 2020-04-01,242.29 2020-04-02,266.52 2020-04-03,257.78 2020-04-07,264.5 2020-04-08,268.65 2020-04-09,262.15 2020-04-10,246.93 2020-04-13,236.2 2020-04-14,245.32 2020-04-15,255.13 2020-04-16,258.05 2020-04-17,269.0 2020-04-20,267.1 2020-04-21,257.02 2020-04-22,255.99 ", 1334,CN,technical,计算贵州茅台2023年11月07日的布林带%B的值。(标准版:周期20,乘数2,用总体标准差)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.7903,easy,volatility,Middle = SMA_n(P);Upper = Middle + 2 * \sigma_n(P);Lower = Middle - 2 * \sigma_n(P);%B = (P_t - Lower) / (Upper - Lower),"date,close 2023-10-11,1778.5 2023-10-12,1786.0 2023-10-13,1751.0 2023-10-16,1729.9 2023-10-17,1726.0 2023-10-18,1728.0 2023-10-19,1630.0 2023-10-20,1645.0 2023-10-23,1643.98 2023-10-24,1642.95 2023-10-25,1677.5 2023-10-26,1672.23 2023-10-27,1676.71 2023-10-30,1681.0 2023-10-31,1684.58 2023-11-01,1780.99 2023-11-02,1779.5 2023-11-03,1811.24 2023-11-06,1812.0 2023-11-07,1791.17 ", 1335,CN,technical,山金国际2022年09月28日的平均真实波幅的值是?(标准版:周期14)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.6629,easy,volatility,"TR_t = max(H_t - L_t, |H_t - C_{t-1}|, |L_t - C_{t-1}|);ATR = SMA_n(TR)","date,high,low,close 2022-09-07,11.84,11.56,11.74 2022-09-08,12.9,11.77,12.69 2022-09-09,12.88,12.38,12.75 2022-09-13,13.54,12.86,13.23 2022-09-14,13.28,12.66,13.18 2022-09-15,13.13,12.36,12.56 2022-09-16,12.54,12.21,12.28 2022-09-19,12.47,12.05,12.2 2022-09-20,12.56,11.98,12.41 2022-09-21,13.07,12.19,12.99 2022-09-22,13.38,12.69,13.17 2022-09-23,13.34,12.82,13.05 2022-09-26,12.9,12.34,12.55 2022-09-27,12.6,11.86,12.4 2022-09-28,12.39,11.9,12.05 ", 1336,CN,technical,2025年03月04日,新产业的平均真实波幅是多少?(标准版:周期14)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,2.0964,easy,volatility,"TR_t = max(H_t - L_t, |H_t - C_{t-1}|, |L_t - C_{t-1}|);ATR = SMA_n(TR)","date,high,low,close 2025-02-12,63.52,62.24,63.49 2025-02-13,64.2,61.9,61.91 2025-02-14,65.2,61.08,65.0 2025-02-17,66.86,63.3,64.07 2025-02-18,65.16,63.5,64.0 2025-02-19,65.55,63.71,64.58 2025-02-20,66.87,64.15,66.28 2025-02-21,67.13,63.8,64.59 2025-02-24,64.39,62.0,62.2 2025-02-25,62.54,61.5,61.83 2025-02-26,62.83,61.71,62.11 2025-02-27,62.2,60.75,61.79 2025-02-28,62.91,61.11,62.0 2025-03-03,62.16,61.02,61.37 2025-03-04,61.48,60.8,61.19 ", 1337,CN,technical,青岛港的平均真实波幅在2023年05月16日为多少?(标准版:周期14)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.4057,easy,volatility,"TR_t = max(H_t - L_t, |H_t - C_{t-1}|, |L_t - C_{t-1}|);ATR = SMA_n(TR)","date,high,low,close 2023-04-21,6.82,6.67,6.7 2023-04-24,6.76,6.62,6.7 2023-04-25,6.92,6.67,6.8 2023-04-26,6.82,6.65,6.79 2023-04-27,7.0,6.8,6.87 2023-04-28,7.22,6.83,7.17 2023-05-04,7.87,7.11,7.78 2023-05-05,8.13,7.78,8.08 2023-05-08,8.78,7.91,8.47 2023-05-09,8.53,7.94,7.95 2023-05-10,7.89,7.36,7.54 2023-05-11,7.57,7.25,7.29 2023-05-12,7.54,7.2,7.44 2023-05-15,7.64,7.18,7.4 2023-05-16,7.52,7.28,7.31 ", 1338,CN,technical,对于平均真实波幅,华润三九2020年08月20日的值是多少?(标准版:周期14)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.7436,easy,volatility,"TR_t = max(H_t - L_t, |H_t - C_{t-1}|, |L_t - C_{t-1}|);ATR = SMA_n(TR)","date,high,low,close 2020-07-31,30.55,29.58,30.3 2020-08-03,30.87,30.25,30.68 2020-08-04,31.33,30.51,30.78 2020-08-05,30.99,30.13,30.87 2020-08-06,31.2,30.36,30.69 2020-08-07,30.8,30.11,30.45 2020-08-10,31.12,30.07,31.09 2020-08-11,31.13,29.93,30.01 2020-08-12,30.1,29.06,29.46 2020-08-13,29.8,29.23,29.37 2020-08-14,29.57,29.02,29.52 2020-08-17,29.9,29.4,29.86 2020-08-18,30.17,29.6,29.75 2020-08-19,29.81,29.26,29.3 2020-08-20,29.32,28.77,28.93 ", 1339,CN,technical,计算春秋航空2024年02月21日的平均真实波幅的值。(标准版:周期14)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1.9107,easy,volatility,"TR_t = max(H_t - L_t, |H_t - C_{t-1}|, |L_t - C_{t-1}|);ATR = SMA_n(TR)","date,high,low,close 2024-01-24,53.85,52.24,53.73 2024-01-25,53.73,52.68,53.04 2024-01-26,54.68,52.87,54.13 2024-01-29,56.0,54.15,54.95 2024-01-30,54.99,53.06,53.3 2024-01-31,53.3,51.85,52.35 2024-02-01,53.8,51.78,52.78 2024-02-02,53.49,50.88,51.9 2024-02-05,53.43,50.71,52.73 2024-02-06,53.68,51.85,53.68 2024-02-07,54.45,52.38,53.99 2024-02-08,55.98,53.69,55.18 2024-02-19,56.49,55.22,55.72 2024-02-20,57.57,55.34,57.3 2024-02-21,58.01,56.45,57.36 ", 1340,CN,technical,康龙化成2024年04月03日的易动指标的值是?(标准版:周期14,分母中 volume 以百万为单位,避免数值过大)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,-0.0074,easy,volume,MidMove_t = ((H_t + L_t) / 2 - (H_{t-1} + L_{t-1}) / 2) / ((V_t / 10^6) / (H_t - L_t));EMV = SMA_n(MidMove),"date,high,low,volume 2024-03-14,24.9,23.0,60509135.0 2024-03-15,23.76,22.46,39256727.0 2024-03-18,23.67,22.3,46078104.0 2024-03-19,23.51,22.84,31929164.0 2024-03-20,23.33,22.64,26030797.0 2024-03-21,23.0,22.28,27531001.0 2024-03-22,22.21,21.26,32799271.0 2024-03-25,22.47,21.1,36097267.0 2024-03-26,21.25,20.63,25025073.0 2024-03-27,21.1,20.1,27024246.0 2024-03-28,20.66,20.05,25189337.0 2024-03-29,20.55,19.88,21954268.0 2024-04-01,21.02,20.42,29699508.0 2024-04-02,20.99,20.37,24272922.0 2024-04-03,20.83,20.33,20347917.0 ", 1341,CN,technical,2023年01月18日,云南白药的易动指标是多少?(标准版:周期14,分母中 volume 以百万为单位,避免数值过大)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.0291,easy,volume,MidMove_t = ((H_t + L_t) / 2 - (H_{t-1} + L_{t-1}) / 2) / ((V_t / 10^6) / (H_t - L_t));EMV = SMA_n(MidMove),"date,high,low,volume 2022-12-28,54.55,53.77,3423574.0 2022-12-29,54.56,53.83,2915059.0 2022-12-30,54.58,54.0,2543733.0 2023-01-03,55.13,54.37,3770657.0 2023-01-04,54.98,54.42,4066885.0 2023-01-05,55.61,54.9,6134764.0 2023-01-06,55.47,54.8,3975756.0 2023-01-09,55.35,54.91,3149371.0 2023-01-10,55.55,54.81,4779267.0 2023-01-11,55.45,54.84,5494871.0 2023-01-12,55.34,54.66,4836656.0 2023-01-13,56.77,54.98,9207466.0 2023-01-16,57.97,56.8,11217996.0 2023-01-17,57.65,56.7,5506202.0 2023-01-18,57.32,56.62,5297947.0 ", 1342,CN,technical,杭州银行的易动指标在2023年02月22日为多少?(标准版:周期14,分母中 volume 以百万为单位,避免数值过大)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,-0.0005,easy,volume,MidMove_t = ((H_t + L_t) / 2 - (H_{t-1} + L_{t-1}) / 2) / ((V_t / 10^6) / (H_t - L_t));EMV = SMA_n(MidMove),"date,high,low,volume 2023-02-02,13.06,12.88,20172796.0 2023-02-03,12.9,12.67,15812141.0 2023-02-06,12.83,12.59,17494819.0 2023-02-07,12.81,12.65,15005864.0 2023-02-08,12.73,12.6,19405386.0 2023-02-09,12.73,12.58,25675136.0 2023-02-10,12.63,12.45,32205861.0 2023-02-13,12.51,12.32,26076492.0 2023-02-14,12.5,12.21,47515067.0 2023-02-15,12.37,12.21,32571222.0 2023-02-16,12.31,12.04,44143472.0 2023-02-17,12.11,11.9,38173375.0 2023-02-20,12.32,11.94,55362282.0 2023-02-21,12.35,12.18,30624454.0 2023-02-22,12.29,12.16,16720078.0 ", 1343,CN,technical,对于易动指标,恒瑞医药2023年08月04日的值是多少?(标准版:周期14,分母中 volume 以百万为单位,避免数值过大)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,-0.0067,easy,volume,MidMove_t = ((H_t + L_t) / 2 - (H_{t-1} + L_{t-1}) / 2) / ((V_t / 10^6) / (H_t - L_t));EMV = SMA_n(MidMove),"date,high,low,volume 2023-07-17,47.52,46.73,21394359.0 2023-07-18,47.85,47.0,12113452.0 2023-07-19,47.37,46.55,19415049.0 2023-07-20,47.4,45.87,18098829.0 2023-07-21,46.3,45.65,20976558.0 2023-07-24,48.0,45.89,47398816.0 2023-07-25,47.9,47.13,24909769.0 2023-07-26,48.16,47.55,16778804.0 2023-07-27,48.47,47.8,16225472.0 2023-07-28,49.2,47.59,37757340.0 2023-07-31,49.33,44.22,135924169.0 2023-08-01,44.31,42.3,134400131.0 2023-08-02,43.99,42.06,93481863.0 2023-08-03,42.89,41.18,79188796.0 2023-08-04,42.67,41.0,106460887.0 ", 1344,CN,technical,计算鹏鼎控股2024年10月25日的易动指标的值。(标准版:周期14,分母中 volume 以百万为单位,避免数值过大)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.0178,easy,volume,MidMove_t = ((H_t + L_t) / 2 - (H_{t-1} + L_{t-1}) / 2) / ((V_t / 10^6) / (H_t - L_t));EMV = SMA_n(MidMove),"date,high,low,volume 2024-09-30,35.77,32.66,39491341.0 2024-10-08,39.35,35.0,59310611.0 2024-10-09,37.65,35.15,33111679.0 2024-10-10,37.5,35.02,30236069.0 2024-10-11,36.18,34.0,21333318.0 2024-10-14,36.0,34.32,26512718.0 2024-10-15,36.36,34.41,23971862.0 2024-10-16,33.86,31.71,38020635.0 2024-10-17,33.8,32.65,16788838.0 2024-10-18,35.59,32.4,37512781.0 2024-10-21,38.33,34.97,45768774.0 2024-10-22,38.35,35.55,25628099.0 2024-10-23,38.42,35.93,22798946.0 2024-10-24,37.59,36.37,15375241.0 2024-10-25,37.99,36.26,19256200.0 ", 1345,CN,technical,紫金矿业2024年07月25日的资金流量指数的值是?(标准版:周期14)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,30.9836,easy,volume,TP_t = (H_t + L_t + C_t) / 3;MF_t = TP_t * V_t;PMF_t = MF_t * \mathbb{1}[TP_t > TP_{t-1}];NMF_t = MF_t * \mathbb{1}[TP_t < TP_{t-1}];MFR = \sum_{i=0}^{n-1} PMF_{t-i} / \sum_{i=0}^{n-1} NMF_{t-i};MFI = 100 - 100 / (1 + MFR),"date,high,low,close,volume 2024-07-05,18.66,18.11,18.64,188747609.0 2024-07-08,18.88,18.44,18.45,149197688.0 2024-07-09,18.86,18.55,18.82,164930663.0 2024-07-10,18.98,18.28,18.38,150842964.0 2024-07-11,18.96,18.3,18.87,155807757.0 2024-07-12,19.0,18.36,18.48,139055070.0 2024-07-15,18.95,18.43,18.82,126988958.0 2024-07-16,19.24,18.78,19.21,134595480.0 2024-07-17,19.54,18.37,18.47,217167411.0 2024-07-18,18.49,17.97,18.45,149177702.0 2024-07-19,18.05,17.11,17.94,238617158.0 2024-07-22,17.84,17.21,17.6,192975122.0 2024-07-23,17.72,16.5,16.52,235473241.0 2024-07-24,16.75,16.4,16.53,136809553.0 2024-07-25,16.24,15.38,15.43,288215160.0 ", 1346,CN,technical,2021年10月29日,泸州老窖的资金流量指数是多少?(标准版:周期14)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,58.4645,easy,volume,TP_t = (H_t + L_t + C_t) / 3;MF_t = TP_t * V_t;PMF_t = MF_t * \mathbb{1}[TP_t > TP_{t-1}];NMF_t = MF_t * \mathbb{1}[TP_t < TP_{t-1}];MFR = \sum_{i=0}^{n-1} PMF_{t-i} / \sum_{i=0}^{n-1} NMF_{t-i};MFI = 100 - 100 / (1 + MFR),"date,high,low,close,volume 2021-10-11,231.0,222.0,224.5,15531629.0 2021-10-12,228.01,218.92,225.15,11490605.0 2021-10-13,246.0,223.5,238.28,21931916.0 2021-10-14,244.6,230.69,238.89,14915230.0 2021-10-15,239.33,228.02,234.69,13510583.0 2021-10-18,230.7,215.3,224.92,24444266.0 2021-10-19,233.3,222.0,231.37,14676861.0 2021-10-20,237.9,229.6,232.13,10430217.0 2021-10-21,233.95,226.5,231.9,9048912.0 2021-10-22,236.44,228.51,231.91,10014047.0 2021-10-25,233.28,227.37,230.6,8516350.0 2021-10-26,238.54,227.5,232.9,9966985.0 2021-10-27,232.0,222.05,225.13,11160944.0 2021-10-28,232.86,224.55,227.29,8356695.0 2021-10-29,239.88,227.8,228.95,17029287.0 ", 1347,CN,technical,兴业证券的资金流量指数在2023年08月01日为多少?(标准版:周期14)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,68.3778,easy,volume,TP_t = (H_t + L_t + C_t) / 3;MF_t = TP_t * V_t;PMF_t = MF_t * \mathbb{1}[TP_t > TP_{t-1}];NMF_t = MF_t * \mathbb{1}[TP_t < TP_{t-1}];MFR = \sum_{i=0}^{n-1} PMF_{t-i} / \sum_{i=0}^{n-1} NMF_{t-i};MFI = 100 - 100 / (1 + MFR),"date,high,low,close,volume 2023-07-12,6.35,6.21,6.23,40094120.0 2023-07-13,6.36,6.26,6.34,62069094.0 2023-07-14,6.36,6.3,6.32,40577070.0 2023-07-17,6.32,6.25,6.3,25128529.0 2023-07-18,6.35,6.29,6.31,27809380.0 2023-07-19,6.36,6.28,6.35,32355768.0 2023-07-20,6.39,6.3,6.3,37835086.0 2023-07-21,6.37,6.29,6.32,28505954.0 2023-07-24,6.37,6.29,6.31,24486672.0 2023-07-25,6.6,6.45,6.57,147885109.0 2023-07-26,6.58,6.46,6.53,68120554.0 2023-07-27,6.57,6.47,6.49,50083962.0 2023-07-28,6.97,6.46,6.9,251194045.0 2023-07-31,7.18,6.94,6.97,267475433.0 2023-08-01,7.07,6.86,6.92,154969499.0 ", 1348,CN,technical,对于资金流量指数,中芯国际2023年12月25日的值是多少?(标准版:周期14)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,61.1321,easy,volume,TP_t = (H_t + L_t + C_t) / 3;MF_t = TP_t * V_t;PMF_t = MF_t * \mathbb{1}[TP_t > TP_{t-1}];NMF_t = MF_t * \mathbb{1}[TP_t < TP_{t-1}];MFR = \sum_{i=0}^{n-1} PMF_{t-i} / \sum_{i=0}^{n-1} NMF_{t-i};MFI = 100 - 100 / (1 + MFR),"date,high,low,close,volume 2023-12-05,53.17,52.39,52.39,14397097.0 2023-12-06,52.78,51.74,51.97,18213173.0 2023-12-07,52.67,51.55,52.67,23285236.0 2023-12-08,52.68,51.1,52.55,38139823.0 2023-12-11,53.22,51.7,53.18,21987436.0 2023-12-12,54.17,52.86,54.12,20974632.0 2023-12-13,54.56,53.7,53.75,17916295.0 2023-12-14,54.2,53.07,53.1,12358424.0 2023-12-15,54.14,53.03,53.6,12130924.0 2023-12-18,53.99,53.2,53.74,10065168.0 2023-12-19,54.94,53.61,54.76,20412523.0 2023-12-20,55.24,54.46,54.51,14475005.0 2023-12-21,54.7,53.36,54.57,14498278.0 2023-12-22,55.19,54.39,54.79,15173506.0 2023-12-25,55.0,52.85,53.01,17788368.0 ", 1349,CN,technical,计算江苏银行2020年12月29日的资金流量指数的值。(标准版:周期14)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,17.0763,easy,volume,TP_t = (H_t + L_t + C_t) / 3;MF_t = TP_t * V_t;PMF_t = MF_t * \mathbb{1}[TP_t > TP_{t-1}];NMF_t = MF_t * \mathbb{1}[TP_t < TP_{t-1}];MFR = \sum_{i=0}^{n-1} PMF_{t-i} / \sum_{i=0}^{n-1} NMF_{t-i};MFI = 100 - 100 / (1 + MFR),"date,high,low,close,volume 2020-12-01,6.45,6.21,6.43,122637646.0 2020-12-02,6.44,6.33,6.35,78415884.0 2020-12-03,6.43,6.27,6.39,117492799.0 2020-12-04,6.41,6.2,6.25,115083865.0 2020-12-07,6.25,6.06,6.07,124682867.0 2020-12-08,6.09,5.92,5.93,219796425.0 2020-12-17,5.63,5.51,5.59,93583833.0 2020-12-18,5.67,5.56,5.58,64373581.0 2020-12-21,5.63,5.54,5.61,46928234.0 2020-12-22,5.61,5.49,5.5,57372223.0 2020-12-23,5.52,5.37,5.41,79749102.0 2020-12-24,5.45,5.36,5.37,44100071.0 2020-12-25,5.41,5.34,5.39,32806744.0 2020-12-28,5.43,5.36,5.37,50475864.0 2020-12-29,5.4,5.37,5.39,37708017.0 ", 1350,CN,technical,华友钴业2022年08月26日的KDJ的K的值是?(标准版:RSV周期n=9,1/3平滑权重;从前20+n个数据开始计算,递推初始值用首个数据点)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,29.6756,easy,momentum,K_t = 1/3 * RSV_t + 2/3 * K_{t-1};RSV_t = (C_t - min_{i=0}^{n-1} L_{t-i}) / (max_{i=0}^{n-1} H_{t-i} - min_{i=0}^{n-1} L_{t-i}) * 100,"date,high,low,close 2022-07-18,92.56,87.79,90.59 2022-07-19,92.0,88.73,89.97 2022-07-20,91.81,89.89,91.0 2022-07-21,90.97,87.6,87.61 2022-07-22,91.5,87.8,88.85 2022-07-25,89.45,86.65,87.19 2022-07-26,90.56,86.88,87.83 2022-07-27,88.11,85.29,87.56 2022-07-28,88.56,85.7,85.83 2022-07-29,87.94,84.0,84.37 2022-08-01,92.44,85.86,92.01 2022-08-02,91.34,87.87,89.49 2022-08-03,90.68,84.1,84.5 2022-08-04,86.35,82.0,83.4 2022-08-05,85.33,81.65,84.8 2022-08-08,85.3,83.55,84.85 2022-08-09,88.5,84.04,87.11 2022-08-10,89.5,81.41,82.83 2022-08-11,82.9,80.2,82.82 2022-08-12,83.35,81.99,82.2 2022-08-15,84.98,81.4,83.3 2022-08-16,83.31,80.78,81.15 2022-08-17,82.4,78.89,81.53 2022-08-18,82.34,79.95,80.16 2022-08-19,81.06,78.69,79.27 2022-08-22,84.38,79.34,83.64 2022-08-23,84.6,81.88,83.94 2022-08-24,85.8,81.2,81.55 2022-08-25,82.09,78.8,79.89 2022-08-26,82.39,79.57,80.15 ", 1351,CN,technical,2022年01月12日,阳光电源的KDJ的K是多少?(标准版:RSV周期n=9,1/3平滑权重;从前20+n个数据开始计算,递推初始值用首个数据点)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,14.4093,easy,momentum,K_t = 1/3 * RSV_t + 2/3 * K_{t-1};RSV_t = (C_t - min_{i=0}^{n-1} L_{t-i}) / (max_{i=0}^{n-1} H_{t-i} - min_{i=0}^{n-1} L_{t-i}) * 100,"date,high,low,close 2021-12-01,162.99,158.49,160.0 2021-12-02,160.78,156.8,157.98 2021-12-03,159.0,150.74,152.99 2021-12-06,154.59,149.8,150.25 2021-12-07,151.5,145.17,148.7 2021-12-08,151.56,146.4,150.2 2021-12-09,150.26,147.0,148.03 2021-12-10,151.8,146.27,149.99 2021-12-13,152.24,147.62,148.09 2021-12-14,150.8,147.39,148.86 2021-12-15,151.31,147.66,149.1 2021-12-16,152.77,149.56,152.63 2021-12-17,153.0,145.01,146.5 2021-12-20,146.5,135.33,137.6 2021-12-21,137.5,129.8,135.32 2021-12-22,138.58,133.15,137.4 2021-12-23,143.88,136.68,140.98 2021-12-24,142.11,133.0,133.21 2021-12-27,136.5,130.38,135.7 2021-12-28,139.95,133.93,138.85 2021-12-29,142.55,138.49,138.49 2021-12-30,143.5,138.0,140.97 2021-12-31,151.0,145.39,145.8 2022-01-04,148.95,135.05,135.4 2022-01-05,136.2,126.59,129.0 2022-01-06,131.2,125.71,130.1 2022-01-07,131.18,124.98,128.3 2022-01-10,127.91,123.69,124.5 2022-01-11,125.86,119.61,120.98 2022-01-12,125.5,121.14,125.49 ", 1352,CN,technical,片仔癀的KDJ的K在2022年01月25日为多少?(标准版:RSV周期n=9,1/3平滑权重;从前20+n个数据开始计算,递推初始值用首个数据点)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,18.0828,easy,momentum,K_t = 1/3 * RSV_t + 2/3 * K_{t-1};RSV_t = (C_t - min_{i=0}^{n-1} L_{t-i}) / (max_{i=0}^{n-1} H_{t-i} - min_{i=0}^{n-1} L_{t-i}) * 100,"date,high,low,close 2021-12-14,472.0,460.0,471.0 2021-12-15,472.0,462.7,463.0 2021-12-16,466.8,456.0,457.7 2021-12-17,459.84,451.5,456.5 2021-12-20,466.56,451.07,458.08 2021-12-21,468.85,458.1,466.13 2021-12-22,485.0,465.01,479.11 2021-12-23,480.55,468.88,475.85 2021-12-24,486.15,475.03,479.8 2021-12-27,484.79,471.6,472.3 2021-12-28,477.66,470.01,476.15 2021-12-29,477.95,428.54,428.54 2021-12-30,425.66,400.02,423.03 2021-12-31,443.17,416.0,437.15 2022-01-04,443.88,429.5,432.3 2022-01-05,429.99,409.0,414.99 2022-01-06,416.99,398.38,402.0 2022-01-07,404.64,392.0,394.31 2022-01-10,400.91,381.0,394.98 2022-01-11,401.0,388.0,393.82 2022-01-12,398.89,392.28,394.8 2022-01-13,397.31,388.11,390.0 2022-01-14,391.0,385.0,386.1 2022-01-17,393.7,382.88,392.82 2022-01-18,404.3,388.11,399.9 2022-01-19,402.5,385.0,391.0 2022-01-20,394.5,378.1,386.99 2022-01-21,385.98,369.83,379.22 2022-01-24,382.79,372.0,376.2 2022-01-25,380.0,369.2,369.2 ", 1353,CN,technical,对于KDJ的K,四川路桥2021年03月08日的值是多少?(标准版:RSV周期n=9,1/3平滑权重;从前20+n个数据开始计算,递推初始值用首个数据点)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,80.3822,easy,momentum,K_t = 1/3 * RSV_t + 2/3 * K_{t-1};RSV_t = (C_t - min_{i=0}^{n-1} L_{t-i}) / (max_{i=0}^{n-1} H_{t-i} - min_{i=0}^{n-1} L_{t-i}) * 100,"date,high,low,close 2021-01-19,4.75,4.63,4.72 2021-01-20,4.73,4.63,4.64 2021-01-21,4.67,4.6,4.62 2021-01-22,4.62,4.49,4.51 2021-01-25,4.55,4.41,4.46 2021-01-26,4.49,4.4,4.44 2021-01-27,4.61,4.42,4.52 2021-01-28,4.95,4.71,4.75 2021-01-29,4.79,4.6,4.64 2021-02-01,5.0,4.65,4.98 2021-02-02,4.97,4.77,4.9 2021-02-03,4.98,4.82,4.89 2021-02-04,4.97,4.81,4.88 2021-02-05,4.94,4.73,4.75 2021-02-08,5.04,4.74,4.93 2021-02-09,4.99,4.88,4.94 2021-02-10,4.97,4.85,4.92 2021-02-18,5.03,4.92,4.96 2021-02-19,5.2,4.94,5.16 2021-02-22,5.48,5.17,5.32 2021-02-23,5.4,5.18,5.21 2021-02-24,5.34,5.22,5.27 2021-02-25,5.41,5.26,5.38 2021-02-26,5.3,5.16,5.19 2021-03-01,5.25,5.18,5.22 2021-03-02,5.26,5.06,5.09 2021-03-03,5.43,5.12,5.41 2021-03-04,5.74,5.36,5.63 2021-03-05,5.72,5.53,5.68 2021-03-08,5.8,5.61,5.69 ", 1354,CN,technical,计算大华股份2021年07月29日的KDJ的K的值。(标准版:RSV周期n=9,1/3平滑权重;从前20+n个数据开始计算,递推初始值用首个数据点)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,34.4729,easy,momentum,K_t = 1/3 * RSV_t + 2/3 * K_{t-1};RSV_t = (C_t - min_{i=0}^{n-1} L_{t-i}) / (max_{i=0}^{n-1} H_{t-i} - min_{i=0}^{n-1} L_{t-i}) * 100,"date,high,low,close 2021-06-18,22.14,20.96,21.88 2021-06-21,21.9,21.46,21.6 2021-06-22,22.36,21.37,22.28 2021-06-23,22.27,21.95,22.06 2021-06-24,22.25,21.7,22.18 2021-06-25,22.18,21.7,21.74 2021-06-28,21.67,21.01,21.15 2021-06-29,21.37,20.79,20.9 2021-06-30,21.2,20.84,21.1 2021-07-01,21.19,20.74,20.78 2021-07-02,20.99,20.31,20.33 2021-07-05,20.61,20.0,20.08 2021-07-06,20.28,19.88,20.24 2021-07-07,20.93,20.1,20.75 2021-07-08,20.75,20.37,20.55 2021-07-09,20.64,20.21,20.52 2021-07-12,20.85,20.53,20.65 2021-07-13,20.7,20.31,20.46 2021-07-14,20.75,20.15,20.53 2021-07-15,20.92,20.25,20.86 2021-07-16,22.89,20.8,22.31 2021-07-19,22.4,21.79,22.0 2021-07-20,22.78,21.63,22.65 2021-07-21,23.14,22.46,23.01 2021-07-22,23.03,22.45,22.45 2021-07-23,22.83,22.15,22.46 2021-07-26,22.92,21.22,21.6 2021-07-27,21.68,20.66,20.74 2021-07-28,21.18,20.25,20.66 2021-07-29,21.2,20.78,20.97 ", 1355,CN,technical,北新建材2023年03月27日的KDJ的D的值是?(标准版:RSV周期n=9,1/3平滑权重;从前25+n个数据开始计算,递推初始值用首个数据点)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,22.9517,easy,momentum,D_t = 1/3 * K_t + 2/3 * D_{t-1};K_t = 1/3 * RSV_t + 2/3 * K_{t-1};RSV_t = (C_t - min_{i=0}^{n-1} L_{t-i}) / (max_{i=0}^{n-1} H_{t-i} - min_{i=0}^{n-1} L_{t-i}) * 100,"date,high,low,close 2023-02-07,28.5,27.71,27.86 2023-02-08,28.25,27.72,28.01 2023-02-09,28.88,27.78,28.82 2023-02-10,29.49,28.51,29.34 2023-02-13,29.86,29.11,29.46 2023-02-14,29.85,29.3,29.53 2023-02-15,29.78,29.19,29.21 2023-02-16,29.8,28.5,28.78 2023-02-17,29.96,28.55,29.0 2023-02-20,31.68,29.22,31.16 2023-02-21,31.89,31.09,31.34 2023-02-22,31.52,30.8,31.05 2023-02-23,31.37,30.39,30.67 2023-02-24,30.88,30.18,30.48 2023-02-27,30.74,30.0,30.22 2023-02-28,30.44,29.76,30.09 2023-03-01,31.16,30.28,31.16 2023-03-02,32.0,30.93,31.9 2023-03-03,32.04,31.18,31.39 2023-03-06,31.38,30.06,30.4 2023-03-07,31.04,30.08,30.1 2023-03-08,30.0,29.0,29.32 2023-03-09,29.64,28.8,29.08 2023-03-10,28.96,28.37,28.51 2023-03-13,29.3,28.45,28.71 2023-03-14,28.78,27.86,27.93 2023-03-15,28.9,28.01,28.58 2023-03-16,28.45,27.76,27.86 2023-03-17,28.41,27.94,28.18 2023-03-20,28.85,27.94,28.03 2023-03-21,28.88,28.08,28.57 2023-03-22,28.88,27.53,27.66 2023-03-23,28.3,27.11,28.21 2023-03-24,28.16,27.36,27.7 2023-03-27,27.6,26.95,27.09 ", 1356,CN,technical,2020年07月29日,TCL科技的KDJ的D是多少?(标准版:RSV周期n=9,1/3平滑权重;从前25+n个数据开始计算,递推初始值用首个数据点)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,36.9329,easy,momentum,D_t = 1/3 * K_t + 2/3 * D_{t-1};K_t = 1/3 * RSV_t + 2/3 * K_{t-1};RSV_t = (C_t - min_{i=0}^{n-1} L_{t-i}) / (max_{i=0}^{n-1} H_{t-i} - min_{i=0}^{n-1} L_{t-i}) * 100,"date,high,low,close 2020-06-09,5.99,5.74,5.76 2020-06-10,6.01,5.72,5.98 2020-06-11,6.01,5.79,5.83 2020-06-12,5.83,5.57,5.76 2020-06-15,5.73,5.52,5.57 2020-06-16,5.85,5.71,5.79 2020-06-17,5.82,5.68,5.79 2020-06-18,6.16,5.74,6.13 2020-06-19,6.23,6.06,6.15 2020-06-22,6.33,6.12,6.16 2020-06-23,6.32,6.1,6.15 2020-06-24,6.3,6.03,6.14 2020-06-29,6.25,6.02,6.16 2020-06-30,6.24,6.11,6.2 2020-07-01,6.21,5.98,6.08 2020-07-02,6.33,5.98,6.32 2020-07-03,6.3,6.1,6.18 2020-07-06,6.54,6.13,6.51 2020-07-07,7.13,6.66,6.81 2020-07-08,6.97,6.63,6.87 2020-07-09,7.04,6.74,6.87 2020-07-10,6.82,6.6,6.61 2020-07-13,7.0,6.55,6.99 2020-07-14,7.04,6.61,6.76 2020-07-15,6.8,6.36,6.43 2020-07-16,6.87,6.2,6.3 2020-07-17,6.67,6.22,6.62 2020-07-20,6.73,6.4,6.7 2020-07-21,7.25,6.77,6.96 2020-07-22,7.14,6.81,6.98 2020-07-23,6.91,6.58,6.72 2020-07-24,6.65,6.06,6.1 2020-07-27,6.16,5.81,6.04 2020-07-28,6.24,6.01,6.13 2020-07-29,6.35,6.0,6.32 ", 1357,CN,technical,天赐材料的KDJ的D在2020年12月03日为多少?(标准版:RSV周期n=9,1/3平滑权重;从前25+n个数据开始计算,递推初始值用首个数据点)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,51.2592,easy,momentum,D_t = 1/3 * K_t + 2/3 * D_{t-1};K_t = 1/3 * RSV_t + 2/3 * K_{t-1};RSV_t = (C_t - min_{i=0}^{n-1} L_{t-i}) / (max_{i=0}^{n-1} H_{t-i} - min_{i=0}^{n-1} L_{t-i}) * 100,"date,high,low,close 2020-10-16,63.74,59.5,60.0 2020-10-19,61.32,59.01,59.49 2020-10-20,62.96,58.7,62.75 2020-10-21,62.46,56.48,56.48 2020-10-22,56.18,53.41,55.11 2020-10-23,57.45,52.9,53.97 2020-10-26,57.36,52.3,57.25 2020-10-27,58.11,54.85,57.21 2020-10-28,62.93,56.81,62.93 2020-10-29,65.85,60.7,62.06 2020-10-30,63.88,59.8,62.15 2020-11-02,65.5,61.3,65.3 2020-11-03,65.3,61.0,63.44 2020-11-04,65.0,61.22,62.27 2020-11-05,68.5,63.01,68.5 2020-11-06,73.8,68.1,72.28 2020-11-09,76.66,69.02,73.8 2020-11-10,77.6,69.57,74.0 2020-11-11,78.0,72.1,73.0 2020-11-12,75.92,70.64,75.85 2020-11-13,82.2,73.68,80.5 2020-11-16,80.3,76.39,78.15 2020-11-17,79.66,70.5,72.61 2020-11-18,74.0,70.0,71.36 2020-11-19,72.56,69.8,71.65 2020-11-20,75.0,71.81,74.3 2020-11-23,80.8,74.5,79.24 2020-11-24,84.45,77.55,83.6 2020-11-25,84.65,80.25,82.67 2020-11-26,82.57,77.08,80.45 2020-11-27,82.19,77.66,79.66 2020-11-30,79.65,75.08,78.58 2020-12-01,76.0,70.72,74.83 2020-12-02,75.4,72.38,74.46 2020-12-03,74.81,71.54,73.7 ", 1358,CN,technical,对于KDJ的D,圆通速递2025年03月03日的值是多少?(标准版:RSV周期n=9,1/3平滑权重;从前25+n个数据开始计算,递推初始值用首个数据点)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,44.6092,easy,momentum,D_t = 1/3 * K_t + 2/3 * D_{t-1};K_t = 1/3 * RSV_t + 2/3 * K_{t-1};RSV_t = (C_t - min_{i=0}^{n-1} L_{t-i}) / (max_{i=0}^{n-1} H_{t-i} - min_{i=0}^{n-1} L_{t-i}) * 100,"date,high,low,close 2025-01-06,14.25,13.9,14.11 2025-01-07,14.16,13.86,14.09 2025-01-08,14.12,13.82,13.98 2025-01-09,14.0,13.79,13.8 2025-01-10,13.83,13.41,13.41 2025-01-13,13.47,13.29,13.42 2025-01-14,13.77,13.38,13.75 2025-01-15,13.82,13.51,13.54 2025-01-16,13.69,13.41,13.5 2025-01-17,13.58,13.31,13.5 2025-01-20,13.88,13.54,13.6 2025-01-21,13.7,13.43,13.47 2025-01-22,13.5,13.26,13.32 2025-01-23,13.55,13.39,13.49 2025-01-24,13.74,13.43,13.62 2025-01-27,13.86,13.63,13.77 2025-02-05,13.8,13.41,13.47 2025-02-06,13.68,13.45,13.55 2025-02-07,13.75,13.41,13.68 2025-02-10,13.74,13.56,13.67 2025-02-11,13.75,13.61,13.71 2025-02-12,13.77,13.49,13.59 2025-02-13,14.17,13.64,14.09 2025-02-14,14.23,13.92,14.09 2025-02-17,14.15,13.85,14.07 2025-02-18,14.04,13.6,13.64 2025-02-19,13.74,13.52,13.57 2025-02-20,13.8,13.41,13.45 2025-02-21,13.59,13.32,13.48 2025-02-24,14.09,13.42,13.85 2025-02-25,13.8,13.51,13.54 2025-02-26,13.78,13.51,13.76 2025-02-27,13.96,13.59,13.71 2025-02-28,13.88,13.63,13.76 2025-03-03,13.97,13.71,13.77 ", 1359,CN,technical,计算海光信息2024年04月23日的KDJ的D的值。(标准版:RSV周期n=9,1/3平滑权重;从前25+n个数据开始计算,递推初始值用首个数据点)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,49.6553,easy,momentum,D_t = 1/3 * K_t + 2/3 * D_{t-1};K_t = 1/3 * RSV_t + 2/3 * K_{t-1};RSV_t = (C_t - min_{i=0}^{n-1} L_{t-i}) / (max_{i=0}^{n-1} H_{t-i} - min_{i=0}^{n-1} L_{t-i}) * 100,"date,high,low,close 2024-03-04,89.76,83.85,86.28 2024-03-05,90.26,84.13,86.3 2024-03-06,85.81,82.98,84.42 2024-03-07,85.27,80.75,80.9 2024-03-08,82.59,79.77,82.3 2024-03-11,84.8,81.11,83.81 2024-03-12,83.5,79.57,80.0 2024-03-13,82.55,79.66,79.7 2024-03-14,81.3,78.4,80.75 2024-03-15,80.7,78.5,80.7 2024-03-18,84.29,80.37,83.19 2024-03-19,82.5,80.5,80.65 2024-03-20,81.7,79.8,80.19 2024-03-21,81.5,78.88,79.22 2024-03-22,81.4,78.9,80.12 2024-03-25,83.1,79.45,80.5 2024-03-26,80.71,76.08,76.29 2024-03-27,78.17,74.5,75.23 2024-03-28,78.5,75.21,76.79 2024-03-29,77.57,75.38,77.26 2024-04-01,79.82,77.6,78.48 2024-04-02,79.12,76.5,77.26 2024-04-03,77.21,74.33,74.5 2024-04-08,75.55,74.0,74.01 2024-04-09,75.86,72.71,75.79 2024-04-10,75.59,73.18,73.55 2024-04-11,74.9,72.55,74.01 2024-04-12,79.75,76.66,77.99 2024-04-15,79.5,76.99,78.66 2024-04-16,78.8,76.38,77.85 2024-04-17,80.67,77.2,80.04 2024-04-18,81.28,78.48,79.3 2024-04-19,79.13,75.5,75.5 2024-04-22,74.33,70.3,73.35 2024-04-23,74.48,71.45,71.62 ", 1360,CN,technical,恒立液压2025年09月01日的KDJ的J的值是?(标准版:RSV周期n=9,1/3平滑权重;从前25+n个数据开始计算,递推初始值用首个数据点)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,99.3771,easy,momentum,J_t = 3 * K_t - 2 * D_t;D_t = 1/3 * K_t + 2/3 * D_{t-1};K_t = 1/3 * RSV_t + 2/3 * K_{t-1};RSV_t = (C_t - min_{i=0}^{n-1} L_{t-i}) / (max_{i=0}^{n-1} H_{t-i} - min_{i=0}^{n-1} L_{t-i}) * 100,"date,high,low,close 2025-07-15,73.52,71.5,73.52 2025-07-16,76.9,72.66,76.3 2025-07-17,76.68,75.51,76.3 2025-07-18,76.8,75.06,76.4 2025-07-21,79.93,75.56,77.59 2025-07-22,85.35,78.45,80.38 2025-07-23,80.58,77.0,79.25 2025-07-24,79.45,77.41,77.56 2025-07-25,77.7,75.2,75.63 2025-07-28,76.47,74.61,75.09 2025-07-29,76.24,74.88,75.8 2025-07-30,76.48,74.75,75.2 2025-07-31,75.13,73.32,73.6 2025-08-01,73.85,72.33,73.16 2025-08-04,74.23,72.56,73.94 2025-08-05,78.28,73.81,77.43 2025-08-06,80.89,78.57,80.11 2025-08-07,80.11,78.4,79.86 2025-08-08,79.2,75.2,78.13 2025-08-11,79.5,77.25,77.28 2025-08-12,78.2,76.29,77.03 2025-08-13,77.22,75.74,76.2 2025-08-14,76.51,75.22,75.66 2025-08-15,76.92,74.34,75.55 2025-08-18,79.83,75.31,79.5 2025-08-19,83.98,78.5,82.08 2025-08-20,84.85,81.15,83.99 2025-08-21,83.95,81.31,81.91 2025-08-22,84.67,81.96,82.69 2025-08-25,84.68,82.18,83.8 2025-08-26,87.5,83.66,86.9 2025-08-27,87.2,84.0,84.09 2025-08-28,85.3,83.5,85.15 2025-08-29,90.68,85.01,89.42 2025-09-01,91.5,88.3,91.3 ", 1361,CN,technical,2024年07月19日,深南电路的KDJ的J是多少?(标准版:RSV周期n=9,1/3平滑权重;从前25+n个数据开始计算,递推初始值用首个数据点)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,63.1509,easy,momentum,J_t = 3 * K_t - 2 * D_t;D_t = 1/3 * K_t + 2/3 * D_{t-1};K_t = 1/3 * RSV_t + 2/3 * K_{t-1};RSV_t = (C_t - min_{i=0}^{n-1} L_{t-i}) / (max_{i=0}^{n-1} H_{t-i} - min_{i=0}^{n-1} L_{t-i}) * 100,"date,high,low,close 2024-05-31,92.21,89.76,89.93 2024-06-03,97.38,90.01,93.9 2024-06-04,94.74,92.17,93.92 2024-06-05,95.59,93.34,93.46 2024-06-06,98.31,93.94,96.37 2024-06-07,97.2,92.88,93.83 2024-06-11,95.9,92.71,95.47 2024-06-12,99.88,94.88,96.7 2024-06-13,104.92,96.71,102.88 2024-06-14,108.93,101.13,107.2 2024-06-17,112.17,105.8,109.88 2024-06-18,110.94,106.58,108.51 2024-06-19,109.5,106.23,107.35 2024-06-20,108.4,106.0,106.5 2024-06-21,108.6,104.0,107.4 2024-06-24,112.12,105.9,106.3 2024-06-25,106.51,103.66,104.75 2024-06-26,107.01,103.23,106.52 2024-06-27,106.3,103.08,103.28 2024-06-28,107.9,102.65,105.77 2024-07-01,106.5,102.85,106.17 2024-07-02,105.79,103.02,103.95 2024-07-03,104.68,101.0,102.94 2024-07-04,106.65,103.09,105.05 2024-07-05,106.06,102.05,105.44 2024-07-08,106.99,104.55,105.15 2024-07-09,109.75,104.29,109.75 2024-07-10,120.73,114.89,120.73 2024-07-11,127.13,120.11,126.99 2024-07-12,127.79,121.09,126.14 2024-07-15,128.45,125.16,127.4 2024-07-16,130.62,126.06,130.5 2024-07-17,129.81,123.5,123.59 2024-07-18,124.39,119.01,122.66 2024-07-19,124.21,120.09,120.6 ", 1362,CN,technical,一汽解放的KDJ的J在2022年02月21日为多少?(标准版:RSV周期n=9,1/3平滑权重;从前25+n个数据开始计算,递推初始值用首个数据点)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,41.3721,easy,momentum,J_t = 3 * K_t - 2 * D_t;D_t = 1/3 * K_t + 2/3 * D_{t-1};K_t = 1/3 * RSV_t + 2/3 * K_{t-1};RSV_t = (C_t - min_{i=0}^{n-1} L_{t-i}) / (max_{i=0}^{n-1} H_{t-i} - min_{i=0}^{n-1} L_{t-i}) * 100,"date,high,low,close 2021-12-27,10.32,10.25,10.31 2021-12-28,10.32,10.24,10.31 2021-12-29,10.38,10.26,10.33 2021-12-30,10.36,10.28,10.28 2021-12-31,10.32,10.26,10.29 2022-01-04,10.37,10.26,10.35 2022-01-05,10.35,10.27,10.31 2022-01-06,10.32,10.27,10.31 2022-01-07,10.36,10.28,10.28 2022-01-10,10.32,10.22,10.3 2022-01-11,10.32,10.25,10.27 2022-01-12,10.3,10.25,10.29 2022-01-13,10.32,10.25,10.26 2022-01-14,10.28,10.18,10.21 2022-01-17,10.25,10.19,10.22 2022-01-18,10.23,10.18,10.18 2022-01-19,10.22,10.12,10.14 2022-01-20,10.16,10.01,10.02 2022-01-21,10.02,9.79,9.86 2022-01-24,9.9,9.77,9.82 2022-01-25,9.88,9.48,9.49 2022-01-26,9.59,9.49,9.54 2022-01-27,9.56,9.0,9.19 2022-01-28,9.51,9.18,9.38 2022-02-07,9.57,9.42,9.52 2022-02-08,9.64,9.5,9.63 2022-02-09,9.77,9.58,9.75 2022-02-10,9.87,9.67,9.81 2022-02-11,9.81,9.66,9.72 2022-02-14,9.84,9.66,9.71 2022-02-15,9.79,9.65,9.72 2022-02-16,9.85,9.72,9.75 2022-02-17,9.76,9.65,9.66 2022-02-18,9.72,9.61,9.67 2022-02-21,9.73,9.55,9.69 ", 1363,CN,technical,对于KDJ的J,新易盛2022年11月23日的值是多少?(标准版:RSV周期n=9,1/3平滑权重;从前25+n个数据开始计算,递推初始值用首个数据点)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,31.5522,easy,momentum,J_t = 3 * K_t - 2 * D_t;D_t = 1/3 * K_t + 2/3 * D_{t-1};K_t = 1/3 * RSV_t + 2/3 * K_{t-1};RSV_t = (C_t - min_{i=0}^{n-1} L_{t-i}) / (max_{i=0}^{n-1} H_{t-i} - min_{i=0}^{n-1} L_{t-i}) * 100,"date,high,low,close 2022-09-29,21.9,21.09,21.47 2022-09-30,21.69,21.1,21.14 2022-10-10,21.29,20.16,20.3 2022-10-11,20.77,20.02,20.36 2022-10-12,21.37,20.31,21.37 2022-10-13,22.03,21.3,21.76 2022-10-14,22.13,21.63,21.96 2022-10-17,22.46,21.7,22.33 2022-10-18,22.45,21.88,22.25 2022-10-19,22.54,22.0,22.17 2022-10-20,22.72,21.77,22.44 2022-10-21,22.66,21.89,22.18 2022-10-24,22.72,21.7,21.8 2022-10-25,22.18,21.48,21.82 2022-10-26,22.79,21.72,22.6 2022-10-27,26.92,25.36,25.38 2022-10-28,26.04,24.33,24.46 2022-10-31,26.1,24.5,25.87 2022-11-01,26.5,25.4,26.41 2022-11-02,27.07,26.2,26.5 2022-11-03,27.57,26.01,27.32 2022-11-04,27.84,26.9,27.54 2022-11-07,27.77,26.94,27.3 2022-11-08,27.24,26.66,26.98 2022-11-09,27.13,26.6,26.72 2022-11-10,27.1,26.0,26.12 2022-11-11,27.06,26.19,26.33 2022-11-14,27.05,26.05,26.48 2022-11-15,27.81,26.22,27.6 2022-11-16,28.44,27.5,27.8 2022-11-17,28.28,27.46,28.23 2022-11-18,28.49,27.44,27.47 2022-11-21,28.57,27.11,28.16 2022-11-22,28.06,27.08,27.3 2022-11-23,27.4,26.16,26.7 ", 1364,CN,technical,计算长城汽车2025年02月21日的KDJ的J的值。(标准版:RSV周期n=9,1/3平滑权重;从前25+n个数据开始计算,递推初始值用首个数据点)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,20.1914,easy,momentum,J_t = 3 * K_t - 2 * D_t;D_t = 1/3 * K_t + 2/3 * D_{t-1};K_t = 1/3 * RSV_t + 2/3 * K_{t-1};RSV_t = (C_t - min_{i=0}^{n-1} L_{t-i}) / (max_{i=0}^{n-1} H_{t-i} - min_{i=0}^{n-1} L_{t-i}) * 100,"date,high,low,close 2024-12-26,26.85,26.45,26.64 2024-12-27,26.68,26.21,26.4 2024-12-30,26.58,26.22,26.41 2024-12-31,26.67,26.12,26.33 2025-01-02,26.34,25.07,25.26 2025-01-03,25.85,25.16,25.25 2025-01-06,25.45,25.01,25.25 2025-01-07,25.54,24.95,25.1 2025-01-08,25.16,24.44,24.89 2025-01-09,25.19,24.82,25.03 2025-01-10,25.19,24.6,24.6 2025-01-13,25.09,24.36,24.76 2025-01-14,25.95,24.68,25.93 2025-01-15,26.36,25.43,25.51 2025-01-16,25.79,25.14,25.27 2025-01-17,25.57,25.02,25.45 2025-01-20,25.85,25.18,25.28 2025-01-21,25.43,25.04,25.23 2025-01-22,25.23,24.64,24.74 2025-01-23,25.14,24.59,24.75 2025-01-24,25.1,24.59,24.75 2025-01-27,25.12,24.68,24.88 2025-02-05,24.9,24.51,24.57 2025-02-06,25.09,24.06,25.08 2025-02-07,26.0,25.0,25.85 2025-02-10,26.34,25.7,25.81 2025-02-11,25.92,24.93,25.11 2025-02-12,25.35,24.76,25.32 2025-02-13,25.35,24.91,24.92 2025-02-14,26.32,24.84,25.82 2025-02-17,26.05,25.33,25.44 2025-02-18,25.7,25.11,25.29 2025-02-19,25.45,25.13,25.35 2025-02-20,25.27,24.69,24.99 2025-02-21,25.22,24.81,25.19 ", 1365,CN,technical,大全能源2022年07月05日的考夫曼自适应移动平均的值是?(ER周期取10,快线周期取2,慢线周期取30;从前60个数据开始计算)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,68.8712,easy,moving average,ER_t = |C_t - C_{t-n_{er}}| / \sum_{i=0}^{n_{er}-1} |C_{t-i} - C_{t-i-1}|;SC_t = (ER_t * (2/(n_{fast}+1) - 2/(n_{slow}+1)) + 2/(n_{slow}+1))^2;KAMA_t = KAMA_{t-1} + SC_t * (C_t - KAMA_{t-1}),"date,close 2022-04-06,52.89 2022-04-07,51.97 2022-04-08,51.6 2022-04-11,49.2 2022-04-12,49.89 2022-04-13,49.0 2022-04-14,49.64 2022-04-15,50.09 2022-04-18,51.75 2022-04-19,51.83 2022-04-20,52.26 2022-04-21,50.35 2022-04-22,53.95 2022-04-25,53.02 2022-04-26,53.47 2022-04-27,55.98 2022-04-28,55.04 2022-04-29,55.69 2022-05-05,55.1 2022-05-06,52.08 2022-05-09,52.48 2022-05-10,53.08 2022-05-11,54.72 2022-05-12,56.08 2022-05-13,55.25 2022-05-16,54.01 2022-05-17,56.08 2022-05-18,55.68 2022-05-19,61.17 2022-05-20,62.72 2022-05-23,61.78 2022-05-24,59.02 2022-05-25,59.98 2022-05-26,59.28 2022-05-27,59.0 2022-05-30,58.95 2022-05-31,61.15 2022-06-01,59.96 2022-06-02,62.35 2022-06-06,66.56 2022-06-07,66.9 2022-06-08,68.28 2022-06-09,67.35 2022-06-10,69.65 2022-06-13,71.4 2022-06-14,70.18 2022-06-15,67.19 2022-06-16,68.26 2022-06-17,69.37 2022-06-20,67.97 2022-06-21,65.55 2022-06-22,65.54 2022-06-23,65.17 2022-06-24,66.37 2022-06-27,67.02 2022-06-28,68.58 2022-06-29,64.6 2022-06-30,68.32 2022-07-01,70.01 2022-07-04,73.3 2022-07-05,77.03 ", 1366,CN,technical,2024年05月15日,三一重工的考夫曼自适应移动平均是多少?(ER周期取10,快线周期取2,慢线周期取30;从前60个数据开始计算)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,16.6125,easy,moving average,ER_t = |C_t - C_{t-n_{er}}| / \sum_{i=0}^{n_{er}-1} |C_{t-i} - C_{t-i-1}|;SC_t = (ER_t * (2/(n_{fast}+1) - 2/(n_{slow}+1)) + 2/(n_{slow}+1))^2;KAMA_t = KAMA_{t-1} + SC_t * (C_t - KAMA_{t-1}),"date,close 2024-02-06,13.7 2024-02-07,13.76 2024-02-08,14.17 2024-02-19,14.14 2024-02-20,14.02 2024-02-21,14.02 2024-02-22,14.07 2024-02-23,13.95 2024-02-26,14.06 2024-02-27,14.05 2024-02-28,13.75 2024-02-29,13.94 2024-03-01,13.95 2024-03-04,14.02 2024-03-05,13.97 2024-03-06,14.17 2024-03-07,14.09 2024-03-08,13.97 2024-03-11,13.95 2024-03-12,14.11 2024-03-13,13.92 2024-03-14,13.88 2024-03-15,13.8 2024-03-18,13.97 2024-03-19,14.15 2024-03-20,14.08 2024-03-21,14.07 2024-03-22,13.95 2024-03-25,14.61 2024-03-26,14.75 2024-03-27,14.58 2024-03-28,14.45 2024-03-29,14.58 2024-04-01,14.98 2024-04-02,14.93 2024-04-03,14.83 2024-04-08,15.08 2024-04-09,15.06 2024-04-10,15.37 2024-04-11,15.95 2024-04-12,15.62 2024-04-15,15.83 2024-04-16,15.31 2024-04-17,16.11 2024-04-18,15.73 2024-04-19,15.75 2024-04-22,15.33 2024-04-23,14.95 2024-04-24,15.44 2024-04-25,15.36 2024-04-26,16.04 2024-04-29,16.12 2024-04-30,16.31 2024-05-06,16.93 2024-05-07,16.87 2024-05-08,16.66 2024-05-09,17.46 2024-05-10,17.39 2024-05-13,17.37 2024-05-14,16.93 2024-05-15,16.8 ", 1367,CN,technical,星宇股份的考夫曼自适应移动平均在2024年04月24日为多少?(ER周期取10,快线周期取2,慢线周期取30;从前60个数据开始计算)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,138.6065,easy,moving average,ER_t = |C_t - C_{t-n_{er}}| / \sum_{i=0}^{n_{er}-1} |C_{t-i} - C_{t-i-1}|;SC_t = (ER_t * (2/(n_{fast}+1) - 2/(n_{slow}+1)) + 2/(n_{slow}+1))^2;KAMA_t = KAMA_{t-1} + SC_t * (C_t - KAMA_{t-1}),"date,close 2024-01-19,136.69 2024-01-22,136.0 2024-01-23,131.48 2024-01-24,132.4 2024-01-25,130.58 2024-01-26,131.46 2024-01-29,128.81 2024-01-30,130.0 2024-01-31,126.7 2024-02-01,126.7 2024-02-02,123.21 2024-02-05,127.98 2024-02-06,126.83 2024-02-07,135.87 2024-02-08,137.94 2024-02-19,134.31 2024-02-20,131.0 2024-02-21,132.7 2024-02-22,135.98 2024-02-23,135.0 2024-02-26,138.33 2024-02-27,140.0 2024-02-28,135.52 2024-02-29,140.45 2024-03-01,141.25 2024-03-04,147.5 2024-03-05,147.41 2024-03-06,149.05 2024-03-07,148.05 2024-03-08,149.46 2024-03-11,145.47 2024-03-12,143.89 2024-03-13,146.57 2024-03-14,146.81 2024-03-15,152.0 2024-03-18,151.1 2024-03-19,146.84 2024-03-20,142.86 2024-03-21,141.39 2024-03-22,144.0 2024-03-25,142.6 2024-03-26,141.5 2024-03-27,139.81 2024-03-28,141.38 2024-03-29,140.06 2024-04-01,142.0 2024-04-02,140.98 2024-04-03,139.04 2024-04-08,141.2 2024-04-09,139.1 2024-04-10,139.35 2024-04-11,137.9 2024-04-12,137.28 2024-04-15,138.6 2024-04-16,133.4 2024-04-17,137.12 2024-04-18,133.0 2024-04-19,132.5 2024-04-22,133.57 2024-04-23,132.74 2024-04-24,134.46 ", 1368,CN,technical,对于考夫曼自适应移动平均,牧原股份2021年09月17日的值是多少?(ER周期取10,快线周期取2,慢线周期取30;从前60个数据开始计算)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,43.9831,easy,moving average,ER_t = |C_t - C_{t-n_{er}}| / \sum_{i=0}^{n_{er}-1} |C_{t-i} - C_{t-i-1}|;SC_t = (ER_t * (2/(n_{fast}+1) - 2/(n_{slow}+1)) + 2/(n_{slow}+1))^2;KAMA_t = KAMA_{t-1} + SC_t * (C_t - KAMA_{t-1}),"date,close 2021-06-25,58.53 2021-06-28,63.35 2021-06-29,62.37 2021-06-30,60.82 2021-07-01,59.8 2021-07-02,59.21 2021-07-05,59.3 2021-07-06,59.29 2021-07-07,57.9 2021-07-08,57.18 2021-07-09,56.7 2021-07-12,57.52 2021-07-13,57.89 2021-07-14,56.45 2021-07-15,56.96 2021-07-16,54.35 2021-07-19,51.76 2021-07-20,52.5 2021-07-21,50.66 2021-07-22,50.73 2021-07-23,47.41 2021-07-26,46.09 2021-07-27,42.83 2021-07-28,40.91 2021-07-29,41.71 2021-07-30,42.27 2021-08-02,44.8 2021-08-03,43.86 2021-08-04,43.16 2021-08-05,41.85 2021-08-06,42.28 2021-08-09,46.51 2021-08-10,48.18 2021-08-11,48.18 2021-08-12,47.5 2021-08-13,46.85 2021-08-16,47.4 2021-08-17,45.31 2021-08-18,45.5 2021-08-19,44.88 2021-08-20,44.34 2021-08-23,44.44 2021-08-24,45.08 2021-08-25,44.89 2021-08-26,43.56 2021-08-27,42.92 2021-08-30,42.1 2021-08-31,42.31 2021-09-01,44.78 2021-09-02,43.16 2021-09-03,45.85 2021-09-06,47.15 2021-09-07,46.84 2021-09-08,45.93 2021-09-09,45.62 2021-09-10,45.45 2021-09-13,43.68 2021-09-14,43.21 2021-09-15,42.91 2021-09-16,44.2 2021-09-17,44.69 ", 1369,CN,technical,计算中微公司2024年10月29日的考夫曼自适应移动平均的值。(ER周期取10,快线周期取2,慢线周期取30;从前60个数据开始计算)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,172.7561,easy,moving average,ER_t = |C_t - C_{t-n_{er}}| / \sum_{i=0}^{n_{er}-1} |C_{t-i} - C_{t-i-1}|;SC_t = (ER_t * (2/(n_{fast}+1) - 2/(n_{slow}+1)) + 2/(n_{slow}+1))^2;KAMA_t = KAMA_{t-1} + SC_t * (C_t - KAMA_{t-1}),"date,close 2024-07-26,146.78 2024-07-29,144.34 2024-07-30,147.55 2024-07-31,157.2 2024-08-01,158.44 2024-08-02,158.6 2024-08-05,153.39 2024-08-06,154.13 2024-08-07,152.55 2024-08-08,155.16 2024-08-09,153.27 2024-08-12,152.6 2024-08-13,155.37 2024-08-14,147.72 2024-08-15,148.41 2024-08-16,146.92 2024-08-19,145.95 2024-08-20,144.33 2024-08-21,142.11 2024-08-22,138.8 2024-08-23,131.01 2024-08-26,130.46 2024-08-27,130.0 2024-08-28,129.27 2024-08-29,132.3 2024-08-30,135.05 2024-09-02,127.82 2024-09-03,128.81 2024-09-04,127.15 2024-09-05,128.58 2024-09-06,127.41 2024-09-09,127.45 2024-09-10,129.76 2024-09-11,130.65 2024-09-12,130.02 2024-09-13,125.48 2024-09-18,124.07 2024-09-19,124.44 2024-09-20,120.51 2024-09-23,117.3 2024-09-24,121.2 2024-09-25,120.97 2024-09-26,127.44 2024-09-27,136.9 2024-09-30,164.0 2024-10-08,196.8 2024-10-09,198.0 2024-10-10,180.18 2024-10-11,168.56 2024-10-14,173.25 2024-10-15,169.1 2024-10-16,163.46 2024-10-17,163.5 2024-10-18,185.65 2024-10-21,187.13 2024-10-22,182.83 2024-10-23,179.95 2024-10-24,180.0 2024-10-25,183.45 2024-10-28,180.88 2024-10-29,180.3 ", 1370,CN,technical,小商品城2025年06月04日的MACD的DIF的值是?(标准版:快线12,慢线26;从前104个数据开始计算,EMA初始值用首个数据点)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.7002,easy,trend,DIF = EMA_{n_{fast}}(P) - EMA_{n_{slow}}(P),"date,close 2024-12-24,14.34 2024-12-25,13.61 2024-12-26,13.71 2024-12-27,13.75 2024-12-30,13.63 2024-12-31,13.41 2025-01-02,13.31 2025-01-03,12.61 2025-01-06,12.46 2025-01-07,12.59 2025-01-08,12.69 2025-01-09,12.69 2025-01-10,12.68 2025-01-13,12.68 2025-01-14,13.09 2025-01-15,13.21 2025-01-16,13.08 2025-01-17,12.91 2025-01-20,12.87 2025-01-21,13.03 2025-01-22,12.99 2025-01-23,12.98 2025-01-24,13.23 2025-01-27,12.87 2025-02-05,12.84 2025-02-06,12.77 2025-02-07,13.13 2025-02-10,13.38 2025-02-11,13.54 2025-02-12,13.23 2025-02-13,12.65 2025-02-14,12.9 2025-02-17,12.57 2025-02-18,12.23 2025-02-19,12.48 2025-02-20,12.61 2025-02-21,13.16 2025-02-24,13.21 2025-02-25,13.25 2025-02-26,13.18 2025-02-27,13.37 2025-02-28,12.79 2025-03-03,13.07 2025-03-04,12.92 2025-03-05,13.26 2025-03-06,13.6 2025-03-07,13.45 2025-03-10,12.79 2025-03-11,13.1 2025-03-12,12.76 2025-03-13,12.6 2025-03-14,12.98 2025-03-17,13.14 2025-03-18,13.89 2025-03-19,13.78 2025-03-20,13.59 2025-03-21,13.18 2025-03-24,13.49 2025-03-25,13.39 2025-03-26,13.82 2025-03-27,14.82 2025-03-28,14.93 2025-03-31,15.23 2025-04-01,15.51 2025-04-02,15.34 2025-04-03,14.7 2025-04-07,13.23 2025-04-08,12.15 2025-04-09,13.37 2025-04-10,14.25 2025-04-11,14.39 2025-04-14,14.81 2025-04-15,14.6 2025-04-16,14.95 2025-04-17,14.8 2025-04-18,14.75 2025-04-21,15.41 2025-04-22,16.03 2025-04-23,15.46 2025-04-24,15.74 2025-04-25,15.5 2025-04-28,15.45 2025-04-29,15.47 2025-04-30,15.33 2025-05-06,15.2 2025-05-07,15.31 2025-05-08,15.17 2025-05-09,15.63 2025-05-12,15.95 2025-05-13,16.15 2025-05-14,16.98 2025-05-15,16.71 2025-05-16,16.99 2025-05-19,16.48 2025-05-20,17.15 2025-05-21,17.0 2025-05-22,17.11 2025-05-23,17.01 2025-05-26,17.0 2025-05-27,16.86 2025-05-28,16.94 2025-05-29,17.26 2025-05-30,17.62 2025-06-03,18.17 2025-06-04,18.32 ", 1371,CN,technical,2025年08月06日,复星医药的MACD的DIF是多少?(标准版:快线12,慢线26;从前104个数据开始计算,EMA初始值用首个数据点)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.4742,easy,trend,DIF = EMA_{n_{fast}}(P) - EMA_{n_{slow}}(P),"date,close 2025-03-06,25.01 2025-03-07,24.95 2025-03-10,25.0 2025-03-11,24.9 2025-03-12,24.68 2025-03-13,24.53 2025-03-14,25.03 2025-03-17,24.96 2025-03-18,25.09 2025-03-19,25.01 2025-03-20,24.95 2025-03-21,24.5 2025-03-24,24.51 2025-03-25,24.75 2025-03-26,24.55 2025-03-27,24.99 2025-03-28,25.31 2025-03-31,24.83 2025-04-01,25.75 2025-04-02,25.46 2025-04-03,25.51 2025-04-07,23.2 2025-04-08,23.7 2025-04-09,23.68 2025-04-10,23.92 2025-04-11,23.84 2025-04-14,23.95 2025-04-15,24.0 2025-04-16,24.0 2025-04-17,23.95 2025-04-18,23.88 2025-04-21,23.9 2025-04-22,24.4 2025-04-23,24.19 2025-04-24,24.2 2025-04-25,24.14 2025-04-28,23.95 2025-04-29,23.82 2025-04-30,23.4 2025-05-06,23.69 2025-05-07,23.81 2025-05-08,23.83 2025-05-09,23.52 2025-05-12,23.59 2025-05-13,23.94 2025-05-14,23.91 2025-05-15,23.77 2025-05-16,24.02 2025-05-19,23.83 2025-05-20,24.07 2025-05-21,24.18 2025-05-22,23.95 2025-05-23,23.93 2025-05-26,23.51 2025-05-27,23.63 2025-05-28,23.53 2025-05-29,24.11 2025-05-30,25.37 2025-06-03,25.27 2025-06-04,25.44 2025-06-05,25.15 2025-06-06,25.03 2025-06-09,25.93 2025-06-10,25.96 2025-06-11,25.76 2025-06-12,25.92 2025-06-13,25.81 2025-06-16,25.45 2025-06-17,25.08 2025-06-18,24.9 2025-06-19,24.6 2025-06-20,24.42 2025-06-23,24.64 2025-06-24,24.89 2025-06-25,24.91 2025-06-26,24.65 2025-06-27,24.74 2025-06-30,25.09 2025-07-01,25.3 2025-07-02,25.17 2025-07-03,25.44 2025-07-04,25.43 2025-07-07,25.15 2025-07-08,25.21 2025-07-09,25.23 2025-07-10,25.43 2025-07-11,25.6 2025-07-14,25.68 2025-07-15,25.41 2025-07-16,26.41 2025-07-17,26.4 2025-07-18,26.36 2025-07-21,26.13 2025-07-22,26.25 2025-07-23,26.17 2025-07-24,26.75 2025-07-25,26.66 2025-07-28,26.91 2025-07-29,27.23 2025-07-30,28.37 2025-07-31,27.59 2025-08-01,27.56 2025-08-04,26.84 2025-08-05,26.87 2025-08-06,26.63 ", 1372,CN,technical,兖矿能源的MACD的DIF在2021年06月30日为多少?(标准版:快线12,慢线26;从前104个数据开始计算,EMA初始值用首个数据点)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.339,easy,trend,DIF = EMA_{n_{fast}}(P) - EMA_{n_{slow}}(P),"date,close 2021-01-21,10.25 2021-01-22,9.89 2021-01-25,9.29 2021-01-26,9.3 2021-01-27,9.2 2021-01-28,8.96 2021-01-29,8.69 2021-02-01,8.75 2021-02-02,8.65 2021-02-03,8.6 2021-02-04,8.54 2021-02-05,8.53 2021-02-08,8.65 2021-02-09,8.75 2021-02-10,8.88 2021-02-18,9.27 2021-02-19,9.5 2021-02-22,9.84 2021-02-23,9.52 2021-02-24,9.51 2021-02-25,9.84 2021-02-26,9.64 2021-03-01,10.45 2021-03-02,11.39 2021-03-03,12.2 2021-03-04,12.71 2021-03-05,11.88 2021-03-08,11.75 2021-03-09,11.68 2021-03-10,11.75 2021-03-11,12.08 2021-03-12,13.29 2021-03-15,13.39 2021-03-16,12.59 2021-03-17,12.7 2021-03-18,12.66 2021-03-19,12.84 2021-03-22,12.87 2021-03-23,12.54 2021-03-24,12.08 2021-03-25,12.87 2021-03-26,13.18 2021-03-29,14.45 2021-03-30,13.5 2021-03-31,13.23 2021-04-01,13.51 2021-04-02,13.39 2021-04-06,13.18 2021-04-07,13.55 2021-04-08,13.68 2021-04-09,13.58 2021-04-12,13.43 2021-04-13,13.24 2021-04-14,13.48 2021-04-15,13.68 2021-04-16,14.97 2021-04-19,14.34 2021-04-20,14.08 2021-04-21,14.04 2021-04-22,13.92 2021-04-23,13.78 2021-04-26,14.0 2021-04-27,13.65 2021-04-28,14.2 2021-04-29,14.42 2021-04-30,12.99 2021-05-06,13.87 2021-05-07,14.89 2021-05-10,15.38 2021-05-11,14.83 2021-05-12,14.95 2021-05-13,14.13 2021-05-14,13.62 2021-05-17,13.51 2021-05-18,14.04 2021-05-19,13.62 2021-05-20,12.54 2021-05-21,13.28 2021-05-24,13.14 2021-05-25,13.17 2021-05-26,13.28 2021-05-27,13.46 2021-05-28,13.34 2021-05-31,13.54 2021-06-01,14.1 2021-06-02,13.93 2021-06-03,14.55 2021-06-04,14.5 2021-06-07,14.58 2021-06-08,14.46 2021-06-09,15.44 2021-06-10,14.96 2021-06-11,14.93 2021-06-15,15.2 2021-06-16,15.23 2021-06-17,15.2 2021-06-18,14.8 2021-06-21,14.64 2021-06-22,14.5 2021-06-23,15.56 2021-06-24,15.64 2021-06-25,16.06 2021-06-28,15.0 2021-06-29,14.78 2021-06-30,15.36 ", 1373,CN,technical,对于MACD的DIF,三峡能源2025年05月08日的值是多少?(标准版:快线12,慢线26;从前104个数据开始计算,EMA初始值用首个数据点)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.0061,easy,trend,DIF = EMA_{n_{fast}}(P) - EMA_{n_{slow}}(P),"date,close 2024-11-28,4.55 2024-11-29,4.56 2024-12-02,4.61 2024-12-03,4.62 2024-12-04,4.58 2024-12-05,4.56 2024-12-06,4.61 2024-12-09,4.62 2024-12-10,4.6 2024-12-11,4.61 2024-12-12,4.63 2024-12-13,4.54 2024-12-16,4.55 2024-12-17,4.51 2024-12-18,4.54 2024-12-19,4.49 2024-12-20,4.47 2024-12-23,4.45 2024-12-24,4.48 2024-12-25,4.51 2024-12-26,4.45 2024-12-27,4.45 2024-12-30,4.42 2024-12-31,4.37 2025-01-02,4.25 2025-01-03,4.25 2025-01-06,4.24 2025-01-07,4.26 2025-01-08,4.27 2025-01-09,4.23 2025-01-10,4.16 2025-01-13,4.14 2025-01-14,4.21 2025-01-15,4.17 2025-01-16,4.2 2025-01-17,4.22 2025-01-20,4.21 2025-01-21,4.19 2025-01-22,4.15 2025-01-23,4.17 2025-01-24,4.18 2025-01-27,4.2 2025-02-05,4.2 2025-02-06,4.24 2025-02-07,4.27 2025-02-10,4.27 2025-02-11,4.25 2025-02-12,4.26 2025-02-13,4.25 2025-02-14,4.26 2025-02-17,4.31 2025-02-18,4.26 2025-02-19,4.25 2025-02-20,4.23 2025-02-21,4.27 2025-02-24,4.26 2025-02-25,4.23 2025-02-26,4.25 2025-02-27,4.25 2025-02-28,4.2 2025-03-03,4.19 2025-03-04,4.19 2025-03-05,4.17 2025-03-06,4.2 2025-03-07,4.18 2025-03-10,4.18 2025-03-11,4.2 2025-03-12,4.19 2025-03-13,4.23 2025-03-14,4.25 2025-03-17,4.24 2025-03-18,4.24 2025-03-19,4.28 2025-03-20,4.28 2025-03-21,4.26 2025-03-24,4.27 2025-03-25,4.32 2025-03-26,4.29 2025-03-27,4.25 2025-03-28,4.23 2025-03-31,4.23 2025-04-01,4.3 2025-04-02,4.26 2025-04-03,4.33 2025-04-07,4.17 2025-04-08,4.31 2025-04-09,4.31 2025-04-10,4.33 2025-04-11,4.3 2025-04-14,4.3 2025-04-15,4.28 2025-04-16,4.32 2025-04-17,4.32 2025-04-18,4.29 2025-04-21,4.28 2025-04-22,4.27 2025-04-23,4.25 2025-04-24,4.26 2025-04-25,4.29 2025-04-28,4.33 2025-04-29,4.28 2025-04-30,4.26 2025-05-06,4.3 2025-05-07,4.3 2025-05-08,4.29 ", 1374,CN,technical,计算三花智控2020年08月13日的MACD的DIF的值。(标准版:快线12,慢线26;从前104个数据开始计算,EMA初始值用首个数据点)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,-0.0886,easy,trend,DIF = EMA_{n_{fast}}(P) - EMA_{n_{slow}}(P),"date,close 2020-03-12,20.68 2020-03-13,20.66 2020-03-16,18.84 2020-03-17,18.84 2020-03-18,18.26 2020-03-19,17.99 2020-03-20,17.45 2020-03-23,15.74 2020-03-24,15.9 2020-03-25,16.7 2020-03-26,16.25 2020-03-27,16.11 2020-03-30,16.28 2020-03-31,16.07 2020-04-01,16.46 2020-04-02,16.89 2020-04-03,17.22 2020-04-07,17.91 2020-04-08,17.7 2020-04-09,17.52 2020-04-10,17.18 2020-04-13,16.62 2020-04-14,18.28 2020-04-15,19.13 2020-04-16,19.27 2020-04-17,19.07 2020-04-20,19.53 2020-04-21,19.44 2020-04-22,19.3 2020-04-23,19.3 2020-04-24,19.2 2020-04-27,19.73 2020-04-28,19.75 2020-04-29,20.84 2020-04-30,22.03 2020-05-06,21.63 2020-05-07,21.83 2020-05-08,22.02 2020-05-11,22.26 2020-05-12,23.03 2020-05-13,22.68 2020-05-14,22.58 2020-05-15,23.02 2020-05-18,22.45 2020-05-19,22.6 2020-05-20,23.3 2020-05-21,22.79 2020-05-22,22.25 2020-05-25,21.84 2020-05-26,22.33 2020-05-27,22.33 2020-05-28,21.9 2020-05-29,22.35 2020-06-01,23.15 2020-06-02,22.72 2020-06-03,17.61 2020-06-04,18.28 2020-06-05,18.8 2020-06-08,19.11 2020-06-09,19.32 2020-06-10,19.17 2020-06-11,19.5 2020-06-12,19.44 2020-06-15,18.87 2020-06-16,19.4 2020-06-17,19.24 2020-06-18,19.26 2020-06-19,21.19 2020-06-22,22.0 2020-06-23,22.06 2020-06-24,21.88 2020-06-29,21.58 2020-06-30,21.9 2020-07-01,21.94 2020-07-02,21.6 2020-07-03,21.8 2020-07-06,22.68 2020-07-07,24.34 2020-07-08,24.56 2020-07-09,24.81 2020-07-10,24.5 2020-07-13,25.47 2020-07-14,24.58 2020-07-15,24.35 2020-07-16,23.2 2020-07-17,22.95 2020-07-20,22.96 2020-07-21,23.2 2020-07-22,23.36 2020-07-23,22.94 2020-07-24,21.8 2020-07-27,21.35 2020-07-28,22.25 2020-07-29,22.96 2020-07-30,23.21 2020-07-31,23.72 2020-08-03,24.2 2020-08-04,23.97 2020-08-05,23.67 2020-08-06,22.8 2020-08-07,22.6 2020-08-10,22.39 2020-08-11,21.98 2020-08-12,21.76 2020-08-13,22.1 ", 1375,CN,technical,豪威集团2020年11月09日的MACD的DEA的值是?(标准版:快线12,慢线26,信号线9;从前104个数据开始计算,EMA初始值用首个数据点)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,5.2725,easy,trend,DIF = EMA_{n_{fast}}(P) - EMA_{n_{slow}}(P);DEA = EMA_{n_{signal}}(DIF),"date,close 2020-06-04,181.23 2020-06-05,186.5 2020-06-08,183.05 2020-06-09,190.35 2020-06-10,194.0 2020-06-11,190.0 2020-06-12,189.57 2020-06-15,180.15 2020-06-16,179.21 2020-06-17,179.8 2020-06-18,182.85 2020-06-19,197.8 2020-06-22,202.6 2020-06-23,204.99 2020-06-24,206.68 2020-06-29,199.83 2020-06-30,201.95 2020-07-01,207.68 2020-07-02,214.73 2020-07-03,208.39 2020-07-06,228.8 2020-07-07,229.93 2020-07-08,231.51 2020-07-09,240.84 2020-07-10,244.0 2020-07-13,245.51 2020-07-14,249.7 2020-07-15,230.58 2020-07-16,208.16 2020-07-17,218.43 2020-07-20,217.69 2020-07-21,215.69 2020-07-22,220.1 2020-07-23,214.0 2020-07-24,199.35 2020-07-27,197.0 2020-07-28,199.84 2020-07-29,207.17 2020-07-30,203.4 2020-07-31,205.64 2020-08-03,201.42 2020-08-04,197.67 2020-08-05,201.97 2020-08-06,197.18 2020-08-07,188.78 2020-08-10,191.51 2020-08-11,187.0 2020-08-12,187.05 2020-08-13,182.97 2020-08-14,186.28 2020-08-17,183.71 2020-08-18,182.66 2020-08-19,187.3 2020-08-20,183.0 2020-08-21,188.01 2020-08-24,188.65 2020-08-25,180.17 2020-08-26,169.6 2020-08-27,171.93 2020-08-28,175.31 2020-08-31,167.83 2020-09-01,168.7 2020-09-02,170.4 2020-09-03,186.12 2020-09-04,187.1 2020-09-07,182.0 2020-09-08,177.05 2020-09-09,171.31 2020-09-10,174.11 2020-09-11,187.72 2020-09-14,191.0 2020-09-15,188.54 2020-09-16,195.88 2020-09-17,193.01 2020-09-18,191.8 2020-09-21,185.95 2020-09-22,185.58 2020-09-23,184.7 2020-09-24,182.8 2020-09-25,174.91 2020-09-28,175.2 2020-09-29,174.96 2020-09-30,177.37 2020-10-09,182.4 2020-10-12,191.43 2020-10-13,192.16 2020-10-14,186.7 2020-10-15,185.3 2020-10-16,184.5 2020-10-19,179.98 2020-10-20,180.9 2020-10-21,178.72 2020-10-22,177.69 2020-10-23,172.3 2020-10-26,173.12 2020-10-27,181.3 2020-10-28,180.16 2020-10-29,184.3 2020-10-30,198.02 2020-11-02,217.82 2020-11-03,215.59 2020-11-04,211.0 2020-11-05,214.0 2020-11-06,219.31 2020-11-09,239.45 ", 1376,CN,technical,2020年11月20日,浪潮信息的MACD的DEA是多少?(标准版:快线12,慢线26,信号线9;从前104个数据开始计算,EMA初始值用首个数据点)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,-0.7557,easy,trend,DIF = EMA_{n_{fast}}(P) - EMA_{n_{slow}}(P);DEA = EMA_{n_{signal}}(DIF),"date,close 2020-06-17,38.83 2020-06-18,40.96 2020-06-19,40.89 2020-06-22,41.06 2020-06-23,42.05 2020-06-24,41.8 2020-06-29,38.8 2020-06-30,39.18 2020-07-01,37.32 2020-07-02,36.98 2020-07-03,38.18 2020-07-06,40.12 2020-07-07,40.51 2020-07-08,43.7 2020-07-09,44.69 2020-07-10,45.03 2020-07-13,46.21 2020-07-14,44.06 2020-07-15,42.05 2020-07-16,39.33 2020-07-17,39.11 2020-07-20,40.02 2020-07-21,39.67 2020-07-22,39.6 2020-07-23,38.67 2020-07-24,36.87 2020-07-27,36.47 2020-07-28,36.61 2020-07-29,38.28 2020-07-30,37.52 2020-07-31,37.96 2020-08-03,38.9 2020-08-04,37.9 2020-08-05,37.81 2020-08-06,38.76 2020-08-07,37.56 2020-08-10,38.23 2020-08-11,37.16 2020-08-12,36.12 2020-08-13,35.75 2020-08-14,36.3 2020-08-17,36.99 2020-08-18,37.06 2020-08-19,36.0 2020-08-20,36.14 2020-08-21,35.78 2020-08-24,35.78 2020-08-25,35.94 2020-08-26,35.61 2020-08-27,35.43 2020-08-28,36.04 2020-08-31,36.1 2020-09-01,35.94 2020-09-02,35.48 2020-09-03,35.06 2020-09-04,35.18 2020-09-07,34.01 2020-09-08,32.64 2020-09-09,30.81 2020-09-10,30.04 2020-09-11,30.99 2020-09-14,31.1 2020-09-15,31.23 2020-09-16,30.91 2020-09-17,31.81 2020-09-18,32.21 2020-09-21,31.94 2020-09-22,31.11 2020-09-23,31.35 2020-09-24,30.65 2020-09-25,30.86 2020-09-28,30.23 2020-09-29,30.6 2020-09-30,30.39 2020-10-09,31.3 2020-10-12,32.64 2020-10-13,33.13 2020-10-14,32.55 2020-10-15,32.28 2020-10-16,31.83 2020-10-19,32.0 2020-10-20,32.87 2020-10-21,31.66 2020-10-22,31.64 2020-10-23,31.31 2020-10-26,30.74 2020-10-27,30.9 2020-10-28,30.63 2020-10-29,30.9 2020-10-30,30.5 2020-11-02,27.65 2020-11-03,28.04 2020-11-04,27.89 2020-11-05,29.14 2020-11-06,29.02 2020-11-09,30.84 2020-11-10,30.27 2020-11-11,29.31 2020-11-12,29.32 2020-11-13,29.11 2020-11-16,28.89 2020-11-17,28.62 2020-11-18,28.46 2020-11-19,28.83 2020-11-20,28.61 ", 1377,CN,technical,通威股份的MACD的DEA在2022年05月31日为多少?(标准版:快线12,慢线26,信号线9;从前104个数据开始计算,EMA初始值用首个数据点)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1.0057,easy,trend,DIF = EMA_{n_{fast}}(P) - EMA_{n_{slow}}(P);DEA = EMA_{n_{signal}}(DIF),"date,close 2021-12-21,44.76 2021-12-22,44.55 2021-12-23,44.06 2021-12-24,41.27 2021-12-27,40.35 2021-12-28,41.27 2021-12-29,42.21 2021-12-30,42.1 2021-12-31,44.96 2022-01-04,42.52 2022-01-05,41.73 2022-01-06,41.9 2022-01-07,42.1 2022-01-10,41.89 2022-01-11,40.8 2022-01-12,42.51 2022-01-13,41.09 2022-01-14,41.42 2022-01-17,41.54 2022-01-18,41.28 2022-01-19,40.51 2022-01-20,40.0 2022-01-21,39.94 2022-01-24,40.84 2022-01-25,38.85 2022-01-26,40.05 2022-01-27,38.69 2022-01-28,37.35 2022-02-07,39.85 2022-02-08,38.75 2022-02-09,39.0 2022-02-10,38.58 2022-02-11,37.9 2022-02-14,37.45 2022-02-15,38.64 2022-02-16,38.41 2022-02-17,39.65 2022-02-18,39.06 2022-02-21,39.57 2022-02-22,41.81 2022-02-23,42.97 2022-02-24,42.12 2022-02-25,42.09 2022-02-28,42.9 2022-03-01,43.35 2022-03-02,44.02 2022-03-03,43.21 2022-03-04,42.72 2022-03-07,42.25 2022-03-08,42.79 2022-03-09,43.35 2022-03-10,44.86 2022-03-11,45.55 2022-03-14,44.02 2022-03-15,43.97 2022-03-16,45.6 2022-03-17,44.67 2022-03-18,44.3 2022-03-21,44.78 2022-03-22,44.7 2022-03-23,44.06 2022-03-24,42.36 2022-03-25,41.29 2022-03-28,43.2 2022-03-29,43.6 2022-03-30,44.69 2022-03-31,42.69 2022-04-01,43.32 2022-04-06,41.4 2022-04-07,41.33 2022-04-08,40.87 2022-04-11,39.1 2022-04-12,39.65 2022-04-13,39.3 2022-04-14,39.34 2022-04-15,39.49 2022-04-18,40.3 2022-04-19,39.95 2022-04-20,39.18 2022-04-21,37.44 2022-04-22,36.83 2022-04-25,35.17 2022-04-26,36.53 2022-04-27,39.82 2022-04-28,39.7 2022-04-29,41.1 2022-05-05,40.72 2022-05-06,39.58 2022-05-09,39.52 2022-05-10,40.02 2022-05-11,40.68 2022-05-12,40.26 2022-05-13,40.35 2022-05-16,39.72 2022-05-17,42.1 2022-05-18,41.92 2022-05-19,45.42 2022-05-20,46.0 2022-05-23,45.75 2022-05-24,44.96 2022-05-25,45.17 2022-05-26,44.99 2022-05-27,44.67 2022-05-30,43.78 2022-05-31,45.19 ", 1378,CN,technical,对于MACD的DEA,小商品城2022年08月04日的值是多少?(标准版:快线12,慢线26,信号线9;从前104个数据开始计算,EMA初始值用首个数据点)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,-0.0503,easy,trend,DIF = EMA_{n_{fast}}(P) - EMA_{n_{slow}}(P);DEA = EMA_{n_{signal}}(DIF),"date,close 2022-03-03,4.99 2022-03-04,5.04 2022-03-07,4.86 2022-03-08,4.63 2022-03-09,4.47 2022-03-10,4.78 2022-03-11,4.88 2022-03-14,4.87 2022-03-15,4.64 2022-03-16,4.92 2022-03-17,4.9 2022-03-18,4.94 2022-03-21,5.02 2022-03-22,4.99 2022-03-23,4.94 2022-03-24,4.82 2022-03-25,4.85 2022-03-28,4.94 2022-03-29,4.96 2022-03-30,5.02 2022-03-31,5.03 2022-04-01,5.2 2022-04-06,5.47 2022-04-07,5.31 2022-04-08,5.3 2022-04-11,5.22 2022-04-12,5.61 2022-04-13,5.53 2022-04-14,5.46 2022-04-15,5.54 2022-04-18,5.55 2022-04-19,5.48 2022-04-20,5.36 2022-04-21,5.12 2022-04-22,5.2 2022-04-25,4.77 2022-04-26,4.69 2022-04-27,4.74 2022-04-28,4.82 2022-04-29,5.11 2022-05-05,5.04 2022-05-06,4.96 2022-05-09,5.04 2022-05-10,5.1 2022-05-11,5.24 2022-05-12,5.16 2022-05-13,5.29 2022-05-16,5.29 2022-05-17,5.17 2022-05-18,5.18 2022-05-19,5.15 2022-05-20,5.18 2022-05-23,5.13 2022-05-24,4.93 2022-05-25,5.13 2022-05-26,5.2 2022-05-27,5.34 2022-05-30,5.4 2022-05-31,5.41 2022-06-01,5.38 2022-06-02,5.32 2022-06-06,5.48 2022-06-07,5.5 2022-06-08,5.46 2022-06-09,5.36 2022-06-10,5.43 2022-06-13,5.31 2022-06-14,5.43 2022-06-15,5.38 2022-06-16,5.37 2022-06-17,5.39 2022-06-20,5.35 2022-06-21,5.29 2022-06-22,5.18 2022-06-23,5.21 2022-06-24,5.22 2022-06-27,5.41 2022-06-28,5.51 2022-06-29,5.35 2022-06-30,5.57 2022-07-01,5.79 2022-07-04,5.71 2022-07-05,5.87 2022-07-06,5.61 2022-07-07,5.61 2022-07-08,5.52 2022-07-11,5.54 2022-07-12,5.39 2022-07-13,5.39 2022-07-14,5.39 2022-07-15,5.26 2022-07-18,5.34 2022-07-19,5.36 2022-07-20,5.37 2022-07-21,5.38 2022-07-22,5.41 2022-07-25,5.29 2022-07-26,5.44 2022-07-27,5.36 2022-07-28,5.33 2022-07-29,5.29 2022-08-01,5.15 2022-08-02,4.98 2022-08-03,4.9 2022-08-04,4.93 ", 1379,CN,technical,计算北新建材2023年08月24日的MACD的DEA的值。(标准版:快线12,慢线26,信号线9;从前104个数据开始计算,EMA初始值用首个数据点)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.5071,easy,trend,DIF = EMA_{n_{fast}}(P) - EMA_{n_{slow}}(P);DEA = EMA_{n_{signal}}(DIF),"date,close 2023-03-23,28.21 2023-03-24,27.7 2023-03-27,27.09 2023-03-28,27.09 2023-03-29,26.68 2023-03-30,28.08 2023-03-31,26.84 2023-04-03,27.5 2023-04-04,27.2 2023-04-06,27.4 2023-04-07,28.14 2023-04-10,27.8 2023-04-11,27.8 2023-04-12,27.58 2023-04-13,27.36 2023-04-14,26.72 2023-04-17,27.01 2023-04-18,27.12 2023-04-19,26.22 2023-04-20,26.3 2023-04-21,26.12 2023-04-24,25.99 2023-04-25,25.5 2023-04-26,26.1 2023-04-27,26.17 2023-04-28,26.52 2023-05-04,26.34 2023-05-05,26.11 2023-05-08,25.67 2023-05-09,25.93 2023-05-10,25.94 2023-05-11,25.85 2023-05-12,25.81 2023-05-15,25.92 2023-05-16,25.21 2023-05-17,24.8 2023-05-18,24.74 2023-05-19,25.0 2023-05-22,24.76 2023-05-23,24.54 2023-05-24,23.77 2023-05-25,23.82 2023-05-26,23.37 2023-05-29,23.1 2023-05-30,22.99 2023-05-31,22.73 2023-06-01,22.33 2023-06-02,24.03 2023-06-05,23.91 2023-06-06,24.51 2023-06-07,24.04 2023-06-08,25.16 2023-06-09,24.41 2023-06-12,25.15 2023-06-13,25.15 2023-06-14,25.16 2023-06-15,25.4 2023-06-16,25.34 2023-06-19,24.83 2023-06-20,24.25 2023-06-21,23.97 2023-06-26,24.21 2023-06-27,25.29 2023-06-28,24.99 2023-06-29,24.46 2023-06-30,24.51 2023-07-03,24.75 2023-07-04,25.05 2023-07-05,24.9 2023-07-06,25.01 2023-07-07,24.86 2023-07-10,24.59 2023-07-11,24.43 2023-07-12,24.06 2023-07-13,24.23 2023-07-14,23.93 2023-07-17,24.02 2023-07-18,24.22 2023-07-19,25.32 2023-07-20,25.65 2023-07-21,25.62 2023-07-24,24.54 2023-07-25,26.7 2023-07-26,27.0 2023-07-27,27.12 2023-07-28,27.74 2023-07-31,28.33 2023-08-01,27.85 2023-08-02,28.01 2023-08-03,27.99 2023-08-04,27.83 2023-08-07,27.37 2023-08-08,27.32 2023-08-09,27.03 2023-08-10,27.04 2023-08-11,26.54 2023-08-14,26.76 2023-08-15,26.75 2023-08-16,26.9 2023-08-17,26.65 2023-08-18,26.48 2023-08-21,28.1 2023-08-22,28.97 2023-08-23,28.7 2023-08-24,28.11 ", 1380,CN,technical,欧派家居2025年12月05日的MACD的值是?(标准版:快线12,慢线26,信号线9,A股MACD柱乘2;从前104个数据开始计算,EMA初始值用首个数据点)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.0115,easy,trend,DIF = EMA_{n_{fast}}(P) - EMA_{n_{slow}}(P);DEA = EMA_{n_{signal}}(DIF);MACD = (DIF - DEA) * 2,"date,close 2025-07-04,55.94 2025-07-07,56.3 2025-07-08,56.34 2025-07-09,57.46 2025-07-10,58.16 2025-07-11,59.0 2025-07-14,57.6 2025-07-15,56.88 2025-07-16,57.22 2025-07-17,57.25 2025-07-18,57.92 2025-07-21,58.35 2025-07-22,59.25 2025-07-23,59.88 2025-07-24,60.0 2025-07-25,56.42 2025-07-28,56.16 2025-07-29,53.98 2025-07-30,53.84 2025-07-31,51.55 2025-08-01,51.58 2025-08-04,54.02 2025-08-05,53.28 2025-08-06,53.35 2025-08-07,52.48 2025-08-08,52.03 2025-08-11,52.73 2025-08-12,52.92 2025-08-13,54.0 2025-08-14,53.21 2025-08-15,53.45 2025-08-18,53.51 2025-08-19,52.94 2025-08-20,53.07 2025-08-21,54.1 2025-08-22,54.2 2025-08-25,55.99 2025-08-26,55.92 2025-08-27,54.74 2025-08-28,54.86 2025-08-29,55.34 2025-09-01,55.52 2025-09-02,55.02 2025-09-03,54.6 2025-09-04,54.85 2025-09-05,56.24 2025-09-08,57.35 2025-09-09,59.52 2025-09-10,58.43 2025-09-11,58.11 2025-09-12,57.61 2025-09-15,57.25 2025-09-16,56.55 2025-09-17,56.89 2025-09-18,54.9 2025-09-19,56.24 2025-09-22,55.2 2025-09-23,54.18 2025-09-24,54.13 2025-09-25,53.9 2025-09-26,53.11 2025-09-29,53.1 2025-09-30,53.3 2025-10-09,53.29 2025-10-10,53.62 2025-10-13,53.15 2025-10-14,53.79 2025-10-15,54.28 2025-10-16,53.77 2025-10-17,53.27 2025-10-20,54.0 2025-10-21,53.91 2025-10-22,53.87 2025-10-23,54.05 2025-10-24,53.44 2025-10-27,53.82 2025-10-28,54.08 2025-10-29,53.88 2025-10-30,53.71 2025-10-31,53.5 2025-11-03,52.8 2025-11-04,51.9 2025-11-05,51.67 2025-11-06,51.72 2025-11-07,51.52 2025-11-10,52.25 2025-11-11,53.57 2025-11-12,53.73 2025-11-13,53.39 2025-11-14,53.32 2025-11-17,52.53 2025-11-18,52.58 2025-11-19,52.75 2025-11-20,54.26 2025-11-21,53.2 2025-11-24,52.35 2025-11-25,53.03 2025-11-26,53.5 2025-11-27,53.62 2025-11-28,53.19 2025-12-01,53.69 2025-12-02,54.0 2025-12-03,54.15 2025-12-04,52.91 2025-12-05,52.33 ", 1381,CN,technical,2024年06月04日,中航西飞的MACD是多少?(标准版:快线12,慢线26,信号线9,A股MACD柱乘2;从前104个数据开始计算,EMA初始值用首个数据点)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,-0.1999,easy,trend,DIF = EMA_{n_{fast}}(P) - EMA_{n_{slow}}(P);DEA = EMA_{n_{signal}}(DIF);MACD = (DIF - DEA) * 2,"date,close 2023-12-25,22.5 2023-12-26,22.26 2023-12-27,22.02 2023-12-28,22.22 2023-12-29,22.37 2024-01-02,22.42 2024-01-03,22.1 2024-01-04,21.59 2024-01-05,20.88 2024-01-08,20.18 2024-01-09,20.0 2024-01-10,19.78 2024-01-11,20.06 2024-01-12,20.02 2024-01-15,19.24 2024-01-16,19.4 2024-01-17,19.18 2024-01-18,19.6 2024-01-19,19.36 2024-01-22,19.0 2024-01-23,19.29 2024-01-24,19.72 2024-01-25,20.52 2024-01-26,20.56 2024-01-29,20.3 2024-01-30,20.12 2024-01-31,19.29 2024-02-01,19.29 2024-02-02,18.72 2024-02-05,18.28 2024-02-06,19.48 2024-02-07,19.86 2024-02-08,20.09 2024-02-19,20.3 2024-02-20,20.19 2024-02-21,20.4 2024-02-22,20.46 2024-02-23,20.54 2024-02-26,20.63 2024-02-27,20.8 2024-02-28,20.26 2024-02-29,20.83 2024-03-01,21.37 2024-03-04,21.29 2024-03-05,21.62 2024-03-06,21.74 2024-03-07,21.17 2024-03-08,21.24 2024-03-11,21.85 2024-03-12,22.23 2024-03-13,22.4 2024-03-14,21.85 2024-03-15,21.99 2024-03-18,22.55 2024-03-19,22.52 2024-03-20,22.35 2024-03-21,22.38 2024-03-22,21.81 2024-03-25,21.55 2024-03-26,21.58 2024-03-27,20.9 2024-03-28,21.5 2024-03-29,21.64 2024-04-01,21.84 2024-04-02,21.36 2024-04-03,20.9 2024-04-08,20.7 2024-04-09,20.79 2024-04-10,20.29 2024-04-11,20.23 2024-04-12,20.06 2024-04-15,20.69 2024-04-16,20.21 2024-04-17,20.67 2024-04-18,20.95 2024-04-19,21.36 2024-04-22,21.9 2024-04-23,21.52 2024-04-24,21.98 2024-04-25,21.86 2024-04-26,21.95 2024-04-29,22.49 2024-04-30,22.32 2024-05-06,22.32 2024-05-07,23.49 2024-05-08,23.21 2024-05-09,24.45 2024-05-10,24.3 2024-05-13,24.5 2024-05-14,24.39 2024-05-15,23.99 2024-05-16,23.9 2024-05-17,24.22 2024-05-20,24.94 2024-05-21,24.73 2024-05-22,24.44 2024-05-23,24.02 2024-05-24,23.55 2024-05-27,23.79 2024-05-28,24.13 2024-05-29,24.1 2024-05-30,24.34 2024-05-31,24.17 2024-06-03,24.01 2024-06-04,24.35 ", 1382,CN,technical,江苏银行的MACD在2022年04月07日为多少?(标准版:快线12,慢线26,信号线9,A股MACD柱乘2;从前104个数据开始计算,EMA初始值用首个数据点)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.1915,easy,trend,DIF = EMA_{n_{fast}}(P) - EMA_{n_{slow}}(P);DEA = EMA_{n_{signal}}(DIF);MACD = (DIF - DEA) * 2,"date,close 2021-11-02,6.48 2021-11-03,6.49 2021-11-04,6.34 2021-11-05,6.32 2021-11-08,6.17 2021-11-09,6.18 2021-11-10,6.15 2021-11-11,6.33 2021-11-12,6.38 2021-11-15,6.38 2021-11-16,6.29 2021-11-17,6.15 2021-11-18,6.12 2021-11-19,6.18 2021-11-22,6.07 2021-11-23,6.05 2021-11-24,6.01 2021-11-25,6.01 2021-11-26,5.94 2021-11-29,5.9 2021-11-30,5.89 2021-12-01,5.97 2021-12-02,5.97 2021-12-03,5.97 2021-12-06,6.01 2021-12-07,6.08 2021-12-08,6.03 2021-12-09,6.09 2021-12-10,6.03 2021-12-13,6.0 2021-12-14,5.91 2021-12-15,5.91 2021-12-16,5.92 2021-12-17,5.86 2021-12-20,5.73 2021-12-21,5.87 2021-12-22,5.83 2021-12-23,5.82 2021-12-24,5.78 2021-12-27,5.79 2021-12-28,5.81 2021-12-29,5.81 2021-12-30,5.81 2021-12-31,5.83 2022-01-04,5.97 2022-01-05,6.06 2022-01-06,6.04 2022-01-07,6.2 2022-01-10,6.24 2022-01-11,6.44 2022-01-12,6.58 2022-01-13,6.73 2022-01-14,6.47 2022-01-17,6.51 2022-01-18,6.74 2022-01-19,6.72 2022-01-20,6.85 2022-01-21,6.81 2022-01-24,6.83 2022-01-25,6.68 2022-01-26,6.72 2022-01-27,6.71 2022-01-28,6.58 2022-02-07,6.8 2022-02-08,6.88 2022-02-09,6.81 2022-02-10,6.91 2022-02-11,7.05 2022-02-14,6.78 2022-02-15,6.68 2022-02-16,6.75 2022-02-17,6.76 2022-02-18,6.92 2022-02-21,6.89 2022-02-22,6.84 2022-02-23,6.78 2022-02-24,6.66 2022-02-25,6.65 2022-02-28,6.65 2022-03-01,6.84 2022-03-02,6.83 2022-03-03,6.92 2022-03-04,6.94 2022-03-07,6.81 2022-03-08,6.61 2022-03-09,6.52 2022-03-10,6.69 2022-03-11,6.64 2022-03-14,6.37 2022-03-15,6.02 2022-03-16,6.26 2022-03-17,6.26 2022-03-18,6.49 2022-03-21,6.39 2022-03-22,6.61 2022-03-23,6.65 2022-03-24,6.79 2022-03-25,6.71 2022-03-28,6.72 2022-03-29,6.75 2022-03-30,6.81 2022-03-31,7.05 2022-04-01,7.32 2022-04-06,7.44 2022-04-07,7.3 ", 1383,CN,technical,对于MACD,今世缘2024年10月21日的值是多少?(标准版:快线12,慢线26,信号线9,A股MACD柱乘2;从前104个数据开始计算,EMA初始值用首个数据点)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,-0.1956,easy,trend,DIF = EMA_{n_{fast}}(P) - EMA_{n_{slow}}(P);DEA = EMA_{n_{signal}}(DIF);MACD = (DIF - DEA) * 2,"date,close 2024-05-16,55.93 2024-05-17,57.6 2024-05-20,57.18 2024-05-21,56.64 2024-05-22,56.01 2024-05-23,54.44 2024-05-24,53.36 2024-05-27,54.13 2024-05-28,53.13 2024-05-29,53.45 2024-05-30,53.1 2024-05-31,53.04 2024-06-03,53.0 2024-06-04,53.4 2024-06-05,52.82 2024-06-06,52.43 2024-06-07,51.72 2024-06-11,51.27 2024-06-12,50.43 2024-06-13,49.65 2024-06-14,49.54 2024-06-17,49.05 2024-06-18,48.48 2024-06-19,48.01 2024-06-20,47.55 2024-06-21,47.66 2024-06-24,48.27 2024-06-25,48.19 2024-06-26,48.54 2024-06-27,47.45 2024-06-28,46.2 2024-07-01,46.37 2024-07-02,48.08 2024-07-03,47.95 2024-07-04,47.8 2024-07-05,47.22 2024-07-08,45.59 2024-07-09,46.24 2024-07-10,46.16 2024-07-11,47.86 2024-07-12,48.25 2024-07-15,48.15 2024-07-16,48.05 2024-07-17,49.75 2024-07-18,49.86 2024-07-19,51.03 2024-07-22,49.17 2024-07-23,46.55 2024-07-24,45.63 2024-07-25,46.4 2024-07-26,45.8 2024-07-29,43.3 2024-07-30,42.66 2024-07-31,44.2 2024-08-01,43.11 2024-08-02,42.95 2024-08-05,42.98 2024-08-06,43.65 2024-08-07,44.18 2024-08-08,46.3 2024-08-09,45.54 2024-08-12,45.14 2024-08-13,43.9 2024-08-14,43.22 2024-08-15,43.18 2024-08-16,42.99 2024-08-19,41.72 2024-08-20,41.21 2024-08-21,40.81 2024-08-22,39.39 2024-08-23,39.2 2024-08-26,38.06 2024-08-27,37.55 2024-08-28,37.4 2024-08-29,38.02 2024-08-30,39.16 2024-09-02,38.57 2024-09-03,39.22 2024-09-04,38.91 2024-09-05,39.03 2024-09-06,38.61 2024-09-09,38.06 2024-09-10,38.12 2024-09-11,37.68 2024-09-12,36.67 2024-09-13,35.59 2024-09-18,36.06 2024-09-19,37.4 2024-09-20,37.62 2024-09-23,38.27 2024-09-24,39.82 2024-09-25,39.0 2024-09-26,42.9 2024-09-27,46.85 2024-09-30,51.54 2024-10-08,54.53 2024-10-09,49.08 2024-10-10,48.51 2024-10-11,46.28 2024-10-14,47.64 2024-10-15,45.8 2024-10-16,45.28 2024-10-17,44.25 2024-10-18,45.49 2024-10-21,45.93 ", 1384,CN,technical,计算用友网络2024年02月06日的MACD的值。(标准版:快线12,慢线26,信号线9,A股MACD柱乘2;从前104个数据开始计算,EMA初始值用首个数据点)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,-0.3066,easy,trend,DIF = EMA_{n_{fast}}(P) - EMA_{n_{slow}}(P);DEA = EMA_{n_{signal}}(DIF);MACD = (DIF - DEA) * 2,"date,close 2023-09-04,18.1 2023-09-05,17.88 2023-09-06,17.84 2023-09-07,17.32 2023-09-08,17.12 2023-09-11,17.36 2023-09-12,17.51 2023-09-13,17.02 2023-09-14,16.8 2023-09-15,16.89 2023-09-18,17.09 2023-09-19,16.73 2023-09-20,16.6 2023-09-21,16.39 2023-09-22,16.86 2023-09-25,16.32 2023-09-26,16.44 2023-09-27,16.54 2023-09-28,16.62 2023-10-09,16.88 2023-10-10,16.76 2023-10-11,17.3 2023-10-12,17.24 2023-10-13,17.0 2023-10-16,16.59 2023-10-17,16.71 2023-10-18,16.32 2023-10-19,16.03 2023-10-20,15.36 2023-10-23,15.27 2023-10-24,15.37 2023-10-25,15.48 2023-10-26,15.68 2023-10-27,16.14 2023-10-30,16.43 2023-10-31,16.37 2023-11-01,16.27 2023-11-02,16.18 2023-11-03,16.55 2023-11-06,17.16 2023-11-07,17.17 2023-11-08,17.52 2023-11-09,17.29 2023-11-10,17.13 2023-11-13,17.43 2023-11-14,17.57 2023-11-15,17.65 2023-11-16,17.45 2023-11-17,17.47 2023-11-20,17.87 2023-11-21,17.77 2023-11-22,17.6 2023-11-23,17.68 2023-11-24,17.31 2023-11-27,17.22 2023-11-28,17.08 2023-11-29,16.89 2023-11-30,16.71 2023-12-01,17.16 2023-12-04,17.31 2023-12-05,16.67 2023-12-06,16.85 2023-12-07,17.24 2023-12-08,17.94 2023-12-11,18.06 2023-12-12,18.1 2023-12-13,18.01 2023-12-14,18.12 2023-12-15,17.81 2023-12-18,17.58 2023-12-19,17.73 2023-12-20,17.05 2023-12-21,17.29 2023-12-22,17.09 2023-12-25,16.78 2023-12-26,16.7 2023-12-27,16.61 2023-12-28,17.48 2023-12-29,17.79 2024-01-02,17.4 2024-01-03,17.28 2024-01-04,16.91 2024-01-05,16.49 2024-01-08,15.76 2024-01-09,15.31 2024-01-10,15.03 2024-01-11,14.93 2024-01-12,14.05 2024-01-15,13.9 2024-01-16,13.53 2024-01-17,13.2 2024-01-18,13.38 2024-01-19,13.16 2024-01-22,12.6 2024-01-23,12.9 2024-01-24,12.67 2024-01-25,12.96 2024-01-26,12.66 2024-01-29,12.33 2024-01-30,11.91 2024-01-31,11.19 2024-02-01,11.21 2024-02-02,10.71 2024-02-05,9.92 2024-02-06,10.64 ", 1385,CN,technical,昆仑万维2023年05月25日的抛物线SAR的值是?(初始alpha=0.02,步长0.02,最大值0.20;从前10个数据开始计算)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,50.78,easy,trend,SAR_t = SAR_{t-1} + AF * (EP - SAR_{t-1});EP 为当前趋势的极值点(多头取最高、空头取最低);AF 从 initial_af 起步,每次刷新极值累加 step_af 至 max_af;趋势翻转时 SAR 取上一段 EP、AF 重置为 initial_af,"date,high,low,close 2023-05-11,61.5,58.02,58.19 2023-05-12,59.88,56.75,57.3 2023-05-15,60.69,57.1,60.35 2023-05-16,62.58,54.11,54.78 2023-05-17,56.3,51.95,54.05 2023-05-18,60.48,53.78,58.7 2023-05-19,58.6,52.88,53.45 2023-05-22,54.24,51.74,52.86 2023-05-23,53.3,50.8,51.24 2023-05-24,53.19,50.78,52.36 2023-05-25,53.42,47.69,50.8 ", 1386,CN,technical,2023年11月21日,德业股份的抛物线SAR是多少?(初始alpha=0.02,步长0.02,最大值0.20;从前10个数据开始计算)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,74.2,easy,trend,SAR_t = SAR_{t-1} + AF * (EP - SAR_{t-1});EP 为当前趋势的极值点(多头取最高、空头取最低);AF 从 initial_af 起步,每次刷新极值累加 step_af 至 max_af;趋势翻转时 SAR 取上一段 EP、AF 重置为 initial_af,"date,high,low,close 2023-11-07,74.74,72.7,74.45 2023-11-08,75.78,73.6,74.86 2023-11-09,76.6,74.18,75.05 2023-11-10,74.66,73.25,73.94 2023-11-13,75.18,73.7,74.38 2023-11-14,74.78,72.68,73.41 2023-11-15,76.6,74.41,74.92 2023-11-16,74.65,72.14,72.18 2023-11-17,73.48,71.7,72.85 2023-11-20,74.2,71.39,72.94 2023-11-21,73.42,70.9,71.2 ", 1387,CN,technical,民生银行的抛物线SAR在2024年02月01日为多少?(初始alpha=0.02,步长0.02,最大值0.20;从前10个数据开始计算)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,3.8198,easy,trend,SAR_t = SAR_{t-1} + AF * (EP - SAR_{t-1});EP 为当前趋势的极值点(多头取最高、空头取最低);AF 从 initial_af 起步,每次刷新极值累加 step_af 至 max_af;趋势翻转时 SAR 取上一段 EP、AF 重置为 initial_af,"date,high,low,close 2024-01-18,3.82,3.65,3.75 2024-01-19,3.78,3.7,3.77 2024-01-22,3.81,3.72,3.74 2024-01-23,3.76,3.69,3.74 2024-01-24,3.84,3.75,3.83 2024-01-25,3.89,3.83,3.88 2024-01-26,4.0,3.89,4.0 2024-01-29,4.03,3.95,3.98 2024-01-30,4.01,3.93,3.96 2024-01-31,3.98,3.91,3.95 2024-02-01,3.96,3.89,3.92 ", 1388,CN,technical,对于抛物线SAR,招商轮船2020年06月09日的值是多少?(初始alpha=0.02,步长0.02,最大值0.20;从前10个数据开始计算)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,5.94,easy,trend,SAR_t = SAR_{t-1} + AF * (EP - SAR_{t-1});EP 为当前趋势的极值点(多头取最高、空头取最低);AF 从 initial_af 起步,每次刷新极值累加 step_af 至 max_af;趋势翻转时 SAR 取上一段 EP、AF 重置为 initial_af,"date,high,low,close 2020-05-26,5.83,5.69,5.82 2020-05-27,5.8,5.64,5.7 2020-05-28,6.05,5.8,5.88 2020-05-29,5.92,5.72,5.92 2020-06-01,6.05,5.88,6.0 2020-06-02,6.05,5.93,5.99 2020-06-03,6.01,5.88,5.9 2020-06-04,5.97,5.75,5.8 2020-06-05,5.88,5.76,5.85 2020-06-08,5.94,5.83,5.86 2020-06-09,6.19,5.9,6.13 ", 1389,CN,technical,计算中信特钢2020年04月17日的抛物线SAR的值。(初始alpha=0.02,步长0.02,最大值0.20;从前10个数据开始计算)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,26.0379,easy,trend,SAR_t = SAR_{t-1} + AF * (EP - SAR_{t-1});EP 为当前趋势的极值点(多头取最高、空头取最低);AF 从 initial_af 起步,每次刷新极值累加 step_af 至 max_af;趋势翻转时 SAR 取上一段 EP、AF 重置为 initial_af,"date,high,low,close 2020-04-02,25.7,24.73,25.68 2020-04-03,26.8,25.63,26.51 2020-04-07,27.26,26.67,27.13 2020-04-08,27.5,26.9,27.33 2020-04-09,27.65,27.15,27.21 2020-04-10,27.45,26.62,26.69 2020-04-13,26.95,26.54,26.74 2020-04-14,27.43,26.75,27.25 2020-04-15,27.38,26.74,26.75 2020-04-16,27.0,26.33,26.79 2020-04-17,27.11,26.62,26.78 ", 1390,CN,technical,青岛港2024年07月23日的随机RSI的值是?(标准版:周期14;从前27个数据开始计算)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.0,easy,momentum,"RSI_t = 100 - 100 / (1 + SMA(Gain, n) / SMA(Loss, n));StochRSI_t = (RSI_t - min_{i=0}^{k-1} RSI_{t-i}) / (max_{i=0}^{k-1} RSI_{t-i} - min_{i=0}^{k-1} RSI_{t-i})","date,close 2024-06-11,8.5 2024-06-12,8.58 2024-06-13,8.58 2024-06-14,8.74 2024-06-17,8.81 2024-06-18,9.03 2024-06-19,8.98 2024-06-20,9.32 2024-06-21,9.34 2024-06-24,9.2 2024-06-25,9.25 2024-06-26,9.24 2024-06-27,9.31 2024-06-28,9.56 2024-07-01,9.67 2024-07-02,9.64 2024-07-03,9.6 2024-07-04,9.7 2024-07-05,9.66 2024-07-08,9.61 2024-07-09,9.89 2024-07-15,9.43 2024-07-16,9.5 2024-07-17,9.22 2024-07-18,9.43 2024-07-19,9.32 2024-07-22,9.31 2024-07-23,9.35 ", 1391,CN,technical,2025年04月18日,潞安环能的随机RSI是多少?(标准版:周期14;从前27个数据开始计算)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.5078,easy,momentum,"RSI_t = 100 - 100 / (1 + SMA(Gain, n) / SMA(Loss, n));StochRSI_t = (RSI_t - min_{i=0}^{k-1} RSI_{t-i}) / (max_{i=0}^{k-1} RSI_{t-i} - min_{i=0}^{k-1} RSI_{t-i})","date,close 2025-03-11,12.2 2025-03-12,12.2 2025-03-13,12.76 2025-03-14,12.68 2025-03-17,12.76 2025-03-18,12.65 2025-03-19,12.58 2025-03-20,12.49 2025-03-21,12.51 2025-03-24,12.4 2025-03-25,12.6 2025-03-26,12.73 2025-03-27,12.5 2025-03-28,12.17 2025-03-31,12.03 2025-04-01,12.27 2025-04-02,12.24 2025-04-03,12.27 2025-04-07,11.15 2025-04-08,11.61 2025-04-09,11.56 2025-04-10,11.64 2025-04-11,11.54 2025-04-14,11.78 2025-04-15,11.61 2025-04-16,11.59 2025-04-17,11.56 2025-04-18,11.42 ", 1392,CN,technical,中泰证券的随机RSI在2025年11月04日为多少?(标准版:周期14;从前27个数据开始计算)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.0,easy,momentum,"RSI_t = 100 - 100 / (1 + SMA(Gain, n) / SMA(Loss, n));StochRSI_t = (RSI_t - min_{i=0}^{k-1} RSI_{t-i}) / (max_{i=0}^{k-1} RSI_{t-i} - min_{i=0}^{k-1} RSI_{t-i})","date,close 2025-09-18,6.88 2025-09-19,6.82 2025-09-22,6.83 2025-09-23,6.75 2025-09-24,6.87 2025-09-25,6.8 2025-09-26,6.81 2025-09-29,7.03 2025-09-30,6.95 2025-10-09,7.15 2025-10-10,7.14 2025-10-13,7.1 2025-10-14,7.07 2025-10-15,7.07 2025-10-16,7.02 2025-10-17,6.86 2025-10-20,6.87 2025-10-21,6.91 2025-10-22,6.88 2025-10-23,6.92 2025-10-24,6.95 2025-10-27,6.99 2025-10-28,6.96 2025-10-29,7.06 2025-10-30,6.99 2025-10-31,6.98 2025-11-03,6.92 2025-11-04,6.89 ", 1393,CN,technical,对于随机RSI,四川路桥2025年01月14日的值是多少?(标准版:周期14;从前27个数据开始计算)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.5317,easy,momentum,"RSI_t = 100 - 100 / (1 + SMA(Gain, n) / SMA(Loss, n));StochRSI_t = (RSI_t - min_{i=0}^{k-1} RSI_{t-i}) / (max_{i=0}^{k-1} RSI_{t-i} - min_{i=0}^{k-1} RSI_{t-i})","date,close 2024-12-05,7.61 2024-12-06,7.72 2024-12-09,7.71 2024-12-10,7.65 2024-12-11,7.62 2024-12-12,7.56 2024-12-13,7.4 2024-12-16,7.38 2024-12-17,7.41 2024-12-18,7.44 2024-12-19,7.54 2024-12-20,7.55 2024-12-23,7.43 2024-12-24,7.48 2024-12-25,7.37 2024-12-26,7.3 2024-12-27,7.29 2024-12-30,7.34 2024-12-31,7.28 2025-01-02,7.13 2025-01-03,7.08 2025-01-06,7.24 2025-01-07,7.21 2025-01-08,7.36 2025-01-09,7.3 2025-01-10,7.08 2025-01-13,7.08 2025-01-14,7.16 ", 1394,CN,technical,计算洋河股份2024年12月05日的随机RSI的值。(标准版:周期14;从前27个数据开始计算)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.2712,easy,momentum,"RSI_t = 100 - 100 / (1 + SMA(Gain, n) / SMA(Loss, n));StochRSI_t = (RSI_t - min_{i=0}^{k-1} RSI_{t-i}) / (max_{i=0}^{k-1} RSI_{t-i} - min_{i=0}^{k-1} RSI_{t-i})","date,close 2024-10-29,85.38 2024-10-30,84.63 2024-10-31,80.39 2024-11-01,80.52 2024-11-04,82.67 2024-11-05,86.15 2024-11-06,87.91 2024-11-07,93.95 2024-11-08,91.85 2024-11-11,89.95 2024-11-12,89.23 2024-11-13,89.32 2024-11-14,89.96 2024-11-15,89.45 2024-11-18,87.53 2024-11-19,87.2 2024-11-20,87.36 2024-11-21,87.16 2024-11-22,84.5 2024-11-25,84.25 2024-11-26,84.42 2024-11-27,85.43 2024-11-28,85.09 2024-11-29,85.75 2024-12-02,86.94 2024-12-03,86.4 2024-12-04,85.46 2024-12-05,85.12 ", 1395,CN,technical,正泰电器2022年08月10日的百分比价格振荡的值是?(标准版:快线12,慢线26;从前104个数据开始计算,EMA初始值用首个数据点)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,-1.4733,easy,trend,PPO = (EMA_{n_{fast}}(P) - EMA_{n_{slow}}(P)) / EMA_{n_{slow}}(P) * 100,"date,close 2022-03-09,45.98 2022-03-10,46.3 2022-03-11,45.5 2022-03-14,43.55 2022-03-15,42.48 2022-03-16,43.28 2022-03-17,42.99 2022-03-18,42.0 2022-03-21,43.83 2022-03-22,43.88 2022-03-23,44.28 2022-03-24,42.97 2022-03-25,40.87 2022-03-28,40.06 2022-03-29,38.63 2022-03-30,41.25 2022-03-31,39.58 2022-04-01,39.37 2022-04-06,38.3 2022-04-07,37.44 2022-04-08,36.65 2022-04-11,35.06 2022-04-12,34.31 2022-04-13,33.34 2022-04-14,32.6 2022-04-15,33.49 2022-04-18,35.41 2022-04-19,34.74 2022-04-20,33.74 2022-04-21,32.35 2022-04-22,31.69 2022-04-25,29.39 2022-04-26,28.47 2022-04-27,30.0 2022-04-28,31.0 2022-04-29,32.69 2022-05-05,33.21 2022-05-06,32.17 2022-05-09,32.75 2022-05-10,33.59 2022-05-11,35.24 2022-05-12,35.21 2022-05-13,34.81 2022-05-16,33.98 2022-05-17,34.99 2022-05-18,35.45 2022-05-19,36.26 2022-05-20,35.62 2022-05-23,35.65 2022-05-24,34.38 2022-05-25,34.95 2022-05-26,34.9 2022-05-27,34.16 2022-05-30,34.1 2022-05-31,36.67 2022-06-01,36.2 2022-06-02,36.89 2022-06-06,37.94 2022-06-07,37.44 2022-06-08,36.1 2022-06-09,35.0 2022-06-10,35.28 2022-06-13,35.55 2022-06-14,33.99 2022-06-15,33.97 2022-06-16,34.19 2022-06-17,35.24 2022-06-20,36.13 2022-06-21,35.86 2022-06-22,35.33 2022-06-23,37.2 2022-06-24,37.28 2022-06-27,37.17 2022-06-28,37.29 2022-06-29,35.34 2022-06-30,35.78 2022-07-01,35.31 2022-07-04,36.26 2022-07-05,38.1 2022-07-06,38.0 2022-07-07,37.52 2022-07-08,36.64 2022-07-11,34.8 2022-07-12,33.88 2022-07-13,34.39 2022-07-14,37.83 2022-07-15,39.95 2022-07-18,40.4 2022-07-19,39.24 2022-07-20,39.1 2022-07-21,38.1 2022-07-22,37.5 2022-07-25,36.58 2022-07-26,36.95 2022-07-27,37.88 2022-07-28,36.53 2022-07-29,36.7 2022-08-01,35.95 2022-08-02,34.34 2022-08-03,33.77 2022-08-04,34.06 2022-08-05,35.07 2022-08-08,35.3 2022-08-09,35.07 2022-08-10,34.86 ", 1396,CN,technical,2022年02月23日,交通银行的百分比价格振荡是多少?(标准版:快线12,慢线26;从前104个数据开始计算,EMA初始值用首个数据点)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1.2575,easy,trend,PPO = (EMA_{n_{fast}}(P) - EMA_{n_{slow}}(P)) / EMA_{n_{slow}}(P) * 100,"date,close 2021-09-13,4.61 2021-09-14,4.54 2021-09-15,4.54 2021-09-16,4.51 2021-09-17,4.5 2021-09-22,4.45 2021-09-23,4.5 2021-09-24,4.48 2021-09-27,4.46 2021-09-28,4.49 2021-09-29,4.49 2021-09-30,4.5 2021-10-08,4.55 2021-10-11,4.57 2021-10-12,4.57 2021-10-13,4.56 2021-10-14,4.54 2021-10-15,4.55 2021-10-18,4.52 2021-10-19,4.53 2021-10-20,4.52 2021-10-21,4.56 2021-10-22,4.55 2021-10-25,4.56 2021-10-26,4.54 2021-10-27,4.52 2021-10-28,4.51 2021-10-29,4.52 2021-11-01,4.69 2021-11-02,4.56 2021-11-03,4.57 2021-11-04,4.6 2021-11-05,4.62 2021-11-08,4.63 2021-11-09,4.63 2021-11-10,4.59 2021-11-11,4.66 2021-11-12,4.63 2021-11-15,4.66 2021-11-16,4.65 2021-11-17,4.63 2021-11-18,4.61 2021-11-19,4.65 2021-11-22,4.63 2021-11-23,4.64 2021-11-24,4.63 2021-11-25,4.62 2021-11-26,4.59 2021-11-29,4.58 2021-11-30,4.57 2021-12-01,4.6 2021-12-02,4.61 2021-12-03,4.62 2021-12-06,4.62 2021-12-07,4.64 2021-12-08,4.61 2021-12-09,4.63 2021-12-10,4.61 2021-12-13,4.57 2021-12-14,4.54 2021-12-15,4.52 2021-12-16,4.54 2021-12-17,4.53 2021-12-20,4.53 2021-12-21,4.55 2021-12-22,4.54 2021-12-23,4.55 2021-12-24,4.55 2021-12-27,4.57 2021-12-28,4.58 2021-12-29,4.59 2021-12-30,4.6 2021-12-31,4.61 2022-01-04,4.62 2022-01-05,4.66 2022-01-06,4.65 2022-01-07,4.73 2022-01-10,4.75 2022-01-11,4.78 2022-01-12,4.76 2022-01-13,4.81 2022-01-14,4.73 2022-01-17,4.7 2022-01-18,4.8 2022-01-19,4.8 2022-01-20,4.83 2022-01-21,4.81 2022-01-24,4.78 2022-01-25,4.74 2022-01-26,4.82 2022-01-27,4.79 2022-01-28,4.74 2022-02-07,4.87 2022-02-08,4.94 2022-02-09,4.92 2022-02-10,4.98 2022-02-11,5.01 2022-02-14,4.92 2022-02-15,4.88 2022-02-16,4.94 2022-02-17,4.93 2022-02-18,4.99 2022-02-21,4.97 2022-02-22,4.95 2022-02-23,4.91 ", 1397,CN,technical,同花顺的百分比价格振荡在2025年12月17日为多少?(标准版:快线12,慢线26;从前104个数据开始计算,EMA初始值用首个数据点)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,-2.1888,easy,trend,PPO = (EMA_{n_{fast}}(P) - EMA_{n_{slow}}(P)) / EMA_{n_{slow}}(P) * 100,"date,close 2025-07-16,275.01 2025-07-17,275.0 2025-07-18,275.09 2025-07-21,276.95 2025-07-22,282.52 2025-07-23,287.51 2025-07-24,294.47 2025-07-25,289.12 2025-07-28,292.19 2025-07-29,294.2 2025-07-30,292.77 2025-07-31,283.6 2025-08-01,290.9 2025-08-04,288.52 2025-08-05,293.27 2025-08-06,292.7 2025-08-07,291.74 2025-08-08,286.8 2025-08-11,307.62 2025-08-12,318.05 2025-08-13,323.8 2025-08-14,315.81 2025-08-15,367.2 2025-08-18,404.9 2025-08-19,389.28 2025-08-20,386.5 2025-08-21,380.56 2025-08-22,400.82 2025-08-25,398.35 2025-08-26,402.0 2025-08-27,400.17 2025-08-28,407.2 2025-08-29,413.14 2025-09-01,397.41 2025-09-02,383.96 2025-09-03,372.02 2025-09-04,360.09 2025-09-05,361.5 2025-09-08,343.6 2025-09-09,348.0 2025-09-10,351.4 2025-09-11,367.41 2025-09-12,365.11 2025-09-15,370.88 2025-09-16,376.03 2025-09-17,390.42 2025-09-18,366.91 2025-09-19,360.62 2025-09-22,369.01 2025-09-23,358.96 2025-09-24,363.59 2025-09-25,367.0 2025-09-26,359.9 2025-09-29,379.6 2025-09-30,371.77 2025-10-09,380.29 2025-10-10,366.18 2025-10-13,360.0 2025-10-14,350.9 2025-10-15,356.5 2025-10-16,355.22 2025-10-17,340.15 2025-10-20,347.59 2025-10-21,352.54 2025-10-22,351.01 2025-10-23,356.29 2025-10-24,361.89 2025-10-27,362.09 2025-10-28,366.98 2025-10-29,387.2 2025-10-30,367.08 2025-10-31,363.26 2025-11-03,358.89 2025-11-04,352.01 2025-11-05,353.22 2025-11-06,360.11 2025-11-07,350.08 2025-11-10,356.67 2025-11-11,346.69 2025-11-12,332.44 2025-11-13,339.6 2025-11-14,331.5 2025-11-17,329.83 2025-11-18,331.02 2025-11-19,331.71 2025-11-20,323.92 2025-11-21,314.75 2025-11-24,319.5 2025-11-25,320.01 2025-11-26,321.88 2025-11-27,319.39 2025-11-28,321.2 2025-12-01,325.98 2025-12-02,317.17 2025-12-03,315.41 2025-12-04,316.3 2025-12-05,328.81 2025-12-08,330.07 2025-12-09,324.31 2025-12-10,324.97 2025-12-11,315.2 2025-12-12,316.94 2025-12-15,309.0 2025-12-16,307.06 2025-12-17,316.64 ", 1398,CN,technical,对于百分比价格振荡,中微公司2020年04月21日的值是多少?(标准版:快线12,慢线26;从前104个数据开始计算,EMA初始值用首个数据点)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,-0.4542,easy,trend,PPO = (EMA_{n_{fast}}(P) - EMA_{n_{slow}}(P)) / EMA_{n_{slow}}(P) * 100,"date,close 2019-11-15,70.4 2019-11-18,69.98 2019-11-19,72.45 2019-11-20,71.8 2019-11-21,70.78 2019-11-22,68.57 2019-11-25,65.15 2019-11-26,65.06 2019-11-27,66.66 2019-11-28,67.37 2019-11-29,66.81 2019-12-02,66.9 2019-12-03,65.0 2019-12-04,70.48 2019-12-05,71.7 2019-12-06,74.8 2019-12-09,78.4 2019-12-10,79.45 2019-12-11,78.04 2019-12-12,82.61 2019-12-13,83.0 2019-12-16,83.3 2019-12-17,83.32 2019-12-18,84.16 2019-12-19,79.9 2019-12-20,79.02 2019-12-23,75.41 2019-12-24,79.1 2019-12-25,89.0 2019-12-26,91.4 2019-12-27,95.0 2019-12-30,93.31 2019-12-31,92.4 2020-01-02,103.85 2020-01-03,103.96 2020-01-06,103.06 2020-01-07,107.0 2020-01-08,117.97 2020-01-09,118.08 2020-01-10,115.5 2020-01-13,134.0 2020-01-14,135.01 2020-01-15,147.0 2020-01-16,171.01 2020-01-17,196.01 2020-01-20,177.61 2020-01-21,170.55 2020-01-22,200.9 2020-01-23,183.38 2020-02-03,150.3 2020-02-04,177.66 2020-02-05,179.21 2020-02-06,183.0 2020-02-07,195.66 2020-02-10,193.11 2020-02-11,204.0 2020-02-12,205.6 2020-02-13,216.0 2020-02-14,205.1 2020-02-17,205.48 2020-02-18,210.0 2020-02-19,203.07 2020-02-20,192.4 2020-02-21,192.99 2020-02-24,197.33 2020-02-25,216.25 2020-02-26,195.0 2020-02-27,180.21 2020-02-28,161.6 2020-03-02,160.0 2020-03-03,165.89 2020-03-04,154.3 2020-03-05,158.31 2020-03-06,152.73 2020-03-09,140.12 2020-03-10,156.6 2020-03-11,149.45 2020-03-12,151.35 2020-03-13,165.93 2020-03-16,168.0 2020-03-17,174.24 2020-03-18,163.03 2020-03-19,165.3 2020-03-20,160.57 2020-03-23,138.18 2020-03-24,142.0 2020-03-25,144.8 2020-03-26,140.03 2020-03-27,140.42 2020-03-30,136.81 2020-03-31,137.8 2020-04-01,139.0 2020-04-02,151.2 2020-04-03,146.5 2020-04-07,149.63 2020-04-08,148.8 2020-04-09,145.75 2020-04-10,137.38 2020-04-13,137.2 2020-04-14,141.6 2020-04-15,150.86 2020-04-16,152.86 2020-04-17,161.0 2020-04-20,161.13 2020-04-21,154.0 ", 1399,CN,technical,计算中远海能2021年06月16日的百分比价格振荡的值。(标准版:快线12,慢线26;从前104个数据开始计算,EMA初始值用首个数据点)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,-1.0036,easy,trend,PPO = (EMA_{n_{fast}}(P) - EMA_{n_{slow}}(P)) / EMA_{n_{slow}}(P) * 100,"date,close 2021-01-07,6.93 2021-01-08,6.99 2021-01-11,6.7 2021-01-12,6.93 2021-01-13,7.34 2021-01-14,7.26 2021-01-15,7.06 2021-01-18,7.33 2021-01-19,7.14 2021-01-20,7.04 2021-01-21,7.09 2021-01-22,7.22 2021-01-25,7.06 2021-01-26,7.18 2021-01-27,7.03 2021-01-28,6.5 2021-01-29,6.36 2021-02-01,6.3 2021-02-02,6.31 2021-02-03,6.18 2021-02-04,6.03 2021-02-05,6.05 2021-02-08,6.07 2021-02-09,6.23 2021-02-10,6.17 2021-02-18,6.41 2021-02-19,6.5 2021-02-22,6.57 2021-02-23,6.45 2021-02-24,6.48 2021-02-25,6.52 2021-02-26,6.33 2021-03-01,6.33 2021-03-02,6.25 2021-03-03,6.35 2021-03-04,6.48 2021-03-05,6.52 2021-03-08,6.45 2021-03-09,6.67 2021-03-10,6.45 2021-03-11,6.68 2021-03-12,6.61 2021-03-15,6.64 2021-03-16,6.61 2021-03-17,6.69 2021-03-18,6.65 2021-03-19,6.6 2021-03-22,6.63 2021-03-23,6.48 2021-03-24,6.33 2021-03-25,6.37 2021-03-26,6.41 2021-03-29,6.46 2021-03-30,6.47 2021-03-31,6.64 2021-04-01,6.58 2021-04-02,6.46 2021-04-06,6.43 2021-04-07,7.0 2021-04-08,6.62 2021-04-09,6.63 2021-04-12,6.48 2021-04-13,6.45 2021-04-14,6.47 2021-04-15,6.39 2021-04-16,6.51 2021-04-19,6.51 2021-04-20,6.45 2021-04-21,6.34 2021-04-22,6.36 2021-04-23,6.29 2021-04-26,6.24 2021-04-27,6.29 2021-04-28,6.25 2021-04-29,6.34 2021-04-30,6.09 2021-05-06,6.18 2021-05-07,6.3 2021-05-10,6.38 2021-05-11,6.32 2021-05-12,6.31 2021-05-13,6.26 2021-05-14,6.27 2021-05-17,6.31 2021-05-18,6.28 2021-05-19,6.24 2021-05-20,6.13 2021-05-21,6.23 2021-05-24,6.18 2021-05-25,6.2 2021-05-26,6.2 2021-05-27,6.14 2021-05-28,6.18 2021-05-31,6.11 2021-06-01,6.13 2021-06-02,6.14 2021-06-03,6.11 2021-06-04,6.07 2021-06-07,6.07 2021-06-08,6.07 2021-06-09,6.04 2021-06-10,6.22 2021-06-11,6.13 2021-06-15,6.06 2021-06-16,5.99 ", 1400,CN,technical,传音控股2023年08月01日的真实波幅的值是?使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,7.05,easy,volatility,"TR_t = max(H_t - L_t, |H_t - C_{t-1}|, |L_t - C_{t-1}|)","date,high,low,close 2023-07-31,124.18,120.68,122.73 2023-08-01,128.05,121.0,127.13 ", 1401,CN,technical,2023年02月16日,东方盛虹的真实波幅是多少?使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.75,easy,volatility,"TR_t = max(H_t - L_t, |H_t - C_{t-1}|, |L_t - C_{t-1}|)","date,high,low,close 2023-02-15,16.29,15.69,15.78 2023-02-16,15.84,15.09,15.26 ", 1402,CN,technical,润泽科技的真实波幅在2021年12月31日为多少?使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1.58,easy,volatility,"TR_t = max(H_t - L_t, |H_t - C_{t-1}|, |L_t - C_{t-1}|)","date,high,low,close 2021-12-30,44.3,43.2,43.45 2021-12-31,43.48,41.9,42.86 ", 1403,CN,technical,对于真实波幅,招商轮船2020年02月28日的值是多少?使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.3,easy,volatility,"TR_t = max(H_t - L_t, |H_t - C_{t-1}|, |L_t - C_{t-1}|)","date,high,low,close 2020-02-27,5.46,5.3,5.33 2020-02-28,5.26,5.03,5.06 ", 1404,CN,technical,计算中国交建2023年02月22日的真实波幅的值。使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.28,easy,volatility,"TR_t = max(H_t - L_t, |H_t - C_{t-1}|, |L_t - C_{t-1}|)","date,high,low,close 2023-02-21,9.38,9.15,9.3 2023-02-22,9.5,9.22,9.38 ", 1405,CN,technical,"华泰证券2024年10月30日的蔡金波动率的值是?(标准版:参数 (10, 10);从前50个数据开始计算,EMA初始值用首个数据点)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。",-0.3914,easy,volatility,HL_EMA_t = EMA_n(H - L);ChaikinVol_t = HL_EMA_t / HL_EMA_{t-m} - 1,"date,high,low 2024-08-12,12.98,12.83 2024-08-13,12.92,12.74 2024-08-14,12.93,12.77 2024-08-15,13.05,12.73 2024-08-16,12.59,12.43 2024-08-19,12.63,12.45 2024-08-20,12.59,12.44 2024-08-21,12.58,12.37 2024-08-22,12.49,12.2 2024-08-23,12.49,12.2 2024-08-26,12.54,12.41 2024-08-27,12.49,12.3 2024-08-28,12.4,12.25 2024-08-29,12.53,12.34 2024-08-30,12.76,12.35 2024-09-02,12.74,12.42 2024-09-03,12.57,12.34 2024-09-04,12.52,12.37 2024-09-05,12.63,12.38 2024-09-06,13.05,12.75 2024-09-09,12.95,12.73 2024-09-10,12.88,12.67 2024-09-11,13.0,12.76 2024-09-12,12.97,12.82 2024-09-13,13.0,12.8 2024-09-18,12.9,12.71 2024-09-19,13.22,12.79 2024-09-20,13.06,12.94 2024-09-23,13.16,12.96 2024-09-24,13.77,13.11 2024-09-25,14.46,14.0 2024-09-26,14.73,14.01 2024-09-27,16.0,14.85 2024-09-30,17.6,16.89 2024-10-08,19.36,18.9 2024-10-09,19.9,17.79 2024-10-10,18.38,16.86 2024-10-11,17.5,16.83 2024-10-14,17.19,16.48 2024-10-15,17.04,16.27 2024-10-16,16.71,16.0 2024-10-17,17.07,16.33 2024-10-18,18.15,16.33 2024-10-21,17.49,16.96 2024-10-22,17.52,17.19 2024-10-23,17.64,17.29 2024-10-24,17.37,17.09 2024-10-25,17.38,17.09 2024-10-28,17.34,17.07 2024-10-29,17.62,17.15 2024-10-30,17.57,17.11 ", 1406,CN,technical,"2025年02月25日,恒立液压的蔡金波动率是多少?(标准版:参数 (10, 10);从前50个数据开始计算,EMA初始值用首个数据点)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。",0.782,easy,volatility,HL_EMA_t = EMA_n(H - L);ChaikinVol_t = HL_EMA_t / HL_EMA_{t-m} - 1,"date,high,low 2024-12-06,55.38,52.88 2024-12-09,58.65,54.81 2024-12-10,59.63,57.6 2024-12-11,61.35,57.0 2024-12-12,57.33,56.01 2024-12-13,56.7,54.68 2024-12-16,55.41,53.31 2024-12-17,54.17,53.02 2024-12-18,54.08,52.89 2024-12-19,53.31,52.11 2024-12-20,53.49,52.54 2024-12-23,53.96,52.24 2024-12-24,52.7,51.86 2024-12-25,52.8,52.0 2024-12-26,54.21,52.05 2024-12-27,54.18,52.72 2024-12-30,54.1,52.71 2024-12-31,53.74,52.52 2025-01-02,53.25,51.05 2025-01-03,51.72,50.03 2025-01-06,50.55,49.82 2025-01-07,50.68,49.89 2025-01-08,51.11,49.7 2025-01-09,52.39,50.16 2025-01-10,54.09,51.49 2025-01-13,53.07,51.71 2025-01-14,54.98,51.16 2025-01-15,55.25,53.63 2025-01-16,59.65,59.11 2025-01-17,63.28,59.0 2025-01-20,65.88,61.4 2025-01-21,65.66,61.25 2025-01-22,66.0,63.0 2025-01-23,64.29,61.7 2025-01-24,63.89,61.2 2025-01-27,63.48,62.09 2025-02-05,64.95,62.14 2025-02-06,68.82,62.82 2025-02-07,68.5,65.57 2025-02-10,66.13,63.98 2025-02-11,66.3,64.15 2025-02-12,66.71,64.51 2025-02-13,65.89,62.84 2025-02-14,69.25,63.0 2025-02-17,72.1,68.95 2025-02-18,75.49,69.3 2025-02-19,78.91,70.99 2025-02-20,86.8,78.18 2025-02-21,85.72,80.45 2025-02-24,85.06,80.66 2025-02-25,82.7,78.1 ", 1407,CN,technical,"格力电器的蔡金波动率在2025年04月28日为多少?(标准版:参数 (10, 10);从前50个数据开始计算,EMA初始值用首个数据点)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。",-0.3429,easy,volatility,HL_EMA_t = EMA_n(H - L);ChaikinVol_t = HL_EMA_t / HL_EMA_{t-m} - 1,"date,high,low 2025-02-14,44.27,43.7 2025-02-17,43.99,43.28 2025-02-18,43.59,42.93 2025-02-19,43.09,41.76 2025-02-20,41.98,41.33 2025-02-21,41.84,40.84 2025-02-24,41.58,40.9 2025-02-25,41.19,40.4 2025-02-26,41.06,40.5 2025-02-27,41.61,40.94 2025-02-28,41.87,40.81 2025-03-03,41.02,40.45 2025-03-04,42.45,41.58 2025-03-05,42.2,41.44 2025-03-06,42.2,41.69 2025-03-07,42.22,41.74 2025-03-10,42.25,41.55 2025-03-11,42.51,41.86 2025-03-12,42.4,41.93 2025-03-13,42.92,42.02 2025-03-14,43.4,42.54 2025-03-17,43.57,43.08 2025-03-18,44.16,43.22 2025-03-19,43.9,43.33 2025-03-20,43.66,42.69 2025-03-21,43.86,42.79 2025-03-24,45.29,44.17 2025-03-25,45.6,44.9 2025-03-26,45.36,44.55 2025-03-27,45.42,44.8 2025-03-28,45.54,44.97 2025-03-31,46.23,45.2 2025-04-01,45.5,44.8 2025-04-02,46.0,45.0 2025-04-03,45.4,44.55 2025-04-07,44.68,42.2 2025-04-08,44.69,42.91 2025-04-09,45.2,43.83 2025-04-10,44.95,44.25 2025-04-11,45.12,44.13 2025-04-14,45.15,43.6 2025-04-15,44.97,43.56 2025-04-16,45.37,44.48 2025-04-17,45.13,44.62 2025-04-18,45.5,44.73 2025-04-21,45.4,44.91 2025-04-22,45.99,45.03 2025-04-23,45.75,45.15 2025-04-24,45.54,45.0 2025-04-25,45.53,45.09 2025-04-28,47.3,46.25 ", 1408,CN,technical,"对于蔡金波动率,国信证券2023年04月14日的值是多少?(标准版:参数 (10, 10);从前50个数据开始计算,EMA初始值用首个数据点)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。",-0.0784,easy,volatility,HL_EMA_t = EMA_n(H - L);ChaikinVol_t = HL_EMA_t / HL_EMA_{t-m} - 1,"date,high,low 2023-02-02,9.88,9.56 2023-02-03,9.65,9.49 2023-02-06,9.6,9.49 2023-02-07,9.68,9.43 2023-02-08,9.53,9.36 2023-02-09,9.53,9.37 2023-02-10,9.52,9.43 2023-02-13,9.51,9.41 2023-02-14,9.54,9.44 2023-02-15,9.5,9.37 2023-02-16,9.56,9.28 2023-02-17,9.39,9.23 2023-02-20,9.53,9.31 2023-02-21,9.66,9.46 2023-02-22,9.71,9.58 2023-02-23,9.74,9.6 2023-02-24,9.79,9.58 2023-02-27,9.65,9.5 2023-02-28,9.68,9.53 2023-03-01,9.89,9.61 2023-03-02,9.9,9.81 2023-03-03,9.87,9.72 2023-03-06,9.83,9.66 2023-03-07,9.75,9.54 2023-03-08,9.56,9.46 2023-03-09,9.55,9.46 2023-03-10,9.48,9.33 2023-03-13,9.4,9.28 2023-03-14,9.35,9.2 2023-03-15,9.38,9.3 2023-03-16,9.35,9.25 2023-03-17,9.47,9.34 2023-03-20,9.47,9.34 2023-03-21,9.51,9.38 2023-03-22,9.48,9.41 2023-03-23,9.58,9.4 2023-03-24,9.61,9.49 2023-03-27,9.55,9.42 2023-03-28,9.55,9.45 2023-03-29,9.53,9.37 2023-03-30,9.43,9.28 2023-03-31,9.44,9.34 2023-04-03,9.59,9.35 2023-04-04,9.65,9.51 2023-04-06,9.61,9.51 2023-04-07,9.64,9.52 2023-04-10,9.68,9.52 2023-04-11,9.72,9.57 2023-04-12,9.64,9.55 2023-04-13,9.67,9.56 2023-04-14,9.66,9.56 ", 1409,CN,technical,"计算星宇股份2025年06月26日的蔡金波动率的值。(标准版:参数 (10, 10);从前50个数据开始计算,EMA初始值用首个数据点)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。",0.1429,easy,volatility,HL_EMA_t = EMA_n(H - L);ChaikinVol_t = HL_EMA_t / HL_EMA_{t-m} - 1,"date,high,low 2025-04-11,127.49,124.01 2025-04-14,131.37,125.92 2025-04-15,128.0,124.31 2025-04-16,124.8,121.4 2025-04-17,122.84,121.03 2025-04-18,123.63,121.3 2025-04-21,126.34,122.4 2025-04-22,126.5,124.88 2025-04-23,128.0,124.6 2025-04-24,127.88,125.69 2025-04-25,127.5,126.13 2025-04-28,128.45,125.01 2025-04-29,130.8,126.32 2025-04-30,132.9,126.47 2025-05-06,137.48,131.95 2025-05-07,137.5,134.04 2025-05-08,136.0,132.8 2025-05-09,135.6,133.38 2025-05-12,137.2,133.0 2025-05-13,138.0,134.05 2025-05-14,139.49,133.5 2025-05-15,139.48,136.88 2025-05-16,139.83,137.52 2025-05-19,142.86,137.11 2025-05-20,141.0,136.88 2025-05-21,141.98,139.26 2025-05-22,141.91,139.5 2025-05-23,141.73,139.51 2025-05-26,141.37,139.22 2025-05-27,142.66,138.0 2025-05-28,141.5,137.82 2025-05-29,143.0,139.55 2025-05-30,141.97,139.1 2025-06-03,141.25,138.5 2025-06-04,140.31,138.01 2025-06-05,139.68,137.8 2025-06-06,141.45,138.8 2025-06-09,139.76,135.2 2025-06-10,138.35,135.85 2025-06-11,140.9,137.65 2025-06-12,139.7,137.7 2025-06-13,139.25,135.5 2025-06-16,137.49,132.38 2025-06-17,135.29,131.01 2025-06-18,132.82,128.92 2025-06-19,131.38,127.48 2025-06-20,127.95,126.18 2025-06-23,126.81,123.75 2025-06-24,127.42,124.27 2025-06-25,127.3,124.8 2025-06-26,127.77,123.81 ", 1410,CN,technical,中国通号2024年03月14日的成交量加权平均价的值是?(直接使用 amount 计算)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,5.2808,easy,volume,VWAP_t = amount_t / V_t,"date,amount,volume 2024-03-14,227373292.0,43056443.0 ", 1411,CN,technical,2023年08月08日,上海医药的成交量加权平均价是多少?(直接使用 amount 计算)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,19.3907,easy,volume,VWAP_t = amount_t / V_t,"date,amount,volume 2023-08-08,222050714.0,11451418.0 ", 1412,CN,technical,天齐锂业的成交量加权平均价在2021年01月21日为多少?(直接使用 amount 计算)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,61.7152,easy,volume,VWAP_t = amount_t / V_t,"date,amount,volume 2021-01-21,7302703044.0,118329014.0 ", 1413,CN,technical,对于成交量加权平均价,立讯精密2023年07月12日的值是多少?(直接使用 amount 计算)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,33.0305,easy,volume,VWAP_t = amount_t / V_t,"date,amount,volume 2023-07-12,1383017985.0,41870909.0 ", 1414,CN,technical,计算恒瑞医药2022年11月03日的成交量加权平均价的值。(直接使用 amount 计算)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,41.6959,easy,volume,VWAP_t = amount_t / V_t,"date,amount,volume 2022-11-03,2126220579.0,50993469.0 ", 1415,CN,technical,天赐材料2022年04月12日的能量潮的值是?(从前60个数据开始计算)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,-861932.0,easy,volume,OBV_t = OBV_{t-1} + sign(C_t - C_{t-1}) * V_t = \sum_{i=1}^{t} sign(C_i - C_{i-1}) * V_i,"date,close,volume 2022-01-07,105.45,15798037.0 2022-01-10,103.44,14626217.0 2022-01-11,101.0,14348373.0 2022-01-12,105.2,17333476.0 2022-01-13,102.96,10373325.0 2022-01-14,105.33,12717682.0 2022-01-17,106.57,14361657.0 2022-01-18,99.35,38632556.0 2022-01-19,95.23,23991236.0 2022-01-20,95.74,15923025.0 2022-01-21,97.66,14655989.0 2022-01-24,101.0,14379200.0 2022-01-25,98.86,10822838.0 2022-01-26,98.08,7455781.0 2022-01-27,97.08,12343991.0 2022-01-28,94.22,12166612.0 2022-02-07,97.15,12003713.0 2022-02-08,91.84,13031040.0 2022-02-09,91.98,12716872.0 2022-02-10,89.5,10459049.0 2022-02-11,87.0,15410568.0 2022-02-14,87.2,11358098.0 2022-02-15,91.09,15667698.0 2022-02-16,90.54,9613954.0 2022-02-17,96.92,23846140.0 2022-02-18,94.0,15040732.0 2022-02-21,94.13,11060542.0 2022-02-22,94.98,14110031.0 2022-02-23,99.66,21702482.0 2022-02-24,100.58,25418593.0 2022-02-25,101.61,15032179.0 2022-02-28,106.19,21302930.0 2022-03-01,105.29,19571295.0 2022-03-02,99.64,21173832.0 2022-03-03,99.68,13858924.0 2022-03-04,94.5,18373504.0 2022-03-07,89.4,16091659.0 2022-03-08,89.1,16674153.0 2022-03-09,87.55,15772002.0 2022-03-10,96.31,13862000.0 2022-03-11,98.91,29079646.0 2022-03-14,95.76,13898089.0 2022-03-15,96.1,19626271.0 2022-03-16,101.12,24101626.0 2022-03-17,104.85,26122659.0 2022-03-18,102.88,11776519.0 2022-03-21,104.76,12415771.0 2022-03-22,103.48,14532423.0 2022-03-23,101.52,13357359.0 2022-03-24,101.0,11941391.0 2022-03-25,96.78,11941257.0 2022-03-28,93.69,11923896.0 2022-03-29,96.0,13027535.0 2022-03-30,99.17,13387648.0 2022-03-31,94.0,13287890.0 2022-04-01,96.02,13115880.0 2022-04-06,92.09,13926739.0 2022-04-07,91.56,9488217.0 2022-04-08,89.95,10157170.0 2022-04-11,85.45,13106059.0 2022-04-12,86.2,12259527.0 ", 1416,CN,technical,2020年07月21日,福耀玻璃的能量潮是多少?(从前60个数据开始计算)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,339724530.0,easy,volume,OBV_t = OBV_{t-1} + sign(C_t - C_{t-1}) * V_t = \sum_{i=1}^{t} sign(C_i - C_{i-1}) * V_i,"date,close,volume 2020-04-21,18.92,13050597.0 2020-04-22,18.81,8657795.0 2020-04-23,18.93,8856953.0 2020-04-24,18.8,8805927.0 2020-04-27,18.83,6030212.0 2020-04-28,18.86,10636597.0 2020-04-29,19.13,9997066.0 2020-04-30,19.79,17633692.0 2020-05-06,19.78,14187274.0 2020-05-07,20.62,23458283.0 2020-05-08,20.66,20498343.0 2020-05-11,20.95,15047267.0 2020-05-12,20.75,10441613.0 2020-05-13,20.48,7067931.0 2020-05-14,20.12,8551906.0 2020-05-15,19.92,8389993.0 2020-05-18,19.99,6992865.0 2020-05-19,20.5,9016349.0 2020-05-20,20.22,6223010.0 2020-05-21,19.99,5721193.0 2020-05-22,19.68,6164804.0 2020-05-25,19.58,6800682.0 2020-05-26,19.78,5291945.0 2020-05-27,19.99,7691668.0 2020-05-28,19.6,8697912.0 2020-05-29,19.64,6993309.0 2020-06-01,20.17,12870998.0 2020-06-02,20.09,9819769.0 2020-06-03,20.77,25920691.0 2020-06-04,20.89,14122959.0 2020-06-05,21.37,16845091.0 2020-06-08,21.71,18967053.0 2020-06-09,22.04,14851704.0 2020-06-10,21.32,18862155.0 2020-06-11,21.1,10511829.0 2020-06-12,21.53,12874160.0 2020-06-15,20.95,9893408.0 2020-06-16,21.0,9670863.0 2020-06-17,20.92,10706260.0 2020-06-18,21.12,9744436.0 2020-06-19,21.45,18171711.0 2020-06-22,21.03,17262928.0 2020-06-23,21.04,9893182.0 2020-06-24,21.24,9882265.0 2020-06-29,20.84,21316418.0 2020-06-30,20.87,8262065.0 2020-07-01,20.97,10086944.0 2020-07-02,21.56,20555865.0 2020-07-03,22.01,21182528.0 2020-07-06,23.0,40565266.0 2020-07-07,22.6,37636380.0 2020-07-08,22.83,20667631.0 2020-07-09,22.4,40945304.0 2020-07-10,21.9,37182489.0 2020-07-13,23.05,53278818.0 2020-07-14,24.1,60417386.0 2020-07-15,23.47,42477060.0 2020-07-16,22.52,32444706.0 2020-07-17,24.02,57556810.0 2020-07-20,25.89,63556348.0 2020-07-21,26.13,50403953.0 ", 1417,CN,technical,国泰海通的能量潮在2024年08月07日为多少?(从前60个数据开始计算)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,251716747.0,easy,volume,OBV_t = OBV_{t-1} + sign(C_t - C_{t-1}) * V_t = \sum_{i=1}^{t} sign(C_i - C_{i-1}) * V_i,"date,close,volume 2024-05-14,13.93,24357471.0 2024-05-15,13.73,28459572.0 2024-05-16,13.74,23019350.0 2024-05-17,13.93,25172234.0 2024-05-20,14.01,38601600.0 2024-05-21,13.91,19081291.0 2024-05-22,13.92,19953655.0 2024-05-23,13.72,23091288.0 2024-05-24,13.6,18483755.0 2024-05-27,14.06,77160084.0 2024-05-28,13.85,30392978.0 2024-05-29,14.05,41278613.0 2024-05-30,14.09,30632340.0 2024-05-31,13.94,28756906.0 2024-06-03,13.65,43957474.0 2024-06-04,13.82,30735118.0 2024-06-05,13.82,25097516.0 2024-06-06,13.68,27081565.0 2024-06-07,13.78,28994639.0 2024-06-11,13.66,24432095.0 2024-06-12,13.64,17160514.0 2024-06-13,13.78,27290001.0 2024-06-14,14.44,132948257.0 2024-06-17,14.32,64570141.0 2024-06-18,14.44,58135453.0 2024-06-19,14.18,34697424.0 2024-06-20,14.08,25516597.0 2024-06-21,14.06,26899351.0 2024-06-24,14.02,28969643.0 2024-06-25,13.83,30586527.0 2024-06-26,14.11,31358642.0 2024-06-27,14.02,25608144.0 2024-06-28,13.55,37850020.0 2024-07-01,13.78,28373880.0 2024-07-02,13.67,17852998.0 2024-07-03,13.68,15762561.0 2024-07-04,13.51,19559700.0 2024-07-05,13.45,19692520.0 2024-07-08,13.33,23805509.0 2024-07-09,13.45,30746141.0 2024-07-10,13.47,19929600.0 2024-07-11,13.55,21876876.0 2024-07-12,13.46,15647607.0 2024-07-15,13.5,12022865.0 2024-07-16,13.62,24385173.0 2024-07-17,13.75,26006488.0 2024-07-18,13.9,27720338.0 2024-07-19,14.05,34153102.0 2024-07-22,14.13,34112681.0 2024-07-23,13.89,26129360.0 2024-07-24,13.82,20450567.0 2024-07-25,13.89,17314282.0 2024-07-26,14.03,19618875.0 2024-07-29,13.88,15456030.0 2024-07-30,13.97,15287490.0 2024-07-31,14.38,60576949.0 2024-08-01,14.55,48060335.0 2024-08-02,14.2,30837710.0 2024-08-05,14.11,32423536.0 2024-08-06,14.18,21518850.0 2024-08-07,14.11,13578903.0 ", 1418,CN,technical,对于能量潮,成都银行2022年07月25日的值是多少?(从前60个数据开始计算)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,-94763297.0,easy,volume,OBV_t = OBV_{t-1} + sign(C_t - C_{t-1}) * V_t = \sum_{i=1}^{t} sign(C_i - C_{i-1}) * V_i,"date,close,volume 2022-04-26,15.66,26239042.0 2022-04-27,15.9,26964136.0 2022-04-28,17.08,35819417.0 2022-04-29,16.79,41670645.0 2022-05-05,17.36,30826505.0 2022-05-06,17.2,21709420.0 2022-05-09,16.42,38010732.0 2022-05-10,16.74,29287248.0 2022-05-11,16.15,38510881.0 2022-05-12,15.89,36000534.0 2022-05-13,16.2,33069011.0 2022-05-16,16.08,25810824.0 2022-05-17,16.05,26061824.0 2022-05-18,15.61,29519906.0 2022-05-19,15.67,14550527.0 2022-05-20,15.24,42364554.0 2022-05-23,15.21,25564071.0 2022-05-24,14.93,23214041.0 2022-05-25,15.3,22970814.0 2022-05-26,15.49,21753710.0 2022-05-27,15.78,23892151.0 2022-05-30,15.46,23166482.0 2022-05-31,15.29,21335606.0 2022-06-01,15.49,20667000.0 2022-06-02,15.4,14520405.0 2022-06-06,15.86,23569355.0 2022-06-07,16.6,33752897.0 2022-06-08,16.74,18644396.0 2022-06-09,17.03,21320441.0 2022-06-10,17.27,25829699.0 2022-06-13,17.34,24876819.0 2022-06-14,17.47,26226854.0 2022-06-15,17.34,27224943.0 2022-06-16,16.72,29819760.0 2022-06-17,16.83,21225830.0 2022-06-20,16.53,21677031.0 2022-06-21,16.86,16871291.0 2022-06-22,16.71,17727919.0 2022-06-23,16.73,14127328.0 2022-06-24,16.35,34114090.0 2022-06-27,16.96,34302320.0 2022-06-28,16.61,28171028.0 2022-06-29,16.41,27725872.0 2022-06-30,16.58,11412491.0 2022-07-01,16.36,12425092.0 2022-07-04,16.38,18466410.0 2022-07-05,16.7,16469838.0 2022-07-06,16.47,12278288.0 2022-07-07,16.75,10562846.0 2022-07-08,16.35,12429898.0 2022-07-11,16.57,15110447.0 2022-07-12,16.74,24141398.0 2022-07-13,16.05,27876441.0 2022-07-14,15.95,36931491.0 2022-07-15,15.95,26272220.0 2022-07-18,15.97,19405633.0 2022-07-19,15.97,18902123.0 2022-07-20,16.08,12574877.0 2022-07-21,15.21,53828338.0 2022-07-22,15.52,19830556.0 2022-07-25,15.49,13595426.0 ", 1419,CN,technical,计算恒瑞医药2025年09月01日的能量潮的值。(从前60个数据开始计算)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,588815422.0,easy,volume,OBV_t = OBV_{t-1} + sign(C_t - C_{t-1}) * V_t = \sum_{i=1}^{t} sign(C_i - C_{i-1}) * V_i,"date,close,volume 2025-06-09,54.36,65690582.0 2025-06-10,55.13,48073517.0 2025-06-11,54.71,37773566.0 2025-06-12,55.82,49318822.0 2025-06-13,53.89,66023830.0 2025-06-16,53.76,39224137.0 2025-06-17,51.84,69518032.0 2025-06-18,51.81,33409543.0 2025-06-19,51.58,37316694.0 2025-06-20,51.76,24060775.0 2025-06-23,51.96,31328106.0 2025-06-24,52.15,45103539.0 2025-06-25,52.95,53648196.0 2025-06-26,52.08,39226868.0 2025-06-27,51.95,28776507.0 2025-06-30,51.9,44535488.0 2025-07-01,52.46,39772496.0 2025-07-02,52.25,32571223.0 2025-07-03,52.47,29367818.0 2025-07-04,53.26,47792312.0 2025-07-07,52.65,28638794.0 2025-07-08,53.4,35926315.0 2025-07-09,57.19,115821169.0 2025-07-10,57.6,90371570.0 2025-07-11,56.9,65863171.0 2025-07-14,57.21,47375836.0 2025-07-15,57.22,43692847.0 2025-07-16,57.22,39819120.0 2025-07-17,57.73,44414628.0 2025-07-18,58.76,66098565.0 2025-07-21,58.0,50944185.0 2025-07-22,57.41,47557025.0 2025-07-23,57.13,42529511.0 2025-07-24,57.5,46583415.0 2025-07-25,56.4,50539423.0 2025-07-28,62.04,163009595.0 2025-07-29,63.8,168276889.0 2025-07-30,63.59,98084933.0 2025-07-31,62.9,74203875.0 2025-08-01,61.31,73465464.0 2025-08-04,62.0,68961349.0 2025-08-05,62.3,54144318.0 2025-08-06,61.58,57247861.0 2025-08-07,60.81,50476397.0 2025-08-08,60.99,36297073.0 2025-08-11,61.07,42575238.0 2025-08-12,60.85,39183475.0 2025-08-13,62.61,81529632.0 2025-08-14,62.82,57126647.0 2025-08-15,63.4,61493254.0 2025-08-18,63.08,72885756.0 2025-08-19,61.69,99770049.0 2025-08-20,62.85,65042442.0 2025-08-21,63.99,85862923.0 2025-08-22,64.98,63771891.0 2025-08-25,66.26,84923381.0 2025-08-26,65.3,57512937.0 2025-08-27,63.05,83616934.0 2025-08-28,63.03,71590154.0 2025-08-29,66.23,102318607.0 2025-09-01,68.35,87218089.0 ", 1420,CN,technical,金龙鱼2024年01月29日的力度指数的值是?使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,-1409751.0,easy,volume,ForceIndex_t = (C_t - C_{t-1}) * V_t,"date,close,volume 2024-01-26,30.75,5131927.0 2024-01-29,30.48,5221300.0 ", 1421,CN,technical,2024年09月06日,光大证券的力度指数是多少?使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,244648.46,easy,volume,ForceIndex_t = (C_t - C_{t-1}) * V_t,"date,close,volume 2024-09-05,14.53,7178780.0 2024-09-06,14.54,24464846.0 ", 1422,CN,technical,软通动力的力度指数在2024年05月24日为多少?使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,-34223440.08,easy,volume,ForceIndex_t = (C_t - C_{t-1}) * V_t,"date,close,volume 2024-05-23,40.61,33545542.0 2024-05-24,39.5,30831928.0 ", 1423,CN,technical,对于力度指数,南方航空2023年12月07日的值是多少?使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,-1077786.0,easy,volume,ForceIndex_t = (C_t - C_{t-1}) * V_t,"date,close,volume 2023-12-06,6.06,29720924.0 2023-12-07,6.02,26944650.0 ", 1424,CN,technical,计算中联重科2023年11月10日的力度指数的值。使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,-439656.78,easy,volume,ForceIndex_t = (C_t - C_{t-1}) * V_t,"date,close,volume 2023-11-09,6.46,20662014.0 2023-11-10,6.43,14655226.0 ", 1425,CN,technical,中国交建2021年01月28日的累积/派发线的值是?(从前60个数据开始计算)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,-155049802.3803,easy,volume,MFM_t = ((C_t - L_t) - (H_t - C_t)) / (H_t - L_t);MFV_t = MFM_t * V_t;ADL_t = ADL_{t-1} + MFV_t = \sum_{i=1}^{t} MFV_i,"date,high,low,close,volume 2020-11-04,7.49,7.4,7.44,11969051.0 2020-11-05,7.53,7.45,7.53,18656232.0 2020-11-06,7.61,7.45,7.56,25451034.0 2020-11-09,7.66,7.57,7.64,31006878.0 2020-11-10,7.7,7.51,7.53,32578564.0 2020-11-11,8.04,7.5,7.95,122475183.0 2020-11-12,7.84,7.68,7.75,61067825.0 2020-11-13,7.69,7.55,7.6,35391178.0 2020-11-16,7.79,7.57,7.77,50061835.0 2020-11-17,7.77,7.65,7.7,32832525.0 2020-11-18,7.91,7.62,7.79,55483901.0 2020-11-19,7.92,7.72,7.77,31112718.0 2020-11-20,7.77,7.66,7.74,24412246.0 2020-11-23,7.95,7.73,7.89,58510730.0 2020-11-24,7.93,7.82,7.9,34798392.0 2020-11-25,8.03,7.72,7.72,49021570.0 2020-11-26,7.76,7.68,7.72,22983350.0 2020-11-27,7.84,7.65,7.84,32769137.0 2020-11-30,8.09,7.86,7.92,88857706.0 2020-12-01,7.98,7.81,7.97,51763812.0 2020-12-02,8.05,7.89,7.99,50692044.0 2020-12-03,7.98,7.88,7.9,32373541.0 2020-12-04,7.9,7.76,7.79,33148483.0 2020-12-07,7.78,7.66,7.67,27303706.0 2020-12-08,7.69,7.62,7.64,18364602.0 2020-12-09,7.67,7.54,7.54,18614118.0 2020-12-10,7.6,7.52,7.58,13321249.0 2020-12-11,7.58,7.43,7.47,25775171.0 2020-12-14,7.51,7.43,7.48,11623835.0 2020-12-15,7.49,7.39,7.45,14207944.0 2020-12-16,7.46,7.38,7.39,19043178.0 2020-12-17,7.45,7.28,7.43,25292645.0 2020-12-18,7.6,7.39,7.41,36932524.0 2020-12-21,7.43,7.33,7.38,18702584.0 2020-12-22,7.37,7.17,7.18,40300722.0 2020-12-23,7.22,7.16,7.17,17620552.0 2020-12-24,7.23,7.12,7.19,17345023.0 2020-12-25,7.28,7.15,7.23,15020413.0 2020-12-28,7.21,7.14,7.15,15656700.0 2020-12-29,7.31,7.14,7.26,22609218.0 2020-12-30,7.26,7.18,7.21,13750960.0 2020-12-31,7.31,7.19,7.26,19276797.0 2021-01-04,7.25,7.16,7.2,28626202.0 2021-01-05,7.37,7.13,7.18,58315983.0 2021-01-06,7.51,7.17,7.41,70162773.0 2021-01-07,7.43,7.25,7.32,43459751.0 2021-01-08,7.39,7.23,7.28,24969080.0 2021-01-11,7.33,7.1,7.11,42819763.0 2021-01-12,7.28,7.11,7.22,32833186.0 2021-01-13,7.56,7.13,7.44,100102101.0 2021-01-14,7.86,7.37,7.63,109083080.0 2021-01-15,7.58,7.39,7.44,51765982.0 2021-01-18,7.49,7.36,7.42,34519969.0 2021-01-19,7.44,7.34,7.36,30055072.0 2021-01-20,7.4,7.3,7.32,27267780.0 2021-01-21,7.34,7.26,7.28,28032917.0 2021-01-22,7.29,7.15,7.16,33153605.0 2021-01-25,7.22,7.11,7.13,31537020.0 2021-01-26,7.21,7.11,7.15,18687022.0 2021-01-27,7.22,7.13,7.14,18965142.0 2021-01-28,7.11,7.0,7.02,27553352.0 ", 1426,CN,technical,2020年12月03日,天孚通信的累积/派发线是多少?(从前60个数据开始计算)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,-29457204.7513,easy,volume,MFM_t = ((C_t - L_t) - (H_t - C_t)) / (H_t - L_t);MFV_t = MFM_t * V_t;ADL_t = ADL_{t-1} + MFV_t = \sum_{i=1}^{t} MFV_i,"date,high,low,close,volume 2020-09-02,67.18,65.07,66.53,1962721.0 2020-09-03,66.85,64.58,64.82,1940660.0 2020-09-04,65.4,63.22,64.89,1681919.0 2020-09-07,65.7,62.82,63.0,1986136.0 2020-09-08,65.17,60.59,61.1,2905114.0 2020-09-09,60.19,56.36,58.51,3984566.0 2020-09-10,59.57,56.9,57.29,2165492.0 2020-09-11,58.86,56.35,58.5,2079733.0 2020-09-14,60.0,58.1,58.97,2630899.0 2020-09-15,59.88,57.9,58.33,2017997.0 2020-09-16,59.58,57.81,58.22,1444093.0 2020-09-17,59.55,57.4,58.82,2134179.0 2020-09-18,59.26,57.74,59.03,2183967.0 2020-09-21,59.69,57.54,57.79,2110930.0 2020-09-22,58.65,57.0,57.28,1314756.0 2020-09-23,59.2,57.4,58.07,1659221.0 2020-09-24,58.1,55.81,55.83,1830438.0 2020-09-25,57.98,55.73,56.09,2144610.0 2020-09-28,57.7,55.3,55.63,1831008.0 2020-09-29,57.28,55.7,56.72,1765478.0 2020-09-30,56.99,55.53,56.19,1989064.0 2020-10-09,58.96,56.18,56.5,3460828.0 2020-10-12,60.76,56.65,60.29,4544835.0 2020-10-13,60.7,59.13,60.23,2264788.0 2020-10-14,61.5,59.61,61.12,2772819.0 2020-10-15,61.78,60.41,60.71,2163870.0 2020-10-16,60.91,59.21,59.4,2141049.0 2020-10-19,65.38,58.05,58.78,6548109.0 2020-10-20,58.14,55.5,56.77,4264802.0 2020-10-21,58.28,55.5,55.9,3546906.0 2020-10-22,56.65,55.15,55.46,2632837.0 2020-10-23,59.15,56.1,57.51,5793523.0 2020-10-26,60.3,57.18,59.62,4229388.0 2020-10-27,60.75,59.1,59.9,2754016.0 2020-10-28,61.29,59.3,60.49,3321049.0 2020-10-29,61.0,58.6,60.32,2844424.0 2020-10-30,61.7,59.0,59.2,3072545.0 2020-11-02,61.21,57.91,60.69,2995180.0 2020-11-03,64.62,59.8,63.96,3407063.0 2020-11-04,63.98,61.38,62.48,3084957.0 2020-11-05,71.17,61.64,67.42,6816968.0 2020-11-06,67.5,65.06,66.03,4279142.0 2020-11-09,70.48,66.2,66.87,5478844.0 2020-11-10,66.6,63.78,64.3,3136465.0 2020-11-11,65.67,62.58,63.01,2710991.0 2020-11-12,64.09,62.0,62.53,1963270.0 2020-11-13,63.01,61.02,61.74,2111264.0 2020-11-16,62.3,59.78,61.11,2452475.0 2020-11-17,61.5,58.03,59.16,2952848.0 2020-11-18,59.7,58.15,58.55,1880622.0 2020-11-19,59.88,57.0,59.0,2410559.0 2020-11-20,59.78,58.62,58.92,1580994.0 2020-11-23,59.48,56.72,58.21,2765194.0 2020-11-24,59.66,58.2,58.56,2612117.0 2020-11-25,59.78,57.03,58.92,2784586.0 2020-11-26,59.26,57.0,57.43,2288311.0 2020-11-27,58.75,57.4,58.18,1645083.0 2020-11-30,58.69,56.5,56.61,2594315.0 2020-12-01,57.95,56.1,57.19,2255751.0 2020-12-02,58.91,57.0,57.85,2836856.0 2020-12-03,58.38,56.7,56.9,1811084.0 ", 1427,CN,technical,东方财富的累积/派发线在2024年07月22日为多少?(从前60个数据开始计算)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,-1188233226.4726,easy,volume,MFM_t = ((C_t - L_t) - (H_t - C_t)) / (H_t - L_t);MFV_t = MFM_t * V_t;ADL_t = ADL_{t-1} + MFV_t = \sum_{i=1}^{t} MFV_i,"date,high,low,close,volume 2024-04-23,12.5,12.36,12.44,108151491.0 2024-04-24,12.47,12.33,12.45,114904600.0 2024-04-25,12.48,12.26,12.35,120056111.0 2024-04-26,13.2,12.51,13.12,487706420.0 2024-04-29,13.38,12.98,13.25,418187884.0 2024-04-30,13.29,13.04,13.05,203435900.0 2024-05-06,13.57,13.21,13.25,297269658.0 2024-05-07,13.27,13.13,13.18,162353619.0 2024-05-08,13.18,12.92,12.96,143114777.0 2024-05-09,13.17,12.97,13.08,140817115.0 2024-05-10,13.19,12.99,13.11,159360790.0 2024-05-13,13.14,12.85,13.01,162257556.0 2024-05-14,13.1,12.93,13.05,142315389.0 2024-05-15,13.11,12.69,12.71,198598196.0 2024-05-16,13.03,12.7,12.82,196721829.0 2024-05-17,13.09,12.76,13.07,184224526.0 2024-05-20,13.29,12.99,13.1,215801141.0 2024-05-21,13.19,12.99,13.04,135867388.0 2024-05-22,13.11,12.97,13.05,114987796.0 2024-05-23,13.0,12.71,12.76,162119055.0 2024-05-24,12.78,12.5,12.53,137305516.0 2024-05-27,12.69,12.48,12.67,112394997.0 2024-05-28,12.71,12.52,12.53,89224969.0 2024-05-29,12.63,12.44,12.49,82795221.0 2024-05-30,12.5,12.39,12.44,87185728.0 2024-05-31,12.59,12.41,12.41,101552119.0 2024-06-03,12.4,12.22,12.3,127931287.0 2024-06-04,12.42,12.26,12.39,117531593.0 2024-06-05,12.47,12.31,12.36,98150719.0 2024-06-06,12.43,12.24,12.26,122525269.0 2024-06-07,12.36,11.96,12.16,150035499.0 2024-06-11,12.22,12.05,12.12,102717244.0 2024-06-12,12.31,12.08,12.18,112141838.0 2024-06-13,12.26,12.14,12.17,92701225.0 2024-06-14,12.41,12.03,12.34,233772054.0 2024-06-17,12.37,12.19,12.34,126578143.0 2024-06-18,12.44,12.32,12.38,126535212.0 2024-06-19,12.39,12.16,12.19,104177218.0 2024-06-20,12.19,11.94,11.94,147766602.0 2024-06-21,12.05,11.85,11.94,117419432.0 2024-06-24,11.97,11.8,11.8,111382582.0 2024-06-25,11.84,11.51,11.54,152340175.0 2024-06-26,11.73,11.44,11.69,119378951.0 2024-06-27,11.63,11.34,11.34,128432293.0 2024-06-28,11.44,10.35,10.56,416615242.0 2024-07-01,10.73,10.33,10.47,240874112.0 2024-07-02,10.57,10.23,10.27,221449769.0 2024-07-03,10.38,10.0,10.26,271951736.0 2024-07-04,10.36,10.13,10.13,150604348.0 2024-07-05,10.28,10.06,10.21,145882601.0 2024-07-08,10.19,9.93,9.96,164410473.0 2024-07-09,10.21,9.87,10.13,213894289.0 2024-07-10,10.3,10.03,10.12,152460812.0 2024-07-11,10.59,10.23,10.43,254023709.0 2024-07-12,10.47,10.32,10.36,127622228.0 2024-07-15,10.4,10.27,10.33,98832405.0 2024-07-16,10.48,10.29,10.45,133959312.0 2024-07-17,10.59,10.42,10.5,150744592.0 2024-07-18,10.59,10.37,10.54,148456244.0 2024-07-19,10.75,10.48,10.7,179107957.0 2024-07-22,10.9,10.57,10.69,193913248.0 ", 1428,CN,technical,对于累积/派发线,招商银行2021年12月09日的值是多少?(从前60个数据开始计算)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,187777252.747,easy,volume,MFM_t = ((C_t - L_t) - (H_t - C_t)) / (H_t - L_t);MFV_t = MFM_t * V_t;ADL_t = ADL_{t-1} + MFV_t = \sum_{i=1}^{t} MFV_i,"date,high,low,close,volume 2021-09-07,53.08,50.45,52.81,77232009.0 2021-09-08,53.55,52.26,52.41,55390668.0 2021-09-09,52.68,51.68,52.1,35780025.0 2021-09-10,54.52,51.75,54.12,107097799.0 2021-09-13,54.5,53.5,53.92,59283043.0 2021-09-14,54.89,51.8,52.1,63116569.0 2021-09-15,52.49,50.8,51.4,54233793.0 2021-09-16,51.83,50.21,50.7,62989614.0 2021-09-17,51.54,50.5,51.25,42016472.0 2021-09-22,49.98,48.1,49.41,112259622.0 2021-09-23,50.53,48.61,48.84,86102453.0 2021-09-24,49.33,48.4,48.77,53203933.0 2021-09-27,49.8,48.21,49.09,66790515.0 2021-09-28,50.98,49.09,50.42,70992547.0 2021-09-29,52.17,49.61,51.56,90460986.0 2021-09-30,51.43,50.1,50.45,58611808.0 2021-10-08,51.08,50.02,50.93,64555292.0 2021-10-11,54.18,51.44,53.0,97177865.0 2021-10-12,53.79,52.3,53.09,58937329.0 2021-10-13,53.4,52.05,53.03,44255673.0 2021-10-14,53.25,52.2,52.36,28899621.0 2021-10-15,53.44,52.35,53.31,42035759.0 2021-10-18,53.35,51.55,51.86,57794539.0 2021-10-19,53.32,52.0,52.88,48169257.0 2021-10-20,53.64,52.28,52.4,30570959.0 2021-10-21,54.0,52.6,53.75,57658698.0 2021-10-22,54.8,53.73,54.29,54715058.0 2021-10-25,54.93,53.1,54.59,62334126.0 2021-10-26,56.23,54.3,55.3,71542369.0 2021-10-27,55.2,53.83,54.52,42039441.0 2021-10-28,55.0,53.85,54.22,34623228.0 2021-10-29,54.75,53.7,53.97,40543943.0 2021-11-01,54.9,53.3,54.12,42501781.0 2021-11-02,54.49,51.67,52.25,75220649.0 2021-11-03,52.49,51.67,51.7,44437241.0 2021-11-04,52.1,51.28,51.75,48291475.0 2021-11-05,52.11,51.42,51.56,36197416.0 2021-11-08,51.9,50.8,51.3,38674906.0 2021-11-09,51.7,50.6,51.06,38788364.0 2021-11-10,51.15,50.04,50.63,55807106.0 2021-11-11,52.87,50.46,52.82,84973170.0 2021-11-12,53.18,52.25,52.4,34359656.0 2021-11-15,53.61,52.37,52.93,36695032.0 2021-11-16,53.38,52.16,52.5,32231509.0 2021-11-17,52.83,51.81,51.84,33938551.0 2021-11-18,52.0,51.0,51.41,34244267.0 2021-11-19,52.74,51.11,52.33,46466797.0 2021-11-22,52.34,51.59,51.69,37653834.0 2021-11-23,52.3,51.44,51.75,38914891.0 2021-11-24,51.9,51.17,51.74,31503965.0 2021-11-25,51.7,51.24,51.42,21566020.0 2021-11-26,51.45,49.88,50.1,82335731.0 2021-11-29,50.1,48.82,49.82,82724704.0 2021-11-30,49.85,48.91,49.49,61004256.0 2021-12-01,50.2,49.28,49.99,50036103.0 2021-12-02,51.0,49.49,50.89,55607048.0 2021-12-03,51.28,50.47,51.25,49407647.0 2021-12-06,52.4,51.33,51.82,60471643.0 2021-12-07,52.58,51.1,51.84,54077371.0 2021-12-08,52.28,51.4,52.04,49097472.0 2021-12-09,53.84,51.8,53.13,84055721.0 ", 1429,CN,technical,计算石头科技2022年08月08日的累积/派发线的值。(从前60个数据开始计算)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,-2956867.8099,easy,volume,MFM_t = ((C_t - L_t) - (H_t - C_t)) / (H_t - L_t);MFV_t = MFM_t * V_t;ADL_t = ADL_{t-1} + MFV_t = \sum_{i=1}^{t} MFV_i,"date,high,low,close,volume 2022-05-13,605.99,588.0,594.02,252505.0 2022-05-16,614.99,583.02,585.22,336320.0 2022-05-17,594.63,575.23,585.81,276459.0 2022-05-18,590.0,566.08,572.0,301747.0 2022-05-19,593.01,562.5,589.7,296741.0 2022-05-20,623.98,579.77,618.97,451956.0 2022-05-23,631.19,602.17,619.24,307780.0 2022-05-24,620.0,591.26,605.16,473973.0 2022-05-25,618.8,598.05,616.7,326932.0 2022-05-26,634.81,610.0,631.2,424638.0 2022-05-27,615.0,560.18,565.99,832889.0 2022-05-30,599.83,560.0,594.21,601395.0 2022-05-31,645.0,588.01,635.51,677014.0 2022-06-01,643.9,622.1,624.37,365872.0 2022-06-02,644.58,611.08,642.0,455072.0 2022-06-06,725.88,645.77,714.96,967052.0 2022-06-07,714.95,677.0,682.53,498219.0 2022-06-08,718.5,675.44,709.69,686572.0 2022-06-09,707.12,682.12,682.69,439363.0 2022-06-10,700.0,670.01,689.34,492441.0 2022-06-13,688.0,662.01,670.73,425424.0 2022-06-14,695.0,650.5,673.98,591458.0 2022-06-15,683.8,661.58,663.1,382587.0 2022-06-16,672.9,653.0,660.9,389451.0 2022-06-17,678.0,646.0,673.13,488315.0 2022-06-20,685.0,657.0,661.01,448692.0 2022-06-21,698.0,651.0,671.06,576403.0 2022-06-22,674.95,621.52,625.35,738385.0 2022-06-23,643.87,613.01,635.0,508760.0 2022-06-24,641.57,615.0,641.0,751534.0 2022-06-27,659.18,631.01,655.98,734985.0 2022-06-28,655.98,619.47,628.95,636736.0 2022-06-29,627.83,608.0,608.0,511878.0 2022-06-30,624.0,608.5,616.7,474378.0 2022-07-01,623.0,605.09,607.4,432443.0 2022-07-04,616.88,603.01,605.5,558698.0 2022-07-05,623.0,594.0,599.15,629818.0 2022-07-06,601.0,546.0,558.01,1447694.0 2022-07-07,560.98,520.57,527.08,1331023.0 2022-07-08,386.98,375.02,382.98,812331.0 2022-07-11,382.0,360.0,380.48,990165.0 2022-07-12,385.88,368.26,376.25,768022.0 2022-07-13,372.78,359.2,359.2,1022347.0 2022-07-14,364.75,353.14,355.17,933586.0 2022-07-15,362.8,347.0,348.01,840207.0 2022-07-18,350.0,339.0,344.35,798911.0 2022-07-19,347.78,336.0,346.0,1041902.0 2022-07-20,349.98,343.01,347.5,540174.0 2022-07-21,350.38,341.11,341.75,670482.0 2022-07-22,344.0,332.11,336.15,978589.0 2022-07-25,343.89,333.0,334.24,726340.0 2022-07-26,336.5,324.21,332.0,1089035.0 2022-07-27,336.7,326.06,333.8,546499.0 2022-07-28,339.5,332.1,336.88,704358.0 2022-07-29,338.5,324.83,326.16,843794.0 2022-08-01,335.45,321.27,325.89,871327.0 2022-08-02,322.0,308.02,316.41,978180.0 2022-08-03,327.15,313.34,321.83,1091395.0 2022-08-04,328.0,318.11,319.4,574588.0 2022-08-05,335.0,319.31,334.58,1241108.0 2022-08-08,344.4,333.61,338.0,1026536.0 ", 1430,CN,technical,新和成2023年03月24日的蔡金资金流的值是?(标准版:周期20)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,-0.3124,easy,volume,MFM_t = ((C_t - L_t) - (H_t - C_t)) / (H_t - L_t);MFV_t = MFM_t * V_t;CMF = \sum_{i=0}^{n-1} MFV_{t-i} / \sum_{i=0}^{n-1} V_{t-i},"date,high,low,close,volume 2023-02-27,19.37,18.79,18.94,19312968.0 2023-02-28,19.05,18.9,18.97,12779694.0 2023-03-01,19.2,18.93,19.17,12220339.0 2023-03-02,19.29,19.04,19.05,11724198.0 2023-03-03,19.13,18.78,18.88,19638114.0 2023-03-06,18.97,18.8,18.88,10641514.0 2023-03-07,18.97,18.53,18.56,15917919.0 2023-03-08,18.69,18.47,18.54,8478540.0 2023-03-09,18.61,18.45,18.47,8949405.0 2023-03-10,18.48,18.23,18.36,10582209.0 2023-03-13,18.51,18.26,18.41,7315444.0 2023-03-14,18.58,18.22,18.38,11224368.0 2023-03-15,18.55,18.22,18.27,16563948.0 2023-03-16,18.24,17.96,18.02,14360131.0 2023-03-17,18.14,17.8,17.86,17877130.0 2023-03-20,17.87,17.44,17.68,16622176.0 2023-03-21,18.05,17.64,18.02,11079813.0 2023-03-22,18.18,17.86,17.94,11916344.0 2023-03-23,18.01,17.66,17.77,16377649.0 2023-03-24,17.93,17.77,17.79,8803485.0 ", 1431,CN,technical,2025年11月12日,龙佰集团的蔡金资金流是多少?(标准版:周期20)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,-0.1251,easy,volume,MFM_t = ((C_t - L_t) - (H_t - C_t)) / (H_t - L_t);MFV_t = MFM_t * V_t;CMF = \sum_{i=0}^{n-1} MFV_{t-i} / \sum_{i=0}^{n-1} V_{t-i},"date,high,low,close,volume 2025-10-16,19.77,19.33,19.45,14340259.0 2025-10-17,20.23,19.4,19.52,35722690.0 2025-10-20,19.58,18.96,19.13,23231727.0 2025-10-21,19.53,18.98,19.51,14895226.0 2025-10-22,19.59,18.82,18.86,18313558.0 2025-10-23,19.51,18.8,19.47,20652099.0 2025-10-24,19.83,19.3,19.47,13558903.0 2025-10-27,19.57,19.08,19.14,23445593.0 2025-10-28,19.13,18.07,18.2,50852809.0 2025-10-29,18.8,17.99,18.75,30868925.0 2025-10-30,18.76,18.45,18.57,13026000.0 2025-10-31,18.75,18.4,18.41,15806400.0 2025-11-03,18.51,18.11,18.26,16366192.0 2025-11-04,18.29,17.4,17.5,31438380.0 2025-11-05,17.75,17.2,17.54,19132142.0 2025-11-06,18.07,17.52,17.9,17233398.0 2025-11-07,18.84,17.72,18.55,31211951.0 2025-11-10,19.5,18.78,19.31,42234326.0 2025-11-11,19.47,19.08,19.32,16511852.0 2025-11-12,19.3,18.94,19.11,12083763.0 ", 1432,CN,technical,中国电建的蔡金资金流在2021年07月28日为多少?(标准版:周期20)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,-0.0263,easy,volume,MFM_t = ((C_t - L_t) - (H_t - C_t)) / (H_t - L_t);MFV_t = MFM_t * V_t;CMF = \sum_{i=0}^{n-1} MFV_{t-i} / \sum_{i=0}^{n-1} V_{t-i},"date,high,low,close,volume 2021-07-01,3.95,3.86,3.91,77675109.0 2021-07-02,3.95,3.86,3.89,66012830.0 2021-07-05,3.91,3.86,3.91,45979420.0 2021-07-06,3.97,3.89,3.94,78741892.0 2021-07-07,3.88,3.82,3.84,56011309.0 2021-07-08,3.88,3.83,3.85,48927010.0 2021-07-09,3.87,3.82,3.86,48838357.0 2021-07-12,4.0,3.87,3.95,127372737.0 2021-07-13,4.02,3.92,3.94,107482802.0 2021-07-14,4.01,3.93,3.94,66712830.0 2021-07-15,4.01,3.91,3.99,80737069.0 2021-07-16,4.05,3.96,3.99,77372152.0 2021-07-19,4.0,3.94,3.98,57196970.0 2021-07-20,4.13,3.92,4.07,142484677.0 2021-07-21,4.1,3.96,3.98,118601007.0 2021-07-22,4.14,3.96,4.06,167041264.0 2021-07-23,4.46,4.07,4.34,436056000.0 2021-07-26,4.65,4.36,4.56,486793882.0 2021-07-27,4.86,4.46,4.51,586182417.0 2021-07-28,4.57,4.27,4.42,271266836.0 ", 1433,CN,technical,对于蔡金资金流,宁沪高速2020年04月17日的值是多少?(标准版:周期20)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.2135,easy,volume,MFM_t = ((C_t - L_t) - (H_t - C_t)) / (H_t - L_t);MFV_t = MFM_t * V_t;CMF = \sum_{i=0}^{n-1} MFV_{t-i} / \sum_{i=0}^{n-1} V_{t-i},"date,high,low,close,volume 2020-03-20,9.49,9.08,9.35,9985335.0 2020-03-23,9.47,9.0,9.3,10290725.0 2020-03-24,9.86,9.44,9.8,11625995.0 2020-03-25,10.11,9.84,10.05,9096798.0 2020-03-26,10.07,9.77,9.83,9196980.0 2020-03-27,10.0,9.83,9.91,3497149.0 2020-03-30,9.9,9.7,9.77,2187018.0 2020-03-31,9.9,9.69,9.82,3317723.0 2020-04-01,9.9,9.55,9.56,4548105.0 2020-04-02,9.5,9.24,9.4,8258045.0 2020-04-03,9.76,9.36,9.65,5603150.0 2020-04-07,9.84,9.64,9.77,4096766.0 2020-04-08,9.75,9.56,9.64,3938619.0 2020-04-09,9.75,9.6,9.75,3887600.0 2020-04-10,10.03,9.7,9.95,6891057.0 2020-04-13,10.3,9.88,10.24,7313729.0 2020-04-14,10.27,10.06,10.19,5238737.0 2020-04-15,10.17,9.86,9.88,7234183.0 2020-04-16,10.14,9.85,10.07,6381241.0 2020-04-17,10.16,9.99,10.11,3718623.0 ", 1434,CN,technical,计算星宇股份2025年03月11日的蔡金资金流的值。(标准版:周期20)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,-0.0711,easy,volume,MFM_t = ((C_t - L_t) - (H_t - C_t)) / (H_t - L_t);MFV_t = MFM_t * V_t;CMF = \sum_{i=0}^{n-1} MFV_{t-i} / \sum_{i=0}^{n-1} V_{t-i},"date,high,low,close,volume 2025-02-12,135.39,130.58,131.24,1869916.0 2025-02-13,132.56,129.88,130.26,1877803.0 2025-02-14,131.76,129.88,130.61,1250548.0 2025-02-17,130.62,127.61,128.0,1845210.0 2025-02-18,130.49,125.8,126.62,1702007.0 2025-02-19,127.8,125.26,126.03,1681072.0 2025-02-20,126.2,123.0,124.5,1723116.0 2025-02-21,124.54,121.4,122.0,3452033.0 2025-02-24,124.11,120.15,124.08,2023955.0 2025-02-25,128.32,122.5,127.94,3518757.0 2025-02-26,129.43,127.06,128.11,1840812.0 2025-02-27,129.19,126.95,128.99,2013969.0 2025-02-28,129.4,126.37,129.02,2169311.0 2025-03-03,129.3,124.99,125.26,1560489.0 2025-03-04,125.75,124.0,124.5,955600.0 2025-03-05,126.88,124.03,125.29,1335720.0 2025-03-06,125.96,120.94,120.99,4543488.0 2025-03-07,126.6,120.51,125.96,3784880.0 2025-03-10,127.98,124.5,125.2,1584424.0 2025-03-11,124.99,121.79,124.67,1925451.0 ", 1435,CN,technical,荣盛石化2021年02月04日的蔡金振荡指标的值是?(标准版:快线3,慢线10;从前60个数据开始计算,EMA初始值用首个数据点)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,26698213.192,easy,volume,ChaikinOsc = EMA_{n_{fast}}(ADL) - EMA_{n_{slow}}(ADL),"date,high,low,close,volume 2020-11-11,24.24,23.25,23.25,50022633.0 2020-11-12,23.76,23.2,23.72,23183589.0 2020-11-13,23.62,23.06,23.24,25616354.0 2020-11-16,24.24,23.12,24.24,41650460.0 2020-11-17,24.45,23.62,23.98,25993624.0 2020-11-18,24.62,23.76,23.95,25198966.0 2020-11-19,24.1,23.15,23.75,53376841.0 2020-11-20,24.22,23.04,23.76,67601604.0 2020-11-23,25.55,23.91,25.21,43817626.0 2020-11-24,26.12,25.11,26.0,39283075.0 2020-11-25,26.79,25.81,25.85,50720130.0 2020-11-26,26.03,25.0,25.8,24155032.0 2020-11-27,26.48,25.3,25.81,24109183.0 2020-11-30,26.36,25.38,25.72,41762061.0 2020-12-01,26.2,25.4,25.88,33392049.0 2020-12-02,26.25,25.21,26.02,26149960.0 2020-12-03,26.39,24.94,25.24,27733080.0 2020-12-04,25.64,24.92,25.55,18080094.0 2020-12-07,25.9,25.4,25.6,15883046.0 2020-12-08,26.4,25.26,25.98,20828860.0 2020-12-09,26.04,25.31,25.6,19201170.0 2020-12-10,25.91,25.0,25.28,21312752.0 2020-12-11,26.77,25.48,26.04,36096502.0 2020-12-14,26.48,24.85,25.52,34968482.0 2020-12-15,25.53,24.37,25.03,33765134.0 2020-12-16,25.36,24.57,24.61,34535484.0 2020-12-17,25.2,24.4,24.7,32221044.0 2020-12-18,25.09,23.8,24.07,21090240.0 2020-12-21,25.15,24.0,25.0,35027249.0 2020-12-22,25.19,23.99,24.15,25546349.0 2020-12-23,24.66,23.73,24.45,25180966.0 2020-12-24,26.67,24.37,26.37,37496124.0 2020-12-25,27.42,25.5,27.25,33231731.0 2020-12-28,27.43,26.2,26.62,28108504.0 2020-12-29,27.0,26.18,26.8,20580673.0 2020-12-30,27.42,26.5,27.37,27787810.0 2020-12-31,27.66,26.52,27.61,27739824.0 2021-01-04,27.69,26.72,27.44,25817961.0 2021-01-05,29.55,27.55,28.84,51076968.0 2021-01-06,29.81,28.57,29.55,50095772.0 2021-01-07,30.4,29.56,30.4,37166957.0 2021-01-08,30.62,28.97,30.06,21993255.0 2021-01-11,31.32,29.89,30.37,30622050.0 2021-01-12,31.33,30.0,31.1,22772388.0 2021-01-13,31.63,30.65,31.5,19603039.0 2021-01-14,31.71,30.67,30.87,17309763.0 2021-01-15,31.74,30.0,31.46,23011963.0 2021-01-18,33.52,31.09,33.2,27033008.0 2021-01-19,33.72,31.81,32.19,30885483.0 2021-01-20,33.53,32.09,32.5,36871556.0 2021-01-21,34.79,32.37,34.05,48967483.0 2021-01-22,36.47,33.95,36.25,39074364.0 2021-01-25,38.42,36.01,36.83,46819217.0 2021-01-26,36.83,35.81,36.39,26384864.0 2021-01-27,37.66,34.72,35.76,38047849.0 2021-01-28,36.07,33.63,34.01,48081305.0 2021-01-29,35.33,33.46,34.2,29465579.0 2021-02-01,37.62,33.51,37.62,57894650.0 2021-02-02,40.44,37.26,40.2,55998801.0 2021-02-03,40.62,39.01,39.55,36219229.0 2021-02-04,41.3,38.62,39.7,38947704.0 ", 1436,CN,technical,2021年06月29日,潞安环能的蔡金振荡指标是多少?(标准版:快线3,慢线10;从前60个数据开始计算,EMA初始值用首个数据点)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,-33290613.7747,easy,volume,ChaikinOsc = EMA_{n_{fast}}(ADL) - EMA_{n_{slow}}(ADL),"date,high,low,close,volume 2021-03-30,6.2,6.07,6.13,22251083.0 2021-03-31,6.17,6.09,6.13,14802359.0 2021-04-01,6.16,6.04,6.14,15138364.0 2021-04-02,6.15,6.06,6.09,10596407.0 2021-04-06,6.13,6.05,6.06,10431471.0 2021-04-07,6.13,6.01,6.11,15412460.0 2021-04-08,6.27,6.11,6.19,33157893.0 2021-04-09,6.32,6.12,6.31,33468899.0 2021-04-12,6.4,6.26,6.32,26060853.0 2021-04-13,6.32,6.13,6.15,20179794.0 2021-04-14,6.25,6.08,6.21,16482396.0 2021-04-15,6.37,6.17,6.35,23646878.0 2021-04-16,6.57,6.33,6.48,36013400.0 2021-04-19,7.13,6.64,6.87,90234655.0 2021-04-20,7.09,6.79,7.07,52959073.0 2021-04-21,7.5,6.98,7.36,74422407.0 2021-04-22,7.6,7.33,7.5,65107438.0 2021-04-23,7.43,7.22,7.42,41351733.0 2021-04-26,8.14,7.71,8.04,118603615.0 2021-04-27,8.5,7.99,8.41,106503482.0 2021-04-28,9.25,8.34,9.25,84898761.0 2021-04-29,9.48,9.04,9.25,123281402.0 2021-04-30,9.34,8.82,8.95,99874876.0 2021-05-06,9.33,8.95,9.22,120987861.0 2021-05-07,10.14,9.29,10.14,111266000.0 2021-05-10,11.15,10.58,11.15,80375353.0 2021-05-11,11.69,10.61,11.22,215168817.0 2021-05-12,11.6,10.76,11.45,124729284.0 2021-05-13,10.96,10.31,10.32,156825835.0 2021-05-14,10.63,10.04,10.38,122086379.0 2021-05-17,10.88,10.32,10.35,96861654.0 2021-05-18,10.58,10.14,10.31,78573000.0 2021-05-19,10.27,9.78,9.94,84411571.0 2021-05-20,9.91,9.2,9.77,132239324.0 2021-05-21,10.13,9.59,9.9,99066854.0 2021-05-24,10.16,9.76,9.88,73585083.0 2021-05-25,10.35,9.5,9.98,91059133.0 2021-05-26,10.39,9.88,10.1,83732573.0 2021-05-27,10.86,10.01,10.48,97855318.0 2021-05-28,10.86,9.99,10.22,87656551.0 2021-05-31,10.48,10.1,10.38,42282447.0 2021-06-01,11.42,10.34,11.42,97110515.0 2021-06-02,12.49,11.66,12.13,130887138.0 2021-06-03,12.7,11.99,12.1,99522041.0 2021-06-04,12.16,11.27,12.06,78690134.0 2021-06-07,13.2,12.04,12.56,77203123.0 2021-06-08,12.67,11.93,11.94,62454430.0 2021-06-09,13.13,12.05,12.98,95763184.0 2021-06-10,13.25,12.6,12.95,71222507.0 2021-06-11,13.39,12.58,12.68,50558223.0 2021-06-15,13.3,12.4,12.71,54718358.0 2021-06-16,13.08,12.17,12.2,76544679.0 2021-06-17,12.7,12.01,12.3,51372310.0 2021-06-18,12.55,11.7,12.13,55621161.0 2021-06-21,12.9,11.77,12.51,64937382.0 2021-06-22,12.78,12.26,12.63,50986617.0 2021-06-23,12.98,12.14,12.59,64499592.0 2021-06-24,13.55,12.54,12.95,76703284.0 2021-06-25,13.93,12.73,13.84,77258035.0 2021-06-28,12.98,12.46,12.46,89993034.0 2021-06-29,12.13,11.36,11.49,83669209.0 ", 1437,CN,technical,金山办公的蔡金振荡指标在2025年12月23日为多少?(标准版:快线3,慢线10;从前60个数据开始计算,EMA初始值用首个数据点)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,-1539107.2896,easy,volume,ChaikinOsc = EMA_{n_{fast}}(ADL) - EMA_{n_{slow}}(ADL),"date,high,low,close,volume 2025-09-22,310.8,303.52,307.48,4925977.0 2025-09-23,307.48,288.5,295.46,9126918.0 2025-09-24,310.88,292.96,310.84,9568686.0 2025-09-25,325.0,311.69,318.54,9040410.0 2025-09-26,317.99,304.5,305.0,6300063.0 2025-09-29,309.88,302.02,307.49,5547581.0 2025-09-30,320.0,310.88,316.5,7551043.0 2025-10-09,328.86,304.05,318.93,14078460.0 2025-10-10,315.88,295.0,297.0,13630975.0 2025-10-13,351.0,316.31,321.7,26655062.0 2025-10-14,318.5,302.18,310.15,19534305.0 2025-10-15,316.3,301.11,312.93,11718176.0 2025-10-16,310.0,303.39,305.55,7537451.0 2025-10-17,306.8,296.23,297.59,7021978.0 2025-10-20,302.49,295.92,298.75,4760000.0 2025-10-21,303.5,298.0,300.31,4891714.0 2025-10-22,299.8,293.0,293.18,5123852.0 2025-10-23,300.85,292.0,300.67,5506593.0 2025-10-24,305.88,299.31,304.0,6166497.0 2025-10-27,317.71,303.42,317.0,9396740.0 2025-10-28,359.39,331.0,337.21,24770207.0 2025-10-29,339.69,327.14,337.71,11192538.0 2025-10-30,358.0,332.99,345.04,14449773.0 2025-10-31,367.77,345.0,358.99,16626395.0 2025-11-03,372.98,352.72,359.88,13893791.0 2025-11-04,359.88,347.3,350.21,9515380.0 2025-11-05,346.0,336.79,343.78,7091183.0 2025-11-06,343.7,334.11,341.91,7115846.0 2025-11-07,339.91,328.51,329.99,7102771.0 2025-11-10,335.02,326.67,330.5,5875815.0 2025-11-11,332.56,320.33,321.8,6285451.0 2025-11-12,322.3,316.0,317.8,4617063.0 2025-11-13,323.9,317.82,321.62,5198694.0 2025-11-14,321.5,310.9,311.0,5007521.0 2025-11-17,317.0,310.03,313.4,5830215.0 2025-11-18,324.79,310.53,318.67,8540560.0 2025-11-19,323.44,316.13,318.3,5868724.0 2025-11-20,319.2,307.21,307.55,6390287.0 2025-11-21,311.5,304.1,305.71,5544525.0 2025-11-24,323.95,303.33,323.0,8565496.0 2025-11-25,329.98,318.01,319.0,7671594.0 2025-11-26,324.76,315.67,319.45,6541203.0 2025-11-27,319.4,311.56,312.02,5217198.0 2025-11-28,314.37,309.5,311.31,3657342.0 2025-12-01,318.2,308.2,317.08,5171801.0 2025-12-02,317.74,307.28,309.3,4251097.0 2025-12-03,309.93,302.01,303.49,4116241.0 2025-12-04,305.31,300.05,301.19,3766630.0 2025-12-05,304.99,299.13,304.83,4279364.0 2025-12-08,307.93,304.5,305.45,4452044.0 2025-12-09,307.66,300.61,303.22,4049100.0 2025-12-10,306.0,298.01,306.0,3730559.0 2025-12-11,304.5,296.0,296.01,5102132.0 2025-12-12,308.42,294.54,307.9,7709513.0 2025-12-15,309.39,303.02,307.6,3969174.0 2025-12-16,309.89,304.96,307.31,3285053.0 2025-12-17,312.7,305.33,312.42,4150674.0 2025-12-18,314.3,306.95,306.95,3546049.0 2025-12-19,308.5,302.7,303.6,3708264.0 2025-12-22,306.98,301.67,303.6,3746747.0 2025-12-23,309.5,302.3,303.0,3509089.0 ", 1438,CN,technical,对于蔡金振荡指标,牧原股份2024年01月23日的值是多少?(标准版:快线3,慢线10;从前60个数据开始计算,EMA初始值用首个数据点)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,-10826512.8612,easy,volume,ChaikinOsc = EMA_{n_{fast}}(ADL) - EMA_{n_{slow}}(ADL),"date,high,low,close,volume 2023-10-30,37.85,35.85,37.81,46181544.0 2023-10-31,37.95,37.0,37.76,29489107.0 2023-11-01,38.36,37.41,37.86,23626210.0 2023-11-02,38.76,37.75,37.8,22267758.0 2023-11-03,38.39,37.38,38.21,29361851.0 2023-11-06,38.21,36.8,37.5,31378942.0 2023-11-07,37.68,37.0,37.31,20139916.0 2023-11-08,37.43,36.8,37.07,15859240.0 2023-11-09,37.6,36.82,37.22,13718559.0 2023-11-10,37.61,36.92,37.41,15852110.0 2023-11-13,37.55,36.7,37.46,18700451.0 2023-11-14,37.86,37.25,37.47,12584807.0 2023-11-15,37.79,37.2,37.46,12577062.0 2023-11-16,37.64,37.1,37.12,9529064.0 2023-11-17,37.25,36.82,36.95,10533953.0 2023-11-20,38.32,36.96,38.12,31900174.0 2023-11-21,38.83,38.02,38.28,25437473.0 2023-11-22,39.1,37.99,38.55,23930443.0 2023-11-23,38.85,38.2,38.49,14034587.0 2023-11-24,39.18,38.25,38.94,23583649.0 2023-11-27,39.78,38.93,39.41,28806123.0 2023-11-28,39.4,38.56,38.78,18399405.0 2023-11-29,39.12,38.41,38.83,16507397.0 2023-11-30,39.18,38.76,39.08,12827372.0 2023-12-01,39.08,38.51,38.58,13105211.0 2023-12-04,40.35,38.08,39.91,40882704.0 2023-12-05,40.55,39.27,39.3,25336503.0 2023-12-06,40.99,39.0,40.63,36832065.0 2023-12-07,41.06,40.12,40.88,27847371.0 2023-12-08,41.12,40.05,40.1,21196716.0 2023-12-11,40.9,39.51,40.74,18132524.0 2023-12-12,40.88,40.0,40.47,11476833.0 2023-12-13,40.59,39.89,39.99,14786443.0 2023-12-14,40.39,38.21,39.47,29212853.0 2023-12-15,39.68,38.9,39.39,15303213.0 2023-12-18,40.33,39.11,39.97,17017014.0 2023-12-19,40.07,39.36,39.81,9682566.0 2023-12-20,39.96,39.03,39.2,12842407.0 2023-12-21,39.68,38.42,39.51,16839406.0 2023-12-22,40.29,39.28,39.91,15904140.0 2023-12-25,40.05,39.01,39.68,12251834.0 2023-12-26,39.8,39.3,39.46,9234697.0 2023-12-27,40.99,39.5,40.98,31647041.0 2023-12-28,41.08,40.52,40.78,18077904.0 2023-12-29,41.66,40.6,41.18,21017105.0 2024-01-02,41.86,40.9,41.5,17324253.0 2024-01-03,42.05,40.77,41.07,15142407.0 2024-01-04,41.19,40.64,40.96,13103602.0 2024-01-05,41.0,40.2,40.44,16109095.0 2024-01-08,40.64,39.07,39.07,25356529.0 2024-01-09,39.17,38.6,38.65,17449103.0 2024-01-10,38.84,35.25,36.73,60063998.0 2024-01-11,37.96,36.49,36.92,38506924.0 2024-01-12,38.11,36.35,37.71,23938779.0 2024-01-15,38.12,36.95,37.03,18748295.0 2024-01-16,37.79,36.85,37.57,20395842.0 2024-01-17,38.15,36.72,36.74,19078685.0 2024-01-18,37.29,35.69,37.12,25548353.0 2024-01-19,37.39,36.5,36.73,16137284.0 2024-01-22,36.9,35.5,35.86,22251928.0 2024-01-23,36.1,35.41,35.83,16702994.0 ", 1439,CN,technical,计算海尔智家2023年05月12日的蔡金振荡指标的值。(标准版:快线3,慢线10;从前60个数据开始计算,EMA初始值用首个数据点)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,-27807418.1678,easy,volume,ChaikinOsc = EMA_{n_{fast}}(ADL) - EMA_{n_{slow}}(ADL),"date,high,low,close,volume 2023-02-13,26.77,26.0,26.7,21380110.0 2023-02-14,26.85,26.56,26.77,13831700.0 2023-02-15,26.78,26.16,26.26,17796911.0 2023-02-16,26.85,26.1,26.3,21854544.0 2023-02-17,26.52,25.88,25.94,13679426.0 2023-02-20,27.7,25.97,27.55,47885877.0 2023-02-21,27.69,27.23,27.6,20527891.0 2023-02-22,27.6,27.15,27.41,17601814.0 2023-02-23,27.85,26.99,27.14,22696652.0 2023-02-24,27.14,26.39,26.54,27798811.0 2023-02-27,26.51,25.91,26.24,23511972.0 2023-02-28,26.55,25.93,26.31,26371810.0 2023-03-01,26.65,25.43,26.17,41861398.0 2023-03-02,26.24,25.81,26.0,34486676.0 2023-03-03,26.22,25.8,25.98,27295377.0 2023-03-06,25.91,25.21,25.25,36738343.0 2023-03-07,25.48,24.65,24.78,31528822.0 2023-03-08,24.76,24.34,24.58,23755517.0 2023-03-09,24.63,24.08,24.15,32487373.0 2023-03-10,24.15,23.5,23.5,31284588.0 2023-03-13,24.45,23.59,24.11,41640143.0 2023-03-14,24.1,23.3,23.58,32525560.0 2023-03-15,23.92,23.56,23.7,23835217.0 2023-03-16,23.83,23.46,23.71,15619765.0 2023-03-17,23.96,23.32,23.38,30873564.0 2023-03-20,23.63,23.05,23.08,29783925.0 2023-03-21,23.95,23.09,23.83,31645280.0 2023-03-22,24.09,23.38,23.48,26763171.0 2023-03-23,23.62,23.3,23.4,20648294.0 2023-03-24,23.56,23.15,23.48,25021900.0 2023-03-27,23.71,23.22,23.36,29239529.0 2023-03-28,23.5,23.1,23.41,27197234.0 2023-03-29,23.56,23.25,23.49,26726222.0 2023-03-30,24.39,23.37,24.22,50438767.0 2023-03-31,23.89,22.55,22.68,130461595.0 2023-04-03,23.1,22.2,22.28,95872774.0 2023-04-04,22.41,21.57,22.0,73414842.0 2023-04-06,22.3,21.79,22.29,38539584.0 2023-04-07,22.7,22.17,22.49,34415955.0 2023-04-10,22.65,22.4,22.55,24974387.0 2023-04-11,22.99,22.58,22.72,45644702.0 2023-04-12,23.5,22.77,22.99,49481744.0 2023-04-13,22.96,22.64,22.78,31742472.0 2023-04-14,23.08,22.72,22.76,28296700.0 2023-04-17,23.45,22.73,23.4,56376765.0 2023-04-18,23.64,23.21,23.52,40535499.0 2023-04-19,23.5,22.8,22.93,41141465.0 2023-04-20,23.65,22.88,23.49,55081050.0 2023-04-21,23.65,23.01,23.05,38993950.0 2023-04-24,23.35,22.42,22.61,34878207.0 2023-04-25,22.74,22.1,22.49,28641537.0 2023-04-26,22.82,22.25,22.46,19978499.0 2023-04-27,22.55,22.12,22.45,28879148.0 2023-04-28,23.82,23.11,23.7,75011476.0 2023-05-04,23.95,23.46,23.5,40950071.0 2023-05-05,23.75,22.51,22.6,43462173.0 2023-05-08,22.7,22.12,22.38,36159307.0 2023-05-09,22.69,22.17,22.26,34742300.0 2023-05-10,22.83,22.17,22.64,27457295.0 2023-05-11,22.9,22.33,22.37,22193239.0 2023-05-12,22.84,22.3,22.41,28337069.0 ", 1440,CN,technical,华润三九2022年01月07日至2022年05月22日的年化收益率的值是?(A股按一年242个交易日;单位:%)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,19.4118,easy,return,((P_T / P_0)^{242 / N} - 1) * 100%,"date,close 2022-01-07,37.95 2022-05-20,40.39 ", 1441,CN,technical,2023年06月24日到2024年03月31日,软通动力的年化收益率是多少?(A股按一年242个交易日;单位:%)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,94.7208,easy,return,((P_T / P_0)^{242 / N} - 1) * 100%,"date,close 2023-06-26,27.85 2024-03-29,46.48 ", 1442,CN,technical,中国国航的年化收益率,在2023年06月12日-2024年03月16日期间为多少?(A股按一年242个交易日;单位:%)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,-12.3771,easy,return,((P_T / P_0)^{242 / N} - 1) * 100%,"date,close 2023-06-12,8.37 2024-03-15,7.57 ", 1443,CN,technical,对于2023年03月02日-2024年01月08日的年化收益率,双汇发展的值是?(A股按一年242个交易日;单位:%)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,-0.0869,easy,return,((P_T / P_0)^{242 / N} - 1) * 100%,"date,close 2023-03-02,26.66 2024-01-08,26.64 ", 1444,CN,technical,计算爱美客2022年10月24日至2023年03月08日的年化收益率。(A股按一年242个交易日;单位:%)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,110.5469,easy,return,((P_T / P_0)^{242 / N} - 1) * 100%,"date,close 2022-10-24,427.0 2023-03-08,564.96 ", 1445,CN,technical,盐湖股份2024年12月17日至2025年06月18日的年化波动率的值是?(A股按一年242个交易日;单位:%)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,22.3338,easy,risk,r_t = P_t / P_{t-1} - 1;AnnVol = \sigma(r) * \sqrt{242} * 100%,"date,close 2024-12-16,16.54 2024-12-17,16.53 2024-12-18,16.6 2024-12-19,16.89 2024-12-20,16.68 2024-12-23,16.54 2024-12-24,16.84 2024-12-25,16.45 2024-12-26,16.47 2024-12-27,16.4 2024-12-30,16.45 2024-12-31,16.46 2025-01-02,16.25 2025-01-03,16.34 2025-01-06,16.62 2025-01-07,16.68 2025-01-08,16.2 2025-01-09,16.25 2025-01-10,15.9 2025-01-13,16.09 2025-01-14,16.49 2025-01-15,16.49 2025-01-16,16.53 2025-01-17,16.79 2025-01-20,16.55 2025-01-21,16.31 2025-01-22,16.2 2025-01-23,16.15 2025-01-24,16.25 2025-01-27,16.53 2025-02-05,16.31 2025-02-06,16.71 2025-02-07,16.71 2025-02-10,16.69 2025-02-11,16.47 2025-02-12,16.72 2025-02-13,16.78 2025-02-14,16.76 2025-02-17,16.65 2025-02-18,16.57 2025-02-19,16.43 2025-02-20,16.37 2025-02-21,16.52 2025-02-24,17.2 2025-02-25,17.06 2025-02-26,16.87 2025-02-27,16.81 2025-02-28,16.5 2025-03-03,16.84 2025-03-04,16.64 2025-03-05,16.51 2025-03-06,16.74 2025-03-07,16.75 2025-03-10,16.52 2025-03-11,16.53 2025-03-12,16.48 2025-03-13,16.71 2025-03-14,17.04 2025-03-17,16.97 2025-03-18,16.87 2025-03-19,16.7 2025-03-20,16.64 2025-03-21,16.6 2025-03-24,16.55 2025-03-25,16.76 2025-03-26,16.6 2025-03-27,16.63 2025-03-28,16.42 2025-03-31,16.56 2025-04-01,16.64 2025-04-02,16.59 2025-04-03,16.49 2025-04-07,15.1 2025-04-08,15.59 2025-04-09,16.19 2025-04-10,16.75 2025-04-11,16.57 2025-04-14,16.71 2025-04-15,16.65 2025-04-16,16.51 2025-04-17,16.4 2025-04-18,16.41 2025-04-21,16.41 2025-04-22,16.37 2025-04-23,16.33 2025-04-24,16.34 2025-04-25,16.15 2025-04-28,16.11 2025-04-29,16.09 2025-04-30,16.0 2025-05-06,16.08 2025-05-07,16.11 2025-05-08,16.07 2025-05-09,15.95 2025-05-12,16.09 2025-05-13,16.11 2025-05-14,16.25 2025-05-15,16.0 2025-05-16,15.93 2025-05-19,15.87 2025-05-20,15.88 2025-05-21,16.07 2025-05-22,16.05 2025-05-23,16.06 2025-05-26,15.98 2025-05-27,15.93 2025-05-28,15.87 2025-05-29,15.91 2025-05-30,15.84 2025-06-03,15.77 2025-06-04,15.98 2025-06-05,16.17 2025-06-06,16.48 2025-06-09,16.41 2025-06-10,16.2 2025-06-11,16.51 2025-06-12,16.66 2025-06-13,16.66 2025-06-16,16.61 2025-06-17,16.57 2025-06-18,16.48 ", 1446,CN,technical,2024年11月17日到2025年07月07日,中国铝业的年化波动率是多少?(A股按一年242个交易日;单位:%)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,27.7761,easy,risk,r_t = P_t / P_{t-1} - 1;AnnVol = \sigma(r) * \sqrt{242} * 100%,"date,close 2024-11-15,7.98 2024-11-18,7.8 2024-11-19,7.94 2024-11-20,7.91 2024-11-21,7.93 2024-11-22,7.65 2024-11-25,7.57 2024-11-26,7.57 2024-11-27,7.64 2024-11-28,7.52 2024-11-29,7.52 2024-12-02,7.59 2024-12-03,7.59 2024-12-04,7.64 2024-12-05,7.54 2024-12-06,7.64 2024-12-09,7.64 2024-12-10,7.67 2024-12-11,7.88 2024-12-12,7.85 2024-12-13,7.6 2024-12-16,7.45 2024-12-17,7.39 2024-12-18,7.38 2024-12-19,7.39 2024-12-20,7.28 2024-12-23,7.29 2024-12-24,7.43 2024-12-25,7.38 2024-12-26,7.44 2024-12-27,7.28 2024-12-30,7.48 2024-12-31,7.35 2025-01-02,7.2 2025-01-03,7.3 2025-01-06,7.18 2025-01-07,7.2 2025-01-08,7.07 2025-01-09,7.22 2025-01-10,7.28 2025-01-13,7.43 2025-01-14,7.54 2025-01-15,7.4 2025-01-16,7.77 2025-01-17,7.8 2025-01-20,7.76 2025-01-21,7.67 2025-01-22,7.69 2025-01-23,7.62 2025-01-24,7.87 2025-01-27,7.76 2025-02-05,7.84 2025-02-06,7.65 2025-02-07,7.82 2025-02-10,7.88 2025-02-11,7.85 2025-02-12,7.69 2025-02-13,7.56 2025-02-14,7.66 2025-02-17,7.49 2025-02-18,7.45 2025-02-19,7.49 2025-02-20,7.51 2025-02-21,7.7 2025-02-24,7.69 2025-02-25,7.42 2025-02-26,7.41 2025-02-27,7.23 2025-02-28,7.15 2025-03-03,7.31 2025-03-04,7.24 2025-03-05,7.41 2025-03-06,7.65 2025-03-07,7.73 2025-03-10,7.79 2025-03-11,7.72 2025-03-12,7.74 2025-03-13,7.8 2025-03-14,7.8 2025-03-17,7.69 2025-03-18,7.75 2025-03-19,7.69 2025-03-20,7.74 2025-03-21,7.58 2025-03-24,7.83 2025-03-25,7.87 2025-03-26,7.68 2025-03-27,7.65 2025-03-28,7.58 2025-03-31,7.46 2025-04-01,7.61 2025-04-02,7.46 2025-04-03,7.17 2025-04-07,6.45 2025-04-08,6.28 2025-04-09,6.37 2025-04-10,6.63 2025-04-11,6.56 2025-04-14,6.58 2025-04-15,6.45 2025-04-16,6.41 2025-04-17,6.4 2025-04-18,6.4 2025-04-21,6.54 2025-04-22,6.48 2025-04-23,6.52 2025-04-24,6.48 2025-04-25,6.61 2025-04-28,6.48 2025-04-29,6.42 2025-04-30,6.4 2025-05-06,6.49 2025-05-07,6.5 2025-05-08,6.5 2025-05-09,6.42 2025-05-12,6.59 2025-05-13,6.59 2025-05-14,6.77 2025-05-15,6.69 2025-05-16,6.61 2025-05-19,6.62 2025-05-20,6.63 2025-05-21,6.79 2025-05-22,6.67 2025-05-23,6.62 2025-05-26,6.61 2025-05-27,6.49 2025-05-28,6.52 2025-05-29,6.6 2025-05-30,6.54 2025-06-03,6.68 2025-06-04,6.68 2025-06-05,6.68 2025-06-06,6.73 2025-06-09,6.82 2025-06-10,6.84 2025-06-11,6.94 2025-06-12,6.92 2025-06-13,6.8 2025-06-16,6.9 2025-06-17,6.93 2025-06-18,6.92 2025-06-19,6.79 2025-06-20,6.9 2025-06-23,6.91 2025-06-24,6.94 2025-06-25,6.92 2025-06-26,6.97 2025-06-27,7.12 2025-06-30,7.04 2025-07-01,7.08 2025-07-02,7.19 2025-07-03,7.18 2025-07-04,7.16 2025-07-07,7.04 ", 1447,CN,technical,华夏银行的年化波动率,在2020年03月03日-2021年01月17日期间为多少?(A股按一年242个交易日;单位:%)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,18.735,easy,risk,r_t = P_t / P_{t-1} - 1;AnnVol = \sigma(r) * \sqrt{242} * 100%,"date,close 2020-03-02,7.08 2020-03-03,7.12 2020-03-04,7.15 2020-03-05,7.25 2020-03-06,7.16 2020-03-09,7.05 2020-03-10,7.11 2020-03-11,7.07 2020-03-12,7.04 2020-03-13,6.95 2020-03-16,6.88 2020-03-17,6.84 2020-03-18,6.7 2020-03-19,6.47 2020-03-20,6.48 2020-03-23,6.33 2020-03-24,6.45 2020-03-25,6.55 2020-03-26,6.55 2020-03-27,6.54 2020-03-30,6.51 2020-03-31,6.47 2020-04-01,6.47 2020-04-02,6.52 2020-04-03,6.47 2020-04-07,6.55 2020-04-08,6.55 2020-04-09,6.53 2020-04-10,6.47 2020-04-13,6.42 2020-04-14,6.48 2020-04-15,6.46 2020-04-16,6.48 2020-04-17,6.48 2020-04-20,6.44 2020-04-21,6.4 2020-04-22,6.41 2020-04-23,6.4 2020-04-24,6.38 2020-04-27,6.42 2020-04-28,6.42 2020-04-29,6.57 2020-04-30,6.56 2020-05-06,6.51 2020-05-07,6.47 2020-05-08,6.52 2020-05-11,6.5 2020-05-12,6.46 2020-05-13,6.44 2020-05-14,6.4 2020-05-15,6.4 2020-05-18,6.42 2020-05-19,6.43 2020-05-20,6.42 2020-05-21,6.4 2020-05-22,6.34 2020-05-25,6.32 2020-05-26,6.33 2020-05-27,6.35 2020-05-28,6.39 2020-05-29,6.37 2020-06-01,6.42 2020-06-02,6.44 2020-06-03,6.44 2020-06-04,6.4 2020-06-05,6.39 2020-06-08,6.36 2020-06-09,6.38 2020-06-10,6.34 2020-06-11,6.3 2020-06-12,6.29 2020-06-15,6.27 2020-06-16,6.32 2020-06-17,6.33 2020-06-18,6.34 2020-06-19,6.13 2020-06-22,6.13 2020-06-23,6.1 2020-06-24,6.13 2020-06-29,6.11 2020-06-30,6.12 2020-07-01,6.2 2020-07-02,6.37 2020-07-03,6.51 2020-07-06,7.14 2020-07-07,6.94 2020-07-08,7.02 2020-07-09,6.96 2020-07-10,6.76 2020-07-13,6.75 2020-07-14,6.63 2020-07-15,6.51 2020-07-16,6.48 2020-07-17,6.43 2020-07-20,6.61 2020-07-21,6.58 2020-07-22,6.58 2020-07-23,6.46 2020-07-24,6.33 2020-07-27,6.31 2020-07-28,6.35 2020-07-29,6.42 2020-07-30,6.37 2020-07-31,6.36 2020-08-03,6.41 2020-08-04,6.48 2020-08-05,6.42 2020-08-06,6.44 2020-08-07,6.36 2020-08-10,6.42 2020-08-11,6.39 2020-08-12,6.4 2020-08-13,6.39 2020-08-14,6.44 2020-08-17,6.63 2020-08-18,6.55 2020-08-19,6.53 2020-08-20,6.43 2020-08-21,6.43 2020-08-24,6.42 2020-08-25,6.42 2020-08-26,6.38 2020-08-27,6.37 2020-08-28,6.43 2020-08-31,6.43 2020-09-01,6.38 2020-09-02,6.33 2020-09-03,6.3 2020-09-04,6.23 2020-09-07,6.23 2020-09-08,6.29 2020-09-09,6.25 2020-09-10,6.2 2020-09-11,6.22 2020-09-14,6.23 2020-09-15,6.22 2020-09-16,6.25 2020-09-17,6.25 2020-09-18,6.34 2020-09-21,6.32 2020-09-22,6.24 2020-09-23,6.2 2020-09-24,6.18 2020-09-25,6.18 2020-09-28,6.17 2020-09-29,6.14 2020-09-30,6.13 2020-10-09,6.16 2020-10-12,6.24 2020-10-13,6.22 2020-10-14,6.2 2020-10-15,6.24 2020-10-16,6.27 2020-10-19,6.3 2020-10-20,6.24 2020-10-21,6.34 2020-10-22,6.29 2020-10-23,6.36 2020-10-26,6.24 2020-10-27,6.24 2020-10-28,6.18 2020-10-29,6.16 2020-10-30,6.06 2020-11-02,6.05 2020-11-03,6.14 2020-11-04,6.19 2020-11-05,6.2 2020-11-06,6.21 2020-11-09,6.26 2020-11-10,6.24 2020-11-11,6.27 2020-11-12,6.3 2020-11-13,6.19 2020-11-16,6.25 2020-11-17,6.28 2020-11-18,6.38 2020-11-19,6.37 2020-11-20,6.35 2020-11-23,6.44 2020-11-24,6.4 2020-11-25,6.36 2020-11-26,6.41 2020-11-27,6.53 2020-11-30,6.53 2020-12-01,6.68 2020-12-02,6.6 2020-12-03,6.71 2020-12-04,6.55 2020-12-07,6.44 2020-12-08,6.43 2020-12-09,6.37 2020-12-10,6.31 2020-12-11,6.31 2020-12-14,6.26 2020-12-15,6.22 2020-12-16,6.18 2020-12-17,6.24 2020-12-18,6.23 2020-12-21,6.24 2020-12-22,6.18 2020-12-23,6.18 2020-12-24,6.17 2020-12-25,6.17 2020-12-28,6.14 2020-12-29,6.15 2020-12-30,6.19 2020-12-31,6.25 2021-01-04,6.21 2021-01-05,6.26 2021-01-06,6.27 2021-01-07,6.24 2021-01-08,6.25 2021-01-11,6.17 2021-01-12,6.16 2021-01-13,6.16 2021-01-14,6.17 2021-01-15,6.23 ", 1448,CN,technical,对于2024年01月27日-2024年09月19日的年化波动率,长城汽车的值是?(A股按一年242个交易日;单位:%)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,33.1005,easy,risk,r_t = P_t / P_{t-1} - 1;AnnVol = \sigma(r) * \sqrt{242} * 100%,"date,close 2024-01-26,21.96 2024-01-29,21.15 2024-01-30,21.04 2024-01-31,20.43 2024-02-01,20.71 2024-02-02,20.0 2024-02-05,19.87 2024-02-06,21.43 2024-02-07,21.81 2024-02-08,22.18 2024-02-19,22.08 2024-02-20,21.62 2024-02-21,21.98 2024-02-22,22.06 2024-02-23,22.44 2024-02-26,23.2 2024-02-27,23.49 2024-02-28,22.62 2024-02-29,23.4 2024-03-01,23.92 2024-03-04,23.25 2024-03-05,23.59 2024-03-06,23.89 2024-03-07,23.38 2024-03-08,23.25 2024-03-11,23.73 2024-03-12,23.96 2024-03-13,24.33 2024-03-14,24.1 2024-03-15,24.37 2024-03-18,24.56 2024-03-19,24.03 2024-03-20,23.85 2024-03-21,23.61 2024-03-22,23.35 2024-03-25,23.11 2024-03-26,23.38 2024-03-27,22.9 2024-03-28,22.82 2024-03-29,22.84 2024-04-01,23.8 2024-04-02,23.91 2024-04-03,23.86 2024-04-08,24.31 2024-04-09,24.7 2024-04-10,25.2 2024-04-11,25.97 2024-04-12,25.43 2024-04-15,25.68 2024-04-16,25.23 2024-04-17,25.59 2024-04-18,25.49 2024-04-19,25.71 2024-04-22,24.45 2024-04-23,24.52 2024-04-24,24.75 2024-04-25,26.59 2024-04-26,26.32 2024-04-29,26.3 2024-04-30,26.2 2024-05-06,26.25 2024-05-07,26.52 2024-05-08,25.92 2024-05-09,26.25 2024-05-10,26.0 2024-05-13,26.17 2024-05-14,28.35 2024-05-15,27.71 2024-05-16,27.5 2024-05-17,27.61 2024-05-20,27.4 2024-05-21,27.09 2024-05-22,27.04 2024-05-23,26.9 2024-05-24,26.03 2024-05-27,26.44 2024-05-28,26.0 2024-05-29,26.27 2024-05-30,26.4 2024-05-31,25.97 2024-06-03,25.98 2024-06-04,25.08 2024-06-05,25.45 2024-06-06,25.48 2024-06-07,25.01 2024-06-11,25.15 2024-06-12,24.66 2024-06-13,24.75 2024-06-14,24.74 2024-06-17,25.38 2024-06-18,25.8 2024-06-19,25.82 2024-06-20,25.36 2024-06-21,25.98 2024-06-24,25.4 2024-06-25,25.6 2024-06-26,25.48 2024-06-27,25.13 2024-06-28,25.3 2024-07-01,25.28 2024-07-02,24.72 2024-07-03,24.38 2024-07-04,24.01 2024-07-05,23.72 2024-07-08,23.87 2024-07-09,24.4 2024-07-10,25.21 2024-07-11,26.22 2024-07-12,26.35 2024-07-15,26.24 2024-07-16,26.61 2024-07-17,26.39 2024-07-18,26.26 2024-07-19,26.33 2024-07-22,26.09 2024-07-23,25.3 2024-07-24,23.8 2024-07-25,23.56 2024-07-26,24.17 2024-07-29,23.8 2024-07-30,22.99 2024-07-31,23.62 2024-08-01,23.4 2024-08-02,22.89 2024-08-05,22.49 2024-08-06,22.4 2024-08-07,22.44 2024-08-08,22.29 2024-08-09,22.28 2024-08-12,22.21 2024-08-13,22.3 2024-08-14,22.02 2024-08-15,22.28 2024-08-16,22.33 2024-08-19,22.57 2024-08-20,22.25 2024-08-21,22.44 2024-08-22,22.15 2024-08-23,22.47 2024-08-26,22.36 2024-08-27,22.22 2024-08-28,21.83 2024-08-29,22.31 2024-08-30,23.16 2024-09-02,22.08 2024-09-03,22.42 2024-09-04,22.89 2024-09-05,23.27 2024-09-06,23.27 2024-09-09,22.96 2024-09-10,23.0 2024-09-11,23.52 2024-09-12,23.33 2024-09-13,23.13 2024-09-18,23.88 2024-09-19,23.91 ", 1449,CN,technical,计算传音控股2020年08月24日至2021年02月05日的年化波动率。(A股按一年242个交易日;单位:%)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,69.6107,easy,risk,r_t = P_t / P_{t-1} - 1;AnnVol = \sigma(r) * \sqrt{242} * 100%,"date,close 2020-08-21,95.95 2020-08-24,100.61 2020-08-25,101.22 2020-08-26,106.7 2020-08-27,111.04 2020-08-28,111.35 2020-08-31,111.73 2020-09-01,104.67 2020-09-02,95.69 2020-09-03,95.11 2020-09-04,96.94 2020-09-07,94.37 2020-09-08,98.13 2020-09-09,97.5 2020-09-10,106.89 2020-09-11,107.18 2020-09-14,103.8 2020-09-15,100.97 2020-09-16,96.53 2020-09-17,95.3 2020-09-18,97.76 2020-09-21,98.29 2020-09-22,97.3 2020-09-23,94.0 2020-09-24,91.35 2020-09-25,87.42 2020-09-28,87.98 2020-09-29,89.0 2020-09-30,96.82 2020-10-09,102.66 2020-10-12,99.55 2020-10-13,100.68 2020-10-14,98.42 2020-10-15,97.86 2020-10-16,96.32 2020-10-19,98.47 2020-10-20,97.1 2020-10-21,95.49 2020-10-22,95.66 2020-10-23,92.3 2020-10-26,91.47 2020-10-27,93.8 2020-10-28,105.9 2020-10-29,118.8 2020-10-30,122.05 2020-11-02,126.34 2020-11-03,126.36 2020-11-04,126.6 2020-11-05,130.51 2020-11-06,128.01 2020-11-09,134.5 2020-11-10,135.99 2020-11-11,129.1 2020-11-12,129.83 2020-11-13,142.0 2020-11-16,144.07 2020-11-17,139.8 2020-11-18,133.5 2020-11-19,145.0 2020-11-20,141.33 2020-11-23,145.0 2020-11-24,138.75 2020-11-25,138.82 2020-11-26,139.47 2020-11-27,139.51 2020-11-30,137.81 2020-12-01,146.29 2020-12-02,145.57 2020-12-03,146.85 2020-12-04,144.12 2020-12-07,136.72 2020-12-08,142.88 2020-12-09,134.8 2020-12-10,133.64 2020-12-11,138.46 2020-12-14,136.5 2020-12-15,134.16 2020-12-16,129.65 2020-12-17,128.38 2020-12-18,125.78 2020-12-21,132.16 2020-12-22,135.74 2020-12-23,135.3 2020-12-24,132.0 2020-12-25,137.99 2020-12-28,140.1 2020-12-29,141.9 2020-12-30,145.0 2020-12-31,152.14 2021-01-04,159.61 2021-01-05,163.03 2021-01-06,159.71 2021-01-07,151.0 2021-01-08,147.1 2021-01-11,150.85 2021-01-12,146.98 2021-01-13,147.65 2021-01-14,158.61 2021-01-15,162.6 2021-01-18,164.74 2021-01-19,155.12 2021-01-20,177.0 2021-01-21,192.06 2021-01-22,191.0 2021-01-25,207.51 2021-01-26,197.0 2021-01-27,190.0 2021-01-28,185.2 2021-01-29,206.0 2021-02-01,187.14 2021-02-02,193.78 2021-02-03,193.56 2021-02-04,205.75 2021-02-05,222.0 ", 1450,CN,technical,恒瑞医药2019年03月21日至2020年02月14日的偏度的值是?使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,-0.9312,easy,risk,Skew(r) = E[(r - \mu)^3] / \sigma^3,"date,close 2019-03-20,72.72 2019-03-21,72.4 2019-03-22,73.13 2019-03-25,71.2 2019-03-26,71.55 2019-03-27,74.36 2019-03-28,64.65 2019-03-29,65.42 2019-04-01,65.75 2019-04-02,65.28 2019-04-03,65.58 2019-04-04,66.14 2019-04-08,63.98 2019-04-09,64.82 2019-04-10,65.73 2019-04-11,63.98 2019-04-12,64.62 2019-04-15,63.35 2019-04-16,64.86 2019-04-17,64.53 2019-04-18,64.13 2019-04-19,64.45 2019-04-22,62.14 2019-04-23,62.84 2019-04-24,62.85 2019-04-25,63.9 2019-04-26,62.33 2019-04-29,65.32 2019-04-30,65.75 2019-05-06,64.2 2019-05-07,66.14 2019-05-08,64.23 2019-05-09,62.5 2019-05-10,64.12 2019-05-13,64.17 2019-05-14,63.03 2019-05-15,65.41 2019-05-16,64.28 2019-05-17,62.76 2019-05-20,60.25 2019-05-21,60.81 2019-05-22,61.06 2019-05-23,59.61 2019-05-24,60.07 2019-05-27,61.2 2019-05-28,62.52 2019-05-29,61.91 2019-05-30,61.91 2019-05-31,62.16 2019-06-03,63.22 2019-06-04,62.03 2019-06-05,59.0 2019-06-06,57.98 2019-06-10,58.63 2019-06-11,60.12 2019-06-12,60.35 2019-06-13,61.3 2019-06-14,61.28 2019-06-17,61.6 2019-06-18,62.59 2019-06-19,64.38 2019-06-20,65.51 2019-06-21,65.9 2019-06-24,66.06 2019-06-25,66.03 2019-06-26,66.5 2019-06-27,66.9 2019-06-28,66.0 2019-07-01,68.23 2019-07-02,70.21 2019-07-03,68.37 2019-07-04,66.11 2019-07-05,67.4 2019-07-08,66.5 2019-07-09,66.48 2019-07-10,67.41 2019-07-11,66.66 2019-07-12,66.45 2019-07-15,67.38 2019-07-16,66.06 2019-07-17,66.24 2019-07-18,66.02 2019-07-19,66.02 2019-07-22,66.54 2019-07-23,66.05 2019-07-24,66.6 2019-07-25,66.72 2019-07-26,66.82 2019-07-29,66.65 2019-07-30,66.96 2019-07-31,66.94 2019-08-01,66.73 2019-08-02,66.04 2019-08-05,64.1 2019-08-06,64.74 2019-08-07,65.5 2019-08-08,66.66 2019-08-09,66.88 2019-08-12,67.25 2019-08-13,67.06 2019-08-14,68.69 2019-08-15,69.0 2019-08-16,69.12 2019-08-19,71.94 2019-08-20,71.96 2019-08-21,71.71 2019-08-22,71.73 2019-08-23,76.6 2019-08-26,75.55 2019-08-27,75.8 2019-08-28,77.12 2019-08-29,76.94 2019-08-30,80.05 2019-09-02,79.61 2019-09-03,78.5 2019-09-04,78.28 2019-09-05,78.48 2019-09-06,80.11 2019-09-09,79.25 2019-09-10,80.57 2019-09-11,78.09 2019-09-12,78.6 2019-09-16,79.76 2019-09-17,79.03 2019-09-18,79.81 2019-09-19,80.14 2019-09-20,81.5 2019-09-23,81.1 2019-09-24,82.5 2019-09-25,82.83 2019-09-26,81.31 2019-09-27,81.05 2019-09-30,80.68 2019-10-08,80.35 2019-10-09,78.69 2019-10-10,83.0 2019-10-11,83.39 2019-10-14,83.56 2019-10-15,85.25 2019-10-16,85.97 2019-10-17,85.8 2019-10-18,84.27 2019-10-21,82.61 2019-10-22,83.69 2019-10-23,82.78 2019-10-24,82.71 2019-10-25,87.54 2019-10-28,91.08 2019-10-29,90.76 2019-10-30,90.18 2019-10-31,90.88 2019-11-01,92.5 2019-11-04,92.2 2019-11-05,91.3 2019-11-06,91.19 2019-11-07,90.58 2019-11-08,91.3 2019-11-11,88.88 2019-11-12,89.67 2019-11-13,91.39 2019-11-14,94.33 2019-11-15,92.7 2019-11-18,92.9 2019-11-19,95.63 2019-11-20,95.0 2019-11-21,92.6 2019-11-22,88.98 2019-11-25,88.12 2019-11-26,88.9 2019-11-27,89.65 2019-11-28,89.68 2019-11-29,85.9 2019-12-02,83.73 2019-12-03,84.55 2019-12-04,85.65 2019-12-05,85.91 2019-12-06,87.1 2019-12-09,83.62 2019-12-10,84.5 2019-12-11,85.0 2019-12-12,85.1 2019-12-13,86.85 2019-12-16,85.25 2019-12-17,86.04 2019-12-18,84.75 2019-12-19,84.86 2019-12-20,84.9 2019-12-23,85.23 2019-12-24,84.5 2019-12-25,83.38 2019-12-26,84.38 2019-12-27,84.38 2019-12-30,85.5 2019-12-31,87.52 2020-01-02,87.68 2020-01-03,85.95 2020-01-06,84.09 2020-01-07,84.87 2020-01-08,84.68 2020-01-09,86.88 2020-01-10,87.5 2020-01-13,87.84 2020-01-14,86.51 2020-01-15,86.93 2020-01-16,86.44 2020-01-17,90.66 2020-01-20,90.1 2020-01-21,90.37 2020-01-22,90.33 2020-01-23,87.99 2020-02-03,85.46 2020-02-04,86.75 2020-02-05,88.91 2020-02-06,90.09 2020-02-07,89.65 2020-02-10,88.5 2020-02-11,90.15 2020-02-12,92.96 2020-02-13,91.45 2020-02-14,91.55 ", 1451,CN,technical,2022年06月06日到2022年11月19日,中国石化的偏度是多少?使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,-1.9121,easy,risk,Skew(r) = E[(r - \mu)^3] / \sigma^3,"date,close 2022-06-02,4.42 2022-06-06,4.44 2022-06-07,4.48 2022-06-08,4.51 2022-06-09,4.52 2022-06-10,4.23 2022-06-13,4.17 2022-06-14,4.24 2022-06-15,4.2 2022-06-16,4.14 2022-06-17,4.12 2022-06-20,4.07 2022-06-21,4.07 2022-06-22,4.03 2022-06-23,4.07 2022-06-24,4.08 2022-06-27,4.1 2022-06-28,4.1 2022-06-29,4.1 2022-06-30,4.08 2022-07-01,4.08 2022-07-04,4.1 2022-07-05,4.12 2022-07-06,4.07 2022-07-07,4.06 2022-07-08,4.08 2022-07-11,4.08 2022-07-12,4.09 2022-07-13,4.07 2022-07-14,4.06 2022-07-15,4.02 2022-07-18,4.1 2022-07-19,4.1 2022-07-20,4.1 2022-07-21,4.09 2022-07-22,4.11 2022-07-25,4.1 2022-07-26,4.12 2022-07-27,4.1 2022-07-28,4.12 2022-07-29,4.11 2022-08-01,4.11 2022-08-02,4.08 2022-08-03,4.06 2022-08-04,4.07 2022-08-05,4.08 2022-08-08,4.1 2022-08-09,4.11 2022-08-10,4.11 2022-08-11,4.14 2022-08-12,4.15 2022-08-15,4.14 2022-08-16,4.12 2022-08-17,4.15 2022-08-18,4.13 2022-08-19,4.14 2022-08-22,4.17 2022-08-23,4.19 2022-08-24,4.16 2022-08-25,4.23 2022-08-26,4.25 2022-08-29,4.26 2022-08-30,4.29 2022-08-31,4.27 2022-09-01,4.23 2022-09-02,4.26 2022-09-05,4.34 2022-09-06,4.41 2022-09-07,4.41 2022-09-08,4.41 2022-09-09,4.45 2022-09-13,4.43 2022-09-14,4.38 2022-09-15,4.4 2022-09-16,4.3 2022-09-19,4.18 2022-09-20,4.22 2022-09-21,4.25 2022-09-22,4.39 2022-09-23,4.47 2022-09-26,4.27 2022-09-27,4.28 2022-09-28,4.25 2022-09-29,4.26 2022-09-30,4.29 2022-10-10,4.34 2022-10-11,4.32 2022-10-12,4.34 2022-10-13,4.28 2022-10-14,4.33 2022-10-17,4.29 2022-10-18,4.29 2022-10-19,4.26 2022-10-20,4.27 2022-10-21,4.34 2022-10-24,4.33 2022-10-25,4.28 2022-10-26,4.23 2022-10-27,4.28 2022-10-28,4.28 2022-10-31,4.07 2022-11-01,4.11 2022-11-02,4.12 2022-11-03,4.2 2022-11-04,4.23 2022-11-07,4.27 2022-11-08,4.28 2022-11-09,4.28 2022-11-10,4.25 2022-11-11,4.29 2022-11-14,4.29 2022-11-15,4.28 2022-11-16,4.3 2022-11-17,4.31 2022-11-18,4.25 ", 1452,CN,technical,春秋航空的偏度,在2023年07月30日-2023年08月26日期间为多少?使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,2.314,easy,risk,Skew(r) = E[(r - \mu)^3] / \sigma^3,"date,close 2023-07-28,61.39 2023-07-31,61.15 2023-08-01,61.6 2023-08-02,59.71 2023-08-03,58.88 2023-08-04,58.15 2023-08-07,57.83 2023-08-08,58.15 2023-08-09,57.66 2023-08-10,61.4 2023-08-11,61.11 2023-08-14,60.2 2023-08-15,59.82 2023-08-16,59.74 2023-08-17,59.53 2023-08-18,59.39 2023-08-21,57.51 2023-08-22,57.0 2023-08-23,56.5 2023-08-24,57.15 2023-08-25,56.21 ", 1453,CN,technical,对于2023年02月26日-2023年10月13日的偏度,歌尔股份的值是?使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.289,easy,risk,Skew(r) = E[(r - \mu)^3] / \sigma^3,"date,close 2023-02-24,21.16 2023-02-27,20.49 2023-02-28,21.55 2023-03-01,21.78 2023-03-02,21.45 2023-03-03,21.25 2023-03-06,20.99 2023-03-07,20.33 2023-03-08,20.39 2023-03-09,19.98 2023-03-10,19.82 2023-03-13,20.35 2023-03-14,19.93 2023-03-15,20.33 2023-03-16,19.97 2023-03-17,19.7 2023-03-20,20.53 2023-03-21,20.46 2023-03-22,21.19 2023-03-23,22.15 2023-03-24,22.49 2023-03-27,22.16 2023-03-28,21.32 2023-03-29,21.41 2023-03-30,21.3 2023-03-31,21.4 2023-04-03,21.82 2023-04-04,22.38 2023-04-06,23.49 2023-04-07,23.02 2023-04-10,22.64 2023-04-11,22.78 2023-04-12,24.24 2023-04-13,23.3 2023-04-14,23.37 2023-04-17,22.56 2023-04-18,20.3 2023-04-19,19.79 2023-04-20,19.66 2023-04-21,18.81 2023-04-24,18.12 2023-04-25,17.45 2023-04-26,17.52 2023-04-27,17.2 2023-04-28,17.74 2023-05-04,17.81 2023-05-05,17.61 2023-05-08,17.48 2023-05-09,17.98 2023-05-10,18.07 2023-05-11,18.43 2023-05-12,18.37 2023-05-15,18.45 2023-05-16,18.82 2023-05-17,18.96 2023-05-18,18.45 2023-05-19,18.6 2023-05-22,18.31 2023-05-23,18.14 2023-05-24,18.11 2023-05-25,18.22 2023-05-26,18.27 2023-05-29,17.97 2023-05-30,18.29 2023-05-31,18.38 2023-06-01,19.18 2023-06-02,19.31 2023-06-05,19.28 2023-06-06,17.96 2023-06-07,18.14 2023-06-08,17.83 2023-06-09,18.18 2023-06-12,18.18 2023-06-13,18.54 2023-06-14,18.21 2023-06-15,18.23 2023-06-16,18.48 2023-06-19,18.58 2023-06-20,18.62 2023-06-21,17.94 2023-06-26,17.42 2023-06-27,17.61 2023-06-28,17.39 2023-06-29,17.73 2023-06-30,17.75 2023-07-03,18.59 2023-07-04,19.08 2023-07-05,18.82 2023-07-06,18.7 2023-07-07,18.52 2023-07-10,18.43 2023-07-11,18.59 2023-07-12,18.09 2023-07-13,18.65 2023-07-14,18.37 2023-07-17,18.25 2023-07-18,18.09 2023-07-19,18.03 2023-07-20,17.7 2023-07-21,17.57 2023-07-24,17.43 2023-07-25,17.72 2023-07-26,17.55 2023-07-27,17.41 2023-07-28,17.61 2023-07-31,17.9 2023-08-01,17.87 2023-08-02,17.84 2023-08-03,18.04 2023-08-04,18.1 2023-08-07,17.96 2023-08-08,17.89 2023-08-09,17.59 2023-08-10,17.72 2023-08-11,17.3 2023-08-14,16.8 2023-08-15,16.35 2023-08-16,16.31 2023-08-17,16.35 2023-08-18,16.01 2023-08-21,15.9 2023-08-22,15.75 2023-08-23,15.04 2023-08-24,14.85 2023-08-25,14.42 2023-08-28,14.72 2023-08-29,15.16 2023-08-30,15.32 2023-08-31,15.32 2023-09-01,15.43 2023-09-04,15.81 2023-09-05,15.79 2023-09-06,15.99 2023-09-07,15.62 2023-09-08,15.67 2023-09-11,16.0 2023-09-12,16.0 2023-09-13,15.56 2023-09-14,15.39 2023-09-15,15.35 2023-09-18,15.49 2023-09-19,15.24 2023-09-20,15.15 2023-09-21,15.04 2023-09-22,15.75 2023-09-25,15.53 2023-09-26,15.32 2023-09-27,15.3 2023-09-28,15.78 2023-10-09,17.36 2023-10-10,17.15 2023-10-11,18.31 2023-10-12,18.35 2023-10-13,18.33 ", 1454,CN,technical,计算中国核电2023年04月29日至2023年08月13日的偏度。使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.3689,easy,risk,Skew(r) = E[(r - \mu)^3] / \sigma^3,"date,close 2023-04-28,6.9 2023-05-04,7.16 2023-05-05,7.09 2023-05-08,7.23 2023-05-09,7.09 2023-05-10,7.12 2023-05-11,7.16 2023-05-12,7.16 2023-05-15,7.02 2023-05-16,7.01 2023-05-17,7.1 2023-05-18,7.07 2023-05-19,6.93 2023-05-22,7.01 2023-05-23,6.87 2023-05-24,6.78 2023-05-25,6.86 2023-05-26,6.98 2023-05-29,7.09 2023-05-30,7.13 2023-05-31,7.04 2023-06-01,7.0 2023-06-02,6.93 2023-06-05,6.84 2023-06-06,6.7 2023-06-07,6.71 2023-06-08,6.84 2023-06-09,6.88 2023-06-12,6.88 2023-06-13,6.87 2023-06-14,6.74 2023-06-15,6.78 2023-06-16,6.78 2023-06-19,6.76 2023-06-20,6.84 2023-06-21,6.78 2023-06-26,6.86 2023-06-27,6.88 2023-06-28,7.1 2023-06-29,7.11 2023-06-30,7.05 2023-07-03,7.11 2023-07-04,7.06 2023-07-05,7.03 2023-07-06,7.19 2023-07-07,7.38 2023-07-10,7.37 2023-07-11,7.33 2023-07-12,7.39 2023-07-13,7.31 2023-07-14,7.2 2023-07-17,7.21 2023-07-18,7.15 2023-07-19,7.18 2023-07-20,7.06 2023-07-21,7.07 2023-07-24,7.14 2023-07-25,7.06 2023-07-26,7.17 2023-07-27,7.24 2023-07-28,7.28 2023-07-31,7.31 2023-08-01,7.29 2023-08-02,7.18 2023-08-03,7.34 2023-08-04,7.31 2023-08-07,7.46 2023-08-08,7.47 2023-08-09,7.32 2023-08-10,7.35 2023-08-11,7.19 ", 1455,CN,technical,伊利股份2023年11月10日至2024年02月13日的超额峰度的值是?使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.5601,easy,risk,Kurt(r) = E[(r - \mu)^4] / \sigma^4 - 3,"date,close 2023-11-09,27.63 2023-11-10,27.52 2023-11-13,27.43 2023-11-14,27.27 2023-11-15,27.26 2023-11-16,27.02 2023-11-17,26.95 2023-11-20,27.16 2023-11-21,27.45 2023-11-22,27.2 2023-11-23,27.31 2023-11-24,27.35 2023-11-27,27.18 2023-11-28,27.27 2023-11-29,27.05 2023-11-30,27.25 2023-12-01,27.05 2023-12-04,26.8 2023-12-05,26.43 2023-12-06,26.43 2023-12-07,26.35 2023-12-08,26.36 2023-12-11,26.33 2023-12-12,26.45 2023-12-13,25.83 2023-12-14,25.88 2023-12-15,25.51 2023-12-18,25.6 2023-12-19,25.45 2023-12-20,25.33 2023-12-21,25.66 2023-12-22,26.0 2023-12-25,26.1 2023-12-26,25.81 2023-12-27,26.13 2023-12-28,26.85 2023-12-29,26.75 2024-01-02,26.27 2024-01-03,26.06 2024-01-04,25.97 2024-01-05,26.12 2024-01-08,26.15 2024-01-09,26.31 2024-01-10,26.57 2024-01-11,26.6 2024-01-12,26.75 2024-01-15,26.71 2024-01-16,26.9 2024-01-17,26.4 2024-01-18,26.75 2024-01-19,26.87 2024-01-22,26.68 2024-01-23,26.46 2024-01-24,26.8 2024-01-25,27.07 2024-01-26,27.2 2024-01-29,27.49 2024-01-30,27.28 2024-01-31,27.09 2024-02-01,26.96 2024-02-02,26.96 2024-02-05,27.65 2024-02-06,28.14 2024-02-07,28.28 2024-02-08,28.18 ", 1456,CN,technical,2022年02月03日到2022年02月21日,格力电器的超额峰度是多少?使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1.2481,easy,risk,Kurt(r) = E[(r - \mu)^4] / \sigma^4 - 3,"date,close 2022-01-28,37.83 2022-02-07,38.22 2022-02-08,38.49 2022-02-09,38.58 2022-02-10,38.74 2022-02-11,39.9 2022-02-14,39.76 2022-02-15,39.14 2022-02-16,39.22 2022-02-17,38.64 2022-02-18,39.04 2022-02-21,38.83 ", 1457,CN,technical,阳光电源的超额峰度,在2020年11月18日-2021年01月27日期间为多少?使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,-0.6316,easy,risk,Kurt(r) = E[(r - \mu)^4] / \sigma^4 - 3,"date,close 2020-11-17,44.99 2020-11-18,44.1 2020-11-19,43.92 2020-11-20,45.67 2020-11-23,50.9 2020-11-24,51.26 2020-11-25,48.36 2020-11-26,47.99 2020-11-27,46.92 2020-11-30,48.06 2020-12-01,48.89 2020-12-02,47.33 2020-12-03,47.75 2020-12-04,47.0 2020-12-07,48.8 2020-12-08,51.88 2020-12-09,50.87 2020-12-10,56.38 2020-12-11,54.1 2020-12-14,57.14 2020-12-15,61.99 2020-12-16,62.99 2020-12-17,62.0 2020-12-18,61.38 2020-12-21,65.9 2020-12-22,62.9 2020-12-23,69.92 2020-12-24,70.4 2020-12-25,74.7 2020-12-28,73.96 2020-12-29,66.3 2020-12-30,67.97 2020-12-31,72.28 2021-01-04,78.19 2021-01-05,76.82 2021-01-06,80.16 2021-01-07,89.0 2021-01-08,85.23 2021-01-11,81.02 2021-01-12,86.91 2021-01-13,88.2 2021-01-14,88.8 2021-01-15,84.13 2021-01-18,86.1 2021-01-19,83.9 2021-01-20,92.2 2021-01-21,93.4 2021-01-22,98.8 2021-01-25,102.5 2021-01-26,95.58 2021-01-27,104.5 ", 1458,CN,technical,对于2024年04月29日-2024年08月01日的超额峰度,隆基绿能的值是?使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1.1864,easy,risk,Kurt(r) = E[(r - \mu)^4] / \sigma^4 - 3,"date,close 2024-04-26,18.62 2024-04-29,19.0 2024-04-30,18.2 2024-05-06,18.51 2024-05-07,18.77 2024-05-08,18.51 2024-05-09,18.96 2024-05-10,18.62 2024-05-13,18.92 2024-05-14,18.83 2024-05-15,18.67 2024-05-16,18.54 2024-05-17,18.62 2024-05-20,18.5 2024-05-21,18.3 2024-05-22,19.56 2024-05-23,18.93 2024-05-24,18.76 2024-05-27,18.53 2024-05-28,18.49 2024-05-29,19.0 2024-05-30,18.9 2024-05-31,18.59 2024-06-03,18.52 2024-06-04,18.63 2024-06-05,18.28 2024-06-06,17.18 2024-06-07,16.74 2024-06-11,16.59 2024-06-12,16.65 2024-06-13,16.51 2024-06-14,16.72 2024-06-17,16.72 2024-06-18,16.74 2024-06-19,16.36 2024-06-20,15.58 2024-06-21,15.46 2024-06-24,15.03 2024-06-25,14.44 2024-06-26,14.66 2024-06-27,14.26 2024-06-28,14.02 2024-07-01,14.05 2024-07-02,13.82 2024-07-03,13.85 2024-07-04,13.46 2024-07-05,13.51 2024-07-08,13.09 2024-07-09,13.16 2024-07-10,13.56 2024-07-11,14.22 2024-07-12,14.18 2024-07-15,13.89 2024-07-16,14.07 2024-07-17,14.1 2024-07-18,14.11 2024-07-19,14.39 2024-07-22,14.38 2024-07-23,14.02 2024-07-24,13.65 2024-07-25,13.98 2024-07-26,14.14 2024-07-29,13.83 2024-07-30,13.88 2024-07-31,14.5 2024-08-01,14.37 ", 1459,CN,technical,计算包钢股份2023年07月23日至2024年03月19日的超额峰度。使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,6.1,easy,risk,Kurt(r) = E[(r - \mu)^4] / \sigma^4 - 3,"date,close 2023-07-21,1.8 2023-07-24,1.79 2023-07-25,1.82 2023-07-26,1.86 2023-07-27,1.86 2023-07-28,1.89 2023-07-31,1.89 2023-08-01,1.93 2023-08-02,1.91 2023-08-03,1.92 2023-08-04,1.91 2023-08-07,1.9 2023-08-08,1.89 2023-08-09,1.89 2023-08-10,1.88 2023-08-11,1.84 2023-08-14,1.84 2023-08-15,1.84 2023-08-16,1.83 2023-08-17,1.83 2023-08-18,1.81 2023-08-21,1.8 2023-08-22,1.8 2023-08-23,1.78 2023-08-24,1.77 2023-08-25,1.77 2023-08-28,1.78 2023-08-29,1.8 2023-08-30,1.79 2023-08-31,1.79 2023-09-01,1.8 2023-09-04,1.83 2023-09-05,1.82 2023-09-06,1.8 2023-09-07,1.78 2023-09-08,1.78 2023-09-11,1.78 2023-09-12,1.79 2023-09-13,1.78 2023-09-14,1.78 2023-09-15,1.78 2023-09-18,1.78 2023-09-19,1.78 2023-09-20,1.77 2023-09-21,1.74 2023-09-22,1.75 2023-09-25,1.73 2023-09-26,1.71 2023-09-27,1.71 2023-09-28,1.72 2023-10-09,1.72 2023-10-10,1.71 2023-10-11,1.71 2023-10-12,1.72 2023-10-13,1.72 2023-10-16,1.69 2023-10-17,1.68 2023-10-18,1.62 2023-10-19,1.6 2023-10-20,1.59 2023-10-23,1.54 2023-10-24,1.58 2023-10-25,1.61 2023-10-26,1.61 2023-10-27,1.64 2023-10-30,1.64 2023-10-31,1.62 2023-11-01,1.61 2023-11-02,1.6 2023-11-03,1.61 2023-11-06,1.64 2023-11-07,1.63 2023-11-08,1.61 2023-11-09,1.6 2023-11-10,1.59 2023-11-13,1.62 2023-11-14,1.61 2023-11-15,1.62 2023-11-16,1.6 2023-11-17,1.6 2023-11-20,1.6 2023-11-21,1.6 2023-11-22,1.58 2023-11-23,1.58 2023-11-24,1.58 2023-11-27,1.56 2023-11-28,1.56 2023-11-29,1.55 2023-11-30,1.53 2023-12-01,1.55 2023-12-04,1.55 2023-12-05,1.54 2023-12-06,1.54 2023-12-07,1.53 2023-12-08,1.57 2023-12-11,1.54 2023-12-12,1.53 2023-12-13,1.49 2023-12-14,1.47 2023-12-15,1.46 2023-12-18,1.42 2023-12-19,1.42 2023-12-20,1.39 2023-12-21,1.41 2023-12-22,1.42 2023-12-25,1.43 2023-12-26,1.41 2023-12-27,1.4 2023-12-28,1.46 2023-12-29,1.46 2024-01-02,1.45 2024-01-03,1.46 2024-01-04,1.44 2024-01-05,1.43 2024-01-08,1.41 2024-01-09,1.41 2024-01-10,1.42 2024-01-11,1.43 2024-01-12,1.43 2024-01-15,1.43 2024-01-16,1.44 2024-01-17,1.42 2024-01-18,1.42 2024-01-19,1.41 2024-01-22,1.39 2024-01-23,1.39 2024-01-24,1.42 2024-01-25,1.47 2024-01-26,1.47 2024-01-29,1.46 2024-01-30,1.44 2024-01-31,1.42 2024-02-01,1.42 2024-02-02,1.41 2024-02-05,1.39 2024-02-06,1.47 2024-02-07,1.52 2024-02-08,1.52 2024-02-19,1.52 2024-02-20,1.51 2024-02-21,1.52 2024-02-22,1.53 2024-02-23,1.53 2024-02-26,1.52 2024-02-27,1.53 2024-02-28,1.52 2024-02-29,1.54 2024-03-01,1.53 2024-03-04,1.51 2024-03-05,1.52 2024-03-06,1.51 2024-03-07,1.56 2024-03-08,1.54 2024-03-11,1.54 2024-03-12,1.53 2024-03-13,1.53 2024-03-14,1.52 2024-03-15,1.58 2024-03-18,1.58 2024-03-19,1.7 ", 1460,CN,technical,海天味业2021年03月17日至2021年12月08日的下行偏差的值是?(默认目标收益率为0;无需年化)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.0228,easy,risk,"DD = \sqrt{1 / N * \sum_{t=1}^{N} min(r_t - rf, 0)^2}","date,close 2021-03-16,151.95 2021-03-17,152.87 2021-03-18,157.27 2021-03-19,152.05 2021-03-22,151.66 2021-03-23,148.5 2021-03-24,146.51 2021-03-25,147.91 2021-03-26,150.45 2021-03-29,152.06 2021-03-30,157.58 2021-03-31,159.8 2021-04-01,165.42 2021-04-02,170.4 2021-04-06,167.33 2021-04-07,170.23 2021-04-08,175.4 2021-04-09,171.79 2021-04-12,168.85 2021-04-13,170.6 2021-04-14,169.63 2021-04-15,169.25 2021-04-16,167.0 2021-04-19,169.24 2021-04-20,167.96 2021-04-21,167.85 2021-04-22,163.6 2021-04-23,170.8 2021-04-26,162.01 2021-04-27,163.33 2021-04-28,161.5 2021-04-29,166.0 2021-04-30,169.5 2021-05-06,164.99 2021-05-07,159.09 2021-05-10,159.6 2021-05-11,168.05 2021-05-12,168.68 2021-05-13,170.6 2021-05-14,173.57 2021-05-17,136.45 2021-05-18,134.67 2021-05-19,132.96 2021-05-20,133.0 2021-05-21,131.59 2021-05-24,132.3 2021-05-25,138.75 2021-05-26,137.1 2021-05-27,138.01 2021-05-28,135.83 2021-05-31,137.26 2021-06-01,138.96 2021-06-02,138.02 2021-06-03,136.8 2021-06-04,137.42 2021-06-07,136.13 2021-06-08,135.0 2021-06-09,135.8 2021-06-10,136.16 2021-06-11,134.68 2021-06-15,131.45 2021-06-16,133.9 2021-06-17,131.57 2021-06-18,129.5 2021-06-21,129.74 2021-06-22,130.92 2021-06-23,130.17 2021-06-24,130.01 2021-06-25,132.5 2021-06-28,132.48 2021-06-29,129.33 2021-06-30,128.95 2021-07-01,132.0 2021-07-02,126.24 2021-07-05,121.15 2021-07-06,117.59 2021-07-07,116.96 2021-07-08,117.34 2021-07-09,113.9 2021-07-12,116.87 2021-07-13,122.98 2021-07-14,124.82 2021-07-15,128.49 2021-07-16,123.11 2021-07-19,122.58 2021-07-20,123.86 2021-07-21,119.16 2021-07-22,119.6 2021-07-23,118.39 2021-07-26,116.04 2021-07-27,113.1 2021-07-28,112.7 2021-07-29,114.48 2021-07-30,114.64 2021-08-02,117.79 2021-08-03,119.08 2021-08-04,116.03 2021-08-05,117.35 2021-08-06,114.79 2021-08-09,121.06 2021-08-10,122.7 2021-08-11,119.56 2021-08-12,116.02 2021-08-13,115.68 2021-08-16,115.5 2021-08-17,111.9 2021-08-18,111.45 2021-08-19,110.42 2021-08-20,105.45 2021-08-23,104.98 2021-08-24,109.78 2021-08-25,109.29 2021-08-26,106.75 2021-08-27,106.09 2021-08-30,105.53 2021-08-31,94.98 2021-09-01,93.05 2021-09-02,89.8 2021-09-03,90.07 2021-09-06,92.02 2021-09-07,90.24 2021-09-08,90.75 2021-09-09,90.0 2021-09-10,90.77 2021-09-13,88.96 2021-09-14,88.18 2021-09-15,86.32 2021-09-16,89.06 2021-09-17,89.1 2021-09-22,87.08 2021-09-23,91.58 2021-09-24,100.74 2021-09-27,106.63 2021-09-28,107.67 2021-09-29,109.75 2021-09-30,110.0 2021-10-08,112.0 2021-10-11,109.92 2021-10-12,114.0 2021-10-13,113.55 2021-10-14,112.38 2021-10-15,114.67 2021-10-18,112.55 2021-10-19,115.8 2021-10-20,117.68 2021-10-21,117.0 2021-10-22,121.8 2021-10-25,118.45 2021-10-26,116.22 2021-10-27,116.25 2021-10-28,116.41 2021-10-29,117.02 2021-11-01,112.89 2021-11-02,120.0 2021-11-03,118.32 2021-11-04,123.52 2021-11-05,123.46 2021-11-08,120.05 2021-11-09,119.9 2021-11-10,117.54 2021-11-11,117.89 2021-11-12,116.4 2021-11-15,121.86 2021-11-16,121.46 2021-11-17,120.71 2021-11-18,118.98 2021-11-19,119.9 2021-11-22,118.08 2021-11-23,117.37 2021-11-24,116.38 2021-11-25,115.38 2021-11-26,114.66 2021-11-29,113.5 2021-11-30,112.3 2021-12-01,113.68 2021-12-02,112.7 2021-12-03,111.55 2021-12-06,109.86 2021-12-07,112.7 2021-12-08,112.8 ", 1461,CN,technical,2023年05月01日到2024年01月30日,润泽科技的下行偏差是多少?(默认目标收益率为0;无需年化)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.0386,easy,risk,"DD = \sqrt{1 / N * \sum_{t=1}^{N} min(r_t - rf, 0)^2}","date,close 2023-04-28,60.0 2023-05-04,58.78 2023-05-05,57.58 2023-05-08,57.75 2023-05-09,57.5 2023-05-10,56.05 2023-05-11,55.05 2023-05-12,54.92 2023-05-15,55.85 2023-05-16,56.59 2023-05-17,55.44 2023-05-18,55.58 2023-05-19,55.41 2023-05-22,54.18 2023-05-23,54.5 2023-05-24,29.86 2023-05-25,30.09 2023-05-26,31.79 2023-05-29,32.06 2023-05-30,32.6 2023-05-31,32.36 2023-06-01,32.35 2023-06-02,32.65 2023-06-05,32.23 2023-06-06,32.4 2023-06-07,32.18 2023-06-08,31.93 2023-06-09,33.56 2023-06-12,33.2 2023-06-13,34.55 2023-06-14,35.31 2023-06-15,33.69 2023-06-16,33.85 2023-06-19,36.08 2023-06-20,36.91 2023-06-21,34.8 2023-06-26,32.67 2023-06-27,32.69 2023-06-28,30.83 2023-06-29,30.4 2023-06-30,30.76 2023-07-03,31.05 2023-07-04,32.24 2023-07-05,31.42 2023-07-06,30.62 2023-07-07,30.42 2023-07-10,29.65 2023-07-11,29.4 2023-07-12,28.75 2023-07-13,28.53 2023-07-14,29.07 2023-07-17,28.74 2023-07-18,28.56 2023-07-19,28.67 2023-07-20,28.22 2023-07-21,27.89 2023-07-24,28.1 2023-07-25,28.44 2023-07-26,28.06 2023-07-27,29.36 2023-07-28,28.94 2023-07-31,28.4 2023-08-01,28.03 2023-08-02,27.68 2023-08-03,27.42 2023-08-04,28.6 2023-08-07,27.59 2023-08-08,27.69 2023-08-09,27.47 2023-08-10,27.98 2023-08-11,27.88 2023-08-14,28.17 2023-08-15,26.87 2023-08-16,23.48 2023-08-17,22.93 2023-08-18,22.65 2023-08-21,23.05 2023-08-22,23.61 2023-08-23,23.01 2023-08-24,23.07 2023-08-25,23.29 2023-08-28,23.48 2023-08-29,24.66 2023-08-30,25.89 2023-08-31,25.7 2023-09-01,25.5 2023-09-04,26.42 2023-09-05,26.4 2023-09-06,26.25 2023-09-07,25.91 2023-09-08,26.25 2023-09-11,25.7 2023-09-12,25.67 2023-09-13,24.83 2023-09-14,24.6 2023-09-15,24.39 2023-09-18,24.49 2023-09-19,23.89 2023-09-20,24.28 2023-09-21,24.17 2023-09-22,24.85 2023-09-25,24.51 2023-09-26,24.3 2023-09-27,24.53 2023-09-28,24.35 2023-10-09,24.27 2023-10-10,24.31 2023-10-11,24.53 2023-10-12,24.5 2023-10-13,24.14 2023-10-16,23.66 2023-10-17,23.85 2023-10-18,23.18 2023-10-19,22.78 2023-10-20,21.87 2023-10-23,20.8 2023-10-24,21.13 2023-10-25,22.24 2023-10-26,23.2 2023-10-27,23.29 2023-10-30,23.55 2023-10-31,23.35 2023-11-01,22.94 2023-11-02,22.26 2023-11-03,22.73 2023-11-06,23.52 2023-11-07,24.43 2023-11-08,24.7 2023-11-09,25.17 2023-11-10,24.16 2023-11-13,25.06 2023-11-14,26.12 2023-11-15,25.92 2023-11-16,26.5 2023-11-17,27.06 2023-11-20,27.6 2023-11-21,26.65 2023-11-22,26.74 2023-11-23,26.8 2023-11-24,26.48 2023-11-27,26.34 2023-11-28,27.1 2023-11-29,26.43 2023-11-30,27.0 2023-12-01,26.7 2023-12-04,26.9 2023-12-05,25.93 2023-12-06,26.02 2023-12-07,26.4 2023-12-08,27.47 2023-12-11,27.99 2023-12-12,27.7 2023-12-13,26.92 2023-12-14,26.64 2023-12-15,26.7 2023-12-18,25.88 2023-12-19,25.8 2023-12-20,25.46 2023-12-21,25.44 2023-12-22,24.55 2023-12-25,24.72 2023-12-26,24.12 2023-12-27,24.79 2023-12-28,24.86 2023-12-29,25.37 2024-01-02,24.54 2024-01-03,24.47 2024-01-04,24.18 2024-01-05,23.7 2024-01-08,23.08 2024-01-09,22.9 2024-01-10,22.41 2024-01-11,23.13 2024-01-12,22.7 2024-01-15,22.29 2024-01-16,22.22 2024-01-17,21.67 2024-01-18,21.79 2024-01-19,21.99 2024-01-22,20.5 2024-01-23,20.77 2024-01-24,20.83 2024-01-25,21.5 2024-01-26,21.0 2024-01-29,19.97 2024-01-30,20.37 ", 1462,CN,technical,通威股份的下行偏差,在2024年11月08日-2025年09月27日期间为多少?(默认目标收益率为0;无需年化)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.0188,easy,risk,"DD = \sqrt{1 / N * \sum_{t=1}^{N} min(r_t - rf, 0)^2}","date,close 2024-11-07,29.5 2024-11-08,30.09 2024-11-11,30.23 2024-11-12,29.63 2024-11-13,29.8 2024-11-14,28.9 2024-11-15,26.55 2024-11-18,26.74 2024-11-19,27.41 2024-11-20,27.0 2024-11-21,27.15 2024-11-22,25.99 2024-11-25,25.99 2024-11-26,26.31 2024-11-27,27.01 2024-11-28,27.02 2024-11-29,27.45 2024-12-02,27.54 2024-12-03,28.0 2024-12-04,26.86 2024-12-05,27.17 2024-12-06,26.01 2024-12-09,25.74 2024-12-10,25.26 2024-12-11,25.26 2024-12-12,25.25 2024-12-13,24.07 2024-12-16,23.59 2024-12-17,23.5 2024-12-18,23.47 2024-12-19,23.13 2024-12-20,22.66 2024-12-23,22.91 2024-12-24,23.86 2024-12-25,23.74 2024-12-26,22.39 2024-12-27,22.05 2024-12-30,22.6 2024-12-31,22.11 2025-01-02,22.09 2025-01-03,21.29 2025-01-06,21.14 2025-01-07,21.12 2025-01-08,21.15 2025-01-09,20.9 2025-01-10,20.05 2025-01-13,20.18 2025-01-14,20.71 2025-01-15,21.54 2025-01-16,21.72 2025-01-17,21.72 2025-01-20,21.17 2025-01-21,20.19 2025-01-22,19.98 2025-01-23,19.8 2025-01-24,20.71 2025-01-27,20.46 2025-02-05,20.58 2025-02-06,21.08 2025-02-07,22.74 2025-02-10,22.12 2025-02-11,21.39 2025-02-12,21.77 2025-02-13,21.43 2025-02-14,21.47 2025-02-17,21.78 2025-02-18,20.9 2025-02-19,21.19 2025-02-20,20.49 2025-02-21,20.58 2025-02-24,20.8 2025-02-25,21.42 2025-02-26,22.07 2025-02-27,21.56 2025-02-28,21.09 2025-03-03,21.31 2025-03-04,21.28 2025-03-05,20.64 2025-03-06,21.33 2025-03-07,21.42 2025-03-10,21.77 2025-03-11,22.07 2025-03-12,21.45 2025-03-13,21.02 2025-03-14,21.63 2025-03-17,21.66 2025-03-18,21.49 2025-03-19,21.12 2025-03-20,21.0 2025-03-21,20.79 2025-03-24,20.51 2025-03-25,20.5 2025-03-26,20.81 2025-03-27,20.32 2025-03-28,19.98 2025-03-31,19.13 2025-04-01,19.18 2025-04-02,18.89 2025-04-03,18.62 2025-04-07,16.76 2025-04-08,17.01 2025-04-09,17.2 2025-04-10,17.47 2025-04-11,17.31 2025-04-14,17.4 2025-04-15,17.25 2025-04-16,17.45 2025-04-17,17.27 2025-04-18,16.93 2025-04-21,17.01 2025-04-22,16.91 2025-04-23,17.01 2025-04-24,16.8 2025-04-25,16.66 2025-04-28,16.6 2025-04-29,16.31 2025-04-30,16.31 2025-05-06,16.63 2025-05-07,16.7 2025-05-08,16.9 2025-05-09,16.5 2025-05-12,17.06 2025-05-13,18.35 2025-05-14,17.79 2025-05-15,17.2 2025-05-16,17.22 2025-05-19,16.98 2025-05-20,17.15 2025-05-21,17.18 2025-05-22,16.99 2025-05-23,16.84 2025-05-26,17.13 2025-05-27,16.95 2025-05-28,16.88 2025-05-29,17.0 2025-05-30,16.29 2025-06-03,16.19 2025-06-04,16.31 2025-06-05,16.23 2025-06-06,16.09 2025-06-09,16.27 2025-06-10,15.96 2025-06-11,16.14 2025-06-12,16.0 2025-06-13,15.93 2025-06-16,15.66 2025-06-17,15.59 2025-06-18,15.39 2025-06-19,14.98 2025-06-20,15.23 2025-06-23,15.06 2025-06-24,15.48 2025-06-25,15.67 2025-06-26,15.67 2025-06-27,15.65 2025-06-30,16.75 2025-07-01,16.18 2025-07-02,17.8 2025-07-03,18.32 2025-07-04,18.36 2025-07-07,18.2 2025-07-08,20.02 2025-07-09,20.27 2025-07-10,20.81 2025-07-11,20.39 2025-07-14,20.63 2025-07-15,20.16 2025-07-16,20.63 2025-07-17,20.79 2025-07-18,20.36 2025-07-21,20.53 2025-07-22,21.67 2025-07-23,21.18 2025-07-24,21.87 2025-07-25,21.13 2025-07-28,20.6 2025-07-29,21.31 2025-07-30,21.85 2025-07-31,20.43 2025-08-01,20.58 2025-08-04,20.07 2025-08-05,20.55 2025-08-06,20.42 2025-08-07,20.14 2025-08-08,20.15 2025-08-11,20.88 2025-08-12,20.36 2025-08-13,20.18 2025-08-14,19.56 2025-08-15,20.81 2025-08-18,20.79 2025-08-19,20.61 2025-08-20,20.77 2025-08-21,20.66 2025-08-22,21.03 2025-08-25,21.57 2025-08-26,21.32 2025-08-27,20.9 2025-08-28,21.53 2025-08-29,22.03 2025-09-01,22.58 2025-09-02,21.9 2025-09-03,21.98 2025-09-04,22.97 2025-09-05,24.39 2025-09-08,24.08 2025-09-09,23.68 2025-09-10,22.26 2025-09-11,22.44 2025-09-12,22.23 2025-09-15,22.16 2025-09-16,22.39 2025-09-17,22.99 2025-09-18,22.1 2025-09-19,21.83 2025-09-22,21.28 2025-09-23,20.77 2025-09-24,21.74 2025-09-25,21.97 2025-09-26,21.74 ", 1463,CN,technical,对于2024年01月11日-2024年05月16日的下行偏差,中国广核的值是?(默认目标收益率为0;无需年化)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.0118,easy,risk,"DD = \sqrt{1 / N * \sum_{t=1}^{N} min(r_t - rf, 0)^2}","date,close 2024-01-10,3.36 2024-01-11,3.35 2024-01-12,3.43 2024-01-15,3.41 2024-01-16,3.44 2024-01-17,3.38 2024-01-18,3.37 2024-01-19,3.35 2024-01-22,3.26 2024-01-23,3.31 2024-01-24,3.41 2024-01-25,3.57 2024-01-26,3.57 2024-01-29,3.62 2024-01-30,3.66 2024-01-31,3.82 2024-02-01,3.69 2024-02-02,3.72 2024-02-05,3.74 2024-02-06,3.79 2024-02-07,3.73 2024-02-08,3.75 2024-02-19,3.88 2024-02-20,3.99 2024-02-21,3.95 2024-02-22,3.97 2024-02-23,3.94 2024-02-26,3.81 2024-02-27,3.81 2024-02-28,3.81 2024-02-29,3.86 2024-03-01,3.82 2024-03-04,3.97 2024-03-05,4.08 2024-03-06,4.05 2024-03-07,4.07 2024-03-08,4.13 2024-03-11,4.03 2024-03-12,3.8 2024-03-13,3.79 2024-03-14,3.81 2024-03-15,3.82 2024-03-18,3.87 2024-03-19,3.82 2024-03-20,3.86 2024-03-21,3.88 2024-03-22,3.85 2024-03-25,3.84 2024-03-26,3.97 2024-03-27,3.93 2024-03-28,3.98 2024-03-29,4.04 2024-04-01,3.98 2024-04-02,4.01 2024-04-03,3.99 2024-04-08,4.11 2024-04-09,4.04 2024-04-10,4.11 2024-04-11,4.12 2024-04-12,4.09 2024-04-15,4.25 2024-04-16,4.2 2024-04-17,4.28 2024-04-18,4.21 2024-04-19,4.24 2024-04-22,4.23 2024-04-23,4.14 2024-04-24,4.23 2024-04-25,4.18 2024-04-26,4.06 2024-04-29,4.04 2024-04-30,4.11 2024-05-06,4.09 2024-05-07,4.07 2024-05-08,4.08 2024-05-09,4.06 2024-05-10,4.08 2024-05-13,4.13 2024-05-14,4.09 2024-05-15,4.03 2024-05-16,3.97 ", 1464,CN,technical,计算天赐材料2022年02月03日至2022年06月07日的下行偏差。(默认目标收益率为0;无需年化)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.0615,easy,risk,"DD = \sqrt{1 / N * \sum_{t=1}^{N} min(r_t - rf, 0)^2}","date,close 2022-01-28,94.22 2022-02-07,97.15 2022-02-08,91.84 2022-02-09,91.98 2022-02-10,89.5 2022-02-11,87.0 2022-02-14,87.2 2022-02-15,91.09 2022-02-16,90.54 2022-02-17,96.92 2022-02-18,94.0 2022-02-21,94.13 2022-02-22,94.98 2022-02-23,99.66 2022-02-24,100.58 2022-02-25,101.61 2022-02-28,106.19 2022-03-01,105.29 2022-03-02,99.64 2022-03-03,99.68 2022-03-04,94.5 2022-03-07,89.4 2022-03-08,89.1 2022-03-09,87.55 2022-03-10,96.31 2022-03-11,98.91 2022-03-14,95.76 2022-03-15,96.1 2022-03-16,101.12 2022-03-17,104.85 2022-03-18,102.88 2022-03-21,104.76 2022-03-22,103.48 2022-03-23,101.52 2022-03-24,101.0 2022-03-25,96.78 2022-03-28,93.69 2022-03-29,96.0 2022-03-30,99.17 2022-03-31,94.0 2022-04-01,96.02 2022-04-06,92.09 2022-04-07,91.56 2022-04-08,89.95 2022-04-11,85.45 2022-04-12,86.2 2022-04-13,84.28 2022-04-14,84.31 2022-04-15,81.55 2022-04-18,82.45 2022-04-19,83.2 2022-04-20,79.0 2022-04-21,76.66 2022-04-22,73.99 2022-04-25,68.96 2022-04-26,67.0 2022-04-27,72.19 2022-04-28,71.68 2022-04-29,74.92 2022-05-05,75.03 2022-05-06,73.35 2022-05-09,73.63 2022-05-10,74.49 2022-05-11,79.25 2022-05-12,77.89 2022-05-13,77.05 2022-05-16,37.48 2022-05-17,38.86 2022-05-18,40.76 2022-05-19,41.35 2022-05-20,41.1 2022-05-23,41.1 2022-05-24,38.86 2022-05-25,38.23 2022-05-26,37.86 2022-05-27,37.71 2022-05-30,37.91 2022-05-31,38.05 2022-06-01,40.05 2022-06-02,41.44 2022-06-06,45.58 2022-06-07,44.68 ", 1465,CN,technical,南方航空2021年11月26日至2022年02月11日的最大回撤的值是?(取绝对值;单位:%)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,5.3846,easy,risk,MDD = max_{t} (1 - P_t / max_{s \le t} P_s) * 100%,"date,close 2021-11-26,6.44 2021-11-29,6.2 2021-11-30,6.12 2021-12-01,6.2 2021-12-02,6.19 2021-12-03,6.27 2021-12-06,6.16 2021-12-07,6.47 2021-12-08,6.44 2021-12-09,6.5 2021-12-10,6.5 2021-12-13,6.31 2021-12-14,6.24 2021-12-15,6.16 2021-12-16,6.28 2021-12-17,6.23 2021-12-20,6.15 2021-12-21,6.2 2021-12-22,6.21 2021-12-23,6.23 2021-12-24,6.25 2021-12-27,6.53 2021-12-28,6.51 2021-12-29,6.72 2021-12-30,6.8 2021-12-31,6.81 2022-01-04,6.96 2022-01-05,7.2 2022-01-06,6.97 2022-01-07,7.0 2022-01-10,7.12 2022-01-11,7.11 2022-01-12,7.13 2022-01-13,7.05 2022-01-14,6.95 2022-01-17,6.96 2022-01-18,7.2 2022-01-19,7.1 2022-01-20,7.18 2022-01-21,7.26 2022-01-24,7.15 2022-01-25,7.23 2022-01-26,7.18 2022-01-27,7.22 2022-01-28,7.33 2022-02-07,7.36 2022-02-08,7.5 2022-02-09,7.56 2022-02-10,7.8 2022-02-11,7.62 ", 1466,CN,technical,2024年06月26日到2024年12月21日,中国神华的最大回撤是多少?(取绝对值;单位:%)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,19.7817,easy,risk,MDD = max_{t} (1 - P_t / max_{s \le t} P_s) * 100%,"date,close 2024-06-26,43.75 2024-06-27,43.5 2024-06-28,44.37 2024-07-01,45.28 2024-07-02,45.8 2024-07-03,45.25 2024-07-04,45.4 2024-07-05,45.1 2024-07-08,43.38 2024-07-09,43.4 2024-07-10,41.71 2024-07-11,41.68 2024-07-12,41.21 2024-07-15,42.39 2024-07-16,42.41 2024-07-17,41.72 2024-07-18,42.05 2024-07-19,41.97 2024-07-22,41.73 2024-07-23,41.06 2024-07-24,41.76 2024-07-25,41.25 2024-07-26,40.8 2024-07-29,40.84 2024-07-30,39.8 2024-07-31,39.75 2024-08-01,39.41 2024-08-02,39.11 2024-08-05,38.47 2024-08-06,38.15 2024-08-07,38.88 2024-08-08,38.89 2024-08-09,39.05 2024-08-12,39.3 2024-08-13,39.08 2024-08-14,39.13 2024-08-15,40.19 2024-08-16,40.53 2024-08-19,40.35 2024-08-20,39.69 2024-08-21,39.77 2024-08-22,39.93 2024-08-23,40.28 2024-08-26,40.35 2024-08-27,41.7 2024-08-28,41.41 2024-08-29,40.75 2024-08-30,40.55 2024-09-02,41.08 2024-09-03,40.18 2024-09-04,39.66 2024-09-05,38.72 2024-09-06,38.04 2024-09-09,37.22 2024-09-10,37.49 2024-09-11,36.74 2024-09-12,37.61 2024-09-13,37.85 2024-09-18,38.24 2024-09-19,38.0 2024-09-20,38.5 2024-09-23,39.1 2024-09-24,41.18 2024-09-25,41.78 2024-09-26,42.73 2024-09-27,41.81 2024-09-30,43.6 2024-10-08,42.44 2024-10-09,40.35 2024-10-10,42.95 2024-10-11,42.6 2024-10-14,42.67 2024-10-15,41.81 2024-10-16,41.53 2024-10-17,40.99 2024-10-18,41.98 2024-10-21,41.32 2024-10-22,41.44 2024-10-23,41.05 2024-10-24,41.29 2024-10-25,40.93 2024-10-28,41.1 2024-10-29,40.98 2024-10-30,40.44 2024-10-31,40.04 2024-11-01,41.07 2024-11-04,40.75 2024-11-05,41.03 2024-11-06,40.33 2024-11-07,40.81 2024-11-08,40.19 2024-11-11,39.38 2024-11-12,38.91 2024-11-13,39.37 2024-11-14,39.61 2024-11-15,40.14 2024-11-18,41.43 2024-11-19,41.11 2024-11-20,41.04 2024-11-21,41.19 2024-11-22,39.8 2024-11-25,40.11 2024-11-26,39.8 2024-11-27,40.6 2024-11-28,40.27 2024-11-29,39.96 2024-12-02,39.61 2024-12-03,40.23 2024-12-04,42.1 2024-12-05,41.92 2024-12-06,42.34 2024-12-09,42.5 2024-12-10,42.54 2024-12-11,43.38 2024-12-12,43.11 2024-12-13,42.6 2024-12-16,43.45 2024-12-17,42.8 2024-12-18,43.06 2024-12-19,42.61 2024-12-20,41.34 ", 1467,CN,technical,中国银河的最大回撤,在2021年02月21日-2021年12月28日期间为多少?(取绝对值;单位:%)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,15.7383,easy,risk,MDD = max_{t} (1 - P_t / max_{s \le t} P_s) * 100%,"date,close 2021-02-22,10.73 2021-02-23,10.61 2021-02-24,10.64 2021-02-25,10.98 2021-02-26,10.77 2021-03-01,10.84 2021-03-02,10.66 2021-03-03,10.78 2021-03-04,10.46 2021-03-05,10.74 2021-03-08,10.59 2021-03-09,10.29 2021-03-10,10.23 2021-03-11,10.36 2021-03-12,10.38 2021-03-15,10.27 2021-03-16,10.42 2021-03-17,10.37 2021-03-18,10.29 2021-03-19,10.21 2021-03-22,10.38 2021-03-23,10.48 2021-03-24,10.59 2021-03-25,10.54 2021-03-26,10.57 2021-03-29,10.5 2021-03-30,10.56 2021-03-31,10.35 2021-04-01,10.41 2021-04-02,10.4 2021-04-06,10.41 2021-04-07,10.38 2021-04-08,10.5 2021-04-09,10.31 2021-04-12,10.12 2021-04-13,9.93 2021-04-14,10.03 2021-04-15,9.87 2021-04-16,10.01 2021-04-19,10.23 2021-04-20,10.11 2021-04-21,10.06 2021-04-22,10.1 2021-04-23,10.0 2021-04-26,9.78 2021-04-27,9.79 2021-04-28,9.76 2021-04-29,10.07 2021-04-30,9.98 2021-05-06,9.74 2021-05-07,9.7 2021-05-10,9.44 2021-05-11,9.66 2021-05-12,9.64 2021-05-13,9.57 2021-05-14,10.5 2021-05-17,10.17 2021-05-18,10.21 2021-05-19,10.23 2021-05-20,10.44 2021-05-21,10.21 2021-05-24,11.05 2021-05-25,11.31 2021-05-26,11.13 2021-05-27,11.1 2021-05-28,11.09 2021-05-31,11.17 2021-06-01,11.04 2021-06-02,10.8 2021-06-03,10.67 2021-06-04,10.71 2021-06-07,10.79 2021-06-08,10.81 2021-06-09,10.76 2021-06-10,10.74 2021-06-11,10.49 2021-06-15,10.34 2021-06-16,10.35 2021-06-17,10.32 2021-06-18,10.45 2021-06-21,10.44 2021-06-22,10.43 2021-06-23,10.47 2021-06-24,10.53 2021-06-25,10.83 2021-06-28,10.7 2021-06-29,10.61 2021-06-30,10.78 2021-07-01,10.29 2021-07-02,10.1 2021-07-05,10.07 2021-07-06,10.15 2021-07-07,10.13 2021-07-08,9.98 2021-07-09,10.01 2021-07-12,10.14 2021-07-13,10.14 2021-07-14,10.11 2021-07-15,9.98 2021-07-16,9.98 2021-07-19,9.96 2021-07-20,9.9 2021-07-21,10.02 2021-07-22,10.15 2021-07-23,10.31 2021-07-26,10.02 2021-07-27,9.72 2021-07-28,9.54 2021-07-29,9.55 2021-07-30,9.53 2021-08-02,9.83 2021-08-03,9.86 2021-08-04,9.84 2021-08-05,9.76 2021-08-06,9.77 2021-08-09,9.92 2021-08-10,10.06 2021-08-11,9.98 2021-08-12,9.94 2021-08-13,9.93 2021-08-16,9.97 2021-08-17,9.96 2021-08-18,10.51 2021-08-19,10.33 2021-08-20,10.3 2021-08-23,10.32 2021-08-24,10.51 2021-08-25,10.33 2021-08-26,10.3 2021-08-27,10.32 2021-08-30,10.11 2021-08-31,10.29 2021-09-01,10.79 2021-09-02,10.89 2021-09-03,11.1 2021-09-06,11.25 2021-09-07,11.25 2021-09-08,11.19 2021-09-09,11.38 2021-09-10,11.4 2021-09-13,11.31 2021-09-14,10.96 2021-09-15,11.01 2021-09-16,10.82 2021-09-17,10.9 2021-09-22,10.78 2021-09-23,11.06 2021-09-24,10.77 2021-09-27,10.55 2021-09-28,10.66 2021-09-29,10.53 2021-09-30,10.48 2021-10-08,10.62 2021-10-11,10.48 2021-10-12,10.25 2021-10-13,10.3 2021-10-14,10.3 2021-10-15,10.21 2021-10-18,10.29 2021-10-19,10.35 2021-10-20,10.23 2021-10-21,10.28 2021-10-22,10.25 2021-10-25,10.26 2021-10-26,10.07 2021-10-27,9.85 2021-10-28,9.84 2021-10-29,9.88 2021-11-01,10.69 2021-11-02,10.67 2021-11-03,10.66 2021-11-04,10.57 2021-11-05,10.87 2021-11-08,10.9 2021-11-09,10.97 2021-11-10,11.03 2021-11-11,11.38 2021-11-12,11.17 2021-11-15,10.8 2021-11-16,10.77 2021-11-17,10.76 2021-11-18,10.59 2021-11-19,10.77 2021-11-22,10.72 2021-11-23,10.82 2021-11-24,10.74 2021-11-25,10.72 2021-11-26,10.48 2021-11-29,10.38 2021-11-30,10.43 2021-12-01,10.54 2021-12-02,10.53 2021-12-03,10.63 2021-12-06,10.64 2021-12-07,10.85 2021-12-08,10.97 2021-12-09,11.1 2021-12-10,10.91 2021-12-13,10.8 2021-12-14,10.68 2021-12-15,10.83 2021-12-16,10.92 2021-12-17,10.82 2021-12-20,10.89 2021-12-21,11.05 2021-12-22,10.85 2021-12-23,11.1 2021-12-24,11.14 2021-12-27,11.02 2021-12-28,11.01 ", 1468,CN,technical,对于2021年08月18日-2021年09月18日的最大回撤,三六零的值是?(取绝对值;单位:%)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,4.9715,easy,risk,MDD = max_{t} (1 - P_t / max_{s \le t} P_s) * 100%,"date,close 2021-08-18,12.04 2021-08-19,12.02 2021-08-20,11.83 2021-08-23,11.99 2021-08-24,12.11 2021-08-25,12.27 2021-08-26,11.96 2021-08-27,11.78 2021-08-30,11.66 2021-08-31,11.9 2021-09-01,12.08 2021-09-02,12.07 2021-09-03,12.18 2021-09-06,12.19 2021-09-07,12.5 2021-09-08,12.74 2021-09-09,12.47 2021-09-10,12.38 2021-09-13,12.54 2021-09-14,12.49 2021-09-15,12.44 2021-09-16,12.55 2021-09-17,12.35 ", 1469,CN,technical,计算石头科技2024年12月01日至2025年10月31日的最大回撤。(取绝对值;单位:%)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,46.6387,easy,risk,MDD = max_{t} (1 - P_t / max_{s \le t} P_s) * 100%,"date,close 2024-12-02,222.51 2024-12-03,222.54 2024-12-04,217.8 2024-12-05,218.11 2024-12-06,226.0 2024-12-09,226.51 2024-12-10,231.64 2024-12-11,224.51 2024-12-12,223.12 2024-12-13,223.12 2024-12-16,222.94 2024-12-17,224.31 2024-12-18,221.38 2024-12-19,218.22 2024-12-20,216.02 2024-12-23,215.4 2024-12-24,215.96 2024-12-25,212.66 2024-12-26,210.0 2024-12-27,211.02 2024-12-30,222.68 2024-12-31,219.29 2025-01-02,220.3 2025-01-03,226.12 2025-01-06,235.19 2025-01-07,234.18 2025-01-08,240.91 2025-01-09,235.28 2025-01-10,223.8 2025-01-13,219.99 2025-01-14,226.5 2025-01-15,224.03 2025-01-16,237.3 2025-01-17,237.1 2025-01-20,235.0 2025-01-21,238.66 2025-01-22,235.22 2025-01-23,229.18 2025-01-24,227.78 2025-01-27,228.79 2025-02-05,223.55 2025-02-06,234.76 2025-02-07,237.03 2025-02-10,239.1 2025-02-11,239.18 2025-02-12,236.32 2025-02-13,244.95 2025-02-14,256.6 2025-02-17,254.12 2025-02-18,245.3 2025-02-19,248.03 2025-02-20,252.23 2025-02-21,269.39 2025-02-24,265.59 2025-02-25,260.1 2025-02-26,260.22 2025-02-27,254.28 2025-02-28,239.0 2025-03-03,234.76 2025-03-04,235.62 2025-03-05,234.8 2025-03-06,245.98 2025-03-07,242.86 2025-03-10,245.82 2025-03-11,242.22 2025-03-12,237.84 2025-03-13,240.9 2025-03-14,247.2 2025-03-17,248.35 2025-03-18,255.25 2025-03-19,257.95 2025-03-20,249.78 2025-03-21,250.0 2025-03-24,254.8 2025-03-25,251.22 2025-03-26,244.6 2025-03-27,249.51 2025-03-28,246.26 2025-03-31,243.18 2025-04-01,245.32 2025-04-02,247.4 2025-04-03,226.03 2025-04-07,188.07 2025-04-08,184.52 2025-04-09,186.81 2025-04-10,195.0 2025-04-11,190.8 2025-04-14,188.98 2025-04-15,185.5 2025-04-16,183.6 2025-04-17,183.79 2025-04-18,181.9 2025-04-21,184.49 2025-04-22,185.0 2025-04-23,187.8 2025-04-24,188.47 2025-04-25,191.28 2025-04-28,188.0 2025-04-29,185.47 2025-04-30,193.48 2025-05-06,197.0 2025-05-07,200.08 2025-05-08,204.4 2025-05-09,203.4 2025-05-12,217.67 2025-05-13,213.99 2025-05-14,218.5 2025-05-15,220.68 2025-05-16,218.0 2025-05-19,219.79 2025-05-20,230.47 2025-05-21,229.35 2025-05-22,237.6 2025-05-23,243.01 2025-05-26,232.5 2025-05-27,229.79 2025-05-28,236.96 2025-05-29,227.64 2025-05-30,227.48 2025-06-03,228.0 2025-06-04,229.39 2025-06-05,221.37 2025-06-06,222.7 2025-06-09,220.25 2025-06-10,218.33 2025-06-11,217.85 2025-06-12,216.08 2025-06-13,212.85 2025-06-16,213.12 2025-06-17,211.75 2025-06-18,208.95 2025-06-19,208.5 2025-06-20,208.54 2025-06-23,201.0 2025-06-24,143.75 2025-06-25,152.8 2025-06-26,158.4 2025-06-27,156.18 2025-06-30,156.55 2025-07-01,154.64 2025-07-02,155.68 2025-07-03,158.44 2025-07-04,156.18 2025-07-07,153.6 2025-07-08,153.95 2025-07-09,150.0 2025-07-10,148.78 2025-07-11,148.61 2025-07-14,162.89 2025-07-15,163.7 2025-07-16,161.22 2025-07-17,166.8 2025-07-18,163.08 2025-07-21,160.26 2025-07-22,159.82 2025-07-23,162.21 2025-07-24,161.3 2025-07-25,166.0 2025-07-28,168.92 2025-07-29,179.87 2025-07-30,176.8 2025-07-31,173.36 2025-08-01,172.4 2025-08-04,178.27 2025-08-05,179.1 2025-08-06,178.46 2025-08-07,177.26 2025-08-08,177.02 2025-08-11,178.1 2025-08-12,181.38 2025-08-13,179.34 2025-08-14,175.86 2025-08-15,182.95 2025-08-18,209.04 2025-08-19,206.7 2025-08-20,204.1 2025-08-21,207.48 2025-08-22,212.39 2025-08-25,211.78 2025-08-26,208.5 2025-08-27,212.36 2025-08-28,211.15 2025-08-29,214.89 2025-09-01,212.0 2025-09-02,207.89 2025-09-03,208.96 2025-09-04,202.9 2025-09-05,210.0 2025-09-08,208.81 2025-09-09,206.28 2025-09-10,206.1 2025-09-11,201.5 2025-09-12,197.0 2025-09-15,202.68 2025-09-16,204.14 2025-09-17,218.0 2025-09-18,212.43 2025-09-19,211.49 2025-09-22,200.22 2025-09-23,200.35 2025-09-24,201.2 2025-09-25,210.25 2025-09-26,208.61 2025-09-29,209.23 2025-09-30,209.78 2025-10-09,202.8 2025-10-10,197.79 2025-10-13,187.5 2025-10-14,183.59 2025-10-15,184.38 2025-10-16,179.0 2025-10-17,173.0 2025-10-20,176.3 2025-10-21,179.08 2025-10-22,183.36 2025-10-23,183.8 2025-10-24,186.4 2025-10-27,185.01 2025-10-28,185.45 2025-10-29,188.35 2025-10-30,185.77 2025-10-31,163.4 ", 1470,CN,technical,华能国际2023年12月26日至2024年01月09日的跟踪误差的值是?(需年化,A股按一年242个交易日)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.4347,easy,risk,TE = \sigma(r - r_b) * \sqrt{242};r_b 为基准日收益率,"date,close,benchmark_close 2023-12-25,7.84,3347.45 2023-12-26,7.87,3324.79 2023-12-27,7.97,3336.36 2023-12-28,7.82,3414.54 2023-12-29,7.7,3431.11 2024-01-02,8.0,3386.35 2024-01-03,8.33,3378.3 2024-01-04,8.42,3347.05 2024-01-05,8.35,3329.11 2024-01-08,8.45,3286.06 2024-01-09,8.55,3292.5 ", 1471,CN,technical,2020年08月27日到2021年01月09日,中航成飞的跟踪误差是多少?(需年化,A股按一年242个交易日)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.4632,easy,risk,TE = \sigma(r - r_b) * \sqrt{242};r_b 为基准日收益率,"date,close,benchmark_close 2020-08-26,14.75,4706.13 2020-08-27,14.55,4731.35 2020-08-28,15.38,4844.27 2020-08-31,15.73,4816.22 2020-09-01,16.11,4842.12 2020-09-02,16.12,4843.89 2020-09-03,15.8,4817.1 2020-09-04,16.07,4770.22 2020-09-07,15.3,4669.37 2020-09-08,15.57,4694.39 2020-09-09,16.26,4584.59 2020-09-10,14.5,4581.98 2020-09-11,14.81,4627.28 2020-09-14,15.44,4651.05 2020-09-15,15.27,4688.48 2020-09-16,14.68,4657.36 2020-09-17,14.52,4632.71 2020-09-18,14.92,4737.09 2020-09-21,16.47,4691.43 2020-09-22,16.8,4635.76 2020-09-23,16.65,4652.33 2020-09-24,16.06,4563.07 2020-09-25,15.96,4570.02 2020-09-28,15.57,4581.91 2020-09-29,16.55,4591.8 2020-09-30,16.35,4587.4 2020-10-09,16.6,4681.14 2020-10-12,17.73,4823.16 2020-10-13,17.5,4839.2 2020-10-14,16.9,4807.1 2020-10-15,17.21,4798.74 2020-10-16,16.72,4791.68 2020-10-19,17.06,4755.49 2020-10-20,17.06,4793.47 2020-10-21,16.23,4792.83 2020-10-22,16.13,4777.98 2020-10-23,16.07,4718.49 2020-10-26,16.16,4691.24 2020-10-27,15.93,4699.28 2020-10-28,16.75,4737.27 2020-10-29,16.28,4772.92 2020-10-30,16.35,4695.33 2020-11-02,14.99,4720.83 2020-11-03,15.12,4777.56 2020-11-04,14.88,4813.66 2020-11-05,14.84,4885.11 2020-11-06,14.22,4885.72 2020-11-09,14.69,4981.35 2020-11-10,14.76,4953.88 2020-11-11,14.72,4904.9 2020-11-12,14.47,4908.46 2020-11-13,14.89,4856.85 2020-11-16,14.81,4904.17 2020-11-17,14.48,4894.79 2020-11-18,14.77,4891.67 2020-11-19,15.3,4927.99 2020-11-20,15.16,4943.29 2020-11-23,14.97,5005.03 2020-11-24,15.1,4974.29 2020-11-25,14.69,4910.7 2020-11-26,14.82,4919.59 2020-11-27,15.04,4980.77 2020-11-30,14.88,4960.25 2020-12-01,15.03,5067.1 2020-12-02,15.31,5067.14 2020-12-03,15.02,5057.06 2020-12-04,15.06,5065.92 2020-12-07,14.94,5022.24 2020-12-08,14.97,5009.88 2020-12-09,14.22,4942.7 2020-12-10,13.93,4940.52 2020-12-11,13.58,4889.63 2020-12-14,13.91,4934.84 2020-12-15,13.91,4945.1 2020-12-16,13.72,4953.87 2020-12-17,13.93,5017.48 2020-12-18,13.85,4999.97 2020-12-21,14.13,5046.84 2020-12-22,13.66,4964.77 2020-12-23,14.26,5007.12 2020-12-24,14.39,5000.02 2020-12-25,14.45,5042.01 2020-12-28,14.48,5064.41 2020-12-29,14.51,5042.94 2020-12-30,14.52,5113.71 2020-12-31,14.95,5211.29 2021-01-04,15.76,5267.72 2021-01-05,15.92,5368.5 2021-01-06,15.88,5417.67 2021-01-07,15.4,5513.66 2021-01-08,15.39,5495.43 ", 1472,CN,technical,光大银行的跟踪误差,在2024年04月29日-2025年04月17日期间为多少?(需年化,A股按一年242个交易日)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.2136,easy,risk,TE = \sigma(r - r_b) * \sqrt{242};r_b 为基准日收益率,"date,close,benchmark_close 2024-04-26,3.11,3584.27 2024-04-29,3.13,3623.91 2024-04-30,3.15,3604.39 2024-05-06,3.16,3657.88 2024-05-07,3.17,3659.01 2024-05-08,3.14,3630.22 2024-05-09,3.15,3664.56 2024-05-10,3.17,3666.28 2024-05-13,3.18,3664.69 2024-05-14,3.18,3657.05 2024-05-15,3.16,3626.06 2024-05-16,3.18,3640.36 2024-05-17,3.22,3677.97 2024-05-20,3.25,3690.96 2024-05-21,3.26,3676.16 2024-05-22,3.29,3684.45 2024-05-23,3.26,3641.79 2024-05-24,3.24,3601.48 2024-05-27,3.28,3635.71 2024-05-28,3.26,3609.17 2024-05-29,3.23,3613.52 2024-05-30,3.22,3594.31 2024-05-31,3.24,3579.92 2024-06-03,3.21,3588.75 2024-06-04,3.23,3615.67 2024-06-05,3.21,3594.79 2024-06-06,3.18,3592.25 2024-06-07,3.21,3574.11 2024-06-11,3.15,3542.88 2024-06-12,3.14,3544.12 2024-06-13,3.11,3526.13 2024-06-14,3.14,3541.53 2024-06-17,3.11,3536.2 2024-06-18,3.11,3545.59 2024-06-19,3.12,3528.75 2024-06-20,3.1,3503.28 2024-06-21,3.09,3495.62 2024-06-24,3.1,3476.81 2024-06-25,3.12,3457.9 2024-06-26,3.13,3480.26 2024-06-27,3.17,3454.12 2024-06-28,3.17,3461.66 2024-07-01,3.19,3478.18 2024-07-02,3.26,3471.79 2024-07-03,3.27,3463.41 2024-07-04,3.28,3445.81 2024-07-05,3.22,3431.06 2024-07-08,3.24,3401.76 2024-07-09,3.27,3439.81 2024-07-10,3.28,3428.97 2024-07-11,3.25,3468.17 2024-07-12,3.3,3472.4 2024-07-15,3.32,3476.25 2024-07-16,3.34,3498.28 2024-07-17,3.37,3501.58 2024-07-18,3.37,3520.93 2024-07-19,3.37,3539.02 2024-07-22,3.32,3514.92 2024-07-23,3.33,3439.88 2024-07-24,3.18,3418.17 2024-07-25,3.15,3399.27 2024-07-26,3.09,3409.29 2024-07-29,3.17,3390.74 2024-07-30,3.17,3369.38 2024-07-31,3.16,3442.08 2024-08-01,3.18,3419.27 2024-08-02,3.16,3384.39 2024-08-05,3.14,3343.32 2024-08-06,3.11,3342.98 2024-08-07,3.14,3341.49 2024-08-08,3.14,3342.94 2024-08-09,3.13,3331.63 2024-08-12,3.1,3325.86 2024-08-13,3.12,3334.39 2024-08-14,3.12,3309.24 2024-08-15,3.18,3341.95 2024-08-16,3.22,3345.63 2024-08-19,3.26,3356.97 2024-08-20,3.25,3332.7 2024-08-21,3.23,3321.64 2024-08-22,3.25,3313.14 2024-08-23,3.26,3327.19 2024-08-26,3.25,3324.22 2024-08-27,3.26,3305.33 2024-08-28,3.22,3286.5 2024-08-29,3.1,3277.68 2024-08-30,3.06,3321.43 2024-09-02,3.07,3265.01 2024-09-03,3.03,3273.43 2024-09-04,3.06,3252.16 2024-09-05,3.07,3257.76 2024-09-06,3.08,3231.35 2024-09-09,3.05,3192.95 2024-09-10,3.08,3195.76 2024-09-11,3.01,3186.13 2024-09-12,3.04,3172.47 2024-09-13,3.04,3159.25 2024-09-18,3.05,3171.01 2024-09-19,3.07,3196.04 2024-09-20,3.09,3201.05 2024-09-23,3.14,3212.76 2024-09-24,3.28,3351.91 2024-09-25,3.33,3401.53 2024-09-26,3.51,3545.32 2024-09-27,3.46,3703.68 2024-09-30,3.6,4017.85 2024-10-08,3.65,4256.1 2024-10-09,3.41,3955.98 2024-10-10,3.55,3997.79 2024-10-11,3.49,3887.17 2024-10-14,3.58,3961.34 2024-10-15,3.48,3855.99 2024-10-16,3.54,3831.59 2024-10-17,3.51,3788.22 2024-10-18,3.51,3925.23 2024-10-21,3.46,3935.2 2024-10-22,3.46,3957.78 2024-10-23,3.48,3973.21 2024-10-24,3.46,3928.83 2024-10-25,3.42,3956.42 2024-10-28,3.42,3964.16 2024-10-29,3.41,3924.65 2024-10-30,3.36,3889.45 2024-10-31,3.45,3891.04 2024-11-01,3.45,3890.02 2024-11-04,3.47,3944.76 2024-11-05,3.53,4044.57 2024-11-06,3.48,4024.28 2024-11-07,3.54,4145.7 2024-11-08,3.49,4104.05 2024-11-11,3.49,4131.13 2024-11-12,3.45,4085.74 2024-11-13,3.47,4110.89 2024-11-14,3.46,4039.62 2024-11-15,3.45,3968.83 2024-11-18,3.6,3950.38 2024-11-19,3.61,3976.89 2024-11-20,3.6,3985.77 2024-11-21,3.59,3989.3 2024-11-22,3.52,3865.7 2024-11-25,3.54,3848.09 2024-11-26,3.59,3840.18 2024-11-27,3.62,3907.04 2024-11-28,3.62,3872.55 2024-11-29,3.6,3916.58 2024-12-02,3.6,3947.63 2024-12-03,3.69,3951.89 2024-12-04,3.71,3930.56 2024-12-05,3.68,3921.59 2024-12-06,3.73,3973.14 2024-12-09,3.74,3966.57 2024-12-10,3.75,3995.64 2024-12-11,3.69,3988.83 2024-12-12,3.78,4028.5 2024-12-13,3.72,3933.18 2024-12-16,3.73,3911.84 2024-12-17,3.68,3922.03 2024-12-18,3.77,3941.89 2024-12-19,3.72,3945.46 2024-12-20,3.7,3927.74 2024-12-23,3.76,3933.57 2024-12-24,3.8,3983.69 2024-12-25,3.83,3985.63 2024-12-26,3.81,3987.48 2024-12-27,3.82,3981.03 2024-12-30,3.91,3999.05 2024-12-31,3.87,3934.91 2025-01-02,3.73,3820.4 2025-01-03,3.71,3775.16 2025-01-06,3.72,3768.97 2025-01-07,3.73,3796.11 2025-01-08,3.74,3789.22 2025-01-09,3.68,3779.88 2025-01-10,3.68,3732.48 2025-01-13,3.61,3722.51 2025-01-14,3.67,3820.54 2025-01-15,3.69,3796.03 2025-01-16,3.73,3800.38 2025-01-17,3.71,3812.34 2025-01-20,3.76,3829.68 2025-01-21,3.78,3832.61 2025-01-22,3.65,3797.02 2025-01-23,3.87,3803.74 2025-01-24,3.87,3832.86 2025-01-27,3.87,3817.08 2025-02-05,3.78,3795.08 2025-02-06,3.77,3842.83 2025-02-07,3.75,3892.7 2025-02-10,3.75,3901.06 2025-02-11,3.75,3883.14 2025-02-12,3.76,3919.86 2025-02-13,3.77,3905.14 2025-02-14,3.78,3939.01 2025-02-17,3.78,3947.4 2025-02-18,3.84,3912.78 2025-02-19,3.83,3940.16 2025-02-20,3.85,3928.9 2025-02-21,3.79,3978.44 2025-02-24,3.77,3969.72 2025-02-25,3.74,3925.65 2025-02-26,3.75,3959.94 2025-02-27,3.79,3968.12 2025-02-28,3.76,3890.05 2025-03-03,3.75,3888.47 2025-03-04,3.76,3885.22 2025-03-05,3.85,3902.57 2025-03-06,3.8,3956.24 2025-03-07,3.8,3944.01 2025-03-10,3.74,3928.8 2025-03-11,3.75,3941.42 2025-03-12,3.78,3927.23 2025-03-13,3.8,3911.58 2025-03-14,3.86,4006.56 2025-03-17,3.87,3996.79 2025-03-18,3.86,4007.72 2025-03-19,3.9,4010.17 2025-03-20,3.9,3974.99 2025-03-21,3.84,3914.7 2025-03-24,3.84,3934.85 2025-03-25,3.86,3932.3 2025-03-26,3.81,3919.36 2025-03-27,3.84,3932.41 2025-03-28,3.82,3915.17 2025-03-31,3.78,3887.31 2025-04-01,3.74,3887.68 2025-04-02,3.81,3884.39 2025-04-03,3.82,3861.5 2025-04-07,3.59,3589.44 2025-04-08,3.66,3650.76 2025-04-09,3.65,3686.79 2025-04-10,3.64,3735.12 2025-04-11,3.65,3750.52 2025-04-14,3.7,3759.14 2025-04-15,3.72,3761.23 2025-04-16,3.79,3772.82 2025-04-17,3.82,3772.22 ", 1473,CN,technical,对于2020年11月29日-2021年07月28日的跟踪误差,招商轮船的值是?(需年化,A股按一年242个交易日)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.4612,easy,risk,TE = \sigma(r - r_b) * \sqrt{242};r_b 为基准日收益率,"date,close,benchmark_close 2020-11-27,5.98,4980.77 2020-11-30,6.04,4960.25 2020-12-01,6.04,5067.1 2020-12-02,6.06,5067.14 2020-12-03,5.98,5057.06 2020-12-04,5.98,5065.92 2020-12-07,5.81,5022.24 2020-12-08,5.79,5009.88 2020-12-09,5.74,4942.7 2020-12-10,5.73,4940.52 2020-12-11,5.7,4889.63 2020-12-14,5.73,4934.84 2020-12-15,5.68,4945.1 2020-12-16,5.57,4953.87 2020-12-17,5.75,5017.48 2020-12-18,5.66,4999.97 2020-12-21,5.7,5046.84 2020-12-22,5.48,4964.77 2020-12-23,5.47,5007.12 2020-12-24,5.53,5000.02 2020-12-25,5.62,5042.01 2020-12-28,5.57,5064.41 2020-12-29,5.65,5042.94 2020-12-30,5.6,5113.71 2020-12-31,5.65,5211.29 2021-01-04,5.7,5267.72 2021-01-05,5.85,5368.5 2021-01-06,5.7,5417.67 2021-01-07,5.74,5513.66 2021-01-08,5.9,5495.43 2021-01-11,5.65,5441.16 2021-01-12,5.79,5596.35 2021-01-13,6.0,5577.97 2021-01-14,5.84,5470.46 2021-01-15,5.83,5458.08 2021-01-18,5.91,5518.52 2021-01-19,5.77,5437.52 2021-01-20,5.73,5476.43 2021-01-21,5.66,5564.97 2021-01-22,5.67,5569.78 2021-01-25,5.52,5625.92 2021-01-26,5.48,5512.97 2021-01-27,5.48,5528.0 2021-01-28,5.37,5377.14 2021-01-29,4.85,5351.96 2021-02-01,4.73,5417.65 2021-02-02,4.78,5501.09 2021-02-03,4.66,5485.2 2021-02-04,4.5,5473.95 2021-02-05,4.44,5483.41 2021-02-08,4.51,5564.56 2021-02-09,4.68,5686.25 2021-02-10,4.66,5807.72 2021-02-18,5.02,5768.38 2021-02-19,5.09,5778.84 2021-02-22,5.41,5597.33 2021-02-23,5.26,5579.67 2021-02-24,5.3,5437.57 2021-02-25,5.38,5469.56 2021-02-26,5.23,5336.76 2021-03-01,5.29,5418.78 2021-03-02,5.2,5349.63 2021-03-03,5.23,5452.21 2021-03-04,5.2,5280.71 2021-03-05,5.2,5262.8 2021-03-08,5.17,5080.02 2021-03-09,5.23,4971.0 2021-03-10,5.06,5003.61 2021-03-11,5.23,5128.22 2021-03-12,5.35,5146.38 2021-03-15,5.41,5035.54 2021-03-16,5.36,5079.36 2021-03-17,5.57,5100.86 2021-03-18,5.56,5141.77 2021-03-19,5.55,5007.09 2021-03-22,5.51,5057.15 2021-03-23,5.37,5009.25 2021-03-24,5.16,4928.69 2021-03-25,5.16,4926.35 2021-03-26,5.19,5037.99 2021-03-29,5.24,5046.88 2021-03-30,5.13,5094.73 2021-03-31,5.22,5048.36 2021-04-01,5.18,5110.78 2021-04-02,5.15,5161.56 2021-04-06,5.14,5140.34 2021-04-07,5.56,5103.74 2021-04-08,5.07,5112.21 2021-04-09,4.97,5035.34 2021-04-12,5.0,4947.75 2021-04-13,5.02,4939.64 2021-04-14,4.99,4980.63 2021-04-15,4.89,4948.97 2021-04-16,4.94,4966.18 2021-04-19,4.97,5087.02 2021-04-20,4.94,5083.37 2021-04-21,4.92,5098.74 2021-04-22,4.98,5089.24 2021-04-23,4.93,5135.45 2021-04-26,4.87,5077.24 2021-04-27,4.83,5090.52 2021-04-28,4.82,5119.24 2021-04-29,4.9,5164.17 2021-04-30,4.91,5123.49 2021-05-06,5.1,5061.12 2021-05-07,5.32,4996.05 2021-05-10,5.37,4992.42 2021-05-11,5.43,5023.06 2021-05-12,5.43,5044.55 2021-05-13,5.42,4992.97 2021-05-14,5.32,5110.59 2021-05-17,5.34,5184.99 2021-05-18,5.35,5187.6 2021-05-19,5.3,5172.27 2021-05-20,5.34,5186.41 2021-05-21,5.45,5134.15 2021-05-24,5.53,5155.59 2021-05-25,5.52,5318.48 2021-05-26,5.38,5320.59 2021-05-27,5.42,5338.23 2021-05-28,5.35,5321.09 2021-05-31,5.31,5331.57 2021-06-01,5.33,5341.68 2021-06-02,5.34,5289.97 2021-06-03,5.27,5255.29 2021-06-04,5.23,5282.28 2021-06-07,5.12,5277.63 2021-06-08,5.15,5232.12 2021-06-09,5.18,5236.45 2021-06-10,5.27,5271.47 2021-06-11,5.23,5224.7 2021-06-15,5.2,5166.56 2021-06-16,5.18,5080.49 2021-06-17,5.59,5101.89 2021-06-18,5.57,5102.47 2021-06-21,5.51,5090.39 2021-06-22,5.64,5122.16 2021-06-23,5.75,5147.39 2021-06-24,4.63,5155.97 2021-06-25,4.63,5239.97 2021-06-28,4.72,5251.76 2021-06-29,4.61,5190.54 2021-06-30,4.62,5224.04 2021-07-01,4.42,5229.66 2021-07-02,4.59,5081.12 2021-07-05,4.62,5085.79 2021-07-06,4.7,5083.1 2021-07-07,4.6,5140.49 2021-07-08,4.45,5088.26 2021-07-09,4.34,5069.44 2021-07-12,4.22,5132.71 2021-07-13,4.21,5142.1 2021-07-14,4.17,5083.08 2021-07-15,4.14,5151.46 2021-07-16,4.12,5094.77 2021-07-19,4.1,5113.49 2021-07-20,4.1,5108.99 2021-07-21,4.08,5144.04 2021-07-22,4.13,5151.75 2021-07-23,4.04,5089.23 2021-07-26,3.91,4925.3 2021-07-27,3.86,4751.31 2021-07-28,3.83,4760.48 ", 1474,CN,technical,计算中国石化2023年03月21日至2023年06月03日的跟踪误差。(需年化,A股按一年242个交易日)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.3304,easy,risk,TE = \sigma(r - r_b) * \sqrt{242};r_b 为基准日收益率,"date,close,benchmark_close 2023-03-20,5.66,3939.08 2023-03-21,5.57,3982.38 2023-03-22,5.64,3999.44 2023-03-23,5.7,4039.09 2023-03-24,5.52,4027.05 2023-03-27,5.35,4012.48 2023-03-28,5.56,3999.51 2023-03-29,5.47,4006.14 2023-03-30,5.6,4038.53 2023-03-31,5.62,4050.93 2023-04-03,5.56,4090.57 2023-04-04,5.79,4103.11 2023-04-06,5.81,4096.64 2023-04-07,5.71,4123.28 2023-04-10,5.89,4104.81 2023-04-11,6.0,4100.15 2023-04-12,6.16,4097.29 2023-04-13,6.07,4068.98 2023-04-14,6.1,4092.0 2023-04-17,6.35,4149.38 2023-04-18,6.33,4162.03 2023-04-19,6.28,4124.56 2023-04-20,6.34,4113.02 2023-04-21,6.25,4032.57 2023-04-24,6.32,3982.64 2023-04-25,6.53,3962.67 2023-04-26,6.51,3959.23 2023-04-27,6.59,3988.42 2023-04-28,6.71,4029.09 2023-05-04,6.71,4030.25 2023-05-05,6.59,4016.88 2023-05-08,6.89,4062.66 2023-05-09,6.81,4027.88 2023-05-10,6.47,3996.87 2023-05-11,6.33,3990.66 2023-05-12,6.34,3937.76 2023-05-15,6.38,3998.89 2023-05-16,6.41,3978.21 2023-05-17,6.45,3960.17 2023-05-18,6.59,3956.07 2023-05-19,6.41,3944.54 2023-05-22,6.32,3969.33 2023-05-23,6.23,3913.19 2023-05-24,6.09,3859.09 2023-05-25,6.09,3850.5 2023-05-26,6.18,3850.95 2023-05-29,6.51,3833.94 2023-05-30,6.45,3837.75 2023-05-31,6.36,3798.54 2023-06-01,6.49,3806.87 2023-06-02,6.49,3861.83 ", 1475,CN,technical,江西铜业2024年03月05日至2024年06月02日的信息比率的值是?(需年化(用复合年化收益率),A股按一年242个交易日)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,4.4216,easy,risk-adjusted return,IR = (AnnRet - AnnRet_b) / TE;TE = \sigma(r - r_b) * \sqrt{242};r_b 为基准日收益率,"date,close,benchmark_close 2024-03-04,19.72,3540.87 2024-03-05,19.65,3565.51 2024-03-06,19.84,3551.05 2024-03-07,20.57,3529.72 2024-03-08,20.9,3544.91 2024-03-11,20.69,3589.26 2024-03-12,20.15,3597.49 2024-03-13,20.28,3572.36 2024-03-14,21.19,3562.22 2024-03-15,22.75,3569.99 2024-03-18,23.01,3603.53 2024-03-19,22.89,3577.63 2024-03-20,22.77,3585.38 2024-03-21,22.86,3581.09 2024-03-22,22.2,3545.0 2024-03-25,22.51,3525.76 2024-03-26,22.39,3543.75 2024-03-27,22.12,3502.79 2024-03-28,22.5,3520.96 2024-03-29,23.28,3537.48 2024-04-01,23.55,3595.65 2024-04-02,24.04,3580.68 2024-04-03,25.32,3567.8 2024-04-08,25.6,3536.41 2024-04-09,25.49,3533.49 2024-04-10,26.4,3504.71 2024-04-11,25.57,3504.24 2024-04-12,25.9,3475.84 2024-04-15,26.47,3549.08 2024-04-16,25.25,3511.11 2024-04-17,26.03,3565.4 2024-04-18,27.42,3569.8 2024-04-19,27.18,3541.66 2024-04-22,26.29,3530.9 2024-04-23,24.65,3506.22 2024-04-24,25.3,3521.62 2024-04-25,25.63,3530.28 2024-04-26,26.58,3584.27 2024-04-29,26.03,3623.91 2024-04-30,26.13,3604.39 2024-05-06,26.04,3657.88 2024-05-07,25.75,3659.01 2024-05-08,25.45,3630.22 2024-05-09,25.96,3664.56 2024-05-10,26.78,3666.28 2024-05-13,26.73,3664.69 2024-05-14,27.29,3657.05 2024-05-15,26.85,3626.06 2024-05-16,26.33,3640.36 2024-05-17,26.75,3677.97 2024-05-20,28.32,3690.96 2024-05-21,27.3,3676.16 2024-05-22,26.8,3684.45 2024-05-23,25.52,3641.79 2024-05-24,25.67,3601.48 2024-05-27,26.09,3635.71 2024-05-28,26.14,3609.17 2024-05-29,26.67,3613.52 2024-05-30,25.53,3594.31 2024-05-31,25.49,3579.92 ", 1476,CN,technical,2022年10月20日到2023年04月29日,中国交建的信息比率是多少?(需年化(用复合年化收益率),A股按一年242个交易日)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,3.898,easy,risk-adjusted return,IR = (AnnRet - AnnRet_b) / TE;TE = \sigma(r - r_b) * \sqrt{242};r_b 为基准日收益率,"date,close,benchmark_close 2022-10-19,7.09,3776.53 2022-10-20,7.07,3754.93 2022-10-21,7.36,3742.89 2022-10-24,7.05,3633.37 2022-10-25,7.08,3627.45 2022-10-26,7.07,3656.9 2022-10-27,7.09,3631.14 2022-10-28,6.88,3541.33 2022-10-31,6.69,3508.7 2022-11-01,6.95,3634.17 2022-11-02,6.96,3677.81 2022-11-03,6.9,3647.9 2022-11-04,7.01,3767.17 2022-11-07,7.11,3775.3 2022-11-08,7.12,3749.33 2022-11-09,7.05,3714.27 2022-11-10,7.07,3685.69 2022-11-11,7.24,3788.44 2022-11-14,7.23,3794.02 2022-11-15,7.27,3865.97 2022-11-16,7.18,3834.39 2022-11-17,7.22,3818.66 2022-11-18,7.11,3801.57 2022-11-21,7.09,3769.13 2022-11-22,7.8,3769.57 2022-11-23,8.58,3773.53 2022-11-24,8.28,3756.81 2022-11-25,8.78,3775.78 2022-11-28,8.76,3733.24 2022-11-29,9.12,3848.42 2022-11-30,9.06,3853.04 2022-12-01,8.85,3894.77 2022-12-02,8.97,3870.95 2022-12-05,9.87,3946.88 2022-12-06,9.45,3968.2 2022-12-07,9.38,3958.44 2022-12-08,9.26,3959.18 2022-12-09,9.05,3998.24 2022-12-12,8.88,3953.44 2022-12-13,9.0,3945.68 2022-12-14,8.97,3954.89 2022-12-15,8.9,3951.99 2022-12-16,9.05,3954.23 2022-12-19,8.31,3893.22 2022-12-20,8.26,3829.02 2022-12-21,8.27,3830.54 2022-12-22,8.13,3836.03 2022-12-23,8.19,3828.22 2022-12-26,8.19,3843.49 2022-12-27,8.24,3887.85 2022-12-28,8.11,3871.26 2022-12-29,7.98,3856.7 2022-12-30,8.05,3871.63 2023-01-03,8.28,3887.9 2023-01-04,8.24,3892.95 2023-01-05,8.3,3968.58 2023-01-06,8.16,3980.89 2023-01-09,8.13,4013.12 2023-01-10,8.07,4017.47 2023-01-11,8.05,4010.03 2023-01-12,7.96,4017.87 2023-01-13,8.01,4074.38 2023-01-16,8.28,4137.96 2023-01-17,8.28,4137.24 2023-01-18,8.28,4130.31 2023-01-19,8.31,4156.01 2023-01-20,8.68,4181.53 2023-01-30,8.49,4201.35 2023-01-31,8.55,4156.86 2023-02-01,8.86,4195.93 2023-02-02,8.98,4181.15 2023-02-03,8.81,4141.63 2023-02-06,8.77,4086.88 2023-02-07,9.11,4094.23 2023-02-08,8.83,4076.14 2023-02-09,8.9,4130.86 2023-02-10,9.04,4106.31 2023-02-13,9.25,4143.57 2023-02-14,9.15,4145.29 2023-02-15,9.07,4123.69 2023-02-16,8.87,4093.49 2023-02-17,8.79,4034.51 2023-02-20,9.28,4133.49 2023-02-21,9.3,4144.35 2023-02-22,9.38,4106.95 2023-02-23,9.24,4103.65 2023-02-24,9.13,4061.05 2023-02-27,9.03,4043.84 2023-02-28,9.23,4069.46 2023-03-01,9.58,4126.94 2023-03-02,10.15,4117.74 2023-03-03,10.78,4130.55 2023-03-06,10.68,4109.01 2023-03-07,10.59,4048.85 2023-03-08,10.71,4034.11 2023-03-09,10.58,4019.85 2023-03-10,10.57,3967.14 2023-03-13,11.06,4008.69 2023-03-14,11.03,3984.7 2023-03-15,11.59,3986.9 2023-03-16,11.38,3939.15 2023-03-17,11.86,3958.82 2023-03-20,11.58,3939.08 2023-03-21,11.35,3982.38 2023-03-22,11.29,3999.44 2023-03-23,11.8,4039.09 2023-03-24,11.11,4027.05 2023-03-27,11.06,4012.48 2023-03-28,11.3,3999.51 2023-03-29,10.6,4006.14 2023-03-30,10.56,4038.53 2023-03-31,10.56,4050.93 2023-04-03,10.66,4090.57 2023-04-04,11.65,4103.11 2023-04-06,11.59,4096.64 2023-04-07,11.25,4123.28 2023-04-10,11.63,4104.81 2023-04-11,11.8,4100.15 2023-04-12,11.98,4097.29 2023-04-13,11.82,4068.98 2023-04-14,12.05,4092.0 2023-04-17,12.49,4149.38 2023-04-18,12.45,4162.03 2023-04-19,11.99,4124.56 2023-04-20,12.62,4113.02 2023-04-21,12.16,4032.57 2023-04-24,12.0,3982.64 2023-04-25,12.06,3962.67 2023-04-26,11.41,3959.23 2023-04-27,11.75,3988.42 2023-04-28,12.35,4029.09 ", 1477,CN,technical,新华保险的信息比率,在2023年03月25日-2024年02月22日期间为多少?(需年化(用复合年化收益率),A股按一年242个交易日)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1.0134,easy,risk-adjusted return,IR = (AnnRet - AnnRet_b) / TE;TE = \sigma(r - r_b) * \sqrt{242};r_b 为基准日收益率,"date,close,benchmark_close 2023-03-24,29.75,4027.05 2023-03-27,29.36,4012.48 2023-03-28,29.35,3999.51 2023-03-29,29.0,4006.14 2023-03-30,28.92,4038.53 2023-03-31,30.5,4050.93 2023-04-03,31.63,4090.57 2023-04-04,31.79,4103.11 2023-04-06,31.59,4096.64 2023-04-07,31.47,4123.28 2023-04-10,31.77,4104.81 2023-04-11,31.72,4100.15 2023-04-12,31.89,4097.29 2023-04-13,32.09,4068.98 2023-04-14,31.77,4092.0 2023-04-17,32.7,4149.38 2023-04-18,33.35,4162.03 2023-04-19,33.14,4124.56 2023-04-20,33.25,4113.02 2023-04-21,32.35,4032.57 2023-04-24,33.84,3982.64 2023-04-25,33.84,3962.67 2023-04-26,33.5,3959.23 2023-04-27,35.8,3988.42 2023-04-28,38.85,4029.09 2023-05-04,41.4,4030.25 2023-05-05,41.26,4016.88 2023-05-08,43.05,4062.66 2023-05-09,40.61,4027.88 2023-05-10,39.98,3996.87 2023-05-11,40.58,3990.66 2023-05-12,39.52,3937.76 2023-05-15,40.9,3998.89 2023-05-16,39.66,3978.21 2023-05-17,38.96,3960.17 2023-05-18,39.38,3956.07 2023-05-19,38.93,3944.54 2023-05-22,38.93,3969.33 2023-05-23,38.0,3913.19 2023-05-24,37.1,3859.09 2023-05-25,37.07,3850.5 2023-05-26,37.11,3850.95 2023-05-29,36.72,3833.94 2023-05-30,37.13,3837.75 2023-05-31,36.79,3798.54 2023-06-01,36.78,3806.87 2023-06-02,37.37,3861.83 2023-06-05,37.22,3844.25 2023-06-06,37.29,3808.16 2023-06-07,37.44,3789.34 2023-06-08,37.95,3820.19 2023-06-09,37.65,3836.7 2023-06-12,38.66,3844.43 2023-06-13,38.81,3864.91 2023-06-14,38.54,3864.02 2023-06-15,38.18,3925.5 2023-06-16,38.23,3963.35 2023-06-19,37.27,3930.91 2023-06-20,36.73,3924.24 2023-06-21,36.22,3864.03 2023-06-26,35.2,3809.7 2023-06-27,35.92,3845.43 2023-06-28,36.12,3840.8 2023-06-29,36.38,3821.84 2023-06-30,36.77,3842.45 2023-07-03,39.6,3892.88 2023-07-04,39.65,3899.01 2023-07-05,39.14,3868.81 2023-07-06,39.42,3842.75 2023-07-07,40.23,3825.7 2023-07-10,39.23,3844.33 2023-07-11,39.3,3869.49 2023-07-12,39.62,3843.44 2023-07-13,40.42,3898.42 2023-07-14,40.31,3899.1 2023-07-17,40.08,3867.17 2023-07-18,39.8,3854.94 2023-07-19,39.97,3850.87 2023-07-20,38.68,3823.69 2023-07-21,38.71,3821.91 2023-07-24,38.39,3805.22 2023-07-25,42.19,3915.12 2023-07-26,41.82,3907.01 2023-07-27,42.26,3902.35 2023-07-28,45.58,3992.74 2023-07-31,45.42,4014.63 2023-08-01,45.28,3998.0 2023-08-02,45.0,3969.9 2023-08-03,47.0,4004.98 2023-08-04,46.8,4020.58 2023-08-07,45.46,3990.15 2023-08-08,45.1,3979.73 2023-08-09,45.04,3967.57 2023-08-10,44.66,3975.72 2023-08-11,42.85,3884.25 2023-08-14,42.7,3855.91 2023-08-15,43.31,3846.54 2023-08-16,42.79,3818.33 2023-08-17,42.35,3831.1 2023-08-18,42.83,3784.0 2023-08-21,41.23,3729.56 2023-08-22,42.18,3758.23 2023-08-23,41.54,3696.63 2023-08-24,40.83,3723.43 2023-08-25,41.67,3709.15 2023-08-28,42.3,3752.62 2023-08-29,41.82,3790.11 2023-08-30,40.99,3788.51 2023-08-31,40.5,3765.27 2023-09-01,41.97,3791.49 2023-09-04,42.75,3848.95 2023-09-05,41.01,3820.32 2023-09-06,41.56,3812.03 2023-09-07,40.8,3758.47 2023-09-08,40.86,3739.99 2023-09-11,41.56,3767.54 2023-09-12,38.34,3760.6 2023-09-13,38.54,3736.65 2023-09-14,38.25,3733.51 2023-09-15,38.42,3708.78 2023-09-18,38.25,3727.71 2023-09-19,37.84,3720.5 2023-09-20,37.6,3705.69 2023-09-21,37.4,3672.44 2023-09-22,37.86,3738.93 2023-09-25,37.29,3714.6 2023-09-26,37.31,3692.89 2023-09-27,37.0,3700.5 2023-09-28,36.83,3689.52 2023-10-09,36.71,3684.73 2023-10-10,36.05,3657.13 2023-10-11,35.82,3667.55 2023-10-12,37.02,3702.38 2023-10-13,36.72,3663.41 2023-10-16,36.89,3626.6 2023-10-17,37.79,3639.4 2023-10-18,37.1,3610.58 2023-10-19,36.13,3533.54 2023-10-20,35.83,3510.59 2023-10-23,35.37,3474.24 2023-10-24,35.62,3487.13 2023-10-25,35.12,3504.46 2023-10-26,35.12,3514.14 2023-10-27,34.38,3562.39 2023-10-30,33.35,3583.77 2023-10-31,33.4,3572.51 2023-11-01,32.95,3571.03 2023-11-02,32.55,3554.19 2023-11-03,32.52,3584.14 2023-11-06,33.56,3632.61 2023-11-07,32.84,3619.76 2023-11-08,32.75,3611.07 2023-11-09,32.64,3612.83 2023-11-10,32.0,3586.49 2023-11-13,32.09,3579.41 2023-11-14,32.08,3582.06 2023-11-15,32.71,3607.25 2023-11-16,32.33,3572.36 2023-11-17,32.23,3568.07 2023-11-20,32.38,3576.32 2023-11-21,32.47,3581.07 2023-11-22,32.08,3544.42 2023-11-23,32.51,3561.52 2023-11-24,32.04,3538.01 2023-11-27,31.32,3511.94 2023-11-28,31.29,3518.52 2023-11-29,31.07,3488.31 2023-11-30,31.25,3496.2 2023-12-01,31.49,3482.88 2023-12-04,31.03,3460.14 2023-12-05,30.23,3394.26 2023-12-06,30.36,3399.6 2023-12-07,30.47,3391.28 2023-12-08,30.16,3399.46 2023-12-11,30.63,3419.45 2023-12-12,31.0,3426.8 2023-12-13,30.3,3369.61 2023-12-14,30.08,3351.96 2023-12-15,30.12,3341.55 2023-12-18,29.82,3329.37 2023-12-19,29.85,3334.04 2023-12-20,29.12,3297.5 2023-12-21,29.44,3330.87 2023-12-22,29.42,3337.23 2023-12-25,29.4,3347.45 2023-12-26,29.5,3324.79 2023-12-27,29.34,3336.36 2023-12-28,31.1,3414.54 2023-12-29,31.13,3431.11 2024-01-02,31.2,3386.35 2024-01-03,31.52,3378.3 2024-01-04,30.95,3347.05 2024-01-05,30.88,3329.11 2024-01-08,30.17,3286.06 2024-01-09,29.85,3292.5 2024-01-10,29.28,3277.13 2024-01-11,29.24,3295.67 2024-01-12,28.59,3284.17 2024-01-15,28.52,3280.92 2024-01-16,29.32,3300.88 2024-01-17,28.79,3229.08 2024-01-18,29.09,3274.73 2024-01-19,28.83,3269.78 2024-01-22,28.25,3218.9 2024-01-23,28.2,3231.93 2024-01-24,29.49,3277.11 2024-01-25,31.22,3342.92 2024-01-26,31.37,3333.82 2024-01-29,31.27,3303.96 2024-01-30,30.21,3245.04 2024-01-31,30.6,3215.35 2024-02-01,29.64,3217.71 2024-02-02,29.2,3179.63 2024-02-05,29.0,3200.42 2024-02-06,30.05,3311.69 2024-02-07,30.37,3343.63 2024-02-08,30.59,3364.93 2024-02-19,31.19,3403.81 2024-02-20,31.05,3410.85 2024-02-21,33.0,3456.87 2024-02-22,33.82,3486.67 ", 1478,CN,technical,对于2021年05月07日-2021年06月29日的信息比率,海螺水泥的值是?(需年化(用复合年化收益率),A股按一年242个交易日)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,-3.4195,easy,risk-adjusted return,IR = (AnnRet - AnnRet_b) / TE;TE = \sigma(r - r_b) * \sqrt{242};r_b 为基准日收益率,"date,close,benchmark_close 2021-05-06,49.38,5061.12 2021-05-07,50.24,4996.05 2021-05-10,50.11,4992.42 2021-05-11,49.43,5023.06 2021-05-12,49.3,5044.55 2021-05-13,49.0,4992.97 2021-05-14,49.83,5110.59 2021-05-17,50.32,5184.99 2021-05-18,49.89,5187.6 2021-05-19,49.51,5172.27 2021-05-20,49.38,5186.41 2021-05-21,49.12,5134.15 2021-05-24,49.01,5155.59 2021-05-25,49.67,5318.48 2021-05-26,49.68,5320.59 2021-05-27,49.53,5338.23 2021-05-28,49.05,5321.09 2021-05-31,49.03,5331.57 2021-06-01,48.75,5341.68 2021-06-02,48.35,5289.97 2021-06-03,48.41,5255.29 2021-06-04,48.28,5282.28 2021-06-07,48.55,5277.63 2021-06-08,48.93,5232.12 2021-06-09,48.8,5236.45 2021-06-10,48.43,5271.47 2021-06-11,48.09,5224.7 2021-06-15,47.17,5166.56 2021-06-16,47.08,5080.49 2021-06-17,43.89,5101.89 2021-06-18,42.79,5102.47 2021-06-21,40.92,5090.39 2021-06-22,41.39,5122.16 2021-06-23,41.88,5147.39 2021-06-24,41.49,5155.97 2021-06-25,42.08,5239.97 2021-06-28,42.13,5251.76 2021-06-29,41.13,5190.54 ", 1479,CN,technical,计算山金国际2021年05月02日至2021年09月14日的信息比率。(需年化(用复合年化收益率),A股按一年242个交易日)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1.0371,easy,risk-adjusted return,IR = (AnnRet - AnnRet_b) / TE;TE = \sigma(r - r_b) * \sqrt{242};r_b 为基准日收益率,"date,close,benchmark_close 2021-04-30,8.57,5123.49 2021-05-06,8.73,5061.12 2021-05-07,9.35,4996.05 2021-05-10,10.29,4992.42 2021-05-11,10.47,5023.06 2021-05-12,10.64,5044.55 2021-05-13,10.25,4992.97 2021-05-14,10.61,5110.59 2021-05-17,10.63,5184.99 2021-05-18,10.96,5187.6 2021-05-19,11.14,5172.27 2021-05-20,11.0,5186.41 2021-05-21,10.66,5134.15 2021-05-24,10.95,5155.59 2021-05-25,10.56,5318.48 2021-05-26,10.85,5320.59 2021-05-27,10.58,5338.23 2021-05-28,10.3,5321.09 2021-05-31,10.48,5331.57 2021-06-01,10.78,5341.68 2021-06-02,10.05,5289.97 2021-06-03,9.85,5255.29 2021-06-04,9.91,5282.28 2021-06-07,10.77,5277.63 2021-06-08,10.76,5232.12 2021-06-09,11.02,5236.45 2021-06-10,10.95,5271.47 2021-06-11,11.34,5224.7 2021-06-15,10.33,5166.56 2021-06-16,10.46,5080.49 2021-06-17,9.85,5101.89 2021-06-18,9.84,5102.47 2021-06-21,9.65,5090.39 2021-06-22,9.55,5122.16 2021-06-23,9.65,5147.39 2021-06-24,9.93,5155.97 2021-06-25,10.01,5239.97 2021-06-28,9.66,5251.76 2021-06-29,9.59,5190.54 2021-06-30,9.51,5224.04 2021-07-01,9.84,5229.66 2021-07-02,9.82,5081.12 2021-07-05,9.7,5085.79 2021-07-06,10.11,5083.1 2021-07-07,10.01,5140.49 2021-07-08,9.77,5088.26 2021-07-09,9.93,5069.44 2021-07-12,9.9,5132.71 2021-07-13,9.76,5142.1 2021-07-14,9.72,5083.08 2021-07-15,9.93,5151.46 2021-07-16,9.79,5094.77 2021-07-19,9.42,5113.49 2021-07-20,9.74,5108.99 2021-07-21,9.63,5144.04 2021-07-22,9.75,5151.75 2021-07-23,9.99,5089.23 2021-07-26,9.75,4925.3 2021-07-27,9.5,4751.31 2021-07-28,8.82,4760.48 2021-07-29,9.19,4850.27 2021-07-30,9.13,4811.17 2021-08-02,9.0,4933.74 2021-08-03,8.96,4934.46 2021-08-04,8.94,4978.85 2021-08-05,8.81,4948.67 2021-08-06,8.8,4921.56 2021-08-09,8.57,4985.56 2021-08-10,8.63,5043.15 2021-08-11,8.7,5015.34 2021-08-12,8.97,4973.35 2021-08-13,9.08,4945.98 2021-08-16,8.92,4941.07 2021-08-17,8.91,4837.4 2021-08-18,8.94,4894.24 2021-08-19,8.93,4862.14 2021-08-20,8.78,4769.27 2021-08-23,8.76,4835.88 2021-08-24,8.72,4888.39 2021-08-25,8.75,4898.16 2021-08-26,8.66,4801.61 2021-08-27,8.89,4827.04 2021-08-30,8.64,4813.27 2021-08-31,8.86,4805.61 2021-09-01,8.72,4869.46 2021-09-02,8.68,4869.41 2021-09-03,8.75,4843.06 2021-09-06,8.87,4933.73 2021-09-07,8.86,4992.83 2021-09-08,9.05,4972.13 2021-09-09,9.55,4970.01 2021-09-10,9.77,5013.52 2021-09-13,10.17,4991.66 2021-09-14,9.76,4917.16 ", 1480,CN,technical,三花智控2023年12月06日至2024年02月03日的夏普比率的值是?(默认无风险利率为0;需年化(用复合年化收益率),A股按一年242个交易日)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,-2.2052,easy,risk-adjusted return,SR = (AnnRet - rf) / (\sigma(r) * \sqrt{242}),"date,close 2023-12-05,27.81 2023-12-06,27.7 2023-12-07,28.23 2023-12-08,28.25 2023-12-11,29.4 2023-12-12,28.95 2023-12-13,29.51 2023-12-14,29.23 2023-12-15,29.04 2023-12-18,29.15 2023-12-19,29.44 2023-12-20,28.97 2023-12-21,28.56 2023-12-22,28.83 2023-12-25,29.08 2023-12-26,28.12 2023-12-27,28.4 2023-12-28,28.18 2023-12-29,29.4 2024-01-02,28.36 2024-01-03,26.62 2024-01-04,27.05 2024-01-05,27.0 2024-01-08,26.07 2024-01-09,26.28 2024-01-10,25.92 2024-01-11,25.81 2024-01-12,25.53 2024-01-15,25.57 2024-01-16,25.47 2024-01-17,24.2 2024-01-18,24.47 2024-01-19,24.11 2024-01-22,23.11 2024-01-23,23.26 2024-01-24,23.15 2024-01-25,22.23 2024-01-26,21.32 2024-01-29,20.81 2024-01-30,20.61 2024-01-31,21.0 2024-02-01,21.6 2024-02-02,21.1 ", 1481,CN,technical,2020年08月08日到2021年04月08日,阳光电源的夏普比率是多少?(默认无风险利率为0;需年化(用复合年化收益率),A股按一年242个交易日)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,6.2819,easy,risk-adjusted return,SR = (AnnRet - rf) / (\sigma(r) * \sqrt{242}),"date,close 2020-08-07,19.85 2020-08-10,21.84 2020-08-11,23.1 2020-08-12,20.81 2020-08-13,20.85 2020-08-14,20.93 2020-08-17,21.05 2020-08-18,21.0 2020-08-19,19.91 2020-08-20,19.3 2020-08-21,19.5 2020-08-24,20.78 2020-08-25,20.69 2020-08-26,20.1 2020-08-27,20.95 2020-08-28,21.75 2020-08-31,21.93 2020-09-01,22.16 2020-09-02,22.26 2020-09-03,21.9 2020-09-04,21.89 2020-09-07,21.54 2020-09-08,21.53 2020-09-09,20.38 2020-09-10,20.35 2020-09-11,24.42 2020-09-14,24.52 2020-09-15,24.6 2020-09-16,26.29 2020-09-17,28.35 2020-09-18,28.01 2020-09-21,26.57 2020-09-22,26.12 2020-09-23,29.83 2020-09-24,26.88 2020-09-25,26.85 2020-09-28,27.74 2020-09-29,26.85 2020-09-30,27.49 2020-10-09,31.96 2020-10-12,32.22 2020-10-13,31.4 2020-10-14,31.6 2020-10-15,30.42 2020-10-16,30.42 2020-10-19,28.8 2020-10-20,29.95 2020-10-21,29.28 2020-10-22,28.8 2020-10-23,27.97 2020-10-26,30.02 2020-10-27,30.52 2020-10-28,31.53 2020-10-29,32.36 2020-10-30,38.83 2020-11-02,45.33 2020-11-03,45.78 2020-11-04,44.3 2020-11-05,45.5 2020-11-06,43.4 2020-11-09,44.3 2020-11-10,47.2 2020-11-11,43.52 2020-11-12,47.77 2020-11-13,46.36 2020-11-16,45.85 2020-11-17,44.99 2020-11-18,44.1 2020-11-19,43.92 2020-11-20,45.67 2020-11-23,50.9 2020-11-24,51.26 2020-11-25,48.36 2020-11-26,47.99 2020-11-27,46.92 2020-11-30,48.06 2020-12-01,48.89 2020-12-02,47.33 2020-12-03,47.75 2020-12-04,47.0 2020-12-07,48.8 2020-12-08,51.88 2020-12-09,50.87 2020-12-10,56.38 2020-12-11,54.1 2020-12-14,57.14 2020-12-15,61.99 2020-12-16,62.99 2020-12-17,62.0 2020-12-18,61.38 2020-12-21,65.9 2020-12-22,62.9 2020-12-23,69.92 2020-12-24,70.4 2020-12-25,74.7 2020-12-28,73.96 2020-12-29,66.3 2020-12-30,67.97 2020-12-31,72.28 2021-01-04,78.19 2021-01-05,76.82 2021-01-06,80.16 2021-01-07,89.0 2021-01-08,85.23 2021-01-11,81.02 2021-01-12,86.91 2021-01-13,88.2 2021-01-14,88.8 2021-01-15,84.13 2021-01-18,86.1 2021-01-19,83.9 2021-01-20,92.2 2021-01-21,93.4 2021-01-22,98.8 2021-01-25,102.5 2021-01-26,95.58 2021-01-27,104.5 2021-01-28,99.59 2021-01-29,104.8 2021-02-01,96.88 2021-02-02,98.4 2021-02-03,104.02 2021-02-04,109.5 2021-02-05,115.2 2021-02-08,112.96 2021-02-09,112.53 2021-02-10,119.09 2021-02-18,115.48 2021-02-19,112.18 2021-02-22,92.35 2021-02-23,90.75 2021-02-24,88.5 2021-02-25,87.32 2021-02-26,86.48 2021-03-01,89.23 2021-03-02,85.0 2021-03-03,85.6 2021-03-04,72.49 2021-03-05,76.93 2021-03-08,70.35 2021-03-09,68.12 2021-03-10,69.08 2021-03-11,73.45 2021-03-12,78.66 2021-03-15,71.26 2021-03-16,70.51 2021-03-17,70.8 2021-03-18,72.09 2021-03-19,65.69 2021-03-22,66.83 2021-03-23,66.06 2021-03-24,63.33 2021-03-25,62.77 2021-03-26,66.31 2021-03-29,65.2 2021-03-30,72.15 2021-03-31,71.78 2021-04-01,72.45 2021-04-02,73.35 2021-04-06,74.56 2021-04-07,70.42 2021-04-08,70.33 ", 1482,CN,technical,泰格医药的夏普比率,在2022年01月20日-2022年05月08日期间为多少?(默认无风险利率为0;需年化(用复合年化收益率),A股按一年242个交易日)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,-1.3376,easy,risk-adjusted return,SR = (AnnRet - rf) / (\sigma(r) * \sqrt{242}),"date,close 2022-01-19,118.9 2022-01-20,119.37 2022-01-21,116.4 2022-01-24,116.7 2022-01-25,116.02 2022-01-26,108.99 2022-01-27,105.95 2022-01-28,103.27 2022-02-07,104.68 2022-02-08,98.19 2022-02-09,99.16 2022-02-10,91.6 2022-02-11,88.6 2022-02-14,93.16 2022-02-15,98.66 2022-02-16,100.23 2022-02-17,101.74 2022-02-18,102.23 2022-02-21,99.95 2022-02-22,99.04 2022-02-23,100.55 2022-02-24,100.0 2022-02-25,104.8 2022-02-28,101.78 2022-03-01,103.51 2022-03-02,99.51 2022-03-03,97.41 2022-03-04,96.19 2022-03-07,91.26 2022-03-08,88.2 2022-03-09,83.7 2022-03-10,86.1 2022-03-11,92.39 2022-03-14,88.7 2022-03-15,88.0 2022-03-16,91.22 2022-03-17,93.0 2022-03-18,94.53 2022-03-21,94.37 2022-03-22,92.62 2022-03-23,101.42 2022-03-24,103.48 2022-03-25,98.8 2022-03-28,98.6 2022-03-29,102.64 2022-03-30,106.21 2022-03-31,107.6 2022-04-01,104.38 2022-04-06,105.88 2022-04-07,103.48 2022-04-08,99.97 2022-04-11,98.23 2022-04-12,100.9 2022-04-13,97.0 2022-04-14,100.41 2022-04-15,105.35 2022-04-18,103.16 2022-04-19,97.92 2022-04-20,96.89 2022-04-21,94.55 2022-04-22,95.03 2022-04-25,89.2 2022-04-26,90.0 2022-04-27,89.76 2022-04-28,86.35 2022-04-29,89.55 2022-05-05,87.93 2022-05-06,81.76 ", 1483,CN,technical,对于2019年05月04日-2020年03月13日的夏普比率,领益智造的值是?(默认无风险利率为0;需年化(用复合年化收益率),A股按一年242个交易日)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1.5363,easy,risk-adjusted return,SR = (AnnRet - rf) / (\sigma(r) * \sqrt{242}),"date,close 2019-04-30,5.87 2019-05-06,5.28 2019-05-07,5.81 2019-05-08,6.15 2019-05-09,5.93 2019-05-10,6.27 2019-05-13,6.55 2019-05-14,6.55 2019-05-15,6.53 2019-05-16,6.6 2019-05-17,6.04 2019-05-20,5.9 2019-05-21,6.49 2019-05-22,6.38 2019-05-23,6.44 2019-05-24,5.99 2019-05-27,6.49 2019-05-28,6.37 2019-05-29,6.5 2019-05-30,6.28 2019-05-31,6.18 2019-06-03,5.95 2019-06-04,5.89 2019-06-05,5.92 2019-06-06,5.71 2019-06-10,5.93 2019-06-11,6.52 2019-06-12,6.37 2019-06-13,6.28 2019-06-14,5.98 2019-06-17,6.1 2019-06-18,6.04 2019-06-19,6.11 2019-06-20,6.14 2019-06-21,6.28 2019-06-24,6.2 2019-06-25,6.15 2019-06-26,6.05 2019-06-27,6.07 2019-06-28,5.93 2019-07-01,6.42 2019-07-02,6.19 2019-07-03,6.15 2019-07-04,6.37 2019-07-05,6.37 2019-07-08,6.16 2019-07-09,6.09 2019-07-10,6.16 2019-07-11,6.06 2019-07-12,6.05 2019-07-15,6.09 2019-07-16,6.19 2019-07-17,6.21 2019-07-18,6.08 2019-07-19,6.08 2019-07-22,5.92 2019-07-23,6.03 2019-07-24,6.08 2019-07-25,6.19 2019-07-26,6.08 2019-07-29,6.09 2019-07-30,6.21 2019-07-31,6.13 2019-08-01,6.1 2019-08-02,6.09 2019-08-05,6.01 2019-08-06,5.85 2019-08-07,5.78 2019-08-08,5.75 2019-08-09,5.57 2019-08-12,5.84 2019-08-13,5.75 2019-08-14,6.08 2019-08-15,6.32 2019-08-16,6.95 2019-08-19,7.28 2019-08-20,7.63 2019-08-21,7.47 2019-08-22,7.89 2019-08-23,8.68 2019-08-26,8.37 2019-08-27,8.44 2019-08-28,8.1 2019-08-29,8.08 2019-08-30,8.38 2019-09-02,8.27 2019-09-03,9.1 2019-09-04,9.78 2019-09-05,9.78 2019-09-06,9.88 2019-09-09,10.06 2019-09-10,9.7 2019-09-11,9.62 2019-09-12,9.54 2019-09-16,10.0 2019-09-17,9.99 2019-09-18,10.72 2019-09-19,11.1 2019-09-20,10.65 2019-09-23,10.65 2019-09-24,10.28 2019-09-25,9.81 2019-09-26,9.14 2019-09-27,9.8 2019-09-30,9.36 2019-10-08,9.46 2019-10-09,9.42 2019-10-10,10.36 2019-10-11,10.38 2019-10-14,10.4 2019-10-15,9.84 2019-10-16,9.9 2019-10-17,9.9 2019-10-18,9.46 2019-10-21,9.38 2019-10-22,9.55 2019-10-23,9.37 2019-10-24,9.32 2019-10-25,9.92 2019-10-28,10.11 2019-10-29,9.98 2019-10-30,10.67 2019-10-31,10.19 2019-11-01,10.2 2019-11-04,10.99 2019-11-05,11.02 2019-11-06,10.87 2019-11-07,11.14 2019-11-08,11.54 2019-11-11,11.59 2019-11-12,11.05 2019-11-13,11.22 2019-11-14,11.11 2019-11-15,10.59 2019-11-18,10.7 2019-11-19,10.83 2019-11-20,10.88 2019-11-21,11.03 2019-11-22,10.7 2019-11-25,10.2 2019-11-26,10.46 2019-11-27,10.82 2019-11-28,10.5 2019-11-29,10.47 2019-12-02,10.56 2019-12-03,10.45 2019-12-04,10.44 2019-12-05,10.94 2019-12-06,10.98 2019-12-09,10.8 2019-12-10,10.9 2019-12-11,10.65 2019-12-12,10.49 2019-12-13,10.62 2019-12-16,11.3 2019-12-17,11.28 2019-12-18,11.8 2019-12-19,11.82 2019-12-20,11.68 2019-12-23,11.15 2019-12-24,11.42 2019-12-25,11.28 2019-12-26,11.32 2019-12-27,10.98 2019-12-30,11.0 2019-12-31,10.85 2020-01-02,11.26 2020-01-03,11.58 2020-01-06,11.72 2020-01-07,11.78 2020-01-08,11.92 2020-01-09,12.19 2020-01-10,11.9 2020-01-13,12.1 2020-01-14,11.82 2020-01-15,11.84 2020-01-16,12.73 2020-01-17,12.6 2020-01-20,13.22 2020-01-21,12.91 2020-01-22,13.2 2020-01-23,12.96 2020-02-03,11.66 2020-02-04,11.51 2020-02-05,11.63 2020-02-06,11.56 2020-02-07,11.21 2020-02-10,11.28 2020-02-11,12.04 2020-02-12,11.95 2020-02-13,11.78 2020-02-14,11.94 2020-02-17,12.41 2020-02-18,12.79 2020-02-19,12.39 2020-02-20,12.94 2020-02-21,13.14 2020-02-24,13.73 2020-02-25,13.44 2020-02-26,12.51 2020-02-27,12.42 2020-02-28,11.33 2020-03-02,11.8 2020-03-03,12.11 2020-03-04,11.94 2020-03-05,11.95 2020-03-06,11.85 2020-03-09,11.05 2020-03-10,11.34 2020-03-11,11.0 2020-03-12,10.48 2020-03-13,10.3 ", 1484,CN,technical,计算中国核电2024年12月06日至2025年06月12日的夏普比率。(默认无风险利率为0;需年化(用复合年化收益率),A股按一年242个交易日)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,-0.4783,easy,risk-adjusted return,SR = (AnnRet - rf) / (\sigma(r) * \sqrt{242}),"date,close 2024-12-05,9.79 2024-12-06,9.92 2024-12-09,9.99 2024-12-10,9.91 2024-12-11,9.87 2024-12-12,9.8 2024-12-13,9.68 2024-12-16,9.98 2024-12-17,10.05 2024-12-18,10.02 2024-12-19,9.93 2024-12-20,9.75 2024-12-23,10.33 2024-12-24,10.36 2024-12-25,10.3 2024-12-26,10.19 2024-12-27,10.38 2024-12-30,10.27 2024-12-31,10.43 2025-01-02,10.15 2025-01-03,10.02 2025-01-06,9.95 2025-01-07,9.98 2025-01-08,10.19 2025-01-09,9.87 2025-01-10,9.43 2025-01-13,9.31 2025-01-14,9.5 2025-01-15,9.6 2025-01-16,9.59 2025-01-17,9.43 2025-01-20,9.37 2025-01-21,9.38 2025-01-22,9.4 2025-01-23,9.56 2025-01-24,9.56 2025-01-27,9.76 2025-02-05,9.68 2025-02-06,9.76 2025-02-07,9.79 2025-02-10,9.78 2025-02-11,9.84 2025-02-12,9.83 2025-02-13,9.96 2025-02-14,9.96 2025-02-17,10.17 2025-02-18,10.24 2025-02-19,10.17 2025-02-20,10.09 2025-02-21,10.1 2025-02-24,10.07 2025-02-25,9.95 2025-02-26,9.9 2025-02-27,9.78 2025-02-28,9.58 2025-03-03,9.71 2025-03-04,9.54 2025-03-05,9.64 2025-03-06,9.63 2025-03-07,9.59 2025-03-10,9.49 2025-03-11,9.5 2025-03-12,9.43 2025-03-13,9.5 2025-03-14,9.57 2025-03-17,9.47 2025-03-18,9.44 2025-03-19,9.51 2025-03-20,9.42 2025-03-21,9.4 2025-03-24,9.29 2025-03-25,9.47 2025-03-26,9.4 2025-03-27,9.3 2025-03-28,9.29 2025-03-31,9.21 2025-04-01,9.37 2025-04-02,9.28 2025-04-03,9.38 2025-04-07,8.99 2025-04-08,9.2 2025-04-09,9.28 2025-04-10,9.27 2025-04-11,9.23 2025-04-14,9.26 2025-04-15,9.4 2025-04-16,9.47 2025-04-17,9.45 2025-04-18,9.44 2025-04-21,9.38 2025-04-22,9.43 2025-04-23,9.37 2025-04-24,9.29 2025-04-25,9.33 2025-04-28,9.39 2025-04-29,9.33 2025-04-30,9.23 2025-05-06,9.29 2025-05-07,9.33 2025-05-08,9.38 2025-05-09,9.37 2025-05-12,9.4 2025-05-13,9.4 2025-05-14,9.48 2025-05-15,9.54 2025-05-16,9.43 2025-05-19,9.51 2025-05-20,9.62 2025-05-21,9.58 2025-05-22,9.57 2025-05-23,9.55 2025-05-26,9.77 2025-05-27,9.65 2025-05-28,9.64 2025-05-29,9.59 2025-05-30,9.58 2025-06-03,9.5 2025-06-04,9.5 2025-06-05,9.46 2025-06-06,9.49 2025-06-09,9.46 2025-06-10,9.36 2025-06-11,9.35 2025-06-12,9.29 ", 1485,CN,technical,正泰电器2020年03月23日至2020年07月21日的索提诺比率的值是?(默认目标收益率为0;需年化(用复合年化收益率),A股按一年242个交易日)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,5.5534,easy,risk-adjusted return,Sortino = (AnnRet - rf) / (DD * \sqrt{242}),"date,close 2020-03-20,23.51 2020-03-23,22.6 2020-03-24,22.93 2020-03-25,23.95 2020-03-26,23.8 2020-03-27,23.98 2020-03-30,23.6 2020-03-31,23.65 2020-04-01,23.73 2020-04-02,23.95 2020-04-03,23.61 2020-04-07,24.28 2020-04-08,24.06 2020-04-09,24.02 2020-04-10,23.71 2020-04-13,23.82 2020-04-14,24.93 2020-04-15,24.63 2020-04-16,24.33 2020-04-17,24.95 2020-04-20,25.03 2020-04-21,24.76 2020-04-22,24.82 2020-04-23,24.42 2020-04-24,23.96 2020-04-27,24.22 2020-04-28,23.96 2020-04-29,24.47 2020-04-30,24.9 2020-05-06,25.46 2020-05-07,25.38 2020-05-08,25.47 2020-05-11,25.77 2020-05-12,25.26 2020-05-13,25.16 2020-05-14,24.93 2020-05-15,24.8 2020-05-18,24.3 2020-05-19,24.67 2020-05-20,25.65 2020-05-21,25.08 2020-05-22,24.73 2020-05-25,24.49 2020-05-26,25.06 2020-05-27,25.28 2020-05-28,24.99 2020-05-29,25.43 2020-06-01,25.8 2020-06-02,25.31 2020-06-03,25.28 2020-06-04,25.04 2020-06-05,25.0 2020-06-08,25.27 2020-06-09,25.71 2020-06-10,25.43 2020-06-11,25.17 2020-06-12,24.92 2020-06-15,24.91 2020-06-16,25.09 2020-06-17,24.96 2020-06-18,25.05 2020-06-19,25.4 2020-06-22,26.2 2020-06-23,26.27 2020-06-24,26.12 2020-06-29,26.19 2020-06-30,26.35 2020-07-01,26.09 2020-07-02,26.36 2020-07-03,26.07 2020-07-06,27.0 2020-07-07,26.71 2020-07-08,26.95 2020-07-09,27.43 2020-07-10,26.66 2020-07-13,27.7 2020-07-14,27.35 2020-07-15,27.27 2020-07-16,26.47 2020-07-17,26.99 2020-07-20,29.0 2020-07-21,28.99 ", 1486,CN,technical,2021年09月01日到2022年07月15日,长安汽车的索提诺比率是多少?(默认目标收益率为0;需年化(用复合年化收益率),A股按一年242个交易日)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,-0.3805,easy,risk-adjusted return,Sortino = (AnnRet - rf) / (DD * \sqrt{242}),"date,close 2021-08-31,20.62 2021-09-01,19.93 2021-09-02,20.18 2021-09-03,19.4 2021-09-06,19.94 2021-09-07,20.39 2021-09-08,20.19 2021-09-09,20.29 2021-09-10,19.93 2021-09-13,19.11 2021-09-14,19.15 2021-09-15,18.63 2021-09-16,17.78 2021-09-17,17.73 2021-09-22,17.26 2021-09-23,17.57 2021-09-24,17.17 2021-09-27,17.25 2021-09-28,16.91 2021-09-29,16.52 2021-09-30,16.7 2021-10-08,17.7 2021-10-11,17.75 2021-10-12,18.11 2021-10-13,18.5 2021-10-14,18.21 2021-10-15,18.23 2021-10-18,18.29 2021-10-19,18.11 2021-10-20,19.49 2021-10-21,19.06 2021-10-22,19.5 2021-10-25,19.94 2021-10-26,19.52 2021-10-27,19.75 2021-10-28,18.75 2021-10-29,19.5 2021-11-01,20.54 2021-11-02,20.27 2021-11-03,19.89 2021-11-04,20.82 2021-11-05,20.8 2021-11-08,20.95 2021-11-09,20.85 2021-11-10,20.52 2021-11-11,20.91 2021-11-12,21.66 2021-11-15,20.09 2021-11-16,18.27 2021-11-17,18.2 2021-11-18,18.06 2021-11-19,18.21 2021-11-22,18.47 2021-11-23,18.01 2021-11-24,17.58 2021-11-25,17.33 2021-11-26,17.37 2021-11-29,17.39 2021-11-30,17.37 2021-12-01,17.29 2021-12-02,17.51 2021-12-03,17.35 2021-12-06,17.22 2021-12-07,17.35 2021-12-08,17.57 2021-12-09,17.86 2021-12-10,18.05 2021-12-13,17.87 2021-12-14,17.38 2021-12-15,17.31 2021-12-16,17.36 2021-12-17,17.17 2021-12-20,15.95 2021-12-21,15.98 2021-12-22,16.06 2021-12-23,16.06 2021-12-24,15.39 2021-12-27,15.12 2021-12-28,15.49 2021-12-29,15.2 2021-12-30,15.16 2021-12-31,15.19 2022-01-04,15.39 2022-01-05,15.11 2022-01-06,14.57 2022-01-07,14.47 2022-01-10,14.51 2022-01-11,14.13 2022-01-12,14.39 2022-01-13,14.29 2022-01-14,14.03 2022-01-17,14.21 2022-01-18,14.21 2022-01-19,13.87 2022-01-20,13.73 2022-01-21,13.48 2022-01-24,13.54 2022-01-25,13.06 2022-01-26,13.2 2022-01-27,12.82 2022-01-28,12.78 2022-02-07,12.98 2022-02-08,13.04 2022-02-09,13.28 2022-02-10,13.19 2022-02-11,12.87 2022-02-14,12.47 2022-02-15,12.94 2022-02-16,13.08 2022-02-17,13.03 2022-02-18,13.07 2022-02-21,13.08 2022-02-22,12.9 2022-02-23,13.28 2022-02-24,12.82 2022-02-25,13.1 2022-02-28,12.94 2022-03-01,13.27 2022-03-02,13.08 2022-03-03,12.9 2022-03-04,12.6 2022-03-07,12.19 2022-03-08,11.55 2022-03-09,11.19 2022-03-10,11.28 2022-03-11,11.44 2022-03-14,11.3 2022-03-15,10.64 2022-03-16,11.05 2022-03-17,11.23 2022-03-18,11.4 2022-03-21,11.43 2022-03-22,11.51 2022-03-23,11.52 2022-03-24,11.4 2022-03-25,11.19 2022-03-28,11.21 2022-03-29,11.05 2022-03-30,11.45 2022-03-31,11.33 2022-04-01,11.38 2022-04-06,11.23 2022-04-07,10.93 2022-04-08,10.99 2022-04-11,10.26 2022-04-12,10.32 2022-04-13,10.27 2022-04-14,10.49 2022-04-15,10.39 2022-04-18,10.62 2022-04-19,10.64 2022-04-20,11.0 2022-04-21,10.28 2022-04-22,10.33 2022-04-25,9.42 2022-04-26,9.05 2022-04-27,9.16 2022-04-28,9.52 2022-04-29,10.47 2022-05-05,11.52 2022-05-06,11.78 2022-05-09,11.38 2022-05-10,11.28 2022-05-11,12.23 2022-05-12,11.96 2022-05-13,13.16 2022-05-16,12.89 2022-05-17,13.51 2022-05-18,13.37 2022-05-19,13.81 2022-05-20,13.49 2022-05-23,13.71 2022-05-24,14.08 2022-05-25,14.54 2022-05-26,14.11 2022-05-27,14.15 2022-05-30,14.14 2022-05-31,13.95 2022-06-01,14.52 2022-06-02,15.51 2022-06-06,15.66 2022-06-07,15.28 2022-06-08,15.69 2022-06-09,15.1 2022-06-10,15.6 2022-06-13,16.99 2022-06-14,18.69 2022-06-15,18.62 2022-06-16,18.58 2022-06-17,18.92 2022-06-20,19.14 2022-06-21,20.2 2022-06-22,19.75 2022-06-23,21.73 2022-06-24,22.35 2022-06-27,18.5 2022-06-28,20.35 2022-06-29,18.32 2022-06-30,17.32 2022-07-01,18.14 2022-07-04,17.89 2022-07-05,17.17 2022-07-06,17.56 2022-07-07,18.99 2022-07-08,17.83 2022-07-11,17.33 2022-07-12,16.55 2022-07-13,16.97 2022-07-14,17.0 2022-07-15,17.93 ", 1487,CN,technical,圣邦股份的索提诺比率,在2021年08月24日-2022年07月06日期间为多少?(默认目标收益率为0;需年化(用复合年化收益率),A股按一年242个交易日)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,-1.0001,easy,risk-adjusted return,Sortino = (AnnRet - rf) / (DD * \sqrt{242}),"date,close 2021-08-23,349.13 2021-08-24,366.0 2021-08-25,364.05 2021-08-26,312.76 2021-08-27,323.0 2021-08-30,333.0 2021-08-31,320.0 2021-09-01,316.3 2021-09-02,304.74 2021-09-03,304.2 2021-09-06,313.6 2021-09-07,303.0 2021-09-08,301.8 2021-09-09,308.98 2021-09-10,337.99 2021-09-13,340.42 2021-09-14,324.6 2021-09-15,319.0 2021-09-16,305.74 2021-09-17,313.7 2021-09-22,313.95 2021-09-23,321.0 2021-09-24,320.2 2021-09-27,322.41 2021-09-28,326.45 2021-09-29,329.1 2021-09-30,332.73 2021-10-08,321.68 2021-10-11,333.8 2021-10-12,310.06 2021-10-13,325.72 2021-10-14,325.69 2021-10-15,343.18 2021-10-18,329.22 2021-10-19,322.0 2021-10-20,320.21 2021-10-21,318.41 2021-10-22,321.0 2021-10-25,321.08 2021-10-26,319.0 2021-10-27,311.8 2021-10-28,314.6 2021-10-29,324.0 2021-11-01,319.52 2021-11-02,335.31 2021-11-03,335.31 2021-11-04,338.97 2021-11-05,346.86 2021-11-08,333.9 2021-11-09,347.95 2021-11-10,344.0 2021-11-11,371.62 2021-11-12,367.0 2021-11-15,355.38 2021-11-16,344.31 2021-11-17,341.5 2021-11-18,332.86 2021-11-19,333.0 2021-11-22,345.5 2021-11-23,348.54 2021-11-24,343.6 2021-11-25,359.0 2021-11-26,343.76 2021-11-29,346.0 2021-11-30,343.0 2021-12-01,338.35 2021-12-02,332.53 2021-12-03,343.7 2021-12-06,327.51 2021-12-07,317.36 2021-12-08,327.39 2021-12-09,319.05 2021-12-10,315.34 2021-12-13,315.81 2021-12-14,324.27 2021-12-15,320.0 2021-12-16,326.9 2021-12-17,317.0 2021-12-20,310.01 2021-12-21,307.32 2021-12-22,320.0 2021-12-23,328.65 2021-12-24,329.98 2021-12-27,321.02 2021-12-28,326.0 2021-12-29,311.95 2021-12-30,315.78 2021-12-31,309.0 2022-01-04,301.41 2022-01-05,284.5 2022-01-06,287.0 2022-01-07,287.87 2022-01-10,285.15 2022-01-11,274.46 2022-01-12,284.48 2022-01-13,272.57 2022-01-14,286.7 2022-01-17,292.37 2022-01-18,302.6 2022-01-19,295.45 2022-01-20,295.07 2022-01-21,290.6 2022-01-24,290.78 2022-01-25,290.0 2022-01-26,290.5 2022-01-27,282.4 2022-01-28,275.19 2022-02-07,295.0 2022-02-08,284.5 2022-02-09,295.68 2022-02-10,304.9 2022-02-11,301.98 2022-02-14,299.1 2022-02-15,318.44 2022-02-16,312.5 2022-02-17,312.29 2022-02-18,309.99 2022-02-21,307.03 2022-02-22,321.85 2022-02-23,340.82 2022-02-24,339.3 2022-02-25,343.1 2022-02-28,348.0 2022-03-01,349.6 2022-03-02,332.5 2022-03-03,313.5 2022-03-04,327.51 2022-03-07,317.5 2022-03-08,319.7 2022-03-09,316.6 2022-03-10,329.17 2022-03-11,334.66 2022-03-14,328.0 2022-03-15,327.64 2022-03-16,333.5 2022-03-17,327.48 2022-03-18,323.33 2022-03-21,339.02 2022-03-22,337.46 2022-03-23,339.0 2022-03-24,334.0 2022-03-25,336.0 2022-03-28,333.47 2022-03-29,343.0 2022-03-30,331.5 2022-03-31,326.52 2022-04-01,323.63 2022-04-06,304.99 2022-04-07,307.96 2022-04-08,314.15 2022-04-11,307.48 2022-04-12,303.2 2022-04-13,288.2 2022-04-14,284.19 2022-04-15,284.0 2022-04-18,294.3 2022-04-19,293.99 2022-04-20,285.01 2022-04-21,288.88 2022-04-22,280.0 2022-04-25,269.0 2022-04-26,260.49 2022-04-27,290.0 2022-04-28,275.06 2022-04-29,280.0 2022-05-05,289.5 2022-05-06,278.37 2022-05-09,265.73 2022-05-10,282.0 2022-05-11,293.2 2022-05-12,292.27 2022-05-13,288.11 2022-05-16,283.2 2022-05-17,301.62 2022-05-18,306.25 2022-05-19,301.41 2022-05-20,297.39 2022-05-23,293.6 2022-05-24,291.5 2022-05-25,280.37 2022-05-26,277.22 2022-05-27,280.69 2022-05-30,288.54 2022-05-31,287.43 2022-06-01,290.19 2022-06-02,297.46 2022-06-06,293.32 2022-06-07,286.0 2022-06-08,285.29 2022-06-09,274.91 2022-06-10,266.8 2022-06-13,251.5 2022-06-14,243.5 2022-06-15,248.65 2022-06-16,255.0 2022-06-17,256.25 2022-06-20,258.0 2022-06-21,256.58 2022-06-22,165.0 2022-06-23,167.98 2022-06-24,172.88 2022-06-27,176.66 2022-06-28,182.08 2022-06-29,180.83 2022-06-30,182.02 2022-07-01,181.8 2022-07-04,175.77 2022-07-05,180.37 2022-07-06,186.95 ", 1488,CN,technical,对于2021年11月17日-2021年12月22日的索提诺比率,昆仑万维的值是?(默认目标收益率为0;需年化(用复合年化收益率),A股按一年242个交易日)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,-0.0262,easy,risk-adjusted return,Sortino = (AnnRet - rf) / (DD * \sqrt{242}),"date,close 2021-11-16,23.25 2021-11-17,24.31 2021-11-18,22.76 2021-11-19,22.79 2021-11-22,23.5 2021-11-23,22.77 2021-11-24,22.98 2021-11-25,21.76 2021-11-26,21.43 2021-11-29,21.2 2021-11-30,21.11 2021-12-01,21.23 2021-12-02,20.59 2021-12-03,20.6 2021-12-06,20.3 2021-12-07,20.41 2021-12-08,20.77 2021-12-09,20.77 2021-12-10,21.28 2021-12-13,22.5 2021-12-14,22.5 2021-12-15,22.39 2021-12-16,22.81 2021-12-17,22.73 2021-12-20,22.18 2021-12-21,22.7 2021-12-22,23.23 ", 1489,CN,technical,计算用友网络2025年04月09日至2025年07月30日的索提诺比率。(默认目标收益率为0;需年化(用复合年化收益率),A股按一年242个交易日)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1.9257,easy,risk-adjusted return,Sortino = (AnnRet - rf) / (DD * \sqrt{242}),"date,close 2025-04-08,13.1 2025-04-09,13.49 2025-04-10,13.61 2025-04-11,13.79 2025-04-14,13.9 2025-04-15,13.77 2025-04-16,13.59 2025-04-17,13.88 2025-04-18,13.55 2025-04-21,14.19 2025-04-22,13.75 2025-04-23,13.83 2025-04-24,13.52 2025-04-25,13.7 2025-04-28,13.62 2025-04-29,13.82 2025-04-30,14.59 2025-05-06,14.76 2025-05-07,14.51 2025-05-08,14.5 2025-05-09,13.96 2025-05-12,14.16 2025-05-13,14.15 2025-05-14,14.19 2025-05-15,13.47 2025-05-16,13.33 2025-05-19,13.3 2025-05-20,13.34 2025-05-21,13.21 2025-05-22,13.12 2025-05-23,12.92 2025-05-26,13.19 2025-05-27,13.15 2025-05-28,12.95 2025-05-29,13.48 2025-05-30,13.05 2025-06-03,13.04 2025-06-04,13.2 2025-06-05,13.62 2025-06-06,13.71 2025-06-09,14.46 2025-06-10,13.74 2025-06-11,13.52 2025-06-12,13.31 2025-06-13,13.07 2025-06-16,13.06 2025-06-17,13.01 2025-06-18,12.91 2025-06-19,12.73 2025-06-20,12.4 2025-06-23,12.72 2025-06-24,12.86 2025-06-25,13.15 2025-06-26,13.16 2025-06-27,13.1 2025-06-30,13.37 2025-07-01,13.1 2025-07-02,12.97 2025-07-03,12.96 2025-07-04,12.83 2025-07-07,12.8 2025-07-08,13.09 2025-07-09,12.99 2025-07-10,12.96 2025-07-11,13.55 2025-07-14,13.13 2025-07-15,14.44 2025-07-16,14.4 2025-07-17,14.29 2025-07-18,14.33 2025-07-21,14.24 2025-07-22,13.92 2025-07-23,14.17 2025-07-24,14.46 2025-07-25,14.65 2025-07-28,14.36 2025-07-29,14.88 2025-07-30,14.66 ", 1490,CN,technical,东方财富2019年12月21日至2020年06月20日的卡玛比率的值是?(收益率需年化(用复合年化收益率),A股按一年242个交易日)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1.6245,easy,risk-adjusted return,Calmar = AnnRet / MDD,"date,close 2019-12-23,14.96 2019-12-24,15.19 2019-12-25,15.19 2019-12-26,15.49 2019-12-27,15.06 2019-12-30,15.79 2019-12-31,15.77 2020-01-02,15.9 2020-01-03,16.0 2020-01-06,16.15 2020-01-07,16.14 2020-01-08,15.54 2020-01-09,16.01 2020-01-10,16.11 2020-01-13,16.19 2020-01-14,15.87 2020-01-15,15.75 2020-01-16,15.7 2020-01-17,15.75 2020-01-20,16.03 2020-01-21,15.6 2020-01-22,15.87 2020-01-23,15.08 2020-02-03,13.57 2020-02-04,13.55 2020-02-05,13.86 2020-02-06,14.62 2020-02-07,14.62 2020-02-10,14.7 2020-02-11,14.56 2020-02-12,14.99 2020-02-13,14.64 2020-02-14,15.3 2020-02-17,15.91 2020-02-18,15.74 2020-02-19,15.76 2020-02-20,17.34 2020-02-21,18.5 2020-02-24,18.66 2020-02-25,19.95 2020-02-26,18.73 2020-02-27,18.98 2020-02-28,17.35 2020-03-02,18.18 2020-03-03,18.45 2020-03-04,19.32 2020-03-05,20.17 2020-03-06,19.17 2020-03-09,17.99 2020-03-10,19.0 2020-03-11,18.17 2020-03-12,18.11 2020-03-13,17.93 2020-03-16,16.47 2020-03-17,16.78 2020-03-18,16.16 2020-03-19,16.73 2020-03-20,16.88 2020-03-23,16.03 2020-03-24,16.68 2020-03-25,16.88 2020-03-26,16.59 2020-03-27,16.64 2020-03-30,16.34 2020-03-31,16.05 2020-04-01,16.07 2020-04-02,16.62 2020-04-03,16.23 2020-04-07,16.77 2020-04-08,16.74 2020-04-09,17.45 2020-04-10,17.13 2020-04-13,17.68 2020-04-14,17.9 2020-04-15,17.32 2020-04-16,17.57 2020-04-17,17.64 2020-04-20,17.7 2020-04-21,17.38 2020-04-22,17.42 2020-04-23,17.14 2020-04-24,16.82 2020-04-27,16.71 2020-04-28,17.23 2020-04-29,17.48 2020-04-30,18.24 2020-05-06,18.42 2020-05-07,18.14 2020-05-08,18.4 2020-05-11,18.25 2020-05-12,18.2 2020-05-13,18.25 2020-05-14,17.89 2020-05-15,17.91 2020-05-18,18.03 2020-05-19,18.26 2020-05-20,17.95 2020-05-21,14.68 2020-05-22,14.19 2020-05-25,14.13 2020-05-26,14.41 2020-05-27,14.23 2020-05-28,14.4 2020-05-29,14.25 2020-06-01,15.44 2020-06-02,15.35 2020-06-03,15.25 2020-06-04,15.25 2020-06-05,15.37 2020-06-08,15.16 2020-06-09,15.72 2020-06-10,15.81 2020-06-11,15.81 2020-06-12,16.13 2020-06-15,16.23 2020-06-16,16.5 2020-06-17,16.42 2020-06-18,16.95 2020-06-19,18.15 ", 1491,CN,technical,2021年06月09日到2021年07月04日,泸州老窖的卡玛比率是多少?(收益率需年化(用复合年化收益率),A股按一年242个交易日)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,-5.8278,easy,risk-adjusted return,Calmar = AnnRet / MDD,"date,close 2021-06-09,262.2 2021-06-10,266.71 2021-06-11,258.25 2021-06-15,249.86 2021-06-16,242.58 2021-06-17,242.45 2021-06-18,232.8 2021-06-21,236.5 2021-06-22,232.02 2021-06-23,225.98 2021-06-24,231.0 2021-06-25,234.93 2021-06-28,235.5 2021-06-29,228.15 2021-06-30,235.94 2021-07-01,236.0 2021-07-02,226.6 ", 1492,CN,technical,农业银行的卡玛比率,在2022年07月23日-2023年02月19日期间为多少?(收益率需年化(用复合年化收益率),A股按一年242个交易日)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.6724,easy,risk-adjusted return,Calmar = AnnRet / MDD,"date,close 2022-07-25,2.86 2022-07-26,2.86 2022-07-27,2.84 2022-07-28,2.85 2022-07-29,2.85 2022-08-01,2.84 2022-08-02,2.81 2022-08-03,2.8 2022-08-04,2.86 2022-08-05,2.86 2022-08-08,2.84 2022-08-09,2.84 2022-08-10,2.84 2022-08-11,2.85 2022-08-12,2.83 2022-08-15,2.83 2022-08-16,2.82 2022-08-17,2.83 2022-08-18,2.82 2022-08-19,2.83 2022-08-22,2.82 2022-08-23,2.82 2022-08-24,2.82 2022-08-25,2.83 2022-08-26,2.82 2022-08-29,2.82 2022-08-30,2.82 2022-08-31,2.85 2022-09-01,2.83 2022-09-02,2.83 2022-09-05,2.84 2022-09-06,2.84 2022-09-07,2.83 2022-09-08,2.83 2022-09-09,2.84 2022-09-13,2.85 2022-09-14,2.85 2022-09-15,2.87 2022-09-16,2.85 2022-09-19,2.87 2022-09-20,2.84 2022-09-21,2.86 2022-09-22,2.86 2022-09-23,2.88 2022-09-26,2.85 2022-09-27,2.83 2022-09-28,2.85 2022-09-29,2.82 2022-09-30,2.86 2022-10-10,2.87 2022-10-11,2.87 2022-10-12,2.86 2022-10-13,2.86 2022-10-14,2.85 2022-10-17,2.85 2022-10-18,2.85 2022-10-19,2.84 2022-10-20,2.85 2022-10-21,2.86 2022-10-24,2.85 2022-10-25,2.85 2022-10-26,2.83 2022-10-27,2.8 2022-10-28,2.8 2022-10-31,2.76 2022-11-01,2.73 2022-11-02,2.72 2022-11-03,2.72 2022-11-04,2.75 2022-11-07,2.75 2022-11-08,2.73 2022-11-09,2.75 2022-11-10,2.76 2022-11-11,2.79 2022-11-14,2.8 2022-11-15,2.8 2022-11-16,2.79 2022-11-17,2.79 2022-11-18,2.79 2022-11-21,2.79 2022-11-22,2.81 2022-11-23,2.84 2022-11-24,2.83 2022-11-25,2.87 2022-11-28,2.86 2022-11-29,2.88 2022-11-30,2.88 2022-12-01,2.86 2022-12-02,2.86 2022-12-05,2.89 2022-12-06,2.89 2022-12-07,2.88 2022-12-08,2.9 2022-12-09,2.89 2022-12-12,2.86 2022-12-13,2.88 2022-12-14,2.89 2022-12-15,2.88 2022-12-16,2.9 2022-12-19,2.88 2022-12-20,2.85 2022-12-21,2.85 2022-12-22,2.86 2022-12-23,2.87 2022-12-26,2.85 2022-12-27,2.89 2022-12-28,2.9 2022-12-29,2.88 2022-12-30,2.91 2023-01-03,2.9 2023-01-04,2.93 2023-01-05,2.93 2023-01-06,2.92 2023-01-09,2.92 2023-01-10,2.91 2023-01-11,2.91 2023-01-12,2.92 2023-01-13,2.94 2023-01-16,2.91 2023-01-17,2.91 2023-01-18,2.92 2023-01-19,2.92 2023-01-20,2.92 2023-01-30,2.92 2023-01-31,2.91 2023-02-01,2.92 2023-02-02,2.92 2023-02-03,2.91 2023-02-06,2.92 2023-02-07,2.92 2023-02-08,2.92 2023-02-09,2.93 2023-02-10,2.93 2023-02-13,2.92 2023-02-14,2.91 2023-02-15,2.91 2023-02-16,2.91 2023-02-17,2.92 ", 1493,CN,technical,对于2022年08月16日-2022年10月25日的卡玛比率,中油资本的值是?(收益率需年化(用复合年化收益率),A股按一年242个交易日)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,-1.8077,easy,risk-adjusted return,Calmar = AnnRet / MDD,"date,close 2022-08-16,4.76 2022-08-17,4.79 2022-08-18,4.73 2022-08-19,4.94 2022-08-22,4.96 2022-08-23,4.94 2022-08-24,4.95 2022-08-25,5.0 2022-08-26,4.88 2022-08-29,4.95 2022-08-30,4.94 2022-08-31,4.86 2022-09-01,4.82 2022-09-02,5.04 2022-09-05,5.19 2022-09-06,5.19 2022-09-07,5.21 2022-09-08,4.99 2022-09-09,5.05 2022-09-13,5.07 2022-09-14,4.99 2022-09-15,5.06 2022-09-16,4.86 2022-09-19,4.72 2022-09-20,4.74 2022-09-21,4.81 2022-09-22,4.78 2022-09-23,4.73 2022-09-26,4.57 2022-09-27,4.62 2022-09-28,4.53 2022-09-29,4.47 2022-09-30,4.48 2022-10-10,4.51 2022-10-11,4.49 2022-10-12,4.57 2022-10-13,4.57 2022-10-14,4.62 2022-10-17,4.63 2022-10-18,4.61 2022-10-19,4.57 2022-10-20,4.59 2022-10-21,4.57 2022-10-24,4.5 2022-10-25,4.51 ", 1494,CN,technical,计算华勤技术2023年12月15日至2024年03月22日的卡玛比率。(收益率需年化(用复合年化收益率),A股按一年242个交易日)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,-0.527,easy,risk-adjusted return,Calmar = AnnRet / MDD,"date,close 2023-12-15,79.12 2023-12-18,77.43 2023-12-19,77.84 2023-12-20,77.64 2023-12-21,77.2 2023-12-22,74.1 2023-12-25,75.98 2023-12-26,73.29 2023-12-27,77.03 2023-12-28,76.5 2023-12-29,79.89 2024-01-02,78.51 2024-01-03,75.45 2024-01-04,74.99 2024-01-05,74.3 2024-01-08,74.39 2024-01-09,74.23 2024-01-10,70.73 2024-01-11,71.31 2024-01-12,68.45 2024-01-15,69.37 2024-01-16,69.75 2024-01-17,67.51 2024-01-18,68.15 2024-01-19,67.18 2024-01-22,64.3 2024-01-23,66.18 2024-01-24,67.23 2024-01-25,66.4 2024-01-26,62.78 2024-01-29,62.47 2024-01-30,59.44 2024-01-31,57.77 2024-02-01,58.01 2024-02-02,55.12 2024-02-05,53.01 2024-02-06,55.19 2024-02-07,54.62 2024-02-08,57.52 2024-02-19,60.65 2024-02-20,60.15 2024-02-21,62.53 2024-02-22,63.07 2024-02-23,65.97 2024-02-26,66.65 2024-02-27,68.55 2024-02-28,66.0 2024-02-29,68.22 2024-03-01,73.3 2024-03-04,78.69 2024-03-05,77.77 2024-03-06,76.83 2024-03-07,76.45 2024-03-08,77.39 2024-03-11,75.93 2024-03-12,76.3 2024-03-13,75.81 2024-03-14,73.8 2024-03-15,73.3 2024-03-18,76.01 2024-03-19,76.14 2024-03-20,76.5 2024-03-21,75.88 2024-03-22,75.2 ", 1495,CN,technical,牧原股份2021年02月27日至2022年02月13日的特雷诺比率的值是?(默认无风险利率为0;收益率需年化(用复合年化收益率),A股按一年242个交易日)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,-0.3829,easy,risk-adjusted return,"Treynor = (AnnRet - rf) / \beta;\beta = cov(r, r_m) / var(r_m)","date,close,market_close 2021-02-26,113.9,5336.76 2021-03-01,118.88,5418.78 2021-03-02,119.22,5349.63 2021-03-03,120.99,5452.21 2021-03-04,118.4,5280.71 2021-03-05,112.91,5262.8 2021-03-08,110.2,5080.02 2021-03-09,105.84,4971.0 2021-03-10,105.65,5003.61 2021-03-11,107.16,5128.22 2021-03-12,107.67,5146.38 2021-03-15,103.82,5035.54 2021-03-16,101.47,5079.36 2021-03-17,109.51,5100.86 2021-03-18,109.94,5141.77 2021-03-19,104.95,5007.09 2021-03-22,104.94,5057.15 2021-03-23,102.25,5009.25 2021-03-24,100.96,4928.69 2021-03-25,98.7,4926.35 2021-03-26,97.6,5037.99 2021-03-29,98.19,5046.88 2021-03-30,100.36,5094.73 2021-03-31,100.03,5048.36 2021-04-01,104.0,5110.78 2021-04-02,105.9,5161.56 2021-04-06,105.07,5140.34 2021-04-07,103.9,5103.74 2021-04-08,102.16,5112.21 2021-04-09,102.45,5035.34 2021-04-12,101.63,4947.75 2021-04-13,102.63,4939.64 2021-04-14,102.18,4980.63 2021-04-15,104.38,4948.97 2021-04-16,101.02,4966.18 2021-04-19,106.94,5087.02 2021-04-20,111.9,5083.37 2021-04-21,110.6,5098.74 2021-04-22,109.99,5089.24 2021-04-23,111.15,5135.45 2021-04-26,106.97,5077.24 2021-04-27,105.01,5090.52 2021-04-28,108.33,5119.24 2021-04-29,114.68,5164.17 2021-04-30,113.11,5123.49 2021-05-06,104.8,5061.12 2021-05-07,106.09,4996.05 2021-05-10,100.0,4992.42 2021-05-11,100.17,5023.06 2021-05-12,101.0,5044.55 2021-05-13,98.5,4992.97 2021-05-14,99.95,5110.59 2021-05-17,101.8,5184.99 2021-05-18,100.18,5187.6 2021-05-19,100.48,5172.27 2021-05-20,101.49,5186.41 2021-05-21,98.93,5134.15 2021-05-24,90.44,5155.59 2021-05-25,92.0,5318.48 2021-05-26,91.98,5320.59 2021-05-27,91.82,5338.23 2021-05-28,90.36,5321.09 2021-05-31,89.08,5331.57 2021-06-01,89.99,5341.68 2021-06-02,93.11,5289.97 2021-06-03,66.25,5255.29 2021-06-04,67.8,5282.28 2021-06-07,64.4,5277.63 2021-06-08,64.8,5232.12 2021-06-09,65.0,5236.45 2021-06-10,63.91,5271.47 2021-06-11,62.8,5224.7 2021-06-15,61.8,5166.56 2021-06-16,60.41,5080.49 2021-06-17,58.6,5101.89 2021-06-18,57.15,5102.47 2021-06-21,54.0,5090.39 2021-06-22,54.4,5122.16 2021-06-23,57.0,5147.39 2021-06-24,56.18,5155.97 2021-06-25,58.53,5239.97 2021-06-28,63.35,5251.76 2021-06-29,62.37,5190.54 2021-06-30,60.82,5224.04 2021-07-01,59.8,5229.66 2021-07-02,59.21,5081.12 2021-07-05,59.3,5085.79 2021-07-06,59.29,5083.1 2021-07-07,57.9,5140.49 2021-07-08,57.18,5088.26 2021-07-09,56.7,5069.44 2021-07-12,57.52,5132.71 2021-07-13,57.89,5142.1 2021-07-14,56.45,5083.08 2021-07-15,56.96,5151.46 2021-07-16,54.35,5094.77 2021-07-19,51.76,5113.49 2021-07-20,52.5,5108.99 2021-07-21,50.66,5144.04 2021-07-22,50.73,5151.75 2021-07-23,47.41,5089.23 2021-07-26,46.09,4925.3 2021-07-27,42.83,4751.31 2021-07-28,40.91,4760.48 2021-07-29,41.71,4850.27 2021-07-30,42.27,4811.17 2021-08-02,44.8,4933.74 2021-08-03,43.86,4934.46 2021-08-04,43.16,4978.85 2021-08-05,41.85,4948.67 2021-08-06,42.28,4921.56 2021-08-09,46.51,4985.56 2021-08-10,48.18,5043.15 2021-08-11,48.18,5015.34 2021-08-12,47.5,4973.35 2021-08-13,46.85,4945.98 2021-08-16,47.4,4941.07 2021-08-17,45.31,4837.4 2021-08-18,45.5,4894.24 2021-08-19,44.88,4862.14 2021-08-20,44.34,4769.27 2021-08-23,44.44,4835.88 2021-08-24,45.08,4888.39 2021-08-25,44.89,4898.16 2021-08-26,43.56,4801.61 2021-08-27,42.92,4827.04 2021-08-30,42.1,4813.27 2021-08-31,42.31,4805.61 2021-09-01,44.78,4869.46 2021-09-02,43.16,4869.41 2021-09-03,45.85,4843.06 2021-09-06,47.15,4933.73 2021-09-07,46.84,4992.83 2021-09-08,45.93,4972.13 2021-09-09,45.62,4970.01 2021-09-10,45.45,5013.52 2021-09-13,43.68,4991.66 2021-09-14,43.21,4917.16 2021-09-15,42.91,4867.32 2021-09-16,44.2,4807.7 2021-09-17,44.69,4855.94 2021-09-22,43.25,4821.77 2021-09-23,44.22,4853.2 2021-09-24,45.41,4849.43 2021-09-27,48.95,4877.37 2021-09-28,48.25,4883.83 2021-09-29,50.9,4833.93 2021-09-30,51.9,4866.38 2021-10-08,54.7,4929.94 2021-10-11,55.17,4936.19 2021-10-12,53.92,4883.84 2021-10-13,55.33,4940.11 2021-10-14,53.08,4913.61 2021-10-15,55.4,4932.11 2021-10-18,56.01,4874.78 2021-10-19,59.6,4922.72 2021-10-20,57.6,4910.18 2021-10-21,56.9,4928.02 2021-10-22,57.03,4959.73 2021-10-25,56.51,4979.52 2021-10-26,54.66,4963.1 2021-10-27,55.25,4898.16 2021-10-28,55.1,4864.14 2021-10-29,57.11,4908.77 2021-11-01,57.63,4890.69 2021-11-02,58.03,4839.85 2021-11-03,59.45,4821.11 2021-11-04,59.07,4868.74 2021-11-05,58.21,4842.35 2021-11-08,57.88,4848.18 2021-11-09,56.97,4846.74 2021-11-10,56.09,4821.19 2021-11-11,56.91,4898.65 2021-11-12,58.58,4888.37 2021-11-15,58.88,4882.38 2021-11-16,58.74,4883.32 2021-11-17,58.2,4885.75 2021-11-18,58.29,4837.62 2021-11-19,57.57,4890.06 2021-11-22,57.15,4912.4 2021-11-23,57.21,4913.35 2021-11-24,55.8,4916.66 2021-11-25,55.88,4896.44 2021-11-26,54.65,4860.13 2021-11-29,54.5,4851.42 2021-11-30,52.4,4832.03 2021-12-01,51.86,4843.85 2021-12-02,52.24,4856.16 2021-12-03,53.32,4901.02 2021-12-06,51.61,4892.62 2021-12-07,48.97,4922.1 2021-12-08,51.03,4995.93 2021-12-09,51.22,5078.69 2021-12-10,50.95,5055.12 2021-12-13,50.12,5083.8 2021-12-14,49.89,5049.7 2021-12-15,49.06,5005.9 2021-12-16,47.75,5034.73 2021-12-17,47.36,4954.76 2021-12-20,46.29,4880.42 2021-12-21,46.36,4913.49 2021-12-22,48.07,4914.45 2021-12-23,50.14,4948.74 2021-12-24,52.28,4921.34 2021-12-27,52.9,4919.32 2021-12-28,52.35,4955.96 2021-12-29,51.53,4883.48 2021-12-30,52.14,4921.51 2021-12-31,53.36,4940.37 2022-01-04,57.8,4917.77 2022-01-05,57.99,4868.12 2022-01-06,56.69,4818.23 2022-01-07,56.27,4822.37 2022-01-10,59.28,4844.05 2022-01-11,56.62,4797.77 2022-01-12,57.3,4845.58 2022-01-13,55.25,4765.92 2022-01-14,55.7,4726.73 2022-01-17,56.0,4767.28 2022-01-18,55.8,4813.35 2022-01-19,54.53,4780.38 2022-01-20,57.2,4823.51 2022-01-21,55.0,4779.31 2022-01-24,53.82,4786.74 2022-01-25,52.0,4678.45 2022-01-26,54.35,4712.31 2022-01-27,53.12,4619.88 2022-01-28,54.59,4563.77 2022-02-07,55.23,4634.09 2022-02-08,55.7,4608.77 2022-02-09,58.68,4652.06 2022-02-10,61.62,4639.86 2022-02-11,60.7,4601.4 ", 1496,CN,technical,2022年09月20日到2023年05月05日,建设银行的特雷诺比率是多少?(默认无风险利率为0;收益率需年化(用复合年化收益率),A股按一年242个交易日)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1.6228,easy,risk-adjusted return,"Treynor = (AnnRet - rf) / \beta;\beta = cov(r, r_m) / var(r_m)","date,close,market_close 2022-09-19,5.56,3928.0 2022-09-20,5.55,3932.84 2022-09-21,5.57,3903.73 2022-09-22,5.57,3869.34 2022-09-23,5.62,3856.02 2022-09-26,5.54,3836.68 2022-09-27,5.53,3892.3 2022-09-28,5.57,3828.71 2022-09-29,5.51,3827.14 2022-09-30,5.52,3804.89 2022-10-10,5.52,3720.94 2022-10-11,5.52,3727.69 2022-10-12,5.54,3784.31 2022-10-13,5.5,3752.67 2022-10-14,5.49,3842.47 2022-10-17,5.5,3846.41 2022-10-18,5.5,3838.27 2022-10-19,5.49,3776.53 2022-10-20,5.52,3754.93 2022-10-21,5.54,3742.89 2022-10-24,5.51,3633.37 2022-10-25,5.5,3627.45 2022-10-26,5.45,3656.9 2022-10-27,5.42,3631.14 2022-10-28,5.42,3541.33 2022-10-31,5.34,3508.7 2022-11-01,5.29,3634.17 2022-11-02,5.26,3677.81 2022-11-03,5.24,3647.9 2022-11-04,5.29,3767.17 2022-11-07,5.28,3775.3 2022-11-08,5.25,3749.33 2022-11-09,5.27,3714.27 2022-11-10,5.31,3685.69 2022-11-11,5.37,3788.44 2022-11-14,5.39,3794.02 2022-11-15,5.39,3865.97 2022-11-16,5.36,3834.39 2022-11-17,5.34,3818.66 2022-11-18,5.37,3801.57 2022-11-21,5.36,3769.13 2022-11-22,5.44,3769.57 2022-11-23,5.47,3773.53 2022-11-24,5.46,3756.81 2022-11-25,5.56,3775.78 2022-11-28,5.48,3733.24 2022-11-29,5.6,3848.42 2022-11-30,5.59,3853.04 2022-12-01,5.5,3894.77 2022-12-02,5.47,3870.95 2022-12-05,5.62,3946.88 2022-12-06,5.64,3968.2 2022-12-07,5.59,3958.44 2022-12-08,5.62,3959.18 2022-12-09,5.6,3998.24 2022-12-12,5.54,3953.44 2022-12-13,5.63,3945.68 2022-12-14,5.61,3954.89 2022-12-15,5.56,3951.99 2022-12-16,5.64,3954.23 2022-12-19,5.58,3893.22 2022-12-20,5.48,3829.02 2022-12-21,5.54,3830.54 2022-12-22,5.53,3836.03 2022-12-23,5.53,3828.22 2022-12-26,5.5,3843.49 2022-12-27,5.58,3887.85 2022-12-28,5.61,3871.26 2022-12-29,5.59,3856.7 2022-12-30,5.63,3871.63 2023-01-03,5.63,3887.9 2023-01-04,5.68,3892.95 2023-01-05,5.68,3968.58 2023-01-06,5.67,3980.89 2023-01-09,5.63,4013.12 2023-01-10,5.6,4017.47 2023-01-11,5.64,4010.03 2023-01-12,5.61,4017.87 2023-01-13,5.64,4074.38 2023-01-16,5.62,4137.96 2023-01-17,5.6,4137.24 2023-01-18,5.61,4130.31 2023-01-19,5.62,4156.01 2023-01-20,5.63,4181.53 2023-01-30,5.63,4201.35 2023-01-31,5.61,4156.86 2023-02-01,5.62,4195.93 2023-02-02,5.61,4181.15 2023-02-03,5.6,4141.63 2023-02-06,5.59,4086.88 2023-02-07,5.59,4094.23 2023-02-08,5.59,4076.14 2023-02-09,5.61,4130.86 2023-02-10,5.61,4106.31 2023-02-13,5.59,4143.57 2023-02-14,5.6,4145.29 2023-02-15,5.57,4123.69 2023-02-16,5.57,4093.49 2023-02-17,5.56,4034.51 2023-02-20,5.62,4133.49 2023-02-21,5.64,4144.35 2023-02-22,5.62,4106.95 2023-02-23,5.61,4103.65 2023-02-24,5.6,4061.05 2023-02-27,5.59,4043.84 2023-02-28,5.64,4069.46 2023-03-01,5.64,4126.94 2023-03-02,5.67,4117.74 2023-03-03,5.83,4130.55 2023-03-06,5.81,4109.01 2023-03-07,5.86,4048.85 2023-03-08,5.86,4034.11 2023-03-09,5.83,4019.85 2023-03-10,5.76,3967.14 2023-03-13,5.83,4008.69 2023-03-14,5.83,3984.7 2023-03-15,5.95,3986.9 2023-03-16,5.99,3939.15 2023-03-17,6.02,3958.82 2023-03-20,6.02,3939.08 2023-03-21,5.94,3982.38 2023-03-22,6.03,3999.44 2023-03-23,6.06,4039.09 2023-03-24,5.99,4027.05 2023-03-27,5.94,4012.48 2023-03-28,5.95,3999.51 2023-03-29,5.94,4006.14 2023-03-30,5.96,4038.53 2023-03-31,5.94,4050.93 2023-04-03,5.95,4090.57 2023-04-04,6.05,4103.11 2023-04-06,6.04,4096.64 2023-04-07,6.06,4123.28 2023-04-10,6.05,4104.81 2023-04-11,6.07,4100.15 2023-04-12,6.16,4097.29 2023-04-13,6.2,4068.98 2023-04-14,6.19,4092.0 2023-04-17,6.3,4149.38 2023-04-18,6.33,4162.03 2023-04-19,6.33,4124.56 2023-04-20,6.31,4113.02 2023-04-21,6.26,4032.57 2023-04-24,6.28,3982.64 2023-04-25,6.38,3962.67 2023-04-26,6.35,3959.23 2023-04-27,6.32,3988.42 2023-04-28,6.31,4029.09 2023-05-04,6.55,4030.25 2023-05-05,6.68,4016.88 ", 1497,CN,technical,紫光国微的特雷诺比率,在2019年09月03日-2020年01月05日期间为多少?(默认无风险利率为0;收益率需年化(用复合年化收益率),A股按一年242个交易日)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,-0.092,easy,risk-adjusted return,"Treynor = (AnnRet - rf) / \beta;\beta = cov(r, r_m) / var(r_m)","date,close,market_close 2019-09-02,54.53,3848.32 2019-09-03,55.88,3853.61 2019-09-04,59.66,3886.0 2019-09-05,58.86,3925.32 2019-09-06,57.81,3948.51 2019-09-09,59.59,3972.95 2019-09-10,57.11,3959.27 2019-09-11,57.38,3930.1 2019-09-12,57.64,3972.38 2019-09-16,58.1,3957.72 2019-09-17,55.46,3891.22 2019-09-18,55.65,3910.08 2019-09-19,56.4,3924.38 2019-09-20,57.61,3935.65 2019-09-23,59.26,3890.66 2019-09-24,58.2,3901.08 2019-09-25,54.16,3870.98 2019-09-26,51.65,3841.14 2019-09-27,52.08,3852.65 2019-09-30,51.09,3814.53 2019-10-08,50.73,3837.68 2019-10-09,52.17,3843.24 2019-10-10,52.41,3874.64 2019-10-11,51.62,3911.73 2019-10-14,53.53,3953.24 2019-10-15,51.82,3936.25 2019-10-16,51.79,3922.69 2019-10-17,50.86,3925.22 2019-10-18,48.98,3869.38 2019-10-21,49.16,3880.84 2019-10-22,49.97,3895.88 2019-10-23,49.74,3871.08 2019-10-24,50.1,3870.67 2019-10-25,51.09,3896.79 2019-10-28,52.72,3926.59 2019-10-29,50.96,3910.23 2019-10-30,51.77,3891.23 2019-10-31,50.96,3886.75 2019-11-01,51.03,3952.39 2019-11-04,52.0,3978.12 2019-11-05,52.2,4002.81 2019-11-06,46.98,3984.88 2019-11-07,47.42,3991.87 2019-11-08,47.5,3973.01 2019-11-11,45.14,3902.98 2019-11-12,45.41,3903.69 2019-11-13,45.9,3899.98 2019-11-14,46.45,3905.86 2019-11-15,45.88,3877.09 2019-11-18,45.75,3907.93 2019-11-19,46.38,3947.04 2019-11-20,45.62,3907.86 2019-11-21,45.1,3889.6 2019-11-22,43.87,3849.99 2019-11-25,43.26,3878.21 2019-11-26,44.1,3891.65 2019-11-27,44.99,3875.62 2019-11-28,44.45,3862.3 2019-11-29,44.8,3828.67 2019-12-02,45.19,3836.06 2019-12-03,45.63,3851.09 2019-12-04,47.35,3849.82 2019-12-05,47.68,3879.36 2019-12-06,49.96,3902.39 2019-12-09,49.78,3895.45 2019-12-10,50.43,3900.38 2019-12-11,48.91,3902.75 2019-12-12,49.66,3891.02 2019-12-13,50.25,3968.22 2019-12-16,51.48,3987.55 2019-12-17,51.03,4041.8 2019-12-18,50.9,4032.78 2019-12-19,49.79,4027.15 2019-12-20,49.57,4017.25 2019-12-23,49.79,3967.1 2019-12-24,49.45,3992.96 2019-12-25,53.1,3990.87 2019-12-26,52.91,4025.99 2019-12-27,51.69,4022.03 2019-12-30,51.4,4081.63 2019-12-31,50.84,4096.58 2020-01-02,52.29,4152.24 2020-01-03,51.96,4144.96 ", 1498,CN,technical,对于2025年06月29日-2025年12月25日的特雷诺比率,东方证券的值是?(默认无风险利率为0;收益率需年化(用复合年化收益率),A股按一年242个交易日)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.2372,easy,risk-adjusted return,"Treynor = (AnnRet - rf) / \beta;\beta = cov(r, r_m) / var(r_m)","date,close,market_close 2025-06-27,9.72,3921.76 2025-06-30,9.68,3936.08 2025-07-01,9.64,3942.76 2025-07-02,9.61,3943.68 2025-07-03,9.68,3968.07 2025-07-04,9.67,3982.2 2025-07-07,9.66,3965.17 2025-07-08,9.75,3998.45 2025-07-09,9.74,3991.4 2025-07-10,9.83,4010.02 2025-07-11,10.41,4014.81 2025-07-14,10.2,4017.67 2025-07-15,10.28,4019.06 2025-07-16,10.24,4007.2 2025-07-17,10.26,4034.49 2025-07-18,10.34,4058.55 2025-07-21,10.86,4085.61 2025-07-22,10.99,4118.96 2025-07-23,10.93,4119.77 2025-07-24,11.5,4149.04 2025-07-25,11.63,4127.16 2025-07-28,11.6,4135.82 2025-07-29,11.5,4152.02 2025-07-30,11.55,4151.24 2025-07-31,11.25,4075.59 2025-08-01,11.16,4054.93 2025-08-04,11.11,4070.7 2025-08-05,11.41,4103.45 2025-08-06,11.45,4113.49 2025-08-07,11.63,4114.67 2025-08-08,11.46,4104.97 2025-08-11,11.52,4122.51 2025-08-12,11.44,4143.83 2025-08-13,11.57,4176.58 2025-08-14,11.79,4173.31 2025-08-15,12.07,4202.35 2025-08-18,11.97,4239.41 2025-08-19,11.86,4223.37 2025-08-20,11.95,4271.4 2025-08-21,11.78,4288.07 2025-08-22,12.12,4378.0 2025-08-25,12.25,4469.22 2025-08-26,11.89,4452.59 2025-08-27,11.5,4386.13 2025-08-28,11.61,4463.78 2025-08-29,11.5,4496.76 2025-09-01,11.29,4523.71 2025-09-02,11.17,4490.45 2025-09-03,10.86,4459.83 2025-09-04,10.88,4365.21 2025-09-05,10.92,4460.32 2025-09-08,10.81,4467.57 2025-09-09,10.99,4436.26 2025-09-10,10.86,4445.36 2025-09-11,11.12,4548.03 2025-09-12,10.9,4522.0 2025-09-15,10.78,4533.06 2025-09-16,10.6,4523.34 2025-09-17,10.64,4551.02 2025-09-18,10.44,4498.11 2025-09-19,10.44,4501.92 2025-09-22,10.52,4522.61 2025-09-23,10.57,4519.78 2025-09-24,10.6,4566.07 2025-09-25,10.67,4593.49 2025-09-26,10.72,4550.05 2025-09-29,11.46,4620.05 2025-09-30,11.44,4640.69 2025-10-09,11.41,4709.48 2025-10-10,11.6,4616.83 2025-10-13,11.39,4593.98 2025-10-14,11.38,4539.06 2025-10-15,11.53,4606.29 2025-10-16,11.55,4618.42 2025-10-17,11.35,4514.23 2025-10-20,11.16,4538.22 2025-10-21,11.2,4607.87 2025-10-22,11.13,4592.57 2025-10-23,11.16,4606.34 2025-10-24,11.26,4660.68 2025-10-27,11.4,4716.02 2025-10-28,11.24,4691.97 2025-10-29,11.65,4747.84 2025-10-30,11.35,4709.91 2025-10-31,10.89,4640.67 2025-11-03,10.9,4653.4 2025-11-04,10.77,4618.7 2025-11-05,10.71,4627.26 2025-11-06,10.85,4693.4 2025-11-07,10.74,4678.79 2025-11-10,10.87,4695.05 2025-11-11,10.75,4652.17 2025-11-12,10.66,4645.91 2025-11-13,10.79,4702.07 2025-11-14,10.68,4628.14 2025-11-17,10.6,4598.05 2025-11-18,10.56,4568.19 2025-11-19,10.63,4588.29 2025-11-20,10.75,4564.95 2025-11-21,10.4,4453.61 2025-11-24,10.44,4448.05 2025-11-25,10.4,4490.4 2025-11-26,10.34,4517.63 2025-11-27,10.31,4515.4 2025-11-28,10.41,4526.66 2025-12-01,10.45,4576.49 2025-12-02,10.28,4554.33 2025-12-03,10.2,4531.05 2025-12-04,10.24,4546.57 2025-12-05,10.53,4584.54 2025-12-08,10.81,4621.75 2025-12-09,10.75,4598.22 2025-12-10,10.83,4591.83 2025-12-11,10.6,4552.18 2025-12-12,10.59,4580.95 2025-12-15,10.81,4552.06 2025-12-16,10.72,4497.55 2025-12-17,11.04,4579.88 2025-12-18,10.8,4552.79 2025-12-19,10.79,4568.18 2025-12-22,10.7,4611.62 2025-12-23,10.73,4620.73 2025-12-24,10.75,4634.06 2025-12-25,10.83,4642.54 ", 1499,CN,technical,计算卫星化学2023年04月13日至2023年08月03日的特雷诺比率。(默认无风险利率为0;收益率需年化(用复合年化收益率),A股按一年242个交易日)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.0548,easy,risk-adjusted return,"Treynor = (AnnRet - rf) / \beta;\beta = cov(r, r_m) / var(r_m)","date,close,market_close 2023-04-12,15.7,4097.29 2023-04-13,15.68,4068.98 2023-04-14,15.73,4092.0 2023-04-17,16.37,4149.38 2023-04-18,16.34,4162.03 2023-04-19,15.79,4124.56 2023-04-20,14.84,4113.02 2023-04-21,14.58,4032.57 2023-04-24,14.01,3982.64 2023-04-25,13.98,3962.67 2023-04-26,13.96,3959.23 2023-04-27,13.9,3988.42 2023-04-28,14.19,4029.09 2023-05-04,14.41,4030.25 2023-05-05,14.53,4016.88 2023-05-08,14.23,4062.66 2023-05-09,14.03,4027.88 2023-05-10,13.96,3996.87 2023-05-11,13.97,3990.66 2023-05-12,13.51,3937.76 2023-05-15,13.61,3998.89 2023-05-16,13.62,3978.21 2023-05-17,13.52,3960.17 2023-05-18,13.2,3956.07 2023-05-19,13.13,3944.54 2023-05-22,13.38,3969.33 2023-05-23,13.19,3913.19 2023-05-24,13.09,3859.09 2023-05-25,12.87,3850.5 2023-05-26,12.66,3850.95 2023-05-29,12.63,3833.94 2023-05-30,12.56,3837.75 2023-05-31,12.67,3798.54 2023-06-01,13.05,3806.87 2023-06-02,14.04,3861.83 2023-06-05,14.12,3844.25 2023-06-06,14.18,3808.16 2023-06-07,14.1,3789.34 2023-06-08,14.5,3820.19 2023-06-09,14.34,3836.7 2023-06-12,14.36,3844.43 2023-06-13,14.19,3864.91 2023-06-14,14.54,3864.02 2023-06-15,15.05,3925.5 2023-06-16,14.79,3963.35 2023-06-19,14.79,3930.91 2023-06-20,14.5,3924.24 2023-06-21,14.56,3864.03 2023-06-26,14.57,3809.7 2023-06-27,14.92,3845.43 2023-06-28,15.15,3840.8 2023-06-29,14.6,3821.84 2023-06-30,14.96,3842.45 2023-07-03,14.99,3892.88 2023-07-04,15.1,3899.01 2023-07-05,15.08,3868.81 2023-07-06,14.88,3842.75 2023-07-07,15.01,3825.7 2023-07-10,14.87,3844.33 2023-07-11,15.11,3869.49 2023-07-12,15.75,3843.44 2023-07-13,15.87,3898.42 2023-07-14,16.23,3899.1 2023-07-17,15.9,3867.17 2023-07-18,15.9,3854.94 2023-07-19,15.75,3850.87 2023-07-20,15.75,3823.69 2023-07-21,15.8,3821.91 2023-07-24,15.28,3805.22 2023-07-25,15.96,3915.12 2023-07-26,15.97,3907.01 2023-07-27,16.1,3902.35 2023-07-28,16.16,3992.74 2023-07-31,16.11,4014.63 2023-08-01,16.25,3998.0 2023-08-02,16.06,3969.9 2023-08-03,15.99,4004.98 ", 1500,CN,technical,石头科技2023年04月22日至2023年07月11日的莫迪利安尼比率的值是?(默认无风险利率为0;收益率需年化(用复合年化收益率),A股按一年242个交易日)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.0778,easy,risk-adjusted return,M^2 = rf + (AnnRet - rf) / \sigma(r) * \sigma(r_b),"date,close,benchmark_close 2023-04-21,313.0,4032.57 2023-04-24,304.0,3982.64 2023-04-25,302.17,3962.67 2023-04-26,299.06,3959.23 2023-04-27,314.98,3988.42 2023-04-28,303.06,4029.09 2023-05-04,319.07,4030.25 2023-05-05,311.8,4016.88 2023-05-08,302.64,4062.66 2023-05-09,304.3,4027.88 2023-05-10,318.46,3996.87 2023-05-11,315.43,3990.66 2023-05-12,313.89,3937.76 2023-05-15,318.8,3998.89 2023-05-16,314.58,3978.21 2023-05-17,310.94,3960.17 2023-05-18,303.16,3956.07 2023-05-19,318.31,3944.54 2023-05-22,325.53,3969.33 2023-05-23,323.84,3913.19 2023-05-24,319.0,3859.09 2023-05-25,310.75,3850.5 2023-05-26,307.26,3850.95 2023-05-29,298.6,3833.94 2023-05-30,299.95,3837.75 2023-05-31,302.56,3798.54 2023-06-01,309.62,3806.87 2023-06-02,324.99,3861.83 2023-06-05,315.88,3844.25 2023-06-06,313.2,3808.16 2023-06-07,311.37,3789.34 2023-06-08,332.49,3820.19 2023-06-09,334.24,3836.7 2023-06-12,333.49,3844.43 2023-06-13,322.13,3864.91 2023-06-14,309.86,3864.02 2023-06-15,311.0,3925.5 2023-06-16,308.14,3963.35 2023-06-19,301.6,3930.91 2023-06-20,304.7,3924.24 2023-06-21,289.71,3864.03 2023-06-26,312.06,3809.7 2023-06-27,324.85,3845.43 2023-06-28,326.77,3840.8 2023-06-29,322.14,3821.84 2023-06-30,320.68,3842.45 2023-07-03,338.88,3892.88 2023-07-04,338.88,3899.01 2023-07-05,339.82,3868.81 2023-07-06,346.5,3842.75 2023-07-07,342.17,3825.7 2023-07-10,335.66,3844.33 2023-07-11,330.0,3869.49 ", 1501,CN,technical,2022年06月16日到2022年10月05日,金龙鱼的莫迪利安尼比率是多少?(默认无风险利率为0;收益率需年化(用复合年化收益率),A股按一年242个交易日)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,-0.1467,easy,risk-adjusted return,M^2 = rf + (AnnRet - rf) / \sigma(r) * \sigma(r_b),"date,close,benchmark_close 2022-06-15,47.75,4278.22 2022-06-16,47.7,4250.06 2022-06-17,48.19,4309.04 2022-06-20,48.26,4330.43 2022-06-21,47.47,4325.57 2022-06-22,46.61,4270.62 2022-06-23,47.11,4343.88 2022-06-24,49.21,4394.77 2022-06-27,52.92,4444.26 2022-06-28,53.65,4490.52 2022-06-29,53.21,4421.36 2022-06-30,54.02,4485.01 2022-07-01,54.28,4466.72 2022-07-04,55.04,4496.03 2022-07-05,54.09,4489.54 2022-07-06,53.1,4423.97 2022-07-07,52.66,4443.47 2022-07-08,52.38,4428.78 2022-07-11,51.36,4354.62 2022-07-12,50.06,4313.62 2022-07-13,50.2,4321.46 2022-07-14,49.61,4322.07 2022-07-15,48.65,4248.53 2022-07-18,48.7,4292.59 2022-07-19,48.27,4269.34 2022-07-20,48.5,4283.8 2022-07-21,47.83,4236.06 2022-07-22,47.3,4238.23 2022-07-25,47.16,4212.64 2022-07-26,47.36,4245.98 2022-07-27,46.74,4225.04 2022-07-28,46.75,4225.67 2022-07-29,45.81,4170.1 2022-08-01,46.2,4188.68 2022-08-02,45.05,4107.02 2022-08-03,45.12,4066.98 2022-08-04,45.51,4101.54 2022-08-05,48.15,4156.91 2022-08-08,46.95,4148.07 2022-08-09,46.9,4156.29 2022-08-10,46.06,4109.74 2022-08-11,47.1,4193.54 2022-08-12,47.09,4191.15 2022-08-15,46.43,4185.68 2022-08-16,46.71,4177.84 2022-08-17,46.65,4216.96 2022-08-18,46.09,4180.1 2022-08-19,45.89,4151.07 2022-08-22,46.0,4181.4 2022-08-23,45.48,4161.08 2022-08-24,44.58,4082.42 2022-08-25,45.1,4116.24 2022-08-26,45.5,4107.55 2022-08-29,44.79,4089.52 2022-08-30,45.17,4075.79 2022-08-31,45.68,4078.84 2022-09-01,45.45,4043.74 2022-09-02,44.96,4023.61 2022-09-05,44.26,4015.43 2022-09-06,44.65,4052.28 2022-09-07,44.19,4054.98 2022-09-08,43.81,4037.68 2022-09-09,44.54,4093.79 2022-09-13,44.79,4111.11 2022-09-14,44.69,4065.36 2022-09-15,44.48,4027.12 2022-09-16,42.76,3932.68 2022-09-19,43.04,3928.0 2022-09-20,42.9,3932.84 2022-09-21,42.14,3903.73 2022-09-22,41.59,3869.34 2022-09-23,41.55,3856.02 2022-09-26,41.6,3836.68 2022-09-27,42.89,3892.3 2022-09-28,42.59,3828.71 2022-09-29,43.05,3827.14 2022-09-30,43.19,3804.89 ", 1502,CN,technical,恒生电子的莫迪利安尼比率,在2020年06月16日-2021年05月31日期间为多少?(默认无风险利率为0;收益率需年化(用复合年化收益率),A股按一年242个交易日)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.0063,easy,risk-adjusted return,M^2 = rf + (AnnRet - rf) / \sigma(r) * \sigma(r_b),"date,close,benchmark_close 2020-06-15,92.77,3954.99 2020-06-16,94.24,4014.57 2020-06-17,95.35,4017.59 2020-06-18,93.3,4044.38 2020-06-19,94.7,4098.71 2020-06-22,98.33,4102.05 2020-06-23,103.0,4121.79 2020-06-24,103.97,4138.99 2020-06-29,103.77,4109.72 2020-06-30,107.7,4163.96 2020-07-01,106.98,4247.78 2020-07-02,104.25,4335.84 2020-07-03,105.95,4419.6 2020-07-06,113.61,4670.09 2020-07-07,117.0,4698.13 2020-07-08,120.5,4774.0 2020-07-09,119.48,4840.77 2020-07-10,117.1,4753.13 2020-07-13,118.7,4852.96 2020-07-14,116.03,4806.69 2020-07-15,115.5,4744.47 2020-07-16,106.8,4516.25 2020-07-17,103.34,4544.7 2020-07-20,106.4,4680.3 2020-07-21,107.35,4691.04 2020-07-22,107.13,4714.45 2020-07-23,105.9,4712.44 2020-07-24,102.31,4505.59 2020-07-27,106.0,4528.45 2020-07-28,106.51,4568.26 2020-07-29,109.35,4679.01 2020-07-30,107.11,4656.15 2020-07-31,109.53,4695.05 2020-08-03,109.97,4771.31 2020-08-04,107.94,4775.8 2020-08-05,110.56,4777.11 2020-08-06,110.16,4762.76 2020-08-07,106.18,4707.93 2020-08-10,104.43,4724.87 2020-08-11,102.18,4681.78 2020-08-12,98.65,4647.64 2020-08-13,99.65,4635.71 2020-08-14,103.1,4704.63 2020-08-17,104.2,4815.23 2020-08-18,105.05,4812.76 2020-08-19,101.44,4740.68 2020-08-20,101.11,4679.15 2020-08-21,100.61,4718.84 2020-08-24,102.88,4755.85 2020-08-25,107.02,4761.95 2020-08-26,106.6,4706.13 2020-08-27,108.55,4731.35 2020-08-28,114.25,4844.27 2020-08-31,111.44,4816.22 2020-09-01,111.6,4842.12 2020-09-02,110.48,4843.89 2020-09-03,109.0,4817.1 2020-09-04,106.5,4770.22 2020-09-07,102.9,4669.37 2020-09-08,103.53,4694.39 2020-09-09,100.85,4584.59 2020-09-10,101.04,4581.98 2020-09-11,101.41,4627.28 2020-09-14,102.19,4651.05 2020-09-15,100.5,4688.48 2020-09-16,95.05,4657.36 2020-09-17,95.86,4632.71 2020-09-18,99.47,4737.09 2020-09-21,98.57,4691.43 2020-09-22,98.17,4635.76 2020-09-23,98.1,4652.33 2020-09-24,95.86,4563.07 2020-09-25,97.44,4570.02 2020-09-28,98.43,4581.91 2020-09-29,98.43,4591.8 2020-09-30,98.59,4587.4 2020-10-09,100.03,4681.14 2020-10-12,103.24,4823.16 2020-10-13,104.9,4839.2 2020-10-14,100.51,4807.1 2020-10-15,96.6,4798.74 2020-10-16,96.72,4791.68 2020-10-19,96.01,4755.49 2020-10-20,96.78,4793.47 2020-10-21,96.02,4792.83 2020-10-22,97.64,4777.98 2020-10-23,95.37,4718.49 2020-10-26,90.95,4691.24 2020-10-27,91.28,4699.28 2020-10-28,93.1,4737.27 2020-10-29,91.64,4772.92 2020-10-30,92.94,4695.33 2020-11-02,88.0,4720.83 2020-11-03,90.35,4777.56 2020-11-04,88.1,4813.66 2020-11-05,93.16,4885.11 2020-11-06,92.6,4885.72 2020-11-09,94.1,4981.35 2020-11-10,94.66,4953.88 2020-11-11,89.16,4904.9 2020-11-12,88.88,4908.46 2020-11-13,88.67,4856.85 2020-11-16,93.6,4904.17 2020-11-17,92.75,4894.79 2020-11-18,90.3,4891.67 2020-11-19,92.2,4927.99 2020-11-20,90.7,4943.29 2020-11-23,90.03,5005.03 2020-11-24,88.19,4974.29 2020-11-25,85.48,4910.7 2020-11-26,85.41,4919.59 2020-11-27,85.75,4980.77 2020-11-30,88.43,4960.25 2020-12-01,90.14,5067.1 2020-12-02,90.68,5067.14 2020-12-03,93.18,5057.06 2020-12-04,94.3,5065.92 2020-12-07,96.88,5022.24 2020-12-08,98.15,5009.88 2020-12-09,102.47,4942.7 2020-12-10,102.59,4940.52 2020-12-11,100.0,4889.63 2020-12-14,102.35,4934.84 2020-12-15,101.29,4945.1 2020-12-16,100.29,4953.87 2020-12-17,101.19,5017.48 2020-12-18,101.4,4999.97 2020-12-21,100.0,5046.84 2020-12-22,95.8,4964.77 2020-12-23,98.32,5007.12 2020-12-24,91.86,5000.02 2020-12-25,94.01,5042.01 2020-12-28,93.0,5064.41 2020-12-29,94.18,5042.94 2020-12-30,101.25,5113.71 2020-12-31,104.9,5211.29 2021-01-04,106.17,5267.72 2021-01-05,109.61,5368.5 2021-01-06,103.19,5417.67 2021-01-07,98.16,5513.66 2021-01-08,99.51,5495.43 2021-01-11,97.07,5441.16 2021-01-12,101.0,5596.35 2021-01-13,95.0,5577.97 2021-01-14,95.8,5470.46 2021-01-15,95.59,5458.08 2021-01-18,97.0,5518.52 2021-01-19,97.5,5437.52 2021-01-20,98.8,5476.43 2021-01-21,101.99,5564.97 2021-01-22,99.78,5569.78 2021-01-25,95.86,5625.92 2021-01-26,93.4,5512.97 2021-01-27,95.66,5528.0 2021-01-28,94.31,5377.14 2021-01-29,97.13,5351.96 2021-02-01,103.21,5417.65 2021-02-02,107.83,5501.09 2021-02-03,105.9,5485.2 2021-02-04,103.5,5473.95 2021-02-05,99.25,5483.41 2021-02-08,102.25,5564.56 2021-02-09,105.65,5686.25 2021-02-10,106.35,5807.72 2021-02-18,101.73,5768.38 2021-02-19,97.81,5778.84 2021-02-22,96.48,5597.33 2021-02-23,95.87,5579.67 2021-02-24,93.2,5437.57 2021-02-25,91.5,5469.56 2021-02-26,87.4,5336.76 2021-03-01,90.36,5418.78 2021-03-02,90.68,5349.63 2021-03-03,92.35,5452.21 2021-03-04,87.97,5280.71 2021-03-05,89.06,5262.8 2021-03-08,84.54,5080.02 2021-03-09,85.3,4971.0 2021-03-10,84.77,5003.61 2021-03-11,85.83,5128.22 2021-03-12,87.8,5146.38 2021-03-15,87.7,5035.54 2021-03-16,85.73,5079.36 2021-03-17,89.5,5100.86 2021-03-18,89.0,5141.77 2021-03-19,85.01,5007.09 2021-03-22,87.39,5057.15 2021-03-23,84.39,5009.25 2021-03-24,82.78,4928.69 2021-03-25,82.76,4926.35 2021-03-26,84.55,5037.99 2021-03-29,82.3,5046.88 2021-03-30,83.32,5094.73 2021-03-31,84.0,5048.36 2021-04-01,84.6,5110.78 2021-04-02,84.78,5161.56 2021-04-06,86.0,5140.34 2021-04-07,84.35,5103.74 2021-04-08,84.2,5112.21 2021-04-09,82.84,5035.34 2021-04-12,81.78,4947.75 2021-04-13,81.08,4939.64 2021-04-14,82.2,4980.63 2021-04-15,82.68,4948.97 2021-04-16,82.3,4966.18 2021-04-19,86.48,5087.02 2021-04-20,87.7,5083.37 2021-04-21,86.52,5098.74 2021-04-22,88.46,5089.24 2021-04-23,88.3,5135.45 2021-04-26,86.82,5077.24 2021-04-27,90.29,5090.52 2021-04-28,93.35,5119.24 2021-04-29,94.57,5164.17 2021-04-30,91.89,5123.49 2021-05-06,90.03,5061.12 2021-05-07,87.0,4996.05 2021-05-10,85.5,4992.42 2021-05-11,85.03,5023.06 2021-05-12,85.3,5044.55 2021-05-13,84.1,4992.97 2021-05-14,87.29,5110.59 2021-05-17,88.71,5184.99 2021-05-18,89.0,5187.6 2021-05-19,89.8,5172.27 2021-05-20,92.07,5186.41 2021-05-21,89.01,5134.15 2021-05-24,91.85,5155.59 2021-05-25,98.5,5318.48 2021-05-26,97.17,5320.59 2021-05-27,95.08,5338.23 2021-05-28,93.7,5321.09 2021-05-31,93.88,5331.57 ", 1503,CN,technical,对于2024年08月11日-2025年01月17日的莫迪利安尼比率,广汽集团的值是?(默认无风险利率为0;收益率需年化(用复合年化收益率),A股按一年242个交易日)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.2092,easy,risk-adjusted return,M^2 = rf + (AnnRet - rf) / \sigma(r) * \sigma(r_b),"date,close,benchmark_close 2024-08-09,7.6,3331.63 2024-08-12,7.55,3325.86 2024-08-13,7.57,3334.39 2024-08-14,7.51,3309.24 2024-08-15,7.57,3341.95 2024-08-16,7.5,3345.63 2024-08-19,7.49,3356.97 2024-08-20,7.4,3332.7 2024-08-21,7.42,3321.64 2024-08-22,7.31,3313.14 2024-08-23,7.36,3327.19 2024-08-26,7.41,3324.22 2024-08-27,7.32,3305.33 2024-08-28,7.26,3286.5 2024-08-29,7.28,3277.68 2024-08-30,7.4,3321.43 2024-09-02,7.25,3265.01 2024-09-03,7.4,3273.43 2024-09-04,7.35,3252.16 2024-09-05,7.36,3257.76 2024-09-06,7.38,3231.35 2024-09-09,7.33,3192.95 2024-09-10,7.3,3195.76 2024-09-11,7.29,3186.13 2024-09-12,7.24,3172.47 2024-09-13,7.15,3159.25 2024-09-18,7.13,3171.01 2024-09-19,7.31,3196.04 2024-09-20,7.34,3201.05 2024-09-23,7.36,3212.76 2024-09-24,7.58,3351.91 2024-09-25,7.72,3401.53 2024-09-26,8.03,3545.32 2024-09-27,8.27,3703.68 2024-09-30,8.83,4017.85 2024-10-08,9.07,4256.1 2024-10-09,8.29,3955.98 2024-10-10,8.37,3997.79 2024-10-11,8.21,3887.17 2024-10-14,8.24,3961.34 2024-10-15,8.01,3855.99 2024-10-16,7.96,3831.59 2024-10-17,7.86,3788.22 2024-10-18,8.1,3925.23 2024-10-21,8.0,3935.2 2024-10-22,8.19,3957.78 2024-10-23,8.34,3973.21 2024-10-24,8.24,3928.83 2024-10-25,8.36,3956.42 2024-10-28,8.48,3964.16 2024-10-29,8.38,3924.65 2024-10-30,8.34,3889.45 2024-10-31,7.99,3891.04 2024-11-01,7.89,3890.02 2024-11-04,8.18,3944.76 2024-11-05,8.35,4044.57 2024-11-06,8.35,4024.28 2024-11-07,8.47,4145.7 2024-11-08,8.55,4104.05 2024-11-11,8.82,4131.13 2024-11-12,9.32,4085.74 2024-11-13,9.22,4110.89 2024-11-14,8.86,4039.62 2024-11-15,8.77,3968.83 2024-11-18,9.06,3950.38 2024-11-19,8.97,3976.89 2024-11-20,8.87,3985.77 2024-11-21,8.96,3989.3 2024-11-22,8.63,3865.7 2024-11-25,8.78,3848.09 2024-11-26,8.53,3840.18 2024-11-27,8.47,3907.04 2024-11-28,8.45,3872.55 2024-11-29,8.84,3916.58 2024-12-02,9.72,3947.63 2024-12-03,10.69,3951.89 2024-12-04,10.09,3930.56 2024-12-05,9.8,3921.59 2024-12-06,9.68,3973.14 2024-12-09,9.72,3966.57 2024-12-10,9.64,3995.64 2024-12-11,9.72,3988.83 2024-12-12,9.86,4028.5 2024-12-13,9.77,3933.18 2024-12-16,9.55,3911.84 2024-12-17,9.5,3922.03 2024-12-18,9.62,3941.89 2024-12-19,9.41,3945.46 2024-12-20,9.39,3927.74 2024-12-23,9.17,3933.57 2024-12-24,9.36,3983.69 2024-12-25,9.47,3985.63 2024-12-26,9.36,3987.48 2024-12-27,9.44,3981.03 2024-12-30,9.74,3999.05 2024-12-31,9.34,3934.91 2025-01-02,8.94,3820.4 2025-01-03,8.54,3775.16 2025-01-06,8.39,3768.97 2025-01-07,8.49,3796.11 2025-01-08,8.34,3789.22 2025-01-09,8.35,3779.88 2025-01-10,8.27,3732.48 2025-01-13,8.38,3722.51 2025-01-14,8.82,3820.54 2025-01-15,8.56,3796.03 2025-01-16,8.63,3800.38 2025-01-17,8.58,3812.34 ", 1504,CN,technical,计算公牛集团2025年06月23日至2025年09月12日的莫迪利安尼比率。(默认无风险利率为0;收益率需年化(用复合年化收益率),A股按一年242个交易日)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,-0.2041,easy,risk-adjusted return,M^2 = rf + (AnnRet - rf) / \sigma(r) * \sigma(r_b),"date,close,benchmark_close 2025-06-20,48.9,3846.64 2025-06-23,47.28,3857.9 2025-06-24,47.6,3904.03 2025-06-25,48.1,3960.07 2025-06-26,47.71,3946.02 2025-06-27,47.8,3921.76 2025-06-30,48.25,3936.08 2025-07-01,47.91,3942.76 2025-07-02,47.93,3943.68 2025-07-03,47.73,3968.07 2025-07-04,47.36,3982.2 2025-07-07,47.54,3965.17 2025-07-08,47.79,3998.45 2025-07-09,47.65,3991.4 2025-07-10,47.42,4010.02 2025-07-11,47.3,4014.81 2025-07-14,47.13,4017.67 2025-07-15,46.92,4019.06 2025-07-16,47.05,4007.2 2025-07-17,47.26,4034.49 2025-07-18,47.4,4058.55 2025-07-21,47.65,4085.61 2025-07-22,47.85,4118.96 2025-07-23,47.96,4119.77 2025-07-24,47.61,4149.04 2025-07-25,48.05,4127.16 2025-07-28,47.79,4135.82 2025-07-29,47.52,4152.02 2025-07-30,47.65,4151.24 2025-07-31,47.16,4075.59 2025-08-01,47.3,4054.93 2025-08-04,47.26,4070.7 2025-08-05,47.78,4103.45 2025-08-06,47.6,4113.49 2025-08-07,47.49,4114.67 2025-08-08,47.49,4104.97 2025-08-11,47.6,4122.51 2025-08-12,47.61,4143.83 2025-08-13,47.68,4176.58 2025-08-14,47.33,4173.31 2025-08-15,47.48,4202.35 2025-08-18,47.83,4239.41 2025-08-19,47.68,4223.37 2025-08-20,48.04,4271.4 2025-08-21,47.91,4288.07 2025-08-22,48.0,4378.0 2025-08-25,48.53,4469.22 2025-08-26,49.05,4452.59 2025-08-27,48.25,4386.13 2025-08-28,47.73,4463.78 2025-08-29,47.14,4496.76 2025-09-01,47.09,4523.71 2025-09-02,46.9,4490.45 2025-09-03,46.66,4459.83 2025-09-04,46.21,4365.21 2025-09-05,46.77,4460.32 2025-09-08,47.21,4467.57 2025-09-09,47.21,4436.26 2025-09-10,46.84,4445.36 2025-09-11,46.85,4548.03 2025-09-12,46.49,4522.0 ", 1505,CN,technical,思源电气2020年05月26日至2020年06月22日的溃疡指数的值是?使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.0229,easy,risk,UI = \sqrt{1 / N * \sum_{t=1}^{N} (1 - P_t / max_{s \le t} P_s)^2},"date,close 2020-05-26,18.26 2020-05-27,17.73 2020-05-28,17.82 2020-05-29,17.61 2020-06-01,18.8 2020-06-02,18.98 2020-06-03,18.71 2020-06-04,18.44 2020-06-05,18.26 2020-06-08,18.27 2020-06-09,18.28 2020-06-10,18.56 2020-06-11,18.65 2020-06-12,18.94 2020-06-15,18.41 2020-06-16,18.77 2020-06-17,18.65 2020-06-18,18.7 2020-06-19,18.67 2020-06-22,18.94 ", 1506,CN,technical,2021年10月15日到2022年06月23日,鹏鼎控股的溃疡指数是多少?使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.2413,easy,risk,UI = \sqrt{1 / N * \sum_{t=1}^{N} (1 - P_t / max_{s \le t} P_s)^2},"date,close 2021-10-15,32.06 2021-10-18,31.28 2021-10-19,32.06 2021-10-20,32.3 2021-10-21,31.91 2021-10-22,33.39 2021-10-25,31.99 2021-10-26,33.45 2021-10-27,33.97 2021-10-28,33.46 2021-10-29,34.99 2021-11-01,38.49 2021-11-02,40.1 2021-11-03,39.4 2021-11-04,39.58 2021-11-05,40.22 2021-11-08,40.1 2021-11-09,40.5 2021-11-10,40.62 2021-11-11,39.8 2021-11-12,39.3 2021-11-15,40.38 2021-11-16,39.63 2021-11-17,40.56 2021-11-18,39.0 2021-11-19,40.95 2021-11-22,40.99 2021-11-23,40.59 2021-11-24,40.52 2021-11-25,40.09 2021-11-26,38.38 2021-11-29,38.65 2021-11-30,40.24 2021-12-01,39.21 2021-12-02,38.25 2021-12-03,38.0 2021-12-06,37.31 2021-12-07,36.63 2021-12-08,38.65 2021-12-09,42.52 2021-12-10,41.02 2021-12-13,41.0 2021-12-14,40.48 2021-12-15,40.71 2021-12-16,40.99 2021-12-17,40.09 2021-12-20,39.32 2021-12-21,40.24 2021-12-22,41.82 2021-12-23,43.6 2021-12-24,44.21 2021-12-27,43.37 2021-12-28,43.1 2021-12-29,42.08 2021-12-30,42.22 2021-12-31,42.43 2022-01-04,43.52 2022-01-05,41.86 2022-01-06,40.72 2022-01-07,41.92 2022-01-10,42.53 2022-01-11,42.0 2022-01-12,42.12 2022-01-13,40.55 2022-01-14,40.95 2022-01-17,40.12 2022-01-18,39.78 2022-01-19,38.87 2022-01-20,38.45 2022-01-21,38.03 2022-01-24,38.62 2022-01-25,37.67 2022-01-26,37.7 2022-01-27,36.57 2022-01-28,36.31 2022-02-07,36.91 2022-02-08,36.21 2022-02-09,35.77 2022-02-10,35.1 2022-02-11,34.24 2022-02-14,34.26 2022-02-15,35.58 2022-02-16,36.55 2022-02-17,36.53 2022-02-18,36.33 2022-02-21,36.03 2022-02-22,35.31 2022-02-23,35.92 2022-02-24,35.31 2022-02-25,35.99 2022-02-28,34.61 2022-03-01,34.08 2022-03-02,33.41 2022-03-03,32.7 2022-03-04,32.37 2022-03-07,31.1 2022-03-08,30.69 2022-03-09,30.23 2022-03-10,30.27 2022-03-11,30.73 2022-03-14,30.06 2022-03-15,29.24 2022-03-16,30.15 2022-03-17,32.55 2022-03-18,31.82 2022-03-21,31.53 2022-03-22,31.16 2022-03-23,31.16 2022-03-24,30.75 2022-03-25,30.15 2022-03-28,29.63 2022-03-29,28.62 2022-03-30,29.45 2022-03-31,28.82 2022-04-01,28.66 2022-04-06,27.85 2022-04-07,28.86 2022-04-08,28.78 2022-04-11,27.25 2022-04-12,27.7 2022-04-13,26.86 2022-04-14,27.69 2022-04-15,29.15 2022-04-18,29.51 2022-04-19,28.72 2022-04-20,29.05 2022-04-21,29.43 2022-04-22,28.96 2022-04-25,27.69 2022-04-26,26.45 2022-04-27,28.0 2022-04-28,28.45 2022-04-29,29.47 2022-05-05,29.24 2022-05-06,27.91 2022-05-09,27.54 2022-05-10,28.37 2022-05-11,28.78 2022-05-12,28.48 2022-05-13,28.41 2022-05-16,28.0 2022-05-17,28.43 2022-05-18,28.31 2022-05-19,28.08 2022-05-20,28.75 2022-05-23,28.63 2022-05-24,27.02 2022-05-25,26.86 2022-05-26,26.9 2022-05-27,26.87 2022-05-30,27.58 2022-05-31,30.34 2022-06-01,30.3 2022-06-02,30.75 2022-06-06,30.73 2022-06-07,30.45 2022-06-08,29.73 2022-06-09,28.7 2022-06-10,29.39 2022-06-13,28.87 2022-06-14,28.9 2022-06-15,28.92 2022-06-16,29.18 2022-06-17,28.76 2022-06-20,29.19 2022-06-21,30.01 2022-06-22,28.3 2022-06-23,28.13 ", 1507,CN,technical,南方航空的溃疡指数,在2024年10月28日-2024年12月23日期间为多少?使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.0314,easy,risk,UI = \sqrt{1 / N * \sum_{t=1}^{N} (1 - P_t / max_{s \le t} P_s)^2},"date,close 2024-10-28,6.0 2024-10-29,5.99 2024-10-30,6.05 2024-10-31,6.16 2024-11-01,6.1 2024-11-04,6.2 2024-11-05,6.25 2024-11-06,6.22 2024-11-07,6.37 2024-11-08,6.3 2024-11-11,6.15 2024-11-12,6.12 2024-11-13,6.12 2024-11-14,6.05 2024-11-15,6.26 2024-11-18,6.32 2024-11-19,6.35 2024-11-20,6.45 2024-11-21,6.44 2024-11-22,6.58 2024-11-25,6.47 2024-11-26,6.56 2024-11-27,6.78 2024-11-28,6.79 2024-11-29,6.76 2024-12-02,6.64 2024-12-03,6.58 2024-12-04,6.47 2024-12-05,6.64 2024-12-06,6.97 2024-12-09,7.14 2024-12-10,7.24 2024-12-11,7.27 2024-12-12,7.19 2024-12-13,7.15 2024-12-16,6.81 2024-12-17,6.8 2024-12-18,6.79 2024-12-19,6.8 2024-12-20,6.67 2024-12-23,6.77 ", 1508,CN,technical,对于2021年08月08日-2022年05月03日的溃疡指数,赣锋锂业的值是?使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.3331,easy,risk,UI = \sqrt{1 / N * \sum_{t=1}^{N} (1 - P_t / max_{s \le t} P_s)^2},"date,close 2021-08-09,181.21 2021-08-10,177.0 2021-08-11,179.07 2021-08-12,179.86 2021-08-13,176.28 2021-08-16,163.88 2021-08-17,161.1 2021-08-18,167.09 2021-08-19,177.66 2021-08-20,180.25 2021-08-23,185.0 2021-08-24,191.6 2021-08-25,187.77 2021-08-26,188.1 2021-08-27,196.35 2021-08-30,215.99 2021-08-31,220.0 2021-09-01,198.0 2021-09-02,193.63 2021-09-03,180.33 2021-09-06,188.22 2021-09-07,187.89 2021-09-08,185.66 2021-09-09,186.82 2021-09-10,191.0 2021-09-13,189.4 2021-09-14,181.8 2021-09-15,196.18 2021-09-16,176.56 2021-09-17,171.61 2021-09-22,169.86 2021-09-23,172.4 2021-09-24,168.0 2021-09-27,163.0 2021-09-28,159.69 2021-09-29,152.97 2021-09-30,162.94 2021-10-08,156.9 2021-10-11,158.0 2021-10-12,153.02 2021-10-13,162.3 2021-10-14,163.88 2021-10-15,163.0 2021-10-18,172.17 2021-10-19,172.69 2021-10-20,171.2 2021-10-21,172.0 2021-10-22,167.79 2021-10-25,170.8 2021-10-26,172.5 2021-10-27,172.84 2021-10-28,165.31 2021-10-29,167.4 2021-11-01,162.1 2021-11-02,169.4 2021-11-03,160.31 2021-11-04,160.51 2021-11-05,162.4 2021-11-08,175.3 2021-11-09,173.5 2021-11-10,162.8 2021-11-11,160.5 2021-11-12,159.31 2021-11-15,152.7 2021-11-16,151.17 2021-11-17,161.17 2021-11-18,162.52 2021-11-19,158.7 2021-11-22,166.4 2021-11-23,163.0 2021-11-24,160.86 2021-11-25,161.24 2021-11-26,164.35 2021-11-29,163.75 2021-11-30,167.51 2021-12-01,163.53 2021-12-02,161.12 2021-12-03,160.4 2021-12-06,156.9 2021-12-07,152.0 2021-12-08,156.59 2021-12-09,156.36 2021-12-10,160.97 2021-12-13,160.33 2021-12-14,156.26 2021-12-15,152.13 2021-12-16,152.7 2021-12-17,150.6 2021-12-20,137.77 2021-12-21,138.15 2021-12-22,139.0 2021-12-23,138.49 2021-12-24,131.71 2021-12-27,133.01 2021-12-28,140.38 2021-12-29,140.26 2021-12-30,138.0 2021-12-31,142.85 2022-01-04,135.24 2022-01-05,131.19 2022-01-06,132.9 2022-01-07,127.84 2022-01-10,129.06 2022-01-11,127.15 2022-01-12,131.46 2022-01-13,127.17 2022-01-14,128.63 2022-01-17,127.49 2022-01-18,129.43 2022-01-19,123.08 2022-01-20,121.5 2022-01-21,122.61 2022-01-24,134.87 2022-01-25,138.01 2022-01-26,138.76 2022-01-27,136.2 2022-01-28,133.95 2022-02-07,133.89 2022-02-08,126.26 2022-02-09,130.0 2022-02-10,131.1 2022-02-11,133.01 2022-02-14,136.5 2022-02-15,138.63 2022-02-16,139.83 2022-02-17,149.15 2022-02-18,145.91 2022-02-21,145.65 2022-02-22,150.71 2022-02-23,151.88 2022-02-24,146.99 2022-02-25,149.73 2022-02-28,151.41 2022-03-01,146.0 2022-03-02,146.75 2022-03-03,143.62 2022-03-04,141.45 2022-03-07,136.68 2022-03-08,124.0 2022-03-09,124.38 2022-03-10,128.29 2022-03-11,127.45 2022-03-14,124.5 2022-03-15,125.5 2022-03-16,129.3 2022-03-17,127.76 2022-03-18,127.01 2022-03-21,129.98 2022-03-22,130.01 2022-03-23,129.48 2022-03-24,129.7 2022-03-25,128.35 2022-03-28,123.47 2022-03-29,124.32 2022-03-30,129.66 2022-03-31,125.65 2022-04-01,128.53 2022-04-06,126.81 2022-04-07,127.65 2022-04-08,123.68 2022-04-11,112.0 2022-04-12,114.06 2022-04-13,116.5 2022-04-14,117.2 2022-04-15,114.5 2022-04-18,115.28 2022-04-19,114.15 2022-04-20,109.5 2022-04-21,104.04 2022-04-22,101.42 2022-04-25,92.21 2022-04-26,92.24 2022-04-27,101.46 2022-04-28,105.85 2022-04-29,110.67 ", 1509,CN,technical,计算方正证券2021年06月18日至2021年10月05日的溃疡指数。使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.1179,easy,risk,UI = \sqrt{1 / N * \sum_{t=1}^{N} (1 - P_t / max_{s \le t} P_s)^2},"date,close 2021-06-18,9.86 2021-06-21,9.44 2021-06-22,9.27 2021-06-23,9.33 2021-06-24,9.32 2021-06-25,9.49 2021-06-28,9.33 2021-06-29,9.33 2021-06-30,9.36 2021-07-01,8.95 2021-07-02,8.72 2021-07-05,8.75 2021-07-06,8.9 2021-07-07,9.0 2021-07-08,9.06 2021-07-09,8.94 2021-07-12,8.95 2021-07-13,8.81 2021-07-14,8.76 2021-07-15,9.24 2021-07-16,9.11 2021-07-19,9.08 2021-07-20,8.92 2021-07-21,9.09 2021-07-22,9.14 2021-07-23,9.23 2021-07-26,8.99 2021-07-27,8.79 2021-07-28,8.78 2021-07-29,8.83 2021-07-30,8.78 2021-08-02,8.62 2021-08-03,8.49 2021-08-04,8.47 2021-08-05,8.33 2021-08-06,8.34 2021-08-09,8.46 2021-08-10,8.53 2021-08-11,8.47 2021-08-12,8.39 2021-08-13,8.36 2021-08-16,8.42 2021-08-17,8.47 2021-08-18,8.87 2021-08-19,8.6 2021-08-20,8.66 2021-08-23,8.64 2021-08-24,8.64 2021-08-25,8.62 2021-08-26,8.51 2021-08-27,8.35 2021-08-30,8.36 2021-08-31,8.53 2021-09-01,8.65 2021-09-02,8.68 2021-09-03,8.62 2021-09-06,8.69 2021-09-07,8.71 2021-09-08,8.98 2021-09-09,8.84 2021-09-10,8.85 2021-09-13,8.76 2021-09-14,8.46 2021-09-15,8.48 2021-09-16,8.38 2021-09-17,8.41 2021-09-22,8.35 2021-09-23,8.42 2021-09-24,8.33 2021-09-27,8.19 2021-09-28,8.25 2021-09-29,8.16 2021-09-30,8.18 ", 1510,CN,technical,中国神华2021年08月26日至2022年04月18日的马丁比率的值是?(分子分母都需年化,A股按一年242个交易日)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.8539,easy,risk-adjusted return,Martin = AnnRet / (UI * \sqrt{242}),"date,close 2021-08-26,18.24 2021-08-27,18.16 2021-08-30,18.93 2021-08-31,20.0 2021-09-01,19.53 2021-09-02,20.11 2021-09-03,19.97 2021-09-06,20.77 2021-09-07,21.28 2021-09-08,21.81 2021-09-09,23.99 2021-09-10,22.4 2021-09-13,23.95 2021-09-14,23.16 2021-09-15,22.87 2021-09-16,23.16 2021-09-17,21.62 2021-09-22,23.78 2021-09-23,23.43 2021-09-24,21.9 2021-09-27,21.93 2021-09-28,22.81 2021-09-29,22.17 2021-09-30,22.66 2021-10-08,21.4 2021-10-11,22.42 2021-10-12,22.24 2021-10-13,21.52 2021-10-14,21.19 2021-10-15,21.96 2021-10-18,23.59 2021-10-19,23.46 2021-10-20,21.97 2021-10-21,23.06 2021-10-22,21.63 2021-10-25,22.35 2021-10-26,21.86 2021-10-27,20.98 2021-10-28,20.15 2021-10-29,19.89 2021-11-01,20.09 2021-11-02,19.6 2021-11-03,20.1 2021-11-04,20.14 2021-11-05,19.5 2021-11-08,19.79 2021-11-09,19.45 2021-11-10,19.08 2021-11-11,19.23 2021-11-12,19.12 2021-11-15,19.13 2021-11-16,18.95 2021-11-17,19.03 2021-11-18,19.1 2021-11-19,19.34 2021-11-22,19.37 2021-11-23,19.58 2021-11-24,20.16 2021-11-25,20.31 2021-11-26,19.72 2021-11-29,19.57 2021-11-30,19.54 2021-12-01,20.1 2021-12-02,20.68 2021-12-03,22.6 2021-12-06,22.19 2021-12-07,22.08 2021-12-08,21.75 2021-12-09,21.8 2021-12-10,21.7 2021-12-13,21.8 2021-12-14,21.24 2021-12-15,21.37 2021-12-16,22.85 2021-12-17,22.03 2021-12-20,21.76 2021-12-21,22.2 2021-12-22,22.11 2021-12-23,22.67 2021-12-24,22.46 2021-12-27,22.8 2021-12-28,22.28 2021-12-29,22.28 2021-12-30,21.94 2021-12-31,22.52 2022-01-04,22.73 2022-01-05,22.4 2022-01-06,22.22 2022-01-07,22.51 2022-01-10,22.78 2022-01-11,22.7 2022-01-12,22.83 2022-01-13,23.19 2022-01-14,22.52 2022-01-17,22.39 2022-01-18,23.34 2022-01-19,23.51 2022-01-20,23.88 2022-01-21,24.01 2022-01-24,24.12 2022-01-25,23.4 2022-01-26,23.17 2022-01-27,23.48 2022-01-28,22.54 2022-02-07,23.51 2022-02-08,24.96 2022-02-09,24.44 2022-02-10,25.6 2022-02-11,26.11 2022-02-14,25.77 2022-02-15,25.1 2022-02-16,25.19 2022-02-17,25.31 2022-02-18,25.79 2022-02-21,26.41 2022-02-22,26.6 2022-02-23,25.51 2022-02-24,25.5 2022-02-25,24.57 2022-02-28,25.24 2022-03-01,26.05 2022-03-02,26.3 2022-03-03,26.97 2022-03-04,27.22 2022-03-07,27.05 2022-03-08,25.86 2022-03-09,26.92 2022-03-10,26.57 2022-03-11,26.9 2022-03-14,26.2 2022-03-15,24.13 2022-03-16,24.8 2022-03-17,24.37 2022-03-18,25.03 2022-03-21,26.1 2022-03-22,26.88 2022-03-23,26.55 2022-03-24,27.2 2022-03-25,27.18 2022-03-28,29.22 2022-03-29,30.08 2022-03-30,29.03 2022-03-31,29.77 2022-04-01,29.53 2022-04-06,29.2 2022-04-07,29.78 2022-04-08,30.57 2022-04-11,31.3 2022-04-12,30.95 2022-04-13,31.99 2022-04-14,32.28 2022-04-15,31.03 2022-04-18,29.97 ", 1511,CN,technical,2023年12月29日到2024年08月23日,北新建材的马丁比率是多少?(分子分母都需年化,A股按一年242个交易日)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.0604,easy,risk-adjusted return,Martin = AnnRet / (UI * \sqrt{242}),"date,close 2023-12-29,23.36 2024-01-02,24.7 2024-01-03,24.81 2024-01-04,25.1 2024-01-05,25.78 2024-01-08,25.4 2024-01-09,25.48 2024-01-10,25.8 2024-01-11,25.8 2024-01-12,26.0 2024-01-15,27.51 2024-01-16,27.6 2024-01-17,27.19 2024-01-18,27.02 2024-01-19,26.83 2024-01-22,26.01 2024-01-23,26.16 2024-01-24,26.64 2024-01-25,27.44 2024-01-26,27.83 2024-01-29,27.81 2024-01-30,26.94 2024-01-31,26.71 2024-02-01,26.67 2024-02-02,26.92 2024-02-05,27.06 2024-02-06,27.94 2024-02-07,28.08 2024-02-08,28.89 2024-02-19,28.74 2024-02-20,29.06 2024-02-21,28.5 2024-02-22,29.1 2024-02-23,28.09 2024-02-26,27.76 2024-02-27,28.2 2024-02-28,28.03 2024-02-29,28.09 2024-03-01,27.86 2024-03-04,27.57 2024-03-05,27.97 2024-03-06,27.36 2024-03-07,27.32 2024-03-08,27.17 2024-03-11,26.97 2024-03-12,28.87 2024-03-13,28.15 2024-03-14,27.84 2024-03-15,27.95 2024-03-18,28.02 2024-03-19,27.74 2024-03-20,27.72 2024-03-21,27.33 2024-03-22,27.45 2024-03-25,27.83 2024-03-26,28.32 2024-03-27,28.61 2024-03-28,28.61 2024-03-29,28.37 2024-04-01,29.38 2024-04-02,29.99 2024-04-03,29.74 2024-04-08,29.84 2024-04-09,29.73 2024-04-10,29.2 2024-04-11,29.25 2024-04-12,29.09 2024-04-15,29.96 2024-04-16,29.97 2024-04-17,30.25 2024-04-18,30.73 2024-04-19,30.88 2024-04-22,31.35 2024-04-23,30.25 2024-04-24,29.37 2024-04-25,29.43 2024-04-26,30.08 2024-04-29,33.09 2024-04-30,32.75 2024-05-06,33.01 2024-05-07,32.99 2024-05-08,32.99 2024-05-09,33.29 2024-05-10,33.78 2024-05-13,34.07 2024-05-14,33.9 2024-05-15,35.71 2024-05-16,35.84 2024-05-17,36.03 2024-05-20,35.12 2024-05-21,35.11 2024-05-22,34.51 2024-05-23,34.19 2024-05-24,33.66 2024-05-27,33.45 2024-05-28,33.0 2024-05-29,32.77 2024-05-30,32.69 2024-05-31,32.32 2024-06-03,32.21 2024-06-04,32.85 2024-06-05,32.63 2024-06-06,32.42 2024-06-07,32.09 2024-06-11,31.72 2024-06-12,31.83 2024-06-13,31.12 2024-06-14,31.95 2024-06-17,31.61 2024-06-18,32.07 2024-06-19,30.52 2024-06-20,30.15 2024-06-21,30.01 2024-06-24,30.38 2024-06-25,30.52 2024-06-26,30.66 2024-06-27,30.1 2024-06-28,29.66 2024-07-01,30.67 2024-07-02,29.33 2024-07-03,28.5 2024-07-04,28.12 2024-07-05,28.16 2024-07-08,27.9 2024-07-09,27.3 2024-07-10,27.06 2024-07-11,26.98 2024-07-12,27.55 2024-07-15,27.52 2024-07-16,27.09 2024-07-17,27.83 2024-07-18,28.1 2024-07-19,28.03 2024-07-22,27.78 2024-07-23,27.11 2024-07-24,26.75 2024-07-25,27.09 2024-07-26,27.28 2024-07-29,25.74 2024-07-30,25.44 2024-07-31,25.99 2024-08-01,25.08 2024-08-02,24.52 2024-08-05,24.15 2024-08-06,24.56 2024-08-07,24.88 2024-08-08,25.5 2024-08-09,25.69 2024-08-12,25.38 2024-08-13,25.29 2024-08-14,25.28 2024-08-15,25.3 2024-08-16,25.06 2024-08-19,25.34 2024-08-20,24.87 2024-08-21,24.54 2024-08-22,24.3 2024-08-23,25.39 ", 1512,CN,technical,中国人保的马丁比率,在2019年10月25日-2020年10月21日期间为多少?(分子分母都需年化,A股按一年242个交易日)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,-0.0523,easy,risk-adjusted return,Martin = AnnRet / (UI * \sqrt{242}),"date,close 2019-10-25,8.6 2019-10-28,8.7 2019-10-29,8.6 2019-10-30,8.66 2019-10-31,8.55 2019-11-01,8.65 2019-11-04,8.67 2019-11-05,8.81 2019-11-06,8.66 2019-11-07,8.62 2019-11-08,8.55 2019-11-11,8.41 2019-11-12,8.3 2019-11-13,8.11 2019-11-14,8.08 2019-11-15,7.95 2019-11-18,7.16 2019-11-19,7.17 2019-11-20,6.94 2019-11-21,6.87 2019-11-22,6.79 2019-11-25,6.83 2019-11-26,6.76 2019-11-27,6.74 2019-11-28,6.6 2019-11-29,6.59 2019-12-02,6.61 2019-12-03,6.68 2019-12-04,6.63 2019-12-05,6.75 2019-12-06,6.79 2019-12-09,6.78 2019-12-10,6.75 2019-12-11,6.81 2019-12-12,6.77 2019-12-13,7.1 2019-12-16,7.18 2019-12-17,7.64 2019-12-18,7.62 2019-12-19,7.61 2019-12-20,7.61 2019-12-23,7.27 2019-12-24,7.39 2019-12-25,7.35 2019-12-26,7.43 2019-12-27,7.43 2019-12-30,7.62 2019-12-31,7.59 2020-01-02,7.74 2020-01-03,7.76 2020-01-06,7.68 2020-01-07,7.74 2020-01-08,7.55 2020-01-09,7.62 2020-01-10,7.6 2020-01-13,7.68 2020-01-14,7.72 2020-01-15,7.6 2020-01-16,7.49 2020-01-17,7.51 2020-01-20,7.63 2020-01-21,7.5 2020-01-22,7.52 2020-01-23,7.26 2020-02-03,6.53 2020-02-04,6.72 2020-02-05,6.82 2020-02-06,6.91 2020-02-07,6.86 2020-02-10,6.89 2020-02-11,7.03 2020-02-12,7.07 2020-02-13,7.07 2020-02-14,7.09 2020-02-17,7.25 2020-02-18,7.2 2020-02-19,7.17 2020-02-20,7.54 2020-02-21,7.49 2020-02-24,7.32 2020-02-25,7.21 2020-02-26,7.17 2020-02-27,7.12 2020-02-28,6.77 2020-03-02,7.01 2020-03-03,7.02 2020-03-04,7.05 2020-03-05,7.34 2020-03-06,7.13 2020-03-09,6.89 2020-03-10,7.01 2020-03-11,6.9 2020-03-12,6.83 2020-03-13,6.76 2020-03-16,6.56 2020-03-17,6.48 2020-03-18,6.36 2020-03-19,6.26 2020-03-20,6.35 2020-03-23,6.18 2020-03-24,6.35 2020-03-25,6.46 2020-03-26,6.35 2020-03-27,6.35 2020-03-30,6.31 2020-03-31,6.3 2020-04-01,6.26 2020-04-02,6.31 2020-04-03,6.24 2020-04-07,6.33 2020-04-08,6.29 2020-04-09,6.34 2020-04-10,6.37 2020-04-13,6.29 2020-04-14,6.38 2020-04-15,6.31 2020-04-16,6.28 2020-04-17,6.39 2020-04-20,6.4 2020-04-21,6.31 2020-04-22,6.31 2020-04-23,6.27 2020-04-24,6.17 2020-04-27,6.18 2020-04-28,6.15 2020-04-29,6.22 2020-04-30,6.35 2020-05-06,6.38 2020-05-07,6.34 2020-05-08,6.45 2020-05-11,6.41 2020-05-12,6.35 2020-05-13,6.35 2020-05-14,6.25 2020-05-15,6.24 2020-05-18,6.27 2020-05-19,6.31 2020-05-20,6.25 2020-05-21,6.23 2020-05-22,6.12 2020-05-25,6.1 2020-05-26,6.14 2020-05-27,6.12 2020-05-28,6.19 2020-05-29,6.21 2020-06-01,6.31 2020-06-02,6.34 2020-06-03,6.33 2020-06-04,6.3 2020-06-05,6.29 2020-06-08,6.37 2020-06-09,6.41 2020-06-10,6.35 2020-06-11,6.27 2020-06-12,6.2 2020-06-15,6.25 2020-06-16,6.32 2020-06-17,6.27 2020-06-18,6.28 2020-06-19,6.39 2020-06-22,6.49 2020-06-23,6.39 2020-06-24,6.47 2020-06-29,6.33 2020-06-30,6.44 2020-07-01,6.72 2020-07-02,7.35 2020-07-03,7.7 2020-07-06,8.38 2020-07-07,7.99 2020-07-08,8.39 2020-07-09,8.25 2020-07-10,7.64 2020-07-13,7.68 2020-07-14,7.52 2020-07-15,7.54 2020-07-16,7.33 2020-07-17,7.13 2020-07-20,7.7 2020-07-21,7.51 2020-07-22,7.5 2020-07-23,7.34 2020-07-24,7.06 2020-07-27,7.06 2020-07-28,7.11 2020-07-29,7.25 2020-07-30,7.12 2020-07-31,7.14 2020-08-03,7.25 2020-08-04,7.43 2020-08-05,7.29 2020-08-06,7.3 2020-08-07,7.16 2020-08-10,7.26 2020-08-11,7.18 2020-08-12,7.16 2020-08-13,7.17 2020-08-14,7.39 2020-08-17,7.9 2020-08-18,7.71 2020-08-19,7.51 2020-08-20,7.59 2020-08-21,7.44 2020-08-24,7.32 2020-08-25,7.27 2020-08-26,7.16 2020-08-27,7.19 2020-08-28,7.33 2020-08-31,7.22 2020-09-01,7.25 2020-09-02,7.19 2020-09-03,7.16 2020-09-04,7.08 2020-09-07,7.01 2020-09-08,7.15 2020-09-09,7.04 2020-09-10,7.05 2020-09-11,6.89 2020-09-14,6.85 2020-09-15,6.87 2020-09-16,6.85 2020-09-17,6.78 2020-09-18,7.17 2020-09-21,7.0 2020-09-22,6.9 2020-09-23,6.86 2020-09-24,6.84 2020-09-25,6.85 2020-09-28,6.82 2020-09-29,6.84 2020-09-30,6.77 2020-10-09,6.86 2020-10-12,7.05 2020-10-13,6.98 2020-10-14,6.91 2020-10-15,6.96 2020-10-16,7.01 2020-10-19,7.03 2020-10-20,7.0 2020-10-21,7.11 ", 1513,CN,technical,对于2025年03月10日-2025年12月30日的马丁比率,用友网络的值是?(分子分母都需年化,A股按一年242个交易日)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,-0.0975,easy,risk-adjusted return,Martin = AnnRet / (UI * \sqrt{242}),"date,close 2025-03-10,18.03 2025-03-11,17.89 2025-03-12,17.63 2025-03-13,17.68 2025-03-14,17.36 2025-03-17,17.1 2025-03-18,17.14 2025-03-19,16.61 2025-03-20,16.51 2025-03-21,15.81 2025-03-24,15.63 2025-03-25,15.55 2025-03-26,15.8 2025-03-27,15.43 2025-03-28,15.42 2025-03-31,15.06 2025-04-01,14.87 2025-04-02,14.99 2025-04-03,14.81 2025-04-07,13.33 2025-04-08,13.1 2025-04-09,13.49 2025-04-10,13.61 2025-04-11,13.79 2025-04-14,13.9 2025-04-15,13.77 2025-04-16,13.59 2025-04-17,13.88 2025-04-18,13.55 2025-04-21,14.19 2025-04-22,13.75 2025-04-23,13.83 2025-04-24,13.52 2025-04-25,13.7 2025-04-28,13.62 2025-04-29,13.82 2025-04-30,14.59 2025-05-06,14.76 2025-05-07,14.51 2025-05-08,14.5 2025-05-09,13.96 2025-05-12,14.16 2025-05-13,14.15 2025-05-14,14.19 2025-05-15,13.47 2025-05-16,13.33 2025-05-19,13.3 2025-05-20,13.34 2025-05-21,13.21 2025-05-22,13.12 2025-05-23,12.92 2025-05-26,13.19 2025-05-27,13.15 2025-05-28,12.95 2025-05-29,13.48 2025-05-30,13.05 2025-06-03,13.04 2025-06-04,13.2 2025-06-05,13.62 2025-06-06,13.71 2025-06-09,14.46 2025-06-10,13.74 2025-06-11,13.52 2025-06-12,13.31 2025-06-13,13.07 2025-06-16,13.06 2025-06-17,13.01 2025-06-18,12.91 2025-06-19,12.73 2025-06-20,12.4 2025-06-23,12.72 2025-06-24,12.86 2025-06-25,13.15 2025-06-26,13.16 2025-06-27,13.1 2025-06-30,13.37 2025-07-01,13.1 2025-07-02,12.97 2025-07-03,12.96 2025-07-04,12.83 2025-07-07,12.8 2025-07-08,13.09 2025-07-09,12.99 2025-07-10,12.96 2025-07-11,13.55 2025-07-14,13.13 2025-07-15,14.44 2025-07-16,14.4 2025-07-17,14.29 2025-07-18,14.33 2025-07-21,14.24 2025-07-22,13.92 2025-07-23,14.17 2025-07-24,14.46 2025-07-25,14.65 2025-07-28,14.36 2025-07-29,14.88 2025-07-30,14.66 2025-07-31,15.84 2025-08-01,15.77 2025-08-04,15.99 2025-08-05,15.71 2025-08-06,15.6 2025-08-07,16.37 2025-08-08,14.94 2025-08-11,15.41 2025-08-12,15.22 2025-08-13,15.11 2025-08-14,14.81 2025-08-15,15.28 2025-08-18,16.4 2025-08-19,16.48 2025-08-20,16.5 2025-08-21,16.55 2025-08-22,17.17 2025-08-25,17.3 2025-08-26,17.13 2025-08-27,16.46 2025-08-28,16.7 2025-08-29,16.47 2025-09-01,16.24 2025-09-02,15.44 2025-09-03,14.92 2025-09-04,14.59 2025-09-05,14.75 2025-09-08,14.64 2025-09-09,14.29 2025-09-10,14.55 2025-09-11,15.37 2025-09-12,15.03 2025-09-15,14.81 2025-09-16,14.7 2025-09-17,15.28 2025-09-18,14.98 2025-09-19,14.84 2025-09-22,14.92 2025-09-23,14.13 2025-09-24,14.83 2025-09-25,15.81 2025-09-26,15.03 2025-09-29,15.32 2025-09-30,15.62 2025-10-09,16.36 2025-10-10,15.3 2025-10-13,15.76 2025-10-14,15.32 2025-10-15,15.27 2025-10-16,14.84 2025-10-17,14.26 2025-10-20,14.37 2025-10-21,14.49 2025-10-22,14.28 2025-10-23,14.45 2025-10-24,14.5 2025-10-27,14.55 2025-10-28,15.0 2025-10-29,14.99 2025-10-30,15.04 2025-10-31,15.6 2025-11-03,15.71 2025-11-04,15.58 2025-11-05,15.2 2025-11-06,14.95 2025-11-07,14.66 2025-11-10,14.87 2025-11-11,14.57 2025-11-12,14.27 2025-11-13,14.47 2025-11-14,14.25 2025-11-17,14.66 2025-11-18,14.96 2025-11-19,14.81 2025-11-20,14.38 2025-11-21,13.96 2025-11-24,14.78 2025-11-25,14.86 2025-11-26,14.67 2025-11-27,14.26 2025-11-28,14.26 2025-12-01,14.22 2025-12-02,13.88 2025-12-03,13.35 2025-12-04,13.13 2025-12-05,13.39 2025-12-08,13.5 2025-12-09,13.4 2025-12-10,13.22 2025-12-11,12.93 2025-12-12,12.89 2025-12-15,12.66 2025-12-16,12.28 2025-12-17,12.73 2025-12-18,12.58 2025-12-19,12.6 2025-12-22,12.69 2025-12-23,12.61 2025-12-24,12.71 2025-12-25,13.04 2025-12-26,12.88 2025-12-29,12.92 2025-12-30,13.1 ", 1514,CN,technical,计算中国移动2022年10月28日至2023年02月25日的马丁比率。(分子分母都需年化,A股按一年242个交易日)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.7231,easy,risk-adjusted return,Martin = AnnRet / (UI * \sqrt{242}),"date,close 2022-10-28,66.98 2022-10-31,67.2 2022-11-01,69.4 2022-11-02,68.92 2022-11-03,67.15 2022-11-04,67.85 2022-11-07,66.14 2022-11-08,66.61 2022-11-09,66.27 2022-11-10,65.97 2022-11-11,66.67 2022-11-14,64.9 2022-11-15,65.22 2022-11-16,65.25 2022-11-17,64.83 2022-11-18,66.26 2022-11-21,66.16 2022-11-22,70.1 2022-11-23,68.57 2022-11-24,68.11 2022-11-25,72.0 2022-11-28,72.3 2022-11-29,71.15 2022-11-30,73.81 2022-12-01,73.91 2022-12-02,72.44 2022-12-05,77.59 2022-12-06,76.81 2022-12-07,73.6 2022-12-08,71.95 2022-12-09,72.89 2022-12-12,73.75 2022-12-13,73.4 2022-12-14,72.17 2022-12-15,71.85 2022-12-16,70.98 2022-12-19,68.78 2022-12-20,69.0 2022-12-21,69.0 2022-12-22,69.54 2022-12-23,69.45 2022-12-26,71.15 2022-12-27,72.01 2022-12-28,71.0 2022-12-29,68.8 2022-12-30,67.67 2023-01-03,71.95 2023-01-04,73.37 2023-01-05,73.99 2023-01-06,73.46 2023-01-09,73.34 2023-01-10,73.06 2023-01-11,74.29 2023-01-12,75.95 2023-01-13,75.45 2023-01-16,73.81 2023-01-17,73.43 2023-01-18,74.52 2023-01-19,74.58 2023-01-20,77.87 2023-01-30,75.6 2023-01-31,76.16 2023-02-01,77.05 2023-02-02,76.61 2023-02-03,77.81 2023-02-06,78.35 2023-02-07,76.8 2023-02-08,76.28 2023-02-09,76.7 2023-02-10,76.1 2023-02-13,76.2 2023-02-14,75.26 2023-02-15,76.0 2023-02-16,77.8 2023-02-17,75.8 2023-02-20,80.72 2023-02-21,80.0 2023-02-22,78.14 2023-02-23,78.18 2023-02-24,77.89 ", 1515,CN,technical,中国建筑2022年05月07日至2023年04月24日的贝塔系数的值是?使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.7367,easy,risk,"\beta = cov(r, r_m) / var(r_m)","date,close,market_close 2022-05-06,5.97,3908.82 2022-05-09,5.91,3877.44 2022-05-10,6.04,3919.87 2022-05-11,5.85,3976.42 2022-05-12,5.77,3958.74 2022-05-13,5.87,3988.6 2022-05-16,5.98,3956.54 2022-05-17,5.88,4005.89 2022-05-18,5.8,3991.91 2022-05-19,5.89,3999.6 2022-05-20,5.91,4077.6 2022-05-23,5.72,4053.98 2022-05-24,5.6,3959.15 2022-05-25,5.65,3983.18 2022-05-26,5.69,3993.04 2022-05-27,5.64,4001.3 2022-05-30,5.52,4029.02 2022-05-31,5.51,4091.52 2022-06-01,5.52,4083.18 2022-06-02,5.45,4089.57 2022-06-06,5.31,4166.09 2022-06-07,5.38,4179.13 2022-06-08,5.36,4219.81 2022-06-09,5.46,4175.67 2022-06-10,5.48,4238.99 2022-06-13,5.32,4189.35 2022-06-14,5.38,4222.31 2022-06-15,5.53,4278.22 2022-06-16,5.45,4250.06 2022-06-17,5.43,4309.04 2022-06-20,5.48,4330.43 2022-06-21,5.54,4325.57 2022-06-22,5.43,4270.62 2022-06-23,5.52,4343.88 2022-06-24,5.43,4394.77 2022-06-27,5.42,4444.26 2022-06-28,5.41,4490.52 2022-06-29,5.53,4421.36 2022-06-30,5.32,4485.01 2022-07-01,5.47,4466.72 2022-07-04,5.41,4496.03 2022-07-05,5.43,4489.54 2022-07-06,5.35,4423.97 2022-07-07,5.31,4443.47 2022-07-08,5.39,4428.78 2022-07-11,5.45,4354.62 2022-07-12,5.57,4313.62 2022-07-13,5.56,4321.46 2022-07-14,5.44,4322.07 2022-07-15,5.28,4248.53 2022-07-18,5.35,4292.59 2022-07-19,5.36,4269.34 2022-07-20,5.33,4283.8 2022-07-21,5.15,4236.06 2022-07-22,5.11,4238.23 2022-07-25,5.13,4212.64 2022-07-26,5.24,4245.98 2022-07-27,5.14,4225.04 2022-07-28,5.12,4225.67 2022-07-29,5.04,4170.1 2022-08-01,5.01,4188.68 2022-08-02,4.92,4107.02 2022-08-03,4.84,4066.98 2022-08-04,4.86,4101.54 2022-08-05,4.91,4156.91 2022-08-08,4.89,4148.07 2022-08-09,4.85,4156.29 2022-08-10,4.82,4109.74 2022-08-11,4.88,4193.54 2022-08-12,4.92,4191.15 2022-08-15,4.88,4185.68 2022-08-16,4.92,4177.84 2022-08-17,4.98,4216.96 2022-08-18,4.91,4180.1 2022-08-19,4.95,4151.07 2022-08-22,5.02,4181.4 2022-08-23,4.98,4161.08 2022-08-24,4.92,4082.42 2022-08-25,5.02,4116.24 2022-08-26,5.01,4107.55 2022-08-29,5.04,4089.52 2022-08-30,5.07,4075.79 2022-08-31,5.14,4078.84 2022-09-01,5.15,4043.74 2022-09-02,5.11,4023.61 2022-09-05,5.17,4015.43 2022-09-06,5.24,4052.28 2022-09-07,5.23,4054.98 2022-09-08,5.23,4037.68 2022-09-09,5.36,4093.79 2022-09-13,5.32,4111.11 2022-09-14,5.26,4065.36 2022-09-15,5.37,4027.12 2022-09-16,5.15,3932.68 2022-09-19,5.24,3928.0 2022-09-20,5.11,3932.84 2022-09-21,5.15,3903.73 2022-09-22,5.12,3869.34 2022-09-23,5.22,3856.02 2022-09-26,5.15,3836.68 2022-09-27,5.15,3892.3 2022-09-28,5.1,3828.71 2022-09-29,5.01,3827.14 2022-09-30,5.15,3804.89 2022-10-10,5.22,3720.94 2022-10-11,5.13,3727.69 2022-10-12,5.25,3784.31 2022-10-13,5.15,3752.67 2022-10-14,5.22,3842.47 2022-10-17,5.2,3846.41 2022-10-18,5.18,3838.27 2022-10-19,5.13,3776.53 2022-10-20,5.1,3754.93 2022-10-21,5.16,3742.89 2022-10-24,4.99,3633.37 2022-10-25,5.0,3627.45 2022-10-26,4.89,3656.9 2022-10-27,4.92,3631.14 2022-10-28,4.9,3541.33 2022-10-31,4.75,3508.7 2022-11-01,4.83,3634.17 2022-11-02,4.8,3677.81 2022-11-03,4.74,3647.9 2022-11-04,4.82,3767.17 2022-11-07,4.88,3775.3 2022-11-08,4.89,3749.33 2022-11-09,4.91,3714.27 2022-11-10,4.93,3685.69 2022-11-11,5.18,3788.44 2022-11-14,5.29,3794.02 2022-11-15,5.32,3865.97 2022-11-16,5.26,3834.39 2022-11-17,5.27,3818.66 2022-11-18,5.23,3801.57 2022-11-21,5.17,3769.13 2022-11-22,5.46,3769.57 2022-11-23,5.52,3773.53 2022-11-24,5.42,3756.81 2022-11-25,5.74,3775.78 2022-11-28,5.64,3733.24 2022-11-29,5.88,3848.42 2022-11-30,5.88,3853.04 2022-12-01,5.74,3894.77 2022-12-02,5.68,3870.95 2022-12-05,6.11,3946.88 2022-12-06,5.97,3968.2 2022-12-07,5.88,3958.44 2022-12-08,5.9,3959.18 2022-12-09,5.94,3998.24 2022-12-12,5.77,3953.44 2022-12-13,5.77,3945.68 2022-12-14,5.71,3954.89 2022-12-15,5.61,3951.99 2022-12-16,5.69,3954.23 2022-12-19,5.53,3893.22 2022-12-20,5.49,3829.02 2022-12-21,5.46,3830.54 2022-12-22,5.43,3836.03 2022-12-23,5.42,3828.22 2022-12-26,5.37,3843.49 2022-12-27,5.41,3887.85 2022-12-28,5.39,3871.26 2022-12-29,5.32,3856.7 2022-12-30,5.43,3871.63 2023-01-03,5.49,3887.9 2023-01-04,5.6,3892.95 2023-01-05,5.59,3968.58 2023-01-06,5.52,3980.89 2023-01-09,5.53,4013.12 2023-01-10,5.43,4017.47 2023-01-11,5.43,4010.03 2023-01-12,5.39,4017.87 2023-01-13,5.45,4074.38 2023-01-16,5.46,4137.96 2023-01-17,5.39,4137.24 2023-01-18,5.37,4130.31 2023-01-19,5.39,4156.01 2023-01-20,5.57,4181.53 2023-01-30,5.5,4201.35 2023-01-31,5.54,4156.86 2023-02-01,5.57,4195.93 2023-02-02,5.53,4181.15 2023-02-03,5.41,4141.63 2023-02-06,5.4,4086.88 2023-02-07,5.5,4094.23 2023-02-08,5.41,4076.14 2023-02-09,5.44,4130.86 2023-02-10,5.43,4106.31 2023-02-13,5.46,4143.57 2023-02-14,5.49,4145.29 2023-02-15,5.39,4123.69 2023-02-16,5.44,4093.49 2023-02-17,5.37,4034.51 2023-02-20,5.69,4133.49 2023-02-21,5.77,4144.35 2023-02-22,5.72,4106.95 2023-02-23,5.7,4103.65 2023-02-24,5.62,4061.05 2023-02-27,5.6,4043.84 2023-02-28,5.62,4069.46 2023-03-01,5.75,4126.94 2023-03-02,5.89,4117.74 2023-03-03,6.11,4130.55 2023-03-06,6.04,4109.01 2023-03-07,6.03,4048.85 2023-03-08,6.01,4034.11 2023-03-09,5.92,4019.85 2023-03-10,5.84,3967.14 2023-03-13,6.11,4008.69 2023-03-14,5.99,3984.7 2023-03-15,6.18,3986.9 2023-03-16,6.08,3939.15 2023-03-17,6.23,3958.82 2023-03-20,6.12,3939.08 2023-03-21,6.04,3982.38 2023-03-22,6.09,3999.44 2023-03-23,6.18,4039.09 2023-03-24,5.92,4027.05 2023-03-27,5.87,4012.48 2023-03-28,5.86,3999.51 2023-03-29,5.73,4006.14 2023-03-30,5.85,4038.53 2023-03-31,5.8,4050.93 2023-04-03,5.85,4090.57 2023-04-04,6.16,4103.11 2023-04-06,6.11,4096.64 2023-04-07,6.12,4123.28 2023-04-10,6.17,4104.81 2023-04-11,6.22,4100.15 2023-04-12,6.41,4097.29 2023-04-13,6.39,4068.98 2023-04-14,6.49,4092.0 2023-04-17,6.58,4149.38 2023-04-18,6.5,4162.03 2023-04-19,6.34,4124.56 2023-04-20,6.47,4113.02 2023-04-21,6.37,4032.57 2023-04-24,6.24,3982.64 ", 1516,CN,technical,2019年09月22日到2020年07月03日,民生银行的贝塔系数是多少?使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.5942,easy,risk,"\beta = cov(r, r_m) / var(r_m)","date,close,market_close 2019-09-20,6.09,3935.65 2019-09-23,6.05,3890.66 2019-09-24,6.04,3901.08 2019-09-25,6.03,3870.98 2019-09-26,6.06,3841.14 2019-09-27,6.04,3852.65 2019-09-30,6.02,3814.53 2019-10-08,6.08,3837.68 2019-10-09,6.14,3843.24 2019-10-10,6.11,3874.64 2019-10-11,6.17,3911.73 2019-10-14,6.27,3953.24 2019-10-15,6.26,3936.25 2019-10-16,6.23,3922.69 2019-10-17,6.22,3925.22 2019-10-18,6.09,3869.38 2019-10-21,6.15,3880.84 2019-10-22,6.16,3895.88 2019-10-23,6.14,3871.08 2019-10-24,6.19,3870.67 2019-10-25,6.19,3896.79 2019-10-28,6.18,3926.59 2019-10-29,6.16,3910.23 2019-10-30,6.16,3891.23 2019-10-31,6.15,3886.75 2019-11-01,6.18,3952.39 2019-11-04,6.19,3978.12 2019-11-05,6.26,4002.81 2019-11-06,6.26,3984.88 2019-11-07,6.26,3991.87 2019-11-08,6.2,3973.01 2019-11-11,6.13,3902.98 2019-11-12,6.15,3903.69 2019-11-13,6.12,3899.98 2019-11-14,6.1,3905.86 2019-11-15,6.1,3877.09 2019-11-18,6.14,3907.93 2019-11-19,6.13,3947.04 2019-11-20,6.08,3907.86 2019-11-21,6.08,3889.6 2019-11-22,6.08,3849.99 2019-11-25,6.18,3878.21 2019-11-26,6.19,3891.65 2019-11-27,6.15,3875.62 2019-11-28,6.16,3862.3 2019-11-29,6.17,3828.67 2019-12-02,6.17,3836.06 2019-12-03,6.18,3851.09 2019-12-04,6.16,3849.82 2019-12-05,6.18,3879.36 2019-12-06,6.19,3902.39 2019-12-09,6.21,3895.45 2019-12-10,6.19,3900.38 2019-12-11,6.2,3902.75 2019-12-12,6.19,3891.02 2019-12-13,6.27,3968.22 2019-12-16,6.25,3987.55 2019-12-17,6.32,4041.8 2019-12-18,6.29,4032.78 2019-12-19,6.3,4027.15 2019-12-20,6.3,4017.25 2019-12-23,6.25,3967.1 2019-12-24,6.26,3992.96 2019-12-25,6.23,3990.87 2019-12-26,6.25,4025.99 2019-12-27,6.27,4022.03 2019-12-30,6.31,4081.63 2019-12-31,6.31,4096.58 2020-01-02,6.36,4152.24 2020-01-03,6.34,4144.96 2020-01-06,6.3,4129.3 2020-01-07,6.33,4160.23 2020-01-08,6.29,4112.32 2020-01-09,6.31,4164.37 2020-01-10,6.33,4163.18 2020-01-13,6.35,4203.99 2020-01-14,6.38,4189.89 2020-01-15,6.32,4166.73 2020-01-16,6.3,4149.04 2020-01-17,6.29,4154.85 2020-01-20,6.32,4185.83 2020-01-21,6.25,4114.31 2020-01-22,6.26,4131.93 2020-01-23,6.08,4003.9 2020-02-03,5.69,3688.36 2020-02-04,5.83,3785.64 2020-02-05,5.84,3828.53 2020-02-06,5.91,3899.78 2020-02-07,5.89,3899.87 2020-02-10,5.86,3916.01 2020-02-11,5.9,3952.46 2020-02-12,5.9,3984.43 2020-02-13,5.86,3959.92 2020-02-14,5.89,3987.73 2020-02-17,5.96,4077.42 2020-02-18,5.9,4057.51 2020-02-19,5.89,4051.31 2020-02-20,5.94,4144.66 2020-02-21,5.91,4149.49 2020-02-24,5.86,4132.84 2020-02-25,5.81,4123.85 2020-02-26,5.84,4073.02 2020-02-27,5.85,4084.88 2020-02-28,5.72,3940.05 2020-03-02,5.81,4069.67 2020-03-03,5.84,4091.36 2020-03-04,5.86,4115.05 2020-03-05,5.95,4206.73 2020-03-06,5.9,4138.51 2020-03-09,5.79,3997.13 2020-03-10,5.84,4082.73 2020-03-11,5.81,4028.43 2020-03-12,5.8,3950.91 2020-03-13,5.78,3895.31 2020-03-16,5.68,3727.84 2020-03-17,5.7,3709.68 2020-03-18,5.6,3636.26 2020-03-19,5.48,3589.09 2020-03-20,5.6,3653.22 2020-03-23,5.54,3530.31 2020-03-24,5.63,3625.11 2020-03-25,5.66,3722.52 2020-03-26,5.67,3698.05 2020-03-27,5.71,3710.06 2020-03-30,5.7,3674.11 2020-03-31,5.71,3686.16 2020-04-01,5.69,3675.08 2020-04-02,5.72,3734.53 2020-04-03,5.71,3713.22 2020-04-07,5.78,3798.02 2020-04-08,5.78,3780.34 2020-04-09,5.78,3792.81 2020-04-10,5.77,3769.18 2020-04-13,5.7,3753.26 2020-04-14,5.78,3825.7 2020-04-15,5.76,3797.36 2020-04-16,5.78,3802.38 2020-04-17,5.79,3839.49 2020-04-20,5.73,3853.46 2020-04-21,5.7,3808.05 2020-04-22,5.7,3839.38 2020-04-23,5.69,3829.75 2020-04-24,5.7,3796.97 2020-04-27,5.76,3822.77 2020-04-28,5.75,3849.15 2020-04-29,5.87,3867.03 2020-04-30,5.89,3912.58 2020-05-06,5.84,3936.25 2020-05-07,5.8,3924.89 2020-05-08,5.84,3963.62 2020-05-11,5.82,3960.18 2020-05-12,5.79,3960.24 2020-05-13,5.79,3968.25 2020-05-14,5.77,3925.22 2020-05-15,5.76,3912.82 2020-05-18,5.78,3922.91 2020-05-19,5.8,3956.25 2020-05-20,5.8,3935.22 2020-05-21,5.76,3913.79 2020-05-22,5.68,3824.06 2020-05-25,5.7,3829.32 2020-05-26,5.7,3872.77 2020-05-27,5.71,3845.61 2020-05-28,5.76,3856.63 2020-05-29,5.69,3867.02 2020-06-01,5.76,3971.34 2020-06-02,5.78,3983.57 2020-06-03,5.77,3983.65 2020-06-04,5.74,3982.19 2020-06-05,5.76,4001.25 2020-06-08,5.75,4021.95 2020-06-09,5.78,4047.03 2020-06-10,5.74,4039.71 2020-06-11,5.69,3995.88 2020-06-12,5.68,4003.08 2020-06-15,5.62,3954.99 2020-06-16,5.65,4014.57 2020-06-17,5.65,4017.59 2020-06-18,5.64,4044.38 2020-06-19,5.67,4098.71 2020-06-22,5.67,4102.05 2020-06-23,5.65,4121.79 2020-06-24,5.67,4138.99 2020-06-29,5.66,4109.72 2020-06-30,5.67,4163.96 2020-07-01,5.75,4247.78 2020-07-02,5.86,4335.84 2020-07-03,5.94,4419.6 ", 1517,CN,technical,同花顺的贝塔系数,在2024年11月09日-2025年07月03日期间为多少?使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,2.5092,easy,risk,"\beta = cov(r, r_m) / var(r_m)","date,close,market_close 2024-11-08,303.8,4104.05 2024-11-11,301.8,4131.13 2024-11-12,318.78,4085.74 2024-11-13,318.0,4110.89 2024-11-14,317.96,4039.62 2024-11-15,272.5,3968.83 2024-11-18,266.28,3950.38 2024-11-19,289.0,3976.89 2024-11-20,284.44,3985.77 2024-11-21,293.2,3989.3 2024-11-22,279.59,3865.7 2024-11-25,280.7,3848.09 2024-11-26,284.21,3840.18 2024-11-27,316.98,3907.04 2024-11-28,306.01,3872.55 2024-11-29,335.67,3916.58 2024-12-02,326.94,3947.63 2024-12-03,331.14,3951.89 2024-12-04,331.31,3930.56 2024-12-05,344.48,3921.59 2024-12-06,342.01,3973.14 2024-12-09,330.31,3966.57 2024-12-10,327.0,3995.64 2024-12-11,318.03,3988.83 2024-12-12,323.6,4028.5 2024-12-13,306.9,3933.18 2024-12-16,298.15,3911.84 2024-12-17,299.46,3922.03 2024-12-18,297.96,3941.89 2024-12-19,305.0,3945.46 2024-12-20,305.83,3927.74 2024-12-23,303.94,3933.57 2024-12-24,310.1,3983.69 2024-12-25,311.96,3985.63 2024-12-26,306.87,3987.48 2024-12-27,308.98,3981.03 2024-12-30,308.1,3999.05 2024-12-31,287.5,3934.91 2025-01-02,267.55,3820.4 2025-01-03,256.98,3775.16 2025-01-06,252.85,3768.97 2025-01-07,261.0,3796.11 2025-01-08,258.91,3789.22 2025-01-09,257.88,3779.88 2025-01-10,250.55,3732.48 2025-01-13,252.88,3722.51 2025-01-14,290.0,3820.54 2025-01-15,278.08,3796.03 2025-01-16,283.54,3800.38 2025-01-17,290.6,3812.34 2025-01-20,288.3,3829.68 2025-01-21,294.22,3832.61 2025-01-22,296.11,3797.02 2025-01-23,298.05,3803.74 2025-01-24,303.0,3832.86 2025-01-27,279.13,3817.08 2025-02-05,287.6,3795.08 2025-02-06,306.31,3842.83 2025-02-07,316.68,3892.7 2025-02-10,321.19,3901.06 2025-02-11,319.27,3883.14 2025-02-12,325.48,3919.86 2025-02-13,312.19,3905.14 2025-02-14,310.0,3939.01 2025-02-17,313.83,3947.4 2025-02-18,299.01,3912.78 2025-02-19,308.75,3940.16 2025-02-20,305.43,3928.9 2025-02-21,318.26,3978.44 2025-02-24,316.66,3969.72 2025-02-25,311.66,3925.65 2025-02-26,324.33,3959.94 2025-02-27,312.3,3968.12 2025-02-28,301.16,3890.05 2025-03-03,293.64,3888.47 2025-03-04,296.84,3885.22 2025-03-05,298.55,3902.57 2025-03-06,316.8,3956.24 2025-03-07,312.5,3944.01 2025-03-10,306.55,3928.8 2025-03-11,305.31,3941.42 2025-03-12,306.87,3927.23 2025-03-13,300.48,3911.58 2025-03-14,318.7,4006.56 2025-03-17,316.02,3996.79 2025-03-18,315.56,4007.72 2025-03-19,314.48,4010.17 2025-03-20,308.02,3974.99 2025-03-21,301.22,3914.7 2025-03-24,302.88,3934.85 2025-03-25,294.74,3932.3 2025-03-26,295.72,3919.36 2025-03-27,296.9,3932.41 2025-03-28,294.83,3915.17 2025-03-31,285.6,3887.31 2025-04-01,273.5,3887.68 2025-04-02,279.97,3884.39 2025-04-03,280.32,3861.5 2025-04-07,246.18,3589.44 2025-04-08,251.3,3650.76 2025-04-09,266.0,3686.79 2025-04-10,263.65,3735.12 2025-04-11,264.7,3750.52 2025-04-14,264.24,3759.14 2025-04-15,262.8,3761.23 2025-04-16,261.55,3772.82 2025-04-17,262.69,3772.22 2025-04-18,265.49,3772.52 2025-04-21,266.49,3784.88 2025-04-22,263.8,3783.95 2025-04-23,264.31,3786.88 2025-04-24,260.75,3784.36 2025-04-25,260.08,3786.99 2025-04-28,256.77,3781.62 2025-04-29,257.1,3775.08 2025-04-30,258.6,3770.57 2025-05-06,265.95,3808.54 2025-05-07,268.18,3831.63 2025-05-08,266.68,3852.9 2025-05-09,259.88,3846.16 2025-05-12,269.1,3890.61 2025-05-13,264.0,3896.26 2025-05-14,274.85,3943.21 2025-05-15,265.21,3907.2 2025-05-16,260.6,3889.09 2025-05-19,258.64,3877.15 2025-05-20,258.65,3898.17 2025-05-21,257.96,3916.38 2025-05-22,256.13,3913.87 2025-05-23,250.61,3882.27 2025-05-26,250.19,3860.11 2025-05-27,250.37,3839.4 2025-05-28,246.38,3836.24 2025-05-29,251.57,3858.7 2025-05-30,247.41,3840.23 2025-06-03,247.02,3852.01 2025-06-04,249.7,3868.74 2025-06-05,254.11,3877.56 2025-06-06,249.5,3873.98 2025-06-09,255.24,3885.25 2025-06-10,248.88,3865.47 2025-06-11,254.9,3894.63 2025-06-12,256.14,3892.2 2025-06-13,251.18,3864.18 2025-06-16,255.0,3873.8 2025-06-17,252.86,3870.38 2025-06-18,249.88,3874.97 2025-06-19,242.19,3843.09 2025-06-20,238.17,3846.64 2025-06-23,238.52,3857.9 2025-06-24,253.09,3904.03 2025-06-25,289.77,3960.07 2025-06-26,281.23,3946.02 2025-06-27,276.45,3921.76 2025-06-30,273.01,3936.08 2025-07-01,269.32,3942.76 2025-07-02,266.7,3943.68 2025-07-03,268.61,3968.07 ", 1518,CN,technical,对于2024年08月19日-2025年04月04日的贝塔系数,中国中车的值是?使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.8829,easy,risk,"\beta = cov(r, r_m) / var(r_m)","date,close,market_close 2024-08-16,7.62,3345.63 2024-08-19,8.02,3356.97 2024-08-20,7.92,3332.7 2024-08-21,7.94,3321.64 2024-08-22,8.05,3313.14 2024-08-23,8.09,3327.19 2024-08-26,7.68,3324.22 2024-08-27,7.45,3305.33 2024-08-28,7.32,3286.5 2024-08-29,7.26,3277.68 2024-08-30,7.14,3321.43 2024-09-02,6.91,3265.01 2024-09-03,6.92,3273.43 2024-09-04,6.88,3252.16 2024-09-05,6.89,3257.76 2024-09-06,6.83,3231.35 2024-09-09,6.72,3192.95 2024-09-10,6.74,3195.76 2024-09-11,6.67,3186.13 2024-09-12,6.83,3172.47 2024-09-13,6.78,3159.25 2024-09-18,6.86,3171.01 2024-09-19,6.89,3196.04 2024-09-20,6.85,3201.05 2024-09-23,7.02,3212.76 2024-09-24,7.31,3351.91 2024-09-25,7.52,3401.53 2024-09-26,7.63,3545.32 2024-09-27,7.65,3703.68 2024-09-30,8.17,4017.85 2024-10-08,8.6,4256.1 2024-10-09,7.95,3955.98 2024-10-10,8.51,3997.79 2024-10-11,8.06,3887.17 2024-10-14,8.28,3961.34 2024-10-15,8.13,3855.99 2024-10-16,8.09,3831.59 2024-10-17,7.98,3788.22 2024-10-18,8.17,3925.23 2024-10-21,8.18,3935.2 2024-10-22,8.21,3957.78 2024-10-23,8.25,3973.21 2024-10-24,8.27,3928.83 2024-10-25,8.16,3956.42 2024-10-28,8.25,3964.16 2024-10-29,8.32,3924.65 2024-10-30,8.36,3889.45 2024-10-31,8.32,3891.04 2024-11-01,8.46,3890.02 2024-11-04,8.49,3944.76 2024-11-05,8.55,4044.57 2024-11-06,8.66,4024.28 2024-11-07,8.82,4145.7 2024-11-08,8.6,4104.05 2024-11-11,8.43,4131.13 2024-11-12,8.21,4085.74 2024-11-13,8.35,4110.89 2024-11-14,8.26,4039.62 2024-11-15,8.13,3968.83 2024-11-18,8.37,3950.38 2024-11-19,8.17,3976.89 2024-11-20,8.15,3985.77 2024-11-21,8.17,3989.3 2024-11-22,7.93,3865.7 2024-11-25,7.87,3848.09 2024-11-26,7.81,3840.18 2024-11-27,7.95,3907.04 2024-11-28,7.88,3872.55 2024-11-29,7.93,3916.58 2024-12-02,8.16,3947.63 2024-12-03,8.25,3951.89 2024-12-04,8.2,3930.56 2024-12-05,8.23,3921.59 2024-12-06,8.28,3973.14 2024-12-09,8.37,3966.57 2024-12-10,8.42,3995.64 2024-12-11,8.38,3988.83 2024-12-12,8.35,4028.5 2024-12-13,8.03,3933.18 2024-12-16,8.0,3911.84 2024-12-17,8.16,3922.03 2024-12-18,8.24,3941.89 2024-12-19,8.14,3945.46 2024-12-20,8.08,3927.74 2024-12-23,8.09,3933.57 2024-12-24,8.38,3983.69 2024-12-25,8.37,3985.63 2024-12-26,8.25,3987.48 2024-12-27,8.35,3981.03 2024-12-30,8.37,3999.05 2024-12-31,8.38,3934.91 2025-01-02,7.96,3820.4 2025-01-03,7.83,3775.16 2025-01-06,7.7,3768.97 2025-01-07,7.65,3796.11 2025-01-08,7.64,3789.22 2025-01-09,7.54,3779.88 2025-01-10,7.47,3732.48 2025-01-13,7.4,3722.51 2025-01-14,7.53,3820.54 2025-01-15,7.47,3796.03 2025-01-16,7.45,3800.38 2025-01-17,7.47,3812.34 2025-01-20,7.43,3829.68 2025-01-21,7.42,3832.61 2025-01-22,7.32,3797.02 2025-01-23,7.38,3803.74 2025-01-24,7.45,3832.86 2025-01-27,7.44,3817.08 2025-02-05,7.33,3795.08 2025-02-06,7.37,3842.83 2025-02-07,7.46,3892.7 2025-02-10,7.48,3901.06 2025-02-11,7.4,3883.14 2025-02-12,7.45,3919.86 2025-02-13,7.41,3905.14 2025-02-14,7.54,3939.01 2025-02-17,7.55,3947.4 2025-02-18,7.55,3912.78 2025-02-19,7.55,3940.16 2025-02-20,7.42,3928.9 2025-02-21,7.56,3978.44 2025-02-24,7.63,3969.72 2025-02-25,7.51,3925.65 2025-02-26,7.54,3959.94 2025-02-27,7.59,3968.12 2025-02-28,7.48,3890.05 2025-03-03,7.5,3888.47 2025-03-04,7.52,3885.22 2025-03-05,7.55,3902.57 2025-03-06,7.57,3956.24 2025-03-07,7.59,3944.01 2025-03-10,7.44,3928.8 2025-03-11,7.4,3941.42 2025-03-12,7.33,3927.23 2025-03-13,7.28,3911.58 2025-03-14,7.52,4006.56 2025-03-17,7.43,3996.79 2025-03-18,7.41,4007.72 2025-03-19,7.43,4010.17 2025-03-20,7.39,3974.99 2025-03-21,7.31,3914.7 2025-03-24,7.3,3934.85 2025-03-25,7.38,3932.3 2025-03-26,7.41,3919.36 2025-03-27,7.38,3932.41 2025-03-28,7.3,3915.17 2025-03-31,7.06,3887.31 2025-04-01,6.98,3887.68 2025-04-02,6.93,3884.39 2025-04-03,6.91,3861.5 ", 1519,CN,technical,计算渝农商行2024年10月19日至2024年12月04日的贝塔系数。使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.3081,easy,risk,"\beta = cov(r, r_m) / var(r_m)","date,close,market_close 2024-10-18,5.83,3925.23 2024-10-21,5.86,3935.2 2024-10-22,6.0,3957.78 2024-10-23,5.99,3973.21 2024-10-24,5.96,3928.83 2024-10-25,5.85,3956.42 2024-10-28,5.74,3964.16 2024-10-29,5.8,3924.65 2024-10-30,5.73,3889.45 2024-10-31,5.57,3891.04 2024-11-01,5.73,3890.02 2024-11-04,5.75,3944.76 2024-11-05,5.75,4044.57 2024-11-06,5.7,4024.28 2024-11-07,5.76,4145.7 2024-11-08,5.58,4104.05 2024-11-11,5.47,4131.13 2024-11-12,5.47,4085.74 2024-11-13,5.59,4110.89 2024-11-14,5.6,4039.62 2024-11-15,5.59,3968.83 2024-11-18,5.59,3950.38 2024-11-19,5.61,3976.89 2024-11-20,5.6,3985.77 2024-11-21,5.59,3989.3 2024-11-22,5.45,3865.7 2024-11-25,5.46,3848.09 2024-11-26,5.55,3840.18 2024-11-27,5.6,3907.04 2024-11-28,5.59,3872.55 2024-11-29,5.62,3916.58 2024-12-02,5.49,3947.63 2024-12-03,5.59,3951.89 2024-12-04,5.7,3930.56 ", 1520,CN,technical,蓝思科技2024年04月06日至2025年01月16日的詹森阿尔法的值是?(默认无风险利率为0;收益率需年化(用复合年化收益率),A股按一年242个交易日)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.8057,easy,risk-adjusted return,"\alpha = AnnRet - [rf + \beta * (AnnRet_m - rf)];\beta = cov(r, r_m) / var(r_m)","date,close,market_close 2024-04-03,13.93,3567.8 2024-04-08,13.77,3536.41 2024-04-09,13.72,3533.49 2024-04-10,13.4,3504.71 2024-04-11,13.26,3504.24 2024-04-12,13.48,3475.84 2024-04-15,13.64,3549.08 2024-04-16,13.07,3511.11 2024-04-17,13.63,3565.4 2024-04-18,13.67,3569.8 2024-04-19,13.61,3541.66 2024-04-22,13.65,3530.9 2024-04-23,13.6,3506.22 2024-04-24,13.47,3521.62 2024-04-25,13.5,3530.28 2024-04-26,13.97,3584.27 2024-04-29,14.34,3623.91 2024-04-30,14.31,3604.39 2024-05-06,14.78,3657.88 2024-05-07,14.69,3659.01 2024-05-08,14.4,3630.22 2024-05-09,14.5,3664.56 2024-05-10,14.35,3666.28 2024-05-13,14.67,3664.69 2024-05-14,14.74,3657.05 2024-05-15,14.44,3626.06 2024-05-16,14.68,3640.36 2024-05-17,14.75,3677.97 2024-05-20,14.65,3690.96 2024-05-21,14.9,3676.16 2024-05-22,15.27,3684.45 2024-05-23,14.9,3641.79 2024-05-24,14.73,3601.48 2024-05-27,15.19,3635.71 2024-05-28,14.9,3609.17 2024-05-29,14.93,3613.52 2024-05-30,15.15,3594.31 2024-05-31,15.3,3579.92 2024-06-03,15.52,3588.75 2024-06-04,15.43,3615.67 2024-06-05,15.84,3594.79 2024-06-06,15.86,3592.25 2024-06-07,15.64,3574.11 2024-06-11,15.57,3542.88 2024-06-12,15.55,3544.12 2024-06-13,15.87,3526.13 2024-06-14,16.15,3541.53 2024-06-17,17.0,3536.2 2024-06-18,17.25,3545.59 2024-06-19,17.21,3528.75 2024-06-20,17.18,3503.28 2024-06-21,17.62,3495.62 2024-06-24,17.35,3476.81 2024-06-25,16.94,3457.9 2024-06-26,17.55,3480.26 2024-06-27,17.94,3454.12 2024-06-28,18.25,3461.66 2024-07-01,18.16,3478.18 2024-07-02,17.69,3471.79 2024-07-03,17.85,3463.41 2024-07-04,18.41,3445.81 2024-07-05,17.74,3431.06 2024-07-08,17.84,3401.76 2024-07-09,19.46,3439.81 2024-07-10,19.57,3428.97 2024-07-11,19.86,3468.17 2024-07-12,19.69,3472.4 2024-07-15,19.53,3476.25 2024-07-16,20.44,3498.28 2024-07-17,19.49,3501.58 2024-07-18,19.05,3520.93 2024-07-19,18.68,3539.02 2024-07-22,18.6,3514.92 2024-07-23,17.88,3439.88 2024-07-24,17.57,3418.17 2024-07-25,17.31,3399.27 2024-07-26,17.68,3409.29 2024-07-29,17.79,3390.74 2024-07-30,17.58,3369.38 2024-07-31,17.85,3442.08 2024-08-01,17.97,3419.27 2024-08-02,17.74,3384.39 2024-08-05,16.5,3343.32 2024-08-06,16.9,3342.98 2024-08-07,16.63,3341.49 2024-08-08,16.85,3342.94 2024-08-09,17.03,3331.63 2024-08-12,17.12,3325.86 2024-08-13,17.14,3334.39 2024-08-14,16.91,3309.24 2024-08-15,16.79,3341.95 2024-08-16,17.0,3345.63 2024-08-19,17.0,3356.97 2024-08-20,17.01,3332.7 2024-08-21,17.35,3321.64 2024-08-22,17.21,3313.14 2024-08-23,17.33,3327.19 2024-08-26,17.0,3324.22 2024-08-27,16.41,3305.33 2024-08-28,16.54,3286.5 2024-08-29,16.83,3277.68 2024-08-30,17.57,3321.43 2024-09-02,17.16,3265.01 2024-09-03,16.9,3273.43 2024-09-04,16.38,3252.16 2024-09-05,16.18,3257.76 2024-09-06,15.8,3231.35 2024-09-09,15.76,3192.95 2024-09-10,15.8,3195.76 2024-09-11,15.72,3186.13 2024-09-12,15.37,3172.47 2024-09-13,15.39,3159.25 2024-09-18,15.0,3171.01 2024-09-19,15.09,3196.04 2024-09-20,15.35,3201.05 2024-09-23,15.17,3212.76 2024-09-24,16.06,3351.91 2024-09-25,16.22,3401.53 2024-09-26,16.67,3545.32 2024-09-27,17.65,3703.68 2024-09-30,20.45,4017.85 2024-10-08,24.29,4256.1 2024-10-09,21.19,3955.98 2024-10-10,21.51,3997.79 2024-10-11,20.08,3887.17 2024-10-14,21.35,3961.34 2024-10-15,20.84,3855.99 2024-10-16,20.62,3831.59 2024-10-17,21.04,3788.22 2024-10-18,22.52,3925.23 2024-10-21,23.21,3935.2 2024-10-22,23.85,3957.78 2024-10-23,23.26,3973.21 2024-10-24,23.11,3928.83 2024-10-25,22.71,3956.42 2024-10-28,22.72,3964.16 2024-10-29,22.88,3924.65 2024-10-30,22.64,3889.45 2024-10-31,22.55,3891.04 2024-11-01,21.51,3890.02 2024-11-04,22.0,3944.76 2024-11-05,22.77,4044.57 2024-11-06,22.14,4024.28 2024-11-07,22.28,4145.7 2024-11-08,22.01,4104.05 2024-11-11,22.83,4131.13 2024-11-12,23.7,4085.74 2024-11-13,23.01,4110.89 2024-11-14,22.4,4039.62 2024-11-15,21.7,3968.83 2024-11-18,21.07,3950.38 2024-11-19,21.69,3976.89 2024-11-20,21.34,3985.77 2024-11-21,21.08,3989.3 2024-11-22,20.16,3865.7 2024-11-25,19.8,3848.09 2024-11-26,19.9,3840.18 2024-11-27,21.07,3907.04 2024-11-28,20.69,3872.55 2024-11-29,20.65,3916.58 2024-12-02,21.71,3947.63 2024-12-03,21.69,3951.89 2024-12-04,21.4,3930.56 2024-12-05,21.15,3921.59 2024-12-06,21.95,3973.14 2024-12-09,21.7,3966.57 2024-12-10,22.13,3995.64 2024-12-11,22.43,3988.83 2024-12-12,22.31,4028.5 2024-12-13,21.98,3933.18 2024-12-16,21.99,3911.84 2024-12-17,22.05,3922.03 2024-12-18,22.15,3941.89 2024-12-19,22.72,3945.46 2024-12-20,22.74,3927.74 2024-12-23,22.17,3933.57 2024-12-24,22.48,3983.69 2024-12-25,22.07,3985.63 2024-12-26,22.17,3987.48 2024-12-27,21.96,3981.03 2024-12-30,22.42,3999.05 2024-12-31,21.9,3934.91 2025-01-02,21.02,3820.4 2025-01-03,20.66,3775.16 2025-01-06,20.5,3768.97 2025-01-07,21.95,3796.11 2025-01-08,21.58,3789.22 2025-01-09,22.14,3779.88 2025-01-10,22.94,3732.48 2025-01-13,22.35,3722.51 2025-01-14,26.6,3820.54 2025-01-15,23.79,3796.03 2025-01-16,23.69,3800.38 ", 1521,CN,technical,2022年08月01日到2023年01月03日,亿联网络的詹森阿尔法是多少?(默认无风险利率为0;收益率需年化(用复合年化收益率),A股按一年242个交易日)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,-0.3778,easy,risk-adjusted return,"\alpha = AnnRet - [rf + \beta * (AnnRet_m - rf)];\beta = cov(r, r_m) / var(r_m)","date,close,market_close 2022-07-29,75.91,4170.1 2022-08-01,75.2,4188.68 2022-08-02,75.58,4107.02 2022-08-03,75.19,4066.98 2022-08-04,74.48,4101.54 2022-08-05,75.75,4156.91 2022-08-08,75.17,4148.07 2022-08-09,75.77,4156.29 2022-08-10,74.58,4109.74 2022-08-11,76.32,4193.54 2022-08-12,75.9,4191.15 2022-08-15,74.56,4185.68 2022-08-16,73.52,4177.84 2022-08-17,73.61,4216.96 2022-08-18,73.65,4180.1 2022-08-19,72.66,4151.07 2022-08-22,74.18,4181.4 2022-08-23,72.86,4161.08 2022-08-24,71.91,4082.42 2022-08-25,71.08,4116.24 2022-08-26,70.88,4107.55 2022-08-29,70.16,4089.52 2022-08-30,70.48,4075.79 2022-08-31,71.48,4078.84 2022-09-01,71.3,4043.74 2022-09-02,73.45,4023.61 2022-09-05,71.84,4015.43 2022-09-06,71.89,4052.28 2022-09-07,72.23,4054.98 2022-09-08,72.3,4037.68 2022-09-09,71.26,4093.79 2022-09-13,72.93,4111.11 2022-09-14,69.44,4065.36 2022-09-15,68.39,4027.12 2022-09-16,68.0,3932.68 2022-09-19,67.47,3928.0 2022-09-20,65.85,3932.84 2022-09-21,64.2,3903.73 2022-09-22,63.48,3869.34 2022-09-23,62.55,3856.02 2022-09-26,62.8,3836.68 2022-09-27,64.64,3892.3 2022-09-28,63.31,3828.71 2022-09-29,63.24,3827.14 2022-09-30,63.0,3804.89 2022-10-10,62.3,3720.94 2022-10-11,61.56,3727.69 2022-10-12,62.35,3784.31 2022-10-13,64.28,3752.67 2022-10-14,63.99,3842.47 2022-10-17,65.19,3846.41 2022-10-18,65.69,3838.27 2022-10-19,65.49,3776.53 2022-10-20,65.98,3754.93 2022-10-21,66.04,3742.89 2022-10-24,65.1,3633.37 2022-10-25,65.55,3627.45 2022-10-26,66.34,3656.9 2022-10-27,65.85,3631.14 2022-10-28,66.44,3541.33 2022-10-31,68.88,3508.7 2022-11-01,67.3,3634.17 2022-11-02,67.55,3677.81 2022-11-03,70.25,3647.9 2022-11-04,69.55,3767.17 2022-11-07,68.73,3775.3 2022-11-08,68.15,3749.33 2022-11-09,67.36,3714.27 2022-11-10,67.29,3685.69 2022-11-11,67.58,3788.44 2022-11-14,67.77,3794.02 2022-11-15,68.6,3865.97 2022-11-16,68.34,3834.39 2022-11-17,68.43,3818.66 2022-11-18,69.2,3801.57 2022-11-21,67.5,3769.13 2022-11-22,66.96,3769.57 2022-11-23,65.4,3773.53 2022-11-24,64.89,3756.81 2022-11-25,65.08,3775.78 2022-11-28,64.17,3733.24 2022-11-29,64.57,3848.42 2022-11-30,63.64,3853.04 2022-12-01,64.34,3894.77 2022-12-02,64.2,3870.95 2022-12-05,64.02,3946.88 2022-12-06,63.71,3968.2 2022-12-07,63.56,3958.44 2022-12-08,62.55,3959.18 2022-12-09,62.81,3998.24 2022-12-12,62.41,3953.44 2022-12-13,61.97,3945.68 2022-12-14,61.22,3954.89 2022-12-15,61.23,3951.99 2022-12-16,60.16,3954.23 2022-12-19,59.75,3893.22 2022-12-20,59.85,3829.02 2022-12-21,59.08,3830.54 2022-12-22,59.09,3836.03 2022-12-23,58.4,3828.22 2022-12-26,58.86,3843.49 2022-12-27,59.78,3887.85 2022-12-28,59.05,3871.26 2022-12-29,60.27,3856.7 2022-12-30,60.59,3871.63 2023-01-03,60.38,3887.9 ", 1522,CN,technical,中信建投的詹森阿尔法,在2025年08月02日-2025年09月04日期间为多少?(默认无风险利率为0;收益率需年化(用复合年化收益率),A股按一年242个交易日)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,-0.686,easy,risk-adjusted return,"\alpha = AnnRet - [rf + \beta * (AnnRet_m - rf)];\beta = cov(r, r_m) / var(r_m)","date,close,market_close 2025-08-01,25.36,4054.93 2025-08-04,25.48,4070.7 2025-08-05,25.8,4103.45 2025-08-06,25.81,4113.49 2025-08-07,25.93,4114.67 2025-08-08,25.63,4104.97 2025-08-11,25.92,4122.51 2025-08-12,26.09,4143.83 2025-08-13,26.28,4176.58 2025-08-14,26.18,4173.31 2025-08-15,27.23,4202.35 2025-08-18,27.8,4239.41 2025-08-19,27.33,4223.37 2025-08-20,27.55,4271.4 2025-08-21,27.04,4288.07 2025-08-22,27.72,4378.0 2025-08-25,27.91,4469.22 2025-08-26,27.69,4452.59 2025-08-27,26.88,4386.13 2025-08-28,27.48,4463.78 2025-08-29,28.36,4496.76 2025-09-01,28.07,4523.71 2025-09-02,27.75,4490.45 2025-09-03,26.86,4459.83 2025-09-04,26.67,4365.21 ", 1523,CN,technical,对于2021年09月15日-2021年11月30日的詹森阿尔法,阳光电源的值是?(默认无风险利率为0;收益率需年化(用复合年化收益率),A股按一年242个交易日)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1.5085,easy,risk-adjusted return,"\alpha = AnnRet - [rf + \beta * (AnnRet_m - rf)];\beta = cov(r, r_m) / var(r_m)","date,close,market_close 2021-09-14,135.29,4917.16 2021-09-15,137.72,4867.32 2021-09-16,126.5,4807.7 2021-09-17,123.98,4855.94 2021-09-22,124.35,4821.77 2021-09-23,129.49,4853.2 2021-09-24,140.4,4849.43 2021-09-27,147.75,4877.37 2021-09-28,143.22,4883.83 2021-09-29,147.39,4833.93 2021-09-30,148.38,4866.38 2021-10-08,150.2,4929.94 2021-10-11,139.01,4936.19 2021-10-12,143.5,4883.84 2021-10-13,151.53,4940.11 2021-10-14,153.45,4913.61 2021-10-15,157.58,4932.11 2021-10-18,161.7,4874.78 2021-10-19,160.5,4922.72 2021-10-20,160.4,4910.18 2021-10-21,159.88,4928.02 2021-10-22,157.37,4959.73 2021-10-25,172.0,4979.52 2021-10-26,170.3,4963.1 2021-10-27,172.54,4898.16 2021-10-28,171.0,4864.14 2021-10-29,164.1,4908.77 2021-11-01,164.85,4890.69 2021-11-02,162.15,4839.85 2021-11-03,153.08,4821.11 2021-11-04,158.41,4868.74 2021-11-05,155.78,4842.35 2021-11-08,158.0,4848.18 2021-11-09,160.21,4846.74 2021-11-10,158.9,4821.19 2021-11-11,160.98,4898.65 2021-11-12,160.72,4888.37 2021-11-15,150.08,4882.38 2021-11-16,146.7,4883.32 2021-11-17,152.15,4885.75 2021-11-18,149.61,4837.62 2021-11-19,151.52,4890.06 2021-11-22,158.03,4912.4 2021-11-23,156.61,4913.35 2021-11-24,151.99,4916.66 2021-11-25,148.49,4896.44 2021-11-26,152.84,4860.13 2021-11-29,158.22,4851.42 2021-11-30,161.48,4832.03 ", 1524,CN,technical,计算纳思达2022年10月16日至2023年06月10日的詹森阿尔法。(默认无风险利率为0;收益率需年化(用复合年化收益率),A股按一年242个交易日)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,-0.3613,easy,risk-adjusted return,"\alpha = AnnRet - [rf + \beta * (AnnRet_m - rf)];\beta = cov(r, r_m) / var(r_m)","date,close,market_close 2022-10-14,48.18,3842.47 2022-10-17,50.0,3846.41 2022-10-18,50.32,3838.27 2022-10-19,52.03,3776.53 2022-10-20,54.29,3754.93 2022-10-21,54.1,3742.89 2022-10-24,55.5,3633.37 2022-10-25,54.28,3627.45 2022-10-26,57.9,3656.9 2022-10-27,55.92,3631.14 2022-10-28,54.87,3541.33 2022-10-31,57.11,3508.7 2022-11-01,55.19,3634.17 2022-11-02,55.59,3677.81 2022-11-03,57.29,3647.9 2022-11-04,56.58,3767.17 2022-11-07,56.69,3775.3 2022-11-08,56.97,3749.33 2022-11-09,56.26,3714.27 2022-11-10,55.8,3685.69 2022-11-11,55.11,3788.44 2022-11-14,54.81,3794.02 2022-11-15,56.12,3865.97 2022-11-16,55.7,3834.39 2022-11-17,56.36,3818.66 2022-11-18,56.73,3801.57 2022-11-21,56.84,3769.13 2022-11-22,57.15,3769.57 2022-11-23,57.28,3773.53 2022-11-24,55.5,3756.81 2022-11-25,54.72,3775.78 2022-11-28,53.98,3733.24 2022-11-29,53.91,3848.42 2022-11-30,54.03,3853.04 2022-12-01,55.21,3894.77 2022-12-02,53.27,3870.95 2022-12-05,52.24,3946.88 2022-12-06,53.2,3968.2 2022-12-07,53.23,3958.44 2022-12-08,51.75,3959.18 2022-12-09,51.44,3998.24 2022-12-12,53.0,3953.44 2022-12-13,51.8,3945.68 2022-12-14,51.33,3954.89 2022-12-15,52.19,3951.99 2022-12-16,51.07,3954.23 2022-12-19,51.63,3893.22 2022-12-20,50.76,3829.02 2022-12-21,50.37,3830.54 2022-12-22,49.69,3836.03 2022-12-23,50.83,3828.22 2022-12-26,52.15,3843.49 2022-12-27,51.97,3887.85 2022-12-28,51.73,3871.26 2022-12-29,52.68,3856.7 2022-12-30,51.89,3871.63 2023-01-03,53.65,3887.9 2023-01-04,52.88,3892.95 2023-01-05,51.93,3968.58 2023-01-06,51.91,3980.89 2023-01-09,52.18,4013.12 2023-01-10,53.5,4017.47 2023-01-11,53.09,4010.03 2023-01-12,53.88,4017.87 2023-01-13,52.22,4074.38 2023-01-16,51.15,4137.96 2023-01-17,52.29,4137.24 2023-01-18,50.75,4130.31 2023-01-19,53.98,4156.01 2023-01-20,53.68,4181.53 2023-01-30,51.67,4201.35 2023-01-31,51.3,4156.86 2023-02-01,51.0,4195.93 2023-02-02,52.19,4181.15 2023-02-03,54.38,4141.63 2023-02-06,54.21,4086.88 2023-02-07,52.21,4094.23 2023-02-08,52.36,4076.14 2023-02-09,55.34,4130.86 2023-02-10,53.55,4106.31 2023-02-13,54.58,4143.57 2023-02-14,54.99,4145.29 2023-02-15,56.65,4123.69 2023-02-16,55.93,4093.49 2023-02-17,53.85,4034.51 2023-02-20,54.0,4133.49 2023-02-21,52.94,4144.35 2023-02-22,53.06,4106.95 2023-02-23,53.95,4103.65 2023-02-24,53.25,4061.05 2023-02-27,52.89,4043.84 2023-02-28,53.98,4069.46 2023-03-01,53.37,4126.94 2023-03-02,52.17,4117.74 2023-03-03,52.41,4130.55 2023-03-06,52.36,4109.01 2023-03-07,49.99,4048.85 2023-03-08,49.45,4034.11 2023-03-09,48.31,4019.85 2023-03-10,48.28,3967.14 2023-03-13,49.59,4008.69 2023-03-14,48.45,3984.7 2023-03-15,47.4,3986.9 2023-03-16,47.15,3939.15 2023-03-17,47.2,3958.82 2023-03-20,48.15,3939.08 2023-03-21,47.27,3982.38 2023-03-22,46.66,3999.44 2023-03-23,46.85,4039.09 2023-03-24,46.4,4027.05 2023-03-27,45.45,4012.48 2023-03-28,43.88,3999.51 2023-03-29,44.95,4006.14 2023-03-30,44.7,4038.53 2023-03-31,44.82,4050.93 2023-04-03,44.74,4090.57 2023-04-04,44.9,4103.11 2023-04-06,44.69,4096.64 2023-04-07,45.31,4123.28 2023-04-10,43.41,4104.81 2023-04-11,43.47,4100.15 2023-04-12,43.43,4097.29 2023-04-13,42.5,4068.98 2023-04-14,43.2,4092.0 2023-04-17,43.22,4149.38 2023-04-18,42.85,4162.03 2023-04-19,42.79,4124.56 2023-04-20,42.05,4113.02 2023-04-21,40.87,4032.57 2023-04-24,40.9,3982.64 2023-04-25,39.65,3962.67 2023-04-26,39.98,3959.23 2023-04-27,39.58,3988.42 2023-04-28,39.58,4029.09 2023-05-04,38.81,4030.25 2023-05-05,39.43,4016.88 2023-05-08,38.91,4062.66 2023-05-09,38.3,4027.88 2023-05-10,38.31,3996.87 2023-05-11,38.78,3990.66 2023-05-12,37.71,3937.76 2023-05-15,39.23,3998.89 2023-05-16,39.6,3978.21 2023-05-17,39.14,3960.17 2023-05-18,39.12,3956.07 2023-05-19,39.62,3944.54 2023-05-22,41.21,3969.33 2023-05-23,41.88,3913.19 2023-05-24,41.42,3859.09 2023-05-25,40.63,3850.5 2023-05-26,41.25,3850.95 2023-05-29,40.19,3833.94 2023-05-30,39.04,3837.75 2023-05-31,39.11,3798.54 2023-06-01,38.05,3806.87 2023-06-02,37.84,3861.83 2023-06-05,36.98,3844.25 2023-06-06,35.9,3808.16 2023-06-07,35.92,3789.34 2023-06-08,35.23,3820.19 2023-06-09,35.81,3836.7 ", 1525,CN,technical,杭州银行2021年02月24日至2021年04月07日的VaR(参数法)的值是?(1日VaR;损失用正数表示;正态假设;默认95%置信度)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.0482,easy,risk,VaR_c = \Phi^{-1}(c) * \sigma(r) - \mu(r),"date,close 2021-02-23,16.68 2021-02-24,16.46 2021-02-25,16.68 2021-02-26,16.02 2021-03-01,16.71 2021-03-02,17.01 2021-03-03,18.2 2021-03-04,17.9 2021-03-05,17.37 2021-03-08,17.09 2021-03-09,16.29 2021-03-10,15.77 2021-03-11,16.84 2021-03-12,17.19 2021-03-15,17.06 2021-03-16,17.62 2021-03-17,17.42 2021-03-18,17.57 2021-03-19,16.95 2021-03-22,17.18 2021-03-23,17.1 2021-03-24,16.54 2021-03-25,16.64 2021-03-26,17.2 2021-03-29,17.0 2021-03-30,16.91 2021-03-31,16.89 2021-04-01,17.05 2021-04-02,16.55 2021-04-06,16.36 2021-04-07,16.5 ", 1526,CN,technical,2021年01月06日到2021年03月25日,泰格医药的VaR(参数法)是多少?(1日VaR;损失用正数表示;正态假设;默认95%置信度)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.0714,easy,risk,VaR_c = \Phi^{-1}(c) * \sigma(r) - \mu(r),"date,close 2021-01-05,171.19 2021-01-06,165.8 2021-01-07,170.5 2021-01-08,165.0 2021-01-11,164.88 2021-01-12,163.5 2021-01-13,161.5 2021-01-14,161.4 2021-01-15,162.2 2021-01-18,162.3 2021-01-19,159.06 2021-01-20,173.95 2021-01-21,176.04 2021-01-22,183.9 2021-01-25,191.51 2021-01-26,178.01 2021-01-27,170.62 2021-01-28,167.9 2021-01-29,167.39 2021-02-01,175.95 2021-02-02,182.0 2021-02-03,183.64 2021-02-04,178.63 2021-02-05,181.86 2021-02-08,185.91 2021-02-09,187.0 2021-02-10,190.36 2021-02-18,179.35 2021-02-19,183.66 2021-02-22,167.0 2021-02-23,160.87 2021-02-24,152.9 2021-02-25,149.31 2021-02-26,140.58 2021-03-01,145.43 2021-03-02,141.64 2021-03-03,148.0 2021-03-04,138.84 2021-03-05,140.97 2021-03-08,125.3 2021-03-09,121.3 2021-03-10,126.6 2021-03-11,133.12 2021-03-12,134.41 2021-03-15,122.99 2021-03-16,127.31 2021-03-17,130.87 2021-03-18,133.53 2021-03-19,131.88 2021-03-22,128.8 2021-03-23,128.54 2021-03-24,129.27 2021-03-25,134.59 ", 1527,CN,technical,大秦铁路的VaR(参数法),在2019年12月05日-2020年08月21日期间为多少?(1日VaR;损失用正数表示;正态假设;默认95%置信度)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.0213,easy,risk,VaR_c = \Phi^{-1}(c) * \sigma(r) - \mu(r),"date,close 2019-12-04,7.9 2019-12-05,7.86 2019-12-06,7.88 2019-12-09,7.89 2019-12-10,7.79 2019-12-11,7.8 2019-12-12,7.83 2019-12-13,7.93 2019-12-16,7.95 2019-12-17,8.0 2019-12-18,8.1 2019-12-19,8.17 2019-12-20,8.22 2019-12-23,8.15 2019-12-24,8.09 2019-12-25,8.12 2019-12-26,8.13 2019-12-27,8.1 2019-12-30,8.22 2019-12-31,8.21 2020-01-02,8.17 2020-01-03,8.16 2020-01-06,8.07 2020-01-07,8.12 2020-01-08,8.04 2020-01-09,8.12 2020-01-10,8.1 2020-01-13,8.03 2020-01-14,8.04 2020-01-15,7.95 2020-01-16,7.92 2020-01-17,7.93 2020-01-20,8.0 2020-01-21,7.91 2020-01-22,7.84 2020-01-23,7.7 2020-02-03,7.22 2020-02-04,7.39 2020-02-05,7.38 2020-02-06,7.37 2020-02-07,7.37 2020-02-10,7.29 2020-02-11,7.34 2020-02-12,7.35 2020-02-13,7.32 2020-02-14,7.3 2020-02-17,7.4 2020-02-18,7.38 2020-02-19,7.37 2020-02-20,7.42 2020-02-21,7.42 2020-02-24,7.32 2020-02-25,7.24 2020-02-26,7.29 2020-02-27,7.25 2020-02-28,7.08 2020-03-02,7.21 2020-03-03,7.23 2020-03-04,7.31 2020-03-05,7.38 2020-03-06,7.28 2020-03-09,7.13 2020-03-10,7.19 2020-03-11,7.12 2020-03-12,7.13 2020-03-13,7.05 2020-03-16,7.02 2020-03-17,7.05 2020-03-18,6.97 2020-03-19,6.76 2020-03-20,6.79 2020-03-23,6.69 2020-03-24,6.83 2020-03-25,6.9 2020-03-26,6.79 2020-03-27,6.85 2020-03-30,6.8 2020-03-31,6.8 2020-04-01,6.73 2020-04-02,6.8 2020-04-03,6.78 2020-04-07,6.88 2020-04-08,6.87 2020-04-09,6.86 2020-04-10,6.89 2020-04-13,6.81 2020-04-14,6.89 2020-04-15,6.85 2020-04-16,6.83 2020-04-17,6.85 2020-04-20,6.82 2020-04-21,6.74 2020-04-22,6.78 2020-04-23,6.82 2020-04-24,6.81 2020-04-27,6.78 2020-04-28,6.72 2020-04-29,7.08 2020-04-30,7.18 2020-05-06,7.0 2020-05-07,6.97 2020-05-08,6.95 2020-05-11,6.96 2020-05-12,6.96 2020-05-13,6.96 2020-05-14,6.93 2020-05-15,6.92 2020-05-18,6.93 2020-05-19,6.9 2020-05-20,6.84 2020-05-21,6.82 2020-05-22,6.76 2020-05-25,6.75 2020-05-26,6.78 2020-05-27,6.81 2020-05-28,6.86 2020-05-29,6.82 2020-06-01,6.86 2020-06-02,6.93 2020-06-03,6.94 2020-06-04,6.93 2020-06-05,6.96 2020-06-08,6.98 2020-06-09,7.05 2020-06-10,7.03 2020-06-11,7.01 2020-06-12,6.94 2020-06-15,6.94 2020-06-16,6.99 2020-06-17,7.05 2020-06-18,7.09 2020-06-19,7.13 2020-06-22,7.07 2020-06-23,7.07 2020-06-24,7.07 2020-06-29,7.0 2020-06-30,7.04 2020-07-01,7.02 2020-07-02,6.6 2020-07-03,6.71 2020-07-06,7.01 2020-07-07,6.97 2020-07-08,6.94 2020-07-09,6.99 2020-07-10,6.86 2020-07-13,6.87 2020-07-14,6.8 2020-07-15,6.73 2020-07-16,6.6 2020-07-17,6.56 2020-07-20,6.69 2020-07-21,6.66 2020-07-22,6.65 2020-07-23,6.55 2020-07-24,6.44 2020-07-27,6.44 2020-07-28,6.48 2020-07-29,6.54 2020-07-30,6.54 2020-07-31,6.49 2020-08-03,6.52 2020-08-04,6.56 2020-08-05,6.52 2020-08-06,6.51 2020-08-07,6.46 2020-08-10,6.54 2020-08-11,6.51 2020-08-12,6.62 2020-08-13,6.62 2020-08-14,6.64 2020-08-17,6.72 2020-08-18,6.68 2020-08-19,6.65 2020-08-20,6.59 2020-08-21,6.59 ", 1528,CN,technical,对于2020年06月21日-2020年11月21日的VaR(参数法),深南电路的值是?(1日VaR;损失用正数表示;正态假设;默认95%置信度)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.0526,easy,risk,VaR_c = \Phi^{-1}(c) * \sigma(r) - \mu(r),"date,close 2020-06-19,163.46 2020-06-22,162.98 2020-06-23,159.34 2020-06-24,167.09 2020-06-29,165.41 2020-06-30,167.52 2020-07-01,168.99 2020-07-02,166.61 2020-07-03,169.02 2020-07-06,175.98 2020-07-07,180.67 2020-07-08,183.59 2020-07-09,194.1 2020-07-10,188.05 2020-07-13,193.53 2020-07-14,184.05 2020-07-15,173.31 2020-07-16,162.66 2020-07-17,162.67 2020-07-20,165.19 2020-07-21,164.65 2020-07-22,164.7 2020-07-23,160.49 2020-07-24,151.5 2020-07-27,147.87 2020-07-28,147.21 2020-07-29,153.73 2020-07-30,152.61 2020-07-31,154.14 2020-08-03,158.65 2020-08-04,157.0 2020-08-05,159.05 2020-08-06,156.04 2020-08-07,150.91 2020-08-10,151.67 2020-08-11,148.64 2020-08-12,145.16 2020-08-13,144.0 2020-08-14,145.56 2020-08-17,148.02 2020-08-18,146.44 2020-08-19,141.9 2020-08-20,142.84 2020-08-21,139.5 2020-08-24,140.95 2020-08-25,144.1 2020-08-26,137.3 2020-08-27,137.27 2020-08-28,139.14 2020-08-31,138.65 2020-09-01,141.74 2020-09-02,140.7 2020-09-03,138.0 2020-09-04,138.1 2020-09-07,133.07 2020-09-08,123.98 2020-09-09,116.03 2020-09-10,114.52 2020-09-11,116.18 2020-09-14,115.71 2020-09-15,116.6 2020-09-16,115.1 2020-09-17,122.55 2020-09-18,121.16 2020-09-21,124.49 2020-09-22,122.48 2020-09-23,121.15 2020-09-24,117.58 2020-09-25,117.6 2020-09-28,117.47 2020-09-29,117.13 2020-09-30,116.5 2020-10-09,120.98 2020-10-12,126.5 2020-10-13,126.68 2020-10-14,122.9 2020-10-15,123.0 2020-10-16,122.3 2020-10-19,120.35 2020-10-20,121.48 2020-10-21,117.15 2020-10-22,118.95 2020-10-23,115.97 2020-10-26,114.85 2020-10-27,116.64 2020-10-28,107.0 2020-10-29,104.98 2020-10-30,107.8 2020-11-02,102.85 2020-11-03,105.57 2020-11-04,106.3 2020-11-05,115.66 2020-11-06,117.21 2020-11-09,124.9 2020-11-10,120.41 2020-11-11,115.9 2020-11-12,117.54 2020-11-13,117.98 2020-11-16,114.9 2020-11-17,114.43 2020-11-18,108.51 2020-11-19,110.69 2020-11-20,109.8 ", 1529,CN,technical,计算浪潮信息2021年12月01日至2022年03月28日的VaR(参数法)。(1日VaR;损失用正数表示;正态假设;默认95%置信度)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.0455,easy,risk,VaR_c = \Phi^{-1}(c) * \sigma(r) - \mu(r),"date,close 2021-11-30,32.5 2021-12-01,33.46 2021-12-02,33.36 2021-12-03,33.34 2021-12-06,32.7 2021-12-07,32.32 2021-12-08,34.1 2021-12-09,35.2 2021-12-10,34.59 2021-12-13,34.94 2021-12-14,35.14 2021-12-15,35.23 2021-12-16,35.1 2021-12-17,34.4 2021-12-20,33.8 2021-12-21,33.94 2021-12-22,34.31 2021-12-23,34.73 2021-12-24,35.5 2021-12-27,35.91 2021-12-28,35.76 2021-12-29,35.35 2021-12-30,35.37 2021-12-31,35.83 2022-01-04,35.93 2022-01-05,36.22 2022-01-06,35.77 2022-01-07,33.72 2022-01-10,34.1 2022-01-11,33.78 2022-01-12,34.05 2022-01-13,33.31 2022-01-14,32.9 2022-01-17,35.35 2022-01-18,36.4 2022-01-19,36.42 2022-01-20,36.7 2022-01-21,36.3 2022-01-24,36.53 2022-01-25,35.45 2022-01-26,35.02 2022-01-27,34.05 2022-01-28,33.77 2022-02-07,30.82 2022-02-08,31.56 2022-02-09,32.14 2022-02-10,32.15 2022-02-11,31.5 2022-02-14,30.82 2022-02-15,31.06 2022-02-16,31.92 2022-02-17,31.47 2022-02-18,33.29 2022-02-21,36.22 2022-02-22,35.25 2022-02-23,35.18 2022-02-24,34.17 2022-02-25,33.75 2022-02-28,32.93 2022-03-01,32.94 2022-03-02,32.3 2022-03-03,32.0 2022-03-04,31.84 2022-03-07,30.18 2022-03-08,30.35 2022-03-09,29.77 2022-03-10,29.81 2022-03-11,30.2 2022-03-14,29.01 2022-03-15,27.5 2022-03-16,28.35 2022-03-17,28.82 2022-03-18,28.94 2022-03-21,28.58 2022-03-22,28.42 2022-03-23,29.05 2022-03-24,28.37 2022-03-25,28.03 2022-03-28,28.0 ", 1530,CN,technical,山东黄金2022年10月21日至2023年05月18日的VaR(历史模拟法)的值是?(1日VaR;损失用正数表示;默认95%置信度)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.0259,easy,risk,VaR_c = -Q_{1-c}(r);Q_p 为 p 分位数,"date,close 2022-10-20,16.93 2022-10-21,16.88 2022-10-24,17.2 2022-10-25,16.95 2022-10-26,17.28 2022-10-27,17.55 2022-10-28,17.43 2022-10-31,17.3 2022-11-01,17.54 2022-11-02,17.66 2022-11-03,17.54 2022-11-04,17.67 2022-11-07,17.89 2022-11-08,18.02 2022-11-09,18.68 2022-11-10,18.58 2022-11-11,20.08 2022-11-14,19.5 2022-11-15,19.55 2022-11-16,20.05 2022-11-17,19.85 2022-11-18,19.64 2022-11-21,19.41 2022-11-22,19.61 2022-11-23,19.54 2022-11-24,20.05 2022-11-25,20.89 2022-11-28,20.86 2022-11-29,20.41 2022-11-30,20.45 2022-12-01,20.97 2022-12-02,20.8 2022-12-05,20.94 2022-12-06,20.71 2022-12-07,20.37 2022-12-08,20.51 2022-12-09,20.59 2022-12-12,19.29 2022-12-13,19.8 2022-12-14,19.88 2022-12-15,19.27 2022-12-16,19.27 2022-12-19,19.07 2022-12-20,18.98 2022-12-21,19.0 2022-12-22,18.84 2022-12-23,18.81 2022-12-26,18.65 2022-12-27,18.99 2022-12-28,19.06 2022-12-29,18.91 2022-12-30,19.16 2023-01-03,19.49 2023-01-04,19.58 2023-01-05,19.38 2023-01-06,19.2 2023-01-09,19.96 2023-01-10,19.9 2023-01-11,19.78 2023-01-12,19.58 2023-01-13,19.6 2023-01-16,19.82 2023-01-17,19.62 2023-01-18,19.65 2023-01-19,19.37 2023-01-20,20.0 2023-01-30,19.85 2023-01-31,19.79 2023-02-01,20.19 2023-02-02,20.41 2023-02-03,19.95 2023-02-06,19.11 2023-02-07,19.25 2023-02-08,19.11 2023-02-09,19.18 2023-02-10,19.04 2023-02-13,19.13 2023-02-14,19.26 2023-02-15,19.15 2023-02-16,18.89 2023-02-17,18.76 2023-02-20,18.98 2023-02-21,19.1 2023-02-22,19.22 2023-02-23,19.17 2023-02-24,18.95 2023-02-27,18.83 2023-02-28,18.98 2023-03-01,19.15 2023-03-02,19.2 2023-03-03,19.23 2023-03-06,19.57 2023-03-07,19.71 2023-03-08,19.11 2023-03-09,19.13 2023-03-10,19.45 2023-03-13,20.05 2023-03-14,20.8 2023-03-15,20.59 2023-03-16,20.81 2023-03-17,20.86 2023-03-20,21.8 2023-03-21,21.53 2023-03-22,21.3 2023-03-23,21.97 2023-03-24,21.81 2023-03-27,21.79 2023-03-28,21.47 2023-03-29,21.44 2023-03-30,21.34 2023-03-31,22.04 2023-04-03,21.61 2023-04-04,22.76 2023-04-06,24.85 2023-04-07,24.97 2023-04-10,24.52 2023-04-11,25.86 2023-04-12,26.18 2023-04-13,26.39 2023-04-14,27.29 2023-04-17,26.82 2023-04-18,26.9 2023-04-19,26.48 2023-04-20,26.0 2023-04-21,25.65 2023-04-24,24.99 2023-04-25,25.45 2023-04-26,25.25 2023-04-27,25.96 2023-04-28,25.7 2023-05-04,26.65 2023-05-05,26.38 2023-05-08,26.5 2023-05-09,25.67 2023-05-10,25.37 2023-05-11,24.89 2023-05-12,23.99 2023-05-15,24.13 2023-05-16,24.09 2023-05-17,23.97 2023-05-18,24.84 ", 1531,CN,technical,2023年07月22日到2024年03月05日,中芯国际的VaR(历史模拟法)是多少?(1日VaR;损失用正数表示;默认95%置信度)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.0346,easy,risk,VaR_c = -Q_{1-c}(r);Q_p 为 p 分位数,"date,close 2023-07-21,49.0 2023-07-24,49.0 2023-07-25,49.77 2023-07-26,50.15 2023-07-27,49.39 2023-07-28,50.26 2023-07-31,51.36 2023-08-01,50.72 2023-08-02,50.83 2023-08-03,50.91 2023-08-04,51.1 2023-08-07,49.26 2023-08-08,49.47 2023-08-09,48.64 2023-08-10,48.47 2023-08-11,46.92 2023-08-14,47.34 2023-08-15,47.52 2023-08-16,47.55 2023-08-17,48.15 2023-08-18,48.01 2023-08-21,47.68 2023-08-22,48.82 2023-08-23,47.89 2023-08-24,48.62 2023-08-25,48.3 2023-08-28,48.55 2023-08-29,51.0 2023-08-30,52.94 2023-08-31,54.24 2023-09-01,53.68 2023-09-04,56.9 2023-09-05,55.63 2023-09-06,56.83 2023-09-07,52.12 2023-09-08,52.5 2023-09-11,52.06 2023-09-12,51.52 2023-09-13,50.76 2023-09-14,50.77 2023-09-15,51.7 2023-09-18,49.63 2023-09-19,49.35 2023-09-20,49.34 2023-09-21,49.5 2023-09-22,51.2 2023-09-25,51.33 2023-09-26,50.06 2023-09-27,50.66 2023-09-28,51.15 2023-10-09,50.72 2023-10-10,50.83 2023-10-11,54.2 2023-10-12,53.69 2023-10-13,54.56 2023-10-16,53.1 2023-10-17,54.4 2023-10-18,54.57 2023-10-19,56.03 2023-10-20,57.1 2023-10-23,56.79 2023-10-24,55.05 2023-10-25,54.68 2023-10-26,54.89 2023-10-27,56.98 2023-10-30,58.3 2023-10-31,57.25 2023-11-01,58.21 2023-11-02,57.31 2023-11-03,57.86 2023-11-06,57.3 2023-11-07,57.55 2023-11-08,58.31 2023-11-09,57.0 2023-11-10,54.39 2023-11-13,54.24 2023-11-14,54.65 2023-11-15,54.32 2023-11-16,53.42 2023-11-17,53.7 2023-11-20,53.92 2023-11-21,53.61 2023-11-22,52.64 2023-11-23,53.38 2023-11-24,54.09 2023-11-27,54.61 2023-11-28,54.55 2023-11-29,53.7 2023-11-30,53.7 2023-12-01,54.15 2023-12-04,53.18 2023-12-05,52.39 2023-12-06,51.97 2023-12-07,52.67 2023-12-08,52.55 2023-12-11,53.18 2023-12-12,54.12 2023-12-13,53.75 2023-12-14,53.1 2023-12-15,53.6 2023-12-18,53.74 2023-12-19,54.76 2023-12-20,54.51 2023-12-21,54.57 2023-12-22,54.79 2023-12-25,53.01 2023-12-26,51.85 2023-12-27,51.91 2023-12-28,53.13 2023-12-29,53.02 2024-01-02,52.96 2024-01-03,52.48 2024-01-04,51.88 2024-01-05,50.58 2024-01-08,49.5 2024-01-09,48.45 2024-01-10,47.47 2024-01-11,47.6 2024-01-12,45.83 2024-01-15,45.67 2024-01-16,45.99 2024-01-17,44.69 2024-01-18,45.64 2024-01-19,45.86 2024-01-22,44.83 2024-01-23,44.72 2024-01-24,45.37 2024-01-25,47.26 2024-01-26,46.5 2024-01-29,45.35 2024-01-30,43.08 2024-01-31,43.29 2024-02-01,42.68 2024-02-02,42.13 2024-02-05,42.97 2024-02-06,44.97 2024-02-07,42.9 2024-02-08,44.0 2024-02-19,44.82 2024-02-20,44.45 2024-02-21,44.99 2024-02-22,45.14 2024-02-23,44.98 2024-02-26,44.92 2024-02-27,47.32 2024-02-28,45.56 2024-02-29,48.35 2024-03-01,48.51 2024-03-04,48.0 2024-03-05,48.0 ", 1532,CN,technical,紫金矿业的VaR(历史模拟法),在2022年08月25日-2022年09月04日期间为多少?(1日VaR;损失用正数表示;默认95%置信度)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.0164,easy,risk,VaR_c = -Q_{1-c}(r);Q_p 为 p 分位数,"date,close 2022-08-24,8.88 2022-08-25,9.13 2022-08-26,9.15 2022-08-29,9.02 2022-08-30,8.9 2022-08-31,8.8 2022-09-01,8.65 2022-09-02,8.52 ", 1533,CN,technical,对于2020年12月21日-2021年09月29日的VaR(历史模拟法),三花智控的值是?(1日VaR;损失用正数表示;默认95%置信度)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.0433,easy,risk,VaR_c = -Q_{1-c}(r);Q_p 为 p 分位数,"date,close 2020-12-18,21.9 2020-12-21,24.09 2020-12-22,24.14 2020-12-23,24.55 2020-12-24,24.41 2020-12-25,25.05 2020-12-28,24.81 2020-12-29,23.7 2020-12-30,24.35 2020-12-31,24.65 2021-01-04,27.12 2021-01-05,27.68 2021-01-06,27.28 2021-01-07,27.34 2021-01-08,26.58 2021-01-11,25.72 2021-01-12,26.43 2021-01-13,25.7 2021-01-14,25.53 2021-01-15,25.5 2021-01-18,25.69 2021-01-19,24.41 2021-01-20,25.11 2021-01-21,25.36 2021-01-22,25.75 2021-01-25,24.89 2021-01-26,24.01 2021-01-27,24.39 2021-01-28,23.56 2021-01-29,22.97 2021-02-01,23.71 2021-02-02,23.94 2021-02-03,24.06 2021-02-04,24.29 2021-02-05,24.8 2021-02-08,25.4 2021-02-09,25.44 2021-02-10,25.49 2021-02-18,25.75 2021-02-19,26.38 2021-02-22,25.19 2021-02-23,24.78 2021-02-24,24.26 2021-02-25,23.84 2021-02-26,24.18 2021-03-01,25.05 2021-03-02,25.13 2021-03-03,24.62 2021-03-04,23.23 2021-03-05,23.34 2021-03-08,21.95 2021-03-09,20.81 2021-03-10,20.87 2021-03-11,21.08 2021-03-12,21.0 2021-03-15,20.11 2021-03-16,20.39 2021-03-17,20.53 2021-03-18,20.62 2021-03-19,19.98 2021-03-22,20.61 2021-03-23,20.7 2021-03-24,20.4 2021-03-25,20.46 2021-03-26,21.16 2021-03-29,20.0 2021-03-30,20.55 2021-03-31,20.62 2021-04-01,20.27 2021-04-02,21.07 2021-04-06,21.32 2021-04-07,21.53 2021-04-08,21.75 2021-04-09,21.75 2021-04-12,20.79 2021-04-13,20.88 2021-04-14,21.35 2021-04-15,21.65 2021-04-16,21.45 2021-04-19,22.7 2021-04-20,22.45 2021-04-21,22.5 2021-04-22,23.32 2021-04-23,22.59 2021-04-26,22.12 2021-04-27,21.93 2021-04-28,21.97 2021-04-29,21.61 2021-04-30,21.42 2021-05-06,21.1 2021-05-07,20.96 2021-05-10,20.6 2021-05-11,20.45 2021-05-12,20.5 2021-05-13,20.04 2021-05-14,20.41 2021-05-17,21.11 2021-05-18,20.93 2021-05-19,21.49 2021-05-20,21.21 2021-05-21,20.55 2021-05-24,20.61 2021-05-25,21.43 2021-05-26,21.5 2021-05-27,21.65 2021-05-28,22.06 2021-05-31,22.32 2021-06-01,21.87 2021-06-02,22.03 2021-06-03,21.78 2021-06-04,21.88 2021-06-07,21.24 2021-06-08,21.56 2021-06-09,21.46 2021-06-10,21.9 2021-06-11,21.68 2021-06-15,20.48 2021-06-16,20.0 2021-06-17,20.07 2021-06-18,20.41 2021-06-21,20.96 2021-06-22,21.07 2021-06-23,21.88 2021-06-24,22.89 2021-06-25,23.5 2021-06-28,24.09 2021-06-29,24.01 2021-06-30,23.98 2021-07-01,23.38 2021-07-02,23.33 2021-07-05,23.21 2021-07-06,23.0 2021-07-07,23.69 2021-07-08,24.09 2021-07-09,23.75 2021-07-12,23.95 2021-07-13,23.5 2021-07-14,22.86 2021-07-15,22.37 2021-07-16,21.63 2021-07-19,21.37 2021-07-20,21.2 2021-07-21,22.04 2021-07-22,21.85 2021-07-23,21.27 2021-07-26,20.83 2021-07-27,20.93 2021-07-28,20.74 2021-07-29,21.33 2021-07-30,21.4 2021-08-02,22.07 2021-08-03,21.9 2021-08-04,23.17 2021-08-05,22.99 2021-08-06,22.72 2021-08-09,22.05 2021-08-10,22.68 2021-08-11,23.89 2021-08-12,23.46 2021-08-13,25.32 2021-08-16,25.18 2021-08-17,24.56 2021-08-18,24.0 2021-08-19,24.13 2021-08-20,24.28 2021-08-23,24.85 2021-08-24,24.68 2021-08-25,24.08 2021-08-26,24.42 2021-08-27,25.71 2021-08-30,25.77 2021-08-31,25.25 2021-09-01,25.09 2021-09-02,26.08 2021-09-03,25.61 2021-09-06,26.2 2021-09-07,26.6 2021-09-08,26.57 2021-09-09,26.29 2021-09-10,24.68 2021-09-13,24.06 2021-09-14,24.0 2021-09-15,23.03 2021-09-16,22.75 2021-09-17,22.48 2021-09-22,22.79 2021-09-23,23.95 2021-09-24,23.3 2021-09-27,22.76 2021-09-28,22.82 2021-09-29,22.68 ", 1534,CN,technical,计算迈瑞医疗2021年08月27日至2021年09月09日的VaR(历史模拟法)。(1日VaR;损失用正数表示;默认95%置信度)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.0341,easy,risk,VaR_c = -Q_{1-c}(r);Q_p 为 p 分位数,"date,close 2021-08-26,321.45 2021-08-27,323.25 2021-08-30,319.0 2021-08-31,328.0 2021-09-01,331.0 2021-09-02,324.66 2021-09-03,331.2 2021-09-06,356.65 2021-09-07,345.98 2021-09-08,333.0 2021-09-09,334.15 ", 1535,CN,technical,双汇发展2025年01月13日至2025年08月28日的CVaR(参数法)的值是?(1日VaR;正态假设;默认95%置信度)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.0228,easy,risk,CVaR_c = \phi(\Phi^{-1}(c)) / (1 - c) * \sigma(r) - \mu(r),"date,close 2025-01-10,25.3 2025-01-13,24.9 2025-01-14,25.11 2025-01-15,25.01 2025-01-16,24.83 2025-01-17,25.24 2025-01-20,25.31 2025-01-21,25.42 2025-01-22,25.15 2025-01-23,25.01 2025-01-24,25.43 2025-01-27,26.36 2025-02-05,25.82 2025-02-06,25.12 2025-02-07,25.32 2025-02-10,25.05 2025-02-11,24.79 2025-02-12,25.01 2025-02-13,25.46 2025-02-14,25.78 2025-02-17,25.66 2025-02-18,25.93 2025-02-19,25.95 2025-02-20,26.12 2025-02-21,25.96 2025-02-24,26.35 2025-02-25,26.36 2025-02-26,26.79 2025-02-27,26.94 2025-02-28,26.88 2025-03-03,27.25 2025-03-04,27.06 2025-03-05,26.86 2025-03-06,26.63 2025-03-07,26.39 2025-03-10,26.75 2025-03-11,26.94 2025-03-12,26.51 2025-03-13,26.37 2025-03-14,26.52 2025-03-17,26.33 2025-03-18,25.97 2025-03-19,26.04 2025-03-20,25.92 2025-03-21,25.98 2025-03-24,25.98 2025-03-25,26.27 2025-03-26,26.19 2025-03-27,26.64 2025-03-28,26.82 2025-03-31,26.97 2025-04-01,27.4 2025-04-02,27.06 2025-04-03,27.4 2025-04-07,26.68 2025-04-08,27.25 2025-04-09,27.67 2025-04-10,27.55 2025-04-11,27.48 2025-04-14,27.49 2025-04-15,27.7 2025-04-16,27.96 2025-04-17,27.5 2025-04-18,27.22 2025-04-21,27.19 2025-04-22,27.16 2025-04-23,26.87 2025-04-24,27.09 2025-04-25,26.76 2025-04-28,26.86 2025-04-29,26.81 2025-04-30,24.98 2025-05-06,24.76 2025-05-07,24.79 2025-05-08,24.72 2025-05-09,24.76 2025-05-12,24.81 2025-05-13,25.0 2025-05-14,24.77 2025-05-15,24.66 2025-05-16,24.54 2025-05-19,24.66 2025-05-20,24.69 2025-05-21,24.8 2025-05-22,24.74 2025-05-23,24.58 2025-05-26,24.4 2025-05-27,24.28 2025-05-28,24.42 2025-05-29,24.35 2025-05-30,24.35 2025-06-03,24.53 2025-06-04,24.72 2025-06-05,24.61 2025-06-06,24.67 2025-06-09,24.69 2025-06-10,24.75 2025-06-11,24.9 2025-06-12,24.86 2025-06-13,24.64 2025-06-16,24.5 2025-06-17,24.5 2025-06-18,24.51 2025-06-19,24.45 2025-06-20,24.6 2025-06-23,24.13 2025-06-24,24.54 2025-06-25,24.53 2025-06-26,24.48 2025-06-27,24.46 2025-06-30,24.41 2025-07-01,24.49 2025-07-02,24.6 2025-07-03,24.53 2025-07-04,24.61 2025-07-07,24.59 2025-07-08,24.6 2025-07-09,24.62 2025-07-10,24.7 2025-07-11,24.86 2025-07-14,24.95 2025-07-15,24.86 2025-07-16,24.89 2025-07-17,24.95 2025-07-18,25.09 2025-07-21,25.32 2025-07-22,25.6 2025-07-23,25.43 2025-07-24,25.37 2025-07-25,25.06 2025-07-28,25.08 2025-07-29,24.99 2025-07-30,25.04 2025-07-31,24.68 2025-08-01,24.75 2025-08-04,24.74 2025-08-05,24.98 2025-08-06,24.95 2025-08-07,25.01 2025-08-08,25.04 2025-08-11,24.93 2025-08-12,24.88 2025-08-13,25.18 2025-08-14,25.21 2025-08-15,25.23 2025-08-18,25.13 2025-08-19,25.22 2025-08-20,25.4 2025-08-21,25.45 2025-08-22,24.73 2025-08-25,25.17 2025-08-26,25.11 2025-08-27,24.82 2025-08-28,24.75 ", 1536,CN,technical,2024年06月22日到2024年07月27日,中国东航的CVaR(参数法)是多少?(1日VaR;正态假设;默认95%置信度)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.0347,easy,risk,CVaR_c = \phi(\Phi^{-1}(c)) / (1 - c) * \sigma(r) - \mu(r),"date,close 2024-06-21,3.94 2024-06-24,3.94 2024-06-25,3.9 2024-06-26,3.97 2024-06-27,3.98 2024-06-28,4.01 2024-07-01,4.04 2024-07-02,4.01 2024-07-03,3.99 2024-07-04,3.84 2024-07-05,3.82 2024-07-08,3.84 2024-07-09,3.84 2024-07-10,3.73 2024-07-11,3.93 2024-07-12,3.9 2024-07-15,3.89 2024-07-16,3.95 2024-07-17,3.99 2024-07-18,3.98 2024-07-19,4.03 2024-07-22,4.06 2024-07-23,3.99 2024-07-24,3.94 2024-07-25,3.94 2024-07-26,3.95 ", 1537,CN,technical,浙能电力的CVaR(参数法),在2024年04月20日-2024年10月22日期间为多少?(1日VaR;正态假设;默认95%置信度)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.0444,easy,risk,CVaR_c = \phi(\Phi^{-1}(c)) / (1 - c) * \sigma(r) - \mu(r),"date,close 2024-04-19,6.47 2024-04-22,6.46 2024-04-23,6.23 2024-04-24,6.42 2024-04-25,6.43 2024-04-26,6.31 2024-04-29,6.19 2024-04-30,6.23 2024-05-06,6.36 2024-05-07,6.22 2024-05-08,6.14 2024-05-09,6.16 2024-05-10,6.29 2024-05-13,6.39 2024-05-14,6.59 2024-05-15,6.41 2024-05-16,6.2 2024-05-17,6.1 2024-05-20,6.22 2024-05-21,6.35 2024-05-22,6.26 2024-05-23,6.2 2024-05-24,6.52 2024-05-27,6.9 2024-05-28,6.81 2024-05-29,6.8 2024-05-30,6.6 2024-05-31,6.7 2024-06-03,6.74 2024-06-04,6.83 2024-06-05,6.83 2024-06-06,6.84 2024-06-07,6.9 2024-06-11,6.87 2024-06-12,6.96 2024-06-13,7.01 2024-06-14,6.88 2024-06-17,6.75 2024-06-18,6.83 2024-06-19,6.83 2024-06-20,6.94 2024-06-21,7.02 2024-06-24,7.05 2024-06-25,6.96 2024-06-26,6.89 2024-06-27,6.86 2024-06-28,7.11 2024-07-01,7.44 2024-07-02,7.5 2024-07-03,7.61 2024-07-04,7.62 2024-07-05,7.63 2024-07-08,7.78 2024-07-09,7.63 2024-07-10,7.53 2024-07-11,7.31 2024-07-12,7.28 2024-07-15,7.32 2024-07-16,7.29 2024-07-17,6.98 2024-07-18,7.09 2024-07-19,7.05 2024-07-22,6.77 2024-07-23,6.56 2024-07-24,6.77 2024-07-25,6.63 2024-07-26,6.66 2024-07-29,6.8 2024-07-30,6.62 2024-07-31,6.63 2024-08-01,6.64 2024-08-02,6.52 2024-08-05,6.4 2024-08-06,6.41 2024-08-07,6.53 2024-08-08,6.48 2024-08-09,6.45 2024-08-12,6.53 2024-08-13,6.5 2024-08-14,6.62 2024-08-15,6.7 2024-08-16,6.58 2024-08-19,6.7 2024-08-20,6.61 2024-08-21,6.54 2024-08-22,6.64 2024-08-23,6.58 2024-08-26,6.53 2024-08-27,6.52 2024-08-28,6.54 2024-08-29,6.42 2024-08-30,6.19 2024-09-02,6.29 2024-09-03,6.19 2024-09-04,6.11 2024-09-05,6.06 2024-09-06,6.02 2024-09-09,5.94 2024-09-10,5.91 2024-09-11,5.64 2024-09-12,5.66 2024-09-13,5.71 2024-09-18,5.69 2024-09-19,5.67 2024-09-20,5.68 2024-09-23,5.94 2024-09-24,6.27 2024-09-25,6.35 2024-09-26,6.29 2024-09-27,6.34 2024-09-30,6.73 2024-10-08,6.64 2024-10-09,6.21 2024-10-10,6.39 2024-10-11,6.39 2024-10-14,6.36 2024-10-15,6.14 2024-10-16,6.16 2024-10-17,6.13 2024-10-18,6.18 2024-10-21,6.12 2024-10-22,6.2 ", 1538,CN,technical,对于2020年07月29日-2021年01月12日的CVaR(参数法),中国卫通的值是?(1日VaR;正态假设;默认95%置信度)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.0566,easy,risk,CVaR_c = \phi(\Phi^{-1}(c)) / (1 - c) * \sigma(r) - \mu(r),"date,close 2020-07-28,22.24 2020-07-29,22.91 2020-07-30,23.39 2020-07-31,23.07 2020-08-03,25.38 2020-08-04,24.86 2020-08-05,25.31 2020-08-06,26.0 2020-08-07,25.07 2020-08-10,25.19 2020-08-11,23.95 2020-08-12,22.84 2020-08-13,22.67 2020-08-14,23.23 2020-08-17,24.66 2020-08-18,24.66 2020-08-19,25.54 2020-08-20,23.63 2020-08-21,23.4 2020-08-24,23.66 2020-08-25,22.8 2020-08-26,22.33 2020-08-27,22.5 2020-08-28,23.1 2020-08-31,22.93 2020-09-01,23.06 2020-09-02,22.51 2020-09-03,22.2 2020-09-04,22.51 2020-09-07,21.86 2020-09-08,21.07 2020-09-09,20.43 2020-09-10,19.98 2020-09-11,20.11 2020-09-14,20.06 2020-09-15,20.24 2020-09-16,19.96 2020-09-17,19.95 2020-09-18,20.36 2020-09-21,20.78 2020-09-22,20.17 2020-09-23,19.84 2020-09-24,19.19 2020-09-25,19.43 2020-09-28,18.87 2020-09-29,19.38 2020-09-30,19.39 2020-10-09,19.65 2020-10-12,20.3 2020-10-13,19.99 2020-10-14,19.41 2020-10-15,19.36 2020-10-16,19.12 2020-10-19,19.67 2020-10-20,19.43 2020-10-21,19.15 2020-10-22,18.99 2020-10-23,18.98 2020-10-26,18.4 2020-10-27,18.15 2020-10-28,17.88 2020-10-29,17.77 2020-10-30,17.31 2020-11-02,16.76 2020-11-03,17.79 2020-11-04,17.71 2020-11-05,17.95 2020-11-06,17.78 2020-11-09,18.54 2020-11-10,18.21 2020-11-11,17.62 2020-11-12,17.4 2020-11-13,17.61 2020-11-16,17.75 2020-11-17,19.0 2020-11-18,19.0 2020-11-19,19.24 2020-11-20,19.01 2020-11-23,19.5 2020-11-24,18.97 2020-11-25,18.75 2020-11-26,19.09 2020-11-27,19.03 2020-11-30,19.39 2020-12-01,19.5 2020-12-02,20.06 2020-12-03,20.16 2020-12-04,20.0 2020-12-07,19.18 2020-12-08,18.93 2020-12-09,18.66 2020-12-10,18.33 2020-12-11,18.08 2020-12-14,18.58 2020-12-15,18.94 2020-12-16,18.46 2020-12-17,18.55 2020-12-18,18.39 2020-12-21,18.51 2020-12-22,17.61 2020-12-23,17.8 2020-12-24,18.25 2020-12-25,17.99 2020-12-28,17.7 2020-12-29,17.71 2020-12-30,17.72 2020-12-31,18.14 2021-01-04,19.24 2021-01-05,20.0 2021-01-06,19.3 2021-01-07,19.0 2021-01-08,18.8 2021-01-11,18.8 2021-01-12,19.4 ", 1539,CN,technical,计算三一重工2025年04月08日至2025年05月31日的CVaR(参数法)。(1日VaR;正态假设;默认95%置信度)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.0296,easy,risk,CVaR_c = \phi(\Phi^{-1}(c)) / (1 - c) * \sigma(r) - \mu(r),"date,close 2025-04-07,18.0 2025-04-08,18.55 2025-04-09,19.12 2025-04-10,19.1 2025-04-11,19.31 2025-04-14,18.89 2025-04-15,18.96 2025-04-16,19.1 2025-04-17,19.06 2025-04-18,19.19 2025-04-21,19.23 2025-04-22,18.95 2025-04-23,19.4 2025-04-24,19.05 2025-04-25,19.09 2025-04-28,19.05 2025-04-29,19.19 2025-04-30,18.89 2025-05-06,19.68 2025-05-07,19.69 2025-05-08,19.41 2025-05-09,19.72 2025-05-12,20.0 2025-05-13,19.92 2025-05-14,19.58 2025-05-15,19.2 2025-05-16,19.3 2025-05-19,19.18 2025-05-20,18.98 2025-05-21,19.01 2025-05-22,19.07 2025-05-23,18.91 2025-05-26,18.66 2025-05-27,18.41 2025-05-28,18.5 2025-05-29,18.75 2025-05-30,18.83 ", 1540,CN,technical,工业富联2023年02月17日至2023年05月08日的CVaR(历史模拟法)的值是?(1日VaR;默认95%置信度)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.089,easy,risk,CVaR_c = -E[r | r \le Q_{1-c}(r)],"date,close 2023-02-16,9.89 2023-02-17,9.71 2023-02-20,9.91 2023-02-21,9.88 2023-02-22,9.75 2023-02-23,9.7 2023-02-24,9.62 2023-02-27,9.52 2023-02-28,9.6 2023-03-01,9.96 2023-03-02,10.34 2023-03-03,11.37 2023-03-06,11.06 2023-03-07,10.51 2023-03-08,10.57 2023-03-09,11.15 2023-03-10,10.85 2023-03-13,11.61 2023-03-14,11.76 2023-03-15,12.07 2023-03-16,12.35 2023-03-17,13.59 2023-03-20,14.88 2023-03-21,14.6 2023-03-22,16.06 2023-03-23,16.99 2023-03-24,17.66 2023-03-27,17.63 2023-03-28,16.45 2023-03-29,16.16 2023-03-30,16.88 2023-03-31,17.22 2023-04-03,17.76 2023-04-04,17.41 2023-04-06,19.0 2023-04-07,18.37 2023-04-10,17.47 2023-04-11,17.35 2023-04-12,18.42 2023-04-13,17.66 2023-04-14,18.07 2023-04-17,17.93 2023-04-18,19.19 2023-04-19,17.27 2023-04-20,19.0 2023-04-21,18.79 2023-04-24,18.33 2023-04-25,18.5 2023-04-26,16.65 2023-04-27,16.1 2023-04-28,16.12 2023-05-04,15.38 2023-05-05,14.77 2023-05-08,14.68 ", 1541,CN,technical,2025年09月25日到2025年11月03日,春秋航空的CVaR(历史模拟法)是多少?(1日VaR;默认95%置信度)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.0188,easy,risk,CVaR_c = -E[r | r \le Q_{1-c}(r)],"date,close 2025-09-24,52.51 2025-09-25,52.65 2025-09-26,53.49 2025-09-29,53.6 2025-09-30,53.48 2025-10-09,53.31 2025-10-10,52.95 2025-10-13,52.01 2025-10-14,52.19 2025-10-15,53.68 2025-10-16,53.12 2025-10-17,53.71 2025-10-20,54.61 2025-10-21,54.83 2025-10-22,54.31 2025-10-23,54.18 2025-10-24,53.11 2025-10-27,52.73 2025-10-28,52.81 2025-10-29,52.89 2025-10-30,53.35 2025-10-31,53.58 2025-11-03,53.38 ", 1542,CN,technical,德赛西威的CVaR(历史模拟法),在2021年12月20日-2022年07月05日期间为多少?(1日VaR;默认95%置信度)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.0744,easy,risk,CVaR_c = -E[r | r \le Q_{1-c}(r)],"date,close 2021-12-17,137.74 2021-12-20,138.53 2021-12-21,152.38 2021-12-22,157.28 2021-12-23,161.58 2021-12-24,158.0 2021-12-27,146.33 2021-12-28,146.52 2021-12-29,142.0 2021-12-30,142.01 2021-12-31,141.51 2022-01-04,132.9 2022-01-05,130.38 2022-01-06,137.9 2022-01-07,133.45 2022-01-10,139.7 2022-01-11,137.0 2022-01-12,142.13 2022-01-13,145.82 2022-01-14,149.02 2022-01-17,151.22 2022-01-18,152.18 2022-01-19,149.49 2022-01-20,146.19 2022-01-21,145.81 2022-01-24,148.32 2022-01-25,141.0 2022-01-26,144.88 2022-01-27,140.8 2022-01-28,137.0 2022-02-07,137.74 2022-02-08,123.97 2022-02-09,121.0 2022-02-10,118.72 2022-02-11,115.1 2022-02-14,117.7 2022-02-15,124.93 2022-02-16,123.35 2022-02-17,126.82 2022-02-18,124.88 2022-02-21,123.72 2022-02-22,123.95 2022-02-23,132.6 2022-02-24,132.86 2022-02-25,131.76 2022-02-28,132.12 2022-03-01,130.11 2022-03-02,127.14 2022-03-03,121.02 2022-03-04,117.61 2022-03-07,112.34 2022-03-08,111.56 2022-03-09,118.0 2022-03-10,122.0 2022-03-11,120.2 2022-03-14,120.67 2022-03-15,120.2 2022-03-16,128.0 2022-03-17,127.14 2022-03-18,127.57 2022-03-21,128.01 2022-03-22,129.15 2022-03-23,126.98 2022-03-24,122.9 2022-03-25,120.2 2022-03-28,117.5 2022-03-29,119.2 2022-03-30,125.1 2022-03-31,126.62 2022-04-01,122.89 2022-04-06,114.2 2022-04-07,112.05 2022-04-08,110.22 2022-04-11,101.15 2022-04-12,98.69 2022-04-13,96.8 2022-04-14,100.4 2022-04-15,107.28 2022-04-18,114.86 2022-04-19,114.15 2022-04-20,113.44 2022-04-21,113.47 2022-04-22,111.12 2022-04-25,104.66 2022-04-26,102.14 2022-04-27,110.41 2022-04-28,112.37 2022-04-29,119.53 2022-05-05,125.39 2022-05-06,121.0 2022-05-09,112.5 2022-05-10,118.67 2022-05-11,126.22 2022-05-12,127.7 2022-05-13,128.98 2022-05-16,128.05 2022-05-17,130.0 2022-05-18,124.46 2022-05-19,129.0 2022-05-20,124.86 2022-05-23,131.0 2022-05-24,124.57 2022-05-25,121.97 2022-05-26,122.68 2022-05-27,121.88 2022-05-30,127.39 2022-05-31,126.85 2022-06-01,132.7 2022-06-02,138.0 2022-06-06,147.0 2022-06-07,146.0 2022-06-08,147.22 2022-06-09,141.6 2022-06-10,144.62 2022-06-13,146.5 2022-06-14,149.0 2022-06-15,143.86 2022-06-16,145.86 2022-06-17,148.39 2022-06-20,149.37 2022-06-21,146.44 2022-06-22,149.81 2022-06-23,153.96 2022-06-24,158.56 2022-06-27,162.0 2022-06-28,161.53 2022-06-29,151.37 2022-06-30,148.0 2022-07-01,149.79 2022-07-04,152.85 2022-07-05,147.11 ", 1543,CN,technical,对于2021年12月11日-2022年04月02日的CVaR(历史模拟法),长电科技的值是?(1日VaR;默认95%置信度)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.0467,easy,risk,CVaR_c = -E[r | r \le Q_{1-c}(r)],"date,close 2021-12-10,32.13 2021-12-13,32.18 2021-12-14,31.97 2021-12-15,31.74 2021-12-16,31.72 2021-12-17,31.16 2021-12-20,30.92 2021-12-21,31.27 2021-12-22,31.11 2021-12-23,30.62 2021-12-24,30.29 2021-12-27,30.49 2021-12-28,30.73 2021-12-29,30.46 2021-12-30,30.78 2021-12-31,31.02 2022-01-04,30.95 2022-01-05,30.45 2022-01-06,30.35 2022-01-07,30.32 2022-01-10,29.15 2022-01-11,28.6 2022-01-12,29.08 2022-01-13,28.92 2022-01-14,28.83 2022-01-17,29.1 2022-01-18,29.3 2022-01-19,28.78 2022-01-20,28.29 2022-01-21,28.18 2022-01-24,28.05 2022-01-25,27.9 2022-01-26,28.41 2022-01-27,27.24 2022-01-28,26.85 2022-02-07,27.21 2022-02-08,27.65 2022-02-09,27.93 2022-02-10,27.95 2022-02-11,27.79 2022-02-14,27.44 2022-02-15,27.89 2022-02-16,27.84 2022-02-17,27.61 2022-02-18,27.6 2022-02-21,27.85 2022-02-22,27.28 2022-02-23,28.45 2022-02-24,27.84 2022-02-25,28.1 2022-02-28,27.99 2022-03-01,28.08 2022-03-02,27.75 2022-03-03,27.51 2022-03-04,27.4 2022-03-07,26.16 2022-03-08,25.5 2022-03-09,25.67 2022-03-10,25.75 2022-03-11,25.88 2022-03-14,25.26 2022-03-15,23.7 2022-03-16,24.53 2022-03-17,25.42 2022-03-18,25.54 2022-03-21,25.82 2022-03-22,25.67 2022-03-23,25.76 2022-03-24,25.35 2022-03-25,25.27 2022-03-28,25.35 2022-03-29,24.91 2022-03-30,25.33 2022-03-31,24.58 2022-04-01,24.5 ", 1544,CN,technical,计算包钢股份2020年06月20日至2021年04月18日的CVaR(历史模拟法)。(1日VaR;默认95%置信度)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.0483,easy,risk,CVaR_c = -E[r | r \le Q_{1-c}(r)],"date,close 2020-06-19,1.11 2020-06-22,1.09 2020-06-23,1.09 2020-06-24,1.08 2020-06-29,1.07 2020-06-30,1.08 2020-07-01,1.08 2020-07-02,1.11 2020-07-03,1.12 2020-07-06,1.19 2020-07-07,1.18 2020-07-08,1.24 2020-07-09,1.27 2020-07-10,1.22 2020-07-13,1.24 2020-07-14,1.22 2020-07-15,1.19 2020-07-16,1.16 2020-07-17,1.14 2020-07-20,1.2 2020-07-21,1.18 2020-07-22,1.19 2020-07-23,1.2 2020-07-24,1.16 2020-07-27,1.16 2020-07-28,1.17 2020-07-29,1.18 2020-07-30,1.17 2020-07-31,1.17 2020-08-03,1.18 2020-08-04,1.18 2020-08-05,1.2 2020-08-06,1.2 2020-08-07,1.19 2020-08-10,1.18 2020-08-11,1.17 2020-08-12,1.16 2020-08-13,1.19 2020-08-14,1.19 2020-08-17,1.2 2020-08-18,1.2 2020-08-19,1.19 2020-08-20,1.18 2020-08-21,1.18 2020-08-24,1.17 2020-08-25,1.16 2020-08-26,1.16 2020-08-27,1.16 2020-08-28,1.18 2020-08-31,1.16 2020-09-01,1.16 2020-09-02,1.16 2020-09-03,1.16 2020-09-04,1.15 2020-09-07,1.16 2020-09-08,1.19 2020-09-09,1.3 2020-09-10,1.2 2020-09-11,1.18 2020-09-14,1.19 2020-09-15,1.18 2020-09-16,1.18 2020-09-17,1.17 2020-09-18,1.18 2020-09-21,1.17 2020-09-22,1.17 2020-09-23,1.16 2020-09-24,1.15 2020-09-25,1.15 2020-09-28,1.15 2020-09-29,1.15 2020-09-30,1.15 2020-10-09,1.16 2020-10-12,1.18 2020-10-13,1.18 2020-10-14,1.16 2020-10-15,1.17 2020-10-16,1.17 2020-10-19,1.18 2020-10-20,1.18 2020-10-21,1.17 2020-10-22,1.16 2020-10-23,1.16 2020-10-26,1.17 2020-10-27,1.16 2020-10-28,1.16 2020-10-29,1.15 2020-10-30,1.14 2020-11-02,1.13 2020-11-03,1.15 2020-11-04,1.15 2020-11-05,1.16 2020-11-06,1.15 2020-11-09,1.17 2020-11-10,1.17 2020-11-11,1.18 2020-11-12,1.17 2020-11-13,1.18 2020-11-16,1.21 2020-11-17,1.19 2020-11-18,1.2 2020-11-19,1.19 2020-11-20,1.2 2020-11-23,1.23 2020-11-24,1.26 2020-11-25,1.22 2020-11-26,1.21 2020-11-27,1.21 2020-11-30,1.21 2020-12-01,1.21 2020-12-02,1.22 2020-12-03,1.2 2020-12-04,1.19 2020-12-07,1.19 2020-12-08,1.18 2020-12-09,1.17 2020-12-10,1.19 2020-12-11,1.17 2020-12-14,1.17 2020-12-15,1.16 2020-12-16,1.16 2020-12-17,1.17 2020-12-18,1.19 2020-12-21,1.19 2020-12-22,1.16 2020-12-23,1.16 2020-12-24,1.16 2020-12-25,1.18 2020-12-28,1.17 2020-12-29,1.16 2020-12-30,1.17 2020-12-31,1.17 2021-01-04,1.18 2021-01-05,1.17 2021-01-06,1.17 2021-01-07,1.17 2021-01-08,1.17 2021-01-11,1.16 2021-01-12,1.15 2021-01-13,1.14 2021-01-14,1.15 2021-01-15,1.15 2021-01-18,1.16 2021-01-19,1.16 2021-01-20,1.2 2021-01-21,1.24 2021-01-22,1.18 2021-01-25,1.17 2021-01-26,1.18 2021-01-27,1.17 2021-01-28,1.15 2021-01-29,1.15 2021-02-01,1.13 2021-02-02,1.14 2021-02-03,1.2 2021-02-04,1.17 2021-02-05,1.13 2021-02-08,1.14 2021-02-09,1.14 2021-02-10,1.15 2021-02-18,1.2 2021-02-19,1.2 2021-02-22,1.32 2021-02-23,1.45 2021-02-24,1.41 2021-02-25,1.5 2021-02-26,1.54 2021-03-01,1.69 2021-03-02,1.76 2021-03-03,1.94 2021-03-04,2.13 2021-03-05,2.08 2021-03-08,1.94 2021-03-09,1.85 2021-03-10,1.79 2021-03-11,1.86 2021-03-12,1.8 2021-03-15,1.91 2021-03-16,1.85 2021-03-17,1.8 2021-03-18,1.76 2021-03-19,1.71 2021-03-22,1.68 2021-03-23,1.6 2021-03-24,1.54 2021-03-25,1.58 2021-03-26,1.61 2021-03-29,1.58 2021-03-30,1.63 2021-03-31,1.56 2021-04-01,1.59 2021-04-02,1.54 2021-04-06,1.55 2021-04-07,1.64 2021-04-08,1.63 2021-04-09,1.61 2021-04-12,1.64 2021-04-13,1.57 2021-04-14,1.58 2021-04-15,1.58 2021-04-16,1.57 ", 1545,CN,technical,"润泽科技2022年02月18日至2022年10月25日, 对于5、20、60日简单移动平均线,空头排列的天数占比?(单位:%)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。",24.0964,hard,moving average,SMA_n = 1 / n * \sum_{i=0}^{n-1} P_{t-i},"date,close,low,open 2021-11-19,38.66,38.11,38.17 2021-11-22,38.56,38.32,39.16 2021-11-23,38.61,38.15,38.7 2021-11-24,42.47,39.28,39.5 2021-11-25,42.39,40.77,41.08 2021-11-26,41.8,41.24,42.21 2021-11-29,43.59,41.6,41.81 2021-11-30,44.06,43.45,43.69 2021-12-01,45.15,43.64,43.64 2021-12-02,43.93,43.7,45.14 2021-12-03,43.62,43.48,43.7 2021-12-06,43.3,43.0,43.0 2021-12-07,43.43,42.15,43.37 2021-12-08,43.55,43.31,43.88 2021-12-09,43.11,42.8,43.6 2021-12-10,43.06,42.62,42.98 2021-12-13,42.27,41.5,43.7 2021-12-14,42.21,41.86,42.03 2021-12-15,41.57,41.51,42.72 2021-12-16,41.7,41.21,41.93 2021-12-17,41.72,41.01,42.15 2021-12-20,40.98,40.8,41.72 2021-12-21,40.6,40.4,41.38 2021-12-22,40.66,40.4,40.88 2021-12-23,40.26,40.02,40.12 2021-12-24,40.76,40.32,41.44 2021-12-27,41.44,40.89,41.5 2021-12-28,43.3,41.51,42.66 2021-12-29,43.66,42.38,42.98 2021-12-30,43.45,43.2,43.85 2021-12-31,42.86,41.9,43.1 2022-01-04,42.86,42.4,42.86 2022-01-05,42.73,42.55,43.5 2022-01-06,43.0,42.55,43.02 2022-01-07,42.85,42.5,43.01 2022-01-10,42.88,42.55,42.96 2022-01-11,42.83,42.5,43.1 2022-01-12,44.94,42.61,42.62 2022-01-13,45.24,43.8,44.94 2022-01-14,45.54,44.62,45.24 2022-01-17,43.99,43.56,45.7 2022-01-18,45.76,43.51,43.8 2022-01-19,44.4,44.21,46.0 2022-01-20,42.85,42.7,44.31 2022-01-21,42.89,42.2,42.92 2022-01-24,42.19,42.0,42.8 2022-01-25,41.28,41.2,42.01 2022-01-26,41.68,41.35,41.79 2022-01-27,41.05,40.96,41.46 2022-01-28,41.61,40.36,41.1 2022-02-07,41.9,41.35,41.95 2022-02-08,41.72,41.51,41.83 2022-02-09,42.11,41.5,41.5 2022-02-10,41.95,41.65,41.99 2022-02-11,41.78,41.4,41.96 2022-02-14,41.07,40.78,41.97 2022-02-15,40.9,40.55,40.99 2022-02-16,41.1,40.65,40.9 2022-02-17,41.82,40.92,41.1 2022-02-18,41.82,41.2,42.09 2022-02-21,43.84,42.11,42.88 2022-02-22,48.96,42.9,43.89 2022-02-23,47.41,46.38,48.0 2022-02-24,44.13,43.3,47.0 2022-02-25,45.15,43.69,44.2 2022-02-28,45.25,44.51,45.5 2022-03-01,45.19,44.7,45.25 2022-03-02,44.96,44.2,45.1 2022-03-03,45.5,44.58,44.96 2022-03-04,44.63,44.0,45.1 2022-03-07,43.75,43.0,44.15 2022-03-08,41.9,41.59,43.35 2022-03-09,41.08,39.28,41.69 2022-03-10,42.38,41.41,41.41 2022-03-11,43.12,41.6,42.3 2022-03-14,41.17,41.17,43.0 2022-03-15,40.76,40.5,41.08 2022-03-16,41.29,40.66,41.49 2022-03-17,42.0,41.61,42.5 2022-03-18,42.0,41.37,41.87 2022-03-21,41.88,41.3,42.0 2022-03-22,41.9,41.16,42.2 2022-03-23,41.91,41.35,42.09 2022-03-24,41.94,41.41,41.53 2022-03-25,42.01,41.7,42.08 2022-03-28,41.26,40.1,41.81 2022-03-29,41.19,40.89,40.89 2022-03-30,41.7,40.78,40.78 2022-03-31,41.43,40.96,41.5 2022-04-01,42.02,40.9,41.43 2022-04-06,42.2,41.5,42.0 2022-04-07,41.67,41.56,42.18 2022-04-08,42.0,40.9,42.09 2022-04-11,41.25,41.0,41.97 2022-04-12,41.79,40.46,41.17 2022-04-13,41.41,41.37,41.98 2022-04-14,41.87,41.22,41.55 2022-04-15,43.87,42.98,43.28 2022-04-18,45.71,44.32,45.0 2022-04-19,47.55,45.14,45.66 2022-04-20,47.95,47.05,48.1 2022-04-21,47.39,47.31,48.99 2022-04-22,47.05,46.0,49.29 2022-04-25,45.4,45.16,47.05 2022-04-26,45.18,44.86,45.05 2022-04-27,47.8,45.0,45.05 2022-04-28,46.43,45.5,46.96 2022-04-29,40.78,38.88,47.4 2022-05-05,41.89,39.01,39.7 2022-05-06,41.77,41.0,41.55 2022-05-09,41.54,41.1,41.49 2022-05-10,42.1,41.41,41.97 2022-05-11,41.7,41.61,42.13 2022-05-12,41.72,41.06,41.06 2022-05-13,41.82,41.42,41.72 2022-05-16,41.89,41.55,41.81 2022-05-17,41.98,41.6,41.89 2022-05-18,41.82,41.63,42.0 2022-05-19,41.75,41.5,41.8 2022-05-20,41.97,41.63,41.63 2022-05-23,41.96,41.8,41.8 2022-05-24,41.81,41.55,42.09 2022-05-25,41.86,41.52,41.52 2022-05-26,41.99,41.73,41.86 2022-05-27,44.88,41.75,41.99 2022-05-30,43.5,43.2,44.66 2022-05-31,44.34,43.01,43.01 2022-06-01,44.22,43.73,44.34 2022-06-02,44.74,43.68,44.15 2022-06-06,45.2,44.7,47.9 2022-06-07,47.85,44.99,45.0 2022-06-08,49.26,47.5,47.6 2022-06-09,49.95,49.01,49.11 2022-06-10,49.98,49.2,50.0 2022-06-13,48.9,48.48,49.63 2022-06-14,48.8,48.21,48.5 2022-06-15,48.93,48.51,48.51 2022-06-16,48.0,47.83,49.4 2022-06-17,47.9,47.37,47.94 2022-06-20,48.02,47.26,47.69 2022-06-21,48.08,47.82,48.03 2022-06-22,48.11,47.8,48.76 2022-06-23,48.23,47.92,47.92 2022-06-24,48.25,48.01,48.02 2022-06-27,50.28,48.12,48.25 2022-06-28,50.15,49.66,50.28 2022-06-29,49.6,49.4,50.01 2022-06-30,49.22,49.01,49.6 2022-07-01,49.0,48.92,49.49 2022-07-04,49.05,48.8,48.9 2022-07-05,48.26,47.75,49.05 2022-07-06,48.2,47.8,48.15 2022-07-07,47.9,47.8,48.01 2022-07-08,48.48,47.49,47.88 2022-07-11,47.34,47.01,48.49 2022-07-12,46.53,46.5,47.99 2022-07-13,47.73,46.02,47.49 2022-07-14,47.68,47.51,47.97 2022-07-15,46.75,46.5,47.61 2022-07-18,46.46,46.3,46.4 2022-07-19,46.5,45.7,46.47 2022-07-20,46.72,46.2,46.5 2022-07-21,47.06,46.62,46.7 2022-07-22,46.87,46.6,47.1 2022-07-25,46.05,46.04,46.5 2022-07-26,46.1,45.23,45.72 2022-07-27,45.98,45.5,46.27 2022-07-28,47.55,45.75,46.71 2022-07-29,47.13,46.5,47.45 2022-08-01,46.37,46.3,46.3 2022-08-02,44.95,44.3,46.01 2022-08-03,44.69,44.5,45.06 2022-08-04,47.79,45.01,45.98 2022-08-05,48.09,47.57,47.57 2022-08-08,49.7,47.71,48.09 2022-08-09,48.59,48.11,49.97 2022-08-10,48.86,48.4,48.56 2022-08-11,48.85,48.75,49.54 2022-08-12,48.88,48.75,48.86 2022-08-15,48.87,48.1,48.8 2022-08-16,49.0,48.52,48.85 2022-08-17,48.44,48.4,49.0 2022-08-18,48.2,47.99,48.86 2022-08-19,47.83,47.46,48.59 2022-08-22,48.86,47.0,47.6 2022-08-23,48.57,48.31,48.89 2022-08-24,48.08,47.43,48.69 2022-08-25,47.21,47.07,48.18 2022-08-26,47.3,47.2,47.69 2022-08-29,47.41,46.72,47.62 2022-08-30,47.28,47.03,47.59 2022-08-31,46.19,45.72,47.1 2022-09-01,45.79,45.5,46.0 2022-09-02,46.24,45.36,45.36 2022-09-05,46.09,45.78,46.93 2022-09-06,46.4,45.65,45.88 2022-09-07,46.48,46.0,46.2 2022-09-08,46.64,46.6,46.96 2022-09-09,47.9,46.1,46.6 2022-09-13,48.35,47.01,48.88 2022-09-14,46.85,46.5,48.3 2022-09-15,45.87,45.36,47.2 2022-09-16,45.79,45.69,45.7 2022-09-19,45.58,45.52,45.79 2022-09-20,45.43,45.05,45.7 2022-09-21,44.21,44.13,45.3 2022-09-22,43.19,42.76,44.2 2022-09-23,41.94,41.61,44.21 2022-09-26,40.99,40.6,41.66 2022-09-27,43.61,42.11,42.5 2022-09-28,40.93,40.84,43.62 2022-09-29,40.77,40.76,41.5 2022-09-30,41.86,40.88,42.02 2022-10-10,41.37,41.06,41.68 2022-10-11,40.47,40.0,40.01 2022-10-12,41.46,40.18,40.56 2022-10-13,41.52,41.13,41.46 2022-10-14,42.3,41.53,41.53 2022-10-17,43.26,41.83,42.68 2022-10-18,43.07,42.81,43.54 2022-10-19,43.4,43.08,43.08 2022-10-20,45.89,44.1,45.0 2022-10-21,46.98,44.54,45.0 2022-10-24,46.08,45.86,47.34 2022-10-25,45.62,45.32,45.9 ","date,5日,20日,60日 2022-02-18,41.342,42.1935,42.39116666666666 2022-02-21,41.896,42.18599999999999,42.4775 2022-02-22,43.507999999999996,42.346,42.65083333333334 2022-02-23,44.769999999999996,42.4965,42.7975 2022-02-24,45.232,42.5605,42.82516666666666 2022-02-25,45.898,42.673500000000004,42.87116666666667 2022-02-28,46.18,42.826499999999996,42.92866666666667 2022-03-01,45.426,43.022000000000006,42.955333333333336 2022-03-02,44.936,43.186,42.970333333333336 2022-03-03,45.21,43.408500000000004,42.97616666666667 2022-03-04,45.106,43.5595,42.987833333333334 2022-03-07,44.806,43.652,42.989999999999995 2022-03-08,44.148,43.661,42.96666666666667 2022-03-09,43.372,43.609500000000004,42.927499999999995 2022-03-10,42.748000000000005,43.631,42.908 2022-03-11,42.446,43.698,42.908166666666666 2022-03-14,41.93,43.703,42.876666666666665 2022-03-15,41.702,43.696,42.8515 2022-03-16,41.744,43.7055,42.83616666666667 2022-03-17,41.66799999999999,43.7145,42.843333333333334 2022-03-18,41.444,43.723499999999994,42.848333333333336 2022-03-21,41.586,43.6255,42.851 2022-03-22,41.814,43.2725,42.86633333333334 2022-03-23,41.938,42.9975,42.88816666666666 2022-03-24,41.926,42.888,42.9095 2022-03-25,41.928,42.730999999999995,42.93866666666667 2022-03-28,41.804,42.531499999999994,42.947 2022-03-29,41.662,42.3315,42.942833333333326 2022-03-30,41.62,42.1685,42.91616666666667 2022-03-31,41.518,41.964999999999996,42.879 2022-04-01,41.519999999999996,41.8345,42.85516666666667 2022-04-06,41.708,41.757,42.844166666666666 2022-04-07,41.804,41.7455,42.824333333333335 2022-04-08,41.864000000000004,41.7915,42.81216666666667 2022-04-11,41.828,41.735,42.783 2022-04-12,41.782,41.668499999999995,42.76533333333334 2022-04-13,41.624,41.6805,42.74083333333333 2022-04-14,41.664,41.736000000000004,42.72483333333333 2022-04-15,42.038,41.865,42.706999999999994 2022-04-18,42.92999999999999,42.0505,42.71483333333333 2022-04-19,44.082,42.328,42.748333333333335 2022-04-20,45.39,42.6315,42.81433333333333 2022-04-21,46.494,42.90599999999999,42.8415 2022-04-22,47.13,43.163,42.885666666666665 2022-04-25,47.068,43.336,42.92816666666667 2022-04-26,46.594,43.4945,42.96633333333333 2022-04-27,46.564,43.8215,43.05983333333334 2022-04-28,46.372,44.0835,43.14566666666666 2022-04-29,45.118,44.0375,43.13066666666667 2022-05-05,44.416,44.060500000000005,43.144666666666666 2022-05-06,43.733999999999995,44.048,43.14733333333333 2022-05-09,42.482000000000006,44.015,43.141333333333336 2022-05-10,41.616,44.036500000000004,43.14766666666666 2022-05-11,41.8,44.0215,43.14083333333334 2022-05-12,41.766000000000005,44.045,43.13699999999999 2022-05-13,41.775999999999996,44.046499999999995,43.13766666666667 2022-05-16,41.846,44.070499999999996,43.15133333333333 2022-05-17,41.821999999999996,44.076,43.169333333333334 2022-05-18,41.846000000000004,43.973499999999994,43.181333333333335 2022-05-19,41.852,43.7755,43.180166666666665 2022-05-20,41.882000000000005,43.4965,43.18266666666667 2022-05-23,41.896,43.197,43.15133333333333 2022-05-24,41.862,42.918,43.03216666666666 2022-05-25,41.870000000000005,42.6585,42.93966666666667 2022-05-26,41.918000000000006,42.488,42.904 2022-05-27,42.5,42.473,42.899499999999996 2022-05-30,42.80800000000001,42.257999999999996,42.87033333333333 2022-05-31,43.31400000000001,42.1535,42.85616666666667 2022-06-01,43.786,42.3255,42.84383333333333 2022-06-02,44.336,42.468,42.83116666666667 2022-06-06,44.4,42.6395,42.84066666666667 2022-06-07,45.269999999999996,42.955,42.909000000000006 2022-06-08,46.254,43.313,43.031666666666666 2022-06-09,47.4,43.7255,43.1795 2022-06-10,48.44799999999999,44.13850000000001,43.30616666666666 2022-06-13,49.188,44.4925,43.4025 2022-06-14,49.378,44.838,43.52966666666667 2022-06-15,49.312,45.185500000000005,43.66583333333333 2022-06-16,48.922,45.4945,43.77766666666666 2022-06-17,48.506,45.80200000000001,43.876 2022-06-20,48.33,46.1045,43.97633333333333 2022-06-21,48.186,46.4105,44.07966666666666 2022-06-22,48.022000000000006,46.7255,44.18316666666667 2022-06-23,48.068,47.044,44.2885 2022-06-24,48.138,47.357,44.39366666666667 2022-06-27,48.589999999999996,47.626999999999995,44.5315 2022-06-28,49.004000000000005,47.959500000000006,44.67966666666666 2022-06-29,49.302,48.222500000000004,44.819833333333335 2022-06-30,49.5,48.4725,44.945166666666665 2022-07-01,49.65,48.6855,45.071333333333335 2022-07-04,49.403999999999996,48.878,45.1885 2022-07-05,49.025999999999996,48.8985,45.2895 2022-07-06,48.745999999999995,48.8455,45.398333333333326 2022-07-07,48.482,48.742999999999995,45.49666666666666 2022-07-08,48.378,48.66799999999999,45.61716666666666 2022-07-11,48.035999999999994,48.589999999999996,45.709666666666664 2022-07-12,47.69,48.4765,45.794999999999995 2022-07-13,47.596000000000004,48.4165,45.89266666666666 2022-07-14,47.552,48.4005,45.956166666666675 2022-07-15,47.206,48.343,45.97350000000001 2022-07-18,47.03,48.265,45.955333333333336 2022-07-19,47.024,48.18599999999999,45.93116666666667 2022-07-20,46.821999999999996,48.1165,45.919999999999995 2022-07-21,46.698,48.05800000000001,45.92016666666667 2022-07-22,46.722,47.989,45.94466666666666 2022-07-25,46.64,47.7775,45.95916666666667 2022-07-26,46.56,47.575,45.93083333333333 2022-07-27,46.412,47.394,45.92333333333333 2022-07-28,46.51,47.310500000000005,46.03616666666667 2022-07-29,46.562,47.217,46.1235 2022-08-01,46.626,47.083,46.20016666666667 2022-08-02,46.396,46.9175,46.257 2022-08-03,46.138,46.742000000000004,46.30016666666667 2022-08-04,46.186,46.7365,46.401666666666664 2022-08-05,46.378,46.717,46.50783333333334 2022-08-08,47.044000000000004,46.835,46.63916666666667 2022-08-09,47.772000000000006,46.938,46.75083333333334 2022-08-10,48.606,46.9945,46.865500000000004 2022-08-11,48.818,47.053,46.98266666666667 2022-08-12,48.976,47.159499999999994,47.1015 2022-08-15,48.81,47.28,47.2165 2022-08-16,48.891999999999996,47.405,47.33383333333334 2022-08-17,48.808,47.491,47.44433333333334 2022-08-18,48.678000000000004,47.547999999999995,47.55 2022-08-19,48.467999999999996,47.596000000000004,47.64733333333333 2022-08-22,48.466,47.7365,47.71366666666667 2022-08-23,48.38,47.86,47.798166666666674 2022-08-24,48.30800000000001,47.965,47.8605 2022-08-25,48.11,47.948,47.91033333333334 2022-08-26,48.004000000000005,47.9565,47.952999999999996 2022-08-29,47.714,48.0085,47.98983333333334 2022-08-30,47.456,48.125,47.98033333333333 2022-08-31,47.077999999999996,48.2,47.92916666666667 2022-09-01,46.794,48.1,47.859833333333334 2022-09-02,46.582,48.0075,47.79750000000001 2022-09-05,46.318,47.827,47.75066666666667 2022-09-06,46.141999999999996,47.7175,47.71066666666666 2022-09-07,46.2,47.5985,47.66983333333334 2022-09-08,46.37,47.488,47.647166666666664 2022-09-09,46.702,47.439,47.647166666666664 2022-09-13,47.153999999999996,47.413,47.65266666666666 2022-09-14,47.24400000000001,47.3055,47.63216666666666 2022-09-15,47.122,47.177,47.594833333333334 2022-09-16,46.952,47.0565,47.55416666666667 2022-09-19,46.488,46.944,47.50966666666667 2022-09-20,45.904,46.772499999999994,47.42883333333334 2022-09-21,45.376,46.554500000000004,47.32983333333333 2022-09-22,44.839999999999996,46.309999999999995,47.223 2022-09-23,44.06999999999999,46.046499999999995,47.10166666666667 2022-09-26,43.152,45.731,46.96816666666666 2022-09-27,42.788,45.541000000000004,46.877500000000005 2022-09-28,42.132000000000005,45.2235,46.75533333333333 2022-09-29,41.648,44.9525,46.6315 2022-09-30,41.632000000000005,44.756,46.530833333333334 2022-10-10,41.708000000000006,44.5125,46.412333333333336 2022-10-11,41.08,44.2315,46.29783333333333 2022-10-12,41.18599999999999,43.984500000000004,46.21333333333334 2022-10-13,41.336,43.7365,46.109833333333334 2022-10-14,41.424,43.5195,46.02016666666667 2022-10-17,41.802,43.2875,45.961999999999996 2022-10-18,42.322,43.0235,45.905499999999996 2022-10-19,42.71,42.851,45.85383333333333 2022-10-20,43.583999999999996,42.852,45.84 2022-10-21,44.52,42.911500000000004,45.83866666666667 2022-10-24,45.083999999999996,42.9365,45.825500000000005 2022-10-25,45.594,42.946,45.818333333333335 " 1546,CN,technical,隆基绿能从2023年01月13日到2023年08月20日,5、10、20日简单移动平均线呈空头排列的天数比例是多少?(单位:%)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,42.7586,hard,moving average,SMA_n = 1 / n * \sum_{i=0}^{n-1} P_{t-i},"date,close,low,open 2022-12-16,44.63,44.3,45.0 2022-12-19,44.6,44.36,44.5 2022-12-20,44.8,44.04,44.55 2022-12-21,43.61,43.55,44.6 2022-12-22,40.86,40.48,43.55 2022-12-23,40.54,39.88,40.2 2022-12-26,42.0,39.5,40.21 2022-12-27,42.39,41.77,42.0 2022-12-28,42.8,41.71,42.03 2022-12-29,42.62,42.41,42.6 2022-12-30,42.26,42.05,42.85 2023-01-03,42.03,40.95,42.06 2023-01-04,40.65,40.43,42.12 2023-01-05,41.07,40.61,40.88 2023-01-06,42.67,41.15,41.15 2023-01-09,42.27,42.11,42.9 2023-01-10,42.57,42.26,42.88 2023-01-11,42.4,42.3,42.96 2023-01-12,43.39,42.48,42.59 2023-01-13,43.4,42.81,44.25 2023-01-16,44.0,42.86,43.4 2023-01-17,44.28,43.7,44.1 2023-01-18,44.73,44.23,44.7 2023-01-19,44.73,44.22,44.31 2023-01-20,47.15,45.13,45.15 2023-01-30,48.0,47.5,48.35 2023-01-31,48.15,47.98,48.1 2023-02-01,48.69,47.83,48.48 2023-02-02,48.65,48.32,48.7 2023-02-03,47.01,46.2,48.37 2023-02-06,46.4,45.8,46.58 2023-02-07,46.04,45.81,46.72 2023-02-08,45.88,45.81,46.06 2023-02-09,46.24,45.3,45.4 2023-02-10,45.38,45.15,46.24 2023-02-13,45.62,45.1,45.4 2023-02-14,45.44,44.92,45.8 2023-02-15,45.24,45.08,45.62 2023-02-16,44.44,44.15,45.1 2023-02-17,43.37,43.31,44.3 2023-02-20,44.12,42.9,43.38 2023-02-21,45.19,44.0,44.2 2023-02-22,44.37,44.3,44.88 2023-02-23,45.79,44.56,44.62 2023-02-24,44.71,44.63,45.85 2023-02-27,44.2,44.0,44.3 2023-02-28,44.24,43.54,44.22 2023-03-01,44.14,43.88,44.24 2023-03-02,43.4,43.36,44.31 2023-03-03,43.36,43.26,43.41 2023-03-06,45.02,43.1,43.52 2023-03-07,44.44,44.23,44.9 2023-03-08,43.86,43.53,44.25 2023-03-09,43.02,43.0,43.99 2023-03-10,42.12,41.95,42.28 2023-03-13,41.99,41.71,41.92 2023-03-14,41.88,40.88,42.22 2023-03-15,42.24,41.96,42.23 2023-03-16,40.0,39.87,41.8 2023-03-17,39.33,39.18,40.44 2023-03-20,39.21,38.4,39.08 2023-03-21,39.45,38.62,39.04 2023-03-22,39.38,39.05,39.8 2023-03-23,39.51,39.01,39.01 2023-03-24,40.05,39.21,39.59 2023-03-27,40.29,39.74,40.2 2023-03-28,39.85,39.85,40.59 2023-03-29,40.03,39.93,40.11 2023-03-30,40.51,39.7,40.01 2023-03-31,40.41,40.35,40.55 2023-04-03,40.63,40.12,40.75 2023-04-04,40.19,39.75,40.69 2023-04-06,40.29,39.88,40.0 2023-04-07,40.47,40.08,40.28 2023-04-10,41.23,40.48,40.72 2023-04-11,40.46,40.38,41.49 2023-04-12,39.61,39.5,40.4 2023-04-13,39.38,39.28,39.71 2023-04-14,39.26,38.52,39.12 2023-04-17,39.62,39.02,39.18 2023-04-18,40.01,39.69,39.87 2023-04-19,38.93,38.87,40.07 2023-04-20,37.61,37.3,38.8 2023-04-21,37.44,37.05,37.56 2023-04-24,36.23,36.0,37.27 2023-04-25,35.01,34.87,36.14 2023-04-26,36.26,34.7,34.98 2023-04-27,35.97,35.2,36.28 2023-04-28,34.87,34.45,35.5 2023-05-04,34.09,34.03,34.59 2023-05-05,33.16,32.87,33.9 2023-05-08,33.53,32.9,33.22 2023-05-09,33.03,32.98,33.7 2023-05-10,33.41,32.72,32.9 2023-05-11,33.75,33.2,33.64 2023-05-12,32.8,32.75,33.7 2023-05-15,33.83,32.8,32.8 2023-05-16,33.64,33.48,33.85 2023-05-17,33.65,33.45,34.01 2023-05-18,33.08,32.9,33.53 2023-05-19,32.96,32.62,32.99 2023-05-22,33.35,32.75,32.82 2023-05-23,32.9,32.86,33.2 2023-05-24,33.11,32.45,32.77 2023-05-25,32.44,32.15,32.71 2023-05-26,31.49,30.88,32.13 2023-05-29,30.25,30.02,31.74 2023-05-30,29.5,29.01,30.0 2023-05-31,28.82,28.78,29.4 2023-06-01,28.63,28.6,28.82 2023-06-02,29.24,28.55,28.8 2023-06-05,28.41,28.34,29.2 2023-06-06,27.66,27.64,28.39 2023-06-07,27.5,27.28,28.06 2023-06-08,27.34,27.32,27.5 2023-06-09,27.6,27.01,27.3 2023-06-12,27.82,27.18,27.54 2023-06-13,27.75,27.48,27.7 2023-06-14,27.32,27.32,27.76 2023-06-15,29.18,27.23,27.32 2023-06-16,29.63,29.0,29.24 2023-06-19,28.98,28.55,29.33 2023-06-20,28.73,28.56,28.81 2023-06-21,27.99,27.97,28.65 2023-06-26,28.01,27.36,27.69 2023-06-27,28.18,27.65,28.05 2023-06-28,29.32,27.91,28.13 2023-06-29,28.85,28.82,29.35 2023-06-30,28.67,28.43,28.77 2023-07-03,28.88,28.57,28.67 2023-07-04,28.82,28.6,28.89 2023-07-05,28.15,28.1,28.82 2023-07-06,27.89,27.7,28.02 2023-07-07,27.36,27.32,27.75 2023-07-10,29.69,27.5,27.58 2023-07-11,29.24,28.89,29.65 2023-07-12,30.55,28.71,29.23 2023-07-13,30.67,30.4,30.58 2023-07-14,30.04,29.99,30.48 2023-07-17,29.79,29.56,29.76 2023-07-18,29.5,29.26,30.0 2023-07-19,29.24,29.06,29.5 2023-07-20,29.56,29.09,29.35 2023-07-21,28.69,28.6,29.3 2023-07-24,28.34,28.19,28.47 2023-07-25,29.22,28.65,28.78 2023-07-26,29.29,28.99,29.13 2023-07-27,28.65,28.57,29.18 2023-07-28,29.5,28.32,28.51 2023-07-31,29.85,29.7,29.8 2023-08-01,29.3,29.13,29.85 2023-08-02,29.09,29.0,29.31 2023-08-03,30.85,29.79,29.88 2023-08-04,30.76,30.46,31.17 2023-08-07,30.51,30.3,30.77 2023-08-08,30.23,29.88,30.81 2023-08-09,30.11,29.99,30.02 2023-08-10,30.21,30.02,30.02 2023-08-11,29.42,29.4,30.15 2023-08-14,29.31,28.77,29.02 2023-08-15,28.39,28.27,29.21 2023-08-16,27.94,27.91,28.2 2023-08-17,28.18,27.52,27.71 2023-08-18,27.91,27.9,28.1 ","date,5日,10日,20日 2023-01-13,42.806,42.271,42.577999999999996 2023-01-16,43.152,42.445,42.546499999999995 2023-01-17,43.494,42.67,42.5305 2023-01-18,43.959999999999994,43.077999999999996,42.527 2023-01-19,44.227999999999994,43.444,42.583 2023-01-20,44.977999999999994,43.892,42.8975 2023-01-30,45.778,44.464999999999996,43.270500000000006 2023-01-31,46.552,45.022999999999996,43.578 2023-02-01,47.344,45.652,43.893 2023-02-02,48.128,46.178000000000004,44.1855 2023-02-03,48.1,46.539,44.404999999999994 2023-02-06,47.779999999999994,46.778999999999996,44.612 2023-02-07,47.358,46.955,44.8125 2023-02-08,46.796,47.07,45.074 2023-02-09,46.314,47.221,45.332499999999996 2023-02-10,45.988,47.044,45.468 2023-02-13,45.83200000000001,46.806,45.6355 2023-02-14,45.712,46.535000000000004,45.778999999999996 2023-02-15,45.584,46.190000000000005,45.921 2023-02-16,45.224000000000004,45.769,45.9735 2023-02-17,44.821999999999996,45.405,45.972 2023-02-20,44.522,45.177,45.978 2023-02-21,44.471999999999994,45.092,46.0235 2023-02-22,44.298,44.940999999999995,46.0055 2023-02-23,44.568,44.896,46.0585 2023-02-24,44.836,44.82899999999999,45.936499999999995 2023-02-27,44.852,44.687,45.746500000000005 2023-02-28,44.662,44.56699999999999,45.551 2023-03-01,44.616,44.457,45.3235 2023-03-02,44.138,44.352999999999994,45.061 2023-03-03,43.868,44.352,44.8785 2023-03-06,44.032000000000004,44.44199999999999,44.8095 2023-03-07,44.072,44.367000000000004,44.7295 2023-03-08,44.016000000000005,44.316,44.628499999999995 2023-03-09,43.940000000000005,44.039,44.4675 2023-03-10,43.69199999999999,43.78,44.304500000000004 2023-03-13,43.086,43.559,44.123000000000005 2023-03-14,42.574,43.323,43.94500000000001 2023-03-15,42.25,43.132999999999996,43.795 2023-03-16,41.646,42.793,43.573 2023-03-17,41.08800000000001,42.39,43.370999999999995 2023-03-20,40.532000000000004,41.809000000000005,43.1255 2023-03-21,40.04600000000001,41.31,42.838499999999996 2023-03-22,39.474000000000004,40.862,42.589000000000006 2023-03-23,39.376,40.511,42.275 2023-03-24,39.519999999999996,40.304,42.042 2023-03-27,39.736,40.134,41.8465 2023-03-28,39.815999999999995,39.931,41.626999999999995 2023-03-29,39.946000000000005,39.71,41.421499999999995 2023-03-30,40.146,39.761,41.277 2023-03-31,40.218,39.869,41.1295 2023-04-03,40.286,40.011,40.910000000000004 2023-04-04,40.354,40.085,40.6975 2023-04-06,40.406,40.176,40.519 2023-04-07,40.397999999999996,40.272000000000006,40.39149999999999 2023-04-10,40.562,40.39,40.346999999999994 2023-04-11,40.528,40.407,40.2705 2023-04-12,40.412,40.382999999999996,40.157 2023-04-13,40.230000000000004,40.318,40.013999999999996 2023-04-14,39.988,40.193,39.977 2023-04-17,39.666,40.114,39.9915 2023-04-18,39.576,40.05200000000001,40.0315 2023-04-19,39.44,39.926,40.0055 2023-04-20,39.086,39.658,39.916999999999994 2023-04-21,38.722,39.355,39.8135 2023-04-24,38.044,38.855000000000004,39.622499999999995 2023-04-25,37.044,38.309999999999995,39.35850000000001 2023-04-26,36.51,37.975,39.179 2023-04-27,36.182,37.634,38.976 2023-04-28,35.66799999999999,37.19499999999999,38.694 2023-05-04,35.239999999999995,36.641999999999996,38.378 2023-05-05,34.87,35.956999999999994,38.00449999999999 2023-05-08,34.324,35.417,37.6715 2023-05-09,33.736000000000004,34.959,37.308499999999995 2023-05-10,33.444,34.556,36.9555 2023-05-11,33.376,34.308,36.5815 2023-05-12,33.303999999999995,34.087,36.198499999999996 2023-05-15,33.364,33.844,35.909499999999994 2023-05-16,33.486000000000004,33.611,35.622499999999995 2023-05-17,33.534,33.489000000000004,35.342 2023-05-18,33.4,33.388,35.015 2023-05-19,33.431999999999995,33.368,34.6625 2023-05-22,33.336,33.35,34.3835 2023-05-23,33.188,33.337,34.148 2023-05-24,33.08,33.307,33.93149999999999 2023-05-25,32.952,33.176,33.742000000000004 2023-05-26,32.658,33.045,33.565999999999995 2023-05-29,32.038,32.687,33.265499999999996 2023-05-30,31.357999999999997,32.273,32.942 2023-05-31,30.5,31.79,32.6395 2023-06-01,29.738,31.345,32.366499999999995 2023-06-02,29.288,30.973000000000003,32.1705 2023-06-05,28.919999999999998,30.478999999999996,31.914499999999997 2023-06-06,28.552,29.955000000000002,31.645999999999997 2023-06-07,28.288,29.394,31.3505 2023-06-08,28.03,28.883999999999997,31.03 2023-06-09,27.701999999999998,28.494999999999997,30.770000000000003 2023-06-12,27.584000000000003,28.252,30.4695 2023-06-13,27.601999999999997,28.076999999999998,30.175 2023-06-14,27.565999999999995,27.927,29.858500000000003 2023-06-15,27.933999999999997,27.982,29.6635 2023-06-16,28.339999999999996,28.020999999999997,29.496999999999996 2023-06-19,28.572000000000003,28.077999999999996,29.2785 2023-06-20,28.768,28.185000000000002,29.07 2023-06-21,28.901999999999997,28.233999999999998,28.814 2023-06-26,28.668,28.301,28.5925 2023-06-27,28.377999999999997,28.358999999999998,28.427 2023-06-28,28.446000000000005,28.509000000000004,28.3805 2023-06-29,28.47,28.619,28.348000000000003 2023-06-30,28.606,28.754,28.340500000000002 2023-07-03,28.78,28.724,28.353 2023-07-04,28.907999999999998,28.643,28.332000000000004 2023-07-05,28.674,28.560000000000002,28.319 2023-07-06,28.482,28.476,28.3305 2023-07-07,28.22,28.413,28.323500000000003 2023-07-10,28.381999999999998,28.581,28.440999999999995 2023-07-11,28.466,28.687,28.523000000000003 2023-07-12,28.945999999999998,28.809999999999995,28.6595 2023-07-13,29.502,28.992,28.805500000000002 2023-07-14,30.038,29.129,28.941499999999998 2023-07-17,30.058,29.22,28.972 2023-07-18,30.109999999999996,29.288,28.965500000000002 2023-07-19,29.848000000000003,29.397000000000002,28.978499999999997 2023-07-20,29.625999999999998,29.564,29.02 2023-07-21,29.356,29.696999999999996,29.054999999999996 2023-07-24,29.065999999999995,29.561999999999994,29.071499999999997 2023-07-25,29.009999999999998,29.560000000000002,29.1235 2023-07-26,29.02,29.434000000000005,29.121999999999996 2023-07-27,28.838,29.232,29.111999999999995 2023-07-28,29.0,29.177999999999997,29.153499999999998 2023-07-31,29.302,29.184000000000005,29.201999999999998 2023-08-01,29.318,29.163999999999998,29.226 2023-08-02,29.278000000000002,29.149,29.272999999999996 2023-08-03,29.718,29.278,29.421 2023-08-04,29.97,29.485000000000003,29.590999999999998 2023-08-07,30.102000000000004,29.702000000000005,29.631999999999998 2023-08-08,30.288,29.802999999999997,29.6815 2023-08-09,30.492,29.884999999999998,29.659499999999998 2023-08-10,30.363999999999997,30.041000000000004,29.6365 2023-08-11,30.096000000000004,30.032999999999998,29.6055 2023-08-14,29.856,29.978999999999996,29.5815 2023-08-15,29.488,29.888000000000005,29.526 2023-08-16,29.054000000000002,29.773000000000003,29.460999999999995 2023-08-17,28.648000000000003,29.506000000000007,29.392000000000003 2023-08-18,28.346000000000004,29.220999999999997,29.353 " 1547,CN,technical,2025年06月30日-2025年11月19日,福斯特的5、10、20日简单移动平均线处于多头排列的天数占比多少?(单位:%)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,44.3299,hard,moving average,SMA_n = 1 / n * \sum_{i=0}^{n-1} P_{t-i},"date,close,low,open 2025-06-03,12.11,12.01,12.05 2025-06-04,12.17,12.11,12.11 2025-06-05,12.27,12.08,12.18 2025-06-06,12.26,12.22,12.3 2025-06-09,12.91,12.22,12.22 2025-06-10,12.68,12.52,12.9 2025-06-11,12.64,12.61,12.64 2025-06-12,12.73,12.63,12.64 2025-06-13,12.5,12.36,12.65 2025-06-16,12.54,12.38,12.42 2025-06-17,12.67,12.46,12.53 2025-06-18,12.79,12.6,12.65 2025-06-19,12.62,12.54,12.76 2025-06-20,12.69,12.55,12.71 2025-06-23,12.69,12.43,12.56 2025-06-24,12.71,12.43,12.53 2025-06-25,12.79,12.59,12.71 2025-06-26,12.62,12.6,12.78 2025-06-27,12.69,12.6,12.67 2025-06-30,12.96,12.75,12.75 2025-07-01,12.98,12.81,12.87 2025-07-02,13.4,12.96,13.06 2025-07-03,13.71,13.16,13.36 2025-07-04,13.58,13.53,13.74 2025-07-07,13.71,13.49,13.51 2025-07-08,14.48,13.66,13.66 2025-07-09,14.21,14.19,14.39 2025-07-10,14.09,13.89,13.96 2025-07-11,13.8,13.71,14.17 2025-07-14,13.51,13.49,13.7 2025-07-15,13.28,13.23,13.44 2025-07-16,13.29,13.2,13.31 2025-07-17,13.48,13.3,13.42 2025-07-18,13.38,13.3,13.4 2025-07-21,13.49,13.39,13.4 2025-07-22,13.57,13.33,13.51 2025-07-23,13.55,13.5,13.6 2025-07-24,13.73,13.35,13.4 2025-07-25,13.54,13.5,13.69 2025-07-28,13.35,13.28,13.5 2025-07-29,14.69,13.35,13.35 2025-07-30,14.87,14.73,14.91 2025-07-31,14.63,14.6,14.69 2025-08-01,14.54,14.43,14.6 2025-08-04,14.36,14.1,14.44 2025-08-05,14.5,14.21,14.45 2025-08-06,13.96,13.6,14.23 2025-08-07,13.98,13.7,13.9 2025-08-08,14.0,13.87,13.94 2025-08-11,14.25,13.92,14.01 2025-08-12,14.08,13.97,14.2 2025-08-13,14.01,13.89,14.08 2025-08-14,13.72,13.67,13.96 2025-08-15,14.23,13.7,13.7 2025-08-18,14.33,14.2,14.37 2025-08-19,14.39,14.18,14.3 2025-08-20,14.6,14.38,14.62 2025-08-21,14.46,14.37,14.53 2025-08-22,14.55,14.35,14.42 2025-08-25,14.65,14.52,14.58 2025-08-26,14.72,14.49,14.65 2025-08-27,14.57,14.57,14.7 2025-08-28,14.94,14.44,14.55 2025-08-29,15.01,14.72,14.9 2025-09-01,14.78,14.58,15.02 2025-09-02,14.39,14.38,14.72 2025-09-03,14.59,14.39,14.39 2025-09-04,15.32,14.59,14.59 2025-09-05,16.13,15.2,15.32 2025-09-08,16.22,15.9,16.28 2025-09-09,16.1,15.95,16.2 2025-09-10,15.74,15.55,16.0 2025-09-11,16.61,15.71,15.78 2025-09-12,16.55,16.41,16.5 2025-09-15,16.55,16.29,16.55 2025-09-16,16.31,16.05,16.7 2025-09-17,16.31,16.01,16.32 2025-09-18,15.71,15.49,16.2 2025-09-19,15.75,15.58,15.71 2025-09-22,15.52,15.27,15.7 2025-09-23,15.36,15.01,15.55 2025-09-24,15.8,15.24,15.3 2025-09-25,15.56,15.49,15.82 2025-09-26,15.48,15.44,15.52 2025-09-29,15.61,15.39,15.58 2025-09-30,15.7,15.52,15.6 2025-10-09,16.27,15.6,15.8 2025-10-10,15.97,15.83,16.22 2025-10-13,15.41,15.13,15.2 2025-10-14,15.75,15.49,15.5 2025-10-15,16.08,15.7,15.82 2025-10-16,15.9,15.85,16.09 2025-10-17,15.38,15.37,15.9 2025-10-20,15.16,15.02,15.58 2025-10-21,15.2,15.03,15.16 2025-10-22,14.83,14.71,15.11 2025-10-23,14.93,14.44,14.75 2025-10-24,15.03,14.91,14.99 2025-10-27,15.07,14.91,15.09 2025-10-28,15.04,14.95,15.0 2025-10-29,15.76,14.93,15.02 2025-10-30,15.61,15.5,15.71 2025-10-31,15.7,15.56,15.57 2025-11-03,16.1,15.5,15.7 2025-11-04,15.92,15.81,16.09 2025-11-05,16.05,15.67,15.76 2025-11-06,15.91,15.89,16.04 2025-11-07,16.35,15.76,15.88 2025-11-10,16.63,16.34,16.36 2025-11-11,16.6,16.55,16.63 2025-11-12,15.59,15.39,16.53 2025-11-13,15.94,15.7,15.73 2025-11-14,15.98,15.78,15.8 2025-11-17,15.51,15.33,15.95 2025-11-18,15.12,15.02,15.47 2025-11-19,14.93,14.66,15.01 ","date,5日,10日,20日 2025-06-30,12.754,12.722999999999999,12.602 2025-07-01,12.807999999999998,12.754,12.645500000000002 2025-07-02,12.930000000000001,12.815000000000001,12.706999999999999 2025-07-03,13.148000000000001,12.924000000000001,12.779 2025-07-04,13.326000000000002,13.013,12.844999999999999 2025-07-07,13.475999999999999,13.115,12.885 2025-07-08,13.776,13.291999999999998,12.975 2025-07-09,13.937999999999999,13.434000000000001,13.0535 2025-07-10,14.014000000000001,13.581,13.121500000000001 2025-07-11,14.058000000000002,13.692000000000002,13.1865 2025-07-14,14.018,13.747,13.235 2025-07-15,13.778,13.777000000000001,13.2655 2025-07-16,13.594,13.766,13.2905 2025-07-17,13.472,13.743,13.3335 2025-07-18,13.388,13.723000000000003,13.368 2025-07-21,13.384,13.700999999999999,13.408000000000001 2025-07-22,13.442000000000002,13.610000000000003,13.450999999999999 2025-07-23,13.494,13.544,13.488999999999999 2025-07-24,13.544,13.508,13.5445 2025-07-25,13.575999999999999,13.482,13.587 2025-07-28,13.547999999999998,13.466,13.6065 2025-07-29,13.772,13.607,13.691999999999998 2025-07-30,14.036000000000001,13.765,13.7655 2025-07-31,14.216,13.88,13.811499999999999 2025-08-01,14.416,13.996,13.8595 2025-08-04,14.618,14.082999999999998,13.892000000000001 2025-08-05,14.580000000000002,14.175999999999998,13.893 2025-08-06,14.398000000000001,14.216999999999999,13.880500000000001 2025-08-07,14.268,14.241999999999999,13.875 2025-08-08,14.16,14.288,13.885000000000002 2025-08-11,14.138,14.378,13.922 2025-08-12,14.053999999999998,14.316999999999998,13.962 2025-08-13,14.063999999999998,14.231,13.998 2025-08-14,14.012,14.14,14.010000000000002 2025-08-15,14.057999999999998,14.109,14.052499999999998 2025-08-18,14.074000000000002,14.106,14.094500000000002 2025-08-19,14.136000000000001,14.094999999999999,14.135500000000002 2025-08-20,14.254,14.159,14.187999999999999 2025-08-21,14.402000000000001,14.206999999999999,14.2245 2025-08-22,14.466,14.262,14.275 2025-08-25,14.530000000000001,14.302000000000001,14.34 2025-08-26,14.596,14.366000000000003,14.341500000000002 2025-08-27,14.59,14.422,14.326500000000001 2025-08-28,14.686000000000002,14.544,14.342000000000002 2025-08-29,14.778,14.622,14.3655 2025-09-01,14.803999999999998,14.666999999999998,14.386499999999998 2025-09-02,14.738,14.667000000000002,14.381 2025-09-03,14.741999999999999,14.666000000000002,14.4125 2025-09-04,14.818000000000001,14.752,14.479499999999998 2025-09-05,15.042000000000002,14.91,14.585999999999999 2025-09-08,15.330000000000002,15.066999999999998,14.6845 2025-09-09,15.672,15.204999999999998,14.785499999999999 2025-09-10,15.901999999999997,15.322,14.872 2025-09-11,16.160000000000004,15.488999999999999,15.016499999999999 2025-09-12,16.244000000000003,15.643,15.132500000000002 2025-09-15,16.31,15.820000000000002,15.243500000000001 2025-09-16,16.352,16.012,15.339500000000001 2025-09-17,16.466,16.183999999999997,15.425 2025-09-18,16.285999999999998,16.223,15.4875 2025-09-19,16.125999999999998,16.185,15.5475 2025-09-22,15.919999999999998,16.115000000000002,15.591 2025-09-23,15.729999999999999,16.041,15.623 2025-09-24,15.628,16.047,15.6845 2025-09-25,15.597999999999999,15.942000000000002,15.7155 2025-09-26,15.544,15.834999999999999,15.738999999999999 2025-09-29,15.562000000000001,15.741,15.7805 2025-09-30,15.63,15.679999999999998,15.845999999999998 2025-10-09,15.724,15.676000000000002,15.930000000000001 2025-10-10,15.806000000000001,15.702000000000002,15.9625 2025-10-13,15.791999999999998,15.668000000000001,15.9265 2025-10-14,15.819999999999999,15.690999999999999,15.903 2025-10-15,15.895999999999997,15.763,15.902000000000001 2025-10-16,15.822,15.773,15.91 2025-10-17,15.704000000000002,15.755,15.848500000000001 2025-10-20,15.654,15.723000000000003,15.779 2025-10-21,15.544,15.681999999999999,15.711499999999997 2025-10-22,15.294,15.595000000000002,15.6375 2025-10-23,15.1,15.460999999999999,15.5685 2025-10-24,15.030000000000001,15.366999999999999,15.5345 2025-10-27,15.012,15.332999999999998,15.500499999999999 2025-10-28,14.98,15.262,15.476500000000001 2025-10-29,15.166,15.23,15.496500000000001 2025-10-30,15.302000000000001,15.201000000000002,15.487 2025-10-31,15.435999999999998,15.232999999999999,15.494 2025-11-03,15.642000000000001,15.326999999999998,15.525 2025-11-04,15.818000000000001,15.399000000000001,15.5405 2025-11-05,15.876,15.520999999999997,15.558000000000002 2025-11-06,15.936000000000002,15.619,15.539999999999997 2025-11-07,16.066,15.751000000000001,15.559000000000001 2025-11-10,16.171999999999997,15.907,15.62 2025-11-11,16.308,16.063,15.6625 2025-11-12,16.216,16.046,15.638 2025-11-13,16.222,16.079,15.64 2025-11-14,16.148000000000003,16.107,15.669999999999998 2025-11-17,15.924000000000001,16.048000000000002,15.6875 2025-11-18,15.628,15.967999999999998,15.6835 2025-11-19,15.495999999999999,15.856,15.6885 " 1548,CN,technical,在2025年05月26日至2025年08月07日,宝丰能源5、10、20日简单移动平均线空头排列的天数占总天数的百分比?使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,28.3019,hard,moving average,SMA_n = 1 / n * \sum_{i=0}^{n-1} P_{t-i},"date,close,low,open 2025-04-24,15.55,15.52,15.94 2025-04-25,15.65,15.49,15.6 2025-04-28,15.95,15.51,15.7 2025-04-29,16.06,15.88,15.88 2025-04-30,16.03,15.87,16.09 2025-05-06,15.78,15.45,15.96 2025-05-07,15.79,15.68,15.95 2025-05-08,15.61,15.46,15.71 2025-05-09,15.65,15.52,15.62 2025-05-12,15.8,15.55,15.68 2025-05-13,15.53,15.33,15.43 2025-05-14,15.62,15.37,15.6 2025-05-15,15.99,15.64,15.96 2025-05-16,16.3,16.01,16.05 2025-05-19,16.3,16.13,16.29 2025-05-20,16.7,16.18,16.29 2025-05-21,16.7,16.38,16.63 2025-05-22,16.35,16.3,16.68 2025-05-23,16.39,16.25,16.35 2025-05-26,16.22,16.17,16.39 2025-05-27,16.22,16.07,16.19 2025-05-28,16.12,16.1,16.25 2025-05-29,16.13,16.02,16.1 2025-05-30,16.0,15.82,16.06 2025-06-03,16.11,15.8,15.98 2025-06-04,16.0,15.94,16.12 2025-06-05,16.27,15.91,16.02 2025-06-06,16.46,16.2,16.25 2025-06-09,16.27,16.11,16.47 2025-06-10,16.09,16.0,16.26 2025-06-11,16.0,15.99,16.1 2025-06-12,16.08,15.99,16.04 2025-06-13,16.61,16.33,16.39 2025-06-16,16.51,16.4,16.85 2025-06-17,16.43,16.25,16.48 2025-06-18,16.68,16.45,16.66 2025-06-19,16.7,16.48,16.6 2025-06-20,16.5,16.5,16.75 2025-06-23,16.58,16.5,16.77 2025-06-24,16.33,16.3,16.36 2025-06-25,16.17,16.01,16.36 2025-06-26,16.02,16.0,16.13 2025-06-27,16.25,15.99,16.08 2025-06-30,16.14,16.05,16.26 2025-07-01,16.19,16.06,16.15 2025-07-02,16.38,16.17,16.27 2025-07-03,16.2,16.18,16.39 2025-07-04,16.01,16.0,16.19 2025-07-07,16.03,15.96,16.03 2025-07-08,15.93,15.9,16.02 2025-07-09,15.94,15.93,16.08 2025-07-10,15.61,15.6,15.95 2025-07-11,15.6,15.6,15.62 2025-07-14,15.84,15.64,15.68 2025-07-15,15.66,15.66,16.2 2025-07-16,15.89,15.61,15.65 2025-07-17,15.61,15.54,15.83 2025-07-18,15.75,15.61,15.62 2025-07-21,16.41,15.78,15.82 2025-07-22,16.65,16.32,16.36 2025-07-23,16.45,16.41,16.68 2025-07-24,16.17,16.01,16.35 2025-07-25,16.09,16.08,16.16 2025-07-28,15.9,15.89,16.13 2025-07-29,15.97,15.83,15.87 2025-07-30,16.3,15.97,16.06 2025-07-31,15.54,15.51,16.22 2025-08-01,15.59,15.53,15.55 2025-08-04,15.54,15.45,15.54 2025-08-05,15.62,15.53,15.55 2025-08-06,15.74,15.59,15.64 2025-08-07,15.57,15.53,15.71 ","date,5日,10日,20日 2025-05-26,16.472,16.21,15.998500000000002 2025-05-27,16.375999999999998,16.279,16.032 2025-05-28,16.26,16.329,16.055500000000002 2025-05-29,16.216,16.343,16.064500000000002 2025-05-30,16.137999999999998,16.313,16.061500000000002 2025-06-03,16.116,16.294,16.0655 2025-06-04,16.072,16.224,16.076500000000003 2025-06-05,16.102,16.181,16.1005 2025-06-06,16.168,16.192,16.143 2025-06-09,16.222,16.18,16.174 2025-06-10,16.218,16.167,16.188499999999998 2025-06-11,16.218,16.145,16.212 2025-06-12,16.18,16.141,16.235000000000003 2025-06-13,16.209999999999997,16.189,16.266 2025-06-16,16.258,16.240000000000002,16.2765 2025-06-17,16.326,16.272,16.282999999999998 2025-06-18,16.461999999999996,16.339999999999996,16.282 2025-06-19,16.586,16.383000000000003,16.282 2025-06-20,16.564,16.387,16.289499999999997 2025-06-23,16.578,16.418,16.299 2025-06-24,16.558,16.442,16.304499999999997 2025-06-25,16.456,16.459,16.302 2025-06-26,16.32,16.453,16.297 2025-06-27,16.27,16.417,16.303 2025-06-30,16.182,16.38,16.31 2025-07-01,16.154000000000003,16.356,16.314 2025-07-02,16.196,16.326,16.333 2025-07-03,16.232,16.276,16.329500000000003 2025-07-04,16.184,16.226999999999997,16.307 2025-07-07,16.162,16.172,16.294999999999998 2025-07-08,16.110000000000003,16.131999999999998,16.287 2025-07-09,16.022,16.109,16.284 2025-07-10,15.904,16.068,16.2605 2025-07-11,15.822,16.003,16.21 2025-07-14,15.783999999999997,15.973000000000003,16.1765 2025-07-15,15.73,15.920000000000002,16.137999999999998 2025-07-16,15.719999999999999,15.870999999999999,16.0985 2025-07-17,15.719999999999999,15.812000000000001,16.044 2025-07-18,15.75,15.786000000000001,16.0065 2025-07-21,15.863999999999999,15.824000000000002,15.998 2025-07-22,16.062,15.896,16.014 2025-07-23,16.174,15.947,16.028 2025-07-24,16.286,16.003,16.0355 2025-07-25,16.354000000000003,16.052,16.0275 2025-07-28,16.252000000000002,16.058,16.0155 2025-07-29,16.116,16.089,16.0045 2025-07-30,16.086000000000002,16.130000000000003,16.0005 2025-07-31,15.959999999999999,16.122999999999998,15.967499999999998 2025-08-01,15.86,16.107,15.9465 2025-08-04,15.788,16.02,15.922 2025-08-05,15.718,15.916999999999998,15.9065 2025-08-06,15.606,15.846,15.8965 2025-08-07,15.612,15.785999999999998,15.894499999999999 " 1549,CN,technical,统计招商公路在2021年06月13日到2022年03月19日的5、20、60日简单移动平均线空头排列的天数占比(%)。使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,25.8065,hard,moving average,SMA_n = 1 / n * \sum_{i=0}^{n-1} P_{t-i},"date,close,low,open 2021-03-17,7.48,7.31,7.45 2021-03-18,7.39,7.33,7.48 2021-03-19,7.59,7.36,7.36 2021-03-22,7.5,7.42,7.54 2021-03-23,7.56,7.48,7.51 2021-03-24,7.61,7.37,7.48 2021-03-25,7.54,7.44,7.59 2021-03-26,7.53,7.5,7.52 2021-03-29,7.74,7.43,7.45 2021-03-30,7.74,7.66,7.73 2021-03-31,7.86,7.6,7.76 2021-04-01,7.81,7.71,7.83 2021-04-02,7.6,7.59,7.82 2021-04-06,7.64,7.54,7.55 2021-04-07,7.64,7.6,7.64 2021-04-08,7.64,7.6,7.65 2021-04-09,7.65,7.56,7.7 2021-04-12,7.52,7.48,7.69 2021-04-13,7.4,7.39,7.51 2021-04-14,7.6,7.35,7.39 2021-04-15,7.69,7.6,7.65 2021-04-16,8.06,7.69,7.69 2021-04-19,8.03,7.91,8.05 2021-04-20,7.94,7.88,8.02 2021-04-21,7.77,7.71,8.04 2021-04-22,7.66,7.63,7.74 2021-04-23,7.74,7.4,7.62 2021-04-26,7.54,7.52,7.68 2021-04-27,7.48,7.43,7.5 2021-04-28,7.28,7.18,7.57 2021-04-29,7.56,7.32,7.34 2021-04-30,7.76,7.53,7.55 2021-05-06,8.01,7.72,7.72 2021-05-07,8.08,7.91,7.99 2021-05-10,8.24,7.96,8.06 2021-05-11,8.24,8.08,8.26 2021-05-12,8.34,8.22,8.25 2021-05-13,8.31,8.21,8.3 2021-05-14,8.3,8.16,8.3 2021-05-17,8.24,8.14,8.33 2021-05-18,8.28,8.2,8.24 2021-05-19,8.15,8.08,8.28 2021-05-20,8.18,8.09,8.14 2021-05-21,8.09,8.0,8.1 2021-05-24,8.14,8.08,8.11 2021-05-25,8.06,8.01,8.19 2021-05-26,8.06,7.97,8.04 2021-05-27,8.02,7.97,8.01 2021-05-28,7.86,7.85,8.04 2021-05-31,7.77,7.73,7.9 2021-06-01,7.73,7.58,7.72 2021-06-02,7.78,7.65,7.71 2021-06-03,7.77,7.71,7.8 2021-06-04,7.79,7.65,7.81 2021-06-07,7.85,7.66,7.82 2021-06-08,7.88,7.78,7.87 2021-06-09,7.85,7.8,7.83 2021-06-10,7.9,7.82,7.82 2021-06-11,7.89,7.84,7.94 2021-06-15,7.85,7.83,7.95 2021-06-16,7.74,7.63,7.85 2021-06-17,7.66,7.6,7.73 2021-06-18,7.48,7.48,7.66 2021-06-21,7.52,7.4,7.47 2021-06-22,7.83,7.5,7.5 2021-06-23,7.75,7.64,7.81 2021-06-24,7.68,7.55,7.72 2021-06-25,7.57,7.51,7.54 2021-06-28,7.44,7.41,7.61 2021-06-29,7.31,7.26,7.45 2021-06-30,7.22,7.18,7.36 2021-07-01,7.18,7.14,7.23 2021-07-02,7.23,7.14,7.17 2021-07-05,7.2,7.12,7.23 2021-07-06,7.21,7.13,7.2 2021-07-07,7.13,7.0,7.2 2021-07-08,7.2,7.06,7.1 2021-07-09,7.23,7.11,7.17 2021-07-12,7.17,7.12,7.19 2021-07-13,7.21,7.11,7.15 2021-07-14,7.14,7.09,7.19 2021-07-15,7.26,7.11,7.13 2021-07-16,7.37,7.24,7.25 2021-07-19,7.51,7.34,7.42 2021-07-20,7.48,7.41,7.51 2021-07-21,7.49,7.32,7.48 2021-07-22,7.42,7.38,7.49 2021-07-23,7.28,7.22,7.41 2021-07-26,7.18,7.15,7.28 2021-07-27,7.13,7.08,7.22 2021-07-28,7.32,7.02,7.1 2021-07-29,7.13,7.09,7.39 2021-07-30,6.84,6.75,7.08 2021-08-02,6.81,6.71,6.8 2021-08-03,6.88,6.8,6.82 2021-08-04,6.82,6.68,6.85 2021-08-05,6.74,6.7,6.78 2021-08-06,6.69,6.63,6.75 2021-08-09,6.85,6.7,6.75 2021-08-10,6.81,6.7,6.83 2021-08-11,6.79,6.77,6.8 2021-08-12,6.81,6.79,6.8 2021-08-13,6.84,6.72,6.82 2021-08-16,6.87,6.8,6.82 2021-08-17,7.01,6.84,6.89 2021-08-18,7.03,6.88,7.0 2021-08-19,7.12,7.0,7.05 2021-08-20,7.29,7.07,7.11 2021-08-23,7.23,7.16,7.28 2021-08-24,7.39,7.23,7.25 2021-08-25,7.42,7.38,7.44 2021-08-26,7.51,7.32,7.42 2021-08-27,7.37,7.35,7.51 2021-08-30,7.52,7.32,7.43 2021-08-31,7.5,7.48,7.51 2021-09-01,7.54,7.41,7.5 2021-09-02,7.48,7.38,7.57 2021-09-03,7.48,7.41,7.46 2021-09-06,7.46,7.36,7.48 2021-09-07,7.59,7.41,7.44 2021-09-08,7.64,7.55,7.67 2021-09-09,7.88,7.6,7.6 2021-09-10,7.67,7.64,7.88 2021-09-13,7.74,7.5,7.61 2021-09-14,7.43,7.4,7.82 2021-09-15,7.35,7.28,7.42 2021-09-16,7.4,7.31,7.35 2021-09-17,7.36,7.26,7.41 2021-09-22,7.71,7.26,7.3 2021-09-23,7.88,7.7,7.81 2021-09-24,7.7,7.61,7.84 2021-09-27,7.53,7.48,7.78 2021-09-28,7.64,7.4,7.44 2021-09-29,7.51,7.47,7.59 2021-09-30,7.53,7.46,7.52 2021-10-08,7.59,7.43,7.62 2021-10-11,7.76,7.54,7.56 2021-10-12,7.48,7.44,7.75 2021-10-13,7.48,7.3,7.45 2021-10-14,7.32,7.29,7.48 2021-10-15,7.2,7.16,7.35 2021-10-18,7.24,7.16,7.21 2021-10-19,7.32,7.23,7.24 2021-10-20,7.22,7.14,7.3 2021-10-21,7.29,7.2,7.23 2021-10-22,7.2,7.2,7.3 2021-10-25,7.12,7.07,7.18 2021-10-26,7.19,7.08,7.18 2021-10-27,6.93,6.86,7.16 2021-10-28,7.04,6.93,6.94 2021-10-29,6.98,6.93,7.03 2021-11-01,6.87,6.82,6.98 2021-11-02,6.82,6.77,6.95 2021-11-03,6.8,6.76,6.78 2021-11-04,6.75,6.72,6.81 2021-11-05,6.69,6.66,6.75 2021-11-08,6.74,6.7,6.71 2021-11-09,6.79,6.74,6.78 2021-11-10,6.85,6.74,6.79 2021-11-11,6.87,6.82,6.86 2021-11-12,7.04,6.85,6.88 2021-11-15,7.18,7.03,7.05 2021-11-16,7.12,7.09,7.14 2021-11-17,7.15,7.08,7.13 2021-11-18,7.08,7.06,7.15 2021-11-19,7.14,7.05,7.08 2021-11-22,7.11,7.09,7.12 2021-11-23,7.21,7.08,7.12 2021-11-24,7.18,7.12,7.21 2021-11-25,7.16,7.12,7.18 2021-11-26,7.14,7.09,7.17 2021-11-29,7.19,7.08,7.19 2021-11-30,7.38,7.21,7.22 2021-12-01,7.5,7.36,7.36 2021-12-02,7.51,7.44,7.49 2021-12-03,7.61,7.44,7.62 2021-12-06,7.58,7.55,7.62 2021-12-07,7.81,7.6,7.62 2021-12-08,7.7,7.61,7.74 2021-12-09,7.75,7.66,7.7 2021-12-10,7.31,7.31,7.69 2021-12-13,7.31,7.22,7.45 2021-12-14,7.33,7.23,7.24 2021-12-15,7.39,7.32,7.33 2021-12-16,7.48,7.32,7.4 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2022-02-17,8.52,8.5,8.76 2022-02-18,8.64,8.44,8.5 2022-02-21,8.59,8.53,8.67 2022-02-22,8.52,8.41,8.58 2022-02-23,8.42,8.38,8.54 2022-02-24,8.11,8.03,8.38 2022-02-25,8.05,8.0,8.1 2022-02-28,8.0,7.92,8.03 2022-03-01,7.95,7.82,8.04 2022-03-02,8.05,7.84,7.9 2022-03-03,8.15,8.05,8.11 2022-03-04,8.2,8.07,8.18 2022-03-07,8.09,8.04,8.16 2022-03-08,7.82,7.78,8.09 2022-03-09,7.58,7.36,7.82 2022-03-10,7.65,7.59,7.7 2022-03-11,7.66,7.4,7.61 2022-03-14,7.6,7.56,7.6 2022-03-15,7.11,7.07,7.57 2022-03-16,7.63,7.07,7.2 2022-03-17,7.42,7.42,7.67 2022-03-18,7.48,7.33,7.38 ","date,5日,20日,60日 2021-06-15,7.874,7.945,7.820166666666666 2021-06-16,7.845999999999999,7.917999999999999,7.8245 2021-06-17,7.808,7.8935,7.829 2021-06-18,7.724000000000001,7.858500000000001,7.827166666666667 2021-06-21,7.65,7.830000000000001,7.827500000000001 2021-06-22,7.645999999999999,7.8145,7.832 2021-06-23,7.648000000000001,7.7989999999999995,7.834333333333333 2021-06-24,7.651999999999999,7.779999999999999,7.836666666666667 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2021-07-23,7.436,7.284000000000001,7.694166666666667 2021-07-26,7.37,7.271000000000001,7.689166666666667 2021-07-27,7.3,7.2620000000000005,7.6866666666666665 2021-07-28,7.266,7.267,7.682666666666666 2021-07-29,7.208,7.2645,7.672166666666667 2021-07-30,7.12,7.245,7.652666666666667 2021-08-02,7.045999999999999,7.225499999999999,7.6315 2021-08-03,6.996,7.2090000000000005,7.608833333333334 2021-08-04,6.896000000000001,7.1934999999999985,7.585166666666667 2021-08-05,6.818,7.1705,7.5585 2021-08-06,6.788000000000001,7.1435,7.5315 2021-08-09,6.795999999999999,7.1274999999999995,7.507333333333333 2021-08-10,6.781999999999999,7.1075,7.4835 2021-08-11,6.776000000000001,7.090000000000001,7.458666666666668 2021-08-12,6.789999999999999,7.0675,7.436333333333334 2021-08-13,6.82,7.0409999999999995,7.414 2021-08-16,6.824,7.009,7.393666666666666 2021-08-17,6.864,6.985499999999999,7.374833333333333 2021-08-18,6.912000000000001,6.9625,7.357666666666668 2021-08-19,6.973999999999999,6.9475,7.3420000000000005 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2021-10-22,7.2540000000000004,7.468000000000001,7.3036666666666665 2021-10-25,7.2299999999999995,7.453999999999999,7.298666666666667 2021-10-26,7.203999999999999,7.4455,7.297166666666667 2021-10-27,7.145999999999999,7.406499999999999,7.293 2021-10-28,7.096000000000001,7.364500000000001,7.2915 2021-10-29,7.052000000000001,7.3285,7.285833333333333 2021-11-01,7.002,7.2955,7.281499999999999 2021-11-02,6.928,7.2545,7.281166666666666 2021-11-03,6.901999999999999,7.219000000000001,7.281000000000001 2021-11-04,6.843999999999999,7.1800000000000015,7.278833333333333 2021-11-05,6.786,7.135000000000001,7.276666666666666 2021-11-08,6.76,7.0840000000000005,7.276666666666666 2021-11-09,6.754,7.0495,7.278333333333333 2021-11-10,6.764,7.018000000000001,7.278333333333333 2021-11-11,6.788000000000001,6.995500000000002,7.279333333333333 2021-11-12,6.858,6.9875,7.2835 2021-11-15,6.946,6.9845,7.289666666666666 2021-11-16,7.0120000000000005,6.974500000000001,7.294333333333333 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2022-02-14,8.774,8.227,7.7325 2022-02-15,8.778,8.2655,7.756833333333333 2022-02-16,8.738,8.312,7.7843333333333335 2022-02-17,8.661999999999999,8.3425,7.807166666666666 2022-02-18,8.618,8.379,7.833166666666667 2022-02-21,8.632,8.4165,7.857333333333333 2022-02-22,8.608,8.434999999999999,7.880833333333333 2022-02-23,8.538,8.447,7.901 2022-02-24,8.456,8.439,7.916499999999999 2022-02-25,8.338,8.4335,7.931333333333333 2022-02-28,8.219999999999999,8.4265,7.945666666666667 2022-03-01,8.106,8.4225,7.958333333333332 2022-03-02,8.032,8.42,7.969499999999999 2022-03-03,8.040000000000001,8.4315,7.980333333333333 2022-03-04,8.07,8.442499999999999,7.991833333333333 2022-03-07,8.088000000000001,8.428500000000001,7.999833333333332 2022-03-08,8.062000000000001,8.3885,8.003833333333333 2022-03-09,7.968000000000001,8.318999999999999,8.0 2022-03-10,7.867999999999999,8.256499999999999,7.9991666666666665 2022-03-11,7.760000000000001,8.196499999999999,7.9976666666666665 2022-03-14,7.662000000000001,8.150500000000001,8.0025 2022-03-15,7.5200000000000005,8.074,7.9991666666666665 2022-03-16,7.529999999999999,8.017,8.004166666666666 2022-03-17,7.484,7.962000000000001,8.004666666666667 2022-03-18,7.447999999999999,7.904000000000001,8.004666666666667 " 1550,CN,technical,"紫金矿业2023年06月27日至2024年06月22日, 对于5、10、20日加权移动平均线,多头排列的天数占比?(单位:%)(权重取 1, 2, ..., n)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。",44.5833,hard,moving average,WMA_n = \sum_{i=0}^{n-1} (n-i) * P_{t-i} / \sum_{j=1}^{n} j,"date,close,low,high,open 2023-05-29,10.8,10.71,10.88,10.82 2023-05-30,10.71,10.61,10.87,10.79 2023-05-31,10.69,10.61,10.87,10.75 2023-06-01,11.05,10.68,11.23,10.73 2023-06-02,11.59,11.17,11.62,11.17 2023-06-05,11.28,11.14,11.41,11.41 2023-06-06,11.39,11.34,11.65,11.38 2023-06-07,11.4,11.36,11.6,11.46 2023-06-08,11.52,11.16,11.57,11.28 2023-06-09,11.71,11.52,11.88,11.69 2023-06-12,11.55,11.38,11.62,11.59 2023-06-13,11.6,11.42,11.62,11.49 2023-06-14,11.88,11.7,12.0,11.7 2023-06-15,11.8,11.42,11.84,11.68 2023-06-16,12.03,11.84,12.28,11.85 2023-06-19,11.81,11.71,12.08,12.03 2023-06-20,11.76,11.59,11.86,11.79 2023-06-21,11.57,11.54,11.85,11.6 2023-06-26,11.49,11.43,11.65,11.52 2023-06-27,11.69,11.28,11.73,11.45 2023-06-28,11.66,11.52,11.73,11.59 2023-06-29,11.35,11.33,11.66,11.61 2023-06-30,11.37,11.25,11.52,11.39 2023-07-03,11.93,11.49,12.03,11.5 2023-07-04,11.8,11.74,12.0,11.97 2023-07-05,11.8,11.73,11.9,11.78 2023-07-06,11.61,11.52,11.75,11.71 2023-07-07,11.55,11.28,11.72,11.51 2023-07-10,11.54,11.48,11.76,11.58 2023-07-11,11.84,11.68,11.95,11.71 2023-07-12,11.95,11.77,12.05,11.83 2023-07-13,12.52,12.38,12.76,12.38 2023-07-14,12.58,12.56,12.8,12.75 2023-07-17,12.34,12.3,12.5,12.48 2023-07-18,12.4,12.26,12.53,12.34 2023-07-19,12.59,12.45,12.66,12.56 2023-07-20,12.61,12.52,12.8,12.54 2023-07-21,12.53,12.49,12.68,12.55 2023-07-24,12.43,12.38,12.62,12.41 2023-07-25,12.94,12.64,13.1,12.64 2023-07-26,13.07,12.88,13.08,12.96 2023-07-27,12.88,12.83,13.1,13.07 2023-07-28,12.79,12.55,12.84,12.66 2023-07-31,13.01,12.95,13.18,12.99 2023-08-01,13.05,13.0,13.44,13.27 2023-08-02,12.86,12.77,12.96,12.82 2023-08-03,12.74,12.6,12.8,12.75 2023-08-04,12.85,12.78,12.99,12.86 2023-08-07,12.85,12.73,12.88,12.78 2023-08-08,13.03,12.74,13.13,12.85 2023-08-09,12.87,12.74,12.98,12.9 2023-08-10,12.73,12.69,12.88,12.8 2023-08-11,12.5,12.44,12.83,12.75 2023-08-14,12.32,12.15,12.42,12.39 2023-08-15,12.32,12.16,12.43,12.34 2023-08-16,12.19,12.08,12.25,12.18 2023-08-17,12.29,11.84,12.34,12.06 2023-08-18,12.08,12.05,12.43,12.29 2023-08-21,11.98,11.98,12.18,12.08 2023-08-22,12.41,12.08,12.48,12.08 2023-08-23,12.17,12.12,12.49,12.45 2023-08-24,12.49,12.35,12.65,12.45 2023-08-25,12.3,12.15,12.45,12.4 2023-08-28,12.14,12.06,12.97,12.92 2023-08-29,12.08,12.04,12.37,12.11 2023-08-30,12.45,12.22,12.54,12.25 2023-08-31,12.36,12.34,12.6,12.49 2023-09-01,12.8,12.37,12.9,12.39 2023-09-04,13.2,12.95,13.5,12.95 2023-09-05,13.15,12.97,13.21,13.1 2023-09-06,13.06,12.93,13.18,13.02 2023-09-07,13.01,12.9,13.11,12.94 2023-09-08,12.88,12.81,13.1,13.01 2023-09-11,13.0,12.82,13.15,12.88 2023-09-12,12.84,12.8,13.09,13.01 2023-09-13,12.84,12.76,12.98,12.78 2023-09-14,12.98,12.84,13.1,12.9 2023-09-15,13.15,13.06,13.42,13.19 2023-09-18,13.07,12.89,13.08,13.08 2023-09-19,13.17,12.98,13.25,13.0 2023-09-20,13.25,13.04,13.28,13.1 2023-09-21,13.09,12.98,13.2,13.1 2023-09-22,12.93,12.68,12.98,12.95 2023-09-25,12.76,12.74,12.99,12.88 2023-09-26,12.65,12.49,12.75,12.69 2023-09-27,12.41,12.38,12.68,12.65 2023-09-28,12.13,12.06,12.52,12.41 2023-10-09,12.2,11.74,12.25,11.91 2023-10-10,12.22,12.2,12.42,12.28 2023-10-11,12.13,11.99,12.31,12.3 2023-10-12,12.29,12.18,12.36,12.27 2023-10-13,12.02,12.0,12.15,12.13 2023-10-16,12.14,12.1,12.28,12.25 2023-10-17,12.06,11.98,12.14,12.12 2023-10-18,11.98,11.96,12.13,12.09 2023-10-19,11.77,11.75,11.98,11.95 2023-10-20,11.65,11.59,11.93,11.82 2023-10-23,11.45,11.33,11.66,11.58 2023-10-24,11.75,11.53,11.83,11.54 2023-10-25,12.08,12.04,12.31,12.04 2023-10-26,12.08,11.88,12.11,12.0 2023-10-27,12.01,11.95,12.16,11.98 2023-10-30,12.42,12.19,12.68,12.2 2023-10-31,12.44,12.28,12.46,12.4 2023-11-01,12.2,12.14,12.35,12.32 2023-11-02,12.21,12.2,12.48,12.35 2023-11-03,12.17,12.1,12.3,12.22 2023-11-06,11.93,11.87,12.2,12.18 2023-11-07,12.01,11.72,12.03,11.88 2023-11-08,11.82,11.72,11.95,11.88 2023-11-09,11.88,11.7,11.9,11.7 2023-11-10,11.78,11.72,11.86,11.83 2023-11-13,11.9,11.73,11.93,11.79 2023-11-14,11.86,11.81,11.98,11.95 2023-11-15,12.0,11.93,12.23,12.23 2023-11-16,11.97,11.85,12.03,11.97 2023-11-17,11.97,11.87,12.02,11.98 2023-11-20,11.86,11.77,11.97,11.96 2023-11-21,12.14,11.91,12.21,11.96 2023-11-22,11.95,11.92,12.14,12.14 2023-11-23,11.99,11.82,12.0,11.94 2023-11-24,11.85,11.84,11.99,11.97 2023-11-27,11.87,11.73,12.03,11.86 2023-11-28,11.89,11.71,11.9,11.86 2023-11-29,12.15,12.08,12.2,12.09 2023-11-30,12.18,12.07,12.27,12.14 2023-12-01,12.04,11.96,12.2,12.15 2023-12-04,12.4,12.38,12.69,12.45 2023-12-05,11.95,11.92,12.16,12.12 2023-12-06,12.0,11.75,12.08,11.84 2023-12-07,11.8,11.75,11.92,11.9 2023-12-08,11.67,11.65,11.83,11.81 2023-12-11,11.67,11.38,11.73,11.59 2023-12-12,11.62,11.46,11.63,11.57 2023-12-13,11.44,11.44,11.61,11.54 2023-12-14,11.48,11.46,11.83,11.8 2023-12-15,11.7,11.6,11.97,11.6 2023-12-18,11.78,11.58,11.85,11.64 2023-12-19,11.8,11.65,11.84,11.76 2023-12-20,12.02,11.86,12.12,11.92 2023-12-21,12.07,11.89,12.09,11.94 2023-12-22,12.14,11.99,12.18,12.15 2023-12-25,12.22,12.01,12.24,12.03 2023-12-26,12.18,12.15,12.28,12.2 2023-12-27,12.4,12.19,12.42,12.23 2023-12-28,12.35,12.31,12.67,12.49 2023-12-29,12.46,12.27,12.48,12.27 2024-01-02,12.49,12.39,12.66,12.41 2024-01-03,12.53,12.39,12.59,12.43 2024-01-04,12.51,12.39,12.52,12.43 2024-01-05,12.47,12.37,12.68,12.46 2024-01-08,12.3,12.27,12.53,12.46 2024-01-09,12.43,12.28,12.45,12.31 2024-01-10,12.28,12.28,12.44,12.33 2024-01-11,12.14,12.09,12.32,12.31 2024-01-12,12.2,12.05,12.26,12.07 2024-01-15,12.12,12.05,12.26,12.17 2024-01-16,12.19,12.06,12.27,12.06 2024-01-17,11.7,11.7,12.13,12.09 2024-01-18,11.84,11.4,11.94,11.66 2024-01-19,11.92,11.65,11.97,11.78 2024-01-22,11.68,11.55,11.94,11.88 2024-01-23,11.54,11.21,11.68,11.61 2024-01-24,11.72,11.43,11.75,11.62 2024-01-25,12.05,11.79,12.05,11.82 2024-01-26,12.22,11.98,12.28,12.1 2024-01-29,12.24,12.2,12.35,12.23 2024-01-30,12.18,12.06,12.3,12.18 2024-01-31,12.04,12.03,12.23,12.12 2024-02-01,12.13,11.9,12.27,12.0 2024-02-02,12.03,11.88,12.34,12.2 2024-02-05,12.16,11.96,12.28,12.07 2024-02-06,12.19,12.04,12.38,12.13 2024-02-07,12.25,12.04,12.3,12.19 2024-02-08,12.5,12.22,12.52,12.24 2024-02-19,12.85,12.4,12.86,12.51 2024-02-20,13.1,12.72,13.18,12.8 2024-02-21,13.05,13.01,13.29,13.06 2024-02-22,13.26,13.02,13.28,13.09 2024-02-23,13.5,13.2,13.68,13.25 2024-02-26,13.15,13.09,13.61,13.51 2024-02-27,13.16,13.0,13.27,13.06 2024-02-28,13.01,12.97,13.17,13.16 2024-02-29,13.11,12.96,13.2,13.02 2024-03-01,13.25,13.0,13.36,13.06 2024-03-04,13.46,13.36,13.62,13.46 2024-03-05,13.85,13.59,13.97,13.6 2024-03-06,14.2,13.84,14.36,13.85 2024-03-07,14.73,14.27,14.96,14.38 2024-03-08,14.89,14.53,14.93,14.9 2024-03-11,14.86,14.62,15.05,15.0 2024-03-12,14.36,14.28,14.82,14.75 2024-03-13,14.69,14.18,14.76,14.25 2024-03-14,15.39,15.25,15.78,15.25 2024-03-15,15.96,15.3,16.12,15.32 2024-03-18,15.78,15.58,16.16,15.97 2024-03-19,15.53,15.5,15.93,15.7 2024-03-20,15.51,15.2,15.61,15.35 2024-03-21,15.62,15.6,16.13,15.91 2024-03-22,15.39,15.17,15.52,15.39 2024-03-25,15.74,15.31,15.86,15.38 2024-03-26,15.53,15.33,15.82,15.77 2024-03-27,15.72,15.44,15.89,15.46 2024-03-28,16.1,15.53,16.18,15.65 2024-03-29,16.82,16.3,16.87,16.4 2024-04-01,16.87,16.69,17.39,17.24 2024-04-02,16.95,16.76,17.15,16.95 2024-04-03,17.51,16.98,17.65,17.19 2024-04-08,17.3,17.23,18.17,17.65 2024-04-09,17.01,16.93,17.4,17.22 2024-04-10,17.99,17.14,18.15,17.14 2024-04-11,17.99,17.49,18.52,17.52 2024-04-12,18.39,17.98,18.58,18.48 2024-04-15,18.46,17.78,18.56,17.8 2024-04-16,17.94,17.89,18.63,18.46 2024-04-17,18.08,17.58,18.15,17.91 2024-04-18,18.47,17.86,18.54,17.91 2024-04-19,18.63,18.4,19.33,18.56 2024-04-22,17.8,17.75,19.0,18.87 2024-04-23,17.04,17.0,17.65,17.41 2024-04-24,17.54,17.04,17.59,17.04 2024-04-25,17.4,17.09,17.56,17.33 2024-04-26,18.27,17.41,18.37,17.58 2024-04-29,17.66,17.39,18.13,18.13 2024-04-30,17.61,17.55,18.06,17.92 2024-05-06,17.52,16.82,17.56,17.32 2024-05-07,17.45,17.39,17.9,17.62 2024-05-08,17.45,17.01,17.68,17.3 2024-05-09,17.71,17.28,17.91,17.28 2024-05-10,18.24,17.78,18.28,18.1 2024-05-13,18.18,17.83,18.34,18.0 2024-05-14,18.49,18.25,18.72,18.35 2024-05-15,18.3,18.26,18.85,18.54 2024-05-16,18.27,18.21,18.89,18.63 2024-05-17,18.78,18.0,18.78,18.37 2024-05-20,19.47,19.09,19.79,19.43 2024-05-21,18.65,18.56,19.58,19.41 2024-05-22,18.43,18.33,18.78,18.65 2024-05-23,17.84,17.36,18.01,17.56 2024-05-24,17.82,17.59,18.03,17.6 2024-05-27,18.2,17.76,18.36,17.77 2024-05-28,18.05,18.01,18.48,18.38 2024-05-29,18.45,17.97,18.58,18.08 2024-05-30,17.64,17.55,18.37,18.3 2024-05-31,17.41,17.2,17.72,17.63 2024-06-03,17.33,17.17,17.63,17.29 2024-06-04,17.42,17.18,17.7,17.45 2024-06-05,17.05,16.75,17.2,17.0 2024-06-06,17.59,17.33,17.79,17.35 2024-06-07,17.76,17.31,17.88,17.82 2024-06-11,17.0,16.78,17.22,17.11 2024-06-12,17.21,16.86,17.27,16.89 2024-06-13,16.81,16.51,17.22,17.14 2024-06-14,17.09,16.55,17.17,16.6 2024-06-17,17.04,16.76,17.17,16.99 2024-06-18,16.92,16.38,17.08,16.61 2024-06-19,17.32,16.88,17.5,16.92 2024-06-20,17.56,17.37,17.86,17.41 2024-06-21,17.32,17.24,17.87,17.78 ","date,5日,10日,20日 2023-06-27,11.629999999999999,11.705272727272726,11.625809523809526 2023-06-28,11.628666666666668,11.694727272727274,11.644285714285713 2023-06-29,11.533999999999999,11.62581818181818,11.62914285714286 2023-06-30,11.473333333333333,11.565090909090907,11.612857142857145 2023-07-03,11.612666666666666,11.615454545454545,11.646666666666665 2023-07-04,11.679333333333334,11.639818181818184,11.663904761904762 2023-07-05,11.738666666666665,11.668363636363637,11.680142857142856 2023-07-06,11.725333333333333,11.662545454545455,11.675809523809521 2023-07-07,11.674666666666667,11.648545454545454,11.664714285714286 2023-07-10,11.608666666666666,11.63309090909091,11.65195238095238 2023-07-11,11.668666666666667,11.671272727272726,11.667666666666667 2023-07-12,11.762666666666666,11.726727272727274,11.693238095238096 2023-07-13,12.036666666666665,11.880545454545455,11.771190476190478 2023-07-14,12.27,12.024,11.85047619047619 2023-07-17,12.354666666666667,12.10181818181818,11.90357142857143 2023-07-18,12.405999999999999,12.183090909090907,11.959809523809524 2023-07-19,12.483333333333333,12.287999999999998,12.032380952380953 2023-07-20,12.524666666666667,12.382181818181818,12.103142857142856 2023-07-21,12.533333333333333,12.443636363636362,12.162238095238097 2023-07-24,12.512,12.469090909090909,12.207238095238095 2023-07-25,12.654666666666666,12.571090909090909,12.296333333333333 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2024-06-13,17.133333333333333,17.240545454545455,17.551190476190477 2024-06-14,17.072,17.198363636363634,17.47795238095238 2024-06-17,17.02733333333333,17.157090909090908,17.405571428571427 2024-06-18,16.990666666666666,17.100727272727273,17.33004761904762 2024-06-19,17.092666666666666,17.12454545454546,17.304761904761904 2024-06-20,17.267333333333333,17.193818181818184,17.308666666666664 2024-06-21,17.311999999999998,17.210181818181816,17.293857142857142 " 1551,CN,technical,"金山办公从2021年02月07日到2021年06月18日,5、10、20日加权移动平均线呈空头排列的天数比例是多少?(单位:%)(权重取 1, 2, ..., n)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。",37.6471,hard,moving average,WMA_n = \sum_{i=0}^{n-1} (n-i) * P_{t-i} / \sum_{j=1}^{n} j,"date,close,low,high,open 2021-01-12,406.5,394.97,410.0,399.5 2021-01-13,394.01,384.75,406.0,405.58 2021-01-14,401.2,386.9,420.0,390.0 2021-01-15,414.96,393.0,417.79,397.98 2021-01-18,460.0,408.3,478.8,415.3 2021-01-19,428.55,424.0,454.6,451.5 2021-01-20,460.8,428.62,464.0,434.99 2021-01-21,469.1,450.55,474.4,460.8 2021-01-22,491.77,447.0,493.0,461.33 2021-01-25,485.0,480.95,521.0,490.0 2021-01-26,450.35,450.1,484.5,484.5 2021-01-27,433.99,428.3,459.0,454.89 2021-01-28,412.0,406.0,435.0,428.0 2021-01-29,415.0,412.01,432.17,420.99 2021-02-01,414.0,411.1,429.0,416.0 2021-02-02,420.6,411.0,424.99,411.1 2021-02-03,446.49,419.0,458.88,420.0 2021-02-04,419.65,415.0,440.0,439.0 2021-02-05,420.96,415.0,430.0,423.0 2021-02-08,408.0,393.0,420.0,420.0 2021-02-09,424.0,400.01,428.0,408.0 2021-02-10,422.22,407.0,432.2,419.91 2021-02-18,408.16,407.5,433.0,427.0 2021-02-19,399.01,387.76,407.0,407.0 2021-02-22,374.0,374.0,400.5,397.0 2021-02-23,375.77,368.6,385.0,368.62 2021-02-24,355.9,350.0,385.09,381.0 2021-02-25,360.8,351.0,364.47,362.0 2021-02-26,336.0,335.05,354.0,354.0 2021-03-01,331.01,330.1,344.3,341.94 2021-03-02,333.3,329.06,342.9,334.98 2021-03-03,338.21,329.01,340.01,333.3 2021-03-04,320.11,318.9,336.99,336.92 2021-03-05,329.99,312.22,334.88,313.0 2021-03-08,308.39,306.59,334.87,331.17 2021-03-09,297.84,294.0,314.3,309.27 2021-03-10,309.0,301.0,313.13,305.0 2021-03-11,319.87,308.01,325.88,310.64 2021-03-12,329.7,317.91,335.2,320.9 2021-03-15,296.44,290.58,325.26,325.26 2021-03-16,298.8,286.5,305.0,297.71 2021-03-17,304.64,294.65,309.46,299.0 2021-03-18,306.62,303.0,318.9,307.5 2021-03-19,307.97,297.21,307.97,298.9 2021-03-22,302.86,301.66,310.71,305.5 2021-03-23,296.0,295.0,305.2,302.07 2021-03-24,306.08,295.0,311.88,295.5 2021-03-25,325.22,300.22,327.58,302.19 2021-03-26,338.0,324.8,339.36,325.0 2021-03-29,324.12,320.66,341.0,341.0 2021-03-30,329.95,321.0,334.53,321.6 2021-03-31,324.0,320.21,333.75,325.1 2021-04-01,331.02,320.0,335.2,324.99 2021-04-02,337.59,331.8,338.94,333.0 2021-04-06,329.36,325.7,340.54,337.59 2021-04-07,318.86,316.89,331.0,331.0 2021-04-08,325.89,316.06,327.0,319.0 2021-04-09,316.36,316.09,324.99,322.34 2021-04-12,300.6,297.17,319.79,315.0 2021-04-13,307.39,299.13,312.99,305.11 2021-04-14,306.6,303.17,313.99,307.48 2021-04-15,303.39,300.0,312.0,303.56 2021-04-16,305.11,300.11,311.11,306.77 2021-04-19,322.96,303.0,325.5,303.23 2021-04-20,322.0,318.0,327.45,318.0 2021-04-21,336.6,315.0,338.91,315.0 2021-04-22,328.01,319.32,334.33,334.15 2021-04-23,334.0,324.01,337.3,325.0 2021-04-26,320.26,320.0,338.28,333.01 2021-04-27,320.82,317.01,326.56,320.93 2021-04-28,334.39,315.6,335.0,319.73 2021-04-29,346.23,328.0,349.11,334.3 2021-04-30,380.0,359.0,385.0,373.0 2021-05-06,377.9,365.13,382.59,375.0 2021-05-07,356.5,356.46,383.77,373.06 2021-05-10,348.22,344.0,356.5,355.0 2021-05-11,345.1,338.22,349.86,342.5 2021-05-12,352.41,343.5,356.97,345.1 2021-05-13,341.57,336.94,350.0,346.31 2021-05-14,355.68,340.02,356.0,340.02 2021-05-17,373.61,353.5,376.0,356.0 2021-05-18,367.82,364.3,373.83,373.83 2021-05-19,381.21,364.05,391.29,365.0 2021-05-20,381.0,376.0,389.98,381.2 2021-05-21,375.76,367.0,390.0,386.3 2021-05-24,373.7,364.01,377.0,375.0 2021-05-25,397.0,373.7,398.87,373.7 2021-05-26,384.0,377.67,400.96,396.99 2021-05-27,387.35,377.0,394.85,380.58 2021-05-28,375.13,370.88,392.44,385.99 2021-05-31,392.0,377.0,392.0,377.63 2021-06-01,405.5,390.0,409.98,394.0 2021-06-02,395.49,393.2,406.99,405.5 2021-06-03,384.37,382.0,398.51,395.49 2021-06-04,379.9,376.1,389.58,380.52 2021-06-07,385.0,376.62,388.88,382.98 2021-06-08,394.0,381.15,399.9,386.12 2021-06-09,412.8,391.5,414.97,392.81 2021-06-10,409.77,403.01,422.0,410.2 2021-06-11,420.77,405.0,438.0,412.51 2021-06-15,417.8,414.54,435.3,424.3 2021-06-16,387.63,380.01,420.0,419.96 2021-06-17,392.86,382.98,393.88,388.33 2021-06-18,388.79,376.0,397.03,392.16 ","date,5日,10日,20日 2021-02-08,419.758,421.0763636363636,432.15804761904764 2021-02-09,420.04466666666667,421.05745454545456,431.3345714285714 2021-02-10,419.5113333333333,421.194,430.25823809523814 2021-02-18,415.90933333333334,418.9881818181818,427.7085238095238 2021-02-19,410.02333333333337,415.18854545454536,424.25423809523807 2021-02-22,397.264,407.1323636363636,418.494 2021-02-23,387.36133333333333,400.1252727272728,413.3118571428571 2021-02-24,374.0506666666667,390.3205454545455,406.48866666666663 2021-02-25,366.79466666666667,383.05381818181814,400.6316666666667 2021-02-26,354.4293333333333,372.348,392.92847619047615 2021-03-01,344.60133333333334,362.2796363636363,385.49180952380954 2021-03-02,338.4026666666667,354.0274545454546,379.0065238095238 2021-03-03,336.67199999999997,348.31709090909095,373.54623809523804 2021-03-04,330.08733333333333,340.8432727272727,366.8182380952381 2021-03-05,329.50866666666667,336.7667272727272,361.4687619047619 2021-03-08,322.1306666666667,330.01781818181826,354.46695238095236 2021-03-09,312.74399999999997,322.5436363636364,346.96328571428575 2021-03-10,309.4413333333333,318.51545454545453,341.1070476190476 2021-03-11,311.7093333333333,317.3163636363637,336.94076190476187 2021-03-12,317.27000000000004,318.6487272727273,334.1858095238095 2021-03-15,311.7633333333333,314.04836363636366,328.69780952380955 2021-03-16,307.84000000000003,310.5056363636363,323.9658095238096 2021-03-17,305.7993333333333,308.652,320.38619047619045 2021-03-18,304.7093333333333,307.76872727272723,317.5550476190475 2021-03-19,304.9526666666667,307.3761818181818,315.3359999999999 2021-03-22,304.9413333333334,306.45490909090915,313.0638095238095 2021-03-23,302.2153333333333,304.38690909090906,310.4770476190476 2021-03-24,303.036,304.1850909090909,309.2301428571428 2021-03-25,310.14066666666673,307.5163636363636,310.04333333333335 2021-03-26,320.26533333333333,313.074,312.2430952380953 2021-03-29,323.7613333333333,315.9570909090909,313.1114285714285 2021-03-30,327.78333333333336,319.3969090909091,314.5678095238095 2021-03-31,327.5586666666667,321.1885454545454,315.4734761904762 2021-04-01,328.4793333333334,323.9045454545454,317.1153809523809 2021-04-02,331.20333333333326,327.3714545454545,319.3310476190476 2021-04-06,331.21133333333336,328.80345454545454,320.7267142857143 2021-04-07,327.37,327.8445454545455,321.0225238095239 2021-04-08,326.61133333333333,327.7481818181818,321.88776190476193 2021-04-09,322.55,325.558909090909,321.76495238095237 2021-04-12,314.2126666666667,320.66527272727274,320.1579047619048 2021-04-13,310.6046666666667,317.6861818181818,319.33609523809525 2021-04-14,308.19800000000004,314.8676363636364,318.38690476190476 2021-04-15,305.53866666666664,311.88999999999993,317.0948571428571 2021-04-16,304.9526666666667,309.5998181818182,315.9725714285714 2021-04-19,311.06666666666666,311.0261818181818,316.55747619047617 2021-04-20,315.37,312.544,316.9795714285714 2021-04-21,323.566,316.85018181818185,318.70099999999996 2021-04-22,326.8986666666667,319.272,319.411 2021-04-23,330.5866666666667,322.7443636363637,320.5870476190476 2021-04-26,327.76866666666666,323.3978181818182,320.41271428571434 2021-04-27,325.31733333333335,323.7956363636364,320.37619047619046 2021-04-28,327.46799999999996,326.41654545454537,321.6477619047619 2021-04-29,333.7126666666667,330.6849090909091,324.0258095238096 2021-04-30,349.9993333333333,340.3143636363637,329.51419047619055 2021-05-06,362.51933333333335,348.20036363636365,334.5693333333333 2021-05-07,364.06333333333333,351.1965454545454,337.39442857142853 2021-05-10,360.46866666666665,352.06,339.3017142857143 2021-05-11,354.91200000000003,352.14490909090904,340.77204761904767 2021-05-12,351.86733333333336,353.2481818181818,342.8470952380952 2021-05-13,347.04866666666663,352.04581818181816,343.71809523809526 2021-05-14,349.3553333333333,353.02145454545456,345.7378095238095 2021-05-17,357.6933333333334,356.6232727272727,349.2351904761905 2021-05-18,362.40866666666665,358.4592727272727,351.8620476190476 2021-05-19,370.0726666666667,362.3372727272727,355.4573333333333 2021-05-20,375.74666666666667,366.1550909090909,358.6702380952382 2021-05-21,377.04533333333336,368.96381818181817,361.1077142857143 2021-05-24,376.3186666666667,371.0478181818181,363.093 2021-05-25,383.35266666666666,376.90490909090903,367.12066666666664 2021-05-26,384.108,379.4547272727273,369.5817142857143 2021-05-27,385.794,382.0392727272727,372.12371428571436 2021-05-28,382.98333333333335,381.5696363636364,373.18242857142855 2021-05-31,385.83799999999997,383.81363636363636,375.5891904761905 2021-06-01,391.97266666666667,388.17781818181817,379.0073333333333 2021-06-02,394.204,390.03690909090915,381.1899047619047 2021-06-03,391.9626666666667,389.61454545454546,382.2396666666666 2021-06-04,388.43000000000006,388.3181818181818,382.8329047619048 2021-06-07,386.27933333333334,387.87381818181814,383.8004285714286 2021-06-08,387.5953333333334,388.8603636363636,385.4499523809524 2021-06-09,395.94466666666665,393.3196363636364,388.6570952380953 2021-06-10,402.13000000000005,396.70436363636367,391.2880952380952 2021-06-11,410.28866666666664,401.6814545454545,394.6419523809524 2021-06-15,414.73266666666666,405.2887272727273,397.403 2021-06-16,406.93333333333334,402.9414545454545,397.0802857142857 2021-06-17,401.302,401.86999999999995,397.1613333333333 2021-06-18,395.6433333333333,400.10636363636365,396.79928571428565 " 1552,CN,technical,"2021年05月06日-2021年06月26日,豪威集团的10、20、30日加权移动平均线处于多头排列的天数占比多少?(单位:%)(权重取 1, 2, ..., n)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。",22.2222,hard,moving average,WMA_n = \sum_{i=0}^{n-1} (n-i) * P_{t-i} / \sum_{j=1}^{n} j,"date,close,low,high,open 2021-03-22,255.55,246.31,258.0,258.0 2021-03-23,253.56,249.49,259.68,259.4 2021-03-24,245.7,245.7,253.0,251.85 2021-03-25,254.07,238.08,257.0,244.0 2021-03-26,257.91,254.0,260.98,257.23 2021-03-29,262.8,260.52,268.05,260.72 2021-03-30,259.17,258.9,267.4,262.11 2021-03-31,256.72,254.81,262.6,262.01 2021-04-01,273.3,256.36,277.48,259.0 2021-04-02,286.91,279.34,292.05,279.34 2021-04-06,286.1,280.6,291.66,291.0 2021-04-07,294.2,285.18,299.97,294.0 2021-04-08,297.47,287.33,305.88,290.0 2021-04-09,293.12,291.49,299.8,297.42 2021-04-12,289.74,286.51,302.03,294.0 2021-04-13,287.7,283.42,293.0,289.68 2021-04-14,282.85,275.1,286.7,283.0 2021-04-15,275.74,269.44,283.14,282.9 2021-04-16,279.79,276.41,284.0,281.0 2021-04-19,293.25,280.0,295.0,283.0 2021-04-20,292.01,290.56,298.85,292.11 2021-04-21,291.8,288.88,294.1,290.01 2021-04-22,295.2,287.02,296.49,292.9 2021-04-23,298.5,294.53,306.98,297.5 2021-04-26,291.26,291.26,306.66,302.0 2021-04-27,293.78,287.92,297.28,295.12 2021-04-28,298.96,292.24,301.5,296.87 2021-04-29,304.92,298.15,310.9,301.0 2021-04-30,302.51,299.08,308.88,303.0 2021-05-06,293.15,290.27,301.98,295.0 2021-05-07,264.26,264.0,296.0,293.0 2021-05-10,266.72,261.0,270.0,261.81 2021-05-11,270.95,250.72,271.38,259.6 2021-05-12,266.82,255.4,268.83,268.0 2021-05-13,264.8,258.66,266.76,259.01 2021-05-14,272.0,259.8,272.9,267.0 2021-05-17,274.84,269.83,280.88,269.83 2021-05-18,271.18,270.18,277.6,274.7 2021-05-19,277.18,266.7,277.18,269.0 2021-05-20,285.0,276.01,287.8,278.01 2021-05-21,284.07,282.55,287.98,286.08 2021-05-24,275.37,270.34,285.5,284.0 2021-05-25,295.15,275.52,297.39,278.16 2021-05-26,290.99,290.5,299.0,296.72 2021-05-27,293.0,287.08,298.33,292.68 2021-05-28,286.48,283.6,296.0,289.0 2021-05-31,300.99,288.5,300.99,289.02 2021-06-01,301.0,297.0,305.88,300.08 2021-06-02,298.0,294.0,304.0,303.77 2021-06-03,286.49,284.02,297.99,297.8 2021-06-04,286.3,280.52,292.0,285.0 2021-06-07,285.99,280.9,295.0,289.72 2021-06-08,279.0,277.08,287.77,287.1 2021-06-09,281.78,277.2,283.97,279.09 2021-06-10,285.17,279.57,286.22,281.39 2021-06-11,289.47,285.48,295.49,286.0 2021-06-15,301.0,286.8,302.88,288.86 2021-06-16,279.9,279.68,303.5,303.22 2021-06-17,296.35,277.7,301.0,279.9 2021-06-18,273.15,268.58,297.98,297.0 2021-06-21,265.96,260.3,275.99,268.5 2021-06-22,270.92,264.04,275.0,268.98 2021-06-23,292.99,272.77,297.0,273.0 2021-06-24,288.97,285.02,294.5,292.0 2021-06-25,296.6,289.93,299.49,291.54 ","date,10日,20日,30日 2021-05-06,297.4610909090909,293.9620476190476,289.74554838709673 2021-05-07,291.6521818181818,291.31038095238097,288.62739784946234 2021-05-10,286.7950909090909,288.997,287.64922580645157 2021-05-11,283.16309090909084,287.21733333333333,286.91565591397847 2021-05-12,279.2210909090909,285.1706190476191,285.8613333333334 2021-05-13,275.4878181818182,283.0567619047619,284.6492688172043 2021-05-14,273.5447272727273,281.747380952381,283.88690322580646 2021-05-17,272.514,280.7832380952381,283.28797849462364 2021-05-18,271.2563636363637,279.50866666666667,282.4192258064516 2021-05-19,271.70309090909086,278.8272380952381,281.90647311827956 2021-05-20,274.0321818181818,278.90299999999996,281.88989247311827 2021-05-21,276.34036363636363,278.9294761904762,281.8174193548387 2021-05-24,276.70654545454545,278.1651904761905,281.18802150537635 2021-05-25,280.51181818181817,279.3629523809524,281.87524731182793 2021-05-26,283.12072727272727,280.1647619047619,282.2990752688172 2021-05-27,285.65563636363635,281.19376190476186,282.8571612903226 2021-05-28,286.4923636363636,281.5935238095238,282.9875913978495 2021-05-31,289.704,283.40995238095246,284.0567741935484 2021-06-01,292.442,285.2176666666667,285.0875913978495 2021-06-02,294.09236363636364,286.7583333333333,285.87053763440855 2021-06-03,293.27145454545456,287.22428571428577,285.87174193548384 2021-06-04,292.38890909090907,287.70385714285715,285.8752258064516 2021-06-07,291.40945454545454,288.04895238095236,285.87098924731185 2021-06-08,288.966,287.6365714285714,285.4282795698925 2021-06-09,287.3216363636364,287.45061904761906,285.19976344086024 2021-06-10,286.4610909090909,287.51628571428574,285.2259139784946 2021-06-11,286.5247272727273,287.8944761904762,285.5425806451613 2021-06-15,288.6303636363636,289.2875714285714,286.6123870967742 2021-06-16,286.89945454545455,288.54657142857144,286.31651612903227 2021-06-17,288.54309090909095,289.3307142857143,287.13574193548385 2021-06-18,285.9985454545455,287.8140476190476,286.47144086021507 2021-06-21,282.3892727272728,285.6690476190476,285.3862795698925 2021-06-22,280.05163636363636,284.0826666666666,284.6174623655914 2021-06-23,282.00072727272726,284.61938095238094,285.26348387096783 2021-06-24,282.96454545454543,284.7835238095238,285.602752688172 2021-06-25,285.1849090909091,285.68395238095235,286.38664516129035 " 1553,CN,technical,"在2019年09月20日至2020年03月23日,招商轮船5、20、60日加权移动平均线空头排列的天数占总天数的百分比?(权重取 1, 2, ..., n)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。",15.8333,hard,moving average,WMA_n = \sum_{i=0}^{n-1} (n-i) * P_{t-i} / \sum_{j=1}^{n} j,"date,close,low,high,open 2019-06-28,4.36,4.28,4.4,4.4 2019-07-01,4.39,4.37,4.5,4.44 2019-07-02,4.35,4.32,4.43,4.43 2019-07-03,4.29,4.21,4.37,4.34 2019-07-04,4.34,4.27,4.41,4.27 2019-07-05,4.39,4.33,4.46,4.39 2019-07-08,4.25,4.16,4.36,4.36 2019-07-09,4.22,4.15,4.43,4.22 2019-07-10,4.14,4.08,4.21,4.17 2019-07-11,4.15,4.1,4.27,4.1 2019-07-12,4.15,4.12,4.2,4.14 2019-07-15,4.24,4.07,4.24,4.16 2019-07-16,4.24,4.19,4.26,4.22 2019-07-17,4.2,4.16,4.24,4.21 2019-07-18,4.14,4.12,4.2,4.18 2019-07-19,4.23,4.15,4.3,4.15 2019-07-22,4.16,4.11,4.25,4.21 2019-07-23,4.25,4.13,4.25,4.16 2019-07-24,4.2,4.16,4.31,4.27 2019-07-25,4.11,4.09,4.2,4.18 2019-07-26,4.24,4.09,4.28,4.11 2019-07-29,4.17,4.15,4.27,4.24 2019-07-30,4.17,4.17,4.25,4.17 2019-07-31,4.14,4.11,4.17,4.17 2019-08-01,4.12,4.1,4.14,4.12 2019-08-02,4.01,3.97,4.07,4.05 2019-08-05,4.02,3.97,4.04,4.0 2019-08-06,3.95,3.88,3.99,3.98 2019-08-07,3.93,3.9,3.98,3.97 2019-08-08,3.95,3.93,3.98,3.95 2019-08-09,3.93,3.9,4.01,3.96 2019-08-12,4.04,3.88,4.05,3.91 2019-08-13,4.02,3.97,4.07,4.02 2019-08-14,4.16,4.08,4.19,4.1 2019-08-15,4.19,4.08,4.21,4.1 2019-08-16,4.15,4.08,4.22,4.19 2019-08-19,4.3,4.2,4.32,4.23 2019-08-20,4.34,4.32,4.4,4.34 2019-08-21,4.6,4.32,4.75,4.32 2019-08-22,4.64,4.52,4.68,4.62 2019-08-23,4.7,4.61,4.72,4.63 2019-08-26,4.63,4.55,4.69,4.56 2019-08-27,4.75,4.66,4.8,4.66 2019-08-28,4.75,4.7,4.84,4.73 2019-08-29,4.7,4.68,4.76,4.75 2019-08-30,4.71,4.64,4.81,4.78 2019-09-02,4.72,4.64,4.74,4.67 2019-09-03,4.66,4.58,4.73,4.7 2019-09-04,4.77,4.62,4.77,4.65 2019-09-05,4.73,4.71,4.8,4.74 2019-09-06,4.7,4.6,4.75,4.74 2019-09-09,4.71,4.66,4.73,4.7 2019-09-10,4.67,4.66,4.73,4.73 2019-09-11,4.67,4.63,4.73,4.67 2019-09-12,4.73,4.62,4.74,4.66 2019-09-16,4.66,4.58,4.75,4.75 2019-09-17,4.93,4.67,5.06,4.67 2019-09-18,4.78,4.75,4.9,4.87 2019-09-19,4.71,4.66,4.8,4.77 2019-09-20,4.77,4.71,4.78,4.71 2019-09-23,4.83,4.69,4.88,4.72 2019-09-24,4.78,4.78,4.86,4.81 2019-09-25,4.96,4.78,4.98,4.78 2019-09-26,5.15,4.91,5.29,4.96 2019-09-27,4.79,4.76,5.26,5.22 2019-09-30,4.77,4.69,5.09,4.89 2019-10-08,5.1,5.01,5.25,5.25 2019-10-09,5.29,5.07,5.39,5.3 2019-10-10,5.82,5.42,5.82,5.56 2019-10-11,6.4,6.1,6.4,6.4 2019-10-14,7.04,6.84,7.04,7.04 2019-10-15,7.0,6.78,7.46,7.27 2019-10-16,6.59,6.43,7.28,6.74 2019-10-17,6.06,5.98,6.65,6.45 2019-10-18,5.95,5.86,6.17,6.06 2019-10-21,5.79,5.68,5.95,5.9 2019-10-22,5.83,5.69,5.85,5.79 2019-10-23,5.65,5.64,5.81,5.8 2019-10-24,5.65,5.65,5.84,5.77 2019-10-25,5.65,5.47,5.76,5.55 2019-10-28,5.58,5.48,5.62,5.52 2019-10-29,5.53,5.4,5.66,5.53 2019-10-30,5.36,5.36,5.56,5.46 2019-10-31,5.51,5.34,5.62,5.4 2019-11-01,5.49,5.4,5.51,5.45 2019-11-04,5.7,5.51,5.72,5.53 2019-11-05,5.68,5.61,5.73,5.7 2019-11-06,5.42,5.41,5.64,5.6 2019-11-07,5.37,5.26,5.41,5.38 2019-11-08,5.39,5.34,5.54,5.34 2019-11-11,5.46,5.35,5.58,5.36 2019-11-12,5.49,5.46,5.64,5.51 2019-11-13,5.6,5.54,5.68,5.59 2019-11-14,5.54,5.46,5.68,5.65 2019-11-15,5.9,5.56,5.98,5.58 2019-11-18,5.96,5.8,6.07,5.86 2019-11-19,5.95,5.86,6.02,5.9 2019-11-20,5.98,5.97,6.29,6.07 2019-11-21,6.3,6.08,6.35,6.18 2019-11-22,6.14,6.06,6.35,6.3 2019-11-25,6.48,6.22,6.55,6.24 2019-11-26,6.5,6.35,6.57,6.5 2019-11-27,6.24,6.15,6.52,6.41 2019-11-28,6.24,6.06,6.26,6.26 2019-11-29,5.94,5.88,6.21,6.18 2019-12-02,5.94,5.88,6.0,5.99 2019-12-03,5.87,5.75,5.97,5.96 2019-12-04,5.78,5.74,5.92,5.9 2019-12-05,5.97,5.78,5.97,5.82 2019-12-06,6.57,6.06,6.57,6.2 2019-12-09,6.78,6.45,6.99,6.54 2019-12-10,6.85,6.71,6.95,6.78 2019-12-11,6.89,6.82,7.19,6.91 2019-12-12,6.92,6.8,7.13,6.87 2019-12-13,6.76,6.66,7.07,7.04 2019-12-16,7.14,6.77,7.14,6.92 2019-12-17,7.06,6.97,7.27,7.09 2019-12-18,7.02,6.92,7.17,7.02 2019-12-19,7.49,7.03,7.72,7.17 2019-12-20,7.11,7.11,8.08,7.83 2019-12-23,7.04,6.98,7.44,7.16 2019-12-24,7.18,7.06,7.29,7.26 2019-12-25,7.23,7.11,7.43,7.18 2019-12-26,7.78,7.19,7.78,7.28 2019-12-27,7.64,7.57,7.96,7.79 2019-12-30,7.87,7.55,7.9,7.55 2019-12-31,8.26,7.93,8.34,7.96 2020-01-02,7.93,7.9,8.56,8.28 2020-01-03,7.96,7.73,8.1,8.06 2020-01-06,7.9,7.82,8.15,8.0 2020-01-07,7.63,7.54,7.88,7.8 2020-01-08,7.51,7.51,7.8,7.8 2020-01-09,7.6,7.47,7.7,7.52 2020-01-10,7.4,7.37,7.69,7.65 2020-01-13,7.31,7.14,7.36,7.24 2020-01-14,7.25,7.21,7.4,7.34 2020-01-15,7.14,7.04,7.24,7.21 2020-01-16,7.06,7.05,7.4,7.12 2020-01-17,6.91,6.9,7.17,7.06 2020-01-20,7.23,6.92,7.28,6.95 2020-01-21,6.81,6.78,7.26,7.18 2020-01-22,6.82,6.67,6.9,6.7 2020-01-23,6.31,6.23,6.76,6.7 2020-02-03,5.68,5.68,5.68,5.68 2020-02-04,5.23,5.11,5.3,5.11 2020-02-05,5.45,5.11,5.52,5.16 2020-02-06,5.47,5.36,5.57,5.45 2020-02-07,5.41,5.28,5.49,5.34 2020-02-10,5.57,5.35,5.63,5.36 2020-02-11,5.54,5.49,5.71,5.56 2020-02-12,5.62,5.47,5.62,5.56 2020-02-13,5.43,5.41,5.66,5.6 2020-02-14,5.45,5.4,5.56,5.45 2020-02-17,5.65,5.41,5.66,5.41 2020-02-18,5.78,5.63,5.88,5.69 2020-02-19,5.65,5.64,5.75,5.75 2020-02-20,5.89,5.66,5.89,5.66 2020-02-21,5.82,5.75,5.91,5.86 2020-02-24,5.49,5.4,5.7,5.7 2020-02-25,5.42,5.25,5.44,5.33 2020-02-26,5.41,5.29,5.49,5.32 2020-02-27,5.33,5.3,5.46,5.45 2020-02-28,5.06,5.03,5.26,5.25 2020-03-02,5.43,5.1,5.48,5.1 2020-03-03,5.4,5.35,5.64,5.52 2020-03-04,5.52,5.3,5.57,5.33 2020-03-05,5.7,5.49,5.77,5.57 2020-03-06,5.55,5.53,5.66,5.58 2020-03-09,6.11,5.9,6.11,6.11 2020-03-10,6.12,6.06,6.7,6.33 2020-03-11,6.73,6.3,6.73,6.4 2020-03-12,6.9,6.4,7.28,6.6 2020-03-13,6.67,6.61,7.23,6.61 2020-03-16,6.42,6.38,6.93,6.8 2020-03-17,6.71,6.24,6.78,6.5 2020-03-18,6.76,6.49,6.99,6.72 2020-03-19,6.34,6.13,6.9,6.75 2020-03-20,6.09,6.06,6.47,6.3 2020-03-23,5.48,5.48,5.95,5.88 ","date,5日,20日,60日 2019-09-20,4.77,4.733714285714286,4.4810874316939895 2019-09-23,4.79,4.743952380952381,4.496103825136612 2019-09-24,4.782,4.748809523809523,4.5092240437158475 2019-09-25,4.843999999999999,4.770095238095239,4.528032786885246 2019-09-26,4.957333333333334,4.808476190476191,4.552737704918033 2019-09-27,4.921333333333334,4.810666666666667,4.565169398907104 2019-09-30,4.8773333333333335,4.810523809523809,4.576699453551912 2019-10-08,4.947333333333334,4.841523809523809,4.598841530054646 2019-10-09,5.059333333333333,4.888809523809523,4.626748633879781 2019-10-10,5.325999999999999,4.9835714285714285,4.671448087431695 2019-10-11,5.741333333333333,5.128571428571429,4.734245901639344 2019-10-14,6.262666666666666,5.326571428571429,4.81679781420765 2019-10-15,6.6193333333333335,5.509619047619047,4.896459016393442 2019-10-16,6.712666666666667,5.642714285714286,4.961169398907104 2019-10-17,6.542666666666666,5.7161904761904765,5.007218579234972 2019-10-18,6.319999999999999,5.772571428571428,5.04864480874317 2019-10-21,6.074,5.807904761904762,5.083836065573769 2019-10-22,5.924666666666667,5.841666666666667,5.119486338797814 2019-10-23,5.793333333333334,5.854000000000001,5.1483224043715845 2019-10-24,5.724666666666667,5.8621904761904755,5.176393442622952 2019-10-25,5.683333333333334,5.865904761904762,5.203672131147542 2019-10-28,5.638666666666667,5.858761904761904,5.227814207650273 2019-10-29,5.591333333333334,5.843285714285714,5.2495846994535516 2019-10-30,5.507333333333333,5.80804761904762,5.26503825136612 2019-10-31,5.492666666666667,5.785190476190476,5.28475956284153 2019-11-01,5.480666666666667,5.7587142857142855,5.303076502732239 2019-11-04,5.549333333333334,5.748904761904762,5.327530054644808 2019-11-05,5.603333333333333,5.7327619047619045,5.350404371584698 2019-11-06,5.560666666666666,5.6890952380952395,5.36384699453552 2019-11-07,5.497333333333334,5.640047619047619,5.3748469945355195 2019-11-08,5.45,5.595047619047618,5.385715846994536 2019-11-11,5.432666666666666,5.56152380952381,5.398092896174863 2019-11-12,5.441333333333334,5.538380952380952,5.410617486338798 2019-11-13,5.499333333333334,5.532904761904763,5.425956284153005 2019-11-14,5.525333333333333,5.526428571428571,5.438464480874317 2019-11-15,5.659999999999999,5.556714285714286,5.462021857923498 2019-11-18,5.780666666666667,5.592952380952381,5.4866120218579235 2019-11-19,5.8646666666666665,5.627428571428571,5.50988524590164 2019-11-20,5.928,5.664190476190475,5.533240437158469 2019-11-21,6.072666666666667,5.729857142857143,5.5661912568306 2019-11-22,6.113333333333333,5.777190476190476,5.592967213114755 2019-11-25,6.251333333333334,5.854571428571429,5.630071038251366 2019-11-26,6.3613333333333335,5.929571428571429,5.666857923497269 2019-11-27,6.348,5.975190476190476,5.694098360655737 2019-11-28,6.317333333333334,6.016619047619048,5.720524590163935 2019-11-29,6.190666666666668,6.025999999999999,5.736300546448088 2019-12-02,6.077333333333334,6.033238095238095,5.751398907103825 2019-12-03,5.9766666666666675,6.0326666666666675,5.76353005464481 2019-12-04,5.888000000000001,6.022619047619048,5.772081967213115 2019-12-05,5.893333333333333,6.028952380952382,5.7862513661202195 2019-12-06,6.116666666666666,6.089571428571429,5.819437158469946 2019-12-09,6.368,6.164571428571429,5.858502732240436 2019-12-10,6.586666666666667,6.2399523809523805,5.898726775956284 2019-12-11,6.753333333333332,6.312666666666667,5.939092896174862 2019-12-12,6.856,6.382095238095238,5.979229508196721 2019-12-13,6.842,6.429714285714286,6.012890710382516 2019-12-16,6.941999999999999,6.509428571428572,6.057901639344263 2019-12-17,6.991333333333333,6.575904761904762,6.098934426229508 2019-12-18,7.013333333333333,6.633285714285713,6.137491803278689 2019-12-19,7.183333333333334,6.73047619047619,6.190234972677596 2019-12-20,7.188666666666667,6.785809523809523,6.229 2019-12-23,7.147333333333333,6.829857142857142,6.264191256830601 2019-12-24,7.159333333333333,6.8845714285714275,6.302765027322404 2019-12-25,7.180000000000001,6.940809523809524,6.341666666666668 2019-12-26,7.370000000000001,7.044714285714285,6.397360655737705 2019-12-27,7.494,7.12795238095238,6.447027322404371 2019-12-30,7.659333333333334,7.225000000000001,6.502677595628416 2019-12-31,7.899333333333333,7.35,6.569420765027324 2020-01-02,7.9573333333333345,7.432190476190476,6.623617486338796 2020-01-03,7.978666666666666,7.5070000000000014,6.677355191256831 2020-01-06,7.968,7.566619047619048,6.727956284153005 2020-01-07,7.85,7.594190476190475,6.76888524590164 2020-01-08,7.708,7.606285714285715,6.805557377049181 2020-01-09,7.646,7.623809523809523,6.844901639344263 2020-01-10,7.539333333333333,7.618904761904763,6.877136612021858 2020-01-13,7.4399999999999995,7.603142857142857,6.905688524590164 2020-01-14,7.36,7.579047619047619,6.931530054644809 2020-01-15,7.268666666666666,7.543952380952379,6.9529672131147535 2020-01-16,7.175333333333333,7.500857142857143,6.971065573770493 2020-01-17,7.068,7.443285714285714,6.983475409836066 2020-01-20,7.1,7.418952380952381,7.005688524590163 2020-01-21,6.997333333333333,7.354047619047617,7.013267759562842 2020-01-22,6.927333333333333,7.291190476190477,7.020502732240438 2020-01-23,6.708666666666667,7.18147619047619,7.010311475409836 2020-02-03,6.329999999999999,7.016142857142857,6.978945355191257 2020-02-04,5.883333333333334,6.81795238095238,6.932732240437158 2020-02-05,5.6433333333333335,6.652190476190476,6.8938743169398915 2020-02-06,5.500666666666666,6.4998571428571426,6.855808743169399 2020-02-07,5.428,6.355095238095238,6.815890710382515 2020-02-10,5.468666666666667,6.237571428571429,6.781224043715848 2020-02-11,5.506666666666667,6.128571428571427,6.7454644808743165 2020-02-12,5.550666666666666,6.038428571428573,6.712245901639345 2020-02-13,5.5200000000000005,5.939761904761904,6.67271038251366 2020-02-14,5.498666666666666,5.852904761904761,6.633863387978143 2020-02-17,5.541333333333333,5.795333333333334,6.6016557377049185 2020-02-18,5.622,5.75847619047619,6.573650273224044 2020-02-19,5.6433333333333335,5.716523809523809,6.541448087431694 2020-02-20,5.742666666666667,5.705047619047618,6.517284153005464 2020-02-21,5.787999999999999,5.692857142857144,6.490857923497269 2020-02-24,5.698666666666667,5.655142857142857,6.453699453551912 2020-02-25,5.596666666666667,5.61752380952381,6.414688524590163 2020-02-26,5.515333333333333,5.587571428571429,6.375743169398907 2020-02-27,5.423333333333333,5.556666666666666,6.334759562841531 2020-02-28,5.278666666666667,5.507142857142857,6.285562841530056 2020-03-02,5.308000000000001,5.498809523809523,6.24914207650273 2020-03-03,5.331333333333333,5.4888095238095245,6.212180327868852 2020-03-04,5.396,5.489428571428571,6.179448087431695 2020-03-05,5.513333333333334,5.506857142857143,6.15284699453552 2020-03-06,5.556,5.508904761904763,6.121420765027322 2020-03-09,5.752666666666666,5.563619047619048,6.10848087431694 2020-03-10,5.907333333333335,5.616714285714286,6.095792349726776 2020-03-11,6.217333333333333,5.725142857142858,6.1033497267759556 2020-03-12,6.503333333333333,5.8444761904761915,6.116508196721311 2020-03-13,6.632666666666667,5.934904761904763,6.122098360655738 2020-03-16,6.604,5.995714285714286,6.119612021857925 2020-03-17,6.651333333333333,6.080476190476191,6.126907103825138 2020-03-18,6.676,6.165571428571429,6.1358688524590175 2020-03-19,6.558666666666667,6.205380952380953,6.131267759562842 2020-03-20,6.395333333333334,6.2192380952380955,6.118863387978141 2020-03-23,6.067333333333334,6.1737142857142855,6.086967213114753 " 1554,CN,technical,"统计浙能电力在2022年11月24日到2023年03月15日的10、20、30日加权移动平均线空头排列的天数占比(%)。(权重取 1, 2, ..., n)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。",16.2162,hard,moving average,WMA_n = \sum_{i=0}^{n-1} (n-i) * P_{t-i} / \sum_{j=1}^{n} j,"date,close,low,high,open 2022-10-14,3.38,3.37,3.41,3.4 2022-10-17,3.4,3.31,3.41,3.38 2022-10-18,3.36,3.35,3.41,3.4 2022-10-19,3.3,3.28,3.35,3.35 2022-10-20,3.36,3.28,3.39,3.29 2022-10-21,3.35,3.34,3.4,3.34 2022-10-24,3.39,3.33,3.43,3.35 2022-10-25,3.4,3.35,3.43,3.38 2022-10-26,3.39,3.37,3.41,3.4 2022-10-27,3.34,3.32,3.4,3.4 2022-10-28,3.27,3.26,3.37,3.35 2022-10-31,3.34,3.27,3.34,3.27 2022-11-01,3.39,3.33,3.4,3.34 2022-11-02,3.38,3.35,3.39,3.39 2022-11-03,3.37,3.34,3.37,3.36 2022-11-04,3.4,3.36,3.41,3.37 2022-11-07,3.44,3.38,3.46,3.39 2022-11-08,3.45,3.4,3.46,3.44 2022-11-09,3.43,3.42,3.45,3.43 2022-11-10,3.44,3.39,3.47,3.43 2022-11-11,3.46,3.45,3.56,3.53 2022-11-14,3.41,3.4,3.47,3.46 2022-11-15,3.44,3.4,3.44,3.42 2022-11-16,3.46,3.43,3.5,3.44 2022-11-17,3.43,3.43,3.47,3.45 2022-11-18,3.47,3.43,3.5,3.45 2022-11-21,3.52,3.45,3.53,3.48 2022-11-22,3.51,3.49,3.54,3.52 2022-11-23,3.53,3.5,3.54,3.51 2022-11-24,3.58,3.52,3.6,3.53 2022-11-25,3.57,3.54,3.59,3.57 2022-11-28,3.57,3.51,3.59,3.54 2022-11-29,3.57,3.55,3.6,3.59 2022-11-30,3.53,3.51,3.59,3.56 2022-12-01,3.52,3.51,3.57,3.54 2022-12-02,3.49,3.48,3.53,3.51 2022-12-05,3.57,3.5,3.57,3.5 2022-12-06,3.49,3.48,3.57,3.57 2022-12-07,3.49,3.44,3.51,3.48 2022-12-08,3.46,3.45,3.49,3.49 2022-12-09,3.53,3.44,3.53,3.47 2022-12-12,3.36,3.34,3.51,3.5 2022-12-13,3.39,3.35,3.39,3.37 2022-12-14,3.36,3.35,3.39,3.39 2022-12-15,3.35,3.34,3.37,3.36 2022-12-16,3.37,3.34,3.4,3.34 2022-12-19,3.3,3.29,3.39,3.36 2022-12-20,3.32,3.28,3.33,3.3 2022-12-21,3.33,3.31,3.36,3.32 2022-12-22,3.29,3.28,3.35,3.33 2022-12-23,3.31,3.28,3.36,3.28 2022-12-26,3.3,3.26,3.32,3.31 2022-12-27,3.34,3.29,3.35,3.3 2022-12-28,3.4,3.31,3.43,3.32 2022-12-29,3.39,3.37,3.41,3.39 2022-12-30,3.49,3.38,3.52,3.39 2023-01-03,3.55,3.48,3.57,3.49 2023-01-04,3.55,3.52,3.63,3.55 2023-01-05,3.58,3.53,3.61,3.56 2023-01-06,3.58,3.55,3.61,3.58 2023-01-09,3.61,3.54,3.63,3.58 2023-01-10,3.54,3.53,3.61,3.61 2023-01-11,3.51,3.5,3.56,3.55 2023-01-12,3.52,3.48,3.53,3.52 2023-01-13,3.51,3.47,3.53,3.51 2023-01-16,3.51,3.48,3.53,3.51 2023-01-17,3.5,3.48,3.52,3.51 2023-01-18,3.49,3.47,3.51,3.5 2023-01-19,3.5,3.47,3.5,3.49 2023-01-20,3.6,3.49,3.63,3.49 2023-01-30,3.57,3.5,3.6,3.57 2023-01-31,3.54,3.52,3.57,3.55 2023-02-01,3.53,3.51,3.55,3.54 2023-02-02,3.6,3.5,3.62,3.52 2023-02-03,3.59,3.55,3.6,3.58 2023-02-06,3.59,3.56,3.6,3.58 2023-02-07,3.71,3.58,3.72,3.6 2023-02-08,3.67,3.64,3.75,3.7 2023-02-09,3.66,3.62,3.67,3.66 2023-02-10,3.74,3.64,3.75,3.65 2023-02-13,3.8,3.72,3.83,3.74 2023-02-14,3.79,3.76,3.83,3.79 2023-02-15,3.77,3.75,3.8,3.8 2023-02-16,3.7,3.67,3.8,3.76 2023-02-17,3.7,3.67,3.73,3.71 2023-02-20,3.74,3.67,3.77,3.69 2023-02-21,3.78,3.73,3.79,3.75 2023-02-22,3.74,3.72,3.8,3.79 2023-02-23,3.74,3.66,3.75,3.74 2023-02-24,3.74,3.7,3.76,3.74 2023-02-27,3.72,3.68,3.74,3.74 2023-02-28,3.77,3.7,3.81,3.72 2023-03-01,3.78,3.76,3.81,3.79 2023-03-02,3.81,3.75,3.82,3.78 2023-03-03,3.87,3.79,3.88,3.81 2023-03-06,3.95,3.86,3.97,3.88 2023-03-07,3.89,3.88,4.0,3.95 2023-03-08,3.87,3.84,3.91,3.89 2023-03-09,3.85,3.82,3.89,3.88 2023-03-10,3.82,3.78,3.84,3.83 2023-03-13,3.82,3.8,3.86,3.81 2023-03-14,3.78,3.75,3.86,3.82 2023-03-15,3.86,3.71,3.88,3.8 ","date,10日,20日,30日 2022-11-24,3.5036363636363634,3.4697142857142858,3.443096774193548 2022-11-25,3.5198181818181813,3.48247619047619,3.4532258064516124 2022-11-28,3.5339999999999994,3.493809523809524,3.4629462365591395 2022-11-29,3.545272727272727,3.5040476190476193,3.472301075268817 2022-11-30,3.546909090909091,3.5096190476190476,3.478623655913979 2022-12-01,3.5454545454545454,3.5135238095238095,3.4838064516129026 2022-12-02,3.536909090909091,3.5138571428571432,3.4867096774193542 2022-12-05,3.542545454545454,3.521380952380952,3.4944731182795694 2022-12-06,3.5327272727272727,3.5206666666666675,3.4966881720430107 2022-12-07,3.5232727272727273,3.519761904761904,3.498709677419355 2022-12-08,3.5090909090909093,3.5157142857142865,3.4985806451612906 2022-12-09,3.5098181818181824,3.5182380952380954,3.5027096774193547 2022-12-12,3.4803636363636365,3.5042380952380956,3.4953118279569892 2022-12-13,3.4601818181818182,3.4933333333333327,3.4898064516129033 2022-12-14,3.4378181818181814,3.4798095238095237,3.4823655913978495 2022-12-15,3.416727272727273,3.465809523809524,3.474322580645161 2022-12-16,3.4023636363636363,3.4540952380952383,3.467612903225806 2022-12-19,3.3774545454545457,3.436190476190476,3.4564516129032263 2022-12-20,3.3610909090909087,3.4212380952380954,3.446881720430107 2022-12-21,3.349636363636364,3.4081428571428574,3.4382365591397854 2022-12-22,3.3338181818181813,3.3921904761904758,3.4272258064516126 2022-12-23,3.3247272727272725,3.3795238095238096,3.417827956989248 2022-12-26,3.317818181818182,3.3671428571428574,3.40810752688172 2022-12-27,3.319272727272727,3.359857142857143,3.4012043010752686 2022-12-28,3.3325454545454543,3.3593809523809526,3.398387096774193 2022-12-29,3.343272727272727,3.3585714285714285,3.3950537634408593 2022-12-30,3.371454545454545,3.3679047619047617,3.398258064516129 2023-01-03,3.4083636363636365,3.3829523809523803,3.4052903225806452 2023-01-04,3.440727272727272,3.3980952380952387,3.4122580645161293 2023-01-05,3.474363636363636,3.415809523809524,3.4210752688172046 2023-01-06,3.5034545454545456,3.4330952380952384,3.429784946236559 2023-01-09,3.5327272727272723,3.4526666666666666,3.4404301075268813 2023-01-10,3.543818181818182,3.4651904761904757,3.4464731182795703 2023-01-11,3.545090909090909,3.4739999999999998,3.4506451612903226 2023-01-12,3.5450909090909093,3.483190476190476,3.4555913978494623 2023-01-13,3.541090909090909,3.4906666666666664,3.4599139784946225 2023-01-16,3.5349090909090912,3.4973809523809525,3.464258064516129 2023-01-17,3.526545454545454,3.5024761904761905,3.4679139784946234 2023-01-18,3.5172727272727276,3.505666666666667,3.471075268817205 2023-01-19,3.5109090909090908,3.5089999999999995,3.4748817204301075 2023-01-20,3.524181818181818,3.521047619047619,3.4851182795698925 2023-01-30,3.5316363636363635,3.5287619047619048,3.4931182795698925 2023-01-31,3.534363636363637,3.532380952380952,3.499096774193548 2023-02-01,3.5352727272727273,3.533904761904762,3.5040430107526883 2023-02-02,3.548545454545455,3.5411904761904753,3.5132043010752687 2023-02-03,3.5585454545454547,3.546571428571428,3.5212043010752687 2023-02-06,3.567090909090909,3.5509999999999997,3.52868817204301 2023-02-07,3.596,3.5663809523809533,3.5434408602150533 2023-02-08,3.6138181818181816,3.577190476190476,3.5547311827956984 2023-02-09,3.6265454545454543,3.586476190476191,3.564623655913979 2023-02-10,3.6509090909090904,3.6029999999999993,3.5789677419354837 2023-02-13,3.6836363636363636,3.624476190476191,3.5962150537634407 2023-02-14,3.710363636363637,3.6440952380952387,3.6117634408602153 2023-02-15,3.7289090909090903,3.660619047619048,3.624967741935484 2023-02-16,3.7303636363636365,3.669238095238095,3.6327311827956983 2023-02-17,3.73,3.6769999999999996,3.639849462365591 2023-02-20,3.7349090909090914,3.687666666666666,3.648881720430107 2023-02-21,3.7443636363636363,3.7010476190476185,3.6599569892473123 2023-02-22,3.745272727272727,3.7092857142857145,3.6679569892473123 2023-02-23,3.744909090909091,3.7163333333333335,3.6755483870967742 2023-02-24,3.7430909090909092,3.7222380952380956,3.682795698924731 2023-02-27,3.7376363636363634,3.7255714285714285,3.688408602150538 2023-02-28,3.742727272727273,3.732952380952381,3.6970107526881724 2023-03-01,3.75,3.7401904761904765,3.7057634408602156 2023-03-02,3.762545454545454,3.749095238095238,3.7158709677419353 2023-03-03,3.7840000000000003,3.7627142857142855,3.7292258064516126 2023-03-06,3.8169090909090913,3.7826190476190478,3.746967741935484 2023-03-07,3.8350909090909093,3.7950952380952376,3.75989247311828 2023-03-08,3.8476363636363637,3.8048095238095234,3.77068817204301 2023-03-09,3.8541818181818175,3.8116666666666665,3.779376344086022 2023-03-10,3.8532727272727274,3.8147619047619044,3.7853763440860213 2023-03-13,3.8509090909090906,3.8174761904761905,3.7909032258064514 2023-03-14,3.839454545454546,3.816285714285715,3.7933118279569897 2023-03-15,3.8423636363636366,3.822761904761905,3.800365591397849 " 1555,CN,technical,"福斯特2024年08月31日至2025年03月23日, 对于5、20、60日指数移动平均线,多头排列的天数占比?(单位:%)(平滑系数 alpha 取 2 / (n + 1);从前 4n 个数据开始计算;初始值用首个数据点)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。",17.3077,hard,moving average,EMA_t = \alpha * P_t + (1 - \alpha) * EMA_{t-1},\alpha = 2 / (n + 1),"date,close,low,high,open 2023-09-05,30.32,29.73,31.0,30.14 2023-09-06,30.2,29.72,30.44,30.0 2023-09-07,29.38,29.35,30.34,30.22 2023-09-08,29.14,28.9,29.53,29.33 2023-09-11,29.12,28.74,29.39,28.88 2023-09-12,29.33,28.77,29.55,29.05 2023-09-13,28.92,28.6,29.39,29.3 2023-09-14,28.6,28.41,29.08,28.95 2023-09-15,28.24,28.13,28.99,28.6 2023-09-18,28.59,28.0,29.07,28.3 2023-09-19,27.87,27.79,28.75,28.4 2023-09-20,27.54,27.46,28.0,27.92 2023-09-21,27.15,27.08,27.67,27.46 2023-09-22,27.44,27.03,27.47,27.11 2023-09-25,27.25,26.8,27.6,27.35 2023-09-26,27.27,27.13,27.65,27.25 2023-09-27,28.55,27.39,28.95,27.39 2023-09-28,28.56,28.44,28.97,28.48 2023-10-09,28.43,28.12,28.95,28.56 2023-10-10,27.69,27.6,28.78,28.66 2023-10-11,27.9,27.74,28.73,27.84 2023-10-12,28.65,27.67,28.88,28.02 2023-10-13,27.68,27.3,28.5,28.42 2023-10-16,26.61,26.5,27.78,27.4 2023-10-17,26.43,26.13,26.78,26.72 2023-10-18,25.69,25.65,26.42,26.26 2023-10-19,25.61,25.37,25.97,25.52 2023-10-20,27.16,25.37,27.53,25.5 2023-10-23,25.73,25.55,27.06,27.03 2023-10-24,25.4,25.25,26.07,25.88 2023-10-25,24.52,24.47,25.6,25.41 2023-10-26,24.15,23.54,24.4,24.26 2023-10-27,25.2,23.71,25.35,23.9 2023-10-30,25.75,24.85,26.0,25.21 2023-10-31,25.57,25.3,26.06,25.73 2023-11-01,25.42,24.95,25.88,25.56 2023-11-02,24.77,24.73,25.65,25.53 2023-11-03,25.12,24.77,25.46,24.8 2023-11-06,25.99,25.25,26.37,25.29 2023-11-07,25.65,25.3,25.99,25.99 2023-11-08,25.81,25.45,26.08,25.61 2023-11-09,27.15,25.76,27.46,25.76 2023-11-10,26.16,26.11,26.96,26.93 2023-11-13,26.61,25.96,26.77,26.42 2023-11-14,26.7,26.46,27.14,26.63 2023-11-15,26.97,26.92,27.58,27.38 2023-11-16,26.19,26.18,26.89,26.8 2023-11-17,25.98,25.85,26.24,26.08 2023-11-20,26.12,25.6,26.26,26.02 2023-11-21,25.69,25.6,26.36,26.1 2023-11-22,25.15,25.12,25.59,25.48 2023-11-23,25.02,24.78,25.28,25.2 2023-11-24,24.72,24.58,25.1,25.1 2023-11-27,24.24,24.19,24.65,24.6 2023-11-28,23.95,23.65,24.35,24.35 2023-11-29,23.72,23.47,24.04,23.95 2023-11-30,23.23,23.16,23.87,23.6 2023-12-01,22.7,22.54,23.28,23.2 2023-12-04,22.36,22.22,22.75,22.67 2023-12-05,21.9,21.88,22.62,22.33 2023-12-06,22.08,21.68,22.5,21.85 2023-12-07,21.95,21.5,22.06,22.02 2023-12-08,22.41,21.91,22.66,22.03 2023-12-11,22.49,21.81,22.6,22.21 2023-12-12,22.1,22.07,22.54,22.44 2023-12-13,21.53,21.5,22.05,21.96 2023-12-14,21.56,21.47,22.11,21.61 2023-12-15,21.64,21.6,22.2,21.68 2023-12-18,20.88,20.82,21.61,21.52 2023-12-19,21.4,20.81,21.66,20.85 2023-12-20,20.95,20.92,21.55,21.55 2023-12-21,21.72,20.78,22.09,20.8 2023-12-22,22.39,21.42,22.75,21.62 2023-12-25,22.65,22.28,22.91,22.39 2023-12-26,22.54,22.21,22.68,22.48 2023-12-27,22.29,22.16,22.75,22.5 2023-12-28,24.52,22.16,24.52,22.19 2023-12-29,24.27,24.0,25.19,25.19 2024-01-02,23.51,23.46,24.22,24.05 2024-01-03,23.89,23.38,24.34,23.51 2024-01-04,24.09,23.33,24.2,23.81 2024-01-05,23.35,23.15,24.31,24.01 2024-01-08,23.1,22.94,23.68,23.22 2024-01-09,23.76,22.7,24.1,23.3 2024-01-10,24.54,23.52,25.15,23.61 2024-01-11,24.64,24.26,24.9,24.49 2024-01-12,26.01,24.22,27.1,24.5 2024-01-15,25.59,25.0,26.13,25.3 2024-01-16,25.92,24.93,26.1,25.5 2024-01-17,25.25,24.91,25.7,25.68 2024-01-18,26.67,25.0,26.68,25.03 2024-01-19,25.59,25.54,27.07,26.41 2024-01-22,25.25,24.45,26.15,25.27 2024-01-23,25.98,24.53,26.27,25.3 2024-01-24,25.36,24.7,26.2,25.9 2024-01-25,24.59,23.5,25.12,25.11 2024-01-26,23.95,23.89,24.65,24.28 2024-01-29,22.45,22.44,23.9,23.89 2024-01-30,21.93,21.5,22.63,22.3 2024-01-31,22.73,21.6,23.02,21.9 2024-02-01,22.88,22.53,23.86,22.75 2024-02-02,21.71,21.02,23.1,22.88 2024-02-05,21.16,20.03,21.76,21.7 2024-02-06,23.08,20.92,23.14,21.16 2024-02-07,23.43,22.6,23.8,23.15 2024-02-08,23.6,22.8,23.74,23.45 2024-02-19,24.14,23.55,24.5,23.6 2024-02-20,23.62,23.13,24.08,23.99 2024-02-21,24.44,23.0,24.81,23.48 2024-02-22,25.5,24.99,26.73,25.21 2024-02-23,27.06,26.48,27.5,26.88 2024-02-26,26.89,26.27,27.08,26.5 2024-02-27,28.02,26.4,28.16,26.66 2024-02-28,27.23,27.18,29.45,27.71 2024-02-29,27.82,26.95,28.2,27.23 2024-03-01,27.94,27.48,28.15,27.83 2024-03-04,28.28,27.38,28.35,27.66 2024-03-05,27.59,27.04,28.2,28.2 2024-03-06,29.37,27.59,29.85,27.59 2024-03-07,28.61,28.5,29.85,29.21 2024-03-08,31.02,28.87,31.08,28.87 2024-03-11,31.5,31.05,32.9,31.59 2024-03-12,29.81,29.39,31.51,31.41 2024-03-13,29.8,29.3,30.44,29.3 2024-03-14,29.54,29.01,29.82,29.5 2024-03-15,28.78,28.19,29.45,29.08 2024-03-18,29.45,28.48,29.58,28.99 2024-03-19,29.8,29.6,30.89,29.79 2024-03-20,29.61,29.12,30.28,29.8 2024-03-21,29.12,28.73,29.84,29.51 2024-03-22,28.18,28.09,29.12,28.92 2024-03-25,27.95,27.91,28.93,28.18 2024-03-26,28.14,27.42,28.33,28.09 2024-03-27,27.56,27.56,28.39,28.1 2024-03-28,28.2,27.58,28.48,27.58 2024-03-29,28.41,27.99,28.85,28.13 2024-04-01,28.53,28.2,29.4,28.66 2024-04-02,27.67,27.33,28.32,28.17 2024-04-03,27.4,27.15,27.71,27.55 2024-04-08,26.8,26.73,27.35,27.07 2024-04-09,27.0,26.61,27.25,26.81 2024-04-10,25.75,25.48,27.01,27.01 2024-04-11,25.9,25.22,26.05,25.65 2024-04-12,25.62,25.43,26.96,26.96 2024-04-15,25.94,25.63,26.58,25.63 2024-04-16,25.0,24.75,25.84,25.84 2024-04-17,25.13,24.67,25.46,25.09 2024-04-18,24.56,24.35,25.25,25.15 2024-04-19,24.06,23.82,24.57,24.57 2024-04-22,24.42,23.78,25.0,24.18 2024-04-23,24.06,23.88,24.69,24.49 2024-04-24,23.68,23.55,24.14,24.08 2024-04-25,23.82,23.26,24.38,23.56 2024-04-26,25.0,23.61,25.09,23.71 2024-04-29,26.12,24.98,26.36,25.13 2024-04-30,27.22,26.55,27.76,27.0 2024-05-06,27.46,26.9,27.9,27.7 2024-05-07,27.52,27.14,27.96,27.43 2024-05-08,27.01,26.75,27.65,27.65 2024-05-09,27.28,27.2,28.05,27.26 2024-05-10,26.8,26.5,27.14,27.0 2024-05-13,26.65,26.21,27.3,26.49 2024-05-14,26.63,26.51,26.99,26.84 2024-05-15,26.39,26.1,26.95,26.74 2024-05-16,26.72,26.11,27.02,26.46 2024-05-17,26.06,25.14,26.4,26.4 2024-05-20,27.09,25.88,27.27,26.06 2024-05-21,26.46,26.22,27.25,27.14 2024-05-22,27.71,26.29,28.18,26.57 2024-05-23,26.75,26.56,27.67,27.5 2024-05-24,26.2,26.2,27.24,26.71 2024-05-27,25.53,24.99,26.2,26.09 2024-05-28,25.43,25.35,26.21,25.79 2024-05-29,25.68,25.66,26.88,26.0 2024-05-30,25.98,25.63,26.33,25.9 2024-05-31,25.93,25.73,26.25,25.88 2024-06-03,25.54,25.31,25.81,25.67 2024-06-04,25.5,25.2,25.68,25.59 2024-06-05,25.55,25.35,26.05,25.72 2024-06-06,24.92,24.82,25.72,25.63 2024-06-07,24.56,24.28,25.04,24.9 2024-06-11,25.29,24.2,25.34,24.46 2024-06-12,24.81,24.57,25.35,25.35 2024-06-13,24.48,24.41,25.05,24.85 2024-06-14,24.45,23.98,24.6,24.38 2024-06-17,24.1,23.63,24.29,24.16 2024-06-18,23.3,23.2,24.01,24.01 2024-06-19,22.9,22.7,23.31,23.21 2024-06-20,22.4,22.31,23.01,23.0 2024-06-21,22.31,22.17,22.81,22.79 2024-06-24,15.31,15.14,15.74,15.7 2024-06-25,15.35,15.21,15.73,15.37 2024-06-26,15.44,14.96,15.47,15.31 2024-06-27,15.02,14.96,15.45,15.31 2024-06-28,14.7,14.61,15.23,15.06 2024-07-01,14.38,14.3,14.89,14.75 2024-07-02,13.87,13.81,14.4,14.37 2024-07-03,13.51,13.37,13.94,13.94 2024-07-04,13.3,13.21,13.6,13.58 2024-07-05,13.62,13.15,13.71,13.35 2024-07-08,13.38,13.31,13.88,13.55 2024-07-09,13.29,13.03,13.65,13.42 2024-07-10,13.62,13.05,14.05,13.23 2024-07-11,14.5,13.82,14.75,13.85 2024-07-12,15.23,14.52,15.66,14.52 2024-07-15,14.71,14.53,15.08,14.7 2024-07-16,15.03,14.56,15.12,14.65 2024-07-17,14.57,14.5,15.3,15.09 2024-07-18,14.31,13.91,14.46,14.46 2024-07-19,14.55,14.02,14.65,14.25 2024-07-22,14.27,14.18,14.65,14.46 2024-07-23,13.72,13.7,14.25,14.25 2024-07-24,13.44,13.41,13.8,13.72 2024-07-25,14.78,13.36,14.78,13.44 2024-07-26,15.45,14.67,15.79,14.78 2024-07-29,15.02,14.84,15.5,15.5 2024-07-30,14.88,14.51,15.15,14.9 2024-07-31,15.52,14.73,15.67,14.8 2024-08-01,15.15,15.12,15.59,15.44 2024-08-02,14.8,14.74,15.39,15.13 2024-08-05,14.64,14.57,15.3,14.75 2024-08-06,16.1,15.0,16.1,15.0 2024-08-07,16.49,15.92,16.74,16.23 2024-08-08,16.35,16.1,16.63,16.41 2024-08-09,15.91,15.88,16.48,16.28 2024-08-12,16.25,15.6,16.38,16.16 2024-08-13,15.77,15.45,16.08,15.87 2024-08-14,15.41,15.22,16.25,16.02 2024-08-15,15.58,15.16,15.96,15.3 2024-08-16,15.06,15.05,15.52,15.48 2024-08-19,14.9,14.72,15.09,15.0 2024-08-20,14.5,14.36,14.97,14.86 2024-08-21,14.15,14.11,14.5,14.5 2024-08-22,13.7,13.64,14.25,14.19 2024-08-23,13.97,13.53,14.25,13.68 2024-08-26,14.06,13.8,14.5,13.8 2024-08-27,14.68,13.92,15.11,14.05 2024-08-28,14.8,14.43,14.91,14.59 2024-08-29,15.18,14.58,15.48,14.74 2024-08-30,15.39,15.02,15.55,15.05 2024-09-02,15.15,15.1,15.72,15.25 2024-09-03,15.33,14.9,15.68,15.12 2024-09-04,15.32,15.15,15.7,15.25 2024-09-05,15.11,15.1,15.63,15.31 2024-09-06,14.3,14.29,15.11,15.11 2024-09-09,14.16,14.08,14.49,14.3 2024-09-10,14.11,13.95,14.28,14.2 2024-09-11,14.4,13.98,14.6,14.03 2024-09-12,14.43,14.35,15.23,14.4 2024-09-13,14.06,14.04,14.54,14.4 2024-09-18,13.78,13.64,14.2,14.15 2024-09-19,14.06,13.69,14.3,13.93 2024-09-20,13.91,13.37,14.03,13.95 2024-09-23,13.55,13.48,13.99,13.88 2024-09-24,14.46,13.52,14.58,13.69 2024-09-25,14.06,14.0,14.97,14.68 2024-09-26,14.83,13.77,14.83,14.06 2024-09-27,16.05,15.08,16.1,15.1 2024-09-30,17.66,16.28,17.66,16.93 2024-10-08,18.8,17.2,19.43,19.43 2024-10-09,16.92,16.92,18.1,18.1 2024-10-10,16.3,16.16,17.29,17.15 2024-10-11,15.66,15.35,16.25,16.25 2024-10-14,15.84,15.23,15.96,15.89 2024-10-15,15.37,15.36,15.94,15.5 2024-10-16,15.25,14.9,15.48,15.07 2024-10-17,15.45,15.15,15.66,15.28 2024-10-18,15.97,15.38,16.28,15.48 2024-10-21,16.78,15.97,17.16,16.08 2024-10-22,17.74,16.5,17.98,16.65 2024-10-23,18.2,17.44,19.51,17.59 2024-10-24,18.06,17.78,18.61,18.0 2024-10-25,19.87,18.0,19.87,18.05 2024-10-28,19.18,18.7,19.87,19.87 2024-10-29,18.26,18.2,20.1,19.56 2024-10-30,18.27,17.74,18.42,17.87 2024-10-31,18.64,18.34,18.99,18.53 2024-11-01,17.62,17.27,18.15,18.06 2024-11-04,17.63,17.37,18.0,17.44 2024-11-05,17.89,17.5,17.97,17.54 2024-11-06,18.17,17.78,18.43,17.91 2024-11-07,17.8,17.35,17.89,17.62 2024-11-08,17.61,17.58,18.31,17.92 2024-11-11,18.44,17.41,18.44,17.48 2024-11-12,18.03,17.87,19.0,18.35 2024-11-13,18.19,17.67,18.3,18.03 2024-11-14,17.61,17.58,18.35,18.3 2024-11-15,16.75,16.73,17.78,17.55 2024-11-18,16.49,16.25,16.99,16.68 2024-11-19,17.29,16.51,17.31,16.58 2024-11-20,17.09,16.85,17.3,17.29 2024-11-21,17.05,16.88,17.48,17.36 2024-11-22,16.3,16.29,17.0,16.96 2024-11-25,16.48,16.18,16.57,16.25 2024-11-26,16.39,16.3,16.87,16.53 2024-11-27,17.44,16.41,17.7,16.55 2024-11-28,17.31,17.22,17.67,17.27 2024-11-29,17.47,17.11,17.62,17.36 2024-12-02,17.35,16.66,17.39,17.13 2024-12-03,17.25,17.2,17.89,17.69 2024-12-04,16.62,16.52,17.27,17.2 2024-12-05,16.36,16.22,16.68,16.62 2024-12-06,16.5,15.86,16.57,16.37 2024-12-09,16.46,16.23,16.6,16.39 2024-12-10,16.37,16.34,16.9,16.9 2024-12-11,16.38,16.22,16.48,16.31 2024-12-12,16.31,16.13,16.4,16.39 2024-12-13,15.78,15.75,16.26,16.22 2024-12-16,15.46,15.35,15.76,15.75 2024-12-17,15.5,15.44,15.86,15.44 2024-12-18,15.67,15.43,15.75,15.51 2024-12-19,15.56,15.26,15.57,15.51 2024-12-20,15.58,15.42,15.7,15.5 2024-12-23,15.51,15.47,15.8,15.53 2024-12-24,15.91,15.51,15.92,15.52 2024-12-25,15.7,15.63,16.03,16.0 2024-12-26,15.36,15.26,15.78,15.71 2024-12-27,15.21,15.08,15.33,15.32 2024-12-30,15.19,15.08,15.4,15.11 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2024-08-01,15.077395874414442,15.19204076410542,18.702117291721777 2024-08-02,14.984930582942964,15.154703548476332,18.574179019862047 2024-08-05,14.869953721961977,15.105684162907158,18.445189543800996 2024-08-06,15.279969147974652,15.200380909296953,18.368298083348503 2024-08-07,15.683312765316435,15.323201775078196,18.306714539632157 2024-08-08,15.905541843544292,15.420992082213607,18.24255996456225 2024-08-09,15.907027895696196,15.467564264859929,18.16608258867496 2024-08-12,16.02135193046413,15.542081953920889,18.103260208718403 2024-08-13,15.937567953642755,15.56378843449985,18.026759874006324 2024-08-14,15.761711969095172,15.549141916928436,17.9409644683012 2024-08-15,15.701141312730115,15.55208078198287,17.863555797209358 2024-08-16,15.487427541820077,15.505215945603549,17.771635935005772 2024-08-19,15.291618361213386,15.447576331736546,17.677483937136728 2024-08-20,15.027745574142259,15.357330966809256,17.57330413591913 2024-08-21,14.73516371609484,15.242347065208374,17.461064656052926 2024-08-22,14.390109144063228,15.095456868521861,17.3377510607725 2024-08-23,14.25007276270882,14.988270500091208,17.227332993206186 2024-08-26,14.186715175139213,14.899863785796807,17.123486009822376 2024-08-27,14.35114345009281,14.878924377625681,17.043371714418363 2024-08-28,14.500762300061874,14.871407770232759,16.969818543453826 2024-08-29,14.727174866707916,14.900797506401068,16.91113596825862 2024-08-30,14.94811657780528,14.947388220077157,16.86126265782391 2024-09-02,15.015411051870188,14.966684580069808,16.80515568543624 2024-09-03,15.120274034580126,15.00128604863459,16.756789925258 2024-09-04,15.186849356386752,15.031639758288438,16.7096820588561 2024-09-05,15.161232904257837,15.039102638451444,16.657233466762456 2024-09-06,14.874155269505227,14.968711910979879,16.579947123589914 2024-09-09,14.636103513003487,14.891691728981796,16.50060459494762 2024-09-10,14.460735675335659,14.817244897650196,16.422224116424747 2024-09-11,14.440490450223773,14.777507288350177,16.355921686378032 2024-09-12,14.436993633482516,14.744411356126351,16.292776713054163 2024-09-13,14.311329088988344,14.679229322209556,16.219570919183532 2024-09-18,14.134219392658895,14.593588434380074,16.139584987407023 2024-09-19,14.109479595105931,14.542770488248639,16.07140187306581 2024-09-20,14.04298639673729,14.48250663222496,16.000536237883324 2024-09-23,13.878657597824862,14.393696476774965,15.92019078746092 2024-09-24,14.07243839854991,14.400011098034492,15.872315679675316 2024-09-25,14.068292265699942,14.367629088697873,15.812895493456452 2024-09-26,14.322194843799963,14.41166441358379,15.780669411703782 2024-09-27,14.898129895866642,14.567696374194858,15.78949992279546 2024-09-30,15.818753263911097,14.862201481414395,15.850827794179216 2024-10-08,16.812502175940732,15.237229911755882,15.947521964861863 2024-10-09,16.84833478396049,15.397493729683895,15.979406490604097 2024-10-10,16.66555652264033,15.483446707809238,15.98991775320724 2024-10-11,16.330371015093554,15.5002613070655,15.97910077769225 2024-10-14,16.16691401006237,15.532617373059262,15.974540096456437 2024-10-15,15.901276006708247,15.517130004196474,15.954719109687373 2024-10-16,15.684184004472165,15.491689051415857,15.931613565107458 2024-10-17,15.606122669648112,15.487718665566728,15.91582295641541 2024-10-18,15.727415113098743,15.533650221227038,15.917599252926378 2024-10-21,16.07827674206583,15.652350200157796,15.94587468725666 2024-10-22,16.632184494710554,15.851173990618959,16.004698468002342 2024-10-23,17.15478966314037,16.074871705798106,16.076675567412103 2024-10-24,17.456526442093583,16.263931543341144,16.141702597988754 2024-10-25,18.26101762806239,16.607366634451513,16.26394185707109 2024-10-28,18.567345085374928,16.852379335932323,16.359550320773675 2024-10-29,18.464896723583287,16.986438446795912,16.42186014632208 2024-10-30,18.399931149055526,17.10868240424392,16.482454895622993 2024-10-31,18.479954099370353,17.254522175268306,16.553194079373057 2024-11-01,18.19330273291357,17.289329587147513,16.5881713226723 2024-11-04,18.005535155275712,17.32177438837156,16.62232963996173 2024-11-05,17.967023436850475,17.375891113288553,16.663892602585936 2024-11-06,18.03468229123365,17.451520531070596,16.713273172992952 2024-11-07,17.956454860822433,17.484709051921016,16.748903560763676 2024-11-08,17.840969907214955,17.496641523166634,16.77713623090257 2024-11-11,18.04064660480997,17.586485187626955,16.831656354479534 2024-11-12,18.037097736539984,17.628724693567243,16.87094631007037 2024-11-13,18.088065157693325,17.68217948465608,16.914193972035275 2024-11-14,17.928710105128886,17.675305248022166,16.93700728442756 2024-11-15,17.53580673675259,17.58718093868672,16.930875898052886 2024-11-18,17.187204491168394,17.48268751595465,16.91642095057574 2024-11-19,17.22146966077893,17.46433632395897,16.928669443999485 2024-11-20,17.177646440519286,17.42868524548669,16.93395897042573 2024-11-21,17.13509762701286,17.39261998401177,16.937763594346197 2024-11-22,16.85673175134191,17.28856093791541,16.916853312564353 2024-11-25,16.731154500894608,17.21155513430442,16.90253025313601 2024-11-26,16.61743633392974,17.133311788180187,16.885725982541388 2024-11-27,16.89162422261983,17.162520189305884,16.903898901146587 2024-11-28,17.031082815079884,17.176565885562468,16.91721369127293 2024-11-29,17.17738854338659,17.204511991699377,16.93533783254267 2024-12-02,17.234925695591063,17.218367992489913,16.948933313442907 2024-12-03,17.239950463727375,17.22138056463373,16.958804352346416 2024-12-04,17.033300309151585,17.164106225144803,16.94769601292522 2024-12-05,16.808866872767723,17.087524679892915,16.92842729118997 2024-12-06,16.705911248511818,17.031569948474544,16.91438049475751 2024-12-09,16.623940832341212,16.977134715286493,16.89948277361792 2024-12-10,16.539293888227476,16.919312361449684,16.882122682679626 2024-12-11,16.486195925484985,16.867949279406858,16.865659643903246 2024-12-12,16.42746395032332,16.81481125279668,16.84744129492281 2024-12-13,16.211642633548884,16.71625780014938,16.81244321967944 2024-12-16,15.96109508903259,16.596614200135154,16.768100819034213 2024-12-17,15.807396726021727,16.492174752503235,16.726523743000303 2024-12-18,15.761597817347818,16.413872395121974,16.69188362027898 2024-12-19,15.694398544898547,16.33255121463417,16.654772681909176 2024-12-20,15.656265696599032,16.260879670383297,16.61953423332199 2024-12-23,15.607510464399356,16.189367320822985,16.58315606173766 2024-12-24,15.70834030959957,16.162760909316034,16.561085371188884 2024-12-25,15.705560206399714,16.118688441762124,16.532853063936788 2024-12-26,15.590373470933143,16.046432399689543,16.494398865119187 2024-12-27,15.46358231395543,15.966772171147682,16.452287426918556 2024-12-30,15.37238820930362,15.892793869133618,16.410900953904832 2024-12-31,15.181592139535748,15.788718262549464,16.35808452918664 2025-01-02,14.927728093023834,15.658364142306658,16.29454077413134 2025-01-03,14.671818728682556,15.51566279542031,16.224555830717197 2025-01-06,14.547879152455039,15.399885386332661,16.16145563954614 2025-01-07,14.458586101636694,15.29322963525336,16.09976856939709 2025-01-08,14.34905740109113,15.182445860467325,16.03518599335128 2025-01-09,14.229371600727422,15.068879588041865,15.968130714880745 2025-01-10,14.012914400484949,14.927081532037878,15.889831347179737 2025-01-13,13.808609600323301,14.781645195653319,15.808197532518106 2025-01-14,13.889073066882203,14.711964700829194,15.750551711779806 2025-01-15,14.086048711254803,14.689872824559746,15.708894278606698 2025-01-16,14.22403247416987,14.6717896984112,15.669258400619592 2025-01-17,14.252688316113248,14.637333536657753,15.624692551418947 2025-01-20,14.258458877408833,14.602349390309396,15.580276402192096 2025-01-21,14.138972584939223,14.535458972184692,15.525185372612027 2025-01-22,13.992648389959482,14.455891451024247,15.465343229247697 2025-01-23,13.88843225997299,14.381997027117174,15.406807385665806 2025-01-24,14.078954839981995,14.389425881677443,15.375764520562008 2025-01-27,14.239303226654664,14.405671035803401,15.349018142838663 2025-02-05,14.342868817769777,14.419416651441173,15.322820826680017 2025-02-06,14.488579211846519,14.453757922732489,15.305023422526572 2025-02-07,14.805719474564347,14.54768573961511,15.309448884083078 2025-02-10,14.897146316376233,14.598382335842242,15.301925969850846 2025-02-11,14.82476421091749,14.606155446714409,15.281534954445899 2025-02-12,14.819842807278327,14.62556921369399,15.26607479200505 2025-02-13,14.74989520485222,14.62408643143742,15.24456414308685 2025-02-14,14.70326346990148,14.622744866538618,15.223758761346296 2025-02-17,14.725508979934322,14.63676916496351,15.208881424908713 2025-02-18,14.600339319956216,14.609457815919367,15.180721378190395 2025-02-19,14.526892879970811,14.587604690593713,15.154468218249725 2025-02-20,14.387928586647208,14.542118529584789,15.120223358634979 2025-02-21,14.308619057764806,14.50477390771957,15.08841275671252 2025-02-24,14.32241270517654,14.490033535555803,15.064202502394076 2025-02-25,14.394941803451026,14.494792246455251,15.047015535102467 2025-02-26,14.693294535634017,14.570526318221418,15.054982238869599 2025-02-27,14.842196357089346,14.624761906962236,15.057769706447644 2025-02-28,14.848130904726231,14.647165534870595,15.05128545377723 2025-03-03,14.908753936484155,14.683625960121013,15.050587570046828 2025-03-04,15.039169290989438,14.742328249633298,15.058765026766604 2025-03-05,14.992779527326293,14.75734460681108,15.053559616052944 2025-03-06,15.045186351550864,14.794740358543358,15.056721595854485 2025-03-07,15.156790901033911,14.850479372015418,15.06732088779368 2025-03-10,15.25119393402261,14.906624193728236,15.079539875079133 2025-03-11,15.234129289348408,14.9345647467065,15.083489387371621 2025-03-12,15.119419526232273,14.930320485115406,15.077145473031567 2025-03-13,14.969613017488182,14.905528057961558,15.063796441128892 2025-03-14,14.96974201165879,14.9116682429176,15.060721147977123 2025-03-17,15.006494674439192,14.927699838830208,15.061353241486069 2025-03-18,15.067663116292795,14.952680806560664,15.06557116799472 2025-03-19,14.998442077528532,14.943854063078696,15.058831129699811 2025-03-20,14.898961385019021,14.92062986659501,15.047066174627686 2025-03-21,14.779307590012682,14.884379403109772,15.03044105414809 " 1556,CN,technical,今世缘从2025年09月06日到2025年11月19日,10、20、30日指数移动平均线呈空头排列的天数比例是多少?(单位:%)(平滑系数 alpha 取 2 / (n + 1);从前 4n 个数据开始计算;初始值用首个数据点)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,74.6377,hard,moving average,EMA_t = \alpha * P_t + (1 - \alpha) * EMA_{t-1},\alpha = 2 / (n + 1),"date,close,low,high,open 2025-03-17,55.8,54.8,57.36,56.48 2025-03-18,54.99,54.58,56.0,55.99 2025-03-19,53.73,53.65,55.06,54.82 2025-03-20,52.18,51.9,53.91,53.74 2025-03-21,52.15,51.82,52.76,52.01 2025-03-24,51.69,50.8,52.15,51.96 2025-03-25,52.68,50.7,52.87,51.67 2025-03-26,52.58,52.01,52.9,52.46 2025-03-27,53.9,52.33,54.07,52.46 2025-03-28,53.16,53.01,54.45,53.91 2025-03-31,52.88,52.17,53.1,53.0 2025-04-01,51.99,51.8,53.2,52.8 2025-04-02,52.0,51.28,52.33,51.97 2025-04-03,52.52,51.28,53.12,51.58 2025-04-07,51.31,49.28,52.48,50.88 2025-04-08,54.01,50.57,54.46,51.31 2025-04-09,55.55,52.14,55.55,53.8 2025-04-10,53.44,52.2,55.0,54.68 2025-04-11,51.74,50.4,52.93,52.9 2025-04-14,49.95,49.93,51.48,51.1 2025-04-15,50.98,49.74,51.16,49.95 2025-04-16,50.95,50.1,51.4,51.0 2025-04-17,50.93,50.16,51.07,50.44 2025-04-18,50.35,50.2,51.1,51.0 2025-04-21,49.19,49.1,50.42,50.42 2025-04-22,49.01,48.86,49.51,49.11 2025-04-23,48.6,48.5,49.34,49.11 2025-04-24,48.77,48.4,49.15,48.6 2025-04-25,48.7,48.41,48.98,48.65 2025-04-28,48.05,47.95,48.81,48.62 2025-04-29,46.27,45.96,47.85,47.5 2025-04-30,47.4,46.9,48.29,46.98 2025-05-06,46.79,46.48,47.79,47.64 2025-05-07,47.49,47.14,47.98,47.48 2025-05-08,48.33,47.1,48.4,47.23 2025-05-09,48.65,48.01,49.19,48.28 2025-05-12,48.34,47.92,48.75,48.66 2025-05-13,48.21,47.82,48.68,48.58 2025-05-14,48.51,47.5,49.12,48.11 2025-05-15,47.68,47.56,48.48,48.15 2025-05-16,47.13,46.93,47.74,47.5 2025-05-19,46.16,45.45,46.29,46.07 2025-05-20,46.05,46.0,46.66,46.0 2025-05-21,46.02,45.97,46.4,46.08 2025-05-22,46.0,45.88,46.2,45.88 2025-05-23,45.2,45.2,46.42,46.0 2025-05-26,44.71,44.49,45.14,45.03 2025-05-27,44.87,44.48,45.11,44.71 2025-05-28,44.67,44.43,45.0,44.88 2025-05-29,44.54,44.15,44.84,44.75 2025-05-30,44.09,43.96,44.59,44.39 2025-06-03,43.85,42.97,44.15,43.87 2025-06-04,43.83,43.63,44.15,43.78 2025-06-05,43.83,43.29,44.01,43.85 2025-06-06,43.07,42.5,43.3,42.84 2025-06-09,42.7,42.42,43.02,42.98 2025-06-10,41.78,41.65,42.73,42.7 2025-06-11,41.99,41.64,42.38,41.64 2025-06-12,40.95,40.9,41.98,41.85 2025-06-13,39.28,39.15,40.8,40.75 2025-06-16,39.16,37.96,39.22,38.95 2025-06-17,38.5,38.45,39.34,39.0 2025-06-18,38.72,38.36,40.88,39.8 2025-06-19,38.09,38.0,38.87,38.21 2025-06-20,39.39,38.09,39.64,38.1 2025-06-23,38.65,38.53,39.1,39.0 2025-06-24,38.95,38.63,39.18,38.75 2025-06-25,39.27,38.52,39.27,39.08 2025-06-26,39.0,38.94,39.49,39.12 2025-06-27,38.69,38.67,38.98,38.94 2025-06-30,38.93,38.45,39.23,38.68 2025-07-01,38.62,38.51,38.83,38.77 2025-07-02,38.69,38.32,38.83,38.59 2025-07-03,38.91,38.58,39.27,38.59 2025-07-04,38.71,38.66,39.0,38.82 2025-07-07,38.5,38.47,38.89,38.84 2025-07-08,38.98,38.39,39.09,38.5 2025-07-09,38.9,38.82,39.36,38.85 2025-07-10,39.1,38.59,39.29,38.8 2025-07-11,39.48,38.94,39.94,39.01 2025-07-14,39.57,39.05,39.8,39.4 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2025-09-26,40.399845590611065,41.07978435639885,41.246634322389 2025-09-29,40.27441911959087,40.94932870340848,41.14749662417036 2025-09-30,40.097252006937985,40.79224977927434,41.02830329357873 2025-10-09,39.90866073294926,40.627273609819646,40.901315984315595 2025-10-10,39.74344969059485,40.4722951707892,40.778650436940396 2025-10-13,39.54464065594124,40.298743249761664,40.641318150686175 2025-10-14,39.52743326395192,40.21791055930817,40.564458915158035 2025-10-15,39.66789994323339,40.22572860127882,40.54739704966397 2025-10-16,39.768281771736405,40.225183020204646,40.52627465936307 2025-10-17,39.73404872232978,40.16373701828039,40.46522468133965 2025-10-20,39.662403500088004,40.08528587368227,40.39262954060806 2025-10-21,39.58014831825382,40.00192531428395,40.31633086056884 2025-10-22,39.47103044220766,39.90459909387596,40.230115966338595 2025-10-23,39.41811581635172,39.835589656363965,40.162366549155465 2025-10-24,39.29664021337868,39.73220016528168,40.071246126629305 2025-10-27,39.195432901855284,39.63770491144533,39.98535927975 2025-10-28,39.10171782879068,39.54649491987911,39.90114255202419 2025-10-29,38.90867822355601,39.403019213223956,39.78106883899037 2025-10-30,38.78891854654582,39.29320785958358,39.682290204216805 2025-10-31,38.794569719901126,39.24814044438514,39.626658578138304 2025-11-03,38.79373886173728,39.204508021110364,39.57268060535519 2025-11-04,38.67305906869414,39.102173923861756,39.47960443726776 2025-11-05,38.58159378347702,39.01339545492254,39.39511382841177 2025-11-06,38.494031277390285,38.92640541159658,39.3115580975465 2025-11-07,38.366025590592045,38.81817632477786,39.213393058995116 2025-11-10,38.52129366502985,38.85644524622759,39.2138193132535 2025-11-11,38.597422089569875,38.864402841824955,39.19615355110812 2025-11-12,38.69970898237535,38.89255495212734,39.19382106393985 2025-11-13,38.805216440125285,38.92945448049616,39.19938099529857 2025-11-14,38.82244981464796,38.926649291877474,39.18006609237608 2025-11-17,38.76745893925742,38.88792078788914,39.13748118319053 2025-11-18,38.686102768483345,38.83383309380446,39.084740461694366 2025-11-19,38.57044771966819,38.75918232296594,39.0179830125528 " 1557,CN,technical,2025年08月29日-2025年10月14日,中泰证券的10、20、30日指数移动平均线处于空头排列的天数占比多少?(单位:%)(平滑系数 alpha 取 2 / (n + 1);从前 4n 个数据开始计算;初始值用首个数据点)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,23.7288,hard,moving average,EMA_t = \alpha * P_t + (1 - \alpha) * EMA_{t-1},\alpha = 2 / (n + 1),"date,close,low,high,open 2025-03-07,6.32,6.3,6.41,6.41 2025-03-10,6.28,6.25,6.32,6.31 2025-03-11,6.33,6.22,6.33,6.23 2025-03-12,6.34,6.31,6.42,6.34 2025-03-13,6.32,6.26,6.39,6.34 2025-03-14,6.48,6.31,6.52,6.33 2025-03-17,6.46,6.45,6.51,6.5 2025-03-18,6.46,6.43,6.5,6.5 2025-03-19,6.49,6.44,6.53,6.44 2025-03-20,6.51,6.48,6.54,6.48 2025-03-21,6.48,6.43,6.55,6.5 2025-03-24,6.36,6.28,6.41,6.39 2025-03-25,6.44,6.36,6.49,6.4 2025-03-26,6.6,6.48,6.66,6.55 2025-03-27,6.61,6.52,6.66,6.57 2025-03-28,6.62,6.55,6.64,6.58 2025-03-31,6.42,6.4,6.62,6.59 2025-04-01,6.43,6.38,6.49,6.41 2025-04-02,6.45,6.4,6.48,6.44 2025-04-03,6.45,6.39,6.49,6.41 2025-04-07,5.81,5.81,6.23,6.23 2025-04-08,5.93,5.82,5.98,5.9 2025-04-09,5.98,5.75,6.05,5.87 2025-04-10,6.18,6.02,6.22,6.08 2025-04-11,6.14,6.11,6.19,6.14 2025-04-14,6.13,6.11,6.18,6.18 2025-04-15,6.12,6.07,6.14,6.14 2025-04-16,6.07,5.99,6.1,6.09 2025-04-17,6.05,6.03,6.1,6.06 2025-04-18,6.11,6.03,6.12,6.05 2025-04-21,6.12,6.07,6.14,6.08 2025-04-22,6.12,6.1,6.15,6.12 2025-04-23,6.1,6.08,6.17,6.14 2025-04-24,6.07,6.04,6.12,6.1 2025-04-25,6.11,6.07,6.14,6.08 2025-04-28,6.04,6.02,6.12,6.12 2025-04-29,6.08,6.03,6.11,6.03 2025-04-30,6.1,6.07,6.15,6.07 2025-05-06,6.16,6.1,6.17,6.14 2025-05-07,6.17,6.15,6.34,6.3 2025-05-08,6.18,6.14,6.2,6.15 2025-05-09,6.09,6.09,6.18,6.17 2025-05-12,6.19,6.1,6.21,6.11 2025-05-13,6.18,6.16,6.24,6.24 2025-05-14,6.32,6.15,6.4,6.19 2025-05-15,6.24,6.22,6.32,6.29 2025-05-16,6.16,6.14,6.24,6.23 2025-05-19,6.18,6.14,6.21,6.16 2025-05-20,6.19,6.15,6.21,6.19 2025-05-21,6.17,6.17,6.21,6.19 2025-05-22,6.15,6.11,6.17,6.17 2025-05-23,6.07,6.06,6.17,6.14 2025-05-26,6.08,6.04,6.09,6.07 2025-05-27,6.1,6.06,6.12,6.08 2025-05-28,6.07,6.06,6.11,6.1 2025-05-29,6.1,6.05,6.12,6.07 2025-05-30,6.09,6.06,6.11,6.08 2025-06-03,6.17,6.06,6.17,6.08 2025-06-04,6.28,6.15,6.28,6.16 2025-06-05,6.31,6.27,6.32,6.28 2025-06-06,6.25,6.25,6.33,6.33 2025-06-09,6.32,6.28,6.36,6.28 2025-06-10,6.25,6.22,6.34,6.34 2025-06-11,6.31,6.25,6.38,6.25 2025-06-12,6.28,6.25,6.32,6.28 2025-06-13,6.19,6.18,6.28,6.27 2025-06-16,6.26,6.17,6.27,6.17 2025-06-17,6.29,6.23,6.3,6.26 2025-06-18,6.21,6.18,6.29,6.28 2025-06-19,6.11,6.09,6.22,6.2 2025-06-20,6.07,6.07,6.14,6.11 2025-06-23,6.2,6.04,6.21,6.06 2025-06-24,6.33,6.2,6.35,6.22 2025-06-25,6.52,6.32,6.54,6.33 2025-06-26,6.43,6.4,6.53,6.52 2025-06-27,6.43,6.42,6.61,6.43 2025-06-30,6.43,6.38,6.48,6.42 2025-07-01,6.4,6.36,6.45,6.44 2025-07-02,6.43,6.38,6.49,6.4 2025-07-03,6.46,6.43,6.48,6.44 2025-07-04,6.46,6.41,6.54,6.46 2025-07-07,6.51,6.44,6.53,6.46 2025-07-08,6.59,6.5,6.61,6.53 2025-07-09,6.59,6.55,6.63,6.58 2025-07-10,6.67,6.56,6.7,6.58 2025-07-11,6.79,6.67,6.87,6.69 2025-07-14,6.71,6.68,6.8,6.8 2025-07-15,6.69,6.64,6.77,6.77 2025-07-16,6.67,6.63,6.72,6.72 2025-07-17,6.68,6.64,6.7,6.68 2025-07-18,6.71,6.66,6.72,6.69 2025-07-21,6.77,6.69,6.77,6.72 2025-07-22,6.77,6.69,6.8,6.77 2025-07-23,6.75,6.74,6.88,6.78 2025-07-24,6.88,6.72,6.88,6.73 2025-07-25,6.87,6.84,6.92,6.9 2025-07-28,6.89,6.82,6.97,6.87 2025-07-29,6.92,6.75,6.92,6.87 2025-07-30,6.84,6.79,6.93,6.91 2025-07-31,6.68,6.65,6.83,6.79 2025-08-01,6.67,6.64,6.73,6.68 2025-08-04,6.71,6.63,6.72,6.68 2025-08-05,6.82,6.72,6.82,6.73 2025-08-06,6.83,6.77,6.85,6.81 2025-08-07,6.89,6.81,6.91,6.83 2025-08-08,6.84,6.81,6.88,6.87 2025-08-11,6.89,6.84,6.92,6.87 2025-08-12,6.88,6.82,6.9,6.9 2025-08-13,7.05,6.83,7.07,6.9 2025-08-14,6.96,6.94,7.14,7.04 2025-08-15,7.17,6.92,7.21,6.93 2025-08-18,7.27,7.1,7.42,7.26 2025-08-19,7.19,7.15,7.27,7.24 2025-08-20,7.24,7.11,7.24,7.16 2025-08-21,7.18,7.15,7.29,7.26 2025-08-22,7.32,7.14,7.32,7.17 2025-08-25,7.36,7.28,7.44,7.38 2025-08-26,7.28,7.25,7.35,7.32 2025-08-27,7.12,7.12,7.33,7.28 2025-08-28,7.22,7.04,7.23,7.13 2025-08-29,7.21,7.16,7.27,7.23 2025-09-01,7.11,7.06,7.23,7.19 2025-09-02,7.04,7.0,7.12,7.11 2025-09-03,6.86,6.84,7.07,7.06 2025-09-04,6.87,6.78,6.9,6.84 2025-09-05,6.94,6.8,6.95,6.89 2025-09-08,6.91,6.87,6.96,6.94 2025-09-09,6.9,6.88,6.95,6.9 2025-09-10,6.89,6.87,6.93,6.9 2025-09-11,7.06,6.86,7.08,6.88 2025-09-12,6.99,6.98,7.06,7.06 2025-09-15,6.97,6.97,7.02,6.98 2025-09-16,7.0,6.91,7.02,6.98 2025-09-17,7.04,6.96,7.07,6.99 2025-09-18,6.88,6.82,7.03,7.02 2025-09-19,6.82,6.76,6.87,6.86 2025-09-22,6.83,6.77,6.83,6.8 2025-09-23,6.75,6.67,6.83,6.79 2025-09-24,6.87,6.71,6.9,6.72 2025-09-25,6.8,6.8,6.89,6.87 2025-09-26,6.81,6.79,6.87,6.81 2025-09-29,7.03,6.78,7.12,6.79 2025-09-30,6.95,6.92,7.02,6.97 2025-10-09,7.15,6.9,7.18,6.93 2025-10-10,7.14,7.09,7.2,7.11 2025-10-13,7.1,6.94,7.13,7.0 2025-10-14,7.07,7.01,7.17,7.13 ","date,10日,20日,30日 2025-04-18,6.13183442244609,6.207380692539017,6.248243759206314 2025-04-21,6.129682709274073,6.199058721821015,6.239969968289778 2025-04-22,6.127922216678787,6.191529319742823,6.232229970335599 2025-04-23,6.122845450009916,6.182812241672078,6.223699004507496 2025-04-24,6.113237186371749,6.172068218655689,6.213782939700561 2025-04-25,6.1126486070314305,6.1661569597361,6.207087266171493 2025-04-28,6.0994397693893525,6.154142011189805,6.196307442547527 2025-04-29,6.095905265864015,6.147080867266967,6.188803736576719 2025-04-30,6.096649762979649,6.1425969751463025,6.183074463249189 2025-05-06,6.10816798789244,6.14425440608475,6.181585788200854 2025-05-07,6.119410171911996,6.146706367410012,6.180838317994348 2025-05-08,6.130426504291632,6.149877189561439,6.180784232962455 2025-05-09,6.123076230784062,6.144174600079397,6.174927185674554 2025-05-12,6.135244188823323,6.148538923881359,6.175899625308454 2025-05-13,6.143381609037265,6.151535216845039,6.176164165611135 2025-05-14,6.175494043757762,6.167579481907416,6.18544389686203 2025-05-15,6.187222399438169,6.17447667410671,6.188963645451577 2025-05-16,6.182272872267593,6.173097943239405,6.187095023164379 2025-05-19,6.181859622764394,6.17375528197851,6.186637279734419 2025-05-20,6.1833396913526855,6.175302397980556,6.186854229428973 2025-05-21,6.180914292924924,6.174797407696694,6.185766859788394 2025-05-22,6.175293512393119,6.172435749820818,6.1834593204472075 2025-05-23,6.156149237412551,6.162679964123597,6.176139364289323 2025-05-26,6.1423039215193596,6.154805681826112,6.169936824657754 2025-05-27,6.134612299424931,6.149586093080767,6.1654247714540285 2025-05-28,6.1228646086203975,6.142006465168313,6.159268334586027 2025-05-29,6.118707407053052,6.138005849437997,6.155444571064349 2025-05-30,6.113487878497952,6.133433863777236,6.1512223406731 2025-06-03,6.123762809680143,6.136916352941308,6.152433802565159 2025-06-04,6.15216957155648,6.1505433669468985,6.16066387981902 2025-06-05,6.1808660130916655,6.165729712951956,6.170298468217793 2025-06-06,6.193435828893181,6.173755454575579,6.175440502526323 2025-06-09,6.216447496367148,6.187683506520762,6.1847669217181735 2025-06-10,6.222547951573121,6.193618410661641,6.188975507413776 2025-06-11,6.238448324014372,6.204702371551009,6.196783539193532 2025-06-12,6.246003174193576,6.211873574260437,6.202152343116531 2025-06-13,6.235820778885653,6.209790376711824,6.201368320979981 2025-06-16,6.240217000906442,6.214572245596413,6.205151009949015 2025-06-17,6.249268455287089,6.221755841253898,6.2106251383394016 2025-06-18,6.2421287361439814,6.220636237324955,6.210584806833634 2025-06-19,6.2181053295723485,6.210099452817817,6.204095464457271 2025-06-20,6.191177087831921,6.196756647787549,6.195444144169705 2025-06-23,6.192781253680662,6.197065538474448,6.195738070352305 2025-06-24,6.2177301166478145,6.209725963381644,6.204400130329575 2025-06-25,6.272688277257302,6.239275871631011,6.224761412243796 2025-06-26,6.301290408665065,6.25744007433282,6.238002611453875 2025-06-27,6.324692152544143,6.273874352967789,6.250389539747174 2025-06-30,6.343839033899753,6.288743462208953,6.2619773113763895 2025-07-01,6.354050118645253,6.299339322950958,6.27088200096501 2025-07-02,6.367859187982479,6.311783196955629,6.281147678322107 2025-07-03,6.384612062894755,6.325899082959855,6.2926865377851975 2025-07-04,6.398318960550254,6.33867059886844,6.303480954702282 2025-07-07,6.418624604086571,6.354987684690493,6.316804764076329 2025-07-08,6.449783766979921,6.377369809958065,6.334430263168178 2025-07-09,6.475277627529026,6.397620304247773,6.35091863328636 2025-07-10,6.510681695251021,6.423561227652747,6.371504527913047 2025-07-11,6.5614668415690165,6.458460158352485,6.398504235789626 2025-07-14,6.588472870374649,6.482416333747487,6.418600736706424 2025-07-15,6.606932348488349,6.502186206723917,6.436110366596333 2025-07-16,6.61839919421774,6.518168472750211,6.451200020364312 2025-07-17,6.629599340723606,6.533580999154953,6.465961309373066 2025-07-18,6.644217642410222,6.5503828087592435,6.481705741026417 2025-07-21,6.667087161971999,6.5712987317345535,6.500305370637616 2025-07-22,6.685798587067998,6.590222662045548,6.517705024144867 2025-07-23,6.697471571237453,6.605439551374543,6.532691796780682 2025-07-24,6.730658558285189,6.631588165529348,6.5550987776335425 2025-07-25,6.755993365869699,6.654294054526553,6.575414985528154 2025-07-28,6.7803582084388445,6.676742239809738,6.595710792913434 2025-07-29,6.805747625086328,6.699909645542144,6.6166326772416 2025-07-30,6.811975329616086,6.71325158406194,6.631043472258272 2025-07-31,6.787979815140433,6.710084766532232,6.634201957919029 2025-08-01,6.766528939660354,6.706267169719638,6.636511509021028 2025-08-04,6.756250950631198,6.706622677365386,6.641252701987413 2025-08-05,6.767841686880071,6.7174205176163015,6.652784785730161 2025-08-06,6.779143198356421,6.728142373081416,6.664218025360474 2025-08-07,6.799298980473435,6.7435573851688995,6.678784604369476 2025-08-08,6.8066991658419,6.7527423961051944,6.689185597635961 2025-08-11,6.821844772052463,6.7658145488570804,6.702141365530416 2025-08-12,6.832418449861106,6.776689353727835,6.713616116141358 2025-08-13,6.871978731704541,6.802718939087089,6.735318302196755 2025-08-14,6.887982598667351,6.817698087745461,6.749813895603417 2025-08-15,6.939258489818742,6.851250650817322,6.776922676532229 2025-08-18,6.999393309851698,6.891131541215673,6.808734116755956 2025-08-19,7.034049071696844,6.919595203957037,6.833331915674927 2025-08-20,7.07149469502469,6.950109946437319,6.859568566276545 2025-08-21,7.091222932292927,6.972004237252812,6.880241562000639 2025-08-22,7.1328187627851225,7.005146690847782,6.90861307412963 2025-08-25,7.174124442278737,7.038942244100374,6.937734811282557 2025-08-26,7.193374543682603,7.061900125614624,6.959816436361103 2025-08-27,7.180033717558493,7.06743344698466,6.970150859821677 2025-08-28,7.1873003143660394,7.081963594890883,6.986270159188021 2025-08-29,7.191427529935851,7.094157538234609,7.000704342466213 2025-09-01,7.176622524492968,7.095666344117027,7.007755675210329 2025-09-02,7.151782065494246,7.090364787534453,7.009835954229017 2025-09-03,7.098730780858928,7.068425283959743,7.000169118472307 2025-09-04,7.057143366157304,7.049527637868339,6.991771110828933 2025-09-05,7.035844572310522,7.03909643426183,6.988431039162551 2025-09-08,7.012963740981336,7.026801535760703,6.983370972119806 2025-09-09,6.992424878984729,7.014725199021589,6.97799219972498 2025-09-10,6.973802173714779,7.00284660863858,6.972315283613692 2025-09-11,6.989474505766637,7.00828978876824,6.977972362090227 2025-09-12,6.989570050172702,7.006547904123646,6.978748338729568 2025-09-15,6.98601185923221,7.003067151349964,6.978183929779274 2025-09-16,6.988555157553626,7.002775041697587,6.979591418180611 2025-09-17,6.9979087652711485,7.0063202758216265,6.983488746039927 2025-09-18,6.976470807949121,6.994289773362424,6.976812052747029 2025-09-19,6.94802157014019,6.977690747327907,6.966695146118189 2025-09-22,6.926563102841974,6.963624961868106,6.9578761044331445 2025-09-23,6.89446072050707,6.943279727404477,6.944464742856813 2025-09-24,6.890013316778511,6.936300705746907,6.9396605658983095 2025-09-25,6.873647259182418,6.923319686151963,6.930650206808096 2025-09-26,6.86207503024016,6.912527335089871,6.922866322497897 2025-09-29,6.892606842923767,6.923715207938455,6.929778172659323 2025-09-30,6.903041962392173,6.926218521468127,6.931082806681302 2025-10-09,6.947943423775413,6.9475310432330675,6.9452064965728315 2025-10-10,6.982862801270792,6.965861420068014,6.957773819374585 2025-10-13,7.004160473767011,6.978636522918679,6.9669497019955795 2025-10-14,7.016131296718463,6.987337806450233,6.973598108318446 " 1558,CN,technical,在2020年09月07日至2021年02月16日,宝信软件5、10、20日指数移动平均线多头排列的天数占总天数的百分比?(平滑系数 alpha 取 2 / (n + 1);从前 4n 个数据开始计算;初始值用首个数据点)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,50.2994,hard,moving average,EMA_t = \alpha * P_t + (1 - \alpha) * EMA_{t-1},\alpha = 2 / (n + 1),"date,close,low,high,open 2020-05-14,54.0,54.0,55.15,54.87 2020-05-15,55.7,54.13,56.52,54.13 2020-05-18,55.8,54.01,57.25,55.88 2020-05-19,56.92,55.33,57.55,55.85 2020-05-20,54.95,54.56,57.36,56.78 2020-05-21,54.91,54.82,56.4,55.36 2020-05-22,54.07,53.61,55.93,55.15 2020-05-25,54.36,53.8,56.3,54.35 2020-05-26,56.66,54.45,57.4,55.06 2020-05-27,54.51,54.31,57.13,56.67 2020-05-28,55.79,54.76,56.65,55.41 2020-05-29,56.59,55.05,56.59,55.56 2020-06-01,57.35,56.35,58.29,56.58 2020-06-02,54.45,54.1,57.6,57.43 2020-06-03,55.66,53.81,55.8,54.9 2020-06-04,55.31,55.01,56.19,55.2 2020-06-05,55.63,54.92,56.49,55.67 2020-06-08,53.84,53.55,56.42,56.4 2020-06-09,55.35,52.6,56.09,54.03 2020-06-10,54.97,54.61,55.98,55.41 2020-06-11,55.13,54.6,56.22,55.59 2020-06-12,54.05,53.0,54.55,53.8 2020-06-15,52.56,52.56,54.73,53.89 2020-06-16,54.53,53.0,55.18,53.17 2020-06-17,53.67,53.24,55.25,55.0 2020-06-18,53.55,52.36,54.35,53.95 2020-06-19,55.2,53.71,55.99,53.8 2020-06-22,55.9,55.01,56.73,55.68 2020-06-23,60.41,55.66,60.78,55.92 2020-06-24,58.58,58.12,60.68,60.0 2020-06-29,57.93,57.5,58.77,58.25 2020-06-30,59.08,58.26,59.32,58.58 2020-07-01,57.21,56.01,59.6,59.28 2020-07-02,56.35,56.07,57.48,56.99 2020-07-03,56.07,54.79,56.66,56.39 2020-07-06,57.8,55.58,58.06,56.58 2020-07-07,60.09,57.17,61.47,57.95 2020-07-08,66.1,63.0,66.1,65.68 2020-07-09,68.3,66.92,69.3,67.3 2020-07-10,72.01,67.01,74.27,67.66 2020-07-13,72.74,70.01,73.39,70.96 2020-07-14,71.95,70.68,72.5,71.9 2020-07-15,70.07,69.15,72.66,71.58 2020-07-16,67.8,67.16,72.99,70.83 2020-07-17,69.63,68.61,71.43,69.3 2020-07-20,70.21,65.48,71.15,70.5 2020-07-21,71.0,69.0,71.81,69.88 2020-07-22,71.78,70.27,73.75,70.27 2020-07-23,72.38,70.1,72.9,71.2 2020-07-24,70.49,69.7,73.88,72.38 2020-07-27,68.8,68.0,72.38,70.51 2020-07-28,70.2,69.01,71.69,69.01 2020-07-29,73.39,70.53,73.45,70.99 2020-07-30,70.15,69.5,74.34,74.3 2020-07-31,71.25,69.7,72.68,70.0 2020-08-03,71.8,71.03,72.7,71.67 2020-08-04,70.93,70.35,73.2,71.99 2020-08-05,78.02,71.38,78.02,72.5 2020-08-06,73.98,73.0,76.98,76.8 2020-08-07,72.15,71.48,74.56,73.0 2020-08-10,69.78,68.58,71.34,71.34 2020-08-11,68.28,68.06,70.7,70.0 2020-08-12,66.84,65.0,68.88,68.54 2020-08-13,66.67,66.0,68.44,67.09 2020-08-14,67.82,66.4,68.46,66.49 2020-08-17,67.4,66.01,68.38,68.24 2020-08-18,68.24,67.06,68.41,67.87 2020-08-19,66.69,66.5,68.89,68.0 2020-08-20,67.0,65.66,67.68,66.95 2020-08-21,66.41,66.0,68.5,68.5 2020-08-24,69.88,66.9,70.69,66.93 2020-08-25,68.75,68.61,70.27,70.05 2020-08-26,69.39,68.08,69.98,68.3 2020-08-27,70.93,68.0,71.89,69.12 2020-08-28,71.82,70.01,71.85,70.93 2020-08-31,69.52,69.51,72.48,72.29 2020-09-01,69.6,68.38,69.95,69.34 2020-09-02,71.36,69.06,71.85,69.8 2020-09-03,71.6,71.03,72.48,71.79 2020-09-04,69.79,69.18,72.01,70.69 2020-09-07,69.16,68.7,71.5,70.12 2020-09-08,67.1,66.68,69.42,69.21 2020-09-09,67.2,63.82,68.09,66.5 2020-09-10,66.1,65.83,69.1,67.0 2020-09-11,68.62,66.0,68.8,66.01 2020-09-14,70.4,68.66,71.73,68.66 2020-09-15,70.49,70.0,70.95,70.0 2020-09-16,70.15,69.59,71.3,70.1 2020-09-17,69.6,69.01,70.9,70.37 2020-09-18,69.7,68.97,70.59,69.75 2020-09-21,68.43,68.26,71.05,70.46 2020-09-22,67.42,67.42,69.09,68.25 2020-09-23,69.19,67.66,69.49,68.18 2020-09-24,69.14,68.74,70.18,68.74 2020-09-25,70.42,68.8,72.89,69.85 2020-09-28,71.24,70.23,72.17,71.0 2020-09-29,72.37,70.88,73.34,71.49 2020-09-30,72.34,71.57,73.4,72.72 2020-10-09,74.5,72.7,74.93,73.82 2020-10-12,74.65,74.05,75.4,75.31 2020-10-13,75.54,73.01,75.76,74.7 2020-10-14,68.9,68.0,73.94,73.8 2020-10-15,68.93,66.6,70.2,68.9 2020-10-16,70.24,68.3,71.11,68.63 2020-10-19,67.03,67.01,70.99,70.88 2020-10-20,68.29,67.0,68.33,67.38 2020-10-21,66.95,66.05,68.29,68.01 2020-10-22,66.1,65.5,67.09,66.78 2020-10-23,61.94,61.35,66.57,65.8 2020-10-26,62.09,61.4,63.94,61.97 2020-10-27,62.7,61.48,63.1,62.05 2020-10-28,64.82,62.12,65.65,63.13 2020-10-29,64.46,63.12,64.98,64.07 2020-10-30,63.53,63.21,65.39,64.97 2020-11-02,61.95,61.87,63.96,63.96 2020-11-03,62.33,61.38,63.07,62.79 2020-11-04,63.0,61.7,63.36,62.16 2020-11-05,65.25,63.16,65.7,63.78 2020-11-06,63.7,63.01,65.25,65.25 2020-11-09,65.23,63.71,66.5,64.05 2020-11-10,63.21,63.0,65.46,65.46 2020-11-11,61.63,61.48,64.14,62.75 2020-11-12,59.88,59.31,62.97,61.94 2020-11-13,60.91,58.61,60.98,59.57 2020-11-16,64.04,59.59,64.49,60.48 2020-11-17,61.1,60.0,64.3,64.17 2020-11-18,60.41,59.69,61.79,61.25 2020-11-19,62.72,60.0,63.21,61.32 2020-11-20,62.27,62.08,63.49,62.82 2020-11-23,62.12,61.21,62.74,62.74 2020-11-24,61.86,60.8,62.32,61.7 2020-11-25,60.15,60.08,62.21,62.21 2020-11-26,60.2,59.53,60.91,60.4 2020-11-27,59.98,59.62,60.97,60.24 2020-11-30,60.49,59.25,62.41,60.76 2020-12-01,60.41,59.75,61.18,60.87 2020-12-02,59.89,59.5,60.9,60.85 2020-12-03,62.12,59.33,62.35,60.0 2020-12-04,61.77,61.46,62.44,62.0 2020-12-07,63.98,61.83,64.46,62.1 2020-12-08,64.06,63.28,64.78,64.1 2020-12-09,62.43,62.26,64.85,63.96 2020-12-10,64.1,62.11,64.24,62.21 2020-12-11,63.18,62.91,64.68,64.1 2020-12-14,61.42,61.0,63.7,63.7 2020-12-15,63.69,61.01,64.04,61.6 2020-12-16,63.74,63.05,64.49,64.0 2020-12-17,63.1,62.63,64.46,63.35 2020-12-18,62.8,62.56,63.75,63.42 2020-12-21,64.35,62.41,64.75,62.85 2020-12-22,64.67,63.74,66.99,63.9 2020-12-23,65.67,64.01,65.85,65.15 2020-12-24,66.2,65.48,67.25,65.67 2020-12-25,63.35,63.09,66.25,65.67 2020-12-28,65.47,63.25,66.15,63.74 2020-12-29,65.37,64.3,65.83,64.9 2020-12-30,65.94,65.0,66.19,65.0 2020-12-31,68.98,65.48,69.5,65.48 2021-01-04,69.8,68.49,70.75,69.5 2021-01-05,69.45,68.19,70.28,69.61 2021-01-06,66.73,66.06,70.2,70.03 2021-01-07,63.98,62.5,67.4,67.12 2021-01-08,64.1,63.31,64.9,63.42 2021-01-11,61.92,61.3,64.7,64.69 2021-01-12,62.5,61.7,62.8,62.47 2021-01-13,60.5,60.06,62.98,62.5 2021-01-14,62.9,60.58,64.25,61.5 2021-01-15,61.29,61.06,63.0,63.0 2021-01-18,62.9,60.14,63.45,61.29 2021-01-19,63.48,62.52,64.19,62.73 2021-01-20,65.08,62.84,65.26,63.48 2021-01-21,66.08,64.7,66.79,65.67 2021-01-22,62.37,62.25,66.78,66.07 2021-01-25,64.8,62.26,65.38,62.37 2021-01-26,64.35,63.49,65.76,64.67 2021-01-27,66.5,63.88,66.66,64.04 2021-01-28,65.7,65.09,67.71,65.47 2021-01-29,66.58,64.8,67.02,65.25 2021-02-01,63.8,62.66,66.48,65.0 2021-02-02,67.64,63.51,67.68,63.51 2021-02-03,67.76,66.7,68.98,67.65 2021-02-04,66.19,65.02,68.0,67.42 2021-02-05,67.35,65.88,69.27,66.0 2021-02-08,66.63,65.61,68.6,68.01 2021-02-09,69.08,65.43,69.15,66.63 2021-02-10,66.6,66.51,68.65,68.6 ","date,5日,10日,20日 2020-06-10,55.06595064804812,55.19103405822195,55.12234065753221 2020-06-11,55.08730043203209,55.17993695672705,55.123070118719625 2020-06-12,54.741533621354726,54.974493873685766,55.02087296455585 2020-06-15,54.01435574756982,54.53549498756108,54.78650411078863 2020-06-16,54.18623716504655,54.534495898913605,54.76207514785638 2020-06-17,54.01415811003104,54.37731482638385,54.65806799091767 2020-06-18,53.85943874002069,54.22689394885951,54.55253770606837 2020-06-19,54.30629249334713,54.403822321794145,54.61420078168091 2020-06-22,54.83752832889809,54.67585462692248,54.73665785009225 2020-06-23,56.69501888593206,55.718426512936574,55.27697615008346 2020-06-24,57.323345923954705,56.23871260149355,55.591549850075516 2020-06-29,57.525563949303134,56.546219401222,55.81425938816356 2020-06-30,58.04370929953542,57.00690678281799,56.125282303576554 2020-07-01,57.76580619969029,57.04383282230563,56.228588750854975 2020-07-02,57.29387079979353,56.91768140006825,56.24015172696402 2020-07-03,56.88591386652902,56.76355750914674,56.2239468005865 2020-07-06,57.190609244352686,56.95200159839278,56.374047105292554 2020-07-07,58.15707282956846,57.52254676232137,56.72794738097898 2020-07-08,60.804715219712314,59.08208371462657,57.62052382088575 2020-07-09,63.30314347980821,60.75806849378537,58.637616790325204 2020-07-10,66.20542898653882,62.80387422218803,59.911177096008515 2020-07-13,68.38361932435922,64.61044254542657,61.13296975353151 2020-07-14,69.57241288290615,65.94490753716718,62.16316311033804 2020-07-15,69.73827525527076,66.69492434859133,62.91619519506775 2020-07-16,69.09218350351385,66.895847194302,63.381319462204154 2020-07-17,69.27145566900924,67.39296588624708,63.97643189437519 2020-07-20,69.58430377933949,67.90515390692943,64.57010504729183 2020-07-21,70.05620251955966,68.46785319657862,65.1824759951688 2020-07-22,70.63080167970645,69.0700617062916,65.81081161467654 2020-07-23,71.21386778647097,69.67186866878403,66.43644860375497 2020-07-24,70.97257852431397,69.8206198199142,66.82250111768307 2020-07-27,70.24838568287598,69.63505257992979,67.0108343445704 2020-07-28,70.23225712191731,69.73777029266982,67.31456440699226 2020-07-29,71.28483808127821,70.40181205763895,67.89317732061204 2020-07-30,70.90655872085215,70.35602804715913,68.10811281388709 2020-07-31,71.02103914723477,70.5185684022211,68.40734016494547 2020-08-03,71.28069276482319,70.75155596545363,68.73045062542685 2020-08-04,71.1637951765488,70.78400033537116,68.93993151824334 2020-08-05,73.44919678436587,72.09963663803094,69.8046999450773 2020-08-06,73.62613118957725,72.44152088566167,70.20234756935565 2020-08-07,73.13408745971817,72.38851708826864,70.38783827703607 2020-08-10,72.01605830647878,71.91424125403798,70.32994891731835 2020-08-11,70.77070553765253,71.25347011694016,70.13471568709755 2020-08-12,69.46047035843503,70.45102100476922,69.8209332407073 2020-08-13,68.53031357229003,69.76356264026572,69.52084436063994 2020-08-14,68.29354238152669,69.41018761476286,69.35885918343614 2020-08-17,67.9956949210178,69.04469895753324,69.17230116596603 2020-08-18,68.0771299473452,68.89839005616355,69.08351057873118 2020-08-19,67.61475329823014,68.49686459140653,68.85555719028059 2020-08-20,67.40983553215344,68.22470739296898,68.67883745787292 2020-08-21,67.07655702143563,67.89476059424734,68.46275769998026 2020-08-24,68.01103801429042,68.2557132134751,68.59773315712499 2020-08-25,68.25735867619362,68.3455835382978,68.61223476120833 2020-08-26,68.63490578412909,68.53547744042547,68.68630764109325 2020-08-27,69.3999371894194,68.97084517852993,68.89999262765579 2020-08-28,70.20662479294627,69.48887332788811,69.17808856787904 2020-08-31,69.97774986196418,69.49453272281754,69.21065156141437 2020-09-01,69.85183324130946,69.51370859139617,69.24773236508919 2020-09-02,70.35455549420631,69.84939793841504,69.44890071127118 2020-09-03,70.7697036628042,70.16768922233958,69.65376731019774 2020-09-04,70.44313577520282,70.09901845464147,69.66674185208366 2020-09-07,70.01542385013522,69.92828782652484,69.61848072331378 2020-09-08,69.04361590009015,69.41405367624759,69.37862541633152 2020-09-09,68.42907726672676,69.0114984623844,69.1711372814428 2020-09-10,67.65271817781785,68.48213510558723,68.87864801654348 2020-09-11,67.97514545187857,68.50720145002592,68.85401487211077 2020-09-14,68.7834303012524,68.85134664093029,69.00125155095736 2020-09-15,69.35228686750159,69.1492836153066,69.14303711753286 2020-09-16,69.61819124500107,69.33123204888722,69.23893834443449 2020-09-17,69.61212749666738,69.38009894908953,69.27332516877406 2020-09-18,69.6414183311116,69.4382627765278,69.31396086698605 2020-09-21,69.23761222074107,69.25494227170455,69.22977411774929 2020-09-22,68.63174148049406,68.92131640412191,69.05741467796364 2020-09-23,68.8178276536627,68.97016796700883,69.07004185149091 2020-09-24,68.92521843577515,69.00104651846178,69.0767045323013 2020-09-25,69.42347895718343,69.25903806055963,69.2046374339869 2020-09-28,70.02898597145563,69.6192129586397,69.39848148789291 2020-09-29,70.80932398097042,70.11935605706884,69.68148325095072 2020-09-30,71.31954932064696,70.52310950123814,69.93467532228875 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2020-10-30,64.04225002815612,65.11328495129251,66.75958393614737 2020-11-02,63.34483335210408,64.53814223287569,66.30152832318095 2020-11-03,63.00655556806939,64.13666182689829,65.92328753049705 2020-11-04,63.00437037871293,63.92999604018951,65.64487919425923 2020-11-05,63.75291358580862,64.16999676015504,65.60727165194882 2020-11-06,63.73527572387242,64.08454280376321,65.4256267327156 2020-11-09,64.23351714924829,64.29280774853353,65.40699561531412 2020-11-10,63.89234476616553,64.09593361243653,65.19775793766516 2020-11-11,63.138229844110356,63.64758204653897,64.85797146741133 2020-11-12,62.05215322940691,62.96256712898643,64.3838789467055 2020-11-13,61.67143548627128,62.58937310553435,64.05303333273353 2020-11-16,62.46095699084752,62.85312344998265,64.05179206294939 2020-11-17,62.00730466056502,62.53437373180398,63.77066900933516 2020-11-18,61.47486977371001,62.14812396238507,63.450605294160376 2020-11-19,61.88991318247334,62.2521014237696,63.38102383757368 2020-11-20,62.016608788315565,62.255355710356945,63.27521204351905 2020-11-23,62.05107252554371,62.230745581201134,63.16519184889819 2020-11-24,61.98738168369581,62.163337293710015,63.04088786328884 2020-11-25,61.374921122463874,61.797275967580916,62.76556520964228 2020-11-26,60.983280748309255,61.506862155293476,62.52122566586683 2020-11-27,60.64885383220617,61.22925085433102,62.27920417387951 2020-11-30,60.59590255480412,61.09484160808901,62.10880377636718 2020-12-01,60.53393503653608,60.97032495207282,61.94701294052268 2020-12-02,60.319290024357386,60.77390223351412,61.75110694618719 2020-12-03,60.91952668290492,61.018647281966096,61.78623961797889 2020-12-04,61.20301778860329,61.155256867063166,61.78469298769519 2020-12-07,62.12867852573552,61.66884652759713,61.99376984600993 2020-12-08,62.772452350490354,62.103601704397654,62.19055367019946 2020-12-09,62.65830156699357,62.162946849052624,62.21335808256142 2020-12-10,63.138867711329056,62.515138331043055,62.39303826517462 2020-12-11,63.15257847421937,62.6360222708534,62.46798700182465 2020-12-14,62.575052316146255,62.41492731251641,62.368178715936594 2020-12-15,62.94670154409751,62.6467587102407,62.49406645727596 2020-12-16,63.21113436273167,62.8455298538333,62.61272679467825 2020-12-17,63.17408957515445,62.89179715313634,62.659133766613664 2020-12-18,63.049393050102964,62.875106761656994,62.672549598364746 2020-12-21,63.48292870006864,63.14326916862845,62.832306779472866 2020-12-22,63.8786191333791,63.420856592514184,63.00732518142783 2020-12-23,64.47574608891941,63.8297917575116,63.26091325938709 2020-12-24,65.05049739261294,64.2607387106913,63.5408262823026 2020-12-25,64.48366492840863,64.09514985420196,63.52265235065474 2020-12-28,64.81244328560575,64.34512260798341,63.70811403154477 2020-12-29,64.99829552373717,64.53146395198642,63.866388885683364 2020-12-30,65.31219701582478,64.78756141526162,64.06387565847542 2020-12-31,66.53479801054985,65.54982297612314,64.53207797671587 2021-01-04,67.6231986736999,66.32258243500983,65.03378483607626 2021-01-05,68.23213244913327,66.89120381046259,65.45437675644996 2021-01-06,67.73142163275551,66.86189402674212,65.57586468440711 2021-01-07,66.48094775517035,66.33791329460718,65.42387757160643 2021-01-08,65.6872985034469,65.93101996831496,65.2977939933582 2021-01-11,64.43153233563126,65.20174361043951,64.97609932732408 2021-01-12,63.787688223754174,64.7105174994505,64.7402803437694 2021-01-13,62.69179214916945,63.94496886318677,64.33644412055327 2021-01-14,62.761194766112965,63.75497452442554,64.1996399185958 2021-01-15,62.27079651074198,63.30679733816635,63.92253135492002 2021-01-18,62.48053100716132,63.23283418577246,63.8251474163562 2021-01-19,62.81368733810755,63.277773424722916,63.79227623384609 2021-01-20,63.5691248920717,63.6054509838642,63.91491659252741 2021-01-21,64.40608326138113,64.05536898679797,64.12111501228671 2021-01-22,63.72738884092075,63.748938261925616,63.954342153973684 2021-01-25,64.08492589394717,63.940040396120956,64.03488099645239 2021-01-26,64.17328392929812,64.01457850591714,64.06489233012358 2021-01-27,64.94885595286542,64.46647332302311,64.29680734630229 2021-01-28,65.19923730191027,64.69075090065527,64.43044474189254 2021-01-29,65.65949153460686,65.03425073689976,64.63516429028374 2021-02-01,65.03966102307123,64.80984151200889,64.55562483406624 2021-02-02,65.9064406820475,65.32441578255272,64.84937484986945 2021-02-03,66.52429378803167,65.76724927663405,65.12657724511998 2021-02-04,66.41286252535446,65.84411304451876,65.2278556027276 2021-02-05,66.72524168356964,66.11791067278807,65.42996459294402 2021-02-08,66.6934944557131,66.21101782319023,65.5442536793303 2021-02-09,67.48899630380873,66.73265094624655,65.88099142415598 2021-02-10,67.19266420253916,66.70853259238353,65.94946843137922 " 1559,CN,technical,统计士兰微在2022年04月16日到2023年02月04日的5、20、60日指数移动平均线空头排列的天数占比(%)。(平滑系数 alpha 取 2 / (n + 1);从前 4n 个数据开始计算;初始值用首个数据点)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,39.7333,hard,moving average,EMA_t = \alpha * P_t + (1 - \alpha) * EMA_{t-1},\alpha = 2 / (n + 1),"date,close,low,high,open 2021-04-19,27.87,26.09,28.12,26.45 2021-04-20,26.9,26.8,27.5,27.4 2021-04-21,26.99,26.32,27.36,26.57 2021-04-22,29.69,27.3,29.69,27.7 2021-04-23,28.84,28.61,29.69,29.69 2021-04-26,30.95,28.91,31.7,29.25 2021-04-27,30.36,29.69,31.26,30.84 2021-04-28,30.92,29.1,31.04,30.36 2021-04-29,34.01,32.7,34.01,33.88 2021-04-30,36.01,34.7,36.98,35.0 2021-05-06,36.7,35.88,38.1,36.0 2021-05-07,33.03,33.03,37.44,36.99 2021-05-10,32.86,32.42,33.85,32.86 2021-05-11,33.77,31.79,33.84,32.81 2021-05-12,34.03,31.3,34.4,34.4 2021-05-13,36.6,32.8,37.43,33.0 2021-05-14,36.71,35.17,37.3,36.5 2021-05-17,36.29,35.65,38.77,36.72 2021-05-18,37.0,35.71,37.59,35.94 2021-05-19,38.25,35.7,38.42,36.7 2021-05-20,36.3,36.12,38.09,37.6 2021-05-21,36.3,36.11,37.49,36.99 2021-05-24,38.28,35.3,39.21,35.95 2021-05-25,38.26,37.85,39.43,38.08 2021-05-26,36.99,36.76,38.87,38.19 2021-05-27,38.84,36.36,40.5,36.5 2021-05-28,39.2,38.15,39.6,38.52 2021-05-31,39.59,38.91,40.35,39.8 2021-06-01,39.67,38.61,41.34,39.08 2021-06-02,38.28,37.39,39.99,39.17 2021-06-03,37.59,37.4,38.6,38.4 2021-06-04,38.88,37.14,39.16,37.14 2021-06-07,42.77,40.47,42.77,40.49 2021-06-08,43.5,42.13,43.88,42.76 2021-06-09,43.38,42.3,45.21,42.7 2021-06-10,43.79,42.58,44.58,43.35 2021-06-11,42.78,41.91,44.44,44.0 2021-06-15,42.27,42.01,43.66,43.26 2021-06-16,42.33,41.9,44.66,43.33 2021-06-17,46.56,41.05,46.56,41.3 2021-06-18,51.19,47.51,51.19,48.46 2021-06-21,52.04,49.51,52.17,50.7 2021-06-22,52.26,49.88,53.05,52.71 2021-06-23,56.33,51.74,57.49,52.5 2021-06-24,56.65,54.61,57.45,55.0 2021-06-25,56.75,54.6,57.77,56.88 2021-06-28,57.62,56.2,59.33,56.57 2021-06-29,56.35,54.78,58.03,57.1 2021-07-01,54.75,54.7,61.37,59.49 2021-07-02,57.33,52.51,59.46,54.0 2021-07-05,63.06,57.68,63.06,58.88 2021-07-06,59.49,56.75,65.3,65.0 2021-07-07,59.16,54.16,59.4,57.0 2021-07-08,63.1,57.6,64.0,58.1 2021-07-09,62.35,59.63,63.15,62.1 2021-07-12,64.27,60.21,65.11,62.67 2021-07-13,60.58,59.18,65.09,63.0 2021-07-14,59.61,58.2,62.55,59.3 2021-07-15,59.91,57.51,60.39,58.71 2021-07-16,60.0,59.51,63.3,59.51 2021-07-19,55.17,54.35,58.9,58.52 2021-07-20,57.56,54.2,57.86,54.5 2021-07-21,60.68,56.0,62.58,57.5 2021-07-22,64.03,59.8,65.37,62.0 2021-07-23,63.59,61.93,65.8,63.45 2021-07-26,68.2,62.82,68.2,63.65 2021-07-27,66.2,63.0,74.78,68.18 2021-07-28,64.3,60.0,67.94,64.0 2021-07-29,69.72,64.54,69.89,66.05 2021-07-30,69.69,68.21,71.9,68.51 2021-08-02,68.3,65.2,71.5,69.7 2021-08-03,62.32,61.74,68.5,66.38 2021-08-04,65.54,62.31,65.88,62.32 2021-08-05,66.71,63.67,68.27,65.56 2021-08-06,65.49,63.76,69.1,68.6 2021-08-09,61.99,60.55,63.4,63.39 2021-08-10,60.22,58.23,62.69,62.0 2021-08-11,62.99,58.38,63.0,60.52 2021-08-12,63.1,61.62,66.0,62.0 2021-08-13,60.8,60.5,63.1,62.0 2021-08-16,63.57,59.68,64.1,59.9 2021-08-17,57.64,57.5,61.7,61.0 2021-08-18,57.01,56.0,58.85,57.65 2021-08-19,58.1,56.45,59.28,57.0 2021-08-20,59.75,57.33,60.8,57.7 2021-08-23,59.7,58.45,60.54,59.59 2021-08-24,61.11,57.68,62.47,59.67 2021-08-25,59.74,59.66,61.98,61.21 2021-08-26,59.52,59.5,62.05,60.6 2021-08-27,59.58,58.02,60.3,58.4 2021-08-30,58.2,57.58,60.9,59.06 2021-08-31,54.8,52.68,57.29,57.2 2021-09-01,54.64,51.78,55.63,53.85 2021-09-02,52.98,52.4,54.76,53.86 2021-09-03,53.3,52.53,54.88,52.8 2021-09-06,56.16,52.83,56.88,53.73 2021-09-07,56.25,55.31,57.33,55.66 2021-09-08,56.73,55.64,57.68,55.96 2021-09-09,55.08,53.96,56.47,56.3 2021-09-10,59.87,55.0,60.36,55.31 2021-09-13,58.53,58.4,60.55,59.0 2021-09-14,58.63,58.0,60.4,58.0 2021-09-15,57.98,55.85,58.59,57.67 2021-09-16,54.51,53.03,57.85,57.08 2021-09-17,54.59,53.6,55.17,53.95 2021-09-22,57.96,53.19,58.5,53.5 2021-09-23,61.21,57.06,62.45,58.75 2021-09-24,61.24,59.5,62.13,61.21 2021-09-27,58.99,58.46,62.55,61.29 2021-09-28,58.33,57.18,61.16,58.02 2021-09-29,56.55,55.82,58.72,57.75 2021-09-30,57.09,55.7,58.25,56.6 2021-10-08,56.4,56.05,59.99,58.59 2021-10-11,55.18,55.0,58.23,56.0 2021-10-12,53.05,52.32,55.66,54.8 2021-10-13,56.5,53.05,56.66,53.05 2021-10-14,55.8,55.5,56.96,55.92 2021-10-15,61.38,55.54,61.38,55.8 2021-10-18,62.05,60.56,64.57,61.38 2021-10-19,62.92,61.38,64.01,63.0 2021-10-20,62.33,61.8,63.55,63.49 2021-10-21,59.45,58.8,62.86,62.85 2021-10-22,60.8,59.26,61.9,60.29 2021-10-25,62.5,59.7,62.51,60.4 2021-10-26,62.05,60.5,63.12,62.59 2021-10-27,60.77,60.2,62.63,61.98 2021-10-28,59.96,59.18,62.8,60.77 2021-10-29,61.67,59.35,63.0,59.63 2021-11-01,58.58,57.32,64.32,60.05 2021-11-02,63.0,59.11,64.25,59.11 2021-11-03,61.0,59.58,63.89,62.89 2021-11-04,65.58,61.0,66.66,61.3 2021-11-05,64.9,64.7,67.6,67.46 2021-11-08,65.23,62.5,66.37,64.5 2021-11-09,64.97,63.1,66.5,65.0 2021-11-10,65.12,63.65,65.66,64.44 2021-11-11,68.05,63.88,69.99,64.49 2021-11-12,67.13,65.3,68.23,66.99 2021-11-15,66.75,66.48,69.95,67.88 2021-11-16,62.29,61.41,65.0,63.2 2021-11-17,63.25,61.81,63.45,61.81 2021-11-18,62.89,62.5,64.0,62.84 2021-11-19,62.02,61.56,63.48,63.0 2021-11-22,65.0,61.7,65.94,62.27 2021-11-23,63.9,63.68,65.85,65.2 2021-11-24,63.12,62.88,65.0,63.93 2021-11-25,61.16,61.0,63.46,62.0 2021-11-26,60.06,59.01,60.77,60.1 2021-11-29,59.57,59.03,60.93,59.1 2021-11-30,62.07,61.12,63.3,62.0 2021-12-01,62.9,61.62,65.5,61.62 2021-12-02,62.61,61.3,63.49,62.5 2021-12-03,62.64,62.03,63.63,62.9 2021-12-06,61.06,60.9,62.9,62.21 2021-12-07,60.3,59.32,61.8,61.65 2021-12-08,61.29,60.29,61.66,60.72 2021-12-09,62.85,61.9,63.3,61.9 2021-12-10,63.0,61.9,64.8,62.01 2021-12-13,62.98,61.32,63.7,62.55 2021-12-14,61.73,61.2,62.58,62.51 2021-12-15,60.75,60.45,62.09,61.74 2021-12-16,59.61,59.3,61.36,61.04 2021-12-17,56.83,56.3,59.36,59.36 2021-12-20,54.46,54.43,56.65,56.0 2021-12-21,54.93,53.78,55.24,54.47 2021-12-22,54.58,54.19,56.0,55.1 2021-12-23,54.52,54.37,55.12,54.9 2021-12-24,53.48,52.83,54.78,54.65 2021-12-27,52.9,52.01,53.66,53.34 2021-12-28,54.44,53.33,54.46,53.33 2021-12-29,53.23,53.2,54.52,54.45 2021-12-30,53.81,52.8,54.24,52.9 2021-12-31,54.2,53.15,54.41,53.82 2022-01-04,52.5,52.35,54.8,54.49 2022-01-05,49.9,48.48,52.56,52.5 2022-01-06,49.9,48.88,50.5,48.88 2022-01-07,50.26,49.22,51.0,50.15 2022-01-10,49.72,48.5,50.55,49.91 2022-01-11,48.05,47.99,49.72,49.38 2022-01-12,49.55,48.59,49.85,48.76 2022-01-13,48.77,48.55,49.64,49.58 2022-01-14,49.39,48.42,49.83,48.45 2022-01-17,50.93,49.15,51.0,49.22 2022-01-18,52.11,50.41,52.8,50.68 2022-01-19,51.33,50.8,51.86,51.52 2022-01-20,51.4,50.69,52.22,51.26 2022-01-21,49.65,49.42,51.69,51.0 2022-01-24,52.45,50.0,52.73,50.0 2022-01-25,52.49,52.01,53.93,52.02 2022-01-26,53.55,52.5,53.89,52.5 2022-01-27,52.1,52.09,53.6,53.02 2022-01-28,50.59,49.7,52.9,52.77 2022-02-07,52.24,51.55,53.0,52.0 2022-02-08,51.0,49.88,52.25,52.25 2022-02-09,52.09,49.9,52.46,50.9 2022-02-10,52.94,51.6,53.5,52.39 2022-02-11,50.98,50.72,52.35,52.11 2022-02-14,49.2,48.88,50.49,50.0 2022-02-15,50.41,49.26,50.6,49.26 2022-02-16,49.66,49.35,50.9,50.65 2022-02-17,51.2,49.5,52.28,49.68 2022-02-18,50.77,50.19,51.28,50.3 2022-02-21,50.08,49.63,51.2,50.77 2022-02-22,52.73,49.65,53.0,50.6 2022-02-23,55.5,52.4,55.5,52.73 2022-02-24,56.22,54.45,56.88,55.39 2022-02-25,56.15,55.7,58.41,57.6 2022-02-28,56.99,55.52,57.55,56.0 2022-03-01,57.12,56.47,57.6,56.9 2022-03-02,56.6,55.7,56.94,56.68 2022-03-03,55.08,54.97,57.36,57.03 2022-03-04,55.93,54.48,57.43,54.6 2022-03-07,54.73,54.21,56.0,55.32 2022-03-08,56.0,54.16,57.4,54.79 2022-03-09,57.6,55.08,57.88,56.31 2022-03-10,57.78,57.75,59.63,59.1 2022-03-11,58.0,56.5,58.87,56.5 2022-03-14,56.67,56.59,58.2,57.88 2022-03-15,55.64,55.07,58.06,56.01 2022-03-16,59.28,55.88,59.4,56.9 2022-03-17,58.4,58.01,61.69,60.3 2022-03-18,58.95,57.85,59.6,58.04 2022-03-21,58.74,57.48,58.98,58.95 2022-03-22,57.06,56.95,58.27,58.01 2022-03-23,55.13,54.54,57.03,57.0 2022-03-24,53.87,53.16,54.88,54.5 2022-03-25,53.51,53.46,54.9,54.45 2022-03-28,54.13,52.08,54.31,52.32 2022-03-29,51.2,50.44,53.9,53.56 2022-03-30,51.46,50.8,51.8,51.2 2022-03-31,48.5,48.15,51.05,51.0 2022-04-01,47.78,47.52,48.8,48.3 2022-04-06,44.5,43.88,47.7,47.7 2022-04-07,43.1,42.9,44.59,44.49 2022-04-08,42.68,42.32,43.78,43.36 2022-04-11,40.67,40.56,42.76,41.94 2022-04-12,41.14,39.76,41.24,40.5 2022-04-13,39.55,39.5,41.06,40.7 2022-04-14,41.17,39.28,41.69,40.31 2022-04-15,40.6,40.08,41.68,40.16 2022-04-18,44.66,40.83,44.66,40.85 2022-04-19,44.2,43.5,44.75,44.0 2022-04-20,43.38,43.32,44.8,44.16 2022-04-21,43.2,42.5,44.39,43.09 2022-04-22,41.99,40.1,43.5,42.5 2022-04-25,39.03,38.94,41.5,40.35 2022-04-26,37.04,36.79,39.5,39.5 2022-04-27,39.97,35.78,40.44,36.26 2022-04-28,39.59,38.89,40.4,39.34 2022-04-29,42.0,39.02,42.6,40.4 2022-05-05,42.07,40.73,43.19,41.02 2022-05-06,40.81,40.1,41.79,40.53 2022-05-09,40.83,40.25,41.35,40.4 2022-05-10,42.75,39.97,43.8,40.0 2022-05-11,43.77,42.53,45.37,42.59 2022-05-12,44.13,43.33,44.97,43.44 2022-05-13,44.4,43.51,44.96,44.5 2022-05-16,43.81,43.56,45.2,44.9 2022-05-17,46.08,43.55,46.32,43.82 2022-05-18,46.14,45.54,46.88,46.44 2022-05-19,47.2,45.12,47.36,45.22 2022-05-20,47.01,46.5,47.43,47.18 2022-05-23,47.15,46.12,47.44,47.01 2022-05-24,45.16,45.05,47.49,46.72 2022-05-25,44.82,44.26,46.16,45.15 2022-05-26,43.99,43.52,44.95,44.82 2022-05-27,43.85,43.35,45.1,44.6 2022-05-30,44.49,43.53,44.85,44.19 2022-05-31,45.1,43.37,45.3,44.5 2022-06-01,44.92,44.61,45.8,44.8 2022-06-02,46.6,44.43,46.89,44.58 2022-06-06,48.47,46.33,48.68,46.7 2022-06-07,47.5,47.42,48.9,48.4 2022-06-08,47.17,46.4,47.95,47.28 2022-06-09,46.2,45.88,47.7,47.0 2022-06-10,46.55,45.52,46.68,45.62 2022-06-13,45.61,44.66,46.47,46.06 2022-06-14,44.03,42.1,45.2,45.08 2022-06-15,45.58,44.0,46.5,44.03 2022-06-16,46.59,45.0,47.45,45.68 2022-06-17,45.93,44.92,46.86,46.0 2022-06-20,46.48,45.78,47.29,45.93 2022-06-21,46.01,45.5,46.95,46.39 2022-06-22,44.19,44.0,46.38,46.18 2022-06-23,45.56,43.94,45.66,44.0 2022-06-24,46.39,45.5,47.28,45.55 2022-06-27,46.99,46.18,47.55,46.69 2022-06-28,50.84,45.9,51.69,47.0 2022-06-29,50.55,50.28,53.3,50.89 2022-06-30,52.0,49.69,53.2,50.3 2022-07-01,51.03,50.9,52.28,51.91 2022-07-04,49.11,48.5,50.09,50.0 2022-07-05,48.9,48.03,49.94,49.17 2022-07-06,50.18,48.46,50.99,49.18 2022-07-07,50.78,49.33,51.38,50.18 2022-07-08,50.87,50.6,52.2,51.75 2022-07-11,48.81,48.35,50.39,50.39 2022-07-12,47.21,47.21,49.24,48.9 2022-07-13,46.57,45.75,47.8,47.02 2022-07-14,46.89,46.31,47.49,46.47 2022-07-15,48.15,46.31,49.23,46.77 2022-07-18,47.27,46.63,48.5,48.18 2022-07-19,46.33,45.81,47.57,47.22 2022-07-20,46.48,46.33,47.63,46.79 2022-07-21,47.32,45.79,47.97,46.5 2022-07-22,45.62,45.41,47.5,47.32 2022-07-25,44.18,44.05,45.48,45.45 2022-07-26,44.69,43.77,44.75,44.2 2022-07-27,43.61,43.6,44.84,44.5 2022-07-28,43.92,43.8,44.64,44.0 2022-07-29,41.6,41.46,43.91,43.9 2022-08-01,41.45,40.02,41.58,41.15 2022-08-02,40.66,39.2,41.39,40.55 2022-08-03,42.45,40.57,43.29,40.7 2022-08-04,42.65,42.31,43.34,42.55 2022-08-05,46.92,42.29,46.92,42.6 2022-08-08,46.19,45.71,48.29,47.06 2022-08-09,46.64,44.64,46.65,45.8 2022-08-10,45.3,45.08,46.59,45.4 2022-08-11,45.33,45.23,46.35,45.3 2022-08-12,44.53,44.53,45.79,45.34 2022-08-15,44.48,44.22,45.19,44.68 2022-08-16,43.7,43.44,44.54,44.26 2022-08-17,44.11,43.08,44.3,43.66 2022-08-18,44.91,43.5,45.2,44.0 2022-08-19,43.19,43.19,45.65,44.6 2022-08-22,42.77,42.46,43.59,43.14 2022-08-23,41.93,41.57,43.43,42.66 2022-08-24,40.79,40.71,42.18,41.7 2022-08-25,41.17,39.84,41.21,40.83 2022-08-26,41.03,41.0,41.61,41.4 2022-08-29,40.57,39.9,41.22,40.06 2022-08-30,40.73,40.5,41.5,40.57 2022-08-31,39.66,39.56,41.02,40.71 2022-09-01,39.3,39.2,40.29,39.63 2022-09-02,39.94,39.29,40.3,39.5 2022-09-05,40.1,39.08,40.33,39.94 2022-09-06,40.53,40.04,40.75,40.19 2022-09-07,41.2,40.54,41.65,40.7 2022-09-08,40.02,40.0,41.22,41.2 2022-09-09,40.56,39.62,40.77,40.01 2022-09-13,40.18,40.12,41.11,40.9 2022-09-14,39.73,39.5,40.14,39.7 2022-09-15,38.28,38.0,39.95,39.85 2022-09-16,37.02,37.02,38.77,38.0 2022-09-19,36.68,36.3,37.77,37.1 2022-09-20,36.83,36.41,37.12,36.98 2022-09-21,36.29,35.9,36.8,36.66 2022-09-22,35.8,35.55,36.55,35.99 2022-09-23,33.69,33.58,36.06,35.75 2022-09-26,33.51,33.34,34.19,33.6 2022-09-27,33.95,33.17,34.06,33.51 2022-09-28,32.58,32.56,33.9,33.8 2022-09-29,32.73,32.58,33.26,33.02 2022-09-30,32.05,32.05,32.89,32.65 2022-10-10,30.22,30.14,32.0,32.0 2022-10-11,30.5,29.82,30.74,30.35 2022-10-12,31.55,30.21,31.62,30.63 2022-10-13,31.25,31.18,31.75,31.25 2022-10-14,32.17,31.26,32.22,31.7 2022-10-17,32.35,31.0,32.61,31.3 2022-10-18,31.98,31.78,32.7,32.61 2022-10-19,31.52,31.5,32.42,31.99 2022-10-20,33.33,31.08,34.26,31.15 2022-10-21,32.0,31.9,32.98,32.98 2022-10-24,31.59,31.13,33.1,31.93 2022-10-25,31.4,31.01,31.97,31.28 2022-10-26,32.27,31.19,32.66,31.46 2022-10-27,32.25,31.92,32.85,32.26 2022-10-28,30.91,30.56,32.72,32.07 2022-10-31,31.4,29.28,31.77,29.7 2022-11-01,32.0,30.89,32.0,31.51 2022-11-02,32.44,31.85,33.15,31.95 2022-11-03,34.38,32.02,34.77,32.19 2022-11-04,34.59,33.8,34.93,34.4 2022-11-07,34.16,34.05,35.1,34.43 2022-11-08,33.73,33.39,34.58,34.32 2022-11-09,33.42,33.33,33.96,33.85 2022-11-10,33.47,33.33,34.06,33.41 2022-11-11,33.58,33.56,34.65,34.5 2022-11-14,35.31,33.13,35.33,33.6 2022-11-15,37.83,34.85,38.68,35.0 2022-11-16,37.11,36.9,38.11,37.3 2022-11-17,38.96,36.31,39.12,36.75 2022-11-18,37.78,37.6,39.09,38.38 2022-11-21,37.05,36.72,38.1,37.3 2022-11-22,37.32,36.73,38.64,37.0 2022-11-23,36.68,36.18,37.53,36.99 2022-11-24,35.98,35.88,36.98,36.98 2022-11-25,35.61,35.57,36.76,35.9 2022-11-28,35.14,34.28,35.48,34.52 2022-11-29,36.27,35.2,36.73,35.2 2022-11-30,36.6,35.86,36.75,36.09 2022-12-01,36.54,36.38,37.31,36.98 2022-12-02,35.97,35.96,36.85,36.17 2022-12-05,36.46,35.68,36.46,36.23 2022-12-06,37.2,36.45,37.62,36.5 2022-12-07,36.85,36.64,37.23,37.02 2022-12-08,35.74,35.72,36.94,36.58 2022-12-09,36.32,35.97,36.77,35.98 2022-12-12,37.14,35.78,37.76,36.06 2022-12-13,37.14,36.54,37.46,36.93 2022-12-14,37.26,37.21,39.1,38.67 2022-12-15,37.55,36.78,38.28,37.04 2022-12-16,36.67,36.32,37.25,37.0 2022-12-19,35.23,35.1,36.5,36.24 2022-12-20,35.27,35.05,35.83,35.1 2022-12-21,34.39,34.11,35.67,35.27 2022-12-22,33.96,33.75,34.75,34.6 2022-12-23,32.84,32.37,33.96,33.73 2022-12-26,33.88,32.71,34.33,32.84 2022-12-27,33.99,33.46,34.07,33.9 2022-12-28,33.35,33.25,33.92,33.72 2022-12-29,33.04,33.0,33.64,33.48 2022-12-30,32.79,32.62,33.55,33.39 2023-01-03,33.25,32.44,33.29,32.79 2023-01-04,33.01,32.73,33.81,33.12 2023-01-05,32.28,32.0,33.36,32.9 2023-01-06,32.88,31.64,33.1,32.02 2023-01-09,33.2,32.81,33.88,32.98 2023-01-10,33.6,33.11,33.85,33.2 2023-01-11,33.11,33.1,34.2,33.6 2023-01-12,32.97,32.7,33.33,33.2 2023-01-13,33.18,32.63,33.25,33.08 2023-01-16,34.0,32.82,34.29,32.92 2023-01-17,35.32,34.0,36.59,34.14 2023-01-18,35.01,34.8,35.5,35.23 2023-01-19,35.65,34.9,35.75,35.05 2023-01-20,35.66,35.42,35.77,35.72 2023-01-30,35.82,35.78,36.47,36.4 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2023-01-04,33.19785479353443,34.417052297170905,35.52522092708278 2023-01-05,32.89190319568962,34.21352350696415,35.41882024094892 2023-01-06,32.887935463793085,34.08652126820566,35.33558023304895 2023-01-09,32.99195697586206,34.002090671233695,35.26556120901456 2023-01-10,33.19463798390804,33.96379632159239,35.21095264478457 2023-01-11,33.16642532260536,33.88248238620264,35.14206895151295 2023-01-12,33.10095021507024,33.795579301802384,35.0708535760535 2023-01-13,33.12730014338016,33.73695270163073,35.00885837683863 2023-01-16,33.418200095586776,33.76200482528495,34.97578105300786 2023-01-17,34.05213339705786,33.910385318114955,34.98706692012235 2023-01-18,34.37142226470524,34.01511052591353,34.98781882438064 2023-01-19,34.79761484313683,34.17081428535033,35.009529682597666 2023-01-20,35.08507656209122,34.31264149626934,35.0308565782502 2023-01-30,35.33005104139415,34.456199449005595,35.05673013306167 2023-01-31,35.3300340275961,34.5394185491003,35.065689800830135 2023-02-01,35.546689351730734,34.67661678251932,35.09566718440947 2023-02-02,35.83445956782049,34.84170089846986,35.13876006360916 2023-02-03,35.98963971188033,34.980586527187015,35.176833504146565 " 1560,CN,technical,"润泽科技2019年11月05日至2020年09月21日, 对于5、10、20日双指数移动平均线,多头排列的天数占比?(单位:%)(平滑系数 alpha 取 2 / (n + 1);从前 5n 个数据开始计算;初始值用首个数据点)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。",39.7849,hard,moving average,DEMA = 2 * EMA1 - EMA2;EMA1 = EMA_n(P);EMA2 = EMA_n(EMA1),"date,close,high,low 2019-06-10,13.44,13.58,13.11 2019-06-11,14.12,14.13,13.44 2019-06-12,13.98,14.32,13.94 2019-06-13,14.29,14.37,13.91 2019-06-14,13.7,14.3,13.58 2019-06-17,13.93,14.05,13.58 2019-06-18,14.13,14.18,13.85 2019-06-19,14.05,14.47,14.05 2019-06-20,14.23,14.25,13.97 2019-06-21,15.65,15.65,15.65 2019-06-24,15.3,16.86,15.17 2019-06-25,15.11,15.27,14.77 2019-06-26,14.8,15.05,14.79 2019-06-27,14.69,14.97,14.6 2019-06-28,14.37,14.69,14.23 2019-07-01,14.77,14.85,14.46 2019-07-02,14.6,14.94,14.55 2019-07-03,14.48,14.58,14.24 2019-07-04,14.43,14.59,14.34 2019-07-05,14.57,14.57,14.33 2019-07-08,13.85,14.52,13.85 2019-07-09,14.05,14.07,13.75 2019-07-10,13.9,14.15,13.68 2019-07-11,14.01,14.2,13.9 2019-07-12,14.29,14.43,13.93 2019-07-15,14.69,14.78,14.1 2019-07-16,14.62,14.86,14.54 2019-07-17,14.5,14.65,14.4 2019-07-18,14.08,14.5,14.07 2019-07-19,14.21,14.49,14.08 2019-07-22,13.76,14.42,13.2 2019-07-23,13.95,14.1,13.7 2019-07-24,14.16,14.32,13.91 2019-07-25,14.16,14.27,14.09 2019-07-26,14.22,14.25,14.0 2019-07-29,14.05,14.35,13.99 2019-07-30,14.43,14.47,14.06 2019-07-31,14.17,14.78,14.15 2019-08-01,14.56,14.56,14.07 2019-08-02,14.44,14.98,14.22 2019-08-05,14.73,14.88,14.25 2019-08-06,13.9,14.59,13.55 2019-08-07,13.46,14.16,13.43 2019-08-08,13.6,13.7,13.46 2019-08-09,13.26,13.73,13.16 2019-08-12,13.55,13.56,13.19 2019-08-13,13.46,13.55,13.33 2019-08-14,13.45,13.68,13.45 2019-08-15,13.34,13.4,12.87 2019-08-16,13.4,13.53,13.26 2019-08-19,13.79,13.88,13.4 2019-08-20,13.82,13.94,13.71 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2019-10-16,16.92,17.05,16.55 2019-10-17,16.33,17.26,16.23 2019-10-18,15.57,16.47,15.57 2019-10-21,15.67,16.18,15.46 2019-10-22,15.84,15.9,15.49 2019-10-23,15.82,16.24,15.75 2019-10-24,15.79,16.12,15.76 2019-10-25,15.55,15.75,15.17 2019-10-28,15.71,15.96,15.4 2019-10-29,14.96,15.89,14.96 2019-10-30,14.8,15.06,14.68 2019-10-31,14.54,14.9,14.5 2019-11-01,14.71,14.89,14.45 2019-11-04,14.65,14.88,14.57 2019-11-05,14.7,14.79,14.42 2019-11-06,14.31,14.72,14.2 2019-11-07,14.68,14.76,14.2 2019-11-08,14.55,14.85,14.54 2019-11-11,14.08,14.6,14.04 2019-11-12,14.25,14.35,13.9 2019-11-13,14.24,14.5,14.13 2019-11-14,14.22,14.36,14.14 2019-11-15,14.05,14.36,14.04 2019-11-18,14.07,14.16,13.97 2019-11-19,14.37,14.4,14.06 2019-11-20,14.35,14.48,14.22 2019-11-21,14.12,14.22,14.03 2019-11-22,13.82,14.37,13.62 2019-11-25,13.64,13.89,13.56 2019-11-26,13.64,13.8,13.62 2019-11-27,13.54,13.7,13.5 2019-11-28,13.46,13.66,13.45 2019-11-29,13.55,13.62,13.46 2019-12-02,13.58,13.71,13.53 2019-12-03,13.75,13.75,13.53 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2019-11-21,14.18921435118231,14.088316062701471,14.14736151609882 2019-11-22,13.97695680449472,13.96735758652261,14.052431444327958 2019-11-25,13.765180472134155,13.822009926055024,13.939960964313006 2019-11-26,13.65714871640344,13.718694221905482,13.845172558093847 2019-11-27,13.551673634256076,13.61387315642007,13.747577762453277 2019-11-28,13.459054305051016,13.514815314023387,13.651291974979223 2019-11-29,13.467995235954213,13.47644385542649,13.58706445303353 2019-12-02,13.497747290138497,13.463106139988017,13.539594173590153 2019-12-03,13.614554059760568,13.514240193620513,13.531940777732055 2019-12-04,13.759295506285868,13.60254513221349,13.553050439827969 2019-12-05,13.871481092932019,13.690995706570325,13.58427127034342 2019-12-06,13.94673234333786,13.76868590241018,13.618587902394902 2019-12-09,14.094984860925141,13.893794681363795,13.686238588474279 2019-12-10,14.164765439750024,13.983700734006666,13.74428154385015 2019-12-11,14.20191620369997,14.053350216056634,13.797470615766901 2019-12-12,14.127103631711059,14.051269283674989,13.815455587419692 2019-12-13,14.193064307303649,14.114958269975707,13.868314436437785 2019-12-16,14.386484128977727,14.25693326840922,13.967381980088081 2019-12-17,14.575061368724239,14.41323278741317,14.082424735955211 2019-12-18,14.691644434308884,14.539574356749263,14.189183774332111 2019-12-19,14.889943081867738,14.715734436825514,14.328465583304293 2019-12-20,15.020304360575258,14.86189996359307,14.45918411098171 2019-12-23,14.929319999936904,14.876047135607942,14.5223874036067 2019-12-24,15.158958061882426,15.053582114044083,14.670611528375847 2019-12-25,15.213357415871275,15.143549095838718,14.777519607578022 2019-12-26,15.254939638102847,15.217872477177652,14.875850079599958 2019-12-27,15.262871777083229,15.264060113373873,14.957559603594333 2019-12-30,15.33718919695415,15.339142411542458,15.05204236946189 2019-12-31,15.28719813945743,15.339845688447294,15.10478638080053 2020-01-02,15.365291209519174,15.401478603120868,15.185016409304039 2020-01-03,15.447189106266709,15.468803823584308,15.267063970874446 2020-01-06,15.586122715235978,15.573416448073575,15.368721371879932 2020-01-07,15.70496846197388,15.675730140563957,15.470815331688232 2020-01-08,15.639458964749181,15.673618475518214,15.516921132513726 2020-01-09,15.724848192121629,15.743159642701865,15.596414351488669 2020-01-10,15.693371382940313,15.746962915190036,15.639297332540819 2020-01-13,15.782340425199695,15.81142748883286,15.7105072346489 2020-01-14,15.9205110634039,15.911063195524903,15.80063137460904 2020-01-15,16.022974562227557,16.000205670400568,15.887008447233018 2020-01-16,15.954850054790565,15.992104164477656,15.921099352966179 2020-01-17,15.939589156508507,15.998181531108505,15.957340667156217 2020-01-20,16.049518850993312,16.07140087468425,16.026306090634627 2020-01-21,16.282874398431744,16.227476604691674,16.141569794746115 2020-01-22,16.7140463752453,16.52377600726882,16.340127431946257 2020-01-23,16.997450989912956,16.77390119387769,16.528514727414436 2020-02-03,16.18480293088603,16.386831238008334,16.377706915066035 2020-02-04,16.451981245664506,16.521211474558317,16.47931134155575 2020-02-05,17.15161813604777,16.946996212263407,16.745710327035482 2020-02-06,18.093499183323914,17.596753062718435,17.159105321253268 2020-02-07,19.269501961743988,18.478433167148054,17.736518408844212 2020-02-10,19.01778075640358,18.611510487728275,17.951711268220524 2020-02-11,18.456151247763003,18.466165206869473,18.006944323009563 2020-02-12,18.3591879941713,18.48337488805095,18.12583628556468 2020-02-13,17.83173899322262,18.20949459568315,18.072812823750933 2020-02-14,17.457123993554028,17.947161686058983,17.995369011937402 2020-02-17,17.669836883306427,17.990487203217718,18.05872798673914 2020-02-18,17.996616291717892,18.139143550961403,18.17636444469032 2020-02-19,17.790005329709892,18.015214542394407,18.148430892630493 2020-02-20,18.087066532183012,18.162825221208422,18.25473988160074 2020-02-21,18.184975229706282,18.23080178401091,18.3224917761401 2020-02-24,18.215715180860375,18.266032316663456,18.371581270072408 2020-02-25,17.887631250166596,18.085450034665126,18.299461048370077 2020-02-26,17.54096825317307,17.848681729040955,18.17947636758091 2020-02-27,17.369010448601163,17.677996111919285,18.076727217387692 2020-02-28,16.81269470783574,17.270248017419018,17.831377212650036 2020-03-02,16.925143855513802,17.208193573417383,17.748617891650284 2020-03-03,17.05788304831363,17.198448248972742,17.693763954127576 2020-03-04,17.234891239745373,17.250488213634664,17.675856182557943 2020-03-05,17.425240298187774,17.344482298618775,17.688082644537836 2020-03-06,17.50703540214131,17.40262768448024,17.6900359828521 2020-03-09,17.24371818143829,17.264935663958404,17.590682266752413 2020-03-10,17.31738628541047,17.293259661329465,17.574833240496186 2020-03-11,17.414862522130278,17.34880681126118,17.57841412158353 2020-03-12,17.300978347102383,17.291815835223364,17.52621240182434 2020-03-13,17.122476675189716,17.1812081294386,17.44242630105253 2020-03-16,16.82842296820746,16.98183576013017,17.304429730569918 2020-03-17,17.064574324192293,17.068145636539228,17.312333402074447 2020-03-18,16.971244446386407,16.99904247491094,17.24458712498791 2020-03-19,17.01295956220752,17.003062921261883,17.215211264379768 2020-03-20,17.133392995660515,17.06449601605014,17.22077695431841 2020-03-23,17.416541966566232,17.240678632691868,17.296346356247156 2020-03-24,18.13388129068364,17.709009851015935,17.546358076590217 2020-03-25,18.36671195799319,17.968008109529862,17.713951724521017 2020-03-26,18.296113148131525,18.049882708715888,17.79931567011044 2020-03-27,18.1907233272895,18.075934871519234,17.85541345169171 2020-03-30,17.58269192610533,17.769872769874553,17.726591785805248 2020-03-31,16.877712200456216,17.3187114367116,17.49318818370041 2020-04-01,16.455753189005918,16.954918761231884,17.275429786660396 2020-04-02,16.40757660736069,16.784283374795645,17.140571508932307 2020-04-03,16.274211836922728,16.586278417766575,16.98309730418045 2020-04-07,16.47002617929222,16.593687383135,16.929808013631373 2020-04-08,16.70149631153508,16.670591322492868,16.921017387910865 2020-04-09,16.88420566902801,16.761722345616967,16.93059225086609 2020-04-10,16.72938697579953,16.680521713307748,16.856157231644712 2020-04-13,16.28509122594248,16.408626357355036,16.674987909954247 2020-04-14,16.094838534234633,16.237898842796444,16.534620388933664 2020-04-15,15.686410834116181,15.928307734941633,16.311737947563678 2020-04-16,15.601952874717295,15.778306820263897,16.161471477892885 2020-04-17,15.511976795571425,15.638279536214707,16.014142494984206 2020-04-20,15.467323338665324,15.535673518422612,15.88588323691171 2020-04-21,15.345552542410909,15.401344745572612,15.741563225320284 2020-04-22,15.480815239363288,15.422121525877234,15.68155012535252 2020-04-23,15.491952522523983,15.401910229192652,15.608917631951677 2020-04-24,15.521129923648296,15.403523816397431,15.554459580601307 2020-04-27,15.480638777075955,15.374404851918072,15.490248254388405 2020-04-28,15.223682847813144,15.216253979765177,15.35958775148498 2020-04-29,14.890182118383766,14.985880123868935,15.184515659525623 2020-04-30,14.864161558816956,14.90783216665347,15.083882807291086 2020-05-06,14.984356692474268,14.929706437719034,15.040200288275596 2020-05-07,15.319514897158154,15.107665034458162,15.090880128371527 2020-05-08,15.437416888444533,15.20472277163202,15.115578318306095 2020-05-11,15.532327008077976,15.2999524048928,15.150348688585357 2020-05-12,15.574250727017507,15.369653154269265,15.180894513792776 2020-05-13,15.647966743544242,15.455993221066095,15.227569037250163 2020-05-14,15.655399779384542,15.504336795663441,15.26071921144317 2020-05-15,15.632547819826392,15.52729945979345,15.283858295429347 2020-05-18,15.683219413375394,15.5840827486807,15.327254613200985 2020-05-19,15.929826853466574,15.758158082607512,15.438721851892042 2020-05-20,15.963893843121923,15.829790063745047,15.505127261778446 2020-05-21,15.758602078177418,15.752129156448852,15.492591760467512 2020-05-22,15.71529439618237,15.736103948872097,15.506343046147517 2020-05-25,15.668791604608751,15.709967935572875,15.511827948519155 2020-05-26,15.771591296730616,15.765861416403219,15.559113068614582 2020-05-27,15.727103238036932,15.746885600549046,15.567896461086221 2020-05-28,15.696541518835637,15.728665902314464,15.574289247566755 2020-05-29,15.835565030431102,15.807091859618113,15.631184120422096 2020-06-01,16.332290476647856,16.115555786090205,15.818518162642254 2020-06-02,16.63946951089443,16.368145496006555,15.9944671798552 2020-06-03,16.82605246934908,16.571014789553644,16.15659807893559 2020-06-04,17.23386128762347,16.907778042604058,16.400822256378397 2020-06-05,17.40912506378726,17.133949210593045,16.601007378898437 2020-06-08,17.322672846105917,17.197619192119788,16.719335722921436 2020-06-09,17.341730433124663,17.286270363484967,16.846771526324197 2020-06-10,17.283341534785805,17.31102791246546,16.93651583227227 2020-06-11,17.22479740943678,17.312029977073376,17.006383476531152 2020-06-12,17.28046697489979,17.362220450833277,17.095355552883372 2020-06-15,17.494046006783375,17.505497695223518,17.231540354134207 2020-06-16,17.45296490908904,17.515939563113722,17.297564281197733 2020-06-17,17.32326609799278,17.457939836226544,17.31943362483751 2020-06-18,17.409703726617465,17.505462669096236,17.38858804332869 2020-06-19,17.50370892527094,17.565524642534747,17.462171700702843 2020-06-22,17.745076910753486,17.720920686157733,17.58669554085989 2020-06-23,18.147343025328674,17.996155370362946,17.78217473390582 2020-06-24,18.465312073436685,18.259869320273445,17.984077885275333 2020-06-29,18.704930308880616,18.497235871196224,18.18215209412634 2020-06-30,18.710879490313403,18.601680062435566,18.314977901425 2020-07-01,19.163425849804263,18.9479053454161,18.57831169922345 2020-07-02,19.563065804044175,19.297100606075265,18.857563976339875 2020-07-03,20.273676249923668,19.85194700019998,19.26259757301486 2020-07-06,20.73020575365637,20.30892856981405,19.63930219457407 2020-07-07,21.8153071160202,21.150745039727134,20.243186910230715 2020-07-08,22.600318041957436,21.897390939760616,20.83500014086819 2020-07-09,22.945843115489822,22.41118229631987,21.328389201404825 2020-07-10,23.152093913116456,22.809962219427472,21.76893317883817 2020-07-13,22.782417166159796,22.82203928466719,21.998322392303212 2020-07-14,22.722292260161307,22.912701145375863,22.245252588429445 2020-07-15,22.86420427303294,23.076773923358495,22.51446073003455 2020-07-16,22.9201424706389,23.177458215285426,22.737422852935467 2020-07-17,23.820543617281672,23.76130610607006,23.21075535850347 2020-07-20,23.97955039164716,23.991442095568196,23.509236113777927 2020-07-21,24.513603358959912,24.425121820915933,23.912670599489864 2020-07-22,24.545004304547817,24.589316618184554,24.175775286437826 2020-07-23,24.387293135414904,24.603717544680585,24.34511245388106 2020-07-24,23.58972226742084,24.184805188213282,24.256020090233623 2020-07-27,23.214166074154498,23.89826699295126,24.191651782665232 2020-07-28,23.225678202241184,23.799732598008873,24.19636024941614 2020-07-29,23.300163792252913,23.753615107245494,24.212038969369463 2020-07-30,23.034361410896686,23.52625992393297,24.11601144561815 2020-07-31,22.934631306860954,23.374848274808617,24.038619196509995 2020-08-03,23.29423667097163,23.49977607085567,24.09754645566174 2020-08-04,23.67136831380175,23.694156626197724,24.19977447092507 2020-08-05,23.88883034241494,23.84331529130446,24.286815776200275 2020-08-06,23.770054539308035,23.812807776498076,24.281089354657297 2020-08-07,23.54725923355963,23.695763645875683,24.22115376373747 2020-08-10,23.228543627275933,23.489287371793733,24.100425048596865 2020-08-11,22.835942954785857,23.201669787596938,23.918781587462743 2020-08-12,22.681904549814064,23.018002816767776,23.774182005106123 2020-08-13,22.76656475318059,22.975779379542708,23.696501331067203 2020-08-14,22.70679542654565,22.876909826374103,23.5879554611073 2020-08-17,22.471698456202827,22.680248065116636,23.422384302603998 2020-08-18,22.58702219647237,22.676524140138774,23.35331236285319 2020-08-19,22.658608059206344,22.67712137581016,23.291479665117464 2020-08-20,23.130578658287405,22.93513700048902,23.375816348693277 2020-08-21,24.096945740291503,23.550994170712414,23.67854260124678 2020-08-24,24.501226027816486,23.942402882326018,23.90223876171578 2020-08-25,25.450769930292424,24.67673754440369,24.33866814693674 2020-08-26,25.021592783582577,24.669581820855562,24.413399066385768 2020-08-27,24.922892631313466,24.753400491179352,24.528420076942584 2020-08-28,25.62648227127015,25.268902229456288,24.877646617766256 2020-08-31,25.841801858887543,25.55386117063486,25.12698946304127 2020-09-01,25.965077024618882,25.772259761981346,25.34799810089187 2020-09-02,25.979301873319596,25.9045014714949,25.524397479260347 2020-09-03,26.02125715348441,26.022630170541337,25.68943735607209 2020-09-04,26.43754203872605,26.342282269223944,25.960688254268806 2020-09-07,26.933941761197225,26.738006987541258,26.283225263865038 2020-09-08,27.39079255327361,27.14248363409942,26.624139004021004 2020-09-09,26.5881937327216,26.81812556661854,26.57772926293306 2020-09-10,25.88279495328498,26.415270147342298,26.45014460627892 2020-09-11,25.81008494539259,26.29219271303862,26.43640619476585 2020-09-14,26.43331550350791,26.583944423528273,26.63353728017338 2020-09-15,27.316605140058286,27.116639554565865,26.975918624190214 2020-09-16,27.681777740740863,27.441943252051665,27.232553523721553 2020-09-17,27.694990258739686,27.57534677674706,27.39508183355358 2020-09-18,27.662530237990314,27.652241804791178,27.523636011592455 2020-09-21,28.237822424547222,28.0613288300177,27.827929694643853 " 1561,CN,technical,万泰生物从2020年11月23日到2021年04月02日,5、10、20日双指数移动平均线呈多头排列的天数比例是多少?(单位:%)(平滑系数 alpha 取 2 / (n + 1);从前 5n 个数据开始计算;初始值用首个数据点)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,39.7351,hard,moving average,DEMA = 2 * EMA1 - EMA2;EMA1 = EMA_n(P);EMA2 = EMA_n(EMA1),"date,close,high,low 2020-06-24,154.29,159.44,150.88 2020-06-29,166.65,168.8,152.0 2020-06-30,165.0,175.0,162.0 2020-07-01,169.06,172.33,164.9 2020-07-02,165.14,169.5,162.5 2020-07-03,160.1,164.0,156.0 2020-07-06,164.79,166.8,156.99 2020-07-07,171.5,176.33,160.86 2020-07-08,173.0,174.95,166.88 2020-07-09,190.3,190.3,170.09 2020-07-10,202.0,204.83,187.25 2020-07-13,222.2,222.2,201.0 2020-07-14,233.13,239.0,222.2 2020-07-15,216.12,239.99,215.0 2020-07-16,200.0,213.95,197.0 2020-07-17,220.0,220.0,195.57 2020-07-20,201.02,223.2,198.0 2020-07-21,209.79,215.56,188.93 2020-07-22,216.3,221.1,202.02 2020-07-23,229.25,234.66,211.0 2020-07-24,210.0,238.99,209.5 2020-07-27,222.59,223.33,205.8 2020-07-28,214.99,221.95,205.5 2020-07-29,221.0,226.49,210.05 2020-07-30,243.1,243.1,232.58 2020-07-31,262.71,267.41,235.0 2020-08-03,288.61,288.68,255.03 2020-08-04,260.31,296.8,259.75 2020-08-05,261.3,268.6,245.5 2020-08-06,255.0,265.0,238.88 2020-08-07,265.3,271.86,248.0 2020-08-10,255.6,268.5,239.6 2020-08-11,249.7,258.44,248.5 2020-08-12,228.6,253.4,224.8 2020-08-13,215.0,232.0,208.2 2020-08-14,207.98,217.46,203.98 2020-08-17,217.9,222.0,207.5 2020-08-18,218.55,225.29,215.13 2020-08-19,205.1,218.9,203.33 2020-08-20,209.5,210.48,202.0 2020-08-21,211.55,218.03,210.0 2020-08-24,206.03,215.49,202.0 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2021-09-30,14.643191999726248,15.114788529395586,16.139093596350286 2021-10-08,14.353715571026566,14.774017108486579,15.842908784679445 2021-10-11,14.439090983712646,14.660144765283473,15.657479414720513 2021-10-12,14.719358835605053,14.711514692055495,15.56611905142333 2021-10-13,14.047326899156674,14.259571760653111,15.213181256965335 2021-10-14,13.792276383051096,13.991095194651415,14.940384729012507 2021-10-15,14.114223222220717,14.064888726678328,14.849679319699536 2021-10-18,14.761285903827137,14.40139881913673,14.921463061103658 2021-10-19,15.144281995226976,14.675214705191143,14.993363465644416 " 1563,CN,technical,在2020年07月24日至2021年05月04日,中国东航10、20、30日双指数移动平均线多头排列的天数占总天数的百分比?(平滑系数 alpha 取 2 / (n + 1);从前 5n 个数据开始计算;初始值用首个数据点)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,48.9286,hard,moving average,DEMA = 2 * EMA1 - EMA2;EMA1 = EMA_n(P);EMA2 = EMA_n(EMA1),"date,close,high,low 2019-12-10,5.1,5.11,5.08 2019-12-11,5.27,5.37,5.09 2019-12-12,5.25,5.29,5.21 2019-12-13,5.45,5.5,5.33 2019-12-16,5.42,5.45,5.37 2019-12-17,5.48,5.55,5.38 2019-12-18,5.44,5.51,5.42 2019-12-19,5.5,5.59,5.46 2019-12-20,5.45,5.53,5.44 2019-12-23,5.34,5.47,5.34 2019-12-24,5.36,5.39,5.28 2019-12-25,5.46,5.46,5.35 2019-12-26,5.48,5.48,5.43 2019-12-27,5.59,5.66,5.45 2019-12-30,5.82,5.93,5.55 2019-12-31,5.81,5.89,5.71 2020-01-02,5.86,5.9,5.81 2020-01-03,5.68,5.9,5.64 2020-01-06,5.52,5.58,5.44 2020-01-07,5.62,5.63,5.53 2020-01-08,5.49,5.56,5.46 2020-01-09,5.7,5.7,5.57 2020-01-10,5.66,5.75,5.61 2020-01-13,5.68,5.73,5.59 2020-01-14,5.73,5.84,5.72 2020-01-15,5.66,5.7,5.58 2020-01-16,5.57,5.69,5.56 2020-01-17,5.55,5.6,5.51 2020-01-20,5.38,5.48,5.27 2020-01-21,5.22,5.33,5.2 2020-01-22,5.28,5.29,5.15 2020-01-23,5.1,5.2,5.05 2020-02-03,4.59,4.59,4.59 2020-02-04,4.43,4.56,4.23 2020-02-05,4.56,4.6,4.46 2020-02-06,4.7,4.73,4.51 2020-02-07,4.72,4.73,4.6 2020-02-10,4.7,4.71,4.61 2020-02-11,4.81,4.86,4.7 2020-02-12,4.84,4.84,4.73 2020-02-13,4.78,4.89,4.77 2020-02-14,4.84,4.84,4.75 2020-02-17,4.92,4.92,4.82 2020-02-18,4.91,4.95,4.86 2020-02-19,4.95,5.08,4.88 2020-02-20,5.07,5.1,4.98 2020-02-21,5.02,5.03,4.98 2020-02-24,4.85,4.99,4.8 2020-02-25,4.76,4.77,4.61 2020-02-26,4.73,4.8,4.64 2020-02-27,4.73,4.78,4.71 2020-02-28,4.54,4.66,4.51 2020-03-02,4.64,4.65,4.53 2020-03-03,4.66,4.75,4.64 2020-03-04,4.73,4.74,4.63 2020-03-05,4.82,4.84,4.73 2020-03-06,4.72,4.76,4.69 2020-03-09,4.79,4.89,4.7 2020-03-10,4.82,4.83,4.65 2020-03-11,4.87,4.98,4.78 2020-03-12,4.7,4.79,4.67 2020-03-13,4.62,4.67,4.41 2020-03-16,4.48,4.68,4.46 2020-03-17,4.38,4.54,4.28 2020-03-18,4.26,4.44,4.25 2020-03-19,4.1,4.25,4.06 2020-03-20,4.17,4.21,4.09 2020-03-23,4.03,4.1,4.01 2020-03-24,4.09,4.12,4.03 2020-03-25,4.3,4.35,4.2 2020-03-26,4.27,4.31,4.23 2020-03-27,4.21,4.35,4.2 2020-03-30,4.14,4.17,4.07 2020-03-31,4.13,4.2,4.1 2020-04-01,4.13,4.18,4.1 2020-04-02,4.17,4.17,4.09 2020-04-03,4.13,4.16,4.11 2020-04-07,4.2,4.2,4.13 2020-04-08,4.27,4.29,4.17 2020-04-09,4.28,4.32,4.27 2020-04-10,4.26,4.29,4.24 2020-04-13,4.18,4.25,4.18 2020-04-14,4.21,4.22,4.16 2020-04-15,4.25,4.29,4.18 2020-04-16,4.22,4.24,4.2 2020-04-17,4.26,4.31,4.23 2020-04-20,4.23,4.28,4.22 2020-04-21,4.15,4.23,4.11 2020-04-22,4.23,4.23,4.11 2020-04-23,4.21,4.24,4.18 2020-04-24,4.13,4.21,4.12 2020-04-27,4.1,4.15,4.1 2020-04-28,4.11,4.13,4.03 2020-04-29,4.16,4.2,4.09 2020-04-30,4.38,4.42,4.3 2020-05-06,4.28,4.3,4.2 2020-05-07,4.21,4.27,4.2 2020-05-08,4.24,4.25,4.22 2020-05-11,4.27,4.3,4.24 2020-05-12,4.22,4.25,4.2 2020-05-13,4.2,4.2,4.18 2020-05-14,4.14,4.19,4.12 2020-05-15,4.12,4.16,4.11 2020-05-18,4.12,4.15,4.06 2020-05-19,4.21,4.27,4.19 2020-05-20,4.11,4.2,4.1 2020-05-21,4.11,4.14,4.09 2020-05-22,4.09,4.12,4.07 2020-05-25,4.08,4.12,4.06 2020-05-26,4.1,4.1,4.07 2020-05-27,4.16,4.19,4.14 2020-05-28,4.14,4.2,4.12 2020-05-29,4.16,4.16,4.1 2020-06-01,4.21,4.23,4.14 2020-06-02,4.22,4.24,4.19 2020-06-03,4.24,4.31,4.22 2020-06-04,4.23,4.26,4.19 2020-06-05,4.5,4.57,4.28 2020-06-08,4.55,4.67,4.46 2020-06-09,4.65,4.71,4.59 2020-06-10,4.49,4.59,4.48 2020-06-11,4.37,4.45,4.35 2020-06-12,4.3,4.32,4.24 2020-06-15,4.22,4.37,4.21 2020-06-16,4.29,4.34,4.26 2020-06-17,4.27,4.33,4.25 2020-06-18,4.29,4.3,4.23 2020-06-19,4.31,4.38,4.29 2020-06-22,4.26,4.33,4.24 2020-06-23,4.24,4.26,4.22 2020-06-24,4.25,4.27,4.24 2020-06-29,4.19,4.22,4.18 2020-06-30,4.22,4.25,4.2 2020-07-01,4.25,4.25,4.2 2020-07-02,4.42,4.47,4.24 2020-07-03,4.44,4.53,4.38 2020-07-06,4.7,4.7,4.43 2020-07-07,4.61,4.88,4.61 2020-07-08,4.74,4.8,4.51 2020-07-09,4.76,4.79,4.66 2020-07-10,4.63,4.74,4.61 2020-07-13,4.68,4.72,4.56 2020-07-14,4.6,4.7,4.55 2020-07-15,4.63,4.78,4.6 2020-07-16,4.48,4.69,4.46 2020-07-17,4.41,4.51,4.38 2020-07-20,4.58,4.6,4.41 2020-07-21,4.58,4.68,4.54 2020-07-22,4.64,4.72,4.55 2020-07-23,4.59,4.64,4.48 2020-07-24,4.42,4.57,4.41 2020-07-27,4.37,4.46,4.33 2020-07-28,4.37,4.4,4.35 2020-07-29,4.42,4.43,4.33 2020-07-30,4.39,4.44,4.38 2020-07-31,4.41,4.44,4.37 2020-08-03,4.53,4.53,4.42 2020-08-04,4.56,4.62,4.46 2020-08-05,4.52,4.56,4.49 2020-08-06,4.53,4.56,4.46 2020-08-07,4.61,4.78,4.52 2020-08-10,4.6,4.65,4.49 2020-08-11,4.58,4.74,4.57 2020-08-12,4.92,5.0,4.62 2020-08-13,4.92,4.95,4.77 2020-08-14,4.88,4.89,4.8 2020-08-17,4.92,4.98,4.85 2020-08-18,4.85,4.95,4.8 2020-08-19,4.89,4.95,4.67 2020-08-20,4.96,5.15,4.85 2020-08-21,5.15,5.3,4.87 2020-08-24,5.06,5.28,5.04 2020-08-25,5.13,5.29,5.07 2020-08-26,5.0,5.22,4.96 2020-08-27,4.92,5.03,4.85 2020-08-28,4.99,5.01,4.85 2020-08-31,5.05,5.09,4.95 2020-09-01,4.99,5.04,4.95 2020-09-02,4.9,5.01,4.86 2020-09-03,4.9,5.02,4.85 2020-09-04,5.0,5.01,4.76 2020-09-07,5.09,5.18,4.97 2020-09-08,5.17,5.24,5.1 2020-09-09,5.27,5.38,5.2 2020-09-10,5.15,5.36,5.1 2020-09-11,5.15,5.19,5.06 2020-09-14,5.15,5.21,5.1 2020-09-15,5.35,5.39,5.17 2020-09-16,5.55,5.7,5.31 2020-09-17,5.53,5.6,5.45 2020-09-18,5.51,5.55,5.45 2020-09-21,5.41,5.53,5.35 2020-09-22,5.1,5.29,5.1 2020-09-23,5.05,5.15,5.01 2020-09-24,4.9,5.0,4.9 2020-09-25,4.88,4.96,4.86 2020-09-28,4.97,5.02,4.83 2020-09-29,4.94,5.02,4.91 2020-09-30,4.94,4.95,4.86 2020-10-09,4.98,5.03,4.96 2020-10-12,5.09,5.14,4.95 2020-10-13,5.05,5.18,5.01 2020-10-14,4.97,5.05,4.95 2020-10-15,4.94,4.98,4.91 2020-10-16,4.92,4.94,4.85 2020-10-19,4.9,4.97,4.88 2020-10-20,4.9,4.92,4.87 2020-10-21,5.01,5.02,4.89 2020-10-22,4.97,5.01,4.93 2020-10-23,4.97,5.03,4.95 2020-10-26,4.88,4.94,4.84 2020-10-27,4.77,4.85,4.67 2020-10-28,4.79,4.82,4.67 2020-10-29,4.73,4.74,4.63 2020-10-30,4.59,4.76,4.56 2020-11-02,4.46,4.58,4.44 2020-11-03,4.51,4.55,4.45 2020-11-04,4.53,4.56,4.47 2020-11-05,4.59,4.61,4.53 2020-11-06,4.62,4.66,4.55 2020-11-09,4.78,4.86,4.63 2020-11-10,4.93,5.17,4.9 2020-11-11,4.89,4.93,4.8 2020-11-12,4.86,4.95,4.81 2020-11-13,4.82,4.85,4.76 2020-11-16,4.95,4.97,4.85 2020-11-17,4.98,5.07,4.97 2020-11-18,5.01,5.04,4.92 2020-11-19,4.99,5.02,4.95 2020-11-20,5.01,5.05,4.94 2020-11-23,4.94,4.99,4.84 2020-11-24,4.99,5.03,4.94 2020-11-25,4.94,5.08,4.93 2020-11-26,4.94,4.98,4.91 2020-11-27,4.99,5.01,4.92 2020-11-30,4.98,5.1,4.98 2020-12-01,5.13,5.16,4.97 2020-12-02,5.14,5.17,5.07 2020-12-03,5.16,5.17,5.1 2020-12-04,5.06,5.23,5.04 2020-12-07,4.96,5.08,4.95 2020-12-08,4.93,4.99,4.91 2020-12-09,4.89,4.95,4.87 2020-12-10,4.83,4.9,4.8 2020-12-11,4.82,4.85,4.77 2020-12-14,4.74,4.83,4.72 2020-12-15,4.68,4.74,4.65 2020-12-16,4.71,4.78,4.6 2020-12-17,4.77,4.78,4.65 2020-12-18,4.77,4.8,4.74 2020-12-21,4.68,4.75,4.62 2020-12-22,4.54,4.66,4.52 2020-12-23,4.52,4.56,4.51 2020-12-24,4.56,4.58,4.52 2020-12-25,4.58,4.59,4.53 2020-12-28,4.47,4.54,4.45 2020-12-29,4.52,4.55,4.47 2020-12-30,4.53,4.54,4.48 2020-12-31,4.68,4.71,4.52 2021-01-04,4.62,4.65,4.57 2021-01-05,4.61,4.61,4.5 2021-01-06,4.61,4.64,4.56 2021-01-07,4.53,4.62,4.5 2021-01-08,4.59,4.6,4.51 2021-01-11,4.49,4.59,4.47 2021-01-12,4.55,4.55,4.46 2021-01-13,4.6,4.61,4.5 2021-01-14,4.61,4.65,4.56 2021-01-15,4.58,4.64,4.56 2021-01-18,4.58,4.59,4.52 2021-01-19,4.65,4.7,4.54 2021-01-20,4.61,4.68,4.57 2021-01-21,4.58,4.6,4.55 2021-01-22,4.51,4.57,4.48 2021-01-25,4.46,4.49,4.43 2021-01-26,4.52,4.54,4.44 2021-01-27,4.54,4.58,4.5 2021-01-28,4.49,4.53,4.46 2021-01-29,4.59,4.69,4.5 2021-02-01,4.71,4.72,4.43 2021-02-02,4.62,4.71,4.6 2021-02-03,4.58,4.65,4.55 2021-02-04,4.5,4.61,4.45 2021-02-05,4.71,4.75,4.49 2021-02-08,4.85,4.87,4.68 2021-02-09,4.8,4.84,4.74 2021-02-10,4.75,4.79,4.72 2021-02-18,4.84,4.92,4.78 2021-02-19,4.87,4.93,4.8 2021-02-22,4.92,4.95,4.82 2021-02-23,5.02,5.1,4.89 2021-02-24,4.91,5.14,4.81 2021-02-25,4.87,5.02,4.83 2021-02-26,4.72,4.88,4.72 2021-03-01,4.77,4.84,4.72 2021-03-02,4.74,4.82,4.71 2021-03-03,4.92,4.96,4.71 2021-03-04,4.92,4.96,4.88 2021-03-05,4.88,4.92,4.79 2021-03-08,4.82,5.01,4.81 2021-03-09,5.0,5.07,4.83 2021-03-10,4.91,5.04,4.91 2021-03-11,5.02,5.09,4.92 2021-03-12,5.05,5.05,4.96 2021-03-15,5.45,5.56,5.08 2021-03-16,5.6,5.65,5.22 2021-03-17,5.46,5.56,5.37 2021-03-18,5.52,5.59,5.42 2021-03-19,5.42,5.49,5.33 2021-03-22,5.57,5.65,5.37 2021-03-23,5.57,5.7,5.51 2021-03-24,5.25,5.51,5.24 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2020-12-30,4.488604921316287,4.550745093620299,4.6189369653438535 2020-12-31,4.536535681553997,4.562568745913825,4.619227880979365 2021-01-04,4.553529473727869,4.562428300322686,4.612243228040291 2021-01-05,4.563797071010284,4.56102146572021,4.604914335185012 2021-01-06,4.572197790810568,4.560314088952921,4.598521768866562 2021-01-07,4.552624791972394,4.5456732287062005,4.582985623862107 2021-01-08,4.558608989709736,4.544430499763137,4.576661128082505 2021-01-11,4.530594808369947,4.525685948408266,4.558694899713126 2021-01-12,4.530334247031083,4.520902440851031,4.550178377696996 2021-01-13,4.547338854828005,4.526320907990336,4.54896806705563 2021-01-14,4.563768754102705,4.533238783285864,4.549369998879135 2021-01-15,4.566378231993943,4.534155785209996,4.546228005817794 2021-01-18,4.56857537894613,4.535322258121043,4.543618923416276 2021-01-19,4.593564365618383,4.549380778956426,4.550227961924765 2021-01-20,4.598935030560359,4.554545411395762,4.551432217427306 2021-01-21,4.592978697817041,4.553833961656572,4.548983778309643 2021-01-22,4.565421856961859,4.5407904940772665,4.53822928048322 2021-01-25,4.528613662440231,4.520763614774685,4.522456700052466 2021-01-26,4.521539956605412,4.514702939293209,4.515885870767893 2021-01-27,4.523365328514158,4.513417869891881,4.512650063367896 2021-01-28,4.5086082525683056,4.503536732627828,4.503688654130779 2021-01-29,4.531172251230394,4.51346589933342,4.508276271420125 2021-02-01,4.587891217236241,4.544056750996425,4.5276155857329865 2021-02-02,4.600144699695156,4.554276865387262,4.534060852116113 2021-02-03,4.595780677219053,4.5559828831503975,4.535064208640302 2021-02-04,4.565891350529461,4.543084789907519,4.526139719568793 2021-02-05,4.613126054132975,4.570230933172124,4.544443513338393 2021-02-08,4.694229415912749,4.6191171780379605,4.578632604396542 2021-02-09,4.737142264181434,4.652159050338222,4.603438530684072 2021-02-10,4.751418062966869,4.671477598408611,4.619721600283529 2021-02-18,4.790679777427636,4.704330399904701,4.645751959421935 2021-02-19,4.8285101886806245,4.737896249656334,4.6730865319481705 2021-02-22,4.871735168488636,4.775641571111468,4.70407095376583 2021-02-23,4.935324281633218,4.825989631793685,4.744572113946464 2021-02-24,4.9443277612875836,4.849009340136327,4.767426627220267 2021-02-25,4.935996941509512,4.861150105104917,4.78302593955574 2021-02-26,4.878651617806522,4.84395785053177,4.778308892642015 2021-03-01,4.851547669945626,4.837830332837817,4.780181658484874 2021-03-02,4.8207905587347595,4.826756964994577,4.778032094946795 2021-03-03,4.857034457552781,4.8495585213406365,4.798469231975607 2021-03-04,4.883378407751531,4.868862665911079,4.816860236463982 2021-03-05,4.889001104735767,4.877872519712179,4.828389262300472 2021-03-08,4.8726327909901475,4.874382876046302,4.831201284859561 2021-03-09,4.919439695309521,4.903686066822795,4.856092133801035 2021-03-10,4.92368432728168,4.91222055118339,4.867235562962926 2021-03-11,4.962437037038854,4.939141337236546,4.890901204662509 2021-03-12,5.000199196891545,4.967354122760907,4.915895169127335 2021-03-15,5.159355710614702,5.063760923403198,4.988274298615794 2021-03-16,5.325093353334676,5.17339314866001,5.0722677957077105 2021-03-17,5.398848523970869,5.241610066399398,5.1304878371972755 2021-03-18,5.470078067158044,5.310317247892189,5.190301680635293 2021-03-19,5.486353114509521,5.350321836389533,5.23153189458829 2021-03-22,5.544641266389121,5.410912242516478,5.28712865042192 2021-03-23,5.584498912973345,5.46195416460664,5.3369604475648895 2021-03-24,5.504916051166971,5.446666902058165,5.341581362868718 2021-03-25,5.456437737026606,5.439625248116595,5.350238869964496 2021-03-26,5.534185717245813,5.495995910099877,5.401269055175416 2021-03-29,5.556672027400959,5.525306171631771,5.434433789349902 2021-03-30,5.56125634982214,5.543990479401579,5.460150549270134 2021-03-31,5.5461018433496365,5.549906745132406,5.4766200528037805 2021-04-01,5.503358683038304,5.537607754085465,5.479725539027071 2021-04-02,5.47694851182036,5.529647738701593,5.484483927952856 2021-04-06,5.4266425786308154,5.5055385402698835,5.477016570382379 2021-04-07,5.501176868689688,5.545616601959393,5.512200634900279 2021-04-08,5.585412984557538,5.595606882825777,5.5547615045360255 2021-04-09,5.587078054367999,5.605094555981019,5.570260615197335 2021-04-12,5.58366118194796,5.610547326468816,5.582491322382944 2021-04-13,5.5600957985280015,5.603486693453439,5.585525723479266 2021-04-14,5.561507540254212,5.607471193924267,5.595234181781129 2021-04-15,5.578270523054264,5.619191193684522,5.609743939018114 2021-04-16,5.629549196728536,5.65028905114192,5.6373440743773555 2021-04-19,5.689676269296319,5.688985582519592,5.670541095750522 2021-04-20,5.722995176740993,5.716045685687986,5.696302313848162 2021-04-21,5.7032170841464005,5.714922135803718,5.702837147526331 2021-04-22,5.683920440867498,5.711327373782322,5.706962482108264 2021-04-23,5.645418706412447,5.694767240936852,5.7014282016243625 2021-04-26,5.606242546771877,5.674365252453946,5.69216697093398 2021-04-27,5.543777760672921,5.63803287410441,5.670816957516344 2021-04-28,5.481011159708398,5.597152783218694,5.6448038158781575 2021-04-29,5.441605049650879,5.56516565409711,5.623350884159918 2021-04-30,5.360296660285073,5.508276728407133,5.583584683211242 " 1564,CN,technical,统计公牛集团在2024年05月02日到2025年04月04日的10、20、30日双指数移动平均线多头排列的天数占比(%)。(平滑系数 alpha 取 2 / (n + 1);从前 5n 个数据开始计算;初始值用首个数据点)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,41.7722,hard,moving average,DEMA = 2 * EMA1 - EMA2;EMA1 = EMA_n(P);EMA2 = EMA_n(EMA1),"date,close,high,low 2023-09-13,103.8,104.94,103.24 2023-09-14,103.69,104.39,103.0 2023-09-15,104.01,105.2,102.71 2023-09-18,102.25,103.89,101.48 2023-09-19,103.0,103.16,101.33 2023-09-20,102.46,103.18,101.75 2023-09-21,102.97,103.88,102.2 2023-09-22,102.35,103.11,101.06 2023-09-25,103.3,103.77,101.98 2023-09-26,103.31,104.79,102.99 2023-09-27,104.56,104.9,103.18 2023-09-28,103.72,105.0,102.85 2023-10-09,105.24,105.98,102.6 2023-10-10,102.89,105.25,102.7 2023-10-11,102.75,104.38,102.55 2023-10-12,103.21,104.13,102.02 2023-10-13,100.73,102.75,99.9 2023-10-16,100.51,101.5,100.0 2023-10-17,102.16,102.38,99.5 2023-10-18,101.87,102.9,101.7 2023-10-19,99.8,101.75,99.7 2023-10-20,98.95,100.39,98.7 2023-10-23,99.21,100.11,98.0 2023-10-24,99.99,100.3,98.61 2023-10-25,100.6,102.2,100.39 2023-10-26,99.54,101.18,98.6 2023-10-27,105.51,105.89,98.9 2023-10-30,107.45,108.18,104.72 2023-10-31,105.75,108.1,104.23 2023-11-01,104.06,106.33,102.8 2023-11-02,104.11,105.0,102.81 2023-11-03,104.71,105.99,103.5 2023-11-06,102.11,105.36,101.57 2023-11-07,99.69,101.89,98.16 2023-11-08,98.38,99.5,97.6 2023-11-09,99.12,99.38,97.89 2023-11-10,98.5,99.2,98.18 2023-11-13,97.97,99.07,97.01 2023-11-14,98.5,98.94,97.54 2023-11-15,98.27,99.26,97.62 2023-11-16,97.8,98.59,97.4 2023-11-17,97.66,98.34,96.8 2023-11-20,98.05,98.37,96.3 2023-11-21,97.99,98.65,97.0 2023-11-22,97.23,97.9,97.16 2023-11-23,97.85,97.98,96.7 2023-11-24,96.77,97.79,96.5 2023-11-27,96.22,96.87,94.83 2023-11-28,97.03,97.4,95.84 2023-11-29,97.75,97.99,96.7 2023-11-30,97.77,98.35,97.41 2023-12-01,97.52,98.04,96.42 2023-12-04,95.95,98.18,95.71 2023-12-05,94.35,95.58,94.09 2023-12-06,92.34,94.6,92.1 2023-12-07,91.5,92.37,89.5 2023-12-08,92.78,94.62,91.3 2023-12-11,95.16,95.36,91.51 2023-12-12,95.43,95.98,94.26 2023-12-13,93.8,95.23,93.53 2023-12-14,94.23,94.95,93.66 2023-12-15,93.87,95.19,93.52 2023-12-18,94.19,94.66,92.82 2023-12-19,94.08,94.78,93.53 2023-12-20,93.5,94.89,93.29 2023-12-21,93.0,94.0,92.21 2023-12-22,93.06,94.0,92.21 2023-12-25,93.96,94.21,92.72 2023-12-26,93.09,94.3,92.7 2023-12-27,92.84,93.61,92.21 2023-12-28,95.35,95.48,92.52 2023-12-29,95.65,95.98,94.5 2024-01-02,94.8,96.15,94.56 2024-01-03,95.29,95.89,94.3 2024-01-04,94.4,95.4,93.6 2024-01-05,93.43,95.37,93.18 2024-01-08,91.9,94.23,91.6 2024-01-09,91.17,92.58,90.26 2024-01-10,91.27,93.32,90.62 2024-01-11,90.5,91.79,90.18 2024-01-12,89.38,90.94,89.36 2024-01-15,89.91,90.06,88.57 2024-01-16,91.0,91.2,89.5 2024-01-17,89.71,91.49,89.71 2024-01-18,90.18,90.38,87.78 2024-01-19,90.97,91.67,89.56 2024-01-22,88.5,91.57,88.5 2024-01-23,91.5,92.23,88.18 2024-01-24,93.03,93.8,91.2 2024-01-25,93.6,94.47,92.5 2024-01-26,91.3,94.35,91.0 2024-01-29,95.03,95.39,91.0 2024-01-30,92.12,95.03,92.0 2024-01-31,92.91,94.79,92.12 2024-02-01,93.58,94.11,92.08 2024-02-02,94.18,95.21,92.08 2024-02-05,96.96,97.77,93.6 2024-02-06,97.9,99.44,96.18 2024-02-07,98.12,98.43,95.8 2024-02-08,98.75,99.66,97.5 2024-02-19,100.09,101.38,98.31 2024-02-20,100.99,101.01,99.2 2024-02-21,101.59,102.94,100.27 2024-02-22,101.86,101.97,100.5 2024-02-23,100.6,101.73,99.5 2024-02-26,100.5,101.34,100.0 2024-02-27,100.03,100.84,99.55 2024-02-28,100.84,101.79,99.81 2024-02-29,102.0,102.0,99.62 2024-03-01,100.88,102.39,100.46 2024-03-04,101.73,102.0,100.11 2024-03-05,102.1,102.35,100.86 2024-03-06,101.7,103.84,101.41 2024-03-07,102.3,103.8,101.5 2024-03-08,101.1,102.69,100.9 2024-03-11,101.72,101.98,100.6 2024-03-12,102.99,103.35,101.32 2024-03-13,102.59,103.59,101.55 2024-03-14,103.17,104.27,102.0 2024-03-15,103.75,103.75,101.53 2024-03-18,103.1,103.67,102.16 2024-03-19,103.94,105.0,102.58 2024-03-20,103.96,104.59,103.3 2024-03-21,102.55,105.0,102.5 2024-03-22,101.52,102.68,101.0 2024-03-25,102.27,103.37,100.79 2024-03-26,102.6,103.0,101.95 2024-03-27,102.98,103.87,102.44 2024-03-28,102.49,104.0,101.0 2024-03-29,103.25,103.8,101.7 2024-04-01,103.26,104.93,102.0 2024-04-02,104.44,104.98,102.62 2024-04-03,105.25,106.58,104.07 2024-04-08,106.9,107.75,104.61 2024-04-09,105.78,107.28,105.45 2024-04-10,105.61,106.46,105.05 2024-04-11,104.82,105.85,104.57 2024-04-12,104.88,105.5,104.52 2024-04-15,107.01,107.2,104.89 2024-04-16,107.82,110.75,106.7 2024-04-17,109.79,109.87,105.67 2024-04-18,109.13,111.71,108.8 2024-04-19,109.48,110.6,108.56 2024-04-22,108.5,111.25,108.09 2024-04-23,108.39,109.0,107.06 2024-04-24,108.11,109.49,107.13 2024-04-25,107.75,108.1,106.81 2024-04-26,116.5,117.38,108.07 2024-04-29,118.12,120.0,115.38 2024-04-30,119.51,120.89,116.72 2024-05-06,123.8,124.48,118.52 2024-05-07,124.87,126.39,122.01 2024-05-08,123.34,125.79,122.26 2024-05-09,125.32,126.25,123.0 2024-05-10,128.52,128.99,125.0 2024-05-13,130.85,131.59,127.24 2024-05-14,129.7,130.86,128.36 2024-05-15,127.79,129.9,127.6 2024-05-16,127.97,128.93,126.97 2024-05-17,126.16,128.4,124.27 2024-05-20,123.25,126.1,122.93 2024-05-21,123.4,124.78,122.99 2024-05-22,123.93,125.78,123.21 2024-05-23,124.72,125.06,123.1 2024-05-24,123.18,125.7,123.02 2024-05-27,126.03,126.21,122.38 2024-05-28,124.5,127.17,124.22 2024-05-29,124.43,124.98,123.12 2024-05-30,122.64,124.39,122.33 2024-05-31,121.04,123.2,120.5 2024-06-03,122.97,124.1,120.61 2024-06-04,122.26,123.16,120.96 2024-06-05,122.47,124.1,121.68 2024-06-06,81.93,82.78,80.58 2024-06-07,82.01,83.5,81.78 2024-06-11,82.33,83.13,81.49 2024-06-12,83.18,83.41,81.8 2024-06-13,83.08,83.8,81.87 2024-06-14,85.2,85.83,82.71 2024-06-17,81.63,84.98,80.78 2024-06-18,81.07,81.6,80.53 2024-06-19,79.4,81.0,79.26 2024-06-20,79.53,80.4,78.88 2024-06-21,78.68,79.6,78.27 2024-06-24,78.48,79.3,77.8 2024-06-25,79.42,79.97,78.24 2024-06-26,78.61,79.99,77.62 2024-06-27,77.39,78.67,77.3 2024-06-28,77.12,77.99,76.3 2024-07-01,76.5,77.42,75.81 2024-07-02,74.31,76.41,74.23 2024-07-03,73.57,74.9,73.5 2024-07-04,73.99,74.69,73.16 2024-07-05,73.65,74.7,72.88 2024-07-08,74.19,75.23,73.11 2024-07-09,75.22,75.8,73.8 2024-07-10,74.4,75.52,73.83 2024-07-11,76.05,76.66,73.77 2024-07-12,76.34,76.97,75.05 2024-07-15,75.67,76.98,75.43 2024-07-16,75.31,75.88,74.48 2024-07-17,76.05,76.33,74.85 2024-07-18,76.38,76.85,75.4 2024-07-19,74.17,76.84,73.89 2024-07-22,73.61,74.75,73.01 2024-07-23,70.39,73.59,70.37 2024-07-24,69.72,71.15,69.51 2024-07-25,68.08,69.67,67.85 2024-07-26,68.11,69.37,67.12 2024-07-29,67.83,68.45,67.05 2024-07-30,66.78,67.63,66.11 2024-07-31,70.12,70.28,66.33 2024-08-01,68.31,71.28,68.1 2024-08-02,67.61,69.29,67.54 2024-08-05,67.2,69.5,67.1 2024-08-06,68.16,68.8,67.21 2024-08-07,68.03,69.15,67.48 2024-08-08,68.7,69.01,67.35 2024-08-09,68.56,69.66,68.43 2024-08-12,69.05,69.93,67.99 2024-08-13,69.6,69.69,68.2 2024-08-14,68.61,69.76,68.0 2024-08-15,68.28,69.36,67.82 2024-08-16,67.43,68.58,67.39 2024-08-19,67.69,68.29,66.99 2024-08-20,67.67,67.88,67.09 2024-08-21,68.0,68.48,66.48 2024-08-22,68.1,68.56,67.4 2024-08-23,70.8,71.79,67.65 2024-08-26,68.61,71.07,68.36 2024-08-27,66.19,69.1,66.03 2024-08-28,65.58,67.1,65.33 2024-08-29,66.57,66.6,65.2 2024-08-30,67.76,69.5,65.7 2024-09-02,63.96,67.15,63.96 2024-09-03,64.41,64.89,63.63 2024-09-04,63.81,65.26,63.54 2024-09-05,63.43,64.31,63.03 2024-09-06,62.91,64.25,62.89 2024-09-09,61.92,63.07,61.58 2024-09-10,61.71,62.25,61.32 2024-09-11,63.5,64.25,61.01 2024-09-12,62.71,64.6,62.7 2024-09-13,62.74,63.75,62.39 2024-09-18,64.56,64.73,61.8 2024-09-19,65.67,66.6,64.05 2024-09-20,64.93,66.0,64.55 2024-09-23,66.25,66.51,64.4 2024-09-24,67.5,68.11,64.8 2024-09-25,69.14,71.03,68.37 2024-09-26,73.29,73.48,68.2 2024-09-27,77.14,78.16,73.8 2024-09-30,83.26,83.77,77.79 2024-10-08,82.4,91.55,80.11 2024-10-09,77.7,82.5,76.57 2024-10-10,80.0,81.49,77.5 2024-10-11,76.72,79.81,75.87 2024-10-14,77.39,78.44,76.04 2024-10-15,75.92,77.54,75.9 2024-10-16,73.82,76.0,73.6 2024-10-17,71.68,74.43,71.5 2024-10-18,73.45,74.78,70.81 2024-10-21,72.84,74.23,71.67 2024-10-22,73.5,74.36,72.33 2024-10-23,74.2,75.7,73.01 2024-10-24,73.49,74.47,73.05 2024-10-25,75.44,75.99,73.0 2024-10-28,75.28,75.6,74.3 2024-10-29,74.76,76.34,74.63 2024-10-30,74.02,75.17,73.3 2024-10-31,72.83,73.72,72.62 2024-11-01,72.99,73.64,72.01 2024-11-04,73.04,73.68,72.12 2024-11-05,74.09,74.09,72.18 2024-11-06,73.4,74.76,73.18 2024-11-07,77.19,77.49,72.72 2024-11-08,76.47,78.78,75.81 2024-11-11,76.68,76.71,74.3 2024-11-12,75.39,78.2,75.06 2024-11-13,75.56,76.22,74.71 2024-11-14,74.41,76.97,74.38 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2024-07-26,69.07572228334084,68.04378757159324,67.5851557621981 2024-07-29,68.27096308276171,67.42085246623583,66.95069636604545 2024-07-30,67.37055525153893,66.72415635988895,66.26800839764948 2024-07-31,67.8524126454629,66.76024724462643,66.08976426132106 2024-08-01,67.65159279691736,66.49192030678455,65.72453806392511 2024-08-02,67.30752024386067,66.16177584921523,65.3282702343042 2024-08-05,66.95165282424881,65.83028094540711,64.93978498388962 2024-08-06,67.03899272271529,65.74549458700265,64.72909275128377 2024-08-07,67.09154281267334,65.67440648330192,64.54275712316034 2024-08-08,67.37923195346599,65.75912205842853,64.47786712134507 2024-08-09,67.5691980079316,65.82974753322897,64.4211720536947 2024-08-12,67.89110262264224,66.00121421411342,64.44996993079276 2024-08-13,68.32672132760914,66.26900245661417,64.56299712633523 2024-08-14,68.33315297878171,66.33883362603893,64.55925506904687 2024-08-15,68.23751952283007,66.35673321256542,64.53163374703261 2024-08-16,67.89391301023997,66.23463529393912,64.41692400010012 2024-08-19,67.7345098733742,66.19269450074216,64.36154565132738 2024-08-20,67.61971901734424,66.16831489904816,64.32443912279123 2024-08-21,67.65362864207314,66.2218425729535,64.34709849116788 2024-08-22,67.72083661756693,66.29992901283565,64.39461996342602 2024-08-23,68.67092339066384,66.8699732050037,64.78877925407681 2024-08-26,68.65334764734315,66.97497560988499,64.8852754522256 2024-08-27,67.84014908702623,66.63675784508365,64.6830404895141 2024-08-28,67.03957322145783,66.2451849551208,64.43616040044188 2024-08-29,66.7826729074341,66.0982041090957,64.34849047691272 2024-08-30,66.99705623746999,66.19803879877495,64.42960976141254 2024-09-02,65.90959197947848,65.60458793206091,64.03995614977745 2024-09-03,65.26593104712123,65.18550830709036,63.75481721951293 2024-09-04,64.60840823960534,64.72657457048554,63.43308869794113 2024-09-05,64.0162348481408,64.27364627752345,63.10565265066366 2024-09-06,63.428540764659886,63.80089866103951,62.75552119763242 2024-09-09,62.690711146307876,63.226237699146424,62.32613239764305 2024-09-10,62.101892603566185,62.70588042467932,61.92244820369754 2024-09-11,62.2865052285551,62.59560265193251,61.79180491553629 2024-09-12,62.18904739144669,62.3702224102787,61.58593787598815 2024-09-13,62.15094595035934,62.19425153300401,61.414202255005904 2024-09-18,62.74656578069394,62.385311639969586,61.49669292486428 2024-09-19,63.57217688097765,62.7627979258079,61.72023910764415 2024-09-20,63.94958011733361,62.963934790851894,61.83990756059657 2024-09-23,64.67099616423855,63.38587281606158,62.12232331365652 2024-09-24,65.61934918194387,63.98400464335511,62.54274199739095 2024-09-25,66.8585161051369,64.80302861405703,63.136083459442034 2024-09-26,69.13536285189795,66.26564888382386,64.19853490142664 2024-09-27,72.06960363768351,68.22506684720375,65.6469090149577 2024-09-30,76.22460437402978,71.02009999321582,67.72646676045174 2024-10-08,78.9543286893019,73.26310807878835,69.50361784985722 2024-10-09,79.34185228252369,74.32948786694378,70.52564656451965 2024-10-10,80.3073233727788,75.65022517319396,71.73711749352383 2024-10-11,79.8591734952544,76.1758153474877,72.42213162600919 2024-10-14,79.67688561045694,76.7325382307759,73.12316009522475 2024-10-15,78.99330824590798,76.92756500615897,73.57085239723244 2024-10-16,77.73989502679976,76.69712148209695,73.71019247673247 2024-10-17,76.06381196188268,76.09417681517,73.56536858178198 2024-10-18,75.38201050646272,75.88166041602872,73.65180107920082 2024-10-21,74.6600769534473,75.57498227146158,73.650430138527 2024-10-22,74.33481310544698,75.41885814612236,73.72827126062815 2024-10-23,74.32088232767993,75.40063537552837,73.88285117597107 2024-10-24,74.07284991189604,75.2460300202301,73.93079113861364 2024-10-25,74.53217201663918,75.45728477455299,74.21440648099443 2024-10-28,74.81677038372708,75.6010349496377,74.44772893366697 2024-10-29,74.85069919529082,75.62146504806636,74.59044825412786 2024-10-30,74.62578545112139,75.4961349014461,74.62364820781266 2024-10-31,74.06180896283867,75.16427838775972,74.5015946887884 2024-11-01,73.69644258761342,74.90047495240412,74.40780344190536 2024-11-04,73.44503393683907,74.67626873931346,74.32606603046288 2024-11-05,73.61045347022683,74.66836960579195,74.38029555476571 2024-11-06,73.50894246463594,74.5314873708159,74.34038488641983 2024-11-07,74.69027997445903,75.09670180095281,74.77480069118097 2024-11-08,75.32571153146593,75.44775758797233,75.0751175372157 2024-11-11,75.85833227519895,75.78249706362352,75.36996248764896 2024-11-12,75.81559633422026,75.83063983563166,75.47236077418772 2024-11-13,75.8291170238388,75.89689149402714,75.58285766896644 2024-11-14,75.44910634420035,75.73945222578375,75.53586126712777 2024-11-15,75.02483121670022,75.52413842818964,75.43885042528092 2024-11-18,74.45899972749103,75.19800501629797,75.25431190322647 2024-11-19,74.0237241114918,74.9042948535812,75.07823058724239 2024-11-20,73.90015203428598,74.75543646774202,74.98999197216271 2024-11-21,73.79064834510567,74.61212666466056,74.89903604794766 2024-11-22,72.96790130209718,74.07674492867181,74.53232420980339 2024-11-25,72.3970408418321,73.63107647877015,74.20985391561133 2024-11-26,71.1373064563048,72.78116578414527,73.59566355861034 2024-11-27,71.21443281123928,72.59517389322426,73.41356496914906 2024-11-28,70.79880887326188,72.16704743473134,73.06218185404653 2024-11-29,70.72855453880554,71.92110221646634,72.82638380283177 2024-12-02,71.00950644586185,71.88511438730639,72.73167860378605 2024-12-03,71.24685420361484,71.86486027420898,72.65116477775835 2024-12-04,71.43857115868538,71.8525900340162,72.57982576964147 2024-12-05,71.216875197743,71.64025462166778,72.37450276349696 2024-12-06,71.34625640743468,71.61682128301821,72.29656867481694 2024-12-09,71.90340394756105,71.848552075797,72.39770411365231 2024-12-10,72.5225389472304,72.16161467872207,72.56592897068246 2024-12-11,73.34154538677004,72.6310231615816,72.85464217451141 2024-12-12,74.17438290789093,73.16329610866997,73.20343430325448 2024-12-13,73.87159206143829,73.12270052922374,73.1754639006113 2024-12-16,73.04834886467451,72.76454677344825,72.9275711178586 2024-12-17,72.56904229941364,72.5308241137459,72.75430564983938 2024-12-18,72.28986873756418,72.37214570874015,72.6262999461937 2024-12-19,72.04249242797688,72.21311739345211,72.49443938786821 2024-12-20,71.89962093385724,72.09760335401269,72.3891818570636 2024-12-23,71.79539717551741,71.99798661556896,72.29311701748513 2024-12-24,72.04082103396702,72.08815988305089,72.32657903813504 2024-12-25,72.23979664056661,72.1746902912794,72.36237013409135 2024-12-26,72.2305225709162,72.16348556612151,72.33528463061882 2024-12-27,72.1522309186406,72.11518885853312,72.28375492516318 2024-12-30,71.8875156499721,71.96059505609878,72.15893546419663 2024-12-31,71.31072226681479,71.61852987944755,71.90169414418658 2025-01-02,70.46276232381479,71.09200006473353,71.50857580214164 2025-01-03,69.5905655909366,70.50187475096779,71.05774663578539 2025-01-06,68.99312594030124,70.015882149441,70.66372133354943 2025-01-07,68.87374482077503,69.76919993232325,70.42385643811276 2025-01-08,68.83436589544675,69.57843104318766,70.22008765266565 2025-01-09,68.53546377533618,69.26182947141734,69.92925529140477 2025-01-10,68.06378669409402,68.84808687437709,69.5673124849677 2025-01-13,67.41898512089577,68.32583420991214,69.12379203735745 2025-01-14,67.32588703897311,68.08275813573646,68.86275575786773 2025-01-15,67.76717222251338,68.14933070870612,68.81453251740746 2025-01-16,67.93275413141178,68.11576013275877,68.70667208525686 2025-01-17,68.49540799996653,68.32759229047299,68.77333461202096 2025-01-20,68.8322123913142,68.4670957820216,68.80302227753661 2025-01-21,69.17958682217292,68.6434503791213,68.86778319074006 2025-01-22,69.33346270325445,68.74206763090476,68.88921169775477 2025-01-23,69.36197588965598,68.78413692199368,68.87878977018804 2025-01-24,69.56810534866342,68.92592936279895,68.94184908323237 2025-01-27,70.13293233035722,69.27831791989534,69.15744272104439 2025-02-05,70.37209973693382,69.48833832223595,69.28856080482768 2025-02-06,70.59924156325589,69.70208891624054,69.4304089476398 2025-02-07,70.93875827134731,69.98561637377045,69.62796633818552 2025-02-10,71.40640967853754,70.35398586736052,69.89318371601716 2025-02-11,71.77842724273803,70.69123177147972,70.14816298749722 2025-02-12,72.25297033140981,71.09708402613077,70.45976019391213 2025-02-13,72.7090538756807,71.51042717312514,70.78730879934325 2025-02-14,73.43720719455027,72.08724161161143,71.23758886382835 2025-02-17,73.98060876521336,72.59336643212644,71.65367125589566 2025-02-18,74.69212192358408,73.20637685044254,72.15451475923074 2025-02-19,75.26124653625921,73.7652685819853,72.63171697282894 2025-02-20,75.45177635015715,74.12785098733445,72.98468283520644 2025-02-21,75.17694832970345,74.21923612198687,73.15494876540274 2025-02-24,75.9292717761864,74.8281093399496,73.67666973546879 2025-02-25,75.93804129734652,75.05652383955221,73.94795033576399 2025-02-26,75.80281952895463,75.18013277152124,74.1459057816591 2025-02-27,76.05964398056156,75.48567085169073,74.46467467538558 2025-02-28,75.87752996946996,75.54679684609984,74.61662674710507 2025-03-03,75.51768406222783,75.4774074959803,74.67244900030765 2025-03-04,75.38695468424828,75.49201251780099,74.77615006060122 2025-03-05,75.38912907802235,75.55755529060384,74.908208324352 2025-03-06,75.8811919671431,75.88125306797214,75.21325324268393 2025-03-07,76.24889714193822,76.16036845427162,75.49114061349188 2025-03-10,76.69442218814194,76.49515117680455,75.80920379392424 2025-03-11,76.84871838640588,76.68706944920179,76.03231963114374 2025-03-12,76.53882680387491,76.61980010348431,76.07572352352356 2025-03-13,76.03951667659798,76.41317100094925,76.01395430333349 2025-03-14,75.81073827150855,76.31039143174529,76.01074542571308 2025-03-17,75.26318452028312,76.01101503671218,75.86337638535764 2025-03-18,74.8995102068088,75.77174306674891,75.74309452429586 2025-03-19,74.80417417194386,75.65576992973361,75.6962584959398 2025-03-20,74.17492693630885,75.24377586583009,75.43884524533505 2025-03-21,73.81402830960084,74.94059001428248,75.24088486579298 2025-03-24,73.57197126826405,74.68659352343028,75.06580867572214 2025-03-25,73.41581833089764,74.47380643206662,74.91044727036056 2025-03-26,72.99638311395326,74.11745412886813,74.64953079690528 2025-03-27,72.90217001454575,73.92300288630547,74.48941750100154 2025-03-28,72.69225314586649,73.67255184297136,74.28590766556029 2025-03-31,72.3536392702757,73.35077625563463,74.02711952584296 2025-04-01,71.85775265040829,72.93371482241217,73.6948517801555 2025-04-02,71.82901028007032,72.75463537415152,73.51618728354389 2025-04-03,71.35624851876737,72.34731967728374,73.17832922861719 " 1565,CN,technical,"东鹏饮料2023年03月08日至2023年04月18日, 对于10、20、30日三指数移动平均线,多头排列的天数占比?(单位:%)(平滑系数 alpha 取 2 / (n + 1);从前 6n 个数据开始计算;初始值用首个数据点)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。",22.9508,hard,moving average,TEMA = 3 * EMA1 - 3 * EMA2 + EMA3;EMA1 = EMA_n(P);EMA2 = EMA_n(EMA1);EMA3 = EMA_n(EMA2),"date,close,open,low 2022-06-13,142.25,141.12,140.5 2022-06-14,143.22,141.22,138.1 2022-06-15,140.2,143.02,139.85 2022-06-16,144.99,139.12,139.12 2022-06-17,144.6,143.8,141.39 2022-06-20,145.73,144.01,143.22 2022-06-21,150.15,148.9,146.13 2022-06-22,145.8,150.16,145.8 2022-06-23,147.5,145.76,143.3 2022-06-24,149.88,147.58,146.0 2022-06-27,164.87,152.0,151.24 2022-06-28,160.11,160.1,155.59 2022-06-29,170.58,159.0,157.88 2022-06-30,170.86,170.04,168.0 2022-07-01,166.3,172.0,161.38 2022-07-04,165.99,165.13,162.0 2022-07-05,161.5,165.58,160.08 2022-07-06,163.95,161.48,159.89 2022-07-07,161.67,163.63,158.0 2022-07-08,166.5,161.66,160.62 2022-07-11,160.39,165.99,159.0 2022-07-12,156.55,159.5,156.5 2022-07-13,157.8,156.42,154.4 2022-07-14,159.34,157.4,156.41 2022-07-15,156.35,158.88,155.75 2022-07-18,157.51,156.35,153.01 2022-07-19,157.99,156.58,154.73 2022-07-20,163.05,158.35,157.88 2022-07-21,161.31,162.0,158.95 2022-07-22,162.02,160.62,156.5 2022-07-25,162.0,162.02,160.6 2022-07-26,160.56,163.5,159.2 2022-07-27,157.51,160.18,156.5 2022-07-28,157.86,157.52,156.88 2022-07-29,153.06,156.13,150.0 2022-08-01,159.8,152.86,151.54 2022-08-02,158.6,158.89,156.12 2022-08-03,160.55,158.94,158.55 2022-08-04,160.76,163.36,158.6 2022-08-05,159.5,161.71,158.88 2022-08-08,158.8,159.65,158.2 2022-08-09,156.91,157.56,155.5 2022-08-10,153.96,156.13,153.69 2022-08-11,156.6,154.0,154.0 2022-08-12,156.1,156.37,153.82 2022-08-15,154.73,155.0,153.5 2022-08-16,160.0,155.49,155.49 2022-08-17,155.01,157.47,153.68 2022-08-18,151.9,154.55,151.54 2022-08-19,150.39,151.72,150.0 2022-08-22,152.72,150.85,148.0 2022-08-23,150.5,151.2,149.81 2022-08-24,148.0,150.3,147.62 2022-08-25,149.35,148.76,147.74 2022-08-26,150.3,149.1,149.1 2022-08-29,150.4,148.3,148.0 2022-08-30,149.03,151.4,147.9 2022-08-31,152.29,149.29,148.19 2022-09-01,149.8,152.8,149.11 2022-09-02,146.13,149.74,145.72 2022-09-05,142.23,146.95,141.01 2022-09-06,142.24,143.53,140.57 2022-09-07,139.54,141.88,138.85 2022-09-08,140.19,139.0,138.83 2022-09-09,140.27,140.19,138.65 2022-09-13,141.98,140.35,140.35 2022-09-14,138.73,140.16,137.7 2022-09-15,139.37,138.96,138.05 2022-09-16,130.82,138.78,129.41 2022-09-19,139.48,130.56,128.8 2022-09-20,137.98,139.5,135.85 2022-09-21,133.92,135.0,133.3 2022-09-22,133.26,132.23,132.23 2022-09-23,132.39,132.67,130.28 2022-09-26,133.0,130.02,129.98 2022-09-27,144.97,134.88,133.24 2022-09-28,144.3,144.13,140.02 2022-09-29,144.2,144.29,143.43 2022-09-30,141.88,143.44,141.2 2022-10-10,132.81,140.68,132.0 2022-10-11,130.93,132.98,129.11 2022-10-12,131.24,129.95,126.81 2022-10-13,137.3,129.5,129.5 2022-10-14,138.05,138.27,134.54 2022-10-17,143.0,137.76,135.22 2022-10-18,147.19,144.39,144.0 2022-10-19,142.06,148.7,141.5 2022-10-20,149.2,141.5,138.97 2022-10-21,149.1,147.9,147.0 2022-10-24,145.76,150.16,141.38 2022-10-25,155.46,146.49,144.2 2022-10-26,154.9,155.0,152.8 2022-10-27,157.72,156.05,148.51 2022-10-28,153.65,155.15,152.5 2022-10-31,155.01,153.1,147.5 2022-11-01,166.55,155.01,150.91 2022-11-02,170.11,166.43,165.3 2022-11-03,168.3,168.31,166.81 2022-11-04,169.4,167.5,166.0 2022-11-07,167.6,168.0,166.01 2022-11-08,164.35,167.68,161.78 2022-11-09,163.0,165.98,162.2 2022-11-10,161.37,160.72,158.67 2022-11-11,168.89,165.0,161.51 2022-11-14,170.59,168.88,167.5 2022-11-15,170.67,171.0,168.75 2022-11-16,176.93,171.0,170.0 2022-11-17,176.4,176.1,175.31 2022-11-18,177.39,174.16,174.12 2022-11-21,173.63,177.13,172.97 2022-11-22,173.92,173.59,171.8 2022-11-23,175.45,173.91,173.0 2022-11-24,172.4,175.28,171.27 2022-11-25,170.75,173.0,170.1 2022-11-28,173.5,169.0,167.08 2022-11-29,171.57,172.5,170.0 2022-11-30,171.0,170.26,169.06 2022-12-01,175.24,173.79,173.5 2022-12-02,173.33,175.0,170.3 2022-12-05,180.67,174.48,171.2 2022-12-06,187.61,178.47,177.0 2022-12-07,181.94,187.86,180.61 2022-12-08,177.1,182.7,174.21 2022-12-09,177.02,178.29,172.52 2022-12-12,176.12,176.41,174.66 2022-12-13,178.86,176.63,174.6 2022-12-14,182.81,178.96,177.01 2022-12-15,180.47,183.26,178.77 2022-12-16,177.04,180.0,175.2 2022-12-19,172.8,177.56,171.8 2022-12-20,170.5,173.73,169.02 2022-12-21,170.77,171.72,170.01 2022-12-22,178.36,170.92,170.92 2022-12-23,180.44,177.68,177.14 2022-12-26,177.94,180.3,176.09 2022-12-27,177.23,176.99,174.75 2022-12-28,176.8,176.05,175.54 2022-12-29,176.0,176.0,175.02 2022-12-30,177.9,175.41,175.41 2023-01-03,172.0,178.58,170.0 2023-01-04,171.8,170.5,170.5 2023-01-05,175.95,173.24,171.8 2023-01-06,176.0,175.95,173.51 2023-01-09,175.0,176.68,172.3 2023-01-10,180.23,175.85,173.74 2023-01-11,178.18,180.75,177.0 2023-01-12,174.39,179.29,174.08 2023-01-13,183.98,173.0,172.76 2023-01-16,186.84,185.5,184.01 2023-01-17,187.0,188.06,184.1 2023-01-18,185.18,187.95,183.6 2023-01-19,183.07,185.3,181.01 2023-01-20,179.78,182.7,179.5 2023-01-30,178.01,182.13,175.3 2023-01-31,177.93,179.13,176.0 2023-02-01,177.28,177.8,174.85 2023-02-02,184.07,177.2,176.08 2023-02-03,182.09,183.2,180.0 2023-02-06,179.2,179.0,177.45 2023-02-07,175.27,178.02,175.08 2023-02-08,175.53,175.3,173.68 2023-02-09,192.34,174.49,174.49 2023-02-10,197.52,196.14,191.9 2023-02-13,200.41,197.57,197.53 2023-02-14,206.0,201.01,197.86 2023-02-15,207.12,206.0,203.62 2023-02-16,205.0,206.55,203.0 2023-02-17,200.5,204.13,200.0 2023-02-20,197.0,199.01,196.23 2023-02-21,203.11,202.57,198.16 2023-02-22,207.0,202.02,200.15 2023-02-23,201.72,206.36,201.0 2023-02-24,203.0,200.99,199.88 2023-02-27,202.59,203.0,198.17 2023-02-28,204.97,200.56,200.0 2023-03-01,206.0,203.24,200.31 2023-03-02,203.78,205.3,203.06 2023-03-03,203.79,203.78,201.5 2023-03-06,202.98,203.06,200.16 2023-03-07,201.42,202.2,201.42 2023-03-08,199.89,200.92,196.54 2023-03-09,199.2,201.24,196.12 2023-03-10,197.54,197.09,196.51 2023-03-13,203.42,196.48,196.29 2023-03-14,200.0,204.2,190.19 2023-03-15,196.0,200.68,196.0 2023-03-16,196.06,194.99,194.36 2023-03-17,190.84,196.88,189.02 2023-03-20,190.38,189.89,183.83 2023-03-21,192.54,188.52,188.1 2023-03-22,190.55,193.74,190.3 2023-03-23,193.15,189.6,189.6 2023-03-24,194.72,193.5,191.0 2023-03-27,190.55,194.7,188.68 2023-03-28,192.0,189.6,188.0 2023-03-29,194.04,192.0,190.75 2023-03-30,198.1,194.54,192.31 2023-03-31,192.41,198.45,192.06 2023-04-03,193.08,192.71,190.78 2023-04-04,196.25,193.51,192.32 2023-04-06,186.48,195.74,186.08 2023-04-07,184.6,186.58,184.0 2023-04-10,185.9,183.82,177.56 2023-04-11,185.42,184.6,182.0 2023-04-12,190.95,195.1,186.0 2023-04-13,181.8,188.58,181.0 2023-04-14,179.91,181.99,179.02 2023-04-17,183.34,179.92,179.38 2023-04-18,184.57,183.09,181.0 ","date,10日,20日,30日 2022-10-20,146.71048272285802,142.91208448278277,139.39728484022498 2022-10-21,148.76162029827216,144.92786669536653,141.09709759440008 2022-10-24,148.47150430695513,145.68805833408692,141.9854424146466 2022-10-25,152.51484253832035,148.79604336018028,144.5244902748746 2022-10-26,154.80183377734176,151.15551548604157,146.64298358781232 2022-10-27,157.40807173960596,153.76611281131096,149.00028619409443 2022-10-28,157.09338008782396,154.78441317852867,150.31160235608078 2022-10-31,157.2868323145276,155.9011241895898,151.68781245373773 2022-11-01,162.4509094627957,159.7365098377304,154.9637864029831 2022-11-02,167.30846921280607,163.7179084697893,158.44989306208157 2022-11-03,169.47309442635242,166.40943016758314,161.13830154204777 2022-11-04,171.12549532940727,168.78730534187557,163.6494960741083 2022-11-07,171.1271869989998,170.14868354083464,165.47443461618937 2022-11-08,169.39072633135834,170.29836457133544,166.43188059549897 2022-11-09,167.39941260057026,169.95164753270484,166.97282555346567 2022-11-10,165.1713214159377,169.13308703059127,167.09835772169737 2022-11-11,166.9812897671709,170.31088990891433,168.5204560057859 2022-11-14,168.87971698749925,171.61813969662737,170.02164261730354 2022-11-15,170.08686789085715,172.61020756921582,171.29635041451618 2022-11-16,173.61583330737207,174.94681248593304,173.49182090579035 2022-11-17,175.60335328836254,176.6198158828841,175.25935609053997 2022-11-18,177.21947367010495,178.13924297567587,176.92502589429125 2022-11-21,176.43024764952207,178.29879331564047,177.63803504769655 2022-11-22,175.8796322299133,178.39769589894826,178.25098726644762 2022-11-23,176.08203067878338,178.7742979164681,179.00185269834063 2022-11-24,174.7372710845444,178.19519190675507,179.04348925036996 2022-11-25,173.0156638049777,177.2033989436079,178.71963442320674 2022-11-28,173.07035943404074,177.0248244378789,178.87642697263243 2022-11-29,172.21871190153155,176.3062920860513,178.60763190513518 2022-11-30,171.38788875202204,175.50562523815964,178.21528857137133 2022-12-01,172.764393439127,175.8936693141094,178.58993638433907 2022-12-02,172.8327180373324,175.66459865840918,178.5226088680174 2022-12-05,176.19881071780813,177.33276738734273,179.74733705371412 2022-12-06,181.56341256079105,180.4497661540772,182.03062536112495 2022-12-07,182.49286193585192,181.47280264795714,182.95110030772756 2022-12-08,180.79006099377597,180.9901004242853,182.82735743887565 2022-12-09,179.50286782039862,180.51238848867112,182.65397828056322 2022-12-12,178.1627141127836,179.83280950788748,182.29087577259688 2022-12-13,178.46597730052716,179.9389936305033,182.42442039671545 2022-12-14,180.43136262841622,181.0071600146717,183.2141541267742 2022-12-15,180.6494537723109,181.2313777739838,183.43818135701304 2022-12-16,179.19351661943466,180.4818270383949,182.9699950002981 2022-12-19,176.26935553600427,178.72970436141352,181.75125099901868 2022-12-20,173.28294997174413,176.66969510316315,180.2313204804414 2022-12-21,171.46793675846484,175.03678341139528,178.91890050969377 2022-12-22,173.78279812259933,175.6635688474185,179.12041981780627 2022-12-23,176.35475359921617,176.71462085139723,179.65031550938645 2022-12-26,176.97770587817593,176.92143564015697,179.63728770817104 2022-12-27,177.07638509742372,176.89914959375253,179.47419037353185 2022-12-28,176.9450020095774,176.7625674326532,179.2318698935624 2022-12-29,176.49336723145464,176.43792305363658,178.85470391798236 2022-12-30,177.0541886623468,176.66179329899327,178.85091536053247 2023-01-03,174.7634637229084,175.31262975580455,177.7609210112106 2023-01-04,173.1578169797286,174.15798762526168,176.7562369086851 2023-01-05,174.0092059175734,174.29795234183516,176.6184639287916 2023-01-06,174.65108640112544,174.43695529105352,176.49801144298368 2023-01-09,174.6598350360821,174.3019924589705,176.20324545724768 2023-01-10,177.0537176758698,175.55853853464612,176.8867090971545 2023-01-11,177.72754213526673,176.06277993654814,177.10616668191759 2023-01-12,176.43762024764848,175.49527952139383,176.60341084945665 2023-01-13,179.89360286041202,177.52127124948743,177.8957183165449 2023-01-16,183.46419221608681,179.92088120376724,179.53803053701165 2023-01-17,185.83472628445517,181.91462272208662,180.99380247804388 2023-01-18,186.4667929849401,183.0518809683671,181.92395473172195 2023-01-19,185.79408373326683,183.40606106360747,182.33922247682227 2023-01-20,183.73139697160448,182.81112896481147,182.08901986588324 2023-01-30,181.46417744044396,181.8361941022428,181.53269270246582 2023-01-31,179.8718787636237,180.99458135586366,181.01674885005397 2023-02-01,178.51156274586907,180.12063304661268,180.43488812988903 2023-02-02,180.69785793363752,181.15568129398298,181.14649647164583 2023-02-03,181.28155842837532,181.47911638350195,181.4001870667604 2023-02-06,180.35734513195152,180.9813120537466,181.08747669274777 2023-02-07,177.95857197645404,179.54302938996554,180.09118241230607 2023-02-08,176.49766131003335,178.4277582347098,179.25867865284857 2023-02-09,183.18001593389195,181.87679091961581,181.57332970274385 2023-02-10,190.00006186712292,186.03937440882737,184.5317045696952 2023-02-13,195.7620395368985,190.1723304569426,187.63186739559362 2023-02-14,201.9433278828212,194.9608041716716,191.33861857453707 2023-02-15,206.30538363048814,199.10536572197486,194.7578624853166 2023-02-16,207.92794869453252,201.86252278167876,197.33006774363812 2023-02-17,206.62984520459779,202.85325325144998,198.72325077012098 2023-02-20,203.86846137457633,202.6531232960807,199.262587588826 2023-02-21,204.546492619959,203.9745476034327,200.79660938723418 2023-02-22,206.5690092331446,205.96837102218086,202.79770135229208 2023-02-23,205.34574510413134,206.1310094943861,203.54207497771807 2023-02-24,204.93642426367518,206.496355200828,204.37465520259542 2023-02-27,204.3441240699073,206.59378993559343,204.97797742849113 2023-02-28,204.91884256986827,207.20004593462625,205.88677312392412 2023-03-01,205.6797958866394,207.8762801507372,206.81818997997544 2023-03-02,205.09817687404578,207.76879328648226,207.17976217038074 2023-03-03,204.63911771296395,207.60196657377062,207.44742279864968 2023-03-06,203.91208263357512,207.1797228813642,207.48544911941 2023-03-07,202.68622333457313,206.36027442323356,207.18813953036621 2023-03-08,201.16399065909457,205.23128489530845,206.60510235893994 2023-03-09,199.85102235148318,204.0760745544803,205.92734632636206 2023-03-10,198.264327424072,202.65750091468868,204.99420390434966 2023-03-13,199.92724578467937,202.9889277612466,205.20852435431462 2023-03-14,199.55221642992836,202.3461148041108,204.74309406444695 2023-03-15,197.53597128946382,200.7585166321943,203.57942026603303 2023-03-16,196.27500064801737,199.45862424230307,202.5443857069922 2023-03-17,193.1534347391086,197.03407572121478,200.66858647494414 2023-03-20,190.96892383962188,194.93457033168136,198.92500657842774 2023-03-21,190.62940540857397,193.79319014985884,197.7777991354989 2023-03-22,189.65271823539598,192.36810205327538,196.40441906416333 2023-03-23,190.32014672953034,191.907419894174,195.66924193058344 2023-03-24,191.60764843351782,191.97292950222385,195.3089511913184 2023-03-27,190.68194351455472,190.9800982861046,194.23764357328406 2023-03-28,190.80238329457882,190.57973307449234,193.56530254607034 2023-03-29,191.8857302156415,190.81957439028088,193.35150964308338 2023-03-30,194.5064214051103,192.10615120178213,193.90652035186116 2023-03-31,193.70632553406,191.71499746884567,193.36597117047742 2023-04-03,193.47525051173312,191.59640593188416,193.01998603790213 2023-04-04,194.76271711015397,192.34947841149344,193.2987665528476 2023-04-06,191.20225657050352,190.45688223298555,191.77795703663037 2023-04-07,187.9855649913201,188.44704777721174,190.1145703414481 2023-04-10,186.4915926273396,187.17515600641565,188.90701978076902 2023-04-11,185.3760352604184,186.05257360675822,187.7790388661489 2023-04-12,187.2416656510748,186.61520034586638,187.81310195785332 2023-04-13,184.4421265637066,184.74876628912057,186.20309066447308 2023-04-14,181.80173170785244,182.7781404937198,184.4722955476994 2023-04-17,181.7087208447781,182.10975759091497,183.60416593488534 2023-04-18,182.33273659635066,181.94075318985387,183.09464025583455 " 1566,CN,technical,上港集团从2023年09月02日到2024年08月08日,5、20、60日三指数移动平均线呈空头排列的天数比例是多少?(单位:%)(平滑系数 alpha 取 2 / (n + 1);从前 6n 个数据开始计算;初始值用首个数据点)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,21.0784,hard,moving average,TEMA = 3 * EMA1 - 3 * EMA2 + EMA3;EMA1 = EMA_n(P);EMA2 = EMA_n(EMA1);EMA3 = EMA_n(EMA2),"date,close,open,low 2022-03-15,5.42,5.57,5.4 2022-03-16,5.72,5.45,5.45 2022-03-17,5.67,5.76,5.63 2022-03-18,5.63,5.65,5.55 2022-03-21,5.53,5.6,5.46 2022-03-22,5.6,5.49,5.48 2022-03-23,5.56,5.64,5.5 2022-03-24,5.51,5.55,5.48 2022-03-25,5.41,5.49,5.4 2022-03-28,5.46,5.37,5.25 2022-03-29,5.41,5.46,5.37 2022-03-30,5.42,5.43,5.35 2022-03-31,5.47,5.4,5.38 2022-04-01,6.02,5.65,5.65 2022-04-06,6.11,5.9,5.84 2022-04-07,6.14,6.05,6.0 2022-04-08,6.27,6.13,6.11 2022-04-11,6.08,6.28,6.06 2022-04-12,6.15,6.08,5.95 2022-04-13,6.09,6.14,6.05 2022-04-14,6.14,6.06,6.02 2022-04-15,6.19,6.12,6.04 2022-04-18,6.22,6.21,6.05 2022-04-19,6.24,6.19,6.17 2022-04-20,6.1,6.18,6.08 2022-04-21,5.98,6.08,5.95 2022-04-22,6.08,5.96,5.91 2022-04-25,5.75,6.0,5.75 2022-04-26,5.74,5.8,5.72 2022-04-27,5.79,5.73,5.62 2022-04-28,5.82,5.77,5.68 2022-04-29,5.93,5.83,5.73 2022-05-05,6.4,5.92,5.91 2022-05-06,6.14,6.22,6.11 2022-05-09,6.17,6.1,6.08 2022-05-10,6.21,6.11,5.96 2022-05-11,6.01,6.21,6.0 2022-05-12,6.05,5.93,5.88 2022-05-13,6.36,6.0,5.99 2022-05-16,6.24,6.34,6.15 2022-05-17,6.13,6.23,6.07 2022-05-18,6.08,6.17,6.05 2022-05-19,6.02,5.99,5.9 2022-05-20,6.16,6.02,6.01 2022-05-23,6.12,6.16,6.1 2022-05-24,5.95,6.12,5.94 2022-05-25,6.23,5.95,5.93 2022-05-26,6.3,6.23,6.19 2022-05-27,6.3,6.3,6.22 2022-05-30,6.29,6.37,6.22 2022-05-31,6.25,6.3,6.24 2022-06-01,6.43,6.25,6.24 2022-06-02,6.19,6.41,6.16 2022-06-06,6.2,6.15,6.09 2022-06-07,6.27,6.21,6.17 2022-06-08,6.24,6.27,6.11 2022-06-09,6.14,6.23,6.12 2022-06-10,6.15,6.12,6.07 2022-06-13,5.99,6.1,5.95 2022-06-14,6.03,5.95,5.89 2022-06-15,6.06,6.04,6.0 2022-06-16,5.96,6.06,5.95 2022-06-17,5.93,5.93,5.86 2022-06-20,5.95,5.92,5.88 2022-06-21,5.86,5.92,5.82 2022-06-22,5.82,5.86,5.82 2022-06-23,5.86,5.82,5.75 2022-06-24,5.9,5.83,5.81 2022-06-27,5.86,5.91,5.82 2022-06-28,5.9,5.85,5.8 2022-06-29,5.83,5.91,5.82 2022-06-30,5.83,5.88,5.8 2022-07-01,5.83,5.82,5.78 2022-07-04,5.83,5.83,5.75 2022-07-05,5.92,5.83,5.81 2022-07-06,5.71,5.92,5.66 2022-07-07,5.69,5.73,5.67 2022-07-08,5.75,5.7,5.68 2022-07-11,5.7,5.75,5.66 2022-07-12,5.67,5.69,5.66 2022-07-13,5.66,5.68,5.64 2022-07-14,5.64,5.66,5.55 2022-07-15,5.5,5.65,5.5 2022-07-18,5.54,5.45,5.45 2022-07-19,5.6,5.54,5.53 2022-07-20,5.62,5.6,5.59 2022-07-21,5.57,5.64,5.57 2022-07-22,5.6,5.57,5.56 2022-07-25,5.58,5.62,5.58 2022-07-26,5.62,5.58,5.51 2022-07-27,5.56,5.6,5.55 2022-07-28,5.56,5.58,5.53 2022-07-29,5.48,5.55,5.45 2022-08-01,5.47,5.41,5.41 2022-08-02,5.35,5.43,5.2 2022-08-03,5.25,5.3,5.24 2022-08-04,5.32,5.26,5.25 2022-08-05,5.37,5.33,5.27 2022-08-08,5.4,5.37,5.36 2022-08-09,5.4,5.41,5.35 2022-08-10,5.37,5.4,5.35 2022-08-11,5.47,5.41,5.4 2022-08-12,5.5,5.46,5.45 2022-08-15,5.49,5.51,5.46 2022-08-16,5.45,5.49,5.45 2022-08-17,5.49,5.45,5.43 2022-08-18,5.41,5.45,5.38 2022-08-19,5.25,5.24,5.21 2022-08-22,5.38,5.26,5.25 2022-08-23,5.34,5.36,5.3 2022-08-24,5.29,5.35,5.27 2022-08-25,5.43,5.31,5.29 2022-08-26,5.41,5.44,5.37 2022-08-29,5.39,5.36,5.31 2022-08-30,5.39,5.45,5.37 2022-08-31,5.41,5.42,5.37 2022-09-01,5.33,5.42,5.31 2022-09-02,5.3,5.36,5.28 2022-09-05,5.43,5.3,5.3 2022-09-06,5.49,5.45,5.42 2022-09-07,5.49,5.47,5.43 2022-09-08,5.55,5.5,5.47 2022-09-09,5.6,5.52,5.51 2022-09-13,5.54,5.58,5.51 2022-09-14,5.49,5.49,5.45 2022-09-15,5.51,5.5,5.44 2022-09-16,5.31,5.49,5.3 2022-09-19,5.33,5.32,5.25 2022-09-20,5.32,5.33,5.29 2022-09-21,5.46,5.3,5.29 2022-09-22,5.5,5.47,5.41 2022-09-23,5.54,5.51,5.41 2022-09-26,5.43,5.53,5.4 2022-09-27,5.54,5.42,5.41 2022-09-28,5.54,5.51,5.51 2022-09-29,5.55,5.56,5.52 2022-09-30,5.56,5.53,5.53 2022-10-10,5.49,5.52,5.46 2022-10-11,5.53,5.52,5.46 2022-10-12,5.51,5.53,5.38 2022-10-13,5.47,5.47,5.46 2022-10-14,5.51,5.59,5.5 2022-10-17,5.47,5.49,5.44 2022-10-18,5.47,5.5,5.45 2022-10-19,5.54,5.46,5.44 2022-10-20,5.41,5.53,5.4 2022-10-21,5.49,5.43,5.4 2022-10-24,5.27,5.49,5.26 2022-10-25,5.2,5.27,5.19 2022-10-26,5.24,5.22,5.2 2022-10-27,5.27,5.23,5.22 2022-10-28,5.15,5.26,5.14 2022-10-31,5.17,5.15,5.08 2022-11-01,5.23,5.15,5.13 2022-11-02,5.23,5.21,5.17 2022-11-03,5.15,5.19,5.14 2022-11-04,5.24,5.14,5.14 2022-11-07,5.32,5.22,5.2 2022-11-08,5.31,5.32,5.26 2022-11-09,5.27,5.32,5.25 2022-11-10,5.26,5.25,5.21 2022-11-11,5.35,5.32,5.28 2022-11-14,5.34,5.35,5.32 2022-11-15,5.35,5.35,5.32 2022-11-16,5.35,5.35,5.32 2022-11-17,5.33,5.33,5.3 2022-11-18,5.27,5.33,5.26 2022-11-21,5.22,5.25,5.15 2022-11-22,5.32,5.22,5.19 2022-11-23,5.37,5.31,5.3 2022-11-24,5.33,5.38,5.32 2022-11-25,5.43,5.33,5.32 2022-11-28,5.39,5.38,5.3 2022-11-29,5.47,5.39,5.38 2022-11-30,5.45,5.46,5.44 2022-12-01,5.48,5.49,5.45 2022-12-02,5.41,5.46,5.4 2022-12-05,5.54,5.44,5.44 2022-12-06,5.57,5.54,5.53 2022-12-07,5.57,5.59,5.52 2022-12-08,5.58,5.59,5.53 2022-12-09,5.56,5.56,5.51 2022-12-12,5.48,5.55,5.46 2022-12-13,5.49,5.47,5.47 2022-12-14,5.5,5.47,5.47 2022-12-15,5.43,5.47,5.41 2022-12-16,5.48,5.4,5.4 2022-12-19,5.3,5.47,5.28 2022-12-20,5.26,5.28,5.24 2022-12-21,5.27,5.26,5.25 2022-12-22,5.22,5.31,5.19 2022-12-23,5.21,5.2,5.19 2022-12-26,5.18,5.21,5.16 2022-12-27,5.28,5.21,5.2 2022-12-28,5.26,5.27,5.23 2022-12-29,5.27,5.26,5.18 2022-12-30,5.34,5.29,5.26 2023-01-03,5.36,5.36,5.32 2023-01-04,5.39,5.35,5.35 2023-01-05,5.39,5.4,5.37 2023-01-06,5.33,5.38,5.32 2023-01-09,5.33,5.35,5.29 2023-01-10,5.24,5.32,5.24 2023-01-11,5.22,5.22,5.22 2023-01-12,5.21,5.23,5.2 2023-01-13,5.24,5.21,5.2 2023-01-16,5.28,5.24,5.22 2023-01-17,5.27,5.31,5.23 2023-01-18,5.25,5.26,5.23 2023-01-19,5.27,5.24,5.22 2023-01-20,5.32,5.27,5.26 2023-01-30,5.33,5.35,5.33 2023-01-31,5.33,5.33,5.32 2023-02-01,5.36,5.35,5.31 2023-02-02,5.34,5.36,5.33 2023-02-03,5.28,5.33,5.25 2023-02-06,5.26,5.26,5.24 2023-02-07,5.28,5.26,5.26 2023-02-08,5.27,5.29,5.25 2023-02-09,5.28,5.26,5.25 2023-02-10,5.29,5.28,5.27 2023-02-13,5.33,5.3,5.29 2023-02-14,5.31,5.34,5.3 2023-02-15,5.28,5.32,5.26 2023-02-16,5.23,5.28,5.22 2023-02-17,5.22,5.24,5.21 2023-02-20,5.28,5.22,5.22 2023-02-21,5.31,5.28,5.27 2023-02-22,5.3,5.3,5.27 2023-02-23,5.28,5.3,5.26 2023-02-24,5.26,5.29,5.25 2023-02-27,5.27,5.26,5.25 2023-02-28,5.32,5.28,5.27 2023-03-01,5.35,5.34,5.32 2023-03-02,5.38,5.34,5.33 2023-03-03,5.48,5.38,5.37 2023-03-06,5.46,5.5,5.45 2023-03-07,5.42,5.45,5.4 2023-03-08,5.42,5.4,5.36 2023-03-09,5.39,5.44,5.37 2023-03-10,5.37,5.37,5.36 2023-03-13,5.45,5.34,5.34 2023-03-14,5.41,5.44,5.41 2023-03-15,5.55,5.43,5.39 2023-03-16,5.56,5.54,5.54 2023-03-17,5.59,5.57,5.55 2023-03-20,5.57,5.58,5.54 2023-03-21,5.55,5.56,5.49 2023-03-22,5.56,5.56,5.52 2023-03-23,5.62,5.54,5.52 2023-03-24,5.55,5.61,5.53 2023-03-27,5.52,5.58,5.49 2023-03-28,5.55,5.55,5.51 2023-03-29,5.55,5.55,5.52 2023-03-30,5.57,5.54,5.49 2023-03-31,5.54,5.57,5.53 2023-04-03,5.49,5.54,5.47 2023-04-04,5.55,5.48,5.44 2023-04-06,5.54,5.55,5.51 2023-04-07,5.49,5.53,5.46 2023-04-10,5.47,5.48,5.44 2023-04-11,5.47,5.48,5.42 2023-04-12,5.57,5.47,5.46 2023-04-13,5.57,5.55,5.54 2023-04-14,5.58,5.6,5.53 2023-04-17,5.65,5.58,5.57 2023-04-18,5.73,5.7,5.66 2023-04-19,5.73,5.73,5.67 2023-04-20,5.7,5.73,5.63 2023-04-21,5.66,5.7,5.64 2023-04-24,5.6,5.63,5.59 2023-04-25,5.65,5.62,5.58 2023-04-26,5.56,5.64,5.5 2023-04-27,5.6,5.56,5.53 2023-04-28,5.73,5.61,5.6 2023-05-04,5.79,5.65,5.56 2023-05-05,5.76,5.8,5.67 2023-05-08,5.87,5.76,5.76 2023-05-09,5.85,5.91,5.82 2023-05-10,5.67,5.74,5.65 2023-05-11,5.69,5.71,5.65 2023-05-12,5.69,5.69,5.66 2023-05-15,5.67,5.67,5.56 2023-05-16,5.6,5.67,5.58 2023-05-17,5.49,5.57,5.48 2023-05-18,5.52,5.48,5.47 2023-05-19,5.44,5.52,5.44 2023-05-22,5.42,5.43,5.4 2023-05-23,5.33,5.41,5.33 2023-05-24,5.23,5.32,5.23 2023-05-25,5.23,5.22,5.2 2023-05-26,5.25,5.24,5.18 2023-05-29,5.3,5.24,5.23 2023-05-30,5.31,5.29,5.23 2023-05-31,5.27,5.31,5.25 2023-06-01,5.26,5.28,5.26 2023-06-02,5.29,5.27,5.27 2023-06-05,5.3,5.31,5.28 2023-06-06,5.24,5.3,5.23 2023-06-07,5.38,5.25,5.25 2023-06-08,5.43,5.37,5.35 2023-06-09,5.4,5.42,5.39 2023-06-12,5.34,5.4,5.33 2023-06-13,5.38,5.34,5.34 2023-06-14,5.35,5.37,5.34 2023-06-15,5.34,5.35,5.28 2023-06-16,5.35,5.33,5.32 2023-06-19,5.26,5.35,5.25 2023-06-20,5.19,5.26,5.19 2023-06-21,5.17,5.19,5.16 2023-06-26,5.05,5.16,5.05 2023-06-27,5.17,5.06,5.06 2023-06-28,5.2,5.19,5.14 2023-06-29,5.2,5.21,5.18 2023-06-30,5.25,5.2,5.18 2023-07-03,5.26,5.24,5.21 2023-07-04,5.23,5.25,5.21 2023-07-05,5.21,5.23,5.2 2023-07-06,5.17,5.21,5.15 2023-07-07,5.25,5.18,5.16 2023-07-10,5.23,5.24,5.22 2023-07-11,5.25,5.25,5.23 2023-07-12,5.21,5.26,5.19 2023-07-13,5.25,5.21,5.21 2023-07-14,5.24,5.25,5.23 2023-07-17,5.25,5.23,5.2 2023-07-18,5.25,5.25,5.22 2023-07-19,5.3,5.24,5.24 2023-07-20,5.25,5.3,5.24 2023-07-21,5.25,5.25,5.23 2023-07-24,5.27,5.24,5.24 2023-07-25,5.31,5.29,5.28 2023-07-26,5.32,5.32,5.3 2023-07-27,5.32,5.33,5.3 2023-07-28,5.39,5.33,5.31 2023-07-31,5.42,5.39,5.38 2023-08-01,5.45,5.41,5.4 2023-08-02,5.43,5.46,5.4 2023-08-03,5.42,5.44,5.37 2023-08-04,5.42,5.44,5.41 2023-08-07,5.34,5.42,5.32 2023-08-08,5.34,5.34,5.32 2023-08-09,5.33,5.32,5.32 2023-08-10,5.38,5.33,5.33 2023-08-11,5.18,5.28,5.18 2023-08-14,5.18,5.15,5.13 2023-08-15,5.22,5.18,5.16 2023-08-16,5.19,5.21,5.16 2023-08-17,5.18,5.17,5.13 2023-08-18,5.2,5.18,5.17 2023-08-21,5.17,5.21,5.16 2023-08-22,5.18,5.16,5.14 2023-08-23,5.15,5.18,5.15 2023-08-24,5.07,5.15,5.07 2023-08-25,5.08,5.06,5.04 2023-08-28,5.15,5.26,5.13 2023-08-29,5.16,5.16,5.1 2023-08-30,5.11,5.17,5.1 2023-08-31,5.1,5.11,5.08 2023-09-01,5.14,5.09,5.09 2023-09-04,5.19,5.15,5.13 2023-09-05,5.15,5.18,5.14 2023-09-06,5.14,5.14,5.12 2023-09-07,5.11,5.13,5.11 2023-09-08,5.07,5.13,5.05 2023-09-11,5.1,5.06,5.06 2023-09-12,5.12,5.09,5.08 2023-09-13,5.12,5.11,5.1 2023-09-14,5.19,5.13,5.09 2023-09-15,5.23,5.19,5.18 2023-09-18,5.18,5.24,5.16 2023-09-19,5.24,5.18,5.18 2023-09-20,5.22,5.24,5.21 2023-09-21,5.21,5.23,5.2 2023-09-22,5.21,5.22,5.18 2023-09-25,5.25,5.23,5.21 2023-09-26,5.21,5.24,5.2 2023-09-27,5.18,5.23,5.17 2023-09-28,5.15,5.18,5.13 2023-10-09,5.12,5.14,5.09 2023-10-10,5.05,5.11,5.05 2023-10-11,5.01,5.05,5.0 2023-10-12,5.07,5.03,5.03 2023-10-13,5.05,5.07,5.05 2023-10-16,5.08,5.05,5.04 2023-10-17,5.07,5.09,5.05 2023-10-18,5.02,5.08,5.02 2023-10-19,4.85,5.01,4.85 2023-10-20,4.85,4.86,4.84 2023-10-23,4.82,4.85,4.79 2023-10-24,4.84,4.82,4.77 2023-10-25,4.91,4.87,4.85 2023-10-26,4.95,4.9,4.87 2023-10-27,5.0,4.95,4.94 2023-10-30,4.97,4.99,4.95 2023-10-31,5.0,4.97,4.94 2023-11-01,5.03,5.0,4.97 2023-11-02,5.07,5.03,5.02 2023-11-03,4.99,5.07,4.98 2023-11-06,4.98,4.99,4.94 2023-11-07,4.98,4.97,4.95 2023-11-08,4.93,4.97,4.91 2023-11-09,4.95,4.93,4.92 2023-11-10,4.92,4.95,4.89 2023-11-13,4.94,4.92,4.89 2023-11-14,4.93,4.94,4.92 2023-11-15,4.95,4.96,4.93 2023-11-16,4.91,4.94,4.9 2023-11-17,4.88,4.91,4.87 2023-11-20,4.92,4.87,4.87 2023-11-21,4.95,4.93,4.92 2023-11-22,4.97,4.95,4.94 2023-11-23,4.98,4.97,4.96 2023-11-24,5.0,4.98,4.98 2023-11-27,5.01,5.0,4.95 2023-11-28,4.99,5.0,4.96 2023-11-29,5.0,4.99,4.99 2023-11-30,5.03,4.99,4.99 2023-12-01,5.03,5.05,5.01 2023-12-04,5.09,5.03,5.03 2023-12-05,5.01,5.08,4.99 2023-12-06,4.99,5.0,4.91 2023-12-07,5.0,4.99,4.97 2023-12-08,5.0,5.01,4.97 2023-12-11,5.06,4.99,4.91 2023-12-12,5.09,5.04,5.02 2023-12-13,5.08,5.09,5.07 2023-12-14,5.08,5.07,5.06 2023-12-15,5.05,5.08,5.04 2023-12-18,5.07,5.05,5.04 2023-12-19,5.05,5.05,5.02 2023-12-20,5.05,5.06,5.04 2023-12-21,5.07,5.07,5.02 2023-12-22,5.11,5.07,5.05 2023-12-25,5.06,5.11,5.0 2023-12-26,5.06,5.05,5.03 2023-12-27,5.07,5.06,5.01 2023-12-28,4.98,5.06,4.98 2023-12-29,4.9,4.97,4.9 2024-01-02,4.98,4.9,4.88 2024-01-03,5.07,4.97,4.96 2024-01-04,5.08,5.07,5.05 2024-01-05,5.1,5.1,5.07 2024-01-08,5.09,5.1,5.05 2024-01-09,5.16,5.1,5.02 2024-01-10,5.2,5.17,5.14 2024-01-11,5.22,5.2,5.16 2024-01-12,5.29,5.22,5.21 2024-01-15,5.34,5.3,5.28 2024-01-16,5.36,5.35,5.31 2024-01-17,5.31,5.36,5.29 2024-01-18,5.28,5.28,5.14 2024-01-19,5.29,5.27,5.23 2024-01-22,5.15,5.27,5.11 2024-01-23,5.21,5.13,5.07 2024-01-24,5.38,5.21,5.21 2024-01-25,5.48,5.43,5.37 2024-01-26,5.54,5.47,5.44 2024-01-29,5.53,5.51,5.5 2024-01-30,5.52,5.53,5.49 2024-01-31,5.52,5.51,5.44 2024-02-01,5.51,5.51,5.47 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2024-01-08,5.1030738067176244,5.064330611412189,5.040802439876824 2024-01-09,5.151004706240014,5.091030460170891,5.053264214598418 2024-01-10,5.196946261808328,5.123029556553634,5.068727326341569 2024-01-11,5.226797006175932,5.154036483219776,5.085084742848254 2024-01-12,5.284259650308172,5.197053428388761,5.107026145811371 2024-01-15,5.339292555139791,5.244545947515637,5.1322747299956 2024-01-16,5.371215800587483,5.287718561630425,5.15774601734835 2024-01-17,5.343525868487292,5.309007932693494,5.1767467152868445 2024-01-18,5.305221056232696,5.317461376845414,5.191583092613683 2024-01-19,5.293138228730475,5.32577052486104,5.206319992390372 2024-01-22,5.188878269443223,5.295079904997446,5.2066792447871055 2024-01-23,5.187341435759206,5.284467347887797,5.212618622833464 2024-01-24,5.31044169114388,5.318990764984396,5.234246305549067 2024-01-25,5.435947621851259,5.3722927367215325,5.263880424633339 2024-01-26,5.52903711795785,5.4304110888771655,5.297181744154205 2024-01-29,5.555089759712203,5.474083520880626,5.3272320636342645 2024-01-30,5.551003398251358,5.505737388102354,5.354221593785535 2024-01-31,5.542342559244322,5.530034431265447,5.379282503797256 2024-02-01,5.526707182957109,5.5456612623720805,5.40157253894614 2024-02-02,5.523921590107385,5.559370135727353,5.423160789567115 2024-02-05,5.478853620492496,5.5533742766116,5.437418936442308 2024-02-06,5.550391693569844,5.580607363454119,5.46289362760156 2024-02-07,5.447918290218549,5.552080324276271,5.468396865734475 2024-02-08,5.332752432119529,5.501352338578395,5.46377562408922 2024-02-19,5.378396534635013,5.492406524755608,5.4715761405279695 2024-02-20,5.495469319842083,5.517892832383569,5.491000231074867 2024-02-21,5.512781017835859,5.52489431221447,5.504162133932381 2024-02-22,5.54631302688524,5.540082927603322,5.520024178806301 2024-02-23,5.565353384016619,5.554195027080215,5.5355514601961655 2024-02-26,5.422743033767248,5.510349256096753,5.5298216525136095 2024-02-27,5.437255785700555,5.50220284527049,5.534661823254246 2024-02-28,5.411329269790443,5.481972085185073,5.534167753427355 2024-02-29,5.416389501985259,5.470126178909205,5.535348534880741 2024-03-01,5.399823173346386,5.452298881501652,5.533341873567083 2024-03-04,5.366335683242934,5.4270925202094205,5.527406408637526 2024-03-05,5.389244765575199,5.4193290875337805,5.5263680795201715 2024-03-06,5.380359930780974,5.405199018943271,5.5223040405636095 2024-03-07,5.377678154348482,5.393708443743941,5.518270551117808 2024-03-08,5.377615590789054,5.384453738684681,5.514272553814541 2024-03-11,5.3502854737893095,5.366712295020007,5.506507711384942 2024-03-12,5.283062205592766,5.3317203106200095,5.49142012687688 2024-03-13,5.249111361922466,5.300898813956737,5.476155760630077 2024-03-14,5.252372516029187,5.281433764554796,5.463595201236829 2024-03-15,5.257577943744796,5.266188146457009,5.451673592886589 2024-03-18,5.276544047427702,5.259646722292349,5.442264748199817 2024-03-19,5.265168619056177,5.2472861283308765,5.4304583790649605 2024-03-20,5.282005306355359,5.245739174960278,5.422129519147367 2024-03-21,5.275724764318092,5.240074947905253,5.412304911978163 2024-03-22,5.251788710993836,5.228428189568531,5.400138086317746 2024-03-25,5.276908938113285,5.232642248356287,5.393403732322263 2024-03-26,5.288314339884593,5.236851306474144,5.387001609507689 2024-03-27,5.285724528505202,5.238401640073863,5.379965165823802 2024-03-28,5.305002955864511,5.248099119411615,5.376148736971695 2024-03-29,5.354836715169378,5.272182504649191,5.378205340661075 2024-04-01,5.395810090224647,5.300139314961121,5.382903396187264 2024-04-02,5.459616547146277,5.341477930783437,5.393878768765832 2024-04-03,5.560326815524691,5.403943645970334,5.414529751646511 2024-04-08,5.597701224550541,5.454889797026979,5.433754380896193 2024-04-09,5.62707530163002,5.503895002138813,5.454488044153252 2024-04-10,5.632497656607378,5.543289005797352,5.473766707600444 2024-04-11,5.628584162760067,5.574618380616894,5.491672832982157 2024-04-12,5.643341909785866,5.606988035243253,5.511139861418368 2024-04-15,5.716719056367895,5.658251992474215,5.538718974994647 2024-04-16,5.70967383680207,5.6859171711411625,5.559598036746598 2024-04-17,5.786564312457571,5.7382211208150125,5.5903747721534565 2024-04-18,5.787776562917684,5.7690617111590585,5.615169047252361 2024-04-19,5.8044818460555145,5.800357106097268,5.641013252658488 2024-04-22,5.744613997097101,5.80083195624087,5.656405662890027 2024-04-23,5.645926736614314,5.773502375218281,5.661058709685014 2024-04-24,5.646659061115608,5.765085564819893,5.670889900137758 2024-04-25,5.6790051392186776,5.767150168571903,5.683661229697838 2024-04-26,5.639406118909675,5.746770929523303,5.687759186896015 2024-04-29,5.602852514747221,5.721117207720132,5.6885004545335525 2024-04-30,5.596942838124111,5.701716338035538,5.6899112394586995 2024-05-06,5.625832284410354,5.695397553139041,5.694807229661341 2024-05-07,5.647697085321066,5.692127906820675,5.700110760529781 2024-05-08,5.657823076798433,5.688833279915334,5.704844737471746 2024-05-09,5.7463707166977755,5.71670327063921,5.720467367202913 2024-05-10,5.783109800722398,5.738933175880191,5.734853202133482 2024-05-13,5.858191409343596,5.77979788628572,5.756641547570316 2024-05-14,5.843383296745557,5.7968891028868725,5.771071420789448 2024-05-15,5.7115809516174,5.765889288935689,5.768140915711752 2024-05-16,5.588855702935119,5.716370142647012,5.756584384579397 2024-05-17,5.581420743490172,5.690864759113987,5.751243691760083 2024-05-20,5.668909720583114,5.700815886884488,5.757438663350653 2024-05-21,5.71077125071567,5.7087328086061735,5.763008948786306 2024-05-22,5.686750501687971,5.699397719175289,5.762285007772291 2024-05-23,5.619186660372275,5.670781380943711,5.753772212747134 2024-05-24,5.6118233927800425,5.655035911867857,5.748449367257765 2024-05-27,5.716731387045339,5.681082574845353,5.757540293000973 2024-05-28,5.755975779383146,5.6998186407698785,5.764890793320031 2024-05-29,5.749072196122151,5.707272593977564,5.7687081833004985 2024-05-30,5.728837838117248,5.7080295031474995,5.7701723825517 2024-05-31,5.704016682703668,5.703299111632386,5.769437517984728 2024-06-03,5.7348635652871955,5.714853417677556,5.774262982850511 2024-06-04,5.783286468633875,5.737139944540978,5.783341075741818 2024-06-05,5.774611645093314,5.744792583346561,5.787831356649473 2024-06-06,5.747393499500631,5.742999352201423,5.788980838418104 2024-06-07,5.825908203657251,5.774978930228149,5.802234483698107 2024-06-11,5.682954450970939,5.735983525667005,5.790645668648436 2024-06-12,5.676147889510172,5.72452700909861,5.787226668544419 2024-06-13,5.63418116399458,5.699456061537834,5.778135733848732 2024-06-14,5.591040534855869,5.66853906203401,5.765650276126319 2024-06-17,5.548327781277539,5.632992975942256,5.750000371339228 2024-06-18,5.62613667578268,5.637925674820108,5.747582386206915 2024-06-19,5.642589060930383,5.6345629913173125,5.742324996212714 2024-06-20,5.664278193047574,5.637359368566831,5.739175675000202 2024-06-21,5.687292949530985,5.645183947708241,5.738004380877629 2024-06-24,5.6466858078668,5.633738508980886,5.730122568417623 2024-06-25,5.641952332817497,5.629860089247807,5.724534440678142 2024-06-26,5.633077055006959,5.624422292517074,5.71824431364424 2024-06-27,5.615531979699266,5.615124456358789,5.710352474851901 2024-06-28,5.728280429112962,5.65197037176609,5.719052111899128 2024-07-01,5.818985494184514,5.6979652552090325,5.732806354219181 2024-07-02,5.952273225018199,5.771965133492949,5.758897485036491 2024-07-03,6.0305748071571825,5.842631307778521,5.787001407202558 2024-07-04,6.040040275529954,5.894638142541551,5.811262041405692 2024-07-05,5.984802504485356,5.918112947509789,5.8271536431833875 2024-07-08,5.953795695569934,5.93623993367714,5.841867352862087 2024-07-09,6.098977763094197,6.009593290931821,5.87736128530678 2024-07-10,6.046169414905627,6.026817670824281,5.895164612923506 2024-07-11,6.0177894258545255,6.039430437419181,5.911631144824116 2024-07-12,6.003346376455385,6.048272216861102,5.926839276887823 2024-07-15,6.031838530261958,6.067022425353297,5.945621925598844 2024-07-16,6.001893573651406,6.065362385087132,5.95727224738659 2024-07-17,6.002697662940324,6.067783434788408,5.969857845785353 2024-07-18,6.060081977386014,6.089187160321553,5.9890247704795865 2024-07-19,6.091942944526087,6.107988294020376,6.007680156749875 2024-07-22,6.054575893408698,6.103881302106779,6.018234962144249 2024-07-23,6.078807705934025,6.114782556181637,6.03357866035312 2024-07-24,6.173201019034552,6.153591228766777,6.059108600142324 2024-07-25,6.226014250426314,6.189250069476508,6.084641570158024 2024-07-26,6.1807405364907115,6.193681809031198,6.099696145972417 2024-07-29,6.177743855830656,6.203657006978127,6.116360113021668 2024-07-30,6.160356403874084,6.205250731902811,6.129765714309522 2024-07-31,6.074310788563793,6.176695806746833,6.131553002003082 2024-08-01,6.150440847763827,6.193647393304448,6.148168007656798 2024-08-02,6.164498837849724,6.198673638135418,6.1605712079119375 2024-08-05,6.120798260477699,6.1835755441489475,6.165223179465136 2024-08-06,6.052395358715414,6.152101433088601,6.162623829556858 2024-08-07,6.031726025786408,6.128160847310168,6.160859664062531 2024-08-08,6.0404947615752835,6.1131822679429115,6.160835757025669 " 1567,CN,technical,2024年01月29日-2024年04月30日,宁德时代的10、20、30日三指数移动平均线处于多头排列的天数占比多少?(单位:%)(平滑系数 alpha 取 2 / (n + 1);从前 6n 个数据开始计算;初始值用首个数据点)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,34.8684,hard,moving average,TEMA = 3 * EMA1 - 3 * EMA2 + EMA3;EMA1 = EMA_n(P);EMA2 = EMA_n(EMA1);EMA3 = EMA_n(EMA2),"date,close,open,low 2023-05-09,225.83,230.38,224.05 2023-05-10,232.52,225.8,221.21 2023-05-11,240.4,232.55,231.2 2023-05-12,237.98,241.99,237.98 2023-05-15,238.29,241.01,235.1 2023-05-16,239.0,238.4,236.77 2023-05-17,240.0,239.0,236.06 2023-05-18,232.4,241.3,231.04 2023-05-19,230.0,231.75,230.0 2023-05-22,230.3,229.0,227.0 2023-05-23,225.42,230.88,225.15 2023-05-24,225.25,224.8,223.72 2023-05-25,224.09,224.85,222.49 2023-05-26,220.0,224.2,217.5 2023-05-29,217.06,222.2,215.6 2023-05-30,224.99,217.0,216.01 2023-05-31,221.17,225.05,220.16 2023-06-01,222.9,222.64,221.51 2023-06-02,228.44,224.9,224.0 2023-06-05,219.8,225.9,216.39 2023-06-06,219.28,218.01,216.98 2023-06-07,207.3,216.38,204.45 2023-06-08,208.01,212.75,207.0 2023-06-09,212.04,208.55,208.55 2023-06-12,211.95,211.95,208.9 2023-06-13,213.1,211.01,210.68 2023-06-14,213.4,217.15,213.0 2023-06-15,230.88,214.99,214.89 2023-06-16,231.1,232.0,228.3 2023-06-19,227.88,232.99,226.0 2023-06-20,228.0,227.87,225.77 2023-06-21,224.91,228.81,224.9 2023-06-26,225.17,219.91,219.68 2023-06-27,223.47,223.98,221.18 2023-06-28,224.5,222.22,222.0 2023-06-29,222.5,223.51,222.5 2023-06-30,228.79,223.99,220.35 2023-07-03,229.88,231.95,228.55 2023-07-04,229.25,228.5,227.68 2023-07-05,227.51,229.26,225.5 2023-07-06,224.85,227.0,223.97 2023-07-07,222.25,224.8,221.6 2023-07-10,228.8,223.0,223.0 2023-07-11,229.09,229.65,226.58 2023-07-12,226.99,228.5,226.5 2023-07-13,230.0,228.21,228.21 2023-07-14,228.28,230.15,226.55 2023-07-17,225.65,227.01,223.6 2023-07-18,225.5,227.8,224.5 2023-07-19,219.5,224.0,218.58 2023-07-20,221.05,219.0,219.0 2023-07-21,221.59,220.85,219.76 2023-07-24,218.98,217.15,214.14 2023-07-25,226.35,224.9,221.02 2023-07-26,226.66,225.12,223.66 2023-07-27,226.98,231.0,226.88 2023-07-28,230.05,226.98,225.05 2023-07-31,237.75,234.0,233.1 2023-08-01,235.5,237.4,234.5 2023-08-02,236.5,237.0,235.5 2023-08-03,239.14,236.0,235.53 2023-08-04,245.51,245.0,241.11 2023-08-07,246.49,244.5,243.31 2023-08-08,247.14,245.98,244.88 2023-08-09,247.0,245.5,243.14 2023-08-10,246.5,247.9,244.12 2023-08-11,241.5,248.95,241.5 2023-08-14,232.9,239.2,230.21 2023-08-15,231.3,232.88,229.4 2023-08-16,232.6,231.52,230.11 2023-08-17,235.25,234.99,228.88 2023-08-18,235.87,235.29,234.42 2023-08-21,232.96,233.99,232.2 2023-08-22,230.75,234.8,227.51 2023-08-23,227.5,230.7,227.0 2023-08-24,228.95,228.88,226.5 2023-08-25,228.34,227.93,225.81 2023-08-28,230.5,241.5,229.5 2023-08-29,238.5,231.2,230.92 2023-08-30,237.5,239.4,237.5 2023-08-31,236.55,237.1,236.13 2023-09-01,236.4,236.6,234.6 2023-09-04,237.65,238.21,233.4 2023-09-05,236.82,237.0,236.16 2023-09-06,234.42,236.05,232.8 2023-09-07,226.51,233.0,226.51 2023-09-08,222.94,225.0,220.5 2023-09-11,221.53,222.9,219.68 2023-09-12,217.93,222.0,217.54 2023-09-13,216.6,217.0,215.03 2023-09-14,214.93,213.68,213.03 2023-09-15,207.76,212.0,206.6 2023-09-18,213.06,206.0,206.0 2023-09-19,212.32,213.06,210.6 2023-09-20,209.9,213.0,208.68 2023-09-21,206.73,210.01,206.67 2023-09-22,210.93,205.5,205.5 2023-09-25,209.28,213.02,208.71 2023-09-26,204.5,206.67,203.5 2023-09-27,203.66,206.3,202.45 2023-09-28,203.03,204.0,202.58 2023-10-09,195.5,201.0,193.0 2023-10-10,194.72,197.88,194.72 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2023-11-24,175.0,177.03,174.5 2023-11-27,170.7,174.29,170.6 2023-11-28,171.92,170.03,168.87 2023-11-29,166.85,171.0,166.37 2023-11-30,167.0,165.22,164.49 2023-12-01,165.5,167.29,164.43 2023-12-04,161.65,163.5,161.24 2023-12-05,158.81,160.15,158.65 2023-12-06,162.88,158.65,158.22 2023-12-07,164.49,162.0,161.6 2023-12-08,163.59,165.0,163.12 2023-12-11,165.35,162.01,160.16 2023-12-12,163.63,164.0,162.98 2023-12-13,159.35,162.55,158.71 2023-12-14,156.63,160.88,156.44 2023-12-15,155.0,157.2,154.6 2023-12-18,146.97,153.11,146.28 2023-12-19,149.0,146.31,146.27 2023-12-20,148.45,149.2,148.32 2023-12-21,154.39,147.57,147.57 2023-12-22,156.29,153.5,152.2 2023-12-25,157.54,155.5,154.8 2023-12-26,156.13,156.97,154.74 2023-12-27,154.33,157.53,153.87 2023-12-28,162.99,154.22,153.57 2023-12-29,163.26,163.98,162.0 2024-01-02,156.83,162.22,156.62 2024-01-03,155.8,156.1,154.4 2024-01-04,151.2,155.5,149.77 2024-01-05,150.9,150.99,149.49 2024-01-08,150.0,150.2,149.08 2024-01-09,148.7,149.96,145.75 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2024-02-27,159.28430697687793,160.3095602660505,159.2746587037459 2024-02-28,158.415736166196,159.97430990552976,159.29652007271412 2024-02-29,160.74520105915755,161.35460961762982,160.48249662501178 2024-03-01,162.7368361188353,162.72168509251043,161.69575314711906 2024-03-04,163.70702692281284,163.6338800646482,162.6235914501883 2024-03-05,164.6109283120274,164.53270991182603,163.55311603060272 2024-03-06,164.6693113158119,164.96146342649894,164.16302968621773 2024-03-07,163.04361481400377,164.36102666997795,164.04209092520279 2024-03-08,160.92173342573474,163.26861699380015,163.5245020981386 2024-03-11,169.81536337586033,168.2645150048812,167.19444531581215 2024-03-12,177.94701269823872,173.60316589105705,171.28691022430112 2024-03-13,182.87951002917495,177.73193177928565,174.71540039975304 2024-03-14,185.26510460099513,180.66486725991484,177.42552309946694 2024-03-15,185.26838368180492,182.2317070189986,179.23938208760148 2024-03-18,189.47177137585686,185.98629125563625,182.5802980889886 2024-03-19,190.30341754889955,187.97807095298538,184.77393756441208 2024-03-20,191.5607753182756,190.058972676986,187.03555279273093 2024-03-21,191.93403395161366,191.52704461937847,188.8761986408255 2024-03-22,190.7570457455439,191.92868952285352,189.95200270028133 2024-03-25,188.97301345233032,191.68315153319247,190.51310605650878 2024-03-26,190.77732713873053,193.17411222502076,192.20354937801733 2024-03-27,190.12122400650293,193.28921554024407,192.92352665930466 2024-03-28,189.90227662972745,193.46887734236444,193.62416802100608 2024-03-29,190.27445339148898,193.86322173357752,194.41742509175737 2024-04-01,193.90697678397706,196.07249937480594,196.43475069361128 2024-04-02,197.0692703988539,198.25739710495841,198.4668902152819 2024-04-03,198.1078692500977,199.40307910773555,199.80043149919535 2024-04-08,197.2590797441417,199.43676604954862,200.33971087280938 2024-04-09,197.18142534888338,199.71829681278336,200.99123707015272 2024-04-10,195.54013008417195,199.0000276771417,200.8972627660398 2024-04-11,194.29566052659897,198.28032066094693,200.7186946255375 2024-04-12,191.51377483451822,196.51378996132973,199.7311399328989 2024-04-15,193.60829198206847,197.2640616891849,200.3897746038624 2024-04-16,195.02189804405776,197.8152416589952,200.90709009283108 2024-04-17,195.4238454517146,197.9011424176431,201.08948447930294 2024-04-18,195.46914686244372,197.79837976761502,201.11264892900806 2024-04-19,193.31981035408617,196.4225540171831,200.21339161833828 2024-04-22,191.78823005092954,195.1954740435887,199.33717630544862 2024-04-23,190.49133175254434,193.97886101360172,198.4003341765678 2024-04-24,189.52801176375357,192.8686169020007,197.47642500425957 2024-04-25,190.5805291996692,192.87352591493604,197.28071233905638 2024-04-26,193.7347515390014,194.23198730308167,198.03004927345964 2024-04-29,200.9088349383757,198.21902259853104,200.6717386076472 2024-04-30,202.4609005758688,199.62996199933434,201.67014129037966 " 1568,CN,technical,在2020年06月02日至2020年07月08日,中航机载5、10、20日三指数移动平均线多头排列的天数占总天数的百分比?(平滑系数 alpha 取 2 / (n + 1);从前 6n 个数据开始计算;初始值用首个数据点)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,35.2273,hard,moving average,TEMA = 3 * EMA1 - 3 * EMA2 + EMA3;EMA1 = EMA_n(P);EMA2 = EMA_n(EMA1);EMA3 = EMA_n(EMA2),"date,close,open,low 2019-12-02,13.57,13.69,13.49 2019-12-03,13.61,13.46,13.46 2019-12-04,13.68,13.61,13.55 2019-12-05,13.84,14.02,13.8 2019-12-06,13.85,13.98,13.81 2019-12-09,13.71,13.82,13.69 2019-12-10,13.62,13.71,13.51 2019-12-11,13.51,13.62,13.46 2019-12-12,13.46,13.52,13.35 2019-12-13,13.59,13.52,13.5 2019-12-16,13.89,13.68,13.59 2019-12-17,13.96,13.89,13.82 2019-12-18,14.48,14.08,14.08 2019-12-19,14.51,14.52,14.37 2019-12-20,14.21,14.47,14.2 2019-12-23,13.94,14.16,13.93 2019-12-24,14.11,13.94,13.91 2019-12-25,14.14,14.16,13.94 2019-12-26,14.22,14.12,14.02 2019-12-27,14.13,14.22,14.11 2019-12-30,14.28,14.07,13.96 2019-12-31,14.24,14.29,14.1 2020-01-02,14.51,14.3,14.29 2020-01-03,15.11,14.53,14.47 2020-01-06,15.7,15.4,15.22 2020-01-07,15.58,15.5,15.44 2020-01-08,15.71,15.75,15.55 2020-01-09,15.32,15.21,15.14 2020-01-10,15.18,15.22,15.04 2020-01-13,15.27,15.18,15.07 2020-01-14,15.02,15.3,15.02 2020-01-15,14.82,15.0,14.66 2020-01-16,14.87,14.82,14.81 2020-01-17,14.89,14.85,14.82 2020-01-20,15.1,14.96,14.83 2020-01-21,14.87,15.0,14.87 2020-01-22,14.65,14.82,14.39 2020-01-23,14.35,14.43,14.28 2020-02-03,12.92,12.92,12.92 2020-02-04,12.81,12.3,12.3 2020-02-05,13.07,12.81,12.74 2020-02-06,13.24,13.0,12.93 2020-02-07,13.68,13.39,13.11 2020-02-10,13.65,13.52,13.48 2020-02-11,13.46,13.61,13.45 2020-02-12,13.64,13.39,13.32 2020-02-13,13.35,13.68,13.34 2020-02-14,13.43,13.37,13.31 2020-02-17,14.77,13.6,13.6 2020-02-18,15.37,15.8,15.13 2020-02-19,14.76,15.08,14.7 2020-02-20,14.65,14.76,14.33 2020-02-21,14.85,14.53,14.53 2020-02-24,14.71,14.71,14.51 2020-02-25,14.53,14.4,13.99 2020-02-26,14.68,14.28,14.15 2020-02-27,14.88,14.68,14.35 2020-02-28,14.13,14.5,13.91 2020-03-02,14.49,14.14,14.07 2020-03-03,14.78,14.59,14.49 2020-03-04,14.65,14.7,14.4 2020-03-05,14.69,14.76,14.53 2020-03-06,14.48,14.44,14.39 2020-03-09,13.75,14.3,13.71 2020-03-10,14.14,13.6,13.49 2020-03-11,14.13,14.07,14.07 2020-03-12,13.67,13.9,13.6 2020-03-13,13.57,13.0,12.95 2020-03-16,12.92,13.61,12.88 2020-03-17,13.03,13.1,12.12 2020-03-18,12.6,13.11,12.6 2020-03-19,12.72,12.75,12.4 2020-03-20,13.02,12.85,12.75 2020-03-23,12.6,12.7,12.51 2020-03-24,12.78,12.86,12.33 2020-03-25,13.18,13.04,12.89 2020-03-26,12.97,13.06,12.91 2020-03-27,12.94,13.1,12.93 2020-03-30,12.88,12.9,12.57 2020-03-31,12.92,12.95,12.83 2020-04-01,12.76,12.94,12.73 2020-04-02,13.07,12.73,12.7 2020-04-03,13.06,13.08,12.97 2020-04-07,13.38,13.33,13.25 2020-04-08,13.49,13.38,13.23 2020-04-09,13.45,13.49,13.41 2020-04-10,13.18,13.42,13.14 2020-04-13,13.2,13.08,12.95 2020-04-14,13.42,13.28,13.18 2020-04-15,13.26,13.51,13.2 2020-04-16,13.37,13.17,13.15 2020-04-17,13.37,13.43,13.35 2020-04-20,13.57,13.38,13.3 2020-04-21,13.49,13.56,13.4 2020-04-22,13.5,13.43,13.33 2020-04-23,13.62,13.55,13.43 2020-04-24,13.63,13.74,13.39 2020-04-27,13.63,13.67,13.6 2020-04-28,13.41,13.64,13.02 2020-04-29,13.76,13.41,13.39 2020-04-30,13.85,13.76,13.72 2020-05-06,13.95,13.72,13.68 2020-05-07,14.05,13.95,13.8 2020-05-08,14.02,14.08,13.92 2020-05-11,14.02,14.03,13.9 2020-05-12,13.96,14.06,13.89 2020-05-13,13.87,13.96,13.78 2020-05-14,13.79,13.8,13.7 2020-05-15,13.81,13.8,13.79 2020-05-18,14.07,13.81,13.77 2020-05-19,14.07,14.12,13.94 2020-05-20,13.68,14.07,13.63 2020-05-21,13.32,13.7,13.31 2020-05-22,13.28,13.3,13.03 2020-05-25,13.16,13.28,13.09 2020-05-26,13.32,13.24,13.18 2020-05-27,13.16,13.34,13.1 2020-05-28,13.23,13.2,13.08 2020-05-29,13.25,13.16,13.1 2020-06-01,13.48,13.26,13.25 2020-06-02,13.51,13.45,13.4 2020-06-03,13.39,13.57,13.38 2020-06-04,13.19,13.4,13.17 2020-06-05,13.22,13.22,13.12 2020-06-08,13.3,13.29,13.21 2020-06-09,13.35,13.34,13.19 2020-06-10,13.42,13.34,13.26 2020-06-11,13.25,13.42,13.19 2020-06-12,13.37,13.08,13.04 2020-06-15,13.16,13.2,13.12 2020-06-16,13.19,13.22,13.07 2020-06-17,13.38,13.29,13.29 2020-06-18,13.3,13.33,13.16 2020-06-19,13.35,13.28,13.23 2020-06-22,13.47,13.4,13.38 2020-06-23,13.45,13.54,13.34 2020-06-24,13.29,13.44,13.28 2020-06-29,13.36,13.27,13.21 2020-06-30,13.32,13.4,13.28 2020-07-01,13.29,13.32,13.17 2020-07-02,13.43,13.21,13.18 2020-07-03,13.6,13.46,13.41 2020-07-06,14.55,13.88,13.78 2020-07-07,14.9,14.71,14.46 2020-07-08,16.25,14.78,14.51 ","date,5日,10日,20日 2020-02-28,14.328268523291186,14.623129497335643,14.647887750436011 2020-03-02,14.383249973336572,14.577907779924788,14.640005574401137 2020-03-03,14.62535777933415,14.675974750232207,14.70666305171903 2020-03-04,14.645498860379877,14.67991240933684,14.725347633376172 2020-03-05,14.68074289596952,14.697331409089378,14.748740299076605 2020-03-06,14.546111838642645,14.610985301470233,14.711150582416039 2020-03-09,13.973232811660715,14.221050540806843,14.488931107398772 2020-03-10,14.009647733566645,14.13893538934049,14.406881898516508 2020-03-11,14.041610781553862,14.085651469699831,14.336699271377917 2020-03-12,13.74798245514056,13.848666341134795,14.159945257781416 2020-03-13,13.565194307784608,13.653381259811379,13.98999194016073 2020-03-16,13.049852240286647,13.23997848787501,13.683843289545242 2020-03-17,12.931069834679905,13.028309072200686,13.464520742613763 2020-03-18,12.612764625358242,12.710937775501304,13.177462983534943 2020-03-19,12.592947912709695,12.573950323239076,12.978748827431588 2020-03-20,12.829193312995034,12.640448043381939,12.900049283468347 2020-03-23,12.658238186927733,12.515378048122624,12.733246178634426 2020-03-24,12.72212911585014,12.531564424416203,12.65024366113446 2020-03-25,13.0426645937211,12.740392243096467,12.693181633145834 2020-03-26,13.03567205132429,12.798137001362166,12.68070086021588 2020-03-27,13.003236974976064,12.832243112736847,12.669077735917526 2020-03-30,12.9404414648445,12.834894057015436,12.65007452819526 2020-03-31,12.937506830113296,12.860356812860148,12.650696001240984 2020-04-01,12.822050810797203,12.80948093343125,12.615214834154852 2020-04-02,12.990149245100975,12.919562897302011,12.671849402744638 2020-04-03,13.056825358802207,12.991397120209609,12.720510888253989 2020-04-07,13.305911223631922,13.184819209397364,12.847656816638287 2020-04-08,13.482395819261193,13.362059509326881,12.983838173167227 2020-04-09,13.514858261473059,13.457502006675103,13.087576434578784 2020-04-10,13.321606904266584,13.392266860276093,13.104281974839296 2020-04-13,13.240408961905743,13.351070135972025,13.12450396065911 2020-04-14,13.357892647448047,13.417923200277041,13.199263348460628 2020-04-15,13.295716132137807,13.385444900821287,13.219747249585081 2020-04-16,13.343622500835465,13.40881285181537,13.265497564511493 2020-04-17,13.363813906212535,13.420333117946983,13.303158178264045 2020-04-20,13.51152851712974,13.514516060202137,13.38579876927356 2020-04-21,13.515711826223637,13.53688813927987,13.432279992436529 2020-04-22,13.517923083300218,13.551431228467598,13.472150167908605 2020-04-23,13.598312921896252,13.61073330953862,13.534917250964474 2020-04-24,13.635531903458482,13.65014387836499,13.58764411368864 2020-04-27,13.645660824625729,13.67145250170893,13.629288958945216 2020-04-28,13.489742199276076,13.581236152417059,13.604604676357889 2020-04-29,13.66616830748332,13.675402599704455,13.673488816770071 2020-04-30,13.806579852858007,13.775766289684048,13.751475780385167 2020-05-06,13.931895947375622,13.883590138617445,13.839189505115959 2020-05-07,14.04684640426895,13.995217269513356,13.9345160037821 2020-05-08,14.06348483510612,14.049445532798924,14.001981886392416 2020-05-11,14.05840289337233,14.07828700623367,14.054126122429581 2020-05-12,14.004558274534709,14.063222486603392,14.07800232882313 2020-05-13,13.91190819793777,14.006004875643187,14.070921919444618 2020-05-14,13.813932146384005,13.92654804626579,14.041221077464586 2020-05-15,13.788522480564982,13.879271695935387,14.019204727750356 2020-05-18,13.966071194969885,13.963617774076857,14.06601789462849 2020-05-19,14.046018237003945,14.018406874832152,14.101809098842388 2020-05-20,13.80276302310434,13.876148772581578,14.027344300583653 2020-05-21,13.442263565750046,13.616764703906627,13.8706604133523 2020-05-22,13.267811467213999,13.427410390912854,13.7304230635161 2020-05-25,13.127497594347739,13.252359240256848,13.583782455937403 2020-05-26,13.200806140780522,13.216026395309537,13.505335021761704 2020-05-27,13.139115183086734,13.128673297704866,13.400312475898552 2020-05-28,13.174562206420994,13.11125995122963,13.333653403737197 2020-05-29,13.214617099327963,13.11787060712453,13.28583218709046 2020-06-01,13.399926125824024,13.234581711394359,13.308127372625616 2020-06-02,13.502084921113264,13.332485967489024,13.335921070178744 2020-06-03,13.455636370558336,13.347394751182055,13.329088659616893 2020-06-04,13.287359846543154,13.269161328790446,13.273030384035625 2020-06-05,13.233007471930971,13.23285211235783,13.23642846325369 2020-06-08,13.268982961969828,13.247821482214782,13.2288879573478 2020-06-09,13.323173693674121,13.283289026860597,13.237382512490386 2020-06-10,13.396742688997637,13.34069693366064,13.264095479102348 2020-06-11,13.30710058997641,13.303145885804286,13.243291229464994 2020-06-12,13.350225355711252,13.332886856370482,13.258714480834529 2020-06-15,13.221129240045862,13.258317409200675,13.21813890121782 2020-06-16,13.186654476914168,13.222772170947874,13.193969189633167 2020-06-17,13.30964785027422,13.286482919599846,13.224825948974887 2020-06-18,13.309276172824628,13.294006819456289,13.230597486557336 2020-06-19,13.342845427332264,13.321962695487835,13.249382046620193 2020-06-22,13.440255320609252,13.394859463666709,13.296842571335437 2020-06-23,13.4650207893161,13.433606727380749,13.33122815999052 2020-06-24,13.35758127777017,13.385307766327896,13.318335289446917 2020-06-29,13.356691968484583,13.383052020524062,13.326307669253051 2020-06-30,13.328466911591482,13.362421184010676,13.322812908271004 2020-07-01,13.29581305861691,13.334306024759648,13.312486178998205 2020-07-02,13.381949336885045,13.378550624336054,13.34067113833033 2020-07-03,13.540138124974657,13.484650585024136,13.408086704792574 2020-07-06,14.273843966285368,13.98367898908593,13.709644153015125 2020-07-07,14.82215542131121,14.469249923903218,14.04624473437549 2020-07-08,15.970707961641835,15.390515281778905,14.669245613232473 " 1569,CN,technical,统计中泰证券在2025年10月06日到2025年11月17日的5、10、20日三指数移动平均线空头排列的天数占比(%)。(平滑系数 alpha 取 2 / (n + 1);从前 6n 个数据开始计算;初始值用首个数据点)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,31.8681,hard,moving average,TEMA = 3 * EMA1 - 3 * EMA2 + EMA3;EMA1 = EMA_n(P);EMA2 = EMA_n(EMA1);EMA3 = EMA_n(EMA2),"date,close,open,low 2025-04-10,6.18,6.08,6.02 2025-04-11,6.14,6.14,6.11 2025-04-14,6.13,6.18,6.11 2025-04-15,6.12,6.14,6.07 2025-04-16,6.07,6.09,5.99 2025-04-17,6.05,6.06,6.03 2025-04-18,6.11,6.05,6.03 2025-04-21,6.12,6.08,6.07 2025-04-22,6.12,6.12,6.1 2025-04-23,6.1,6.14,6.08 2025-04-24,6.07,6.1,6.04 2025-04-25,6.11,6.08,6.07 2025-04-28,6.04,6.12,6.02 2025-04-29,6.08,6.03,6.03 2025-04-30,6.1,6.07,6.07 2025-05-06,6.16,6.14,6.1 2025-05-07,6.17,6.3,6.15 2025-05-08,6.18,6.15,6.14 2025-05-09,6.09,6.17,6.09 2025-05-12,6.19,6.11,6.1 2025-05-13,6.18,6.24,6.16 2025-05-14,6.32,6.19,6.15 2025-05-15,6.24,6.29,6.22 2025-05-16,6.16,6.23,6.14 2025-05-19,6.18,6.16,6.14 2025-05-20,6.19,6.19,6.15 2025-05-21,6.17,6.19,6.17 2025-05-22,6.15,6.17,6.11 2025-05-23,6.07,6.14,6.06 2025-05-26,6.08,6.07,6.04 2025-05-27,6.1,6.08,6.06 2025-05-28,6.07,6.1,6.06 2025-05-29,6.1,6.07,6.05 2025-05-30,6.09,6.08,6.06 2025-06-03,6.17,6.08,6.06 2025-06-04,6.28,6.16,6.15 2025-06-05,6.31,6.28,6.27 2025-06-06,6.25,6.33,6.25 2025-06-09,6.32,6.28,6.28 2025-06-10,6.25,6.34,6.22 2025-06-11,6.31,6.25,6.25 2025-06-12,6.28,6.28,6.25 2025-06-13,6.19,6.27,6.18 2025-06-16,6.26,6.17,6.17 2025-06-17,6.29,6.26,6.23 2025-06-18,6.21,6.28,6.18 2025-06-19,6.11,6.2,6.09 2025-06-20,6.07,6.11,6.07 2025-06-23,6.2,6.06,6.04 2025-06-24,6.33,6.22,6.2 2025-06-25,6.52,6.33,6.32 2025-06-26,6.43,6.52,6.4 2025-06-27,6.43,6.43,6.42 2025-06-30,6.43,6.42,6.38 2025-07-01,6.4,6.44,6.36 2025-07-02,6.43,6.4,6.38 2025-07-03,6.46,6.44,6.43 2025-07-04,6.46,6.46,6.41 2025-07-07,6.51,6.46,6.44 2025-07-08,6.59,6.53,6.5 2025-07-09,6.59,6.58,6.55 2025-07-10,6.67,6.58,6.56 2025-07-11,6.79,6.69,6.67 2025-07-14,6.71,6.8,6.68 2025-07-15,6.69,6.77,6.64 2025-07-16,6.67,6.72,6.63 2025-07-17,6.68,6.68,6.64 2025-07-18,6.71,6.69,6.66 2025-07-21,6.77,6.72,6.69 2025-07-22,6.77,6.77,6.69 2025-07-23,6.75,6.78,6.74 2025-07-24,6.88,6.73,6.72 2025-07-25,6.87,6.9,6.84 2025-07-28,6.89,6.87,6.82 2025-07-29,6.92,6.87,6.75 2025-07-30,6.84,6.91,6.79 2025-07-31,6.68,6.79,6.65 2025-08-01,6.67,6.68,6.64 2025-08-04,6.71,6.68,6.63 2025-08-05,6.82,6.73,6.72 2025-08-06,6.83,6.81,6.77 2025-08-07,6.89,6.83,6.81 2025-08-08,6.84,6.87,6.81 2025-08-11,6.89,6.87,6.84 2025-08-12,6.88,6.9,6.82 2025-08-13,7.05,6.9,6.83 2025-08-14,6.96,7.04,6.94 2025-08-15,7.17,6.93,6.92 2025-08-18,7.27,7.26,7.1 2025-08-19,7.19,7.24,7.15 2025-08-20,7.24,7.16,7.11 2025-08-21,7.18,7.26,7.15 2025-08-22,7.32,7.17,7.14 2025-08-25,7.36,7.38,7.28 2025-08-26,7.28,7.32,7.25 2025-08-27,7.12,7.28,7.12 2025-08-28,7.22,7.13,7.04 2025-08-29,7.21,7.23,7.16 2025-09-01,7.11,7.19,7.06 2025-09-02,7.04,7.11,7.0 2025-09-03,6.86,7.06,6.84 2025-09-04,6.87,6.84,6.78 2025-09-05,6.94,6.89,6.8 2025-09-08,6.91,6.94,6.87 2025-09-09,6.9,6.9,6.88 2025-09-10,6.89,6.9,6.87 2025-09-11,7.06,6.88,6.86 2025-09-12,6.99,7.06,6.98 2025-09-15,6.97,6.98,6.97 2025-09-16,7.0,6.98,6.91 2025-09-17,7.04,6.99,6.96 2025-09-18,6.88,7.02,6.82 2025-09-19,6.82,6.86,6.76 2025-09-22,6.83,6.8,6.77 2025-09-23,6.75,6.79,6.67 2025-09-24,6.87,6.72,6.71 2025-09-25,6.8,6.87,6.8 2025-09-26,6.81,6.81,6.79 2025-09-29,7.03,6.79,6.78 2025-09-30,6.95,6.97,6.92 2025-10-09,7.15,6.93,6.9 2025-10-10,7.14,7.11,7.09 2025-10-13,7.1,7.0,6.94 2025-10-14,7.07,7.13,7.01 2025-10-15,7.07,7.08,6.99 2025-10-16,7.02,7.06,6.99 2025-10-17,6.86,7.02,6.84 2025-10-20,6.87,6.94,6.84 2025-10-21,6.91,6.89,6.88 2025-10-22,6.88,6.88,6.86 2025-10-23,6.92,6.88,6.83 2025-10-24,6.95,6.93,6.88 2025-10-27,6.99,7.0,6.96 2025-10-28,6.96,6.97,6.94 2025-10-29,7.06,6.96,6.94 2025-10-30,6.99,7.04,6.97 2025-10-31,6.98,7.03,6.98 2025-11-03,6.92,6.97,6.88 2025-11-04,6.89,6.91,6.86 2025-11-05,6.88,6.86,6.86 2025-11-06,6.96,6.89,6.88 2025-11-07,6.89,6.93,6.89 2025-11-10,6.96,6.89,6.88 2025-11-11,6.99,6.96,6.94 2025-11-12,6.97,6.99,6.94 2025-11-13,6.99,6.96,6.94 2025-11-14,6.9,6.96,6.9 2025-11-17,6.82,6.89,6.8 ","date,5日,10日,20日 2025-07-04,6.460480882407732,6.478103105219317,6.466858488105416 2025-07-07,6.497403605815688,6.504051900970158,6.491456808414532 2025-07-08,6.567926120515117,6.5553310659090185,6.531235452909451 2025-07-09,6.595382509544943,6.587012039621653,6.562583495943016 2025-07-10,6.659057186052156,6.641399121019063,6.607661773125485 2025-07-11,6.766249135826644,6.728718327203811,6.674227568764637 2025-07-14,6.749794619004472,6.746832983752881,6.706295960319289 2025-07-15,6.720977704625911,6.745408886947986,6.725523816002537 2025-07-16,6.689636401935232,6.731331276197748,6.734211211691048 2025-07-17,6.680871307037243,6.723007189843668,6.742086499596399 2025-07-18,6.697702286938892,6.728218682590356,6.754548170481216 2025-07-21,6.747098061364488,6.756463349300319,6.778596134548572 2025-07-22,6.767517905191863,6.773034909839338,6.796572000175455 2025-07-23,6.760076109879632,6.772704686231206,6.804382289353506 2025-07-24,6.8463055495373695,6.829110201019334,6.842813032540486 2025-07-25,6.8743667763291185,6.8599893686754445,6.869976475694509 2025-07-28,6.896274630276444,6.88695373133025,6.895628981010721 2025-07-29,6.922669277162182,6.9157081850710345,6.922607202153266 2025-07-30,6.87382179583106,6.8958253693055696,6.922111648006542 2025-07-31,6.73705481626853,6.807545283971576,6.87842177714298 2025-08-01,6.671656653551109,6.742629975580877,6.838510506532731 2025-08-04,6.676891121212632,6.717475792930469,6.81498282246273 2025-08-05,6.7625525758441,6.751392939738122,6.823273267206066 2025-08-06,6.810111554086495,6.779477980330396,6.8317815949462295 2025-08-07,6.872565191110526,6.8257108090651535,6.853456129507374 2025-08-08,6.862034258503979,6.833717524313896,6.857359815714397 2025-08-11,6.889199833775108,6.860998953390837,6.872649918363335 2025-08-12,6.8912621943184025,6.873854108223381,6.881710646949325 2025-08-13,7.009008835011908,6.958265397728701,6.932356593781763 2025-08-14,6.993134695014122,6.972283441112314,6.949509582591265 2025-08-15,7.12833529721783,7.074294694876004,7.016945221103934 2025-08-18,7.2518269521981304,7.184735240428934,7.096856652927921 2025-08-19,7.239765269591492,7.217982674416719,7.139983451903241 2025-08-20,7.259564320612978,7.257710692875637,7.186489627956369 2025-08-21,7.218501452792301,7.252024894952305,7.207103543217406 2025-08-22,7.29381055797959,7.3067573398966115,7.258336535347007 2025-08-25,7.350971570195515,7.356863095673225,7.308625630469385 2025-08-26,7.314196160208555,7.3492979056656695,7.326873755819044 2025-08-27,7.180818540298524,7.267233135882679,7.298097741302577 2025-08-28,7.192626369265799,7.254282907460674,7.2984317345772345 2025-08-29,7.193923176713871,7.239073072644544,7.294267214424623 2025-09-01,7.1264389100506875,7.182198702288377,7.263206396403847 2025-09-02,7.0506473235246,7.111880598599614,7.218117179160947 2025-09-03,6.896094078600539,6.984042865789611,7.133319002580125 2025-09-04,6.843973625109221,6.905344895902431,7.065728693999909 2025-09-05,6.881495093128716,6.888216492138776,7.028253302803243 2025-09-08,6.88579396866012,6.867485816852616,6.989807863472881 2025-09-09,6.886327405773564,6.853275664375208,6.955977595357842 2025-09-10,6.883520658705107,6.8432846204627555,6.9261243903977725 2025-09-11,7.004765952278093,6.917296893059705,6.946377549483416 2025-09-12,7.008564331697098,6.937991824536899,6.945407167380146 2025-09-15,6.992928329602698,6.944507275680561,6.939965722089591 2025-09-16,7.004738573173141,6.963713416755654,6.9438361689176284 2025-09-17,7.036258434786272,6.9955520846987165,6.957911361803183 2025-09-18,6.935214573372119,6.944829828470297,6.9284026346793555 2025-09-19,6.847933033154583,6.884203912868264,6.889183804022367 2025-09-22,6.820026912120048,6.8494827359766255,6.8603397248467495 2025-09-23,6.756577061033137,6.7920240302731845,6.816800138198646 2025-09-24,6.81880210091497,6.810352972289957,6.813263192257769 2025-09-25,6.801435353673179,6.79347546361986,6.793270866370329 2025-09-26,6.803083331617701,6.788907860844612,6.780571982975603 2025-09-29,6.960564591942266,6.88746009310506,6.828345843633868 2025-09-30,6.971887809482613,6.918245698809519,6.847660699173376 2025-10-09,7.112454927965967,7.029092186098113,6.916078253383618 2025-10-10,7.160337840900975,7.097304152470533,6.969950968090766 2025-10-13,7.143887721397723,7.122036338927968,7.003789493988139 2025-10-14,7.107682003954446,7.121703173094998,7.023585183354915 2025-10-15,7.086947147052946,7.118313944175757,7.039532445994464 2025-10-16,7.04035909517337,7.090641296031368,7.039281007362779 2025-10-17,6.907064810262647,6.997545871178766,6.9972174749441125 2025-10-20,6.859042574235746,6.9388497687102255,6.965155033397532 2025-10-21,6.8728458740985925,6.918136427890559,6.949270432065768 2025-10-22,6.863876407812526,6.89180857869672,6.928602158181493 2025-10-23,6.892563524007893,6.893675008445143,6.9222668597138615 2025-10-24,6.929320244739412,6.909942432506506,6.925132173916945 2025-10-27,6.974519170894231,6.940057913820288,6.938118396311915 2025-10-28,6.972185726286401,6.94725932645942,6.941178003182921 2025-10-29,7.0396259638958725,6.99754278677577,6.969777168727288 2025-10-30,7.017306269304463,6.999241415436063,6.97509679777693 2025-10-31,6.997240357499297,6.995162948284669,6.976830361860017 2025-11-03,6.9446281970803,6.964698527531908,6.962643335982612 2025-11-04,6.900656293585082,6.9305082798908275,6.943241718255546 2025-11-05,6.87654620809993,6.9034449103005855,6.9248492747581105 2025-11-06,6.925440527591693,6.922337427779555,6.930722434166238 2025-11-07,6.8997546424827645,6.904108690730846,6.917576689053857 2025-11-10,6.938639309835837,6.924272342428292,6.925183682979163 2025-11-11,6.977365919351458,6.95193027591357,6.9394061954261375 2025-11-12,6.979065986324095,6.961511251421191,6.946005781519506 2025-11-13,6.991981653464273,6.976755949290966,6.956677152470931 2025-11-14,6.932576338304262,6.945844690026856,6.942100333332422 2025-11-17,6.849641134604038,6.888751053455316,6.909459157301905 " 1570,CN,technical,"山西焦煤2025年09月03日至2025年12月31日, 对于5、20、60日赫尔移动平均线,空头排列的天数占比?(单位:%)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。",30.4762,hard,moving average,HMA = WMA_{\sqrt{n}}(2 * WMA_{n/2}(P) - WMA_n(P)),"date,close,high,open 2025-04-24,6.64,6.7,6.65 2025-04-25,6.62,6.65,6.64 2025-04-28,6.52,6.61,6.6 2025-04-29,6.43,6.49,6.48 2025-04-30,6.41,6.45,6.42 2025-05-06,6.45,6.47,6.41 2025-05-07,6.46,6.51,6.48 2025-05-08,6.45,6.47,6.45 2025-05-09,6.39,6.45,6.45 2025-05-12,6.45,6.46,6.39 2025-05-13,6.51,6.53,6.46 2025-05-14,6.52,6.53,6.51 2025-05-15,6.44,6.57,6.51 2025-05-16,6.37,6.42,6.41 2025-05-19,6.35,6.39,6.36 2025-05-20,6.32,6.35,6.34 2025-05-21,6.4,6.42,6.33 2025-05-22,6.32,6.38,6.38 2025-05-23,6.25,6.34,6.31 2025-05-26,6.16,6.23,6.23 2025-05-27,6.06,6.16,6.16 2025-05-28,6.09,6.13,6.05 2025-05-29,6.12,6.15,6.07 2025-05-30,6.02,6.11,6.1 2025-06-03,6.19,6.23,5.99 2025-06-04,6.38,6.4,6.18 2025-06-05,6.25,6.43,6.33 2025-06-06,6.27,6.41,6.33 2025-06-09,6.36,6.46,6.25 2025-06-10,6.3,6.39,6.33 2025-06-11,6.5,6.55,6.3 2025-06-12,6.48,6.56,6.5 2025-06-13,6.47,6.54,6.5 2025-06-16,6.52,6.53,6.49 2025-06-17,6.55,6.59,6.52 2025-06-18,6.47,6.58,6.56 2025-06-19,6.36,6.47,6.47 2025-06-20,6.34,6.39,6.36 2025-06-23,6.4,6.42,6.31 2025-06-24,6.36,6.4,6.38 2025-06-25,6.34,6.37,6.36 2025-06-26,6.29,6.38,6.33 2025-06-27,6.47,6.54,6.36 2025-06-30,6.4,6.49,6.49 2025-07-01,6.33,6.38,6.37 2025-07-02,6.49,6.49,6.31 2025-07-03,6.5,6.55,6.47 2025-07-04,6.42,6.57,6.5 2025-07-07,6.46,6.5,6.44 2025-07-08,6.51,6.54,6.45 2025-07-09,6.77,6.79,6.54 2025-07-10,6.79,6.84,6.7 2025-07-11,6.66,6.71,6.67 2025-07-14,6.64,6.72,6.64 2025-07-15,6.44,6.64,6.63 2025-07-16,6.41,6.45,6.43 2025-07-17,6.43,6.46,6.41 2025-07-18,6.6,6.71,6.57 2025-07-21,6.85,6.85,6.68 2025-07-22,7.54,7.54,6.97 2025-07-23,7.68,8.0,8.0 2025-07-24,7.87,8.0,7.54 2025-07-25,7.77,8.16,7.89 2025-07-28,7.3,7.51,7.39 2025-07-29,7.45,7.48,7.27 2025-07-30,7.36,7.65,7.55 2025-07-31,7.05,7.3,7.26 2025-08-01,7.07,7.15,7.02 2025-08-04,7.14,7.16,7.0 2025-08-05,7.3,7.38,7.13 2025-08-06,7.41,7.49,7.27 2025-08-07,7.35,7.45,7.35 2025-08-08,7.3,7.35,7.3 2025-08-11,7.38,7.38,7.32 2025-08-12,7.51,7.6,7.45 2025-08-13,7.37,7.44,7.43 2025-08-14,7.16,7.35,7.32 2025-08-15,7.28,7.3,7.12 2025-08-18,7.25,7.35,7.29 2025-08-19,7.24,7.25,7.22 2025-08-20,7.22,7.24,7.18 2025-08-21,7.33,7.35,7.23 2025-08-22,7.3,7.31,7.31 2025-08-25,7.48,7.53,7.38 2025-08-26,7.45,7.55,7.48 2025-08-27,7.19,7.41,7.4 2025-08-28,7.11,7.17,7.14 2025-08-29,7.06,7.17,7.08 2025-09-01,7.02,7.08,6.99 2025-09-02,6.95,7.05,7.02 2025-09-03,6.73,7.0,6.95 2025-09-04,6.75,6.78,6.7 2025-09-05,7.05,7.09,6.77 2025-09-08,7.03,7.07,6.96 2025-09-09,7.02,7.1,7.01 2025-09-10,6.89,7.0,6.99 2025-09-11,6.94,7.05,6.95 2025-09-12,6.95,6.99,6.9 2025-09-15,7.23,7.31,6.98 2025-09-16,7.3,7.49,7.42 2025-09-17,7.5,7.55,7.19 2025-09-18,7.24,7.43,7.41 2025-09-19,7.43,7.44,7.24 2025-09-22,7.3,7.46,7.45 2025-09-23,7.25,7.33,7.25 2025-09-24,7.24,7.28,7.21 2025-09-25,7.19,7.22,7.21 2025-09-26,7.13,7.26,7.18 2025-09-29,6.95,7.04,7.04 2025-09-30,6.95,6.99,6.92 2025-10-09,7.19,7.21,6.96 2025-10-10,7.32,7.44,7.19 2025-10-13,7.2,7.23,7.13 2025-10-14,7.3,7.4,7.2 2025-10-15,7.31,7.37,7.3 2025-10-16,7.44,7.46,7.31 2025-10-17,7.26,7.55,7.39 2025-10-20,7.55,7.55,7.36 2025-10-21,7.44,7.48,7.48 2025-10-22,7.25,7.42,7.38 2025-10-23,7.6,7.66,7.27 2025-10-24,7.42,7.54,7.5 2025-10-27,7.4,7.48,7.36 2025-10-28,7.34,7.38,7.35 2025-10-29,7.45,7.49,7.3 2025-10-30,7.33,7.51,7.43 2025-10-31,7.32,7.37,7.35 2025-11-03,7.35,7.46,7.32 2025-11-04,7.27,7.39,7.33 2025-11-05,7.4,7.49,7.24 2025-11-06,7.49,7.52,7.45 2025-11-07,7.48,7.57,7.45 2025-11-10,7.53,7.6,7.47 2025-11-11,7.32,7.55,7.54 2025-11-12,7.26,7.35,7.3 2025-11-13,7.31,7.31,7.24 2025-11-14,7.21,7.31,7.27 2025-11-17,7.28,7.29,7.22 2025-11-18,7.02,7.2,7.2 2025-11-19,7.02,7.04,6.99 2025-11-20,6.9,6.99,6.99 2025-11-21,6.72,6.88,6.84 2025-11-24,6.71,6.76,6.75 2025-11-25,6.75,6.78,6.72 2025-11-26,6.72,6.74,6.7 2025-11-27,6.73,6.74,6.71 2025-11-28,6.73,6.74,6.69 2025-12-01,6.81,6.81,6.73 2025-12-02,6.77,6.8,6.8 2025-12-03,6.75,6.8,6.75 2025-12-04,6.71,6.75,6.74 2025-12-05,6.72,6.73,6.73 2025-12-08,6.65,6.69,6.68 2025-12-09,6.51,6.63,6.63 2025-12-10,6.56,6.58,6.52 2025-12-11,6.48,6.59,6.56 2025-12-12,6.44,6.51,6.46 2025-12-15,6.56,6.62,6.49 2025-12-16,6.42,6.55,6.54 2025-12-17,6.41,6.43,6.4 2025-12-18,6.55,6.6,6.55 2025-12-19,6.54,6.55,6.5 2025-12-22,6.58,6.62,6.52 2025-12-23,6.57,6.6,6.58 2025-12-24,6.53,6.55,6.55 2025-12-25,6.51,6.52,6.5 2025-12-26,6.49,6.52,6.47 2025-12-29,6.52,6.56,6.5 2025-12-30,6.47,6.5,6.5 2025-12-31,6.42,6.47,6.45 ","date,5日,20日,60日 2025-07-30,7.297777777777778,7.712765367965369,7.079351980559542 2025-07-31,7.114888888888889,7.6979419913419935,7.14164687366221 2025-08-01,6.962888888888888,7.63415800865801,7.190222872755659 2025-08-04,7.0326666666666675,7.539647186147187,7.229120401148295 2025-08-05,7.234222222222222,7.446556277056277,7.264903962378183 2025-08-06,7.43,7.380464069264069,7.301749804839969 2025-08-07,7.450222222222223,7.333287012987013,7.337569646949207 2025-08-08,7.349333333333333,7.3003670995671,7.371282812067186 2025-08-11,7.339777777777776,7.290091774891775,7.405079190904284 2025-08-12,7.470444444444443,7.307809523809523,7.440862141472137 2025-08-13,7.465777777777778,7.3314519480519476,7.473502140464858 2025-08-14,7.235111111111112,7.3350956709956705,7.4972733499534145 2025-08-15,7.1628888888888875,7.332384415584416,7.515874581350256 2025-08-18,7.223333333333333,7.320300865800865,7.529132085568231 2025-08-19,7.240888888888889,7.3036917748917745,7.537297524615348 2025-08-20,7.224666666666667,7.284481385281384,7.540275106393695 2025-08-21,7.284666666666666,7.275382683982684,7.541733096623102 2025-08-22,7.332222222222221,7.271197402597403,7.5418697338269 2025-08-25,7.43888888888889,7.288859740259741,7.545342436604467 2025-08-26,7.511777777777779,7.31745670995671,7.550198975095062 2025-08-27,7.315777777777779,7.323988744588746,7.5492724811765 2025-08-28,7.078666666666666,7.306387012987015,7.540720738586286 2025-08-29,6.986666666666667,7.264934632034634,7.523780514215204 2025-09-01,6.96911111111111,7.209066666666668,7.498255917755785 2025-09-02,6.934666666666666,7.144128571428571,7.4640476442295585 2025-09-03,6.766666666666667,7.0541359307359315,7.418355002392284 2025-09-04,6.660444444444444,6.954594372294373,7.365678080380751 2025-09-05,6.888000000000001,6.889405194805194,7.317019578957971 2025-09-08,7.096,6.8538277056277055,7.273062035707992 2025-09-09,7.0953333333333335,6.845560606060606,7.233803001687191 2025-09-10,6.959111111111111,6.8426437229437225,7.196242653169146 2025-09-11,6.8904444444444435,6.844723376623375,7.1619272808541705 2025-09-12,6.923777777777777,6.853426839826841,7.130569376243357 2025-09-15,7.137999999999999,6.897757575757575,7.10767735639999 2025-09-16,7.3566666666666665,6.973552813852814,7.09273737755282 2025-09-17,7.528888888888889,7.085458008658009,7.089440897987964 2025-09-18,7.43,7.181123809523808,7.089691798242301 2025-09-19,7.364666666666667,7.270307359307358,7.097309876356677 2025-09-22,7.3484444444444454,7.334912987012987,7.107098442497041 2025-09-23,7.258222222222223,7.372358008658009,7.11670367152678 2025-09-24,7.210666666666666,7.39143116883117,7.125135075923548 2025-09-25,7.180444444444444,7.386912554112554,7.131245977185162 2025-09-26,7.125555555555555,7.359886147186148,7.1338490909319825 2025-09-29,6.978444444444445,7.297224242424242,7.12996924655637 2025-09-30,6.880222222222223,7.214590909090909,7.120790479967768 2025-10-09,7.054222222222223,7.152383116883118,7.1138868512502835 2025-10-10,7.319333333333334,7.129177489177491,7.112577188940094 2025-10-13,7.334666666666666,7.123930735930735,7.113556835637482 2025-10-14,7.295999999999999,7.140715584415585,7.11933689028229 2025-10-15,7.321111111111109,7.168218614718614,7.129858452317998 2025-10-16,7.415555555555556,7.214492207792209,7.147663374128077 2025-10-17,7.365777777777779,7.254192640692642,7.166369834554658 2025-10-20,7.4433333333333325,7.315944155844155,7.191677715242628 2025-10-21,7.520666666666666,7.376780086580086,7.219201272947042 2025-10-22,7.344222222222221,7.4079748917748915,7.243550439424845 2025-10-23,7.431555555555555,7.451235930735931,7.2726425801415235 2025-10-24,7.5168888888888885,7.476480086580085,7.3002766424920065 2025-10-27,7.428444444444445,7.489419047619046,7.3250947218654785 2025-10-28,7.341333333333332,7.486236363636365,7.345797260204981 2025-10-29,7.379777777777778,7.479397835497837,7.364904352698245 2025-10-30,7.377111111111112,7.460980086580088,7.3799262043262575 2025-10-31,7.313555555555555,7.435656277056277,7.391048613734229 2025-11-03,7.316222222222222,7.409008225108225,7.398921784895874 2025-11-04,7.291111111111111,7.375760606060607,7.40263034171892 2025-11-05,7.339555555555556,7.357078787878788,7.406255439298936 2025-11-06,7.476444444444446,7.35753246753247,7.4122234708267225 2025-11-07,7.533777777777779,7.372541558441559,7.4201070673113225 2025-11-10,7.547333333333332,7.401602597402598,7.431023098134018 2025-11-11,7.413555555555554,7.413089177489178,7.4393806124247694 2025-11-12,7.238222222222222,7.403281818181819,7.443874430258619 2025-11-13,7.226666666666667,7.386222510822511,7.446091416735918 2025-11-14,7.218444444444444,7.3554896103896095,7.443474257762334 2025-11-17,7.232,7.328247186147188,7.438423761678128 2025-11-18,7.102888888888889,7.277022943722945,7.425311311727232 2025-11-19,6.959333333333333,7.209914718614717,7.405704313666241 2025-11-20,6.876222222222222,7.125690043290044,7.378436957014429 2025-11-21,6.720666666666669,7.018109523809524,7.3409680000503625 2025-11-24,6.627555555555556,6.9069316017316025,7.295510280526806 2025-11-25,6.672666666666667,6.8091601731601745,7.245483719876104 2025-11-26,6.715333333333334,6.727820346320345,7.19211243106444 2025-11-27,6.724222222222221,6.666593506493507,7.137897389891969 2025-11-28,6.728888888888889,6.62401341991342,7.084237371257335 2025-12-01,6.783555555555558,6.606105627705628,7.034158111102718 2025-12-02,6.805111111111111,6.606077489177489,6.987265039913374 2025-12-03,6.767555555555556,6.6167679653679645,6.943017828813175 2025-12-04,6.716222222222224,6.630624242424242,6.900235551862203 2025-12-05,6.6979999999999995,6.646274891774891,6.859650134723376 2025-12-08,6.662222222222222,6.6540580086580094,6.819659351313239 2025-12-09,6.535777777777779,6.64005974025974,6.777224327012667 2025-12-10,6.487555555555556,6.617608658008658,6.7344213819848395 2025-12-11,6.4751111111111115,6.582892207792208,6.690331343960112 2025-12-12,6.428222222222221,6.53994025974026,6.645079864521166 2025-12-15,6.490444444444443,6.5089753246753235,6.602706592631764 2025-12-16,6.4802222222222206,6.473952813852813,6.5603109906575 2025-12-17,6.401777777777778,6.439488311688311,6.518665816776208 2025-12-18,6.475777777777778,6.423519480519479,6.482078580242249 2025-12-19,6.5651111111111105,6.420493939393938,6.450195871421016 2025-12-22,6.597111111111111,6.434603896103897,6.424099235728135 2025-12-23,6.596666666666668,6.458335064935065,6.40324193548387 2025-12-24,6.553333333333335,6.479760606060606,6.386046838407494 2025-12-25,6.507555555555555,6.496471861471861,6.37197233134396 2025-12-26,6.480444444444445,6.505795238095237,6.3601538805368785 2025-12-29,6.494666666666667,6.5124891774891775,6.350888588804111 2025-12-30,6.486222222222224,6.513352380952381,6.343019830777367 2025-12-31,6.428666666666667,6.503812554112554,6.335341441917856 " 1571,CN,technical,中国铁建从2020年11月05日到2021年02月15日,10、20、30日赫尔移动平均线呈空头排列的天数比例是多少?(单位:%)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,39.5062,hard,moving average,HMA = WMA_{\sqrt{n}}(2 * WMA_{n/2}(P) - WMA_n(P)),"date,close,high,open 2020-08-26,8.76,8.91,8.86 2020-08-27,8.73,8.78,8.78 2020-08-28,8.88,8.89,8.77 2020-08-31,8.93,9.12,9.0 2020-09-01,8.94,8.98,8.9 2020-09-02,8.84,8.93,8.91 2020-09-03,8.8,8.91,8.85 2020-09-04,8.75,8.77,8.72 2020-09-07,8.7,8.84,8.74 2020-09-08,8.78,8.79,8.72 2020-09-09,8.74,8.85,8.73 2020-09-10,8.65,8.81,8.78 2020-09-11,8.59,8.67,8.62 2020-09-14,8.59,8.63,8.62 2020-09-15,8.62,8.63,8.58 2020-09-16,8.66,8.74,8.59 2020-09-17,8.62,8.69,8.66 2020-09-18,8.82,8.82,8.63 2020-09-21,8.78,8.85,8.82 2020-09-22,8.61,8.76,8.73 2020-09-23,8.54,8.65,8.64 2020-09-24,8.43,8.53,8.51 2020-09-25,8.38,8.47,8.45 2020-09-28,8.36,8.45,8.39 2020-09-29,8.35,8.42,8.39 2020-09-30,8.29,8.39,8.37 2020-10-09,8.4,8.42,8.37 2020-10-12,8.53,8.56,8.4 2020-10-13,8.48,8.51,8.51 2020-10-14,8.39,8.49,8.48 2020-10-15,8.39,8.41,8.39 2020-10-16,8.39,8.44,8.38 2020-10-19,8.4,8.53,8.39 2020-10-20,8.4,8.42,8.4 2020-10-21,8.49,8.49,8.4 2020-10-22,8.43,8.48,8.48 2020-10-23,8.5,8.55,8.4 2020-10-26,8.48,8.64,8.62 2020-10-27,8.38,8.47,8.41 2020-10-28,8.38,8.41,8.4 2020-10-29,8.37,8.4,8.34 2020-10-30,8.33,8.45,8.39 2020-11-02,8.23,8.31,8.27 2020-11-03,8.3,8.34,8.23 2020-11-04,8.28,8.33,8.31 2020-11-05,8.37,8.38,8.31 2020-11-06,8.4,8.45,8.37 2020-11-09,8.48,8.52,8.46 2020-11-10,8.41,8.56,8.51 2020-11-11,8.67,8.78,8.4 2020-11-12,8.47,8.63,8.63 2020-11-13,8.36,8.45,8.44 2020-11-16,8.47,8.48,8.38 2020-11-17,8.47,8.51,8.47 2020-11-18,8.5,8.59,8.48 2020-11-19,8.49,8.57,8.49 2020-11-20,8.48,8.5,8.48 2020-11-23,8.59,8.64,8.48 2020-11-24,8.58,8.63,8.58 2020-11-25,8.45,8.66,8.62 2020-11-26,8.47,8.48,8.45 2020-11-27,8.59,8.6,8.49 2020-11-30,8.59,8.82,8.63 2020-12-01,8.67,8.68,8.58 2020-12-02,8.72,8.81,8.66 2020-12-03,8.62,8.72,8.71 2020-12-04,8.56,8.63,8.61 2020-12-07,8.44,8.57,8.56 2020-12-08,8.35,8.46,8.43 2020-12-09,8.29,8.38,8.36 2020-12-10,8.3,8.33,8.28 2020-12-11,8.25,8.33,8.29 2020-12-14,8.23,8.28,8.26 2020-12-15,8.22,8.23,8.23 2020-12-16,8.16,8.23,8.2 2020-12-17,8.21,8.22,8.15 2020-12-18,8.16,8.32,8.22 2020-12-21,8.11,8.17,8.15 2020-12-22,7.96,8.12,8.1 2020-12-23,7.96,7.99,7.95 2020-12-24,7.99,8.02,7.96 2020-12-25,8.01,8.04,7.97 2020-12-28,7.87,7.98,7.91 2020-12-29,7.9,7.92,7.87 2020-12-30,7.83,7.9,7.88 2020-12-31,7.9,7.93,7.83 2021-01-04,7.87,7.89,7.86 2021-01-05,7.84,8.1,7.83 2021-01-06,8.2,8.25,7.86 2021-01-07,8.01,8.2,8.15 2021-01-08,8.05,8.11,8.0 2021-01-11,7.87,8.1,8.04 2021-01-12,7.97,8.03,7.85 2021-01-13,8.24,8.44,7.97 2021-01-14,8.51,8.76,8.21 2021-01-15,8.22,8.45,8.4 2021-01-18,8.21,8.27,8.18 2021-01-19,8.16,8.25,8.17 2021-01-20,8.11,8.21,8.16 2021-01-21,8.07,8.13,8.12 2021-01-22,7.91,8.06,8.05 2021-01-25,7.88,7.97,7.92 2021-01-26,7.9,7.97,7.88 2021-01-27,7.92,8.01,7.9 2021-01-28,7.79,7.9,7.89 2021-01-29,7.73,7.83,7.81 2021-02-01,7.68,7.76,7.72 2021-02-02,7.69,7.76,7.68 2021-02-03,7.52,7.69,7.69 2021-02-04,7.32,7.5,7.5 2021-02-05,7.37,7.43,7.32 2021-02-08,7.41,7.47,7.36 2021-02-09,7.46,7.47,7.42 2021-02-10,7.47,7.48,7.45 ","date,10日,20日,30日 2020-10-20,8.391636363636364,8.369433766233765,8.329360931899643 2020-10-21,8.409171717171716,8.38874588744589,8.33339677419355 2020-10-22,8.428060606060606,8.405835064935065,8.34200501792115 2020-10-23,8.45840404040404,8.425616883116884,8.35806953405018 2020-10-26,8.481212121212122,8.4431658008658,8.377306451612904 2020-10-27,8.47166666666667,8.447524675324676,8.391039068100358 2020-10-28,8.438767676767677,8.443929004329004,8.398966308243729 2020-10-29,8.400959595959597,8.433200865800867,8.401583154121866 2020-10-30,8.360626262626262,8.41480303030303,8.396814695340503 2020-11-02,8.30452525252525,8.382596103896105,8.38131111111111 2020-11-03,8.269585858585858,8.350045887445887,8.36431899641577 2020-11-04,8.251131313131312,8.317856709956711,8.34637025089606 2020-11-05,8.269666666666666,8.299983549783551,8.334393906810039 2020-11-06,8.31250505050505,8.297816017316018,8.329744444444446 2020-11-09,8.382505050505051,8.314966233766233,8.335763082437277 2020-11-10,8.430323232323232,8.33730735930736,8.343890681003584 2020-11-11,8.516292929292929,8.387367532467533,8.368489247311826 2020-11-12,8.556515151515152,8.431484415584416,8.39160394265233 2020-11-13,8.535070707070707,8.45539134199134,8.405379928315412 2020-11-16,8.497666666666666,8.475038095238094,8.41833082437276 2020-11-17,8.472040404040403,8.486969264069263,8.431002508960573 2020-11-18,8.463,8.499643722943723,8.444227240143368 2020-11-19,8.469030303030303,8.509874891774892,8.459090322580645 2020-11-20,8.481272727272728,8.51381168831169,8.474283870967742 2020-11-23,8.514767676767676,8.524420779220781,8.49448028673835 2020-11-24,8.550878787878787,8.53810562770563,8.516052329749103 2020-11-25,8.549868686868685,8.538521645021646,8.52896559139785 2020-11-26,8.527030303030303,8.533801731601732,8.535233333333334 2020-11-27,8.52630303030303,8.53762554112554,8.543152329749104 2020-11-30,8.542676767676767,8.547132467532467,8.55157347670251 2020-12-01,8.586181818181817,8.569937662337662,8.566118637992831 2020-12-02,8.649535353535352,8.603396536796534,8.58836953405018 2020-12-03,8.684767676767676,8.629182251082252,8.609499283154122 2020-12-04,8.672454545454544,8.640752380952382,8.623896057347668 2020-12-07,8.604787878787876,8.626930303030303,8.624132974910394 2020-12-08,8.498575757575757,8.588042424242426,8.607359139784943 2020-12-09,8.379484848484848,8.531441558441559,8.575065232974907 2020-12-10,8.288767676767675,8.467896103896106,8.534507885304658 2020-12-11,8.227040404040403,8.39964502164502,8.487534050179212 2020-12-14,8.193030303030303,8.332104329004329,8.437596415770608 2020-12-15,8.178363636363637,8.269270562770561,8.387851254480287 2020-12-16,8.163505050505051,8.209333333333332,8.336944444444445 2020-12-17,8.160464646464648,8.164482683982683,8.2896458781362 2020-12-18,8.154717171717172,8.130083982683981,8.243768100358425 2020-12-21,8.137878787878789,8.101912554112554,8.197945878136201 2020-12-22,8.079888888888888,8.064651082251082,8.144987455197134 2020-12-23,8.011525252525253,8.022653679653681,8.08984659498208 2020-12-24,7.959505050505051,7.984963636363636,8.038345519713262 2020-12-25,7.940515151515151,7.957522510822511,7.994940501792115 2020-12-28,7.912404040404039,7.926410389610389,7.952613261648745 2020-12-29,7.892444444444443,7.897543722943723,7.915783512544804 2020-12-30,7.861232323232325,7.864777489177489,7.87975017921147 2020-12-31,7.848737373737374,7.839767532467533,7.849623655913978 2021-01-04,7.841949494949496,7.822247186147187,7.8238885304659505 2021-01-05,7.839404040404041,7.808575757575758,7.801793548387098 2021-01-06,7.921929292929292,7.838713852813854,7.805521505376345 2021-01-07,7.998262626262625,7.875573160173161,7.817600358422937 2021-01-08,8.059101010101008,7.917972727272729,7.837392114695339 2021-01-11,8.044323232323231,7.940245021645021,7.851408960573476 2021-01-12,8.016505050505051,7.954533766233766,7.8660792114695335 2021-01-13,8.044,7.995317748917747,7.896088530465949 2021-01-14,8.18349494949495,8.08131515151515,7.955297491039428 2021-01-15,8.288686868686867,8.161544588744588,8.016253046594983 2021-01-18,8.340020202020204,8.224595238095237,8.07528100358423 2021-01-19,8.319939393939395,8.25898658008658,8.124764874551973 2021-01-20,8.253232323232323,8.262842857142857,8.15898458781362 2021-01-21,8.15952525252525,8.250017748917747,8.177697491039426 2021-01-22,8.048383838383838,8.20980909090909,8.176817562724013 2021-01-25,7.942808080808081,8.151051515151513,8.159501792114694 2021-01-26,7.869282828282828,8.083450216450217,8.132014336917562 2021-01-27,7.839303030303029,8.01525844155844,8.09929641577061 2021-01-28,7.810909090909092,7.9407623376623375,8.05781146953405 2021-01-29,7.772767676767678,7.865322943722944,8.008544444444444 2021-02-01,7.721181818181819,7.790458874458875,7.951849103942652 2021-02-02,7.676676767676768,7.724753679653679,7.890960215053764 2021-02-03,7.606454545454546,7.655370129870128,7.818443727598566 2021-02-04,7.491707070707069,7.567595238095237,7.729425448028673 2021-02-05,7.384979797979798,7.480399134199134,7.637352688172041 2021-02-08,7.322404040404041,7.405261038961039,7.550780645161288 2021-02-09,7.317080808080809,7.353526406926404,7.476937634408601 2021-02-10,7.352343434343436,7.325957575757573,7.419004301075267 " 1572,CN,technical,2024年03月02日-2024年05月04日,山金国际的5、10、20日赫尔移动平均线处于多头排列的天数占比多少?(单位:%)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,27.0833,hard,moving average,HMA = WMA_{\sqrt{n}}(2 * WMA_{n/2}(P) - WMA_n(P)),"date,close,high,open 2024-01-12,14.43,14.56,14.18 2024-01-15,14.45,14.77,14.44 2024-01-16,14.28,14.46,14.41 2024-01-17,13.91,14.22,14.14 2024-01-18,13.92,13.96,13.85 2024-01-19,13.83,13.96,13.8 2024-01-22,13.13,13.85,13.85 2024-01-23,13.25,13.3,13.0 2024-01-24,13.78,13.85,13.19 2024-01-25,13.9,14.07,13.85 2024-01-26,14.11,14.25,13.87 2024-01-29,14.13,14.32,14.01 2024-01-30,14.08,14.3,14.03 2024-01-31,14.08,14.28,14.08 2024-02-01,13.75,14.09,13.98 2024-02-02,14.12,14.27,13.91 2024-02-05,13.94,14.2,13.99 2024-02-06,14.62,14.63,13.85 2024-02-07,15.06,15.09,14.63 2024-02-08,14.89,15.35,15.1 2024-02-19,14.48,14.76,14.65 2024-02-20,14.97,15.05,14.38 2024-02-21,14.76,15.08,14.85 2024-02-22,14.76,14.87,14.75 2024-02-23,14.57,14.78,14.73 2024-02-26,14.48,14.74,14.61 2024-02-27,14.81,14.9,14.41 2024-02-28,14.8,15.03,14.75 2024-02-29,14.98,15.03,14.72 2024-03-01,15.24,15.27,14.92 2024-03-04,15.45,15.76,15.53 2024-03-05,15.75,16.04,15.73 2024-03-06,15.95,16.03,15.82 2024-03-07,16.64,16.74,16.07 2024-03-08,16.72,16.79,16.72 2024-03-11,16.67,16.84,16.83 2024-03-12,16.11,16.65,16.51 2024-03-13,15.93,16.04,15.9 2024-03-14,16.06,16.37,16.08 2024-03-15,16.63,16.65,16.04 2024-03-18,16.69,16.73,16.46 2024-03-19,16.56,16.83,16.59 2024-03-20,16.36,16.56,16.48 2024-03-21,16.81,17.11,17.0 2024-03-22,16.4,16.66,16.56 2024-03-25,16.73,16.93,16.54 2024-03-26,16.56,16.81,16.66 2024-03-27,16.76,16.99,16.65 2024-03-28,16.92,16.99,16.79 2024-03-29,18.09,18.16,17.32 2024-04-01,18.62,18.69,18.37 2024-04-02,18.18,18.53,18.3 2024-04-03,18.46,18.71,18.69 2024-04-08,18.74,19.42,18.91 2024-04-09,18.34,18.8,18.74 2024-04-10,18.96,19.09,18.85 2024-04-11,19.52,20.4,18.58 2024-04-12,20.75,21.04,20.29 2024-04-15,20.3,20.47,19.72 2024-04-16,19.38,20.6,20.46 2024-04-17,19.75,19.88,19.35 2024-04-18,19.3,19.46,19.41 2024-04-19,19.58,20.0,19.31 2024-04-22,18.81,19.62,19.35 2024-04-23,17.91,18.3,18.26 2024-04-24,18.56,18.62,18.21 2024-04-25,18.44,18.96,18.37 2024-04-26,19.1,19.18,18.55 2024-04-29,18.4,18.99,18.7 2024-04-30,18.52,18.94,18.45 ","date,5日,10日,20日 2024-02-21,14.842222222222224,14.974121212121211,14.84401774891775 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2024-03-13,15.851555555555557,16.602343434343435,16.61847489177489 2024-03-14,15.815555555555553,16.320737373737373,16.6404645021645 2024-03-15,16.36333333333333,16.235939393939397,16.67102640692641 2024-03-18,16.82422222222222,16.323141414141418,16.718151515151515 2024-03-19,16.78177777777778,16.473111111111113,16.753345454545457 2024-03-20,16.47422222222222,16.548636363636366,16.744093073593074 2024-03-21,16.59133333333333,16.653707070707075,16.74106017316017 2024-03-22,16.59022222222222,16.643323232323233,16.7074303030303 2024-03-25,16.605555555555554,16.654848484848486,16.700571861471865 2024-03-26,16.640888888888885,16.635373737373733,16.701608225108227 2024-03-27,16.700444444444443,16.670393939393936,16.720913852813858 2024-03-28,16.902222222222225,16.74568686868687,16.766225541125543 2024-03-29,17.784444444444446,17.135737373737374,16.940382683982683 2024-04-01,18.816444444444443,17.750848484848486,17.252213852813853 2024-04-02,18.802222222222223,18.26493939393939,17.586199567099566 2024-04-03,18.524222222222225,18.61991919191919,17.929101731601733 2024-04-08,18.688888888888886,18.859898989898984,18.26028095238096 2024-04-09,18.585555555555555,18.873080808080804,18.51591038961039 2024-04-10,18.742666666666665,18.894909090909092,18.767637229437227 2024-04-11,19.429333333333332,19.0840303030303,19.05004935064935 2024-04-12,20.616444444444443,19.648242424242422,19.455950216450212 2024-04-15,20.987333333333336,20.188595959595958,19.862684415584415 2024-04-16,19.97066666666667,20.360909090909086,20.11244329004329 2024-04-17,19.410444444444447,20.292616161616156,20.25879567099567 2024-04-18,19.280666666666665,19.995464646464644,20.271655844155845 2024-04-19,19.353111111111108,19.700747474747473,20.237449350649353 2024-04-22,19.042,19.318868686868683,20.101749783549785 2024-04-23,18.037555555555553,18.784030303030303,19.797364502164505 2024-04-24,17.91911111111111,18.38922222222222,19.459854545454544 2024-04-25,18.334,18.16939393939394,19.107829004329005 2024-04-26,18.90422222222222,18.272040404040403,18.859265367965367 2024-04-29,18.829555555555554,18.37586868686869,18.649556709956705 2024-04-30,18.470444444444443,18.486222222222224,18.492344588744583 " 1573,CN,technical,在2024年11月02日至2025年06月30日,上海莱士5、20、60日赫尔移动平均线多头排列的天数占总天数的百分比?使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,24.1379,hard,moving average,HMA = WMA_{\sqrt{n}}(2 * WMA_{n/2}(P) - WMA_n(P)),"date,close,high,open 2024-06-20,7.73,7.83,7.73 2024-06-21,7.73,7.82,7.73 2024-06-24,7.5,7.65,7.6 2024-06-25,7.59,7.63,7.45 2024-06-26,7.57,7.71,7.58 2024-06-27,7.66,7.69,7.57 2024-06-28,7.82,7.86,7.63 2024-07-01,7.96,8.0,7.84 2024-07-02,7.88,8.04,7.93 2024-07-03,7.7,7.92,7.88 2024-07-04,7.66,7.74,7.69 2024-07-05,7.67,7.71,7.6 2024-07-08,7.56,7.74,7.66 2024-07-09,7.67,7.7,7.55 2024-07-10,7.75,7.85,7.65 2024-07-11,7.74,7.83,7.79 2024-07-12,7.66,7.77,7.73 2024-07-15,7.66,7.73,7.62 2024-07-16,7.88,7.91,7.64 2024-07-17,7.92,7.96,7.87 2024-07-18,7.89,7.91,7.9 2024-07-19,7.93,8.02,7.87 2024-07-22,7.98,8.06,7.92 2024-07-23,7.76,8.0,7.98 2024-07-24,7.7,7.81,7.73 2024-07-25,7.76,7.82,7.7 2024-07-26,7.59,7.8,7.78 2024-07-29,7.47,7.64,7.57 2024-07-30,7.54,7.55,7.47 2024-07-31,7.7,7.73,7.51 2024-08-01,7.7,7.78,7.68 2024-08-02,7.81,7.87,7.68 2024-08-05,7.66,7.95,7.81 2024-08-06,7.72,7.77,7.7 2024-08-07,7.68,7.77,7.71 2024-08-08,7.72,7.77,7.66 2024-08-09,7.59,7.76,7.71 2024-08-12,7.68,7.74,7.57 2024-08-13,7.67,7.7,7.65 2024-08-14,7.53,7.68,7.66 2024-08-15,7.6,7.67,7.54 2024-08-16,7.65,7.66,7.61 2024-08-19,7.56,7.71,7.62 2024-08-20,7.5,7.59,7.56 2024-08-21,7.46,7.55,7.45 2024-08-22,7.42,7.52,7.46 2024-08-23,7.4,7.46,7.38 2024-08-26,7.29,7.42,7.42 2024-08-27,7.36,7.42,7.29 2024-08-28,7.16,7.35,7.35 2024-08-29,7.25,7.35,7.17 2024-08-30,7.17,7.36,7.25 2024-09-02,7.1,7.27,7.18 2024-09-03,7.11,7.21,7.11 2024-09-04,7.05,7.14,7.1 2024-09-05,7.07,7.11,7.05 2024-09-06,6.96,7.08,7.05 2024-09-09,6.85,7.03,6.95 2024-09-10,6.82,6.88,6.87 2024-09-11,6.81,6.88,6.8 2024-09-12,6.59,6.87,6.81 2024-09-13,6.56,6.61,6.61 2024-09-18,6.51,6.58,6.56 2024-09-19,6.63,6.65,6.55 2024-09-20,6.58,6.64,6.62 2024-09-23,6.51,6.63,6.59 2024-09-24,6.81,6.81,6.56 2024-09-25,6.91,7.08,6.86 2024-09-26,7.15,7.15,6.88 2024-09-27,7.41,7.57,7.24 2024-09-30,7.9,7.93,7.58 2024-10-08,8.13,8.68,8.68 2024-10-09,7.44,8.04,8.0 2024-10-10,7.39,7.74,7.6 2024-10-11,7.14,7.39,7.38 2024-10-14,7.16,7.23,7.14 2024-10-15,7.18,7.31,7.19 2024-10-16,7.19,7.27,7.15 2024-10-17,7.05,7.27,7.24 2024-10-18,7.23,7.35,7.05 2024-10-21,7.16,7.26,7.24 2024-10-22,7.25,7.27,7.17 2024-10-23,7.39,7.4,7.26 2024-10-24,7.38,7.52,7.4 2024-10-25,7.4,7.43,7.36 2024-10-28,7.56,7.56,7.4 2024-10-29,7.46,7.65,7.62 2024-10-30,7.4,7.49,7.43 2024-10-31,7.36,7.44,7.4 2024-11-01,7.35,7.45,7.36 2024-11-04,7.41,7.43,7.33 2024-11-05,7.54,7.54,7.42 2024-11-06,7.5,7.58,7.54 2024-11-07,7.72,7.72,7.42 2024-11-08,7.71,7.87,7.8 2024-11-11,7.72,7.77,7.67 2024-11-12,7.72,7.89,7.72 2024-11-13,7.73,7.83,7.69 2024-11-14,7.54,7.75,7.73 2024-11-15,7.46,7.61,7.52 2024-11-18,7.44,7.61,7.46 2024-11-19,7.57,7.57,7.46 2024-11-20,7.65,7.69,7.53 2024-11-21,7.71,7.77,7.64 2024-11-22,7.45,7.71,7.71 2024-11-25,7.44,7.51,7.46 2024-11-26,7.46,7.58,7.43 2024-11-27,7.58,7.59,7.44 2024-11-28,7.51,7.6,7.58 2024-11-29,7.52,7.59,7.49 2024-12-02,7.54,7.56,7.5 2024-12-03,7.53,7.54,7.54 2024-12-04,7.46,7.55,7.51 2024-12-05,7.44,7.46,7.44 2024-12-06,7.51,7.52,7.42 2024-12-09,7.48,7.61,7.5 2024-12-10,7.49,7.66,7.62 2024-12-11,7.65,7.7,7.56 2024-12-12,7.72,7.73,7.65 2024-12-13,7.5,7.77,7.69 2024-12-16,7.42,7.53,7.5 2024-12-17,7.31,7.43,7.42 2024-12-18,7.26,7.36,7.33 2024-12-19,7.25,7.25,7.21 2024-12-20,7.22,7.27,7.24 2025-01-07,6.87,6.94,6.93 2025-01-08,6.73,7.02,6.86 2025-01-09,6.84,7.02,6.83 2025-01-10,6.66,6.84,6.82 2025-01-13,6.62,6.75,6.62 2025-01-14,6.86,6.86,6.66 2025-01-15,6.76,6.86,6.84 2025-01-16,6.75,6.84,6.77 2025-01-17,6.83,6.88,6.71 2025-01-20,6.84,6.91,6.88 2025-01-21,6.88,6.92,6.9 2025-01-22,6.85,6.88,6.88 2025-01-23,6.87,6.94,6.9 2025-01-24,6.91,6.92,6.87 2025-01-27,6.97,7.02,6.92 2025-02-05,7.05,7.09,6.97 2025-02-06,7.04,7.07,7.05 2025-02-07,7.06,7.09,7.02 2025-02-10,7.08,7.1,7.06 2025-02-11,7.04,7.09,7.09 2025-02-12,7.0,7.05,7.05 2025-02-13,6.96,7.02,7.01 2025-02-14,7.04,7.04,6.99 2025-02-17,7.05,7.08,7.04 2025-02-18,6.94,7.05,7.03 2025-02-19,6.95,6.96,6.95 2025-02-20,6.95,7.04,6.95 2025-02-21,6.77,6.99,6.95 2025-02-24,6.8,6.85,6.78 2025-02-25,6.79,6.82,6.78 2025-02-26,6.8,6.82,6.78 2025-02-27,6.87,6.94,6.84 2025-02-28,6.76,6.9,6.86 2025-03-03,6.78,6.85,6.76 2025-03-04,6.86,6.87,6.81 2025-03-05,6.8,6.86,6.84 2025-03-06,6.86,6.87,6.82 2025-03-07,6.81,6.87,6.84 2025-03-10,6.86,6.87,6.84 2025-03-11,6.9,6.9,6.82 2025-03-12,6.99,7.04,6.94 2025-03-13,7.07,7.07,7.0 2025-03-14,7.08,7.1,7.08 2025-03-17,7.07,7.14,7.08 2025-03-18,7.07,7.11,7.09 2025-03-19,6.99,7.07,7.07 2025-03-20,6.95,7.0,6.99 2025-03-21,6.91,6.98,6.95 2025-03-24,6.82,6.94,6.9 2025-03-25,6.9,6.91,6.83 2025-03-26,6.88,6.94,6.89 2025-03-27,6.93,7.04,7.0 2025-03-28,6.97,7.12,6.94 2025-03-31,6.86,7.04,7.0 2025-04-01,7.03,7.05,6.86 2025-04-02,7.06,7.09,7.02 2025-04-03,7.08,7.1,7.03 2025-04-07,6.82,7.3,7.08 2025-04-08,6.96,7.02,6.8 2025-04-09,6.89,6.93,6.87 2025-04-10,6.89,7.0,6.89 2025-04-11,6.87,6.93,6.84 2025-04-14,6.99,7.01,6.88 2025-04-15,6.97,7.06,6.99 2025-04-16,6.89,6.97,6.93 2025-04-17,6.85,6.88,6.86 2025-04-18,6.84,6.92,6.88 2025-04-21,6.84,6.86,6.84 2025-04-22,6.8,6.87,6.86 2025-04-23,6.72,6.83,6.81 2025-04-24,6.72,6.75,6.73 2025-04-25,6.72,6.74,6.72 2025-04-28,6.69,6.73,6.7 2025-04-29,6.69,6.73,6.68 2025-04-30,6.71,6.76,6.69 2025-05-06,6.74,6.74,6.72 2025-05-07,6.82,6.87,6.76 2025-05-08,6.81,6.83,6.8 2025-05-09,6.75,6.82,6.82 2025-05-12,6.78,6.78,6.76 2025-05-13,6.81,6.83,6.8 2025-05-14,6.8,6.81,6.8 2025-05-15,6.76,6.82,6.81 2025-05-16,6.76,6.78,6.76 2025-05-19,6.76,6.78,6.77 2025-05-20,6.79,6.82,6.76 2025-05-21,6.8,6.83,6.8 2025-05-22,6.85,6.93,6.84 2025-05-23,6.8,6.89,6.84 2025-05-26,6.78,6.81,6.79 2025-05-27,6.79,6.82,6.79 2025-05-28,6.76,6.8,6.79 2025-05-29,6.82,6.84,6.76 2025-05-30,6.81,6.85,6.81 2025-06-03,7.01,7.01,6.84 2025-06-04,7.01,7.04,7.0 2025-06-05,6.97,7.04,7.03 2025-06-06,7.0,7.02,6.97 2025-06-09,6.98,7.02,7.01 2025-06-10,6.95,7.04,7.0 2025-06-11,6.94,6.97,6.95 2025-06-12,6.95,6.97,6.94 2025-06-13,6.89,6.97,6.95 2025-06-16,6.82,6.9,6.88 2025-06-17,6.83,6.87,6.83 2025-06-18,6.82,6.83,6.82 2025-06-19,6.81,6.83,6.8 2025-06-20,6.78,6.83,6.82 2025-06-23,6.83,6.85,6.78 2025-06-24,6.87,6.88,6.84 2025-06-25,6.89,6.89,6.88 2025-06-26,6.93,6.96,6.89 2025-06-27,6.89,6.94,6.92 2025-06-30,6.87,6.91,6.9 ","date,5日,20日,60日 2024-09-23,6.545777777777779,6.4738376623376634,6.751828945380374 2024-09-24,6.690222222222222,6.476516017316017,6.702023205157261 2024-09-25,6.93511111111111,6.518764935064934,6.6636937876155224 2024-09-26,7.167777777777778,6.612750216450216,6.641163336355166 2024-09-27,7.445777777777778,6.763128138528138,6.6381330110045065 2024-09-30,7.887777777777778,6.989929437229438,6.6625060562564515 2024-10-08,8.282222222222224,7.274272294372295,6.714423302107727 2024-10-09,7.896222222222224,7.496542424242426,6.770953293797688 2024-10-10,7.344222222222222,7.643777489177492,6.827475315403793 2024-10-11,7.062444444444442,7.694141991341992,6.875874172143738 2024-10-14,7.001777777777778,7.677763636363638,6.916003695449623 2024-10-15,7.09111111111111,7.626636796536796,6.948474050011332 2024-10-16,7.168444444444444,7.55401515151515,6.974487409030244 2024-10-17,7.101333333333334,7.454996536796537,6.9931473458235756 2024-10-18,7.138000000000001,7.359625108225108,7.012657915942684 2024-10-21,7.195555555555557,7.265869696969697,7.031731705320943 2024-10-22,7.233999999999999,7.196548051948051,7.053206750018886 2024-10-23,7.365555555555556,7.175760606060605,7.0797913487446795 2024-10-24,7.440888888888889,7.187893073593074,7.1100214172395555 2024-10-25,7.436444444444445,7.224694372294373,7.1433927060512215 2024-10-28,7.526888888888888,7.287195238095238,7.182733405101863 2024-10-29,7.543333333333333,7.348553246753248,7.223513484928609 2024-10-30,7.438,7.398128571428572,7.2632372264611815 2024-10-31,7.348888888888889,7.430793506493508,7.299865320692 2024-11-01,7.31911111111111,7.445187445887447,7.332608307521845 2024-11-04,7.3677777777777775,7.454749350649349,7.362914299564353 2024-11-05,7.504222222222222,7.472939393939394,7.393415930094936 2024-11-06,7.5619999999999985,7.48952857142857,7.422190715418901 2024-11-07,7.677111111111109,7.52686277056277,7.454360051371156 2024-11-08,7.777111111111111,7.572935064935066,7.488401633048777 2024-11-11,7.77111111111111,7.621272294372294,7.5231516960036275 2024-11-12,7.743555555555555,7.6694246753246755,7.557031017853995 2024-11-13,7.7331111111111115,7.712429437229437,7.589106362217017 2024-11-14,7.606888888888889,7.728787012987013,7.613937403993854 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2022-01-27,49.40176767676768,49.44386926406926,49.0404 2022-01-28,49.098383838383846,49.39725151515152,49.12488566308244 2022-02-07,48.66485858585859,49.241921645021634,49.142833333333336 2022-02-08,48.11703030303031,48.93350562770562,49.066748028673835 2022-02-09,47.85242424242424,48.68987316017316,48.97967275985664 2022-02-10,47.83047474747474,48.511508225108244,48.896384946236566 2022-02-11,47.63104040404039,48.21303982683983,48.72508028673836 2022-02-14,47.095333333333315,47.77085367965368,48.43919569892473 " 1575,CN,technical,"时代电气2024年04月17日-2024年06月08日, 对于布林带,收盘价大于下轨的天数占比?(单位:%)(标准版:中轨SMA(20),乘数2,用总体标准差)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。",100.0,medium,channel,Middle = SMA_n(P);Upper = Middle + 2 * \sigma_n(P);Lower = Middle - 2 * \sigma_n(P),"date,close 2024-03-19,45.12 2024-03-20,44.18 2024-03-21,43.31 2024-03-22,43.26 2024-03-25,42.46 2024-03-26,43.07 2024-03-27,44.43 2024-03-28,44.71 2024-03-29,47.5 2024-04-01,47.94 2024-04-02,48.88 2024-04-03,47.42 2024-04-08,47.28 2024-04-09,46.97 2024-04-10,46.68 2024-04-11,48.38 2024-04-12,48.74 2024-04-15,51.97 2024-04-16,51.49 2024-04-17,52.47 2024-04-18,52.02 2024-04-19,53.65 2024-04-22,51.36 2024-04-23,50.89 2024-04-24,50.43 2024-04-25,50.0 2024-04-26,50.0 2024-04-29,48.03 2024-04-30,47.72 2024-05-06,49.33 2024-05-07,48.93 2024-05-08,49.0 2024-05-09,49.98 2024-05-10,49.3 2024-05-13,51.75 2024-05-14,50.14 2024-05-15,49.19 2024-05-16,48.05 2024-05-17,48.01 2024-05-20,46.91 2024-05-21,46.86 2024-05-22,46.99 2024-05-23,46.48 2024-05-24,46.84 2024-05-27,48.0 2024-05-28,47.55 2024-05-29,46.28 2024-05-30,46.42 2024-05-31,48.01 2024-06-03,47.2 2024-06-04,48.87 2024-06-05,47.1 2024-06-06,47.73 2024-06-07,47.43 ","date,Upper,Middle,Lower,close 2024-04-17,52.66170276215162,46.813,40.964297237848385,52.47 2024-04-18,53.369323852448844,47.158,40.94667614755116,52.02 2024-04-19,54.2902724844749,47.6315,40.97272751552511,53.65 2024-04-22,54.57131565705679,48.034,41.496684342943205,51.36 2024-04-23,54.67868281706672,48.415499999999994,42.15231718293327,50.89 2024-04-24,54.49821463352677,48.814,43.12978536647323,50.43 2024-04-25,54.21150574143406,49.1605,44.10949425856594,50.0 2024-04-26,54.00713266007018,49.439,44.87086733992982,50.0 2024-04-29,53.68935796668214,49.605000000000004,45.52064203331787,48.03 2024-04-30,53.678749807704115,49.616,45.553250192295884,47.72 2024-05-06,53.678140604912976,49.685500000000005,45.692859395087034,49.33 2024-05-07,53.67868214720239,49.688,45.69731785279762,48.93 2024-05-08,53.6356540295043,49.767,45.898345970495704,49.0 2024-05-09,53.59870447831577,49.902,46.205295521684235,49.98 2024-05-10,53.4774725353058,50.0185,46.559527464694206,49.3 2024-05-13,53.446577767199884,50.272,47.09742223280011,51.75 2024-05-14,53.41524467105333,50.36,47.30475532894667,50.14 2024-05-15,53.39603529927887,50.3825,47.36896470072113,49.19 2024-05-16,53.27062240353716,50.1865,47.102377596462844,48.05 2024-05-17,53.17451122705152,50.0125,46.85048877294849,48.01 2024-05-20,52.960398169502554,49.734500000000004,46.508601830497454,46.91 2024-05-21,52.754915928463,49.4765,46.198084071537004,46.86 2024-05-22,51.982050862676225,49.143499999999996,46.30494913732377,46.99 2024-05-23,51.77273841683909,48.8995,46.02626158316092,46.48 2024-05-24,51.551358772123784,48.696999999999996,45.84264122787621,46.84 2024-05-27,51.329555010343846,48.5755,45.82144498965615,48.0 2024-05-28,51.16026504058986,48.452999999999996,45.74573495941013,47.55 2024-05-29,51.03406414815415,48.266999999999996,45.49993585184584,46.28 2024-05-30,51.0677794033207,48.1865,45.305220596679305,46.42 2024-05-31,51.07565406614432,48.201,45.326345933855684,48.01 2024-06-03,50.95172575236891,48.0945,45.237274247631085,47.2 2024-06-04,50.94533443808502,48.091499999999996,45.23766556191497,48.87 2024-06-05,50.849535401112306,47.9965,45.14346459888769,47.1 2024-06-06,50.588909610319746,47.884,45.179090389680255,47.73 2024-06-07,50.42142740302733,47.7905,45.15957259697267,47.43 " 1576,CN,technical,山东黄金从2021年01月29日到2021年03月23日,开盘价大于布林带中轨的天数比例是多少?(单位:%)(标准版:中轨SMA(20),乘数2,用总体标准差)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,24.2424,medium,channel,Middle = SMA_n(P);Upper = Middle + 2 * \sigma_n(P);Lower = Middle - 2 * \sigma_n(P),"date,close,open 2021-01-04,24.17,23.96 2021-01-05,24.73,24.45 2021-01-06,24.36,24.66 2021-01-07,24.64,24.0 2021-01-08,24.26,24.4 2021-01-11,23.39,23.5 2021-01-12,23.5,23.3 2021-01-13,23.34,23.39 2021-01-14,22.78,23.25 2021-01-15,22.88,22.8 2021-01-18,23.07,22.6 2021-01-19,23.14,23.09 2021-01-20,23.02,23.0 2021-01-21,23.06,23.16 2021-01-22,22.58,22.89 2021-01-25,22.04,22.53 2021-01-26,23.01,22.0 2021-01-27,22.23,22.5 2021-01-28,22.06,22.0 2021-01-29,22.21,22.26 2021-02-01,22.83,22.3 2021-02-02,22.3,22.6 2021-02-03,22.06,22.03 2021-02-04,21.25,22.07 2021-02-05,20.81,20.77 2021-02-08,21.18,20.99 2021-02-09,21.39,21.38 2021-02-10,21.73,21.32 2021-02-18,22.1,21.63 2021-02-19,22.39,21.9 2021-02-22,23.94,22.55 2021-02-23,24.08,24.0 2021-02-24,23.1,23.8 2021-02-25,22.79,23.35 2021-02-26,22.21,22.33 2021-03-01,22.36,22.35 2021-03-02,22.41,22.1 2021-03-03,22.49,22.38 2021-03-04,22.28,22.17 2021-03-05,22.16,22.0 2021-03-08,22.16,22.33 2021-03-09,21.54,21.96 2021-03-10,21.29,21.87 2021-03-11,22.16,21.3 2021-03-12,21.78,22.0 2021-03-15,21.91,21.95 2021-03-16,22.01,21.93 2021-03-17,22.05,21.9 2021-03-18,22.27,22.35 2021-03-19,22.15,21.9 2021-03-22,22.01,21.95 2021-03-23,21.85,21.97 ","date,Upper,Middle,Lower,open 2021-01-29,24.85428232759618,23.2235,21.592717672403822,22.26 2021-02-01,24.7355158327262,23.1565,21.577484167273802,22.3 2021-02-02,24.479222974474517,23.035000000000004,21.59077702552549,22.6 2021-02-03,24.288166656515216,22.92,21.551833343484788,22.03 2021-02-04,24.06315341960474,22.750500000000002,21.437846580395266,22.07 2021-02-05,23.956921317552236,22.577999999999996,21.199078682447755,20.77 2021-02-08,23.920632822559586,22.467499999999998,21.01436717744041,20.99 2021-02-09,23.80632129389551,22.362000000000002,20.917678706104493,21.38 2021-02-10,23.67746955554195,22.2815,20.885530444458052,21.32 2021-02-18,23.62626575240321,22.2475,20.868734247596787,21.63 2021-02-19,23.573053332279873,22.223,20.872946667720125,21.9 2021-02-22,23.77023235650497,22.2665,20.76276764349503,22.55 2021-02-23,23.97408152464731,22.313499999999998,20.652918475352685,24.0 2021-02-24,23.985239488049615,22.3175,20.649760511950383,23.8 2021-02-25,23.951730560498284,22.304,20.656269439501713,23.35 2021-02-26,23.92872213957821,22.2855,20.64227786042179,22.33 2021-03-01,23.941076469701855,22.3015,20.661923530298147,22.35 2021-03-02,23.879782002635103,22.271499999999996,20.66321799736489,22.1 2021-03-03,23.895431097222968,22.2845,20.673568902777035,22.38 2021-03-04,23.903150148508683,22.2955,20.68784985149132,22.17 2021-03-05,23.90132956821666,22.293,20.68467043178334,22.0 2021-03-08,23.849499685534557,22.2595,20.66950031446544,22.33 2021-03-09,23.84184903647331,22.2215,20.60115096352669,21.96 2021-03-10,23.85270775886081,22.183,20.51329224113919,21.87 2021-03-11,23.84270289926638,22.2285,20.61429710073362,21.3 2021-03-12,23.771671870344786,22.276999999999997,20.78232812965521,22.0 2021-03-15,23.732996741806755,22.3135,20.894003258193248,21.95 2021-03-16,23.707943801555455,22.3445,20.981056198444545,21.93 2021-03-17,23.702058422134495,22.360500000000002,21.018941577865508,21.9 2021-03-18,23.70599513836064,22.369,21.032004861639358,22.35 2021-03-19,23.697329810158674,22.357,21.016670189841324,21.9 2021-03-22,23.392815768679387,22.2605,21.128184231320613,21.95 2021-03-23,22.92617179567969,22.148999999999997,21.371828204320305,21.97 " 1577,CN,technical,在2024年08月15日至2025年07月22日期间,士兰微开盘价小于布林带上轨的天数占总天数的百分比?(标准版:中轨SMA(20),乘数2,用总体标准差)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,96.8889,medium,channel,Middle = SMA_n(P);Upper = Middle + 2 * \sigma_n(P);Lower = Middle - 2 * \sigma_n(P),"date,close,open 2024-07-19,20.13,18.14 2024-07-22,21.43,20.57 2024-07-23,20.54,21.11 2024-07-24,20.43,20.33 2024-07-25,20.22,20.03 2024-07-26,20.35,20.13 2024-07-29,20.63,20.34 2024-07-30,21.74,20.34 2024-07-31,21.55,21.31 2024-08-01,23.26,21.4 2024-08-02,23.25,22.85 2024-08-05,22.38,22.7 2024-08-06,21.28,22.8 2024-08-07,20.92,21.22 2024-08-08,20.88,20.53 2024-08-09,20.88,21.25 2024-08-12,20.22,20.51 2024-08-13,20.41,20.22 2024-08-14,20.41,20.39 2024-08-15,20.41,20.12 2024-08-16,19.58,20.5 2024-08-19,19.9,19.29 2024-08-20,19.6,19.9 2024-08-21,19.06,19.52 2024-08-22,18.45,19.0 2024-08-23,18.18,18.41 2024-08-26,18.25,18.21 2024-08-27,17.86,18.18 2024-08-28,17.93,17.87 2024-08-29,18.46,17.82 2024-08-30,18.92,18.4 2024-09-02,18.18,18.8 2024-09-03,18.27,18.18 2024-09-04,18.19,18.04 2024-09-05,18.43,18.19 2024-09-06,18.44,18.38 2024-09-09,18.63,18.33 2024-09-10,18.4,18.59 2024-09-11,18.19,18.32 2024-09-12,17.88,18.3 2024-09-13,17.45,17.78 2024-09-18,17.49,17.45 2024-09-19,18.06,17.64 2024-09-20,18.0,18.07 2024-09-23,17.72,17.87 2024-09-24,18.45,17.87 2024-09-25,18.51,18.7 2024-09-26,19.44,18.46 2024-09-27,20.56,19.86 2024-09-30,22.62,21.69 2024-10-08,24.88,24.88 2024-10-09,27.37,27.35 2024-10-10,26.39,28.78 2024-10-11,24.2,24.88 2024-10-14,25.09,23.92 2024-10-15,25.0,25.09 2024-10-16,24.5,24.1 2024-10-17,24.32,25.0 2024-10-18,26.5,24.3 2024-10-21,26.71,27.05 2024-10-22,29.38,26.21 2024-10-23,28.26,29.24 2024-10-24,28.68,27.7 2024-10-25,28.76,28.68 2024-10-28,28.39,28.76 2024-10-29,29.41,28.26 2024-10-30,29.53,28.9 2024-10-31,31.07,29.54 2024-11-01,27.97,30.79 2024-11-04,28.51,27.52 2024-11-05,29.63,28.49 2024-11-06,29.79,29.72 2024-11-07,29.9,29.79 2024-11-08,30.39,30.31 2024-11-11,32.08,31.0 2024-11-12,33.3,32.1 2024-11-13,33.03,33.31 2024-11-14,31.18,32.51 2024-11-15,29.78,31.01 2024-11-18,28.33,29.66 2024-11-19,29.32,28.33 2024-11-20,29.34,29.11 2024-11-21,29.13,29.26 2024-11-22,27.78,29.15 2024-11-25,27.29,27.66 2024-11-26,26.79,27.0 2024-11-27,27.45,26.68 2024-11-28,27.18,27.47 2024-11-29,27.68,27.0 2024-12-02,28.12,27.7 2024-12-03,27.76,28.16 2024-12-04,28.26,28.45 2024-12-05,28.16,27.99 2024-12-06,28.29,28.16 2024-12-09,27.79,28.11 2024-12-10,27.8,28.8 2024-12-11,28.04,27.77 2024-12-12,27.93,28.08 2024-12-13,28.12,27.7 2024-12-16,27.36,28.02 2024-12-17,27.18,27.21 2024-12-18,27.6,27.28 2024-12-19,28.12,27.15 2024-12-20,28.96,28.15 2024-12-23,28.09,29.0 2024-12-24,28.5,28.25 2024-12-25,28.11,28.49 2024-12-26,28.52,28.11 2024-12-27,28.16,28.5 2024-12-30,27.36,27.9 2024-12-31,26.02,27.35 2025-01-02,24.7,25.81 2025-01-03,24.0,24.69 2025-01-06,24.09,24.0 2025-01-07,24.95,24.1 2025-01-08,24.68,24.61 2025-01-09,24.67,24.65 2025-01-10,24.22,24.45 2025-01-13,24.38,23.85 2025-01-14,25.41,24.62 2025-01-15,25.21,25.4 2025-01-16,25.12,25.31 2025-01-17,25.44,25.1 2025-01-20,25.43,25.6 2025-01-21,25.44,25.5 2025-01-22,25.26,25.3 2025-01-23,25.75,25.99 2025-01-24,25.85,25.52 2025-01-27,25.07,25.93 2025-02-05,25.77,25.73 2025-02-06,26.45,25.75 2025-02-07,26.54,26.52 2025-02-10,26.81,26.59 2025-02-11,26.32,26.82 2025-02-12,27.28,26.31 2025-02-13,26.65,27.2 2025-02-14,26.79,26.52 2025-02-17,26.65,26.8 2025-02-18,25.72,26.69 2025-02-19,26.7,25.72 2025-02-20,26.66,26.7 2025-02-21,27.1,26.66 2025-02-24,27.14,27.11 2025-02-25,27.02,26.75 2025-02-26,27.08,27.08 2025-02-27,26.86,27.11 2025-02-28,25.51,26.51 2025-03-03,25.6,25.69 2025-03-04,26.46,25.21 2025-03-05,26.24,26.73 2025-03-06,26.67,26.42 2025-03-07,26.02,26.67 2025-03-10,25.76,26.02 2025-03-11,25.73,25.5 2025-03-12,25.95,25.8 2025-03-13,25.26,25.85 2025-03-14,25.67,25.28 2025-03-17,25.65,25.72 2025-03-18,25.8,25.77 2025-03-19,25.42,25.7 2025-03-20,25.22,25.42 2025-03-21,24.65,25.15 2025-03-24,24.63,24.65 2025-03-25,24.5,24.55 2025-03-26,24.44,24.45 2025-03-27,24.61,24.42 2025-03-28,24.39,24.61 2025-03-31,24.11,24.26 2025-04-01,24.11,24.16 2025-04-02,23.94,24.08 2025-04-03,23.89,23.76 2025-04-07,21.5,22.26 2025-04-08,21.51,21.5 2025-04-09,22.55,21.32 2025-04-10,22.77,23.11 2025-04-11,23.97,22.75 2025-04-14,24.17,24.55 2025-04-15,23.9,24.0 2025-04-16,24.29,23.89 2025-04-17,24.32,24.1 2025-04-18,24.07,24.1 2025-04-21,24.34,24.18 2025-04-22,24.83,24.36 2025-04-23,24.95,24.64 2025-04-24,24.4,24.8 2025-04-25,24.39,24.4 2025-04-28,24.16,24.29 2025-04-29,24.4,24.08 2025-04-30,25.02,24.88 2025-05-06,25.31,25.23 2025-05-07,25.15,25.65 2025-05-08,25.16,25.15 2025-05-09,24.81,25.07 2025-05-12,25.27,24.95 2025-05-13,25.05,25.48 2025-05-14,25.14,25.02 2025-05-15,24.59,25.15 2025-05-16,24.55,24.58 2025-05-19,24.52,24.58 2025-05-20,24.51,24.48 2025-05-21,24.51,24.5 2025-05-22,24.99,24.79 2025-05-23,24.4,24.8 2025-05-26,24.54,24.4 2025-05-27,24.02,24.54 2025-05-28,23.8,24.12 2025-05-29,24.27,23.85 2025-05-30,24.02,24.19 2025-06-03,23.88,23.8 2025-06-04,23.97,23.89 2025-06-05,24.37,24.02 2025-06-06,24.26,24.36 2025-06-09,24.44,24.26 2025-06-10,23.92,24.5 2025-06-11,24.15,23.9 2025-06-12,23.81,24.03 2025-06-13,23.66,23.75 2025-06-16,23.8,23.5 2025-06-17,23.85,23.81 2025-06-18,23.99,23.73 2025-06-19,23.88,23.9 2025-06-20,23.6,23.73 2025-06-23,24.03,23.37 2025-06-24,24.45,24.08 2025-06-25,24.84,24.46 2025-06-26,24.63,24.86 2025-06-27,24.74,24.74 2025-06-30,24.82,24.83 2025-07-01,24.96,24.69 2025-07-02,24.69,24.8 2025-07-03,24.71,24.68 2025-07-04,24.51,24.72 2025-07-07,24.37,24.5 2025-07-08,24.84,24.4 2025-07-09,24.76,24.84 2025-07-10,24.93,24.69 2025-07-11,25.02,24.98 2025-07-14,24.89,25.04 2025-07-15,25.3,25.09 2025-07-16,25.22,25.32 2025-07-17,25.5,25.11 2025-07-18,25.44,25.53 2025-07-21,25.57,25.52 2025-07-22,25.33,25.5 ","date,Upper,Middle,Lower,open 2024-08-15,22.92341110150661,21.066,19.20858889849339,20.12 2024-08-16,22.965510897737737,21.0385,19.11148910226226,20.5 2024-08-19,22.94153125764662,20.962,18.98246874235338,19.29 2024-08-20,22.975364045502637,20.915,18.85463595449736,19.9 2024-08-21,23.052739107621836,20.8465,18.640260892378162,19.52 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2025-04-29,25.715227259078663,23.823,21.930772740921338,24.08 2025-04-30,25.82868647072169,23.8685,21.908313529278313,24.88 2025-05-06,25.995670444728912,23.937,21.87832955527109,25.23 2025-05-07,26.125107056126897,24.0,21.874892943873103,25.65 2025-05-08,26.027246187470727,24.183,22.338753812529273,25.15 2025-05-09,25.741550860212964,24.348,22.954449139787034,25.07 2025-05-12,25.663599932180524,24.484,23.30440006781948,24.95 2025-05-13,25.501318327058783,24.598,23.694681672941215,25.48 2025-05-14,25.54090431930214,24.6565,23.772095680697863,25.02 2025-05-15,25.534211736817163,24.677500000000002,23.82078826318284,25.15 2025-05-16,25.49235541795291,24.71,23.92764458204709,24.58 2025-05-19,25.485365825914652,24.7215,23.957634174085346,24.58 2025-05-20,25.479221892222004,24.731,23.982778107778,24.48 2025-05-21,25.446025252065372,24.753,24.05997474793463,24.5 2025-05-22,25.458685709890123,24.7855,24.112314290109875,24.79 2025-05-23,25.457293588604617,24.764,24.07070641139538,24.8 2025-05-26,25.437827732414796,24.7435,24.049172267585206,24.4 2025-05-27,25.47399249495927,24.7245,23.97500750504073,24.54 2025-05-28,25.535725876847067,24.695,23.854274123152933,24.12 2025-05-29,25.528496980670987,24.700499999999998,23.87250301932901,23.85 2025-05-30,25.552528702167887,24.6815,23.810471297832112,24.19 2025-06-03,25.547136981699886,24.6245,23.701863018300116,23.8 2025-06-04,25.465792353815814,24.557499999999997,23.64920764618418,23.89 2025-06-05,25.387827901312434,24.5185,23.649172098687565,24.02 2025-06-06,25.2973270449556,24.473499999999998,23.649672955044394,24.36 2025-06-09,25.26425892024758,24.455,23.645741079752415,24.26 2025-06-10,25.136549397570203,24.3875,23.638450602429796,24.5 2025-06-11,25.0327716856429,24.3425,23.652228314357103,23.9 2025-06-12,24.89913401447866,24.276,23.65286598552134,24.03 2025-06-13,24.88966588824347,24.229499999999998,23.569334111756525,23.75 2025-06-16,24.86023947803186,24.192,23.52376052196814,23.5 2025-06-17,24.824781472052383,24.158499999999997,23.49221852794761,23.81 2025-06-18,24.78226534225849,24.1325,23.48273465774151,23.73 2025-06-19,24.735409962090994,24.101,23.466590037909004,23.9 2025-06-20,24.55618180833749,24.0315,23.50681819166251,23.73 2025-06-23,24.50975345997818,24.012999999999998,23.516246540021815,23.37 2025-06-24,24.487385163687808,24.0085,23.529614836312195,24.08 2025-06-25,24.650215406827808,24.049500000000002,23.448784593172196,24.46 2025-06-26,24.73046540172264,24.091,23.451534598277362,24.86 2025-06-27,24.810588356460798,24.1145,23.4184116435392,24.74 2025-06-30,24.913380095931032,24.1545,23.395619904068965,24.83 2025-07-01,25.03247269372249,24.208499999999997,23.384527306277505,24.69 2025-07-02,25.086366378946384,24.2445,23.402633621053614,24.8 2025-07-03,25.12623753243415,24.2615,23.396762467565853,24.68 2025-07-04,25.145490676943993,24.274,23.40250932305601,24.72 2025-07-07,25.13985550840856,24.270500000000002,23.401144491591445,24.5 2025-07-08,25.203974506676275,24.316499999999998,23.42902549332372,24.4 2025-07-09,25.251258812509064,24.347,23.442741187490938,24.84 2025-07-10,25.306019379637174,24.403000000000002,23.49998062036283,24.69 2025-07-11,25.344313231320985,24.471,23.597686768679015,24.98 2025-07-14,25.359681634897523,24.5255,23.69131836510248,25.04 2025-07-15,25.436775297681272,24.598000000000003,23.759224702318733,25.09 2025-07-16,25.491280620115848,24.6595,23.827719379884154,25.32 2025-07-17,25.56837619847433,24.7405,23.912623801525672,25.11 2025-07-18,25.531953357987728,24.8325,24.13304664201227,25.53 2025-07-21,25.576957114727463,24.9095,24.24204288527254,25.52 2025-07-22,25.609922881990187,24.9535,24.29707711800981,25.5 " 1578,CN,technical,2021年07月27日-2021年11月28日,欧派家居的最低价大于布林带下轨的比例(单位:%)?(标准版:中轨SMA(20),乘数2,用总体标准差)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,85.3659,medium,channel,Middle = SMA_n(P);Upper = Middle + 2 * \sigma_n(P);Lower = Middle - 2 * \sigma_n(P),"date,close,open,low 2021-06-30,141.96,147.0,140.0 2021-07-01,146.5,141.39,140.0 2021-07-02,139.2,146.47,139.0 2021-07-05,135.92,140.0,133.0 2021-07-06,135.26,137.67,132.1 2021-07-07,140.89,135.15,133.59 2021-07-08,133.6,141.71,133.38 2021-07-09,132.5,134.74,129.58 2021-07-12,135.45,133.74,130.66 2021-07-13,135.25,135.0,133.54 2021-07-14,135.98,134.71,131.77 2021-07-15,138.89,135.88,134.78 2021-07-16,136.8,141.5,136.06 2021-07-19,137.85,135.27,133.39 2021-07-20,138.1,138.41,134.3 2021-07-21,139.27,137.96,136.0 2021-07-22,142.38,140.27,138.0 2021-07-23,142.0,142.4,140.02 2021-07-26,138.15,142.18,137.25 2021-07-27,129.6,138.18,128.98 2021-07-28,134.31,128.18,126.08 2021-07-29,134.73,134.31,133.14 2021-07-30,143.86,134.25,130.29 2021-08-02,138.91,144.5,129.5 2021-08-03,135.99,138.0,134.52 2021-08-04,141.1,135.99,134.36 2021-08-05,143.0,140.9,138.0 2021-08-06,141.7,140.92,137.15 2021-08-09,155.04,139.3,136.0 2021-08-10,149.4,154.0,144.5 2021-08-11,154.0,148.68,146.02 2021-08-12,144.38,157.5,142.68 2021-08-13,146.52,146.0,144.05 2021-08-16,159.68,144.0,143.81 2021-08-17,152.61,160.0,149.3 2021-08-18,150.0,150.29,145.12 2021-08-19,148.91,148.05,145.66 2021-08-20,143.0,149.7,142.0 2021-08-23,143.01,143.0,141.0 2021-08-24,143.21,143.5,141.1 2021-08-25,148.2,143.21,141.6 2021-08-26,143.21,146.98,139.01 2021-08-27,145.2,142.88,141.0 2021-08-30,148.41,143.54,142.11 2021-08-31,154.5,150.0,147.0 2021-09-01,152.21,153.68,146.02 2021-09-02,150.9,150.0,149.66 2021-09-03,151.44,150.14,146.1 2021-09-06,159.9,151.19,149.29 2021-09-07,153.01,157.8,150.31 2021-09-08,155.09,152.25,150.68 2021-09-09,146.29,155.5,143.23 2021-09-10,147.2,144.64,143.43 2021-09-13,146.0,147.47,142.5 2021-09-14,143.85,145.78,142.3 2021-09-15,137.5,143.99,136.68 2021-09-16,134.05,138.33,133.5 2021-09-17,133.0,134.5,130.47 2021-09-22,123.71,129.5,122.57 2021-09-23,129.15,125.05,123.25 2021-09-24,130.25,129.8,128.04 2021-09-27,133.99,128.62,128.62 2021-09-28,132.6,133.31,129.38 2021-09-29,133.28,129.11,129.1 2021-09-30,130.87,133.68,128.37 2021-10-08,132.43,131.7,128.02 2021-10-11,132.56,133.0,131.06 2021-10-12,131.57,131.6,129.33 2021-10-13,132.4,132.0,130.68 2021-10-14,133.9,131.79,131.34 2021-10-15,132.47,133.67,131.27 2021-10-18,133.73,132.08,128.8 2021-10-19,138.14,134.4,132.5 2021-10-20,131.17,139.0,131.1 2021-10-21,132.02,131.6,129.58 2021-10-22,138.75,132.19,131.4 2021-10-25,131.99,140.16,130.2 2021-10-26,126.77,131.22,126.56 2021-10-27,123.61,126.77,122.01 2021-10-28,121.28,124.99,119.68 2021-10-29,127.29,122.0,121.29 2021-11-01,126.13,128.23,123.67 2021-11-02,125.73,126.12,124.13 2021-11-03,123.32,125.5,122.8 2021-11-04,122.67,123.41,119.9 2021-11-05,122.22,122.0,120.4 2021-11-08,122.5,121.8,120.03 2021-11-09,121.3,122.39,120.2 2021-11-10,121.62,120.8,119.48 2021-11-11,126.21,121.4,121.4 2021-11-12,130.2,126.0,125.8 2021-11-15,127.9,130.98,127.25 2021-11-16,129.2,127.88,127.25 2021-11-17,128.41,129.25,127.26 2021-11-18,126.76,128.0,126.3 2021-11-19,124.82,126.01,123.0 2021-11-22,125.5,125.3,124.01 2021-11-23,127.77,127.0,123.5 2021-11-24,125.8,127.53,124.57 2021-11-25,126.0,126.15,124.5 2021-11-26,122.8,125.22,122.18 ","date,Upper,Middle,Lower,low 2021-07-27,145.3401367756226,137.77749999999997,130.21486322437735,128.98 2021-07-28,144.84579190422065,137.395,129.94420809577937,126.08 2021-07-29,143.04903241881848,136.8065,130.56396758118152,133.14 2021-07-30,143.93563362689557,137.0395,130.14336637310444,130.29 2021-08-02,144.11116411247235,137.18900000000002,130.2668358875277,129.5 2021-08-03,144.11421098246976,137.22549999999998,130.3367890175302,134.52 2021-08-04,144.14762325362136,137.236,130.32437674637862,134.36 2021-08-05,144.83955283151388,137.706,130.5724471684861,138.0 2021-08-06,145.0805568187701,138.166,131.2514431812299,137.15 2021-08-09,149.11768426424226,139.14550000000003,129.1733157357578,136.0 2021-08-10,150.59721723533178,139.853,129.10878276466823,144.5 2021-08-11,152.96950228193668,140.754,128.5384977180633,146.02 2021-08-12,153.31067289407702,141.02849999999998,128.74632710592294,142.68 2021-08-13,153.85801080527744,141.5145,129.17098919472255,144.05 2021-08-16,157.12867661280117,142.60600000000002,128.08332338719887,143.81 2021-08-17,158.32342886189105,143.33149999999998,128.3395711381089,149.3 2021-08-18,159.00739311861616,143.868,128.72860688138383,145.12 2021-08-19,159.4724690731459,144.1945,128.9165309268541,145.66 2021-08-20,159.49994293031187,144.24450000000002,128.98905706968816,142.0 2021-08-23,159.49978013993888,144.4875,129.47521986006115,141.0 2021-08-24,158.56632467139093,145.168,131.76967532860908,141.1 2021-08-25,158.34629569682247,145.8625,133.37870430317756,141.6 2021-08-26,157.7645961400401,146.28650000000002,134.80840385995992,139.01 2021-08-27,157.7897253825291,146.3535,134.9172746174709,141.0 2021-08-30,157.7669391482516,146.8285,135.8900608517484,142.11 2021-08-31,157.9764760210041,147.754,137.5315239789959,147.0 2021-09-01,158.22820651849347,148.3095,138.39079348150656,146.02 2021-09-02,158.37200324540956,148.7045,139.03699675459043,149.66 2021-09-03,158.36733407652974,149.1915,140.01566592347024,146.1 2021-09-06,159.43715659712484,149.4345,139.4318434028752,149.29 2021-09-07,159.73821194088143,149.61499999999998,139.49178805911853,150.31 2021-09-08,159.89774613509107,149.66950000000003,139.441253864909,150.68 2021-09-09,159.82824897833723,149.76500000000001,139.7017510216628,143.23 2021-09-10,159.82268175871548,149.799,139.77531824128454,143.43 2021-09-13,158.16830989196794,149.11499999999998,140.06169010803202,142.5 2021-09-14,157.8582898875923,148.677,139.4957101124077,142.3 2021-09-15,158.41388129636718,148.052,137.6901187036328,136.68 2021-09-16,159.31834452832473,147.309,135.29965547167527,133.5 2021-09-17,160.24255336461664,146.809,133.37544663538335,130.47 2021-09-22,162.59397719401437,145.844,129.09402280598562,122.57 2021-09-23,163.38751298193716,145.14100000000002,126.89448701806286,123.25 2021-09-24,163.53572877222845,144.24349999999998,124.95127122777151,128.04 2021-09-27,163.5853592632478,143.78249999999997,123.97964073675216,128.62 2021-09-28,163.5283051374663,143.15249999999997,122.77669486253365,129.38 2021-09-29,163.05633049106424,142.39600000000002,121.73566950893579,129.1 2021-09-30,161.67260008285217,141.2145,120.7563999171478,128.37 2021-10-08,160.37183115482807,140.2255,120.07916884517196,128.02 2021-10-11,159.09420420783638,139.3085,119.52279579216363,131.06 2021-10-12,157.5521551950904,138.315,119.07784480490962,129.33 2021-10-13,153.56289505471267,136.94,120.31710494528733,130.68 2021-10-14,150.91326615799142,135.9845,121.05573384200859,131.34 2021-10-15,146.986831405677,134.8535,122.72016859432298,131.27 2021-10-18,145.1678004436904,134.22549999999998,123.28319955630958,128.8 2021-10-19,143.16985255271328,133.7725,124.37514744728674,132.5 2021-10-20,140.61804132056665,133.031,125.44395867943336,131.1 2021-10-21,138.18040402288568,132.4395,126.69859597711434,129.58 2021-10-22,138.48406519523024,132.502,126.51993480476978,131.4 2021-10-25,138.3417128485217,132.399,126.4562871514783,130.2 2021-10-26,138.5056457602632,132.0875,125.6693542397368,126.56 2021-10-27,138.52684597146867,132.0825,125.63815402853133,122.01 2021-10-28,139.59653539353343,131.689,123.78146460646656,119.68 2021-10-29,139.65873342750203,131.541,123.42326657249797,121.29 2021-11-01,139.51077848564597,131.148,122.78522151435402,123.67 2021-11-02,139.45975152725114,130.80450000000002,122.1492484727489,124.13 2021-11-03,139.46615561579594,130.3065,121.14684438420406,122.8 2021-11-04,139.63439561455561,129.8965,120.15860438544439,119.9 2021-11-05,139.59806032101164,129.386,119.17393967898835,120.4 2021-11-08,139.40643499053323,128.88299999999998,118.35956500946672,120.03 2021-11-09,139.31227565336962,128.36950000000002,117.42672434663041,120.2 2021-11-10,138.985965880006,127.8305,116.67503411999401,119.48 2021-11-11,138.26313899328179,127.446,116.62886100671821,121.4 2021-11-12,137.98274671075637,127.33250000000001,116.68225328924363,125.8 2021-11-15,137.2863245922214,127.04100000000001,116.79567540777862,127.25 2021-11-16,135.56406889605512,126.59399999999998,117.62393110394484,127.25 2021-11-17,135.2228452706761,126.45600000000002,117.68915472932393,127.26 2021-11-18,134.58393344032567,126.19300000000001,117.80206655967437,126.3 2021-11-19,131.60458406949135,125.4965,119.38841593050866,123.0 2021-11-22,130.506265085274,125.172,119.83773491472598,124.01 2021-11-23,130.63343086438084,125.22200000000001,119.81056913561918,123.5 2021-11-24,130.69645396065738,125.33149999999998,119.96654603934256,124.57 2021-11-25,130.60400622951803,125.5675,120.53099377048196,124.5 2021-11-26,130.45212947574964,125.343,120.23387052425038,122.18 " 1579,CN,technical,统计中油资本在2020年02月14日到2020年12月16日间,收盘价小于布林带上轨的天数占比(%)。(标准版:中轨SMA(20),乘数2,用总体标准差)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,94.2029,medium,channel,Middle = SMA_n(P);Upper = Middle + 2 * \sigma_n(P);Lower = Middle - 2 * \sigma_n(P),"date,close,open,low 2020-01-10,11.77,11.99,11.75 2020-01-13,11.63,11.8,11.5 2020-01-14,12.18,11.68,11.65 2020-01-15,11.89,12.08,11.86 2020-01-16,11.74,11.9,11.7 2020-01-17,11.58,11.76,11.49 2020-01-20,11.64,11.64,11.5 2020-01-21,11.51,11.64,11.5 2020-01-22,11.2,11.41,11.16 2020-01-23,10.85,11.14,10.76 2020-02-03,9.77,9.77,9.77 2020-02-04,9.64,8.83,8.83 2020-02-05,10.05,9.72,9.58 2020-02-06,10.2,10.0,10.0 2020-02-07,10.2,10.23,10.03 2020-02-10,10.44,10.2,10.11 2020-02-11,10.54,10.48,10.4 2020-02-12,10.59,10.43,10.43 2020-02-13,10.29,10.66,10.26 2020-02-14,10.38,10.25,10.25 2020-02-17,10.72,10.5,10.49 2020-02-18,10.64,10.79,10.61 2020-02-19,10.73,10.62,10.53 2020-02-20,11.08,10.74,10.57 2020-02-21,11.0,11.0,10.9 2020-02-24,10.86,11.07,10.83 2020-02-25,11.11,10.64,10.51 2020-02-26,11.02,11.24,10.9 2020-02-27,11.05,11.06,10.96 2020-02-28,10.62,10.7,10.48 2020-03-02,11.07,10.7,10.7 2020-03-03,10.95,11.14,10.87 2020-03-04,10.98,10.8,10.79 2020-03-05,11.2,11.0,10.97 2020-03-06,10.94,11.09,10.9 2020-03-09,10.52,10.71,10.48 2020-03-10,10.81,10.54,10.41 2020-03-11,10.67,10.82,10.66 2020-03-12,10.48,10.75,10.41 2020-03-13,10.36,9.91,9.72 2020-03-16,9.88,10.36,9.87 2020-03-17,9.92,9.93,9.65 2020-03-18,9.68,9.93,9.65 2020-03-19,9.69,9.7,9.4 2020-03-20,9.82,9.7,9.6 2020-03-23,9.34,9.69,9.32 2020-03-24,9.51,9.53,9.29 2020-03-25,9.76,9.7,9.62 2020-03-26,9.68,9.78,9.6 2020-03-27,9.84,9.72,9.7 2020-03-30,9.65,9.82,9.58 2020-03-31,9.75,9.68,9.6 2020-04-01,9.76,9.75,9.64 2020-04-02,10.5,9.95,9.78 2020-04-03,10.18,10.46,10.12 2020-04-07,10.32,10.3,10.18 2020-04-08,10.18,10.21,10.15 2020-04-09,10.23,10.24,10.23 2020-04-10,10.13,10.27,10.05 2020-04-13,10.12,10.05,10.05 2020-04-14,10.16,10.17,10.04 2020-04-15,10.07,10.06,10.05 2020-04-16,10.01,10.06,9.97 2020-04-17,10.08,10.05,10.03 2020-04-20,10.07,10.1,10.02 2020-04-21,9.9,10.12,9.87 2020-04-22,9.82,9.81,9.72 2020-04-23,9.8,9.86,9.76 2020-04-24,9.94,9.8,9.73 2020-04-27,10.01,10.17,9.98 2020-04-28,9.97,10.03,9.76 2020-04-29,9.91,10.0,9.86 2020-04-30,10.06,9.95,9.95 2020-05-06,9.99,10.0,9.82 2020-05-07,9.93,9.93,9.85 2020-05-08,10.03,9.93,9.89 2020-05-11,10.09,10.02,10.01 2020-05-12,10.01,10.06,10.0 2020-05-13,9.95,9.99,9.91 2020-05-14,9.87,9.92,9.87 2020-05-15,9.85,9.95,9.83 2020-05-18,9.85,9.91,9.82 2020-05-19,9.89,9.99,9.86 2020-05-20,9.89,9.85,9.83 2020-05-21,9.83,9.85,9.83 2020-05-22,9.56,9.8,9.54 2020-05-25,9.56,9.6,9.47 2020-05-26,9.67,9.69,9.51 2020-05-27,9.7,9.67,9.62 2020-05-28,9.85,9.77,9.67 2020-05-29,9.72,9.67,9.61 2020-06-01,9.96,9.9,9.79 2020-06-02,10.1,9.96,9.9 2020-06-03,9.98,10.11,9.98 2020-06-04,10.0,9.98,9.96 2020-06-05,10.01,10.05,9.94 2020-06-08,10.05,10.16,10.0 2020-06-09,10.1,10.15,10.03 2020-06-10,10.16,10.12,9.98 2020-06-11,10.05,10.12,10.02 2020-06-12,10.16,9.94,9.81 2020-06-15,10.15,10.12,10.1 2020-06-16,10.22,10.15,9.96 2020-06-17,10.19,10.19,10.06 2020-06-18,10.16,10.16,10.12 2020-06-19,10.29,10.17,10.13 2020-06-22,10.58,10.34,10.29 2020-06-23,10.6,10.58,10.43 2020-06-24,10.55,10.61,10.5 2020-06-29,10.17,10.54,10.17 2020-06-30,10.39,10.17,10.15 2020-07-01,10.38,10.48,10.31 2020-07-02,10.99,10.4,10.34 2020-07-03,11.16,10.97,10.8 2020-07-06,11.86,11.22,11.22 2020-07-07,11.57,11.97,11.43 2020-07-08,11.82,11.5,11.38 2020-07-09,8.29,8.22,8.02 2020-07-10,8.1,8.2,8.06 2020-07-13,8.15,8.02,8.0 2020-07-14,8.09,8.16,8.01 2020-07-15,8.82,8.19,8.03 2020-07-16,7.95,8.4,7.94 2020-07-17,7.69,7.88,7.5 2020-07-20,7.97,7.67,7.67 2020-07-21,7.78,8.0,7.76 2020-07-22,7.82,7.72,7.72 2020-07-23,7.65,7.73,7.45 2020-07-24,7.23,7.58,7.21 2020-07-27,7.18,7.22,7.08 2020-07-28,7.18,7.22,7.11 2020-07-29,7.31,7.17,7.05 2020-07-30,7.29,7.28,7.24 2020-07-31,7.38,7.3,7.25 2020-08-03,7.53,7.4,7.4 2020-08-04,7.56,7.52,7.43 2020-08-05,7.49,7.51,7.42 2020-08-06,7.52,7.49,7.4 2020-08-07,7.39,7.48,7.33 2020-08-10,7.45,7.38,7.34 2020-08-11,7.32,7.45,7.32 2020-08-12,7.25,7.32,7.16 2020-08-13,7.29,7.28,7.23 2020-08-14,7.38,7.28,7.22 2020-08-17,7.69,7.5,7.41 2020-08-18,7.62,7.74,7.58 2020-08-19,7.49,7.61,7.47 2020-08-20,7.44,7.5,7.39 2020-08-21,7.41,7.45,7.34 2020-08-24,7.55,7.41,7.41 2020-08-25,7.43,7.56,7.42 2020-08-26,7.3,7.39,7.28 2020-08-27,7.34,7.3,7.24 2020-08-28,7.4,7.34,7.29 2020-08-31,7.33,7.37,7.32 2020-09-01,7.39,7.3,7.3 2020-09-02,7.3,7.39,7.25 2020-09-03,7.26,7.31,7.25 2020-09-04,7.24,7.18,7.13 2020-09-07,7.13,7.24,7.11 2020-09-08,7.15,7.14,7.08 2020-09-09,7.06,7.08,7.03 2020-09-10,6.96,7.1,6.96 2020-09-11,6.9,6.96,6.83 2020-09-14,6.92,6.91,6.88 2020-09-15,6.88,6.92,6.85 2020-09-16,6.82,6.88,6.81 2020-09-17,6.87,6.82,6.77 2020-09-18,7.07,6.88,6.87 2020-09-21,7.08,7.11,7.03 2020-09-22,7.03,7.02,6.98 2020-09-23,6.97,7.03,6.96 2020-09-24,6.87,6.97,6.86 2020-09-25,6.94,6.88,6.85 2020-09-28,6.96,6.91,6.9 2020-09-29,6.93,6.97,6.92 2020-09-30,6.82,6.93,6.77 2020-10-09,6.88,6.86,6.86 2020-10-12,7.04,6.89,6.89 2020-10-13,6.95,7.03,6.91 2020-10-14,6.89,6.96,6.87 2020-10-15,6.93,6.9,6.86 2020-10-16,6.92,6.92,6.88 2020-10-19,6.96,6.93,6.91 2020-10-20,7.09,6.93,6.9 2020-10-21,7.12,7.08,7.03 2020-10-22,7.15,7.1,7.03 2020-10-23,7.25,7.14,7.13 2020-10-26,7.02,7.25,6.94 2020-10-27,6.93,6.99,6.91 2020-10-28,6.86,6.93,6.83 2020-10-29,6.87,6.82,6.78 2020-10-30,6.72,6.88,6.7 2020-11-02,6.53,6.76,6.51 2020-11-03,6.76,6.57,6.54 2020-11-04,6.71,6.77,6.64 2020-11-05,6.78,6.75,6.71 2020-11-06,6.75,6.78,6.72 2020-11-09,6.89,6.76,6.75 2020-11-10,6.83,6.92,6.82 2020-11-11,6.85,6.85,6.82 2020-11-12,6.78,6.85,6.77 2020-11-13,6.73,6.79,6.68 2020-11-16,6.84,6.78,6.73 2020-11-17,6.9,6.85,6.77 2020-11-18,6.92,6.89,6.89 2020-11-19,6.92,6.93,6.89 2020-11-20,6.91,6.91,6.83 2020-11-23,7.02,6.9,6.88 2020-11-24,7.02,7.03,6.98 2020-11-25,7.0,7.06,7.0 2020-11-26,7.01,7.04,6.95 2020-11-27,7.14,7.02,7.02 2020-11-30,7.06,7.19,7.04 2020-12-01,7.21,7.07,6.97 2020-12-02,7.24,7.22,7.17 2020-12-03,7.28,7.2,7.2 2020-12-04,7.2,7.28,7.15 2020-12-07,7.07,7.2,7.06 2020-12-08,6.99,7.11,6.97 2020-12-09,6.86,7.0,6.83 2020-12-10,6.81,6.83,6.77 2020-12-11,6.7,6.83,6.69 2020-12-14,6.82,6.7,6.68 2020-12-15,6.82,6.8,6.78 2020-12-16,6.73,6.85,6.72 ","date,Upper,Middle,Lower,close 2020-02-14,12.436485313245532,10.9045,9.372514686754469,10.38 2020-02-17,12.33285921005341,10.852,9.37114078994659,10.72 2020-02-18,12.241622996828278,10.802499999999998,9.363377003171719,10.64 2020-02-19,12.022903708711523,10.73,9.437096291288478,10.73 2020-02-20,11.881313324308804,10.689499999999999,9.497686675691194,11.08 2020-02-21,11.75409656862211,10.6525,9.55090343137789,11.0 2020-02-24,11.638699099980043,10.6165,9.594300900019958,10.86 2020-02-25,11.528765146349185,10.59,9.651234853650815,11.11 2020-02-26,11.429548031072352,10.5655,9.701451968927648,11.02 2020-02-27,11.402265361127656,10.558000000000002,9.713734638872348,11.05 2020-02-28,11.380748763858842,10.546499999999998,9.712251236141155,10.62 2020-03-02,11.394628980436817,10.611500000000001,9.828371019563185,11.07 2020-03-03,11.332960364656284,10.677,10.021039635343715,10.95 2020-03-04,11.324641414311147,10.7235,10.122358585688852,10.98 2020-03-05,11.358282865686064,10.7735,10.188717134313936,11.2 2020-03-06,11.336103462697883,10.810500000000001,10.284896537302119,10.94 2020-03-09,11.329882382314338,10.814499999999999,10.29911761768566,10.52 2020-03-10,11.327823969013094,10.828,10.328176030986905,10.81 2020-03-11,11.325380177956111,10.832,10.33861982204389,10.67 2020-03-12,11.298764693585676,10.8415,10.384235306414324,10.48 2020-03-13,11.30186644871512,10.8405,10.37913355128488,10.36 2020-03-16,11.420923489273987,10.7985,10.176076510726014,9.88 2020-03-17,11.491578185107745,10.7625,10.033421814892254,9.92 2020-03-18,11.578723201025507,10.709999999999999,9.84127679897449,9.68 2020-03-19,11.597609711579612,10.6405,9.683390288420387,9.69 2020-03-20,11.586950645233276,10.5815,9.576049354766724,9.82 2020-03-23,11.637126705234556,10.5055,9.373873294765444,9.34 2020-03-24,11.60027614888966,10.425500000000001,9.250723851110342,9.51 2020-03-25,11.538133871577381,10.3625,9.18686612842262,9.76 2020-03-26,11.461037274468996,10.294,9.126962725531005,9.68 2020-03-27,11.427970587866561,10.255,9.08202941213344,9.84 2020-03-30,11.322444552887854,10.184,9.045555447112145,9.65 2020-03-31,11.2203466605048,10.123999999999999,9.027653339495197,9.75 2020-04-01,11.095978218550629,10.063,9.030021781449372,9.76 2020-04-02,10.945487874579296,10.028,9.110512125420705,10.5 2020-04-03,10.811145541301926,9.989999999999998,9.168854458698071,10.18 2020-04-07,10.779674933957564,9.98,9.180325066042437,10.32 2020-04-08,10.659647663991125,9.9485,9.237352336008874,10.18 2020-04-09,10.571116940515868,9.9265,9.281883059484134,10.23 2020-04-10,10.510095666262899,9.909,9.307904333737103,10.13 2020-04-13,10.470553833567553,9.897,9.323446166432447,10.12 2020-04-14,10.495770040272273,9.911,9.326229959727726,10.16 2020-04-15,10.507372651767795,9.9185,9.329627348232204,10.07 2020-04-16,10.514637817951895,9.934999999999999,9.355362182048102,10.01 2020-04-17,10.526040899673886,9.9545,9.382959100326113,10.08 2020-04-20,10.537161380663436,9.967,9.396838619336565,10.07 2020-04-21,10.489186199726413,9.995000000000001,9.500813800273589,9.9 2020-04-22,10.460321075540078,10.010499999999999,9.56067892445992,9.82 2020-04-23,10.458184866245235,10.0125,9.566815133754764,9.8 2020-04-24,10.446093628102034,10.0255,9.604906371897965,9.94 2020-04-27,10.446038833121387,10.034,9.621961166878615,10.01 2020-04-28,10.424272627906495,10.05,9.675727372093506,9.97 2020-04-29,10.412604004489562,10.058000000000002,9.70339599551044,9.91 2020-04-30,10.400236917232808,10.072999999999999,9.745763082767189,10.06 2020-05-06,10.310929307405294,10.0475,9.784070692594705,9.99 2020-05-07,10.295806441638302,10.035,9.774193558361699,9.93 2020-05-08,10.24619669913411,10.0205,9.79480330086589,10.03 2020-05-11,10.232185105870025,10.016000000000002,9.799814894129979,10.09 2020-05-12,10.197613602842667,10.004999999999999,9.812386397157331,10.01 2020-05-13,10.181083764820237,9.995999999999999,9.81091623517976,9.95 2020-05-14,10.167160011978744,9.9835,9.799839988021255,9.87 2020-05-15,10.141505043154465,9.968,9.794494956845535,9.85 2020-05-18,10.131137876408419,9.957,9.782862123591583,9.85 2020-05-19,10.125688293826556,9.951,9.776311706173445,9.89 2020-05-20,10.107545174576178,9.941500000000001,9.775454825423825,9.89 2020-05-21,10.091299258342037,9.9295,9.767700741657965,9.83 2020-05-22,10.140874692118091,9.9125,9.684125307881908,9.56 2020-05-25,10.172664785431857,9.8995,9.626335214568142,9.56 2020-05-26,10.181104147835521,9.892999999999999,9.604895852164477,9.67 2020-05-27,10.18005852270088,9.881,9.58194147729912,9.7 2020-05-28,10.166332575756655,9.873000000000001,9.579667424243347,9.85 2020-05-29,10.157516834539782,9.8605,9.563483165460218,9.72 2020-06-01,10.162472870223722,9.863000000000001,9.563527129776281,9.96 2020-06-02,10.170188466361417,9.865,9.559811533638584,10.1 2020-06-03,10.168899408672278,9.8645,9.560100591327721,9.98 2020-06-04,10.176907753220977,9.867999999999999,9.55909224677902,10.0 2020-06-05,10.173926701347462,9.867,9.56007329865254,10.01 2020-06-08,10.166562597150296,9.864999999999998,9.5634374028497,10.05 2020-06-09,10.182068392515994,9.869499999999999,9.556931607484003,10.1 2020-06-10,10.215916656330158,9.88,9.544083343669843,10.16 2020-06-11,10.232912779640468,9.889,9.54508722035953,10.05 2020-06-12,10.267403568458667,9.9045,9.541596431541334,10.16 2020-06-15,10.29667237438608,9.9195,9.542327625613918,10.15 2020-06-16,10.334818254346557,9.936,9.537181745653443,10.22 2020-06-17,10.364081105837624,9.950999999999999,9.537918894162374,10.19 2020-06-18,10.386254104457539,9.9675,9.54874589554246,10.16 2020-06-19,10.401008816023067,10.004000000000001,9.606991183976936,10.29 2020-06-22,10.472300850706104,10.055,9.637699149293896,10.58 2020-06-23,10.543372153456222,10.1015,9.659627846543778,10.6 2020-06-24,10.586736942212912,10.144,9.701263057787088,10.55 2020-06-29,10.581710801379382,10.16,9.738289198620619,10.17 2020-06-30,10.57456561114858,10.1935,9.81243438885142,10.39 2020-07-01,10.587995649238437,10.2145,9.841004350761562,10.38 2020-07-02,10.758235415410448,10.259,9.759764584589552,10.99 2020-07-03,10.936145613913135,10.318000000000001,9.699854386086868,11.16 2020-07-06,11.307011160644805,10.411000000000001,9.514988839355198,11.86 2020-07-07,11.496470098811896,10.489,9.481529901188106,11.57 2020-07-08,11.717427629281813,10.5775,9.437572370718188,11.82 2020-07-09,11.99285656687483,10.486999999999998,8.981143433125167,8.29 2020-07-10,12.212479149457286,10.383999999999999,8.555520850542711,8.1 2020-07-13,12.358559373393293,10.289,8.219440626606707,8.15 2020-07-14,12.466731904037825,10.185500000000001,7.904268095962177,8.09 2020-07-15,12.476752319477182,10.119,7.761247680522818,8.82 2020-07-16,12.544464158864798,10.005500000000001,7.4665358411352045,7.95 2020-07-17,12.609847724274069,9.880500000000001,7.151152275725935,7.69 2020-07-20,12.61981659641333,9.771,6.922183403586673,7.97 2020-07-21,12.610579931468967,9.6455,6.680420068531033,7.78 2020-07-22,12.541862371240455,9.5075,6.473137628759544,7.82 2020-07-23,12.453813181173032,9.360000000000001,6.266186818826969,7.65 2020-07-24,12.36978588698923,9.193999999999999,6.018214113010767,7.23 2020-07-27,12.302864467029428,9.0445,5.786135532970571,7.18 2020-07-28,12.177492978586711,8.884,5.5905070214132895,7.18 2020-07-29,12.016947778377128,8.730500000000001,5.444052221622874,7.31 2020-07-30,11.716900163965429,8.5455,5.374099836034572,7.29 2020-07-31,11.32625605058731,8.3565,5.386743949412692,7.38 2020-08-03,10.652703723083944,8.139999999999999,5.627296276916054,7.53 2020-08-04,9.906014429135952,7.9395,5.972985570864047,7.56 2020-08-05,8.564691154759208,7.723000000000001,6.8813088452407944,7.49 2020-08-06,8.488526740848764,7.6845,6.880473259151237,7.52 2020-08-07,8.43908607126052,7.649000000000001,6.858913928739482,7.39 2020-08-10,8.373642020954527,7.614,6.854357979045472,7.45 2020-08-11,8.312452508646166,7.5755,6.838547491353833,7.32 2020-08-12,7.97646219871839,7.497,7.01753780128161,7.25 2020-08-13,7.903381383310526,7.464,7.024618616689475,7.29 2020-08-14,7.876624981751673,7.4485,7.020375018248327,7.38 2020-08-17,7.808370298365448,7.4345,7.060629701634552,7.69 2020-08-18,7.776544282912703,7.4265,7.076455717087296,7.62 2020-08-19,7.71212580161229,7.410000000000001,7.107874198387712,7.49 2020-08-20,7.681455670274367,7.399500000000001,7.117544329725634,7.44 2020-08-21,7.67951844955624,7.408500000000001,7.137481550443762,7.41 2020-08-24,7.683210850667705,7.427,7.170789149332294,7.55 2020-08-25,7.669323845585852,7.4395,7.209676154414147,7.43 2020-08-26,7.669989177235363,7.439,7.208010822764637,7.3 2020-08-27,7.667001662964756,7.4415000000000004,7.215998337035245,7.34 2020-08-28,7.6670773808732084,7.4425,7.217922619126791,7.4 2020-08-31,7.658409273824404,7.4325,7.206590726175596,7.33 2020-09-01,7.6427601426217056,7.4239999999999995,7.205239857378293,7.39 2020-09-02,7.637432725277982,7.414499999999999,7.191567274722017,7.3 2020-09-03,7.62859249216975,7.4015,7.174407507830251,7.26 2020-09-04,7.631773000990162,7.394,7.156226999009839,7.24 2020-09-07,7.640343286553833,7.378,7.1156567134461675,7.13 2020-09-08,7.649248100976336,7.3695,7.089751899023665,7.15 2020-09-09,7.666920185064238,7.360000000000001,7.0530798149357645,7.06 2020-09-10,7.695822295632656,7.343500000000001,6.991177704367345,6.96 2020-09-11,7.720622175901386,7.3195,6.918377824098613,6.9 2020-09-14,7.680294377621149,7.281000000000001,6.881705622378852,6.92 2020-09-15,7.6479009779634834,7.244,6.840099022036516,6.88 2020-09-16,7.637699016852632,7.210499999999999,6.783300983147366,6.82 2020-09-17,7.620068487795977,7.1819999999999995,6.743931512204022,6.87 2020-09-18,7.59262132781218,7.164999999999999,6.737378672187818,7.07 2020-09-21,7.531949740683551,7.141500000000001,6.75105025931645,7.08 2020-09-22,7.4912174596903025,7.1215,6.751782540309698,7.03 2020-09-23,7.470814160469287,7.1049999999999995,6.7391858395307125,6.97 2020-09-24,7.4442823038681025,7.0815,6.718717696131898,6.87 2020-09-25,7.394968423481084,7.0585,6.7220315765189165,6.94 2020-09-28,7.35470621220409,7.040000000000001,6.725293787795912,6.96 2020-09-29,7.290576314763986,7.017,6.7434236852360145,6.93 2020-09-30,7.2465428957786875,6.993,6.739457104221313,6.82 2020-10-09,7.200132704401291,6.974000000000001,6.747867295598711,6.88 2020-10-12,7.157535526454035,6.964,6.770464473545966,7.04 2020-10-13,7.132932571497856,6.955,6.777067428502144,6.95 2020-10-14,7.0976406116662325,6.942,6.786359388333768,6.89 2020-10-15,7.081441769208951,6.9355,6.78955823079105,6.93 2020-10-16,7.0791399670414625,6.9334999999999996,6.787860032958537,6.92 2020-10-19,7.081727407881016,6.9365000000000006,6.791272592118985,6.96 2020-10-20,7.104561900213802,6.945,6.785438099786199,7.09 2020-10-21,7.130677862722454,6.956999999999999,6.783322137277544,7.12 2020-10-22,7.154527622201256,6.9735,6.7924723777987435,7.15 2020-10-23,7.203390967089256,6.9925,6.781609032910743,7.25 2020-10-26,7.198326666559617,6.99,6.781673333440383,7.02 2020-10-27,7.188108851949135,6.9825,6.776891148050865,6.93 2020-10-28,7.185035542029869,6.973999999999999,6.76296445797013,6.86 2020-10-29,7.184861066428943,6.968999999999999,6.753138933571056,6.87 2020-10-30,7.199850582126077,6.961499999999999,6.7231494178739215,6.72 2020-11-02,7.244769649569932,6.941,6.637230350430068,6.53 2020-11-03,7.244617601546594,6.930999999999999,6.617382398453405,6.76 2020-11-04,7.248085354747569,6.92,6.591914645252431,6.71 2020-11-05,7.248974319245221,6.917999999999999,6.587025680754778,6.78 2020-11-06,7.2502196480864916,6.911499999999999,6.572780351913507,6.75 2020-11-09,7.237610551391645,6.904000000000001,6.570389448608356,6.89 2020-11-10,7.2324009569361865,6.898000000000001,6.563599043063815,6.83 2020-11-11,7.231046265461706,6.895999999999999,6.560953734538292,6.85 2020-11-12,7.226865187334387,6.888499999999999,6.55013481266561,6.78 2020-11-13,7.223899985502806,6.8790000000000004,6.534100014497195,6.73 2020-11-16,7.216225873150371,6.872999999999999,6.529774126849627,6.84 2020-11-17,7.192393599815858,6.863499999999999,6.53460640018414,6.9 2020-11-18,7.16212760731962,6.8534999999999995,6.544872392680379,6.92 2020-11-19,7.121327764462887,6.8420000000000005,6.562672235537114,6.92 2020-11-20,7.035950231096893,6.825,6.614049768903107,6.91 2020-11-23,7.035950231096893,6.825,6.614049768903107,7.02 2020-11-24,7.052701702502094,6.8295,6.606298297497907,7.02 2020-11-25,7.071555312639033,6.836500000000001,6.601444687360969,7.0 2020-11-26,7.0901799545967075,6.843500000000001,6.596820045403294,7.01 2020-11-27,7.135828214529625,6.8645,6.593171785470374,7.14 2020-11-30,7.12780371618671,6.891,6.65419628381329,7.06 2020-12-01,7.1799038288010095,6.913500000000001,6.647096171198992,7.21 2020-12-02,7.2249561369752175,6.94,6.655043863024783,7.24 2020-12-03,7.275966236109069,6.965000000000001,6.654033763890933,7.28 2020-12-04,7.298104249809692,6.9875,6.676895750190307,7.2 2020-12-07,7.305710284434141,6.996499999999999,6.687289715565858,7.07 2020-12-08,7.3041981815090695,7.0045,6.704801818490931,6.99 2020-12-09,7.303697171060998,7.005000000000001,6.706302828939004,6.86 2020-12-10,7.300933354088566,7.0065,6.712066645911434,6.81 2020-12-11,7.305299850149551,7.005,6.704700149850448,6.7 2020-12-14,7.3066152672947,7.004,6.701384732705299,6.82 2020-12-15,7.310032256386077,7.0,6.689967743613923,6.82 2020-12-16,7.32074082121967,6.9905,6.66025917878033,6.73 " 1580,CN,technical,"上港集团2021年12月01日-2022年09月15日, 对于肯特纳通道,最高价小于下轨的天数占比?(单位:%)(标准版:中轨EMA(20),ATR(10),乘数2;EMA从前4n个数据开始计算,初始值用首个数据点;ATR计算用SMA)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。",6.2745,medium,channel,Middle = EMA_{n_{ema}}(C);Upper = Middle + 2 * ATR_{n_{atr}};Lower = Middle - 2 * ATR_{n_{atr}},"date,close,high,low 2021-08-02,5.07,5.1,4.92 2021-08-03,5.05,5.08,4.99 2021-08-04,5.03,5.08,4.99 2021-08-05,5.05,5.08,5.01 2021-08-06,5.0,5.07,4.98 2021-08-09,5.11,5.15,4.94 2021-08-10,5.09,5.16,5.03 2021-08-11,5.05,5.14,5.04 2021-08-12,5.08,5.12,5.03 2021-08-13,5.07,5.11,5.04 2021-08-16,5.12,5.15,5.05 2021-08-17,5.0,5.14,5.0 2021-08-18,5.19,5.21,4.99 2021-08-19,5.11,5.23,5.1 2021-08-20,5.07,5.13,5.03 2021-08-23,5.13,5.13,5.05 2021-08-24,5.16,5.19,5.09 2021-08-25,5.26,5.27,5.16 2021-08-26,5.26,5.35,5.24 2021-08-27,5.22,5.33,5.16 2021-08-30,5.54,5.64,5.24 2021-08-31,5.59,5.68,5.52 2021-09-01,5.8,5.85,5.58 2021-09-02,5.95,5.98,5.75 2021-09-03,5.83,5.94,5.75 2021-09-06,5.9,6.0,5.81 2021-09-07,5.97,6.07,5.86 2021-09-08,6.23,6.34,5.97 2021-09-09,6.15,6.23,6.07 2021-09-10,6.09,6.37,6.02 2021-09-13,6.17,6.35,6.01 2021-09-14,6.17,6.31,6.13 2021-09-15,6.26,6.34,6.12 2021-09-16,6.13,6.34,6.11 2021-09-17,6.23,6.33,6.13 2021-09-22,6.22,6.22,6.05 2021-09-23,6.29,6.39,6.23 2021-09-24,6.18,6.35,6.08 2021-09-27,6.11,6.21,6.06 2021-09-28,6.12,6.17,5.87 2021-09-29,5.96,6.13,5.92 2021-09-30,6.09,6.13,5.96 2021-10-08,6.11,6.28,6.05 2021-10-11,6.06,6.13,5.96 2021-10-12,5.9,6.06,5.83 2021-10-13,5.75,5.88,5.62 2021-10-14,5.6,5.76,5.57 2021-10-15,5.75,5.8,5.61 2021-10-18,5.89,5.96,5.72 2021-10-19,5.91,5.94,5.8 2021-10-20,5.95,5.99,5.83 2021-10-21,5.81,5.97,5.75 2021-10-22,5.77,5.85,5.71 2021-10-25,5.76,5.86,5.7 2021-10-26,5.79,5.88,5.72 2021-10-27,5.69,5.78,5.65 2021-10-28,5.6,5.75,5.55 2021-10-29,5.66,5.68,5.5 2021-11-01,5.1,5.62,5.09 2021-11-02,4.91,5.15,4.83 2021-11-03,4.84,4.92,4.81 2021-11-04,4.81,4.86,4.8 2021-11-05,4.71,4.82,4.7 2021-11-08,4.68,4.74,4.67 2021-11-09,4.63,4.7,4.6 2021-11-10,4.64,4.66,4.57 2021-11-11,4.68,4.71,4.6 2021-11-12,4.62,4.7,4.61 2021-11-15,4.66,4.69,4.59 2021-11-16,4.63,4.76,4.62 2021-11-17,4.68,4.7,4.63 2021-11-18,4.67,4.72,4.66 2021-11-19,4.72,4.74,4.67 2021-11-22,4.78,4.84,4.72 2021-11-23,4.91,5.02,4.76 2021-11-24,4.86,4.91,4.83 2021-11-25,4.9,4.92,4.83 2021-11-26,4.77,4.9,4.77 2021-11-29,4.73,4.79,4.66 2021-11-30,4.79,4.83,4.72 2021-12-01,4.85,4.85,4.77 2021-12-02,5.06,5.15,4.84 2021-12-03,5.57,5.57,5.5 2021-12-06,5.8,5.86,5.57 2021-12-07,5.6,5.73,5.49 2021-12-08,5.72,5.77,5.59 2021-12-09,5.82,5.96,5.75 2021-12-10,5.7,5.77,5.66 2021-12-13,5.57,5.71,5.55 2021-12-14,5.42,5.57,5.39 2021-12-15,5.42,5.69,5.4 2021-12-16,5.49,5.51,5.36 2021-12-17,5.51,5.57,5.43 2021-12-20,5.51,5.57,5.45 2021-12-21,5.67,5.7,5.48 2021-12-22,5.61,5.71,5.56 2021-12-23,5.56,5.63,5.5 2021-12-24,5.48,5.56,5.46 2021-12-27,5.42,5.49,5.41 2021-12-28,5.44,5.46,5.36 2021-12-29,5.45,5.49,5.4 2021-12-30,5.49,5.51,5.42 2021-12-31,5.48,5.5,5.44 2022-01-04,5.65,5.72,5.5 2022-01-05,6.07,6.22,5.63 2022-01-06,5.95,6.14,5.9 2022-01-07,6.14,6.2,5.9 2022-01-10,6.07,6.17,5.98 2022-01-11,5.97,6.09,5.95 2022-01-12,5.95,6.01,5.86 2022-01-13,5.94,6.01,5.91 2022-01-14,5.78,6.01,5.75 2022-01-17,5.76,5.81,5.7 2022-01-18,5.89,5.94,5.75 2022-01-19,5.88,5.94,5.81 2022-01-20,5.89,5.93,5.82 2022-01-21,5.78,5.9,5.75 2022-01-24,5.78,5.93,5.64 2022-01-25,5.69,5.84,5.68 2022-01-26,5.83,5.92,5.64 2022-01-27,5.84,5.95,5.77 2022-01-28,5.67,5.94,5.65 2022-02-07,5.93,5.96,5.73 2022-02-08,6.03,6.06,5.88 2022-02-09,6.06,6.15,6.02 2022-02-10,6.12,6.12,6.03 2022-02-11,6.1,6.21,6.07 2022-02-14,5.88,6.1,5.83 2022-02-15,5.77,5.9,5.7 2022-02-16,5.92,5.94,5.78 2022-02-17,5.84,5.97,5.8 2022-02-18,5.94,5.95,5.79 2022-02-21,5.87,5.96,5.85 2022-02-22,5.79,5.88,5.74 2022-02-23,5.74,5.81,5.71 2022-02-24,5.6,5.77,5.53 2022-02-25,5.65,5.73,5.6 2022-02-28,5.69,5.71,5.58 2022-03-01,5.71,5.75,5.66 2022-03-02,5.76,5.77,5.65 2022-03-03,6.05,6.1,5.75 2022-03-04,5.86,6.06,5.82 2022-03-07,5.58,5.87,5.55 2022-03-08,5.31,5.62,5.3 2022-03-09,5.35,5.39,5.15 2022-03-10,5.42,5.51,5.36 2022-03-11,5.62,5.64,5.22 2022-03-14,5.6,5.8,5.58 2022-03-15,5.42,5.62,5.4 2022-03-16,5.72,5.74,5.45 2022-03-17,5.67,5.77,5.63 2022-03-18,5.63,5.73,5.55 2022-03-21,5.53,5.66,5.46 2022-03-22,5.6,5.63,5.48 2022-03-23,5.56,5.65,5.5 2022-03-24,5.51,5.57,5.48 2022-03-25,5.41,5.51,5.4 2022-03-28,5.46,5.5,5.25 2022-03-29,5.41,5.47,5.37 2022-03-30,5.42,5.44,5.35 2022-03-31,5.47,5.5,5.38 2022-04-01,6.02,6.02,5.65 2022-04-06,6.11,6.13,5.84 2022-04-07,6.14,6.21,6.0 2022-04-08,6.27,6.32,6.11 2022-04-11,6.08,6.32,6.06 2022-04-12,6.15,6.3,5.95 2022-04-13,6.09,6.25,6.05 2022-04-14,6.14,6.17,6.02 2022-04-15,6.19,6.23,6.04 2022-04-18,6.22,6.26,6.05 2022-04-19,6.24,6.33,6.17 2022-04-20,6.1,6.23,6.08 2022-04-21,5.98,6.12,5.95 2022-04-22,6.08,6.14,5.91 2022-04-25,5.75,6.01,5.75 2022-04-26,5.74,5.93,5.72 2022-04-27,5.79,5.82,5.62 2022-04-28,5.82,5.93,5.68 2022-04-29,5.93,5.93,5.73 2022-05-05,6.4,6.45,5.91 2022-05-06,6.14,6.41,6.11 2022-05-09,6.17,6.26,6.08 2022-05-10,6.21,6.23,5.96 2022-05-11,6.01,6.22,6.0 2022-05-12,6.05,6.08,5.88 2022-05-13,6.36,6.39,5.99 2022-05-16,6.24,6.35,6.15 2022-05-17,6.13,6.29,6.07 2022-05-18,6.08,6.18,6.05 2022-05-19,6.02,6.04,5.9 2022-05-20,6.16,6.19,6.01 2022-05-23,6.12,6.21,6.1 2022-05-24,5.95,6.18,5.94 2022-05-25,6.23,6.25,5.93 2022-05-26,6.3,6.33,6.19 2022-05-27,6.3,6.34,6.22 2022-05-30,6.29,6.43,6.22 2022-05-31,6.25,6.38,6.24 2022-06-01,6.43,6.49,6.24 2022-06-02,6.19,6.42,6.16 2022-06-06,6.2,6.22,6.09 2022-06-07,6.27,6.34,6.17 2022-06-08,6.24,6.33,6.11 2022-06-09,6.14,6.26,6.12 2022-06-10,6.15,6.18,6.07 2022-06-13,5.99,6.16,5.95 2022-06-14,6.03,6.04,5.89 2022-06-15,6.06,6.17,6.0 2022-06-16,5.96,6.12,5.95 2022-06-17,5.93,5.95,5.86 2022-06-20,5.95,5.97,5.88 2022-06-21,5.86,5.96,5.82 2022-06-22,5.82,5.9,5.82 2022-06-23,5.86,5.86,5.75 2022-06-24,5.9,5.92,5.81 2022-06-27,5.86,5.93,5.82 2022-06-28,5.9,5.91,5.8 2022-06-29,5.83,5.92,5.82 2022-06-30,5.83,5.9,5.8 2022-07-01,5.83,5.84,5.78 2022-07-04,5.83,5.83,5.75 2022-07-05,5.92,5.99,5.81 2022-07-06,5.71,5.92,5.66 2022-07-07,5.69,5.77,5.67 2022-07-08,5.75,5.76,5.68 2022-07-11,5.7,5.75,5.66 2022-07-12,5.67,5.73,5.66 2022-07-13,5.66,5.71,5.64 2022-07-14,5.64,5.7,5.55 2022-07-15,5.5,5.66,5.5 2022-07-18,5.54,5.56,5.45 2022-07-19,5.6,5.62,5.53 2022-07-20,5.62,5.64,5.59 2022-07-21,5.57,5.66,5.57 2022-07-22,5.6,5.62,5.56 2022-07-25,5.58,5.64,5.58 2022-07-26,5.62,5.62,5.51 2022-07-27,5.56,5.61,5.55 2022-07-28,5.56,5.59,5.53 2022-07-29,5.48,5.55,5.45 2022-08-01,5.47,5.49,5.41 2022-08-02,5.35,5.44,5.2 2022-08-03,5.25,5.39,5.24 2022-08-04,5.32,5.33,5.25 2022-08-05,5.37,5.38,5.27 2022-08-08,5.4,5.43,5.36 2022-08-09,5.4,5.43,5.35 2022-08-10,5.37,5.42,5.35 2022-08-11,5.47,5.47,5.4 2022-08-12,5.5,5.51,5.45 2022-08-15,5.49,5.54,5.46 2022-08-16,5.45,5.52,5.45 2022-08-17,5.49,5.5,5.43 2022-08-18,5.41,5.49,5.38 2022-08-19,5.25,5.27,5.21 2022-08-22,5.38,5.41,5.25 2022-08-23,5.34,5.38,5.3 2022-08-24,5.29,5.38,5.27 2022-08-25,5.43,5.45,5.29 2022-08-26,5.41,5.44,5.37 2022-08-29,5.39,5.4,5.31 2022-08-30,5.39,5.55,5.37 2022-08-31,5.41,5.48,5.37 2022-09-01,5.33,5.45,5.31 2022-09-02,5.3,5.37,5.28 2022-09-05,5.43,5.44,5.3 2022-09-06,5.49,5.51,5.42 2022-09-07,5.49,5.5,5.43 2022-09-08,5.55,5.56,5.47 2022-09-09,5.6,5.63,5.51 2022-09-13,5.54,5.6,5.51 2022-09-14,5.49,5.54,5.45 2022-09-15,5.51,5.55,5.44 ","date,Upper,Middle,Lower,high 2021-08-27,5.382671737357087,5.130671737357087,4.878671737357087,5.33 2021-08-30,5.485655381418317,5.169655381418317,4.853655381418317,5.64 2021-08-31,5.52968820223562,5.20968820223562,4.88968820223562,5.68 2021-09-01,5.595908373451275,5.265908373451275,4.935908373451275,5.85 2021-09-02,5.681059956932105,5.331059956932106,4.981059956932106,5.98 2021-09-03,5.748578056271905,5.3785780562719046,5.008578056271904,5.94 2021-09-06,5.820237289007914,5.428237289007914,5.0362372890079135,6.0 2021-09-07,5.893833737673827,5.479833737673827,5.065833737673827,6.07 2021-09-08,6.017278143609654,5.551278143609654,5.085278143609654,6.34 2021-09-09,6.0842992727896865,5.6082992727896865,5.132299272789687,6.23 2021-09-10,6.166175532524003,5.654175532524002,5.142175532524002,6.37 2021-09-13,6.199301672283621,5.7033016722836205,5.20730167228362,6.35 2021-09-14,6.247749132066133,5.747749132066133,5.247749132066133,6.31 2021-09-15,6.286534929012216,5.796534929012216,5.306534929012216,6.34 2021-09-16,6.318293507201529,5.828293507201529,5.338293507201529,6.34 2021-09-17,6.356551268420432,5.866551268420432,5.376551268420432,6.33 2021-09-22,6.388213052380391,5.900213052380391,5.41221305238039,6.22 2021-09-23,6.417335618820354,5.937335618820353,5.457335618820353,6.39 2021-09-24,6.420446512266033,5.960446512266033,5.500446512266033,6.35 2021-09-27,6.432689701574031,5.974689701574031,5.51668970157403,6.21 2021-09-28,6.4365287776145985,5.988528777614599,5.5405287776145995,6.17 2021-09-29,6.407811751175114,5.985811751175114,5.563811751175114,6.13 2021-09-30,6.415734441539389,5.995734441539389,5.575734441539389,6.13 2021-10-08,6.428616875678495,6.006616875678495,5.5846168756784955,6.28 2021-10-11,6.421700982756734,6.011700982756734,5.601700982756734,6.13 2021-10-12,6.417062793922759,6.001062793922759,5.585062793922758,6.06 2021-10-13,6.413152051644401,5.977152051644401,5.541152051644401,5.88 2021-10-14,6.381232808630648,5.941232808630648,5.501232808630649,5.76 2021-10-15,6.349020160189634,5.923020160189634,5.497020160189634,5.8 2021-10-18,6.3638753830287165,5.9198753830287165,5.475875383028717,5.96 2021-10-19,6.330934870359315,5.918934870359315,5.5069348703593155,5.94 2021-10-20,6.323893454134619,5.921893454134619,5.5198934541346185,5.99 2021-10-21,6.3232369346932265,5.9112369346932265,5.499236934693227,5.97 2021-10-22,6.291785798055777,5.897785798055777,5.503785798055777,5.85 2021-10-25,6.276663341098085,5.884663341098085,5.492663341098084,5.86 2021-10-26,6.25364778480303,5.8756477848030295,5.497647784803029,5.88 2021-10-27,6.207967043393217,5.857967043393217,5.507967043393218,5.78 2021-10-28,6.185398753546244,5.833398753546244,5.481398753546244,5.75 2021-10-29,6.164884586541839,5.816884586541839,5.468884586541839,5.68 2021-11-01,6.162609864014045,5.748609864014045,5.334609864014046,5.62 2021-11-02,6.11874225791747,5.6687422579174696,5.218742257917469,5.15 2021-11-03,6.029814423830092,5.5898144238300915,5.149814423830091,4.92 2021-11-04,5.923546383465321,5.5155463834653204,5.10754638346532,4.86 2021-11-05,5.8428276802781465,5.438827680278147,5.034827680278147,4.82 2021-11-08,5.7525583773945135,5.366558377394513,4.980558377394513,4.74 2021-11-09,5.670409960499798,5.296409960499798,4.922409960499797,4.7 2021-11-10,5.597894726166484,5.233894726166484,4.869894726166483,4.66 2021-11-11,5.527142847483962,5.181142847483962,4.8351428474839615,4.71 2021-11-12,5.4557006715331084,5.127700671533108,4.799700671533108,4.7 2021-11-15,5.317157750434718,5.083157750434717,4.849157750434716,4.69 2021-11-16,5.237999869440935,5.039999869440934,4.841999869440934,4.76 2021-11-17,5.195714167589417,5.005714167589416,4.815714167589416,4.7 2021-11-18,5.163741389723758,4.973741389723758,4.783741389723757,4.72 2021-11-19,5.1295755430834005,4.9495755430834,4.769575543083399,4.74 2021-11-22,5.123425491361171,4.933425491361171,4.743425491361171,4.84 2021-11-23,5.153194492183917,4.931194492183916,4.709194492183916,5.02 2021-11-24,5.1444140643568765,4.924414064356877,4.704414064356877,4.91 2021-11-25,5.138088915370508,4.922088915370508,4.706088915370508,4.92 2021-11-26,5.131604256763794,4.907604256763793,4.683604256763793,4.9 2021-11-29,5.120689565643433,4.890689565643433,4.660689565643432,4.79 2021-11-30,5.105100083201201,4.881100083201201,4.6571000832012,4.83 2021-12-01,5.104138170515372,4.878138170515372,4.652138170515372,4.85 2021-12-02,5.171458344752004,4.8954583447520035,4.619458344752003,5.15 2021-12-03,5.323700407156576,4.959700407156575,4.595700407156574,5.57 2021-12-06,5.43772893980833,5.039728939808329,4.641728939808329,5.86 2021-12-07,5.501088088398013,5.093088088398012,4.685088088398012,5.73 2021-12-08,5.580793984741058,5.152793984741058,4.7247939847410585,5.77 2021-12-09,5.67433741476572,5.21633741476572,4.75833741476572,5.96 2021-12-10,5.726400518121366,5.262400518121366,4.798400518121365,5.77 2021-12-13,5.761695706871713,5.291695706871712,4.8216957068717115,5.71 2021-12-14,5.787915163360121,5.303915163360121,4.819915163360121,5.57 2021-12-15,5.84097086208773,5.314970862087729,4.788970862087728,5.69 2021-12-16,5.8256403037936595,5.33164030379366,4.83764030379366,5.51 2021-12-17,5.768626941527597,5.348626941527597,4.928626941527597,5.57 2021-12-20,5.749995804239254,5.363995804239254,4.977995804239254,5.57 2021-12-21,5.761139060978373,5.393139060978372,5.025139060978372,5.7 2021-12-22,5.775792483742338,5.413792483742338,5.051792483742338,5.71 2021-12-23,5.76771700910021,5.42771700910021,5.08771700910021,5.63 2021-12-24,5.760696341566857,5.4326963415668565,5.104696341566856,5.56 2021-12-27,5.743487166179538,5.431487166179537,5.119487166179537,5.49 2021-12-28,5.728297912257677,5.432297912257677,5.136297912257676,5.46 2021-12-29,5.689983825375993,5.433983825375993,5.177983825375993,5.49 2021-12-30,5.683318699149708,5.439318699149708,5.195318699149708,5.51 2021-12-31,5.671193108754498,5.443193108754498,5.215193108754498,5.5 2022-01-04,5.714889003158831,5.462889003158831,5.210889003158831,5.72 2022-01-05,5.846709098096085,5.520709098096085,5.1947090980960855,6.22 2022-01-06,5.905593945896457,5.561593945896457,5.217593945896458,6.14 2022-01-07,5.994680236763461,5.616680236763462,5.238680236763463,6.2 2022-01-10,6.055853547547893,5.659853547547894,5.263853547547895,6.17 2022-01-11,6.097391304924285,5.6893913049242855,5.281391304924286,6.09 2022-01-12,6.132211180645781,5.714211180645782,5.296211180645782,6.01 2022-01-13,6.155714877727135,5.735714877727136,5.315714877727137,6.01 2022-01-14,6.193932508419788,5.739932508419789,5.285932508419791,6.01 2022-01-17,6.205843698094095,5.741843698094096,5.277843698094096,5.81 2022-01-18,6.209953822085134,5.755953822085134,5.301953822085134,5.94 2022-01-19,6.1297677437913105,5.767767743791311,5.405767743791312,5.94 2022-01-20,6.115408911049281,5.7794089110492814,5.443408911049282,5.93 2022-01-21,6.085465205235064,5.779465205235064,5.473465205235064,5.9 2022-01-24,6.105516138069818,5.779516138069819,5.453516138069819,5.93 2022-01-25,6.100990791586979,5.770990791586979,5.440990791586979,5.84 2022-01-26,6.132610716197743,5.776610716197743,5.420610716197743,5.92 2022-01-27,6.154647790845577,5.782647790845577,5.4106477908455775,5.95 2022-01-28,6.149919429812665,5.771919429812665,5.393919429812665,5.94 2022-02-07,6.200974722211459,5.7869747222114585,5.372974722211458,5.96 2022-02-08,6.222119986762748,5.810119986762748,5.398119986762748,6.06 2022-02-09,6.245918083261534,5.833918083261534,5.421918083261534,6.15 2022-02-10,6.2691639800937695,5.861163980093769,5.453163980093769,6.12 2022-02-11,6.2899102677038865,5.883910267703886,5.477910267703885,6.21 2022-02-14,6.2855378612558965,5.883537861255896,5.481537861255896,6.1 2022-02-15,6.282724731612478,5.872724731612478,5.462724731612478,5.9 2022-02-16,6.265227138125575,5.877227138125575,5.4892271381255755,5.94 2022-02-17,6.259681696399331,5.873681696399331,5.4876816963993305,5.97 2022-02-18,6.239997725313681,5.879997725313681,5.51999772531368,5.95 2022-02-21,6.203045560998092,5.879045560998092,5.555045560998092,5.96 2022-02-22,6.186565031379226,5.870565031379226,5.5545650313792265,5.88 2022-02-23,6.168130266485966,5.858130266485967,5.548130266485967,5.81 2022-02-24,6.173546431582541,5.833546431582541,5.4935464315825415,5.77 2022-02-25,6.154065819050871,5.816065819050871,5.478065819050871,5.73 2022-02-28,6.114059550569836,5.804059550569836,5.494059550569835,5.71 2022-03-01,6.083101498134614,5.795101498134613,5.507101498134613,5.75 2022-03-02,6.069758498312269,5.791758498312269,5.51375849831227,5.77 2022-03-03,6.130352927044434,5.816352927044434,5.502352927044434,6.1 2022-03-04,6.15050979113544,5.820509791135441,5.490509791135442,6.06 2022-03-07,6.1696040967415895,5.79760409674159,5.42560409674159,5.87 2022-03-08,6.159165611337627,5.751165611337628,5.3431656113376285,5.62 2022-03-09,6.148959362638807,5.712959362638807,5.276959362638807,5.39 2022-03-10,6.10505847095892,5.6850584709589205,5.2650584709589205,5.51 2022-03-11,6.15686242610569,5.67886242610569,5.20086242610569,5.64 2022-03-14,6.167351718857528,5.671351718857529,5.175351718857529,5.8 2022-03-15,6.169413459918716,5.647413459918717,5.125413459918717,5.62 2022-03-16,6.216326463735982,5.654326463735982,5.092326463735983,5.74 2022-03-17,6.175819181475412,5.655819181475413,5.135819181475413,5.77 2022-03-18,6.161360211811087,5.653360211811087,5.145360211811087,5.73 2022-03-21,6.125611620210031,5.641611620210031,5.157611620210031,5.66 2022-03-22,6.087648608761457,5.637648608761457,5.187648608761457,5.63 2022-03-23,6.0622535031651275,5.630253503165127,5.198253503165127,5.65 2022-03-24,6.036800788577973,5.618800788577973,5.200800788577973,5.57 2022-03-25,5.954914999189594,5.598914999189594,5.242914999189594,5.51 2022-03-28,5.947684999266775,5.585684999266775,5.223684999266775,5.5 2022-03-29,5.906953094574701,5.568953094574701,5.2309530945747005,5.47 2022-03-30,5.846767085567587,5.554767085567587,5.262767085567587,5.44 2022-03-31,5.834694029799246,5.546694029799245,5.258694029799245,5.5 2022-04-01,5.953770788865984,5.5917707888659836,5.2297707888659835,6.02 2022-04-06,6.021125951831128,5.641125951831128,5.261125951831128,6.13 2022-04-07,6.08063776594245,5.68863776594245,5.2966377659424495,6.21 2022-04-08,6.148005597757455,5.744005597757455,5.340005597757455,6.32 2022-04-11,6.214005064637697,5.7760050646376975,5.338005064637698,6.32 2022-04-12,6.297623629910297,5.811623629910297,5.3256236299102975,6.3 2022-04-13,6.314135665156936,5.838135665156936,5.362135665156936,6.25 2022-04-14,6.352884649427705,5.866884649427704,5.380884649427704,6.17 2022-04-15,6.4036575399584,5.8976575399583995,5.391657539958399,6.23 2022-04-18,6.452356821867124,5.928356821867124,5.404356821867124,6.26 2022-04-19,6.404037124546446,5.958037124546445,5.512037124546445,6.33 2022-04-20,6.391557398399164,5.971557398399164,5.551557398399164,6.23 2022-04-21,6.384361455694482,5.972361455694482,5.5603614556944825,6.12 2022-04-22,6.398612745628341,5.982612745628341,5.5666127456283405,6.14 2022-04-25,6.390459150806594,5.960459150806594,5.530459150806594,6.01 2022-04-26,6.341463041205967,5.939463041205967,5.537463041205966,5.93 2022-04-27,6.327228465853017,5.925228465853017,5.523228465853017,5.82 2022-04-28,6.337206707200349,5.915206707200349,5.49320670720035,5.93 2022-04-29,6.340615592228887,5.916615592228887,5.492615592228888,5.93 2022-05-05,6.4526522024928035,5.962652202492803,5.472652202492803,6.45 2022-05-06,6.4975424689220596,5.97954246892206,5.46154246892206,6.41 2022-05-09,6.519681281405672,5.997681281405673,5.475681281405674,6.26 2022-05-10,6.55990211174799,6.01790211174799,5.47590211174799,6.23 2022-05-11,6.557149529676753,6.017149529676753,5.477149529676753,6.22 2022-05-12,6.534278145898015,6.020278145898015,5.506278145898015,6.08 2022-05-13,6.604632608193442,6.052632608193442,5.500632608193443,6.39 2022-05-16,6.6244771216988285,6.070477121698829,5.51647712169883,6.35 2022-05-17,6.624145967251321,6.076145967251321,5.528145967251321,6.29 2022-05-18,6.61051301798929,6.07651301798929,5.5425130179892905,6.18 2022-05-19,6.533130825799834,6.071130825799834,5.609130825799834,6.04 2022-05-20,6.51759455667604,6.0795945566760405,5.641594556676041,6.19 2022-05-23,6.507442694135466,6.083442694135465,5.659442694135465,6.21 2022-05-24,6.488733866122564,6.070733866122564,5.6527338661225635,6.18 2022-05-25,6.523902069348987,6.085902069348987,5.647902069348987,6.25 2022-05-26,6.532292348458607,6.106292348458607,5.6802923484586065,6.33 2022-05-27,6.494740696224453,6.124740696224453,5.754740696224453,6.34 2022-05-30,6.51047967753641,6.14047967753641,5.77047967753641,6.43 2022-05-31,6.504910184437704,6.150910184437704,5.796910184437704,6.38 2022-06-01,6.555490166872208,6.177490166872208,5.799490166872208,6.49 2022-06-02,6.574681579551045,6.1786815795510455,5.782681579551046,6.42 2022-06-06,6.566711905308089,6.180711905308089,5.794711905308088,6.22 2022-06-07,6.587215533373985,6.189215533373985,5.791215533373985,6.34 2022-06-08,6.588052149243129,6.194052149243129,5.800052149243129,6.33 2022-06-09,6.546904325505688,6.188904325505688,5.8309043255056885,6.26 2022-06-10,6.537199151648003,6.185199151648003,5.833199151648004,6.18 2022-06-13,6.536608756252955,6.1666087562529555,5.796608756252956,6.16 2022-06-14,6.511598398514578,6.153598398514578,5.795598398514579,6.04 2022-06-15,6.508684265322714,6.144684265322714,5.780684265322714,6.17 2022-06-16,6.475095287672932,6.127095287672932,5.7790952876729325,6.12 2022-06-17,6.4223243078945575,6.1083243078945575,5.794324307894557,5.95 2022-06-20,6.39924580238079,6.09324580238079,5.78724580238079,5.97 2022-06-21,6.371031916439763,6.071031916439763,5.771031916439763,5.96 2022-06-22,6.319124114874071,6.047124114874071,5.775124114874072,5.9 2022-06-23,6.295302770600351,6.029302770600351,5.763302770600351,5.86 2022-06-24,6.282988221019365,6.016988221019365,5.750988221019365,5.92 2022-06-27,6.248036961874663,6.002036961874664,5.756036961874664,5.93 2022-06-28,6.230319155981838,5.992319155981838,5.754319155981839,5.91 2022-06-29,6.200860188745472,5.976860188745472,5.752860188745472,5.92 2022-06-30,6.172873504103046,5.962873504103046,5.752873504103046,5.9 2022-07-01,6.15221888466466,5.95021888466466,5.74821888466466,5.84 2022-07-04,6.13876946707755,5.93876946707755,5.7387694670775495,5.83 2022-07-05,6.14498189878445,5.93698189878445,5.72898189878445,5.99 2022-07-06,6.159364575090692,5.915364575090692,5.671364575090692,5.92 2022-07-07,6.1359012822249115,5.8939012822249115,5.6519012822249115,5.77 2022-07-08,6.116196398203491,5.880196398203491,5.6441963982034915,5.76 2022-07-11,6.095034836469826,5.863034836469826,5.6310348364698255,5.75 2022-07-12,6.0686505663298425,5.844650566329842,5.620650566329842,5.73 2022-07-13,6.045064798107953,5.827064798107953,5.609064798107953,5.71 2022-07-14,6.037249103050053,5.809249103050053,5.5812491030500535,5.7 2022-07-15,6.027796807521477,5.7797968075214765,5.531796807521476,5.66 2022-07-18,6.010959016328956,5.756959016328955,5.502959016328955,5.56 2022-07-19,5.97801053858334,5.74201053858334,5.50601053858334,5.62 2022-07-20,5.924390487289688,5.7303904872896885,5.5363904872896885,5.64 2022-07-21,5.907115202785909,5.715115202785909,5.523115202785909,5.66 2022-07-22,5.892151850139632,5.704151850139632,5.516151850139632,5.62 2022-07-25,5.874327864412048,5.692327864412047,5.510327864412047,5.64 2022-07-26,5.875439496372805,5.685439496372805,5.495439496372804,5.62 2022-07-27,5.863492877670633,5.673492877670633,5.483492877670632,5.61 2022-07-28,5.834684032178191,5.662684032178191,5.490684032178192,5.59 2022-07-29,5.807285552923125,5.645285552923125,5.4832855529231255,5.55 2022-08-01,5.784591690739971,5.628591690739971,5.472591690739971,5.49 2022-08-02,5.794059148764736,5.602059148764736,5.410059148764736,5.44 2022-08-03,5.780529706025237,5.568529706025237,5.3565297060252375,5.39 2022-08-04,5.75486021021331,5.54486021021331,5.33486021021331,5.33 2022-08-05,5.748206856859661,5.528206856859661,5.308206856859662,5.38 2022-08-08,5.7379966800158835,5.515996680015884,5.293996680015884,5.43 2022-08-09,5.720949377157227,5.504949377157228,5.288949377157229,5.43 2022-08-10,5.708097055523206,5.492097055523207,5.276097055523207,5.42 2022-08-11,5.713992574044806,5.489992574044806,5.265992574044807,5.47 2022-08-12,5.704945662231014,5.490945662231015,5.276945662231015,5.51 2022-08-15,5.7048555991613945,5.490855599161395,5.2768555991613955,5.54 2022-08-16,5.660964589717452,5.486964589717452,5.312964589717453,5.52 2022-08-17,5.645253676411028,5.4872536764110285,5.329253676411029,5.5 2022-08-18,5.643896183419502,5.479896183419502,5.315896183419502,5.49 2022-08-19,5.64000130880812,5.458001308808121,5.276001308808121,5.27 2022-08-22,5.650572612731157,5.450572612731157,5.2505726127311565,5.41 2022-08-23,5.640041887709143,5.4400418877091425,5.240041887709142,5.38 2022-08-24,5.633752184117796,5.425752184117796,5.217752184117796,5.38 2022-08-25,5.646156738011339,5.426156738011339,5.206156738011339,5.45 2022-08-26,5.646618001057878,5.424618001057878,5.2026180010578775,5.44 2022-08-29,5.647321048576176,5.421321048576176,5.195321048576176,5.4 2022-08-30,5.666338091568922,5.418338091568922,5.170338091568921,5.55 2022-08-31,5.6735439876099765,5.417543987609976,5.161543987609976,5.48 2022-09-01,5.671206464980455,5.409206464980454,5.147206464980454,5.45 2022-09-02,5.638805849268031,5.39880584926803,5.15880584926803,5.37 2022-09-05,5.637776720766314,5.401776720766313,5.165776720766313,5.44 2022-09-06,5.648178937836189,5.410178937836188,5.172178937836188,5.51 2022-09-07,5.647780943756552,5.417780943756552,5.187780943756551,5.5 2022-09-08,5.646373234827356,5.430373234827356,5.214373234827356,5.56 2022-09-09,5.672528164843798,5.446528164843798,5.220528164843798,5.63 2022-09-13,5.679430244382484,5.455430244382484,5.231430244382484,5.6 2022-09-14,5.664722602060343,5.458722602060343,5.252722602060342,5.54 2022-09-15,5.669606163768882,5.4636061637688815,5.257606163768881,5.55 " 1581,CN,technical,时代电气从2023年09月23日到2024年05月24日,最高价大于肯特纳通道下轨的天数比例是多少?(单位:%)(标准版:中轨EMA(20),ATR(10),乘数2;EMA从前4n个数据开始计算,初始值用首个数据点;ATR计算用SMA)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,97.7064,medium,channel,Middle = EMA_{n_{ema}}(C);Upper = Middle + 2 * ATR_{n_{atr}};Lower = Middle - 2 * ATR_{n_{atr}},"date,close,high,low 2023-06-01,44.35,46.0,43.96 2023-06-02,44.31,44.66,44.02 2023-06-05,43.02,44.96,42.97 2023-06-06,42.48,43.46,42.29 2023-06-07,42.41,42.98,41.87 2023-06-08,42.15,42.51,41.9 2023-06-09,43.8,43.8,42.0 2023-06-12,42.46,43.83,41.58 2023-06-13,41.85,42.46,41.42 2023-06-14,41.61,42.15,41.61 2023-06-15,42.41,42.54,41.45 2023-06-16,42.73,43.18,42.31 2023-06-19,42.72,43.38,42.59 2023-06-20,42.34,43.1,42.27 2023-06-21,41.4,42.73,41.4 2023-06-26,40.71,41.5,40.43 2023-06-27,41.18,41.43,40.68 2023-06-28,41.46,41.66,40.8 2023-06-29,41.87,42.6,41.15 2023-06-30,41.86,42.43,41.71 2023-07-03,42.78,43.77,41.86 2023-07-04,44.46,46.15,42.53 2023-07-05,44.21,45.08,44.09 2023-07-06,44.25,44.86,43.88 2023-07-07,43.28,44.56,43.12 2023-07-10,43.1,44.15,42.76 2023-07-11,43.75,44.05,43.1 2023-07-12,43.3,44.32,43.17 2023-07-13,44.56,44.75,43.35 2023-07-14,43.33,44.7,43.12 2023-07-17,42.91,43.14,42.5 2023-07-18,43.17,43.44,42.71 2023-07-19,43.08,43.65,42.97 2023-07-20,42.18,43.43,42.14 2023-07-21,42.18,42.49,42.0 2023-07-24,41.63,42.12,41.45 2023-07-25,42.77,42.9,41.81 2023-07-26,42.88,43.59,42.6 2023-07-27,42.78,43.42,42.61 2023-07-28,43.4,43.43,42.02 2023-07-31,45.0,45.15,43.36 2023-08-01,44.66,44.93,44.33 2023-08-02,44.61,44.96,44.12 2023-08-03,45.08,45.39,44.27 2023-08-04,44.69,45.6,44.63 2023-08-07,44.65,44.86,44.17 2023-08-08,43.24,44.05,42.88 2023-08-09,43.25,43.49,42.85 2023-08-10,42.91,43.45,42.53 2023-08-11,41.93,43.14,41.85 2023-08-14,41.09,41.8,40.55 2023-08-15,40.29,41.28,39.9 2023-08-16,39.61,40.5,39.53 2023-08-17,39.91,40.29,39.03 2023-08-18,39.51,40.75,39.4 2023-08-21,38.5,39.74,38.5 2023-08-22,39.44,39.62,38.14 2023-08-23,41.68,42.48,40.53 2023-08-24,42.65,43.34,41.78 2023-08-25,41.36,42.63,41.22 2023-08-28,41.89,44.99,41.82 2023-08-29,43.48,43.87,41.89 2023-08-30,44.15,44.6,43.39 2023-08-31,43.64,44.69,43.4 2023-09-01,44.0,44.14,43.3 2023-09-04,43.99,44.66,43.95 2023-09-05,43.53,44.49,43.35 2023-09-06,43.19,43.76,42.81 2023-09-07,42.45,43.39,42.45 2023-09-08,42.47,42.97,42.28 2023-09-11,42.92,43.29,42.39 2023-09-12,43.01,43.27,42.4 2023-09-13,42.77,43.03,42.48 2023-09-14,41.58,43.1,41.36 2023-09-15,41.32,42.0,41.16 2023-09-18,41.0,41.54,40.86 2023-09-19,40.6,41.14,40.12 2023-09-20,40.08,40.7,40.08 2023-09-21,39.96,40.29,39.8 2023-09-22,40.35,40.47,39.73 2023-09-25,40.03,40.35,39.77 2023-09-26,39.72,40.12,39.55 2023-09-27,39.68,40.56,39.67 2023-09-28,39.78,40.06,39.6 2023-10-09,39.64,40.02,39.31 2023-10-10,39.37,40.09,39.37 2023-10-11,39.4,39.74,39.1 2023-10-12,39.63,39.89,39.2 2023-10-13,39.0,39.66,38.66 2023-10-16,38.0,39.14,37.78 2023-10-17,38.28,38.37,37.59 2023-10-18,37.46,38.2,37.42 2023-10-19,36.71,37.45,36.71 2023-10-20,36.49,36.99,36.36 2023-10-23,36.43,36.97,36.16 2023-10-24,36.17,36.97,35.9 2023-10-25,36.86,37.08,36.4 2023-10-26,38.26,38.38,36.46 2023-10-27,38.17,38.54,37.0 2023-10-30,39.39,39.47,37.87 2023-10-31,38.74,39.33,38.59 2023-11-01,38.34,38.87,38.33 2023-11-02,37.92,39.01,37.91 2023-11-03,40.06,40.36,37.82 2023-11-06,40.65,41.5,40.05 2023-11-07,40.54,41.04,40.25 2023-11-08,40.03,40.53,39.88 2023-11-09,39.74,40.26,39.72 2023-11-10,39.4,40.18,38.95 2023-11-13,39.45,39.74,39.09 2023-11-14,39.75,40.16,39.4 2023-11-15,39.74,40.2,39.46 2023-11-16,39.58,39.82,39.52 2023-11-17,39.69,39.75,39.31 2023-11-20,39.4,39.8,39.23 2023-11-21,38.91,39.64,38.83 2023-11-22,37.95,39.01,37.83 2023-11-23,37.92,38.13,37.55 2023-11-24,37.44,38.03,37.34 2023-11-27,37.51,37.89,37.3 2023-11-28,38.18,38.38,37.08 2023-11-29,38.17,38.79,37.92 2023-11-30,38.49,38.88,37.81 2023-12-01,37.69,38.39,36.92 2023-12-04,36.86,37.96,36.85 2023-12-05,36.21,37.01,36.16 2023-12-06,36.16,36.56,35.91 2023-12-07,35.93,36.27,35.18 2023-12-08,36.99,36.99,35.7 2023-12-11,36.27,36.65,35.46 2023-12-12,36.05,36.33,35.8 2023-12-13,35.27,36.04,35.23 2023-12-14,35.22,35.99,35.22 2023-12-15,34.7,35.58,34.69 2023-12-18,33.91,34.86,33.8 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2023-12-25,37.153737607406555,35.671737607406556,34.189737607406556,34.96 2023-12-26,37.03214354955831,35.56014354955831,34.08814354955831,34.85 2023-12-27,36.89774892579085,35.46774892579085,34.03774892579085,34.73 2023-12-28,37.24339188523934,35.53939188523934,33.83539188523934,36.46 2023-12-29,37.30468789616893,35.61468789616893,33.92468789616893,36.77 2024-01-02,37.23376523939094,35.62376523939094,34.01376523939094,36.37 2024-01-03,37.23026378802037,35.626263788020374,34.022263788020375,35.96 2024-01-04,37.267095808208914,35.57709580820891,33.887095808208905,35.88 2024-01-05,37.16803906456997,35.46403906456997,33.760039064569966,35.29 2024-01-08,37.041463915563305,35.267463915563305,33.493463915563304,34.66 2024-01-09,37.03922925693823,35.15722925693823,33.27522925693823,34.35 2024-01-10,37.041016946753636,35.04701694675364,33.05301694675364,34.7 2024-01-11,37.131777237539005,35.037777237539004,32.943777237539,35.01 2024-01-12,36.97970321491625,35.103703214916244,33.22770321491624,35.96 2024-01-15,37.250398146828985,35.162398146828984,33.07439814682898,36.5 2024-01-16,37.35302689475004,35.205026894750034,33.05702689475003,35.88 2024-01-17,37.446167190488126,35.172167190488125,32.898167190488124,35.76 2024-01-18,37.382817934251165,35.09481793425116,32.80681793425116,34.97 2024-01-19,37.264359083370096,34.974359083370096,32.6843590833701,34.68 2024-01-22,37.144229646858655,34.708229646858655,32.272229646858655,33.98 2024-01-23,37.11887444239593,34.57887444239593,32.03887444239593,33.54 2024-01-24,37.03260068597727,34.46660068597727,31.90060068597727,33.49 2024-01-25,37.56530538255086,34.61930538255086,31.67330538255086,36.12 2024-01-26,37.62318106040316,34.70318106040316,31.783181060403162,36.1 2024-01-29,37.533449530840954,34.75144953084096,31.969449530840958,36.38 2024-01-30,37.55197814695134,34.717978146951346,31.883978146951346,35.6 2024-01-31,37.53493260914645,34.582932609146454,31.630932609146452,34.78 2024-02-01,37.393034265418216,34.43503426541822,31.477034265418215,34.15 2024-02-02,37.47693576394982,34.22693576394982,30.976935763949818,33.47 2024-02-05,37.40637045309745,34.024370453097454,30.642370453097453,32.9 2024-02-06,37.56347802899294,33.99347802899294,30.42347802899294,33.93 2024-02-07,37.6097182167079,34.0417182167079,30.473718216707898,34.57 2024-02-08,37.44260219606905,34.18060219606905,30.918602196069052,35.98 2024-02-19,37.55530674882438,34.28530674882438,31.015306748824383,35.88 2024-02-20,37.54422991560301,34.37622991560301,31.208229915603013,35.34 2024-02-21,37.761827066497965,34.511827066497965,31.261827066497965,36.46 2024-02-22,37.66870067921245,34.630700679212445,31.592700679212445,35.95 2024-02-23,37.70987204309698,34.74587204309697,31.78187204309697,36.15 2024-02-26,38.07578899137346,35.055788991373454,32.03578899137345,38.58 2024-02-27,38.11457099219503,35.38857099219503,32.66257099219503,38.63 2024-02-28,38.20108804055741,35.60108804055741,33.001088040557406,39.42 2024-02-29,38.54850822717099,35.91050822717099,33.272508227170995,38.94 2024-03-01,39.77379315791662,36.54379315791662,33.31379315791661,43.29 2024-03-04,40.90714619049599,37.32914619049599,33.75114619049599,45.26 2024-03-05,41.68998941044876,37.97398941044876,34.25798941044876,45.05 2024-03-06,42.13379994278697,38.52979994278697,34.92579994278697,44.75 2024-03-07,43.180295186331065,39.12029518633107,35.060295186331075,46.68 2024-03-08,43.84940993049001,39.65740993049002,35.465409930490026,45.12 2024-03-11,44.24708517520525,40.14908517520525,36.05108517520525,46.6 2024-03-12,44.69507706328094,40.45107706328094,36.20707706328094,45.0 2024-03-13,44.82592686677799,40.731926866778,36.637926866778,43.9 2024-03-14,45.10164811756104,40.83364811756105,36.565648117561054,43.51 2024-03-15,44.82806258255523,41.05806258255524,37.28806258255524,43.39 2024-03-18,45.119961384216644,41.423961384216646,37.72796138421665,45.33 2024-03-19,45.4619650619103,41.7759650619103,38.0899650619103,45.56 2024-03-20,45.73892077029979,42.0049207702998,38.2709207702998,45.19 2024-03-21,45.52921403027124,42.12921403027124,38.729214030271244,44.42 2024-03-22,45.600907932150164,42.23690793215017,38.87290793215017,44.35 2024-03-25,45.47815479575491,42.25815479575491,39.03815479575491,43.79 2024-03-26,45.4874733866354,42.3354733866354,39.1834733866354,43.62 2024-03-27,45.91895211171774,42.53495211171774,39.15095211171774,45.28 2024-03-28,45.990099529649385,42.74209952964939,39.49409952964939,45.65 2024-03-29,46.697232907778016,43.19523290777802,39.693232907778025,47.93 2024-04-01,47.081115487989635,43.64711548798964,40.21311548798964,48.83 2024-04-02,47.76748544151444,44.14548544151444,40.52348544151444,50.0 2024-04-03,48.137343970894015,44.457343970894016,40.777343970894016,48.7 2024-04-08,48.4021683546184,44.726168354618395,41.05016835461839,48.09 2024-04-09,48.63986660655951,44.939866606559505,41.2398666065595,48.0 2024-04-10,48.87759359641098,45.10559359641098,41.333593596410985,47.96 2024-04-11,49.417441825324225,45.417441825324225,41.417441825324225,48.92 2024-04-12,49.48587593719811,45.73387593719811,41.981875937198105,49.15 2024-04-15,50.56379251460782,46.327792514607815,42.09179251460781,52.7 2024-04-16,50.9074313227404,46.8194313227404,42.7314313227404,52.68 2024-04-17,51.379580720574644,47.357580720574646,43.33558072057465,52.66 2024-04-18,51.56162065194849,47.80162065194849,44.04162065194849,52.55 2024-04-19,52.274609161286726,48.35860916128673,44.44260916128673,53.98 2024-04-22,52.800455907830845,48.644455907830846,44.48845590783085,53.46 2024-04-23,53.018317249942186,48.85831724994219,44.69831724994219,51.9 2024-04-24,53.074001321376265,49.00800132137627,44.942001321376274,51.32 2024-04-25,52.822477386007094,49.1024773860071,45.38247738600711,50.68 2024-04-26,53.121955730196895,49.1879557301969,45.2539557301969,51.54 2024-04-29,52.9816742320829,49.077674232082906,45.17367423208291,50.55 2024-04-30,52.55237192426548,48.94837192426549,45.344371924265495,48.6 2024-05-06,52.62871745528782,48.98471745528782,45.34071745528782,49.58 2024-05-07,52.703506269069926,48.97950626906993,45.25550626906993,50.13 2024-05-08,52.507458052968026,48.98145805296803,45.455458052968034,49.57 2024-05-09,52.38455728601869,49.07655728601869,45.76855728601869,50.29 2024-05-10,52.3298375444931,49.0978375444931,45.865837544493104,50.3 2024-05-13,53.00442444501757,49.35042444501757,45.69642444501758,52.85 2024-05-14,53.269622116920665,49.425622116920664,45.58162211692066,51.83 2024-05-15,53.28918191530918,49.403181915309176,45.51718191530917,51.25 2024-05-16,52.81430744718449,49.27430744718449,45.73430744718449,49.76 2024-05-17,52.833897214119304,49.153897214119304,45.473897214119305,48.48 2024-05-20,52.63619271753651,48.94019271753651,45.244192717536514,48.1 2024-05-21,52.35607912539018,48.74207912539018,45.12807912539017,47.42 2024-05-22,52.139214446781594,48.575214446781594,45.011214446781594,47.67 2024-05-23,51.877670213754776,48.37567021375477,44.87367021375477,47.26 2024-05-24,51.761415907682895,48.22941590768289,44.69741590768289,47.39 " 1582,CN,technical,在2025年09月24日至2025年12月03日期间,纳思达最高价小于肯特纳通道下轨的天数占总天数的百分比?(标准版:中轨EMA(20),ATR(10),乘数2;EMA从前4n个数据开始计算,初始值用首个数据点;ATR计算用SMA)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,5.6604,medium,channel,Middle = EMA_{n_{ema}}(C);Upper = Middle + 2 * ATR_{n_{atr}};Lower = Middle - 2 * ATR_{n_{atr}},"date,close,high,low 2025-06-04,22.64,22.74,21.62 2025-06-05,22.71,22.75,22.42 2025-06-06,22.59,22.78,22.51 2025-06-09,22.82,22.93,22.56 2025-06-10,22.21,22.87,22.09 2025-06-11,22.28,22.66,22.15 2025-06-12,22.13,22.41,22.08 2025-06-13,21.96,22.19,21.85 2025-06-16,21.98,22.21,21.75 2025-06-17,21.84,22.08,21.77 2025-06-18,21.88,21.93,21.75 2025-06-19,21.78,22.45,21.7 2025-06-20,21.53,21.84,21.53 2025-06-23,21.64,21.72,21.32 2025-06-24,21.94,22.2,21.65 2025-06-25,22.17,22.19,21.88 2025-06-26,21.93,22.23,21.93 2025-06-27,22.89,23.39,22.06 2025-06-30,22.94,23.5,22.71 2025-07-01,23.15,23.27,22.6 2025-07-02,23.3,24.1,23.14 2025-07-03,23.33,23.46,22.95 2025-07-04,23.18,23.65,22.97 2025-07-07,22.93,23.25,22.92 2025-07-08,23.2,23.35,22.8 2025-07-09,23.99,24.34,23.18 2025-07-10,25.0,25.49,23.95 2025-07-11,24.78,25.25,24.74 2025-07-14,24.85,25.0,24.41 2025-07-15,25.25,25.75,24.47 2025-07-16,25.04,25.6,24.85 2025-07-17,25.85,26.09,24.87 2025-07-18,24.99,25.81,24.73 2025-07-21,25.18,25.37,24.76 2025-07-22,24.76,25.16,24.73 2025-07-23,24.46,24.92,24.42 2025-07-24,24.57,24.65,24.24 2025-07-25,24.49,24.81,24.33 2025-07-28,24.15,24.64,23.99 2025-07-29,24.07,24.28,23.79 2025-07-30,23.75,24.23,23.64 2025-07-31,23.54,24.0,23.45 2025-08-01,23.35,23.7,23.22 2025-08-04,23.39,23.57,23.3 2025-08-05,23.98,24.01,23.37 2025-08-06,24.13,24.27,23.75 2025-08-07,24.03,24.19,23.81 2025-08-08,23.6,24.0,23.6 2025-08-11,23.81,23.88,23.5 2025-08-12,23.72,23.94,23.58 2025-08-13,23.76,24.02,23.6 2025-08-14,23.33,23.99,23.26 2025-08-15,23.65,23.76,23.26 2025-08-18,24.4,24.57,23.67 2025-08-19,24.5,24.8,24.05 2025-08-20,24.76,24.79,24.2 2025-08-21,24.71,24.97,24.57 2025-08-22,26.55,26.6,24.65 2025-08-25,26.51,26.85,26.04 2025-08-26,25.89,26.42,25.8 2025-08-27,25.3,26.33,25.3 2025-08-28,25.68,25.68,24.69 2025-08-29,24.95,25.65,24.75 2025-09-01,24.98,25.55,24.85 2025-09-02,24.32,25.73,24.18 2025-09-03,23.71,24.65,23.57 2025-09-04,22.59,23.97,22.32 2025-09-05,22.94,23.08,22.55 2025-09-08,22.99,23.07,22.81 2025-09-09,22.47,22.95,22.33 2025-09-10,22.28,22.65,22.26 2025-09-11,22.84,22.84,22.09 2025-09-12,22.84,23.16,22.71 2025-09-15,22.51,23.19,22.45 2025-09-16,22.79,22.88,22.44 2025-09-17,23.25,23.46,22.59 2025-09-18,22.91,23.88,22.62 2025-09-19,22.62,23.12,22.57 2025-09-22,22.81,23.11,22.53 2025-09-23,22.6,22.85,22.09 2025-09-24,22.96,23.0,22.41 2025-09-25,25.26,25.26,22.8 2025-09-26,24.27,25.2,24.22 2025-09-29,23.86,24.52,23.73 2025-09-30,23.47,23.95,23.42 2025-10-09,23.87,24.08,23.42 2025-10-10,23.75,24.16,23.1 2025-10-13,23.78,24.03,22.91 2025-10-14,22.71,23.96,22.61 2025-10-15,22.82,22.98,22.66 2025-10-16,22.18,22.76,22.12 2025-10-17,21.27,22.16,21.17 2025-10-20,21.23,21.5,21.18 2025-10-21,21.36,21.39,21.05 2025-10-22,21.26,21.42,21.18 2025-10-23,21.51,21.6,21.02 2025-10-24,21.77,21.8,21.42 2025-10-27,21.73,21.97,21.61 2025-10-28,21.46,21.81,21.45 2025-10-29,21.32,21.48,21.2 2025-10-30,21.13,21.54,21.1 2025-10-31,21.69,21.85,20.58 2025-11-03,21.87,21.99,21.44 2025-11-04,22.1,22.24,21.7 2025-11-05,21.62,21.98,21.53 2025-11-06,21.22,21.74,21.21 2025-11-07,21.1,21.32,21.1 2025-11-10,21.17,21.25,21.02 2025-11-11,21.09,21.26,21.01 2025-11-12,20.95,21.12,20.87 2025-11-13,20.84,20.97,20.72 2025-11-14,20.59,20.94,20.52 2025-11-17,20.25,20.73,20.1 2025-11-18,20.28,20.36,20.1 2025-11-19,20.23,21.09,19.56 2025-11-20,19.46,20.26,19.4 2025-11-21,18.72,19.42,18.7 2025-11-24,18.71,19.1,18.68 2025-11-25,18.89,19.26,18.75 2025-11-26,18.51,18.98,18.5 2025-11-27,18.57,18.77,18.41 2025-11-28,18.6,18.62,18.31 2025-12-01,18.61,19.06,18.01 2025-12-02,18.84,18.95,18.24 2025-12-03,18.97,19.33,18.7 ","date,Upper,Middle,Lower,high 2025-07-01,23.493025410186622,22.34702541018662,21.20102541018662,23.27 2025-07-02,23.73978489493075,22.43778489493075,21.13578489493075,24.1 2025-07-03,23.776757762080205,22.522757762080204,21.268757762080202,23.46 2025-07-04,23.913352260929706,22.585352260929707,21.257352260929707,23.65 2025-07-07,23.93217585512688,22.61817585512688,21.30417585512688,23.25 2025-07-08,23.98558767844813,22.67358767844813,21.361587678448128,23.35 2025-07-09,24.280960280500686,22.798960280500687,21.316960280500687,24.34 2025-07-10,24.73858311092919,23.00858311092919,21.27858311092919,25.49 2025-07-11,24.717289481316886,23.177289481316887,21.637289481316888,25.25 2025-07-14,24.836595245000993,23.336595245000993,21.836595245000993,25.0 2025-07-15,25.140824269286615,23.518824269286615,21.896824269286615,25.75 2025-07-16,25.243698148402178,23.663698148402176,22.083698148402174,25.6 2025-07-17,25.593917372363876,23.871917372363875,22.149917372363873,26.09 2025-07-18,25.78840143213874,23.978401432138742,22.168401432138744,25.81 2025-07-21,25.95883939098267,24.09283939098267,22.226839390982672,25.37 2025-07-22,26.00237849660337,24.15637849660337,22.31037849660337,25.16 2025-07-23,25.899294830260192,24.185294830260194,22.471294830260195,24.92 2025-07-24,25.70993341785446,24.221933417854462,22.733933417854463,24.65 2025-07-25,25.72946356853499,24.24746356853499,22.76546356853499,24.81 2025-07-28,25.73218132391261,24.23818132391261,22.74418132391261,24.64 2025-07-29,25.558164054968554,24.22216405496855,22.88616405496855,24.28 2025-07-30,25.481196049733455,24.177196049733453,22.87319604973345,24.23 2025-07-31,25.286510711663603,24.1165107116636,22.9465107116636,24.0 2025-08-01,25.085509691505166,24.043509691505164,23.001509691505163,23.7 2025-08-04,24.95527067326658,23.98127067326658,23.00727067326658,23.57 2025-08-05,24.993149656765,23.981149656764998,22.969149656764998,24.01 2025-08-06,25.011325879930236,23.995325879930235,22.979325879930233,24.27 2025-08-07,25.00862817707974,23.998628177079738,22.988628177079736,24.19 2025-08-08,24.960663588786428,23.960663588786428,22.960663588786428,24.0 2025-08-11,24.892314675568674,23.946314675568672,23.00031467556867,23.88 2025-08-12,24.844760896943086,23.924760896943084,23.004760896943083,23.94 2025-08-13,24.795069382948505,23.909069382948505,23.023069382948506,24.02 2025-08-14,24.775919917905792,23.85391991790579,22.93191991790579,23.99 2025-08-15,24.760498973343335,23.834498973343337,22.908498973343338,23.76 2025-08-18,24.944356213977304,23.888356213977303,22.832356213977302,24.57 2025-08-19,25.02460800312232,23.94660800312232,22.868608003122322,24.8 2025-08-20,25.116073907586863,24.024073907586864,22.932073907586865,24.79 2025-08-21,25.185400202102404,24.089400202102404,22.993400202102404,24.97 2025-08-22,25.723743039997412,24.323743039997414,22.923743039997415,26.6 2025-08-25,26.01795798856909,24.53195798856909,23.04595798856909,26.85 2025-08-26,26.21729532299108,24.66129532299108,23.10529532299108,26.42 2025-08-27,26.40012433984907,24.72212433984907,23.04412433984907,26.33 2025-08-28,26.543350593196777,24.813350593196777,23.083350593196776,25.68 2025-08-29,26.64236482241613,24.82636482241613,23.010364822416133,25.65 2025-09-01,26.612996744090783,24.840996744090784,23.068996744090786,25.55 2025-09-02,26.723378006558324,24.791378006558325,22.859378006558327,25.73 2025-09-03,26.71838962498134,24.68838962498134,22.65838962498134,24.65 2025-09-04,26.76854299403074,24.488542994030738,22.208542994030736,23.97 2025-09-05,26.337062708884954,24.341062708884955,22.345062708884956,23.08 2025-09-08,26.09839006994353,24.21239006994353,22.326390069943532,23.07 2025-09-09,25.922448158520336,24.046448158520338,22.17044815852034,22.95 2025-09-10,25.626215000566017,23.87821500056602,22.13021500056602,22.65 2025-09-11,25.479337381464493,23.779337381464494,22.079337381464494,22.84 2025-09-12,25.293876678467875,23.689876678467876,22.085876678467876,23.16 2025-09-15,25.18950747099474,23.577507470994743,21.965507470994744,23.19 2025-09-16,24.89250675947143,23.502506759471434,22.112506759471437,22.88 2025-09-17,24.826458496664632,23.478458496664633,22.130458496664634,23.46 2025-09-18,24.69431959222038,23.42431959222038,22.154319592220382,23.88 2025-09-19,24.62171772629463,23.34771772629463,22.07371772629463,23.12 2025-09-22,24.634506514266565,23.296506514266568,21.95850651426657,23.11 2025-09-23,24.588172560526896,23.230172560526896,21.872172560526895,22.85 2025-09-24,24.602441840476715,23.204441840476715,21.806441840476715,23.0 2025-09-25,25.140209284240836,23.400209284240837,21.66020928424084,25.26 2025-09-26,25.34104649526552,23.48304649526552,21.62504649526552,25.2 2025-09-29,25.386946829049755,23.518946829049757,21.650946829049758,24.52 2025-09-30,25.400285226283113,23.514285226283114,21.628285226283115,23.95 2025-10-09,25.39216282377996,23.54816282377996,21.704162823779964,24.08 2025-10-10,25.371385411991394,23.567385411991395,21.763385411991397,24.16 2025-10-13,25.505634420373166,23.587634420373167,21.669634420373168,24.03 2025-10-14,25.576050189861434,23.504050189861434,21.432050189861435,23.96 2025-10-15,25.42290255273177,23.438902552731772,21.454902552731774,22.98 2025-10-16,25.325007071519224,23.319007071519223,21.313007071519223,22.76 2025-10-17,24.839863540898342,23.123863540898345,21.407863540898347,22.16 2025-10-20,24.51549558462231,22.943495584622312,21.371495584622313,21.5 2025-10-21,24.27468648132495,22.79268648132495,21.31068648132495,21.39 2025-10-22,24.070716340246385,22.646716340246385,21.222716340246386,21.42 2025-10-23,23.946457641175304,22.538457641175302,21.1304576411753,21.6 2025-10-24,23.73727119915861,22.465271199158607,21.193271199158605,21.8 2025-10-27,23.515245370667312,22.39524537066731,21.27524537066731,21.97 2025-10-28,23.22817438298471,22.30617438298471,21.38417438298471,21.81 2025-10-29,23.126253013176644,22.212253013176642,21.29825301317664,21.48 2025-10-30,22.971181297636008,22.10918129763601,21.24718129763601,21.54 2025-10-31,22.983259269289725,22.069259269289724,21.155259269289722,21.85 2025-11-03,23.010282196024036,22.050282196024035,21.090282196024035,21.99 2025-11-04,23.055017224974126,22.055017224974126,21.055017224974126,22.24 2025-11-05,23.079587013071826,22.013587013071827,20.94758701307183,21.98 2025-11-06,22.994007297541174,21.938007297541176,20.88200729754118,21.74 2025-11-07,22.882197078727728,21.85819707872773,20.834197078727733,21.32 2025-11-10,22.790654499801278,21.79265449980128,20.794654499801283,21.25 2025-11-11,22.70173502362973,21.72573502362973,20.749735023629732,21.26 2025-11-12,22.621855497569754,21.651855497569755,20.681855497569757,21.12 2025-11-13,22.506535926372635,21.574535926372636,20.642535926372638,20.97 2025-11-14,22.242770600051433,21.480770600051432,20.718770600051432,20.94 2025-11-17,22.141554352427484,21.363554352427485,20.585554352427486,20.73 2025-11-18,21.982358699815343,21.260358699815345,20.538358699815348,20.36 2025-11-19,22.076229299832928,21.16222929983293,20.248229299832932,21.09 2025-11-20,21.980112223658363,21.000112223658363,20.020112223658362,20.26 2025-11-21,21.870958678548043,20.78295867854804,19.69495867854804,19.42 2025-11-24,21.71153404249585,20.585534042495848,19.459534042495847,19.1 2025-11-25,21.610054609877196,20.424054609877196,19.238054609877196,19.26 2025-11-26,21.4737636946508,20.241763694650796,19.009763694650793,18.98 2025-11-27,21.336548104684052,20.08254810468405,18.82854810468405,18.77 2025-11-28,21.173353047095098,19.941353047095095,18.709353047095092,18.62 2025-12-01,21.130557518800327,19.814557518800324,18.49855751880032,19.06 2025-12-02,21.127742517009818,19.721742517009815,18.315742517009813,18.95 2025-12-03,20.87614799158031,19.650147991580308,18.424147991580305,19.33 " 1583,CN,technical,2025年02月06日-2025年05月02日,中信建投的开盘价小于肯特纳通道中轨的比例(单位:%)?(标准版:中轨EMA(20),ATR(10),乘数2;EMA从前4n个数据开始计算,初始值用首个数据点;ATR计算用SMA)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,74.1667,medium,channel,Middle = EMA_{n_{ema}}(C);Upper = Middle + 2 * ATR_{n_{atr}};Lower = Middle - 2 * ATR_{n_{atr}},"date,close,high,low,open 2024-10-08,29.55,29.55,28.01,29.55 2024-10-09,28.84,31.35,27.7,30.0 2024-10-10,26.77,29.26,25.97,28.85 2024-10-11,27.85,28.98,25.8,26.26 2024-10-14,27.36,27.37,25.8,27.3 2024-10-15,26.69,27.59,26.45,26.76 2024-10-16,26.08,26.86,26.01,26.08 2024-10-17,25.55,26.52,25.53,26.12 2024-10-18,26.86,27.96,25.23,25.49 2024-10-21,26.29,26.69,26.12,26.53 2024-10-22,26.22,26.47,26.02,26.25 2024-10-23,26.1,26.63,26.01,26.26 2024-10-24,25.88,26.11,25.73,25.88 2024-10-25,25.94,26.29,25.81,26.03 2024-10-28,25.84,26.03,25.76,25.93 2024-10-29,25.46,26.23,25.4,25.99 2024-10-30,25.32,25.62,25.1,25.36 2024-10-31,25.46,26.11,25.12,25.12 2024-11-01,25.11,25.6,25.1,25.46 2024-11-04,26.2,26.3,25.41,25.52 2024-11-05,27.18,27.41,25.78,26.3 2024-11-06,29.35,29.9,28.18,28.58 2024-11-07,32.29,32.29,27.88,28.1 2024-11-08,30.7,33.12,30.6,33.0 2024-11-11,30.29,30.8,29.71,30.1 2024-11-12,29.47,30.65,29.18,30.29 2024-11-13,29.41,29.63,28.75,29.06 2024-11-14,29.3,30.25,29.21,29.35 2024-11-15,28.3,29.53,28.28,29.3 2024-11-18,27.89,28.63,27.7,28.35 2024-11-19,28.29,28.45,27.55,27.98 2024-11-20,28.31,28.63,27.93,28.35 2024-11-21,28.44,28.67,28.09,28.28 2024-11-22,26.98,28.44,26.96,28.44 2024-11-25,26.44,27.09,26.2,27.05 2024-11-26,26.75,27.37,26.44,26.44 2024-11-27,27.26,27.33,26.59,26.7 2024-11-28,26.86,27.31,26.85,27.27 2024-11-29,27.27,28.14,26.6,26.76 2024-12-02,27.54,27.81,26.89,27.12 2024-12-03,27.52,27.73,27.21,27.48 2024-12-04,27.3,27.73,27.13,27.58 2024-12-05,27.46,27.71,27.1,27.2 2024-12-06,27.78,28.08,27.23,27.43 2024-12-09,27.6,27.94,27.37,27.68 2024-12-10,27.77,29.26,27.75,29.08 2024-12-11,27.7,27.98,27.58,27.74 2024-12-12,28.02,28.25,27.54,27.74 2024-12-13,27.17,27.85,27.09,27.85 2024-12-16,26.75,27.22,26.68,27.08 2024-12-17,26.86,27.09,26.7,26.75 2024-12-18,26.85,27.03,26.73,26.89 2024-12-19,26.7,26.78,26.5,26.65 2024-12-20,27.31,27.6,26.65,26.69 2024-12-23,26.54,27.42,26.54,27.2 2024-12-24,27.19,27.4,26.44,26.54 2024-12-25,27.02,27.29,26.78,27.19 2024-12-26,26.9,27.1,26.78,26.9 2024-12-27,26.86,27.34,26.73,26.89 2024-12-30,26.97,27.02,26.72,26.86 2024-12-31,25.75,26.97,25.75,26.96 2025-01-02,24.49,25.67,24.1,25.58 2025-01-03,23.86,24.68,23.73,24.5 2025-01-06,23.92,24.05,23.63,23.86 2025-01-07,24.3,24.44,23.95,24.0 2025-01-08,24.01,24.27,23.66,24.2 2025-01-09,23.85,24.19,23.82,23.94 2025-01-10,23.54,24.05,23.53,23.97 2025-01-13,23.69,23.72,23.28,23.32 2025-01-14,24.49,24.54,23.71,23.71 2025-01-15,24.24,24.49,24.18,24.49 2025-01-16,24.09,24.58,23.93,24.36 2025-01-17,24.25,24.35,24.0,24.0 2025-01-20,24.24,24.54,24.21,24.44 2025-01-21,24.22,24.5,24.11,24.49 2025-01-22,24.12,24.23,23.86,24.16 2025-01-23,24.28,24.99,24.25,24.45 2025-01-24,24.33,24.49,24.12,24.21 2025-01-27,23.8,24.44,23.8,24.33 2025-02-05,23.88,23.98,23.72,23.98 2025-02-06,24.31,24.31,23.71,23.88 2025-02-07,24.79,25.13,24.24,24.31 2025-02-10,24.87,24.96,24.68,24.79 2025-02-11,24.65,24.92,24.47,24.89 2025-02-12,24.97,25.0,24.55,24.6 2025-02-13,24.93,25.27,24.81,25.0 2025-02-14,24.92,25.05,24.71,24.9 2025-02-17,25.1,25.44,24.98,25.32 2025-02-18,24.5,25.15,24.42,25.0 2025-02-19,24.83,24.88,24.42,24.59 2025-02-20,24.67,24.87,24.52,24.8 2025-02-21,25.24,25.34,24.48,24.73 2025-02-24,24.96,25.35,24.8,25.29 2025-02-25,24.65,24.92,24.58,24.74 2025-02-26,25.38,25.42,24.5,24.61 2025-02-27,25.5,25.63,24.85,25.3 2025-02-28,24.53,25.62,24.41,25.37 2025-03-03,24.38,24.73,24.28,24.54 2025-03-04,24.37,24.5,24.18,24.28 2025-03-05,24.36,24.54,24.15,24.36 2025-03-06,25.1,25.22,24.45,24.52 2025-03-07,24.6,24.99,24.56,24.91 2025-03-10,24.38,24.63,24.28,24.58 2025-03-11,24.41,24.41,24.08,24.15 2025-03-12,24.45,24.82,24.29,24.42 2025-03-13,24.25,24.63,24.15,24.36 2025-03-14,24.97,25.26,24.22,24.23 2025-03-17,24.97,25.14,24.88,24.97 2025-03-18,24.88,25.14,24.74,25.14 2025-03-19,24.84,24.98,24.76,24.82 2025-03-20,24.5,24.87,24.44,24.84 2025-03-21,24.08,24.6,24.01,24.5 2025-03-24,24.05,24.19,23.9,24.08 2025-03-25,23.95,24.11,23.91,24.07 2025-03-26,23.91,24.06,23.9,23.91 2025-03-27,24.02,24.18,23.78,23.91 2025-03-28,24.5,24.77,24.17,24.23 2025-03-31,24.16,24.69,24.03,24.3 2025-04-01,24.49,24.56,24.05,24.16 2025-04-02,24.71,24.92,24.4,24.4 2025-04-03,24.72,24.9,24.4,24.4 2025-04-07,23.43,24.15,22.29,24.01 2025-04-08,23.2,23.52,22.8,23.43 2025-04-09,23.5,23.69,22.88,23.1 2025-04-10,23.59,24.02,23.4,23.79 2025-04-11,23.78,23.97,23.47,23.82 2025-04-14,23.76,23.85,23.61,23.8 2025-04-15,23.63,23.75,23.5,23.75 2025-04-16,23.66,23.66,23.26,23.55 2025-04-17,23.53,23.61,23.4,23.5 2025-04-18,23.49,23.59,23.35,23.43 2025-04-21,23.63,23.67,23.4,23.49 2025-04-22,23.63,23.73,23.58,23.63 2025-04-23,23.61,23.75,23.46,23.7 2025-04-24,23.51,23.82,23.49,23.6 2025-04-25,23.71,23.79,23.53,23.65 2025-04-28,23.54,23.72,23.41,23.7 2025-04-29,23.15,23.9,23.11,23.53 2025-04-30,23.26,23.59,23.13,23.15 ","date,Upper,Middle,Lower,open 2024-11-04,27.75386817806594,26.50786817806594,25.261868178065942,25.52 2024-11-05,28.05388073253585,26.57188073253585,25.08988073253585,26.3 2024-11-06,28.738463519913388,26.836463519913387,24.934463519913386,28.58 2024-11-07,30.0638479465883,27.3558479465883,24.647847946588303,28.1 2024-11-08,30.790338618341796,27.674338618341796,24.558338618341796,33.0 2024-11-11,31.203449226118767,27.92344922611877,24.643449226118772,30.1 2024-11-12,31.478739776012215,28.070739776012218,24.66273977601222,30.29 2024-11-13,31.678288368772957,28.19828836877296,24.718288368772964,29.06 2024-11-14,31.793213286032678,28.30321328603268,24.81321328603268,29.35 2024-11-15,31.94290725879147,28.302907258791475,24.662907258791478,29.3 2024-11-18,31.851582757954187,28.26358275795419,24.675582757954192,28.35 2024-11-19,31.708098685768075,28.26609868576808,24.82409868576808,27.98 2024-11-20,31.308279763313973,28.270279763313976,25.23227976331398,28.35 2024-11-21,30.55844359537931,28.28644359537931,26.014443595379312,28.28 2024-11-22,30.226020395819376,28.162020395819376,26.098020395819375,28.44 2024-11-25,30.02201845336039,27.998018453360388,25.974018453360387,27.05 2024-11-26,29.79515955304035,27.87915955304035,25.96315955304035,26.44 2024-11-27,29.708191976560315,27.820191976560317,25.93219197656032,26.7 2024-11-28,29.500745121649807,27.72874512164981,25.95674512164981,27.27 2024-11-29,29.51505511006411,27.685055110064113,25.855055110064114,26.76 2024-12-02,29.499240337677055,27.671240337677055,25.843240337677056,27.12 2024-12-03,29.408836495993526,27.656836495993527,25.90483649599353,27.48 2024-12-04,29.35485206780367,27.62285206780367,25.89085206780367,27.58 2024-12-05,29.345342347060463,27.607342347060463,25.869342347060464,27.2 2024-12-06,29.2357859330547,27.6237859330547,26.011785933054703,27.43 2024-12-09,29.169520606097112,27.621520606097114,26.073520606097116,27.68 2024-12-10,29.32966150075453,27.63566150075453,25.94166150075453,29.08 2024-12-11,29.267788976873145,27.641788976873148,26.01578897687315,27.74 2024-12-12,29.353809074313798,27.6778090743138,26.0018090743138,27.74 2024-12-13,29.18344630533153,27.62944630533153,26.075446305331532,27.85 2024-12-16,29.023689514347577,27.545689514347576,26.067689514347574,27.08 2024-12-17,28.932385751076378,27.480385751076376,26.028385751076375,26.75 2024-12-18,28.812349012878627,27.420349012878628,26.02834901287863,26.89 2024-12-19,28.691744344985427,27.351744344985427,26.011744344985427,26.65 2024-12-20,28.707768693082055,27.347768693082052,25.98776869308205,26.69 2024-12-23,28.692838341359952,27.27083834135995,25.84883834135995,27.2 2024-12-24,28.54513945170662,27.26313945170662,25.98113945170662,26.54 2024-12-25,28.54398331344885,27.23998331344885,25.935983313448848,27.19 2024-12-26,28.433603950263247,27.20760395026325,25.98160395026325,26.9 2024-12-27,28.33649881214294,27.17449881214294,26.01249881214294,26.89 2024-12-30,28.269022734795993,27.155022734795992,26.04102273479599,26.86 2024-12-31,28.301211045767804,27.021211045767803,25.741211045767802,26.96 2025-01-02,28.33014332712325,26.78014332712325,25.230143327123248,25.58 2025-01-03,28.172034438825794,26.502034438825795,24.832034438825797,24.5 2025-01-06,27.820126397032865,26.256126397032865,24.692126397032865,23.86 2025-01-07,27.561828644934494,26.069828644934496,24.5778286449345,24.0 2025-01-08,27.301654488274067,25.873654488274067,24.445654488274066,24.2 2025-01-09,27.080925489390822,25.680925489390823,24.280925489390825,23.94 2025-01-10,26.917027823734557,25.477027823734556,24.037027823734554,23.97 2025-01-13,26.712834697664597,25.3068346976646,23.9008346976646,23.32 2025-01-14,26.745040916934634,25.229040916934636,23.713040916934638,23.71 2025-01-15,26.468846543893243,25.134846543893243,23.800846543893243,24.49 2025-01-16,26.169337349236745,25.035337349236745,23.901337349236744,24.36 2025-01-17,25.974543315976103,24.960543315976103,23.946543315976104,24.0 2025-01-20,25.887920143025998,24.891920143026,23.895920143026,24.44 2025-01-21,25.797927748452096,24.827927748452097,23.8579277484521,24.49 2025-01-22,25.676506058123326,24.760506058123326,23.844506058123326,24.16 2025-01-23,25.730743576397295,24.714743576397296,23.6987435763973,24.45 2025-01-24,25.664101331026124,24.678101331026127,23.69210133102613,24.21 2025-01-27,25.620472632833163,24.594472632833163,23.568472632833164,24.33 2025-02-05,25.434427620182383,24.526427620182385,23.618427620182388,23.98 2025-02-06,25.4718154658793,24.5058154658793,23.539815465879304,23.88 2025-02-07,25.54688065960508,24.53288065960508,23.51888065960508,24.31 2025-02-10,25.564987263452217,24.564987263452217,23.564987263452217,24.79 2025-02-11,25.597083714552006,24.573083714552006,23.549083714552005,24.89 2025-02-12,25.646885265547056,24.610885265547054,23.574885265547053,24.6 2025-02-13,25.695277145018764,24.641277145018766,23.587277145018767,25.0 2025-02-14,25.615822178826505,24.667822178826505,23.719822178826504,24.9 2025-02-17,25.68698197131922,24.70898197131922,23.730981971319217,25.32 2025-02-18,25.68507892643167,24.689078926431673,23.693078926431674,25.0 2025-02-19,25.738499981057227,24.70249998105723,23.666499981057232,24.59 2025-02-20,25.685404744766064,24.699404744766063,23.713404744766063,24.8 2025-02-21,25.730890007169297,24.750890007169296,23.770890007169296,24.73 2025-02-24,25.804805244581743,24.770805244581744,23.736805244581745,25.29 2025-02-25,25.779299983193006,24.759299983193007,23.739299983193007,24.74 2025-02-26,25.93241427050796,24.818414270507958,23.704414270507957,24.61 2025-02-27,26.061327197126246,24.883327197126246,23.705327197126245,25.3 2025-02-28,26.20167698787613,24.84967698787613,23.49767698787613,25.37 2025-03-03,26.142945846173642,24.80494584617364,23.46694584617364,24.54 2025-03-04,26.01952243225234,24.76352243225234,23.50752243225234,24.28 2025-03-05,25.967091724418786,24.725091724418785,23.483091724418784,24.36 2025-03-06,26.10479727447414,24.76079727447414,23.41679727447414,24.52 2025-03-07,26.025483248333746,24.745483248333745,23.465483248333744,24.91 2025-03-10,25.950675319921007,24.710675319921005,23.470675319921003,24.58 2025-03-11,25.912039575166624,24.682039575166623,23.452039575166623,24.15 2025-03-12,25.8119405680079,24.659940568007897,23.507940568007896,24.42 2025-03-13,25.712898609150006,24.620898609150004,23.52889860915,24.36 2025-03-14,25.712146360659528,24.654146360659528,23.596146360659528,24.23 2025-03-17,25.70422765964434,24.684227659644336,23.664227659644332,24.97 2025-03-18,25.738872644440114,24.702872644440113,23.66687264444011,25.14 2025-03-19,25.717932392588676,24.715932392588673,23.71393239258867,24.82 2025-03-20,25.611367402818324,24.695367402818324,23.779367402818323,24.84 2025-03-21,25.562760983502294,24.636760983502292,23.71076098350229,24.5 2025-03-24,25.494878985073505,24.580878985073504,23.666878985073502,24.08 2025-03-25,25.408795272209364,24.520795272209362,23.63279527220936,24.07 2025-03-26,25.27662429390371,24.46262429390371,23.64862429390371,23.91 2025-03-27,25.218469599246212,24.42046959924621,23.62246959924621,23.91 2025-03-28,25.168043923127524,24.42804392312752,23.68804392312752,24.23 2025-03-31,25.22251593044871,24.40251593044871,23.58251593044871,24.3 2025-04-01,25.25284774659645,24.410847746596453,23.568847746596454,24.16 2025-04-02,25.341338437396793,24.439338437396792,23.53733843739679,24.4 2025-04-03,25.382068110025667,24.466068110025667,23.550068110025666,24.4 2025-04-07,25.651394956689884,24.367394956689886,23.083394956689887,24.01 2025-04-08,25.62621448462418,24.25621448462418,22.88621448462418,23.43 2025-04-09,25.676194057517115,24.184194057517114,22.692194057517113,23.1 2025-04-10,25.711604147277388,24.12760414727739,22.54360414727739,23.79 2025-04-11,25.698498990393826,24.094498990393827,22.490498990393828,23.82 2025-04-14,25.564641943689658,24.062641943689655,22.560641943689653,23.8 2025-04-15,25.443437949052548,24.021437949052547,22.599437949052547,23.75 2025-04-16,25.38701528723802,23.98701528723802,22.587015287238017,23.55 2025-04-17,25.29149002178678,23.94349002178678,22.595490021786777,23.5 2025-04-18,25.196300495902324,23.900300495902325,22.604300495902326,23.43 2025-04-21,24.738557591530675,23.874557591530674,23.010557591530674,23.49 2025-04-22,24.601266392337283,23.85126639233728,23.101266392337276,23.63 2025-04-23,24.47428864068611,23.82828864068611,23.18228864068611,23.7 2025-04-24,24.385975436811243,23.797975436811242,23.20997543681124,23.6 2025-04-25,24.3335968237816,23.7895968237816,23.2455968237816,23.65 2025-04-28,24.323825697707164,23.765825697707164,23.207825697707165,23.7 2025-04-29,24.371175631258865,23.707175631258863,23.043175631258862,23.53 2025-04-30,24.34058747590088,23.664587475900877,22.988587475900875,23.15 " 1584,CN,technical,统计用友网络在2020年11月02日到2021年09月22日间,收盘价大于肯特纳通道下轨的天数占比(%)。(标准版:中轨EMA(20),ATR(10),乘数2;EMA从前4n个数据开始计算,初始值用首个数据点;ATR计算用SMA)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,92.8826,medium,channel,Middle = EMA_{n_{ema}}(C);Upper = Middle + 2 * ATR_{n_{atr}};Lower = Middle - 2 * ATR_{n_{atr}},"date,close,high,low,open 2020-07-03,46.02,46.98,44.8,46.08 2020-07-06,48.21,49.85,45.56,46.0 2020-07-07,51.0,52.93,48.5,48.73 2020-07-08,51.61,51.89,49.98,50.65 2020-07-09,52.65,54.35,51.0,51.09 2020-07-10,52.08,53.97,51.38,52.37 2020-07-13,51.95,53.3,51.0,51.5 2020-07-14,50.17,51.5,49.41,51.3 2020-07-15,49.0,51.28,48.59,50.34 2020-07-16,45.19,50.25,44.1,49.0 2020-07-17,45.1,46.65,44.16,46.35 2020-07-20,45.51,46.24,44.07,46.01 2020-07-21,45.89,47.64,45.55,45.84 2020-07-22,46.92,47.6,45.08,45.1 2020-07-23,46.82,47.43,45.6,46.71 2020-07-24,43.75,47.35,42.4,46.6 2020-07-27,44.0,44.85,43.44,43.45 2020-07-28,44.32,44.82,43.35,44.31 2020-07-29,46.68,47.19,44.48,44.7 2020-07-30,46.88,47.64,45.53,46.93 2020-07-31,47.02,47.87,46.1,46.88 2020-08-03,48.43,48.65,46.69,46.7 2020-08-04,47.71,49.43,47.14,48.43 2020-08-05,47.16,49.2,47.0,49.0 2020-08-06,46.42,47.99,45.7,47.99 2020-08-07,45.39,46.92,44.79,46.01 2020-08-10,46.0,46.95,44.92,45.77 2020-08-11,44.8,46.6,44.54,46.15 2020-08-12,43.92,44.99,42.7,44.98 2020-08-13,43.86,44.63,43.5,44.14 2020-08-14,44.96,45.04,43.73,44.11 2020-08-17,44.92,45.45,44.2,45.02 2020-08-18,45.45,46.02,44.61,45.0 2020-08-19,43.92,45.5,43.81,45.31 2020-08-20,43.0,44.64,42.59,43.5 2020-08-21,42.46,43.49,42.0,43.48 2020-08-24,43.25,43.51,41.66,42.72 2020-08-25,42.95,43.79,42.7,43.67 2020-08-26,41.14,43.35,40.96,43.15 2020-08-27,43.07,43.27,41.42,41.48 2020-08-28,43.79,43.79,42.51,43.29 2020-08-31,41.91,44.0,41.85,43.43 2020-09-01,42.31,42.41,41.01,41.99 2020-09-02,43.54,43.95,41.91,42.5 2020-09-03,42.22,43.5,41.93,43.5 2020-09-04,40.93,42.52,40.2,41.45 2020-09-07,39.58,41.28,39.5,40.99 2020-09-08,39.6,39.94,39.08,39.89 2020-09-09,37.61,39.2,37.6,39.2 2020-09-10,37.92,38.93,37.85,38.28 2020-09-11,38.41,38.8,37.73,38.8 2020-09-14,38.5,39.35,38.05,38.8 2020-09-15,38.95,39.23,38.1,38.5 2020-09-16,38.21,39.15,37.97,38.96 2020-09-17,38.06,38.52,37.31,37.97 2020-09-18,38.99,38.99,37.93,38.12 2020-09-21,38.81,39.72,38.64,39.16 2020-09-22,38.55,39.32,38.3,38.6 2020-09-23,39.05,39.27,38.55,38.65 2020-09-24,37.63,38.94,37.6,38.79 2020-09-25,37.99,38.2,37.72,37.72 2020-09-28,37.79,38.43,37.69,37.69 2020-09-29,39.08,39.3,38.0,38.4 2020-09-30,38.21,39.3,38.05,39.2 2020-10-09,41.5,41.9,39.02,39.2 2020-10-12,43.08,43.85,41.66,41.99 2020-10-13,43.58,43.85,42.51,42.99 2020-10-14,43.29,44.66,43.08,43.59 2020-10-15,44.55,44.91,42.86,44.1 2020-10-16,43.42,45.18,43.2,44.54 2020-10-19,43.37,44.3,42.95,43.75 2020-10-20,43.45,43.58,42.83,43.41 2020-10-21,42.08,43.59,41.7,43.59 2020-10-22,41.43,42.25,41.0,42.06 2020-10-23,41.0,42.09,40.6,41.81 2020-10-26,42.51,43.2,40.72,40.84 2020-10-27,43.38,43.8,42.01,42.35 2020-10-28,43.55,43.99,43.0,43.99 2020-10-29,43.9,44.08,42.75,43.19 2020-10-30,43.15,44.43,42.9,43.93 2020-11-02,45.0,45.05,43.52,43.59 2020-11-03,45.98,46.72,44.66,45.0 2020-11-04,45.76,46.39,45.48,46.05 2020-11-05,45.82,46.91,45.3,46.38 2020-11-06,46.35,46.66,45.01,45.7 2020-11-09,48.4,49.2,46.04,46.35 2020-11-10,47.96,48.6,47.01,48.0 2020-11-11,46.66,47.88,46.0,47.5 2020-11-12,46.71,47.85,45.86,47.01 2020-11-13,47.63,48.21,46.38,46.58 2020-11-16,47.97,49.01,47.05,47.55 2020-11-17,48.02,48.6,47.46,47.7 2020-11-18,44.08,48.38,43.31,48.08 2020-11-19,45.45,45.72,43.33,44.19 2020-11-20,45.75,46.35,45.5,45.8 2020-11-23,44.78,45.81,44.31,45.5 2020-11-24,44.44,45.3,44.04,44.8 2020-11-25,42.8,44.98,42.5,44.44 2020-11-26,42.14,43.79,41.98,43.1 2020-11-27,42.31,42.77,41.75,42.48 2020-11-30,43.7,43.73,42.01,42.31 2020-12-01,44.43,44.63,43.3,43.43 2020-12-02,43.76,44.49,43.55,44.46 2020-12-03,44.27,44.82,43.1,43.85 2020-12-04,44.11,44.6,43.61,44.15 2020-12-07,45.98,46.18,44.1,44.11 2020-12-08,46.29,46.9,45.61,46.67 2020-12-09,44.84,46.7,44.8,46.08 2020-12-10,44.63,45.48,44.08,44.75 2020-12-11,43.78,45.3,43.3,45.3 2020-12-14,44.2,44.45,43.41,43.81 2020-12-15,43.52,44.6,42.94,44.4 2020-12-16,44.99,45.52,43.3,43.38 2020-12-17,44.72,45.5,44.3,45.3 2020-12-18,44.81,45.78,44.68,45.1 2020-12-21,46.14,46.3,44.64,45.15 2020-12-22,42.25,46.0,42.1,46.0 2020-12-23,42.5,42.83,41.09,42.51 2020-12-24,40.06,42.3,39.9,42.26 2020-12-25,41.0,41.06,39.69,40.0 2020-12-28,40.74,41.73,40.47,41.6 2020-12-29,42.76,43.47,40.68,40.75 2020-12-30,42.15,42.56,41.54,42.52 2020-12-31,43.87,44.44,41.81,42.35 2021-01-04,45.71,46.23,44.0,44.0 2021-01-05,46.6,47.39,45.35,46.02 2021-01-06,46.29,46.59,45.51,46.31 2021-01-07,43.77,46.1,41.88,46.0 2021-01-08,43.11,44.25,42.55,43.38 2021-01-11,43.9,45.18,42.23,43.3 2021-01-12,45.09,45.21,43.31,43.84 2021-01-13,43.72,45.09,43.35,44.91 2021-01-14,47.6,47.95,43.85,43.85 2021-01-15,42.84,47.44,42.84,47.44 2021-01-18,43.31,44.3,41.07,41.7 2021-01-19,45.59,46.6,42.93,43.0 2021-01-20,45.31,45.54,44.05,45.32 2021-01-21,47.29,48.11,45.66,45.66 2021-01-22,47.79,49.0,46.8,47.5 2021-01-25,51.1,51.82,48.15,49.8 2021-01-26,49.97,51.75,49.09,50.04 2021-01-27,49.64,51.36,49.25,49.95 2021-01-28,45.1,49.01,44.68,48.59 2021-01-29,43.09,46.07,42.02,45.42 2021-02-01,42.65,43.87,42.49,42.52 2021-02-02,42.19,43.2,41.5,42.95 2021-02-03,41.6,42.9,41.5,42.36 2021-02-04,39.58,41.6,37.44,41.6 2021-02-05,39.61,40.6,38.62,39.6 2021-02-08,39.56,40.3,39.22,39.62 2021-02-09,41.15,42.0,39.35,40.0 2021-02-10,43.26,43.43,41.88,41.89 2021-02-18,42.94,45.3,42.27,44.8 2021-02-19,41.45,42.96,40.6,42.95 2021-02-22,40.63,41.82,40.6,41.45 2021-02-23,39.25,40.63,39.03,40.23 2021-02-24,39.16,39.79,38.53,39.64 2021-02-25,38.0,39.46,37.5,39.28 2021-02-26,36.9,37.3,36.58,37.0 2021-03-01,37.68,37.74,36.89,37.25 2021-03-02,35.56,37.68,35.3,37.68 2021-03-03,35.8,35.97,35.0,35.22 2021-03-04,33.83,35.7,33.75,35.7 2021-03-05,33.11,33.67,32.58,33.0 2021-03-08,33.1,34.45,32.68,34.35 2021-03-09,34.47,35.26,32.5,32.98 2021-03-10,33.97,35.35,33.85,34.8 2021-03-11,34.05,34.36,33.45,33.8 2021-03-12,33.13,34.3,33.0,34.09 2021-03-15,32.21,33.2,31.59,32.59 2021-03-16,32.9,33.1,31.91,32.38 2021-03-17,32.98,33.1,32.05,33.0 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2020-11-04,46.24609518945886,43.10009518945886,39.95409518945886,45.76 2020-11-05,46.577133742843735,43.35913374284373,40.14113374284373,45.82 2020-11-06,46.89397814828719,43.64397814828719,40.39397814828719,46.35 2020-11-09,47.48293261035508,44.096932610355076,40.71093261035507,48.4 2020-11-10,47.810843790321265,44.46484379032126,41.11884379032126,47.96 2020-11-11,48.21390628648114,44.67390628648114,41.13390628648114,46.66 2020-11-12,48.53981997348294,44.86781997348294,41.195819973482934,46.71 2020-11-13,48.862884737913134,45.130884737913135,41.398884737913136,47.63 2020-11-16,49.1452766676357,45.4012766676357,41.6572766676357,47.97 2020-11-17,49.21067888976563,45.65067888976563,42.09067888976563,48.02 2020-11-18,49.89309042407367,45.501090424073666,41.10909042407366,44.08 2020-11-19,50.04422466939999,45.496224669399986,40.948224669399984,45.45 2020-11-20,49.91839374850475,45.520393748504745,41.12239374850474,45.75 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2020-12-11,47.69266990194567,44.618669901945665,41.54466990194566,43.78 2020-12-14,47.51679657795084,44.57879657795084,41.64079657795084,44.2 2020-12-15,47.481958808622196,44.47795880862219,41.473958808622186,43.52 2020-12-16,47.78672463637247,44.526724636372464,41.26672463637246,44.99 2020-12-17,47.70113181386081,44.545131813860806,41.3891318138608,44.72 2020-12-18,47.74835735539788,44.570357355397874,41.39235735539787,44.81 2020-12-21,47.81384713107427,44.71984713107427,41.625847131074266,46.14 2020-12-22,48.12862359478149,44.48462359478148,40.840623594781476,42.25 2020-12-23,47.90761182384991,44.29561182384991,40.68361182384991,42.5 2020-12-24,47.744220221578495,43.89222022157849,40.04022022157849,40.06 2020-12-25,47.34277067666626,43.616770676666256,39.89077067666625,41.0 2020-12-28,47.11279251698376,43.34279251698376,39.57279251698375,40.74 2020-12-29,47.28328846774721,43.28728846774721,39.29128846774721,42.76 2020-12-30,46.97497528034271,43.17897528034271,39.38297528034271,42.15 2020-12-31,47.32678715840531,43.24478715840531,39.16278715840531,43.87 2021-01-04,47.81356933379527,43.479569333795276,39.14556933379528,45.71 2021-01-05,48.18675320676715,43.776753206767154,39.36675320676716,46.6 2021-01-06,47.836110044217904,44.0161100442179,40.1961100442179,46.29 2021-01-07,48.34667099238763,43.99267099238763,39.63867099238763,43.77 2021-01-08,48.08260708835071,43.90860708835071,39.734607088350714,43.11 2021-01-11,48.39778736565065,43.90778736565065,39.417787365650646,43.9 2021-01-12,48.638379045112494,44.02037904511249,39.40237904511249,45.09 2021-01-13,48.39977151700654,43.99177151700654,39.58377151700654,43.72 2021-01-14,49.345412324910676,44.33541232491068,39.32541232491068,47.6 2021-01-15,49.62899210349061,44.19299210349061,38.75699210349061,42.84 2021-01-18,49.718897617443886,44.10889761744389,38.49889761744389,43.31 2021-01-19,50.18595498721114,44.24995498721114,38.31395498721114,45.59 2021-01-20,50.376911655095796,44.35091165509579,38.32491165509579,45.31 2021-01-21,50.334824830800954,44.630824830800954,38.92682483080095,47.29 2021-01-22,50.73569865643896,44.93169865643896,39.12769865643896,47.79 2021-01-25,51.5391559272543,45.519155927254296,39.49915592725429,51.1 2021-01-26,52.11504583894437,45.943045838944364,39.77104583894436,49.97 2021-01-27,52.54113671142586,46.295136711425855,40.04913671142585,49.64 2021-01-28,52.57331416748054,46.18131416748054,39.78931416748053,45.1 2021-01-29,52.13690329438715,45.88690329438715,39.63690329438715,43.09 2021-02-01,51.45862679015981,45.57862679015981,39.69862679015981,42.65 2021-02-02,50.7419004291922,45.2559004291922,39.769900429192205,42.19 2021-02-03,50.3657194359358,44.9077194359358,39.449719435935805,41.6 2021-02-04,50.1303175848943,44.4003175848943,38.670317584894306,39.58 2021-02-05,49.630096862523416,43.944096862523416,38.258096862523416,39.61 2021-02-08,48.622563827997375,43.52656382799738,38.43056382799738,39.56 2021-02-09,48.39422441580715,43.30022441580715,38.20622441580715,41.15 2021-02-10,48.424393519063614,43.296393519063614,38.16839351906361,43.26 2021-02-18,48.00445127915279,43.26245127915279,38.520451279152795,42.94 2021-02-19,47.49383687161443,43.08983687161443,38.685836871614434,41.45 2021-02-22,47.22756669336544,42.85556669336544,38.48356669336544,40.63 2021-02-23,46.864179389235396,42.5121793892354,38.1601793892354,39.25 2021-02-24,46.51692420930822,42.192924209308224,37.868924209308226,39.16 2021-02-25,45.677598094136016,41.793598094136016,37.909598094136015,38.0 2021-02-26,45.099541132789724,41.327541132789726,37.55554113278973,36.9 2021-03-01,44.706156263000224,40.980156263000225,37.254156263000226,37.68 2021-03-02,44.13595090461925,40.46395090461925,36.791950904619256,35.56 2021-03-03,43.429765104179324,40.01976510417933,36.60976510417933,35.8 2021-03-04,42.644263665686054,39.430263665686056,36.21626366568606,33.83 2021-03-05,41.82033379276358,38.82833379276358,35.83633379276358,33.11 2021-03-08,41.38477819345277,38.282778193452764,35.18077819345276,33.1 2021-03-09,41.253656460742974,37.91965646074297,34.58565646074297,34.47 2021-03-10,40.925498702576974,37.543498702576976,34.16149870257698,33.97 2021-03-11,40.38278454042678,37.210784540426786,34.03878454042679,34.05 2021-03-12,39.97013839371947,36.82213839371948,33.67413839371948,33.13 2021-03-15,39.68288711812714,36.382887118127144,33.08288711812715,32.21 2021-03-16,39.11318358306741,36.05118358306741,32.989183583067415,32.9 2021-03-17,38.83668990848956,35.75868990848956,32.680689908489555,32.98 2021-03-18,38.3820527743477,35.5340527743477,32.6860527743477,33.4 2021-03-19,38.11347631964793,35.237476319647925,32.36147631964792,32.42 2021-03-22,38.02314524158622,35.12914524158622,32.235145241586224,34.1 2021-03-23,37.522940932863726,35.01494093286372,32.50694093286372,33.93 2021-03-24,37.22113703449575,34.90113703449575,32.58113703449575,33.82 2021-03-25,37.23779065025806,34.84579065025806,32.45379065025806,34.32 2021-03-26,37.24152487404301,34.87952487404301,32.517524874043005,35.2 2021-03-29,37.13833202889606,34.884332028896054,32.63033202889605,34.93 2021-03-30,37.41668135947738,35.02868135947738,32.640681359477384,36.4 2021-03-31,37.50156884905097,35.09356884905097,32.685568849050966,35.71 2021-04-01,37.488371815808016,35.13037181580802,32.77237181580802,35.48 2021-04-02,37.49995545239773,35.13795545239773,32.77595545239774,35.21 2021-04-06,37.594054933121754,35.26005493312176,32.92605493312176,36.42 2021-04-07,37.69471636806254,35.32671636806254,32.95871636806255,35.96 2021-04-08,37.77588623777087,35.389886237770874,33.00388623777088,35.99 2021-04-09,37.87465897703079,35.47465897703079,33.07465897703079,36.28 2021-04-12,37.91907240778976,35.397072407789764,32.875072407789766,34.66 2021-04-13,37.88439884514312,35.37639884514312,32.868398845143126,35.18 2021-04-14,37.836075145605676,35.45007514560568,33.064075145605685,36.15 2021-04-15,37.87854417935752,35.540544179357525,33.20254417935753,36.4 2021-04-16,38.120492352752045,35.580492352752046,33.04049235275205,35.96 2021-04-19,38.209016890585175,35.68901689058518,33.16901689058518,36.72 2021-04-20,38.072729567672305,35.75672956767231,33.440729567672314,36.4 2021-04-21,38.01494579932256,35.778945799322564,33.54294579932257,35.99 2021-04-22,37.978855723196595,35.7628557231966,33.54685572319661,35.61 2021-04-23,37.90572660670169,35.75972660670169,33.61372660670169,35.73 2021-04-26,37.953943120349145,35.575943120349145,33.197943120349144,33.83 2021-04-27,38.07375806126828,35.50775806126828,32.941758061268274,34.86 2021-04-28,37.92968586495701,35.45368586495701,32.97768586495701,34.94 2021-04-29,37.89295387781824,35.300953877818245,32.708953877818246,33.85 2021-04-30,37.59886303231174,35.10086303231174,32.602863032311745,33.2 2021-05-06,37.29420941018682,34.87220941018682,32.45020941018682,32.7 2021-05-07,37.12323708540712,34.62723708540712,32.131237085407115,32.3 2021-05-10,37.086547839177875,34.42654783917787,31.76654783917787,32.52 2021-05-11,36.99459090211331,34.25259090211331,31.51059090211331,32.6 2021-05-12,36.80643938762633,34.07043938762633,31.334439387626333,32.34 2021-05-13,36.200873731661915,33.800873731661916,31.400873731661918,31.24 2021-05-14,35.7750762334084,33.6150762334084,31.455076233408406,31.85 2021-05-17,36.30573563975046,33.71173563975046,31.11773563975046,34.63 2021-05-18,36.29195129310756,33.74395129310756,31.195951293107555,34.05 2021-05-19,36.305194027097315,33.811194027097315,31.317194027097315,34.45 2021-05-20,36.47850888165947,33.962508881659474,31.446508881659472,35.4 2021-05-21,36.63903184531095,33.94703184531095,31.255031845310953,33.8 2021-05-24,36.888076431471816,34.072076431471814,31.256076431471815,35.26 2021-05-25,37.35645010466497,34.340450104664974,31.324450104664972,36.89 2021-05-26,37.57564533279212,34.55564533279212,31.535645332792118,36.6 2021-05-27,37.663107682050004,34.73510768205001,31.807107682050006,36.44 2021-05-28,37.87862123614048,34.874621236140484,31.870621236140483,36.2 2021-05-31,37.629609689841395,35.00560968984139,32.38160968984139,36.25 2021-06-01,37.659456386046976,35.037456386046976,32.415456386046976,35.34 2021-06-02,37.77407958737584,34.91007958737584,32.04607958737584,33.7 2021-06-03,37.64302438857814,34.73102438857814,31.819024388578143,33.03 2021-06-04,37.319688732523076,34.59568873252308,31.871688732523083,33.31 2021-06-07,37.1920040913304,34.578004091330406,31.96400409133041,34.41 2021-06-08,36.964765606441794,34.506765606441796,32.0487656064418,33.83 2021-06-09,36.857740310590195,34.4537403105902,32.0497403105902,33.95 2021-06-10,37.20833647148637,34.53433647148637,31.860336471486374,35.3 2021-06-11,37.32373299801147,34.63773299801148,31.951732998011483,35.62 2021-06-15,37.48718699820086,34.59318699820086,31.69918699820087,34.17 2021-06-16,37.33355014122935,34.439550141229354,31.54555014122936,32.98 2021-06-17,36.97702155635036,34.331021556350365,31.685021556350367,33.3 2021-06-18,36.82063855098366,34.15663855098366,31.49263855098366,32.5 2021-06-21,36.83514916517569,34.07314916517569,31.311149165175692,33.28 2021-06-22,36.61380162563515,33.95380162563515,31.29380162563515,32.82 2021-06-23,36.74067766128895,33.90867766128895,31.07667766128895,33.48 2021-06-24,36.68337502688047,33.797375026880474,30.911375026880474,32.74 2021-06-25,36.25362502432043,33.69762502432043,31.141625024320433,32.75 2021-06-28,36.02327978390896,33.56927978390896,31.115279783908964,32.35 2021-06-29,35.66334837591763,33.46934837591763,31.275348375917634,32.52 2021-06-30,35.59141043535404,33.44941043535405,31.307410435354047,33.26 2021-07-01,35.48118087008223,33.37518087008223,31.269180870082234,32.67 2021-07-02,35.29335412055059,33.20135412055059,31.10935412055059,31.55 2021-07-05,34.99551087097434,33.03551087097434,31.075510870974345,31.46 2021-07-06,34.74041459754821,32.866414597548214,30.992414597548215,31.26 2021-07-07,34.31532749301981,32.73532749301981,31.15532749301981,31.49 2021-07-08,34.217391541303634,32.503391541303635,30.789391541303637,30.3 2021-07-09,34.24011615641758,32.342116156417575,30.444116156417575,30.81 2021-07-12,34.57962890342542,32.347628903425424,30.11562890342542,32.4 2021-07-13,34.79871186500396,32.43071186500396,30.062711865003955,33.22 2021-07-14,34.87388216357501,32.46588216357501,30.05788216357501,32.8 2021-07-15,34.930179100377394,32.46817910037739,30.006179100377388,32.49 2021-07-16,34.802638233674784,32.42263823367478,30.04263823367478,31.99 2021-07-19,35.14114887808671,32.50714887808671,29.873148878086706,33.31 2021-07-20,35.27789660398322,32.47789660398322,29.677896603983214,32.2 2021-07-21,36.146096927413396,32.75809692741339,29.37009692741339,35.42 2021-07-22,36.63399245813593,33.12399245813592,29.613992458135918,36.6 2021-07-23,37.03865984307536,33.46265984307536,29.886659843075353,36.68 2021-07-26,37.2778350961158,33.633835096115796,29.989835096115794,35.26 2021-07-27,37.72280318220001,33.886803182200005,30.050803182200003,36.29 2021-07-28,38.06501240294287,34.12901240294286,30.19301240294286,36.43 2021-07-29,38.464630269329255,34.358630269329254,30.25263026932925,36.54 2021-07-30,38.69790357701219,34.495903577012186,30.29390357701218,35.8 2021-08-02,39.45705561729674,34.961055617296736,30.465055617296734,39.38 2021-08-03,40.482193177554194,35.55619317755419,30.63019317755419,41.21 2021-08-04,40.647793827310934,36.11179382731093,31.57579382731093,41.39 2021-08-05,40.92905155804323,36.48305155804322,32.03705155804322,40.01 2021-08-06,41.220856171562914,36.74085617156291,32.26085617156291,39.19 2021-08-09,41.58458415522359,37.16458415522359,32.744584155223585,41.19 2021-08-10,41.856814235678485,37.55081423567848,33.244814235678476,41.22 2021-08-11,42.00511764180435,37.80311764180434,33.601117641804336,40.2 2021-08-12,42.13405881877536,38.01805881877536,33.90205881877536,40.06 2021-08-13,42.28176750270152,38.00776750270152,33.73376750270152,37.91 2021-08-16,41.89512297863471,38.04512297863471,34.19512297863471,38.4 2021-08-17,41.527587456859976,37.905587456859976,34.283587456859976,36.58 2021-08-18,41.391150556206654,37.84315055620665,34.29515055620665,37.25 2021-08-19,41.41189812228221,37.681898122282206,33.9518981222822,36.15 2021-08-20,41.21847925349342,37.52647925349342,33.83447925349342,36.05 2021-08-23,41.13281456268452,37.48681456268452,33.84081456268452,37.11 2021-08-24,40.916165556714574,37.46616555671457,34.01616555671457,37.27 2021-08-25,40.97253074178938,37.32653074178938,33.680530741789376,36.0 2021-08-26,40.67495638542849,37.10495638542849,33.53495638542849,35.0 2021-08-27,40.29877006300672,36.93877006300672,33.57877006300672,35.36 2021-08-30,40.17564910462513,36.72364910462513,33.27164910462513,34.68 2021-08-31,39.77663490418464,36.41663490418464,33.05663490418464,33.5 2021-09-01,39.46057443711943,36.124574437119435,32.788574437119436,33.35 2021-09-02,38.816995919298535,35.78699591929853,32.75699591929853,32.58 2021-09-03,38.31490106984153,35.49490106984153,32.67490106984153,32.72 2021-09-06,37.86548192033281,35.29348192033281,32.721481920332806,33.38 2021-09-07,37.64762649934874,35.143626499348734,32.63962649934873,33.72 2021-09-08,37.20680492798219,34.952804927982186,32.69880492798218,33.14 2021-09-09,36.890728268174364,34.74872826817436,32.60672826817436,32.81 2021-09-10,36.61742081406251,34.57742081406251,32.537420814062514,32.95 2021-09-13,36.32585692700894,34.39385692700894,32.46185692700894,32.65 2021-09-14,36.010822933960476,34.18682293396047,32.362822933960466,32.22 2021-09-15,35.74303027358329,33.969030273583286,32.195030273583285,31.9 2021-09-16,35.401027390384876,33.77102739038487,32.14102739038487,31.89 2021-09-17,35.46988192463394,33.69188192463393,31.91388192463393,32.94 2021-09-22,35.540940788954515,33.60694078895451,31.67294078895451,32.8 " 1585,CN,technical,"南方航空2022年04月02日-2022年09月18日, 对于包络线,最高价大于中轨的天数占比?(单位:%)(标准版:中轨SMA(20),上下轨±10%)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。",64.6018,medium,channel,Middle = SMA_n(P);Upper = Middle * 1.1;Lower = Middle * 0.9,"date,close,high 2022-03-08,6.37,6.68 2022-03-09,6.32,6.42 2022-03-10,6.48,6.6 2022-03-11,6.71,6.8 2022-03-14,6.21,6.55 2022-03-15,5.91,6.18 2022-03-16,6.5,6.5 2022-03-17,6.66,6.85 2022-03-18,6.72,6.77 2022-03-21,6.68,6.81 2022-03-22,6.62,6.81 2022-03-23,6.57,6.64 2022-03-24,6.51,6.65 2022-03-25,6.28,6.51 2022-03-28,6.23,6.28 2022-03-29,6.18,6.32 2022-03-30,6.39,6.45 2022-03-31,6.19,6.65 2022-04-01,6.49,6.58 2022-04-06,6.58,6.64 2022-04-07,6.6,6.76 2022-04-08,6.75,6.77 2022-04-11,6.46,6.78 2022-04-12,6.98,7.01 2022-04-13,6.77,6.95 2022-04-14,6.87,7.1 2022-04-15,6.85,6.99 2022-04-18,6.93,7.03 2022-04-19,6.9,6.98 2022-04-20,7.07,7.12 2022-04-21,6.75,7.07 2022-04-22,6.81,6.87 2022-04-25,6.5,6.8 2022-04-26,6.3,6.62 2022-04-27,6.34,6.37 2022-04-28,6.31,6.5 2022-04-29,6.5,6.53 2022-05-05,6.38,6.53 2022-05-06,6.0,6.28 2022-05-09,5.78,5.91 2022-05-10,5.84,5.9 2022-05-11,6.09,6.18 2022-05-12,5.92,6.07 2022-05-13,5.94,5.99 2022-05-16,6.0,6.2 2022-05-17,6.02,6.05 2022-05-18,5.88,6.05 2022-05-19,5.9,5.91 2022-05-20,6.04,6.05 2022-05-23,6.05,6.1 2022-05-24,5.91,6.22 2022-05-25,6.16,6.22 2022-05-26,6.32,6.33 2022-05-27,6.32,6.36 2022-05-30,6.47,6.6 2022-05-31,6.49,6.59 2022-06-01,6.48,6.63 2022-06-02,6.48,6.56 2022-06-06,6.4,6.49 2022-06-07,6.36,6.43 2022-06-08,6.51,6.57 2022-06-09,6.45,6.59 2022-06-10,6.47,6.47 2022-06-13,6.19,6.4 2022-06-14,6.24,6.25 2022-06-15,6.27,6.38 2022-06-16,6.39,6.44 2022-06-17,6.52,6.56 2022-06-20,6.71,6.77 2022-06-21,6.68,6.79 2022-06-22,6.74,6.84 2022-06-23,6.75,6.83 2022-06-24,6.85,6.9 2022-06-27,7.05,7.18 2022-06-28,7.34,7.45 2022-06-29,7.2,7.49 2022-06-30,7.31,7.5 2022-07-01,6.98,7.31 2022-07-04,6.78,7.09 2022-07-05,6.81,6.96 2022-07-06,6.62,6.92 2022-07-07,6.61,6.67 2022-07-08,6.69,6.87 2022-07-11,6.62,6.66 2022-07-12,6.67,6.76 2022-07-13,6.9,6.92 2022-07-14,7.01,7.1 2022-07-15,6.79,7.04 2022-07-18,6.88,6.95 2022-07-19,6.7,6.93 2022-07-20,6.73,6.87 2022-07-21,6.62,6.79 2022-07-22,6.68,6.75 2022-07-25,6.66,6.72 2022-07-26,6.73,6.92 2022-07-27,6.8,6.82 2022-07-28,6.61,6.85 2022-07-29,6.4,6.58 2022-08-01,6.36,6.45 2022-08-02,6.34,6.39 2022-08-03,6.15,6.39 2022-08-04,6.2,6.22 2022-08-05,6.22,6.25 2022-08-08,6.14,6.21 2022-08-09,6.21,6.24 2022-08-10,6.09,6.2 2022-08-11,6.18,6.19 2022-08-12,6.34,6.35 2022-08-15,6.25,6.3 2022-08-16,6.23,6.29 2022-08-17,6.33,6.36 2022-08-18,6.23,6.36 2022-08-19,6.29,6.35 2022-08-22,6.39,6.43 2022-08-23,6.39,6.44 2022-08-24,6.31,6.41 2022-08-25,6.39,6.42 2022-08-26,6.42,6.51 2022-08-29,6.5,6.54 2022-08-30,6.51,6.59 2022-08-31,6.44,6.55 2022-09-01,6.15,6.46 2022-09-02,6.19,6.25 2022-09-05,6.24,6.25 2022-09-06,6.44,6.49 2022-09-07,6.44,6.52 2022-09-08,6.58,6.63 2022-09-09,6.6,6.68 2022-09-13,6.68,6.74 2022-09-14,6.64,6.75 2022-09-15,6.67,6.79 2022-09-16,6.5,6.75 ","date,Upper,Middle,Lower,high 2022-04-06,7.073,6.43,5.787,6.64 2022-04-07,7.08565,6.4415,5.79735,6.76 2022-04-08,7.109299999999999,6.462999999999999,5.816699999999999,6.77 2022-04-11,7.108200000000001,6.462000000000001,5.8158,6.78 2022-04-12,7.123050000000002,6.475500000000001,5.827950000000001,7.01 2022-04-13,7.15385,6.5035,5.85315,6.95 2022-04-14,7.206650000000001,6.5515,5.89635,7.1 2022-04-15,7.2259,6.569,5.9121,6.99 2022-04-18,7.240750000000001,6.5825000000000005,5.924250000000001,7.03 2022-04-19,7.250650000000001,6.591500000000001,5.9323500000000005,6.98 2022-04-20,7.2721,6.611,5.9498999999999995,7.12 2022-04-21,7.27925,6.6175,5.95575,7.07 2022-04-22,7.2924500000000005,6.6295,5.966550000000001,6.87 2022-04-25,7.2919,6.629,5.9661,6.8 2022-04-26,7.293,6.63,5.967,6.62 2022-04-27,7.299050000000001,6.6355,5.9719500000000005,6.37 2022-04-28,7.306200000000001,6.642,5.9778,6.5 2022-04-29,7.31225,6.647499999999999,5.982749999999999,6.53 2022-05-05,7.322699999999999,6.656999999999999,5.991299999999999,6.53 2022-05-06,7.295750000000001,6.6325,5.969250000000001,6.28 2022-05-09,7.2517499999999995,6.592499999999999,5.933249999999999,5.91 2022-05-10,7.209950000000001,6.5545,5.89905,5.9 2022-05-11,7.173650000000001,6.5215000000000005,5.869350000000001,6.18 2022-05-12,7.143950000000001,6.4945,5.8450500000000005,6.07 2022-05-13,7.08675,6.4425,5.79825,5.99 2022-05-16,7.044400000000001,6.404000000000001,5.763600000000001,6.2 2022-05-17,6.997650000000001,6.3615,5.725350000000001,6.05 2022-05-18,6.944300000000001,6.313000000000001,5.681700000000001,6.05 2022-05-19,6.887650000000001,6.2615,5.63535,5.91 2022-05-20,6.840350000000001,6.218500000000001,5.59665,6.05 2022-05-23,6.78425,6.1674999999999995,5.55075,6.1 2022-05-24,6.738050000000001,6.125500000000001,5.512950000000001,6.22 2022-05-25,6.7023,6.093,5.4837,6.22 2022-05-26,6.6924,6.084,5.4756,6.33 2022-05-27,6.6935,6.085,5.4765,6.36 2022-05-30,6.70065,6.0915,5.48235,6.6 2022-05-31,6.71055,6.100499999999999,5.490449999999999,6.59 2022-06-01,6.70945,6.0995,5.48955,6.63 2022-06-02,6.71495,6.1045,5.49405,6.56 2022-06-06,6.73695,6.124499999999999,5.5120499999999995,6.49 2022-06-07,6.76885,6.153499999999999,5.53815,6.43 2022-06-08,6.8057,6.186999999999999,5.5683,6.57 2022-06-09,6.825500000000001,6.205,5.5845,6.59 2022-06-10,6.8557500000000005,6.2325,5.60925,6.47 2022-06-13,6.8695,6.245,5.6205,6.4 2022-06-14,6.882700000000002,6.257000000000001,5.6313,6.25 2022-06-15,6.896450000000001,6.2695,5.64255,6.38 2022-06-16,6.9245,6.295,5.6655,6.44 2022-06-17,6.958600000000001,6.326,5.6934,6.56 2022-06-20,6.99545,6.3595,5.7235499999999995,6.77 2022-06-21,7.030100000000001,6.391,5.7519,6.79 2022-06-22,7.075750000000001,6.4325,5.78925,6.84 2022-06-23,7.108200000000001,6.462000000000001,5.8158,6.83 2022-06-24,7.1373500000000005,6.4885,5.839650000000001,6.9 2022-06-27,7.177500000000001,6.525,5.8725000000000005,7.18 2022-06-28,7.225350000000001,6.5685,5.911650000000001,7.45 2022-06-29,7.264400000000002,6.604000000000001,5.943600000000001,7.49 2022-06-30,7.31005,6.6455,5.98095,7.5 2022-07-01,7.33755,6.6705,6.00345,7.31 2022-07-04,7.35845,6.6895,6.02055,7.09 2022-07-05,7.383200000000001,6.712000000000001,6.040800000000001,6.96 2022-07-06,7.38925,6.717499999999999,6.04575,6.92 2022-07-07,7.39805,6.725499999999999,6.052949999999999,6.67 2022-07-08,7.41015,6.7364999999999995,6.06285,6.87 2022-07-11,7.433800000000001,6.758,6.0822,6.66 2022-07-12,7.4574500000000015,6.7795000000000005,6.1015500000000005,6.76 2022-07-13,7.492100000000001,6.811,6.1299,6.92 2022-07-14,7.526200000000001,6.8420000000000005,6.157800000000001,7.1 2022-07-15,7.541050000000002,6.855500000000001,6.169950000000001,7.04 2022-07-18,7.550400000000001,6.864,6.1776,6.95 2022-07-19,7.551500000000001,6.865,6.1785000000000005,6.93 2022-07-20,7.55095,6.8645,6.17805,6.87 2022-07-21,7.5438,6.858,6.1722,6.79 2022-07-22,7.534450000000001,6.849500000000001,6.164550000000001,6.75 2022-07-25,7.513000000000002,6.830000000000001,6.147000000000001,6.72 2022-07-26,7.479450000000001,6.7995,6.11955,6.92 2022-07-27,7.4574500000000015,6.7795000000000005,6.1015500000000005,6.82 2022-07-28,7.41895,6.7444999999999995,6.070049999999999,6.85 2022-07-29,7.387050000000001,6.7155000000000005,6.043950000000001,6.58 2022-08-01,7.36395,6.6945,6.02505,6.45 2022-08-02,7.3381,6.670999999999999,6.0039,6.39 2022-08-03,7.3122500000000015,6.647500000000001,5.982750000000001,6.39 2022-08-04,7.289700000000002,6.627000000000001,5.964300000000001,6.22 2022-08-05,7.26385,6.6034999999999995,5.943149999999999,6.25 2022-08-08,7.237450000000001,6.5795,5.921550000000001,6.21 2022-08-09,7.21215,6.5565,5.90085,6.24 2022-08-10,7.1676,6.516,5.8644,6.2 2022-08-11,7.121950000000002,6.474500000000001,5.827050000000001,6.19 2022-08-12,7.097200000000001,6.452,5.8068,6.35 2022-08-15,7.06255,6.4205,5.778449999999999,6.3 2022-08-16,7.036700000000001,6.397,5.757300000000001,6.29 2022-08-17,7.0147,6.377,5.7393,6.36 2022-08-18,6.993250000000001,6.3575,5.72175,6.36 2022-08-19,6.971800000000001,6.338,5.7042,6.35 2022-08-22,6.956950000000001,6.3245000000000005,5.692050000000001,6.43 2022-08-23,6.938250000000001,6.3075,5.67675,6.44 2022-08-24,6.9113,6.2829999999999995,5.6547,6.41 2022-08-25,6.8992,6.272,5.6448,6.42 2022-08-26,6.9003000000000005,6.273,5.6457,6.51 2022-08-29,6.9079999999999995,6.279999999999999,5.651999999999999,6.54 2022-08-30,6.917350000000001,6.2885,5.65965,6.59 2022-08-31,6.933300000000001,6.303,5.6727,6.55 2022-09-01,6.930550000000001,6.3005,5.670450000000001,6.46 2022-09-02,6.928900000000001,6.299,5.6691,6.25 2022-09-05,6.934400000000001,6.304,5.6736,6.25 2022-09-06,6.947050000000001,6.3155,5.68395,6.49 2022-09-07,6.9663,6.333,5.6997,6.52 2022-09-08,6.988300000000001,6.353,5.7177,6.63 2022-09-09,7.0026,6.366,5.7294,6.68 2022-09-13,7.026250000000001,6.3875,5.74875,6.74 2022-09-14,7.0488,6.4079999999999995,5.7672,6.75 2022-09-15,7.067500000000001,6.425,5.7825,6.79 2022-09-16,7.082350000000001,6.4385,5.794650000000001,6.75 " 1586,CN,technical,纳思达从2023年03月23日到2024年01月07日,最低价大于包络线下轨的天数比例是多少?(单位:%)(标准版:中轨SMA(20),上下轨±10%)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,84.0206,medium,channel,Middle = SMA_n(P);Upper = Middle * 1.1;Lower = Middle * 0.9,"date,close,high,low 2023-02-24,53.25,54.19,53.04 2023-02-27,52.89,53.71,52.45 2023-02-28,53.98,55.07,52.85 2023-03-01,53.37,54.22,52.8 2023-03-02,52.17,53.32,51.83 2023-03-03,52.41,52.95,51.83 2023-03-06,52.36,52.98,51.8 2023-03-07,49.99,52.23,49.91 2023-03-08,49.45,50.37,49.08 2023-03-09,48.31,49.36,47.91 2023-03-10,48.28,49.06,46.7 2023-03-13,49.59,50.05,47.96 2023-03-14,48.45,49.41,47.98 2023-03-15,47.4,48.76,47.0 2023-03-16,47.15,48.15,46.95 2023-03-17,47.2,48.16,47.05 2023-03-20,48.15,49.09,46.8 2023-03-21,47.27,48.4,47.0 2023-03-22,46.66,47.55,46.15 2023-03-23,46.85,47.04,46.01 2023-03-24,46.4,47.1,45.38 2023-03-27,45.45,46.78,44.8 2023-03-28,43.88,45.4,43.83 2023-03-29,44.95,45.81,43.17 2023-03-30,44.7,45.1,43.91 2023-03-31,44.82,45.09,44.11 2023-04-03,44.74,45.36,44.0 2023-04-04,44.9,45.5,44.37 2023-04-06,44.69,45.8,44.13 2023-04-07,45.31,46.69,44.45 2023-04-10,43.41,45.72,42.92 2023-04-11,43.47,43.99,43.16 2023-04-12,43.43,43.59,42.82 2023-04-13,42.5,43.27,42.1 2023-04-14,43.2,43.57,42.12 2023-04-17,43.22,43.95,42.81 2023-04-18,42.85,43.3,42.3 2023-04-19,42.79,43.27,42.58 2023-04-20,42.05,43.11,41.81 2023-04-21,40.87,42.04,40.73 2023-04-24,40.9,41.22,39.91 2023-04-25,39.65,41.84,39.21 2023-04-26,39.98,40.34,39.17 2023-04-27,39.58,40.34,39.2 2023-04-28,39.58,39.85,39.21 2023-05-04,38.81,39.75,38.38 2023-05-05,39.43,40.26,38.65 2023-05-08,38.91,39.6,38.31 2023-05-09,38.3,39.93,38.2 2023-05-10,38.31,38.45,37.61 2023-05-11,38.78,39.13,38.2 2023-05-12,37.71,38.9,37.69 2023-05-15,39.23,39.28,37.7 2023-05-16,39.6,40.42,38.65 2023-05-17,39.14,40.29,38.86 2023-05-18,39.12,39.34,38.71 2023-05-19,39.62,40.2,38.83 2023-05-22,41.21,41.53,39.21 2023-05-23,41.88,43.72,40.87 2023-05-24,41.42,42.51,41.4 2023-05-25,40.63,42.79,39.85 2023-05-26,41.25,41.87,40.27 2023-05-29,40.19,41.8,39.95 2023-05-30,39.04,40.33,38.2 2023-05-31,39.11,39.3,38.5 2023-06-01,38.05,38.95,37.82 2023-06-02,37.84,38.36,37.5 2023-06-05,36.98,38.03,36.66 2023-06-06,35.9,37.0,35.6 2023-06-07,35.92,36.58,35.69 2023-06-08,35.23,36.0,34.84 2023-06-09,35.81,35.83,35.12 2023-06-12,34.35,34.99,32.26 2023-06-13,34.52,35.19,33.67 2023-06-14,35.12,35.75,34.36 2023-06-15,35.88,36.35,35.01 2023-06-16,36.41,36.83,35.49 2023-06-19,36.03,36.39,35.43 2023-06-20,36.82,36.87,35.51 2023-06-21,35.15,36.68,35.08 2023-06-26,33.8,35.09,33.65 2023-06-27,33.59,34.25,33.55 2023-06-28,34.16,34.36,32.9 2023-06-29,33.8,34.66,33.76 2023-06-30,34.25,34.37,33.3 2023-07-03,35.88,36.15,34.2 2023-07-04,36.99,37.5,35.61 2023-07-05,36.52,37.44,36.46 2023-07-06,35.46,36.55,35.35 2023-07-07,35.06,35.38,34.77 2023-07-10,34.93,35.63,34.82 2023-07-11,36.15,36.46,34.59 2023-07-12,34.82,36.4,34.71 2023-07-13,34.65,35.2,34.43 2023-07-14,34.31,34.99,34.15 2023-07-17,34.24,35.25,33.88 2023-07-18,33.62,34.95,33.54 2023-07-19,32.88,33.83,32.79 2023-07-20,32.75,33.24,32.58 2023-07-21,32.3,32.94,32.15 2023-07-24,33.36,34.07,32.26 2023-07-25,33.01,33.73,32.88 2023-07-26,32.56,33.04,32.35 2023-07-27,32.06,32.67,32.0 2023-07-28,33.25,33.55,32.02 2023-07-31,33.5,34.35,33.01 2023-08-01,35.39,36.17,33.4 2023-08-02,35.83,36.37,35.03 2023-08-03,34.92,36.07,34.75 2023-08-04,35.22,36.44,34.82 2023-08-07,34.91,35.39,34.68 2023-08-08,34.78,35.38,34.67 2023-08-09,35.01,36.43,34.7 2023-08-10,34.97,35.56,34.61 2023-08-11,34.15,35.11,34.15 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2023-10-23,28.130850000000006,25.573500000000003,23.016150000000003,22.87 2023-10-24,28.0148,25.468,22.9212,23.3 2023-10-25,27.928450000000005,25.3895,22.850550000000002,23.68 2023-10-26,27.8641,25.331,22.7979,23.36 2023-10-27,27.828350000000004,25.2985,22.76865,23.76 2023-10-30,27.7618,25.238,22.7142,23.4 2023-10-31,27.704600000000003,25.186,22.6674,24.3 2023-11-01,27.65455,25.1405,22.62645,24.32 2023-11-02,27.5572,25.052,22.5468,24.19 2023-11-03,27.5462,25.041999999999998,22.537799999999997,24.23 2023-11-06,27.6122,25.102,22.5918,25.71 2023-11-07,27.63805,25.1255,22.612949999999998,26.7 2023-11-08,27.6276,25.116,22.604400000000002,26.43 2023-11-09,27.609450000000002,25.0995,22.58955,26.35 2023-11-10,27.577,25.07,22.563000000000002,26.03 2023-11-13,27.612750000000002,25.1025,22.59225,26.21 2023-11-14,27.689200000000003,25.172,22.6548,26.43 2023-11-15,27.8432,25.311999999999998,22.7808,27.1 2023-11-16,28.008200000000002,25.462,22.9158,27.3 2023-11-17,28.2502,25.682,23.113799999999998,27.35 2023-11-20,28.634650000000004,26.0315,23.428350000000002,28.18 2023-11-21,28.9795,26.345,23.7105,29.61 2023-11-22,29.253950000000003,26.5945,23.93505,28.8 2023-11-23,29.54985,26.8635,24.177149999999997,28.6 2023-11-24,29.7858,27.077999999999996,24.370199999999997,28.61 2023-11-27,30.012950000000004,27.2845,24.556050000000003,28.4 2023-11-28,30.25165,27.5015,24.751350000000002,28.4 2023-11-29,30.43865,27.671499999999998,24.904349999999997,28.0 2023-11-30,30.626750000000005,27.8425,25.05825,27.2 2023-12-01,30.73235,27.938499999999998,25.14465,27.0 2023-12-04,30.746100000000006,27.951000000000004,25.155900000000003,27.31 2023-12-05,30.7406,27.945999999999998,25.1514,26.6 2023-12-06,30.729599999999998,27.935999999999996,25.1424,26.25 2023-12-07,30.7098,27.918,25.1262,26.05 2023-12-08,30.68945,27.8995,25.10955,25.63 2023-12-11,30.65755,27.8705,25.08345,25.02 2023-12-12,30.566800000000004,27.788,25.0092,25.24 2023-12-13,30.38805,27.6255,24.862949999999998,24.3 2023-12-14,30.2236,27.476,24.7284,24.28 2023-12-15,30.06465,27.3315,24.59835,24.62 2023-12-18,29.7561,27.051,24.3459,24.48 2023-12-19,29.4393,26.762999999999998,24.0867,23.91 2023-12-20,29.134050000000006,26.485500000000002,23.83695,23.44 2023-12-21,28.7848,26.168,23.5512,22.76 2023-12-22,28.4493,25.863,23.2767,22.63 2023-12-25,28.11655,25.560499999999998,23.00445,22.57 2023-12-26,27.707350000000005,25.1885,22.66965,21.28 2023-12-27,27.38285,24.8935,22.40415,21.49 2023-12-28,27.119400000000006,24.654000000000003,22.188600000000005,22.2 2023-12-29,26.847150000000003,24.4065,21.965850000000003,22.38 2024-01-02,26.546300000000006,24.133000000000003,21.719700000000003,22.0 2024-01-03,26.229500000000005,23.845000000000002,21.460500000000003,20.59 2024-01-04,25.918750000000003,23.5625,21.20625,20.61 2024-01-05,25.609650000000002,23.2815,20.95335,20.26 " 1587,CN,technical,在2023年06月17日至2023年10月27日期间,中海油服开盘价大于包络线上轨的天数占总天数的百分比?(标准版:中轨SMA(20),上下轨±10%)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.0,medium,channel,Middle = SMA_n(P);Upper = Middle * 1.1;Lower = Middle * 0.9,"date,close,high,low,open 2023-05-23,14.67,15.08,14.6,14.99 2023-05-24,14.52,14.7,14.5,14.64 2023-05-25,14.4,14.59,14.2,14.49 2023-05-26,14.31,14.36,14.16,14.31 2023-05-29,14.41,14.56,14.25,14.34 2023-05-30,14.4,14.5,14.16,14.3 2023-05-31,14.12,14.35,14.06,14.25 2023-06-01,14.12,14.18,13.9,14.04 2023-06-02,14.41,14.43,14.2,14.2 2023-06-05,14.41,14.72,14.35,14.52 2023-06-06,14.24,14.44,14.19,14.4 2023-06-07,13.99,14.31,13.97,14.26 2023-06-08,14.29,14.31,13.99,14.0 2023-06-09,13.97,14.14,13.93,14.1 2023-06-12,13.97,14.09,13.91,14.0 2023-06-13,13.8,13.97,13.75,13.95 2023-06-14,13.89,13.98,13.82,13.88 2023-06-15,13.78,13.89,13.66,13.82 2023-06-16,13.99,14.18,13.78,13.78 2023-06-19,13.76,13.98,13.69,13.98 2023-06-20,13.66,13.8,13.52,13.78 2023-06-21,13.57,13.78,13.54,13.66 2023-06-26,13.46,13.72,13.3,13.5 2023-06-27,13.67,13.74,13.42,13.53 2023-06-28,13.7,13.7,13.48,13.67 2023-06-29,13.71,13.77,13.56,13.77 2023-06-30,13.88,13.96,13.65,13.69 2023-07-03,14.28,14.36,13.92,13.98 2023-07-04,14.48,14.53,14.24,14.33 2023-07-05,14.55,14.66,14.47,14.54 2023-07-06,14.61,14.63,14.45,14.62 2023-07-07,14.62,14.72,14.47,14.62 2023-07-10,14.62,14.85,14.54,14.75 2023-07-11,14.76,14.79,14.57,14.78 2023-07-12,14.71,14.9,14.64,14.85 2023-07-13,14.83,14.93,14.7,14.85 2023-07-14,14.91,14.98,14.78,14.9 2023-07-17,14.84,14.88,14.67,14.86 2023-07-18,14.73,14.83,14.65,14.83 2023-07-19,14.81,14.85,14.72,14.79 2023-07-20,14.69,14.97,14.67,14.82 2023-07-21,14.69,14.83,14.61,14.83 2023-07-24,14.69,14.75,14.54,14.7 2023-07-25,14.87,14.94,14.73,14.78 2023-07-26,14.88,14.96,14.82,14.95 2023-07-27,14.75,14.94,14.73,14.91 2023-07-28,15.0,15.08,14.66,14.75 2023-07-31,15.19,15.23,15.01,15.12 2023-08-01,15.32,15.37,15.16,15.2 2023-08-02,15.27,15.39,15.18,15.38 2023-08-03,15.14,15.25,15.01,15.23 2023-08-04,15.1,15.4,15.09,15.27 2023-08-07,15.13,15.19,15.06,15.08 2023-08-08,15.07,15.18,15.01,15.13 2023-08-09,15.04,15.14,14.98,15.14 2023-08-10,15.48,15.52,15.05,15.12 2023-08-11,15.25,15.54,15.24,15.46 2023-08-14,15.2,15.3,14.98,15.24 2023-08-15,15.28,15.28,15.08,15.22 2023-08-16,14.85,15.2,14.81,15.19 2023-08-17,15.07,15.08,14.62,14.75 2023-08-18,15.04,15.25,15.01,15.11 2023-08-21,14.92,15.18,14.89,15.0 2023-08-22,14.94,14.98,14.72,14.92 2023-08-23,14.8,15.03,14.68,14.88 2023-08-24,14.61,14.93,14.61,14.78 2023-08-25,14.54,14.78,14.5,14.7 2023-08-28,14.96,15.2,14.92,15.06 2023-08-29,14.98,15.12,14.8,15.05 2023-08-30,14.81,15.05,14.77,14.96 2023-08-31,14.82,14.9,14.73,14.73 2023-09-01,14.9,14.95,14.82,14.86 2023-09-04,15.94,15.97,15.01,15.09 2023-09-05,15.9,15.96,15.6,15.92 2023-09-06,16.23,16.3,15.78,16.18 2023-09-07,16.21,16.4,16.03,16.16 2023-09-08,16.18,16.28,15.92,16.08 2023-09-11,16.3,16.37,16.11,16.12 2023-09-12,16.41,16.68,16.24,16.34 2023-09-13,16.53,16.7,16.4,16.57 2023-09-14,16.66,16.71,16.38,16.38 2023-09-15,16.72,16.97,16.61,16.66 2023-09-18,16.7,16.82,16.49,16.82 2023-09-19,16.66,16.84,16.61,16.7 2023-09-20,16.52,16.69,16.46,16.66 2023-09-21,16.45,16.6,16.36,16.47 2023-09-22,16.3,16.59,16.21,16.5 2023-09-25,16.26,16.5,16.21,16.47 2023-09-26,16.21,16.37,16.19,16.26 2023-09-27,16.39,16.62,16.16,16.19 2023-09-28,16.22,16.65,16.2,16.58 2023-10-09,16.2,16.3,15.94,16.21 2023-10-10,16.12,16.47,16.1,16.14 2023-10-11,15.97,16.27,15.86,16.16 2023-10-12,15.75,16.11,15.67,16.07 2023-10-13,15.79,15.85,15.56,15.77 2023-10-16,16.33,16.55,16.01,16.02 2023-10-17,16.26,16.29,15.8,16.22 2023-10-18,15.92,16.32,15.9,16.21 2023-10-19,15.64,16.06,15.59,16.05 2023-10-20,15.59,15.76,15.5,15.73 2023-10-23,15.3,15.63,15.21,15.52 2023-10-24,15.55,15.65,15.24,15.39 2023-10-25,16.11,16.37,15.65,15.82 2023-10-26,15.58,16.1,15.26,16.1 2023-10-27,16.09,16.18,15.43,15.58 ","date,Upper,Middle,Lower,open 2023-06-19,15.58975,14.1725,12.75525,13.98 2023-06-20,15.534200000000002,14.122,12.7098,13.78 2023-06-21,15.481950000000001,14.0745,12.667050000000001,13.66 2023-06-26,15.430250000000001,14.0275,12.62475,13.5 2023-06-27,15.395050000000003,13.995500000000002,12.595950000000002,13.53 2023-06-28,15.356,13.959999999999999,12.564,13.67 2023-06-29,15.318050000000005,13.925500000000003,12.532950000000003,13.77 2023-06-30,15.304850000000004,13.913500000000003,12.522150000000003,13.69 2023-07-03,15.31365,13.9215,12.52935,13.98 2023-07-04,15.317500000000003,13.925,12.5325,14.33 2023-07-05,15.325200000000004,13.932000000000002,12.538800000000002,14.54 2023-07-06,15.345550000000001,13.9505,12.55545,14.62 2023-07-07,15.3802,13.982,12.5838,14.62 2023-07-10,15.398349999999999,13.998499999999998,12.59865,14.75 2023-07-11,15.441800000000002,14.038,12.6342,14.78 2023-07-12,15.4825,14.075,12.6675,14.85 2023-07-13,15.539150000000003,14.126500000000002,12.713850000000003,14.85 2023-07-14,15.595250000000002,14.1775,12.75975,14.9 2023-07-17,15.653550000000003,14.230500000000001,12.807450000000001,14.86 2023-07-18,15.694250000000004,14.267500000000002,12.840750000000002,14.83 2023-07-19,15.752000000000004,14.320000000000002,12.888000000000002,14.79 2023-07-20,15.808650000000002,14.371500000000001,12.934350000000002,14.82 2023-07-21,15.870250000000002,14.4275,12.98475,14.83 2023-07-24,15.937900000000003,14.489,13.0401,14.7 2023-07-25,16.0039,14.549000000000001,13.094100000000001,14.78 2023-07-26,16.068800000000003,14.608,13.147200000000002,14.95 2023-07-27,16.126,14.66,13.194,14.91 2023-07-28,16.1876,14.716,13.244399999999999,14.75 2023-07-31,16.237650000000002,14.761500000000002,13.285350000000001,15.12 2023-08-01,16.28385,14.8035,13.32315,15.2 2023-08-02,16.323449999999998,14.839499999999997,13.355549999999997,15.38 2023-08-03,16.352600000000002,14.866,13.3794,15.23 2023-08-04,16.379,14.89,13.401000000000002,15.27 2023-08-07,16.40705,14.9155,13.42395,15.08 2023-08-08,16.424100000000003,14.931000000000001,13.4379,15.13 2023-08-09,16.44225,14.9475,13.45275,15.14 2023-08-10,16.478,14.98,13.482000000000001,15.12 2023-08-11,16.4967,14.997,13.497300000000001,15.46 2023-08-14,16.5165,15.015,13.5135,15.24 2023-08-15,16.54675,15.042499999999999,13.53825,15.22 2023-08-16,16.54895,15.0445,13.540049999999999,15.19 2023-08-17,16.569850000000002,15.0635,13.55715,14.75 2023-08-18,16.589100000000002,15.081,13.5729,15.11 2023-08-21,16.60175,15.092499999999998,13.583249999999998,15.0 2023-08-22,16.6056,15.095999999999998,13.5864,14.92 2023-08-23,16.6012,15.091999999999999,13.582799999999999,14.88 2023-08-24,16.5935,15.084999999999999,13.5765,14.78 2023-08-25,16.5682,15.062000000000001,13.555800000000001,14.7 2023-08-28,16.55555,15.0505,13.54545,15.06 2023-08-29,16.53685,15.0335,13.53015,15.05 2023-08-30,16.511550000000003,15.010500000000002,13.509450000000003,14.96 2023-08-31,16.493950000000005,14.994500000000002,13.495050000000003,14.73 2023-09-01,16.482950000000002,14.9845,13.48605,14.86 2023-09-04,16.527500000000003,15.025,13.5225,15.09 2023-09-05,16.573150000000002,15.066500000000001,13.55985,15.92 2023-09-06,16.6386,15.126,13.6134,16.18 2023-09-07,16.67875,15.1625,13.64625,16.16 2023-09-08,16.7299,15.208999999999998,13.688099999999999,16.08 2023-09-11,16.7904,15.264,13.7376,16.12 2023-09-12,16.85255,15.320500000000001,13.788450000000001,16.34 2023-09-13,16.94495,15.404499999999999,13.864049999999999,16.57 2023-09-14,17.032400000000003,15.484,13.9356,16.38 2023-09-15,17.1248,15.567999999999998,14.011199999999999,16.66 2023-09-18,17.222700000000003,15.657000000000002,14.091300000000002,16.82 2023-09-19,17.317300000000003,15.743,14.168700000000001,16.7 2023-09-20,17.411900000000003,15.829000000000002,14.246100000000002,16.66 2023-09-21,17.5131,15.921000000000001,14.3289,16.47 2023-09-22,17.6099,16.008999999999997,14.408099999999997,16.5 2023-09-25,17.681400000000004,16.074,14.466600000000001,16.47 2023-09-26,17.74905,16.1355,14.52195,16.26 2023-09-27,17.83595,16.214499999999997,14.593049999999998,16.19 2023-09-28,17.912950000000002,16.2845,14.656050000000002,16.58 2023-10-09,17.98445,16.3495,14.71455,16.21 2023-10-10,17.99435,16.3585,14.72265,16.14 2023-10-11,17.9982,16.362,14.7258,16.16 2023-10-12,17.9718,16.338,14.704200000000002,16.07 2023-10-13,17.948700000000002,16.317,14.6853,15.77 2023-10-16,17.95695,16.324499999999997,14.692049999999998,16.02 2023-10-17,17.954750000000004,16.3225,14.690250000000002,16.22 2023-10-18,17.9278,16.298,14.668199999999999,16.21 2023-10-19,17.878850000000003,16.253500000000003,14.628150000000003,16.05 2023-10-20,17.82,16.2,14.58,15.73 2023-10-23,17.741900000000005,16.129,14.516100000000002,15.52 2023-10-24,17.67865,16.0715,14.464350000000001,15.39 2023-10-25,17.648400000000002,16.044,14.4396,15.82 2023-10-26,17.596700000000006,15.997000000000003,14.397300000000003,16.1 2023-10-27,17.576900000000002,15.979,14.3811,15.58 " 1588,CN,technical,2024年06月10日-2024年12月25日,广汽集团的收盘价大于包络线下轨的比例(单位:%)?(标准版:中轨SMA(20),上下轨±10%)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,100.0,medium,channel,Middle = SMA_n(P);Upper = Middle * 1.1;Lower = Middle * 0.9,"date,close,high,low,open 2024-05-14,8.69,8.77,8.64,8.64 2024-05-15,8.56,8.66,8.54,8.65 2024-05-16,8.56,8.6,8.54,8.57 2024-05-17,8.67,8.67,8.54,8.58 2024-05-20,8.69,8.75,8.64,8.67 2024-05-21,8.66,8.72,8.57,8.68 2024-05-22,8.68,8.7,8.62,8.65 2024-05-23,8.5,8.7,8.47,8.69 2024-05-24,8.45,8.53,8.44,8.48 2024-05-27,8.52,8.52,8.42,8.45 2024-05-28,8.41,8.52,8.4,8.52 2024-05-29,8.46,8.47,8.37,8.38 2024-05-30,8.49,8.55,8.46,8.47 2024-05-31,8.42,8.54,8.41,8.49 2024-06-03,8.77,8.85,8.56,8.6 2024-06-04,8.71,8.75,8.63,8.75 2024-06-05,8.76,8.85,8.71,8.78 2024-06-06,8.63,8.76,8.59,8.72 2024-06-07,8.67,8.69,8.59,8.63 2024-06-11,8.5,8.58,8.45,8.58 2024-06-12,8.5,8.52,8.45,8.48 2024-06-13,8.51,8.56,8.38,8.41 2024-06-14,8.41,8.73,8.41,8.49 2024-06-17,8.44,8.57,8.28,8.39 2024-06-18,8.44,8.47,8.38,8.41 2024-06-19,8.34,8.45,8.34,8.44 2024-06-20,8.08,8.32,8.06,8.32 2024-06-21,8.16,8.18,8.02,8.09 2024-06-24,7.99,8.16,7.99,8.16 2024-06-25,7.93,8.06,7.9,8.01 2024-06-26,7.92,7.93,7.78,7.92 2024-06-27,7.73,7.91,7.72,7.9 2024-06-28,7.74,7.81,7.69,7.71 2024-07-01,7.8,7.84,7.66,7.73 2024-07-02,7.78,7.87,7.77,7.79 2024-07-03,7.76,7.83,7.73,7.76 2024-07-04,7.64,7.81,7.64,7.78 2024-07-05,7.49,7.64,7.42,7.64 2024-07-08,7.23,7.47,7.21,7.47 2024-07-09,7.37,7.38,7.09,7.21 2024-07-10,7.57,7.6,7.3,7.34 2024-07-11,7.78,8.0,7.7,7.7 2024-07-12,7.84,7.87,7.7,7.75 2024-07-15,7.83,7.96,7.79,7.82 2024-07-16,7.98,7.99,7.78,7.79 2024-07-17,8.0,8.08,7.94,8.04 2024-07-18,7.97,8.02,7.88,7.97 2024-07-19,7.96,8.03,7.91,7.97 2024-07-22,7.97,8.05,7.93,7.98 2024-07-23,7.87,8.05,7.86,7.98 2024-07-24,7.71,7.85,7.7,7.8 2024-07-25,7.81,7.83,7.63,7.67 2024-07-26,8.0,8.04,7.87,7.87 2024-07-29,8.08,8.17,7.99,8.0 2024-07-30,7.96,8.06,7.93,8.04 2024-07-31,8.24,8.34,8.1,8.16 2024-08-01,8.2,8.31,8.07,8.23 2024-08-02,8.0,8.16,7.99,8.13 2024-08-05,7.74,7.99,7.74,7.92 2024-08-06,7.82,7.95,7.69,7.75 2024-08-07,7.73,7.8,7.71,7.76 2024-08-08,7.65,7.73,7.6,7.7 2024-08-09,7.6,7.72,7.59,7.67 2024-08-12,7.55,7.59,7.52,7.55 2024-08-13,7.57,7.59,7.5,7.55 2024-08-14,7.51,7.58,7.5,7.57 2024-08-15,7.57,7.6,7.45,7.5 2024-08-16,7.5,7.59,7.5,7.55 2024-08-19,7.49,7.59,7.48,7.49 2024-08-20,7.4,7.51,7.37,7.51 2024-08-21,7.42,7.45,7.36,7.37 2024-08-22,7.31,7.47,7.3,7.42 2024-08-23,7.36,7.39,7.29,7.31 2024-08-26,7.41,7.47,7.37,7.38 2024-08-27,7.32,7.41,7.28,7.41 2024-08-28,7.26,7.31,7.22,7.29 2024-08-29,7.28,7.32,7.23,7.23 2024-08-30,7.4,7.46,7.24,7.28 2024-09-02,7.25,7.38,7.21,7.38 2024-09-03,7.4,7.42,7.22,7.23 2024-09-04,7.35,7.44,7.33,7.36 2024-09-05,7.36,7.42,7.34,7.34 2024-09-06,7.38,7.47,7.36,7.37 2024-09-09,7.33,7.44,7.3,7.31 2024-09-10,7.3,7.37,7.23,7.32 2024-09-11,7.29,7.37,7.25,7.27 2024-09-12,7.24,7.36,7.24,7.28 2024-09-13,7.15,7.28,7.13,7.26 2024-09-18,7.13,7.2,7.07,7.15 2024-09-19,7.31,7.35,7.15,7.15 2024-09-20,7.34,7.36,7.25,7.34 2024-09-23,7.36,7.39,7.31,7.34 2024-09-24,7.58,7.58,7.36,7.38 2024-09-25,7.72,7.84,7.64,7.64 2024-09-26,8.03,8.04,7.7,7.72 2024-09-27,8.27,8.3,8.15,8.21 2024-09-30,8.83,8.95,8.47,8.48 2024-10-08,9.07,9.7,8.77,9.7 2024-10-09,8.29,8.93,8.25,8.89 2024-10-10,8.37,8.55,8.12,8.31 2024-10-11,8.21,8.46,8.11,8.45 2024-10-14,8.24,8.29,8.04,8.2 2024-10-15,8.01,8.21,8.01,8.16 2024-10-16,7.96,8.02,7.91,7.98 2024-10-17,7.86,8.04,7.85,7.99 2024-10-18,8.1,8.19,7.77,7.81 2024-10-21,8.0,8.12,7.96,8.09 2024-10-22,8.19,8.2,7.97,8.0 2024-10-23,8.34,8.35,8.16,8.23 2024-10-24,8.24,8.38,8.21,8.32 2024-10-25,8.36,8.38,8.24,8.24 2024-10-28,8.48,8.48,8.28,8.39 2024-10-29,8.38,8.55,8.35,8.51 2024-10-30,8.34,8.44,8.28,8.33 2024-10-31,7.99,8.13,7.9,8.12 2024-11-01,7.89,8.02,7.84,7.97 2024-11-04,8.18,8.24,7.91,7.91 2024-11-05,8.35,8.45,8.11,8.16 2024-11-06,8.35,8.6,8.31,8.36 2024-11-07,8.47,8.48,8.28,8.36 2024-11-08,8.55,8.74,8.52,8.71 2024-11-11,8.82,8.82,8.52,8.56 2024-11-12,9.32,9.68,8.8,8.86 2024-11-13,9.22,9.42,8.96,9.26 2024-11-14,8.86,9.27,8.85,9.23 2024-11-15,8.77,9.0,8.67,8.8 2024-11-18,9.06,9.49,8.99,9.0 2024-11-19,8.97,9.07,8.7,9.06 2024-11-20,8.87,8.99,8.8,8.97 2024-11-21,8.96,9.11,8.81,8.82 2024-11-22,8.63,8.99,8.61,8.94 2024-11-25,8.78,8.96,8.57,8.76 2024-11-26,8.53,8.75,8.5,8.7 2024-11-27,8.47,8.55,8.29,8.49 2024-11-28,8.45,8.53,8.38,8.5 2024-11-29,8.84,8.87,8.42,8.43 2024-12-02,9.72,9.72,9.72,9.72 2024-12-03,10.69,10.69,10.22,10.69 2024-12-04,10.09,10.84,9.98,10.45 2024-12-05,9.8,10.14,9.77,10.06 2024-12-06,9.68,9.82,9.55,9.75 2024-12-09,9.72,9.89,9.62,9.65 2024-12-10,9.64,10.05,9.62,10.01 2024-12-11,9.72,9.81,9.61,9.69 2024-12-12,9.86,10.13,9.77,9.78 2024-12-13,9.77,9.95,9.63,9.77 2024-12-16,9.55,9.85,9.46,9.72 2024-12-17,9.5,9.65,9.41,9.56 2024-12-18,9.62,9.78,9.45,9.56 2024-12-19,9.41,9.54,9.31,9.53 2024-12-20,9.39,9.43,9.32,9.39 2024-12-23,9.17,9.44,9.16,9.4 2024-12-24,9.36,9.39,9.23,9.36 2024-12-25,9.47,9.48,9.29,9.36 ","date,Upper,Middle,Lower,close 2024-06-11,9.449,8.59,7.731,8.5 2024-06-12,9.438550000000001,8.5805,7.722450000000001,8.5 2024-06-13,9.4358,8.578,7.720199999999999,8.51 2024-06-14,9.42755,8.5705,7.713449999999999,8.41 2024-06-17,9.414900000000001,8.559000000000001,7.703100000000001,8.44 2024-06-18,9.401150000000001,8.5465,7.6918500000000005,8.44 2024-06-19,9.383550000000001,8.5305,7.67745,8.34 2024-06-20,9.350550000000002,8.5005,7.650450000000001,8.08 2024-06-21,9.331850000000003,8.483500000000001,7.635150000000001,8.16 2024-06-24,9.30655,8.4605,7.61445,7.99 2024-06-25,9.274100000000002,8.431000000000001,7.587900000000001,7.93 2024-06-26,9.247150000000001,8.406500000000001,7.565850000000001,7.92 2024-06-27,9.207000000000003,8.370000000000001,7.533000000000001,7.73 2024-06-28,9.165750000000001,8.3325,7.49925,7.74 2024-07-01,9.131650000000002,8.3015,7.471350000000001,7.8 2024-07-02,9.0772,8.251999999999999,7.426799999999999,7.78 2024-07-03,9.02495,8.2045,7.384049999999999,7.76 2024-07-04,8.963350000000002,8.1485,7.3336500000000004,7.64 2024-07-05,8.90065,8.0915,7.28235,7.49 2024-07-08,8.82145,8.019499999999999,7.217549999999999,7.23 2024-07-09,8.7593,7.962999999999999,7.1667,7.37 2024-07-10,8.70815,7.916499999999999,7.1248499999999995,7.57 2024-07-11,8.668000000000001,7.88,7.092,7.78 2024-07-12,8.63665,7.8515,7.06635,7.84 2024-07-15,8.603100000000001,7.821000000000001,7.038900000000001,7.83 2024-07-16,8.5778,7.798,7.0182,7.98 2024-07-17,8.5591,7.781000000000001,7.0029,8.0 2024-07-18,8.553049999999999,7.775499999999999,6.9979499999999994,7.97 2024-07-19,8.542050000000001,7.7655,6.98895,7.96 2024-07-22,8.540950000000002,7.764500000000001,6.988050000000001,7.97 2024-07-23,8.537650000000001,7.761500000000001,6.98535,7.87 2024-07-24,8.5261,7.7509999999999994,6.975899999999999,7.71 2024-07-25,8.5305,7.755,6.9795,7.81 2024-07-26,8.544799999999999,7.767999999999999,6.991199999999999,8.0 2024-07-29,8.560200000000002,7.782000000000001,7.003800000000001,8.08 2024-07-30,8.570100000000002,7.791000000000001,7.011900000000002,7.96 2024-07-31,8.5965,7.8149999999999995,7.0335,8.24 2024-08-01,8.627300000000002,7.843000000000001,7.058700000000001,8.2 2024-08-02,8.65535,7.8685,7.08165,8.0 2024-08-05,8.6834,7.894,7.1046000000000005,7.74 2024-08-06,8.708150000000002,7.916500000000001,7.124850000000001,7.82 2024-08-07,8.71695,7.9245,7.1320500000000004,7.73 2024-08-08,8.709800000000001,7.918000000000001,7.126200000000001,7.65 2024-08-09,8.696600000000002,7.906000000000001,7.115400000000001,7.6 2024-08-12,8.6812,7.892,7.1028,7.55 2024-08-13,8.658650000000002,7.8715,7.084350000000001,7.57 2024-08-14,8.6317,7.8469999999999995,7.0623,7.51 2024-08-15,8.6097,7.827,7.0443,7.57 2024-08-16,8.5844,7.803999999999999,7.023599999999999,7.5 2024-08-19,8.558,7.779999999999999,7.002,7.49 2024-08-20,8.532150000000001,7.7565,6.98085,7.4 2024-08-21,8.516200000000001,7.742,6.9678,7.42 2024-08-22,8.488700000000001,7.7170000000000005,6.9453000000000005,7.31 2024-08-23,8.453500000000002,7.6850000000000005,6.916500000000001,7.36 2024-08-26,8.41665,7.6515,6.88635,7.41 2024-08-27,8.381450000000001,7.6194999999999995,6.85755,7.32 2024-08-28,8.32755,7.5705,6.8134500000000005,7.26 2024-08-29,8.27695,7.524499999999999,6.772049999999999,7.28 2024-08-30,8.24395,7.4944999999999995,6.74505,7.4 2024-09-02,8.217,7.470000000000001,6.723000000000001,7.25 2024-09-03,8.193900000000001,7.449,6.7041,7.4 2024-09-04,8.173,7.43,6.687,7.35 2024-09-05,8.15705,7.4155,6.67395,7.36 2024-09-06,8.144950000000001,7.4045000000000005,6.6640500000000005,7.38 2024-09-09,8.13285,7.393499999999999,6.654149999999999,7.33 2024-09-10,8.118,7.38,6.642,7.3 2024-09-11,8.1059,7.369,6.6321,7.29 2024-09-12,8.087750000000002,7.352500000000001,6.617250000000001,7.24 2024-09-13,8.068500000000002,7.335000000000001,6.601500000000001,7.15 2024-09-18,8.0487,7.317,6.5853,7.13 2024-09-19,8.043750000000001,7.3125,6.58125,7.31 2024-09-20,8.03935,7.3085,6.57765,7.34 2024-09-23,8.042100000000001,7.311,6.5799,7.36 2024-09-24,8.054200000000002,7.322,6.5898,7.58 2024-09-25,8.071250000000001,7.3375,6.603750000000001,7.72 2024-09-26,8.1103,7.373,6.6357,8.03 2024-09-27,8.16585,7.4235,6.68115,8.27 2024-09-30,8.251100000000001,7.501,6.750900000000001,8.83 2024-10-08,8.34295,7.5845,6.82605,9.07 2024-10-09,8.400150000000002,7.636500000000001,6.872850000000001,8.29 2024-10-10,8.4535,7.685,6.9165,8.37 2024-10-11,8.5008,7.728,6.9552,8.21 2024-10-14,8.5492,7.772,6.994800000000001,8.24 2024-10-15,8.58385,7.8035,7.02315,8.01 2024-10-16,8.618500000000001,7.835000000000001,7.051500000000001,7.96 2024-10-17,8.6493,7.8629999999999995,7.0767,7.86 2024-10-18,8.69385,7.903499999999999,7.113149999999999,8.1 2024-10-21,8.73565,7.9415,7.147349999999999,8.0 2024-10-22,8.792850000000001,7.9935,7.1941500000000005,8.19 2024-10-23,8.859399999999999,8.053999999999998,7.248599999999999,8.34 2024-10-24,8.91055,8.1005,7.290450000000001,8.24 2024-10-25,8.966650000000001,8.1515,7.33635,8.36 2024-10-28,9.02825,8.2075,7.38675,8.48 2024-10-29,9.072249999999999,8.247499999999999,7.422749999999999,8.38 2024-10-30,9.10635,8.2785,7.4506499999999996,8.34 2024-10-31,9.10415,8.2765,7.44885,7.99 2024-11-01,9.083250000000001,8.2575,7.43175,7.89 2024-11-04,9.047500000000001,8.225,7.4025,8.18 2024-11-05,9.007900000000001,8.189,7.3701,8.35 2024-11-06,9.0112,8.192,7.372800000000001,8.35 2024-11-07,9.0167,8.197,7.377299999999999,8.47 2024-11-08,9.035400000000001,8.214,7.392600000000001,8.55 2024-11-11,9.0673,8.242999999999999,7.4186999999999985,8.82 2024-11-12,9.139350000000002,8.3085,7.477650000000001,9.32 2024-11-13,9.208650000000002,8.371500000000001,7.534350000000001,9.22 2024-11-14,9.26365,8.4215,7.57935,8.86 2024-11-15,9.300500000000001,8.455,7.609500000000001,8.77 2024-11-18,9.358800000000002,8.508000000000001,7.657200000000001,9.06 2024-11-19,9.401700000000002,8.547,7.6923,8.97 2024-11-20,9.430850000000001,8.573500000000001,7.716150000000001,8.87 2024-11-21,9.470450000000001,8.6095,7.748550000000001,8.96 2024-11-22,9.4853,8.623,7.7607,8.63 2024-11-25,9.501800000000001,8.638,7.7742,8.78 2024-11-26,9.510050000000001,8.6455,7.780950000000001,8.53 2024-11-27,9.5172,8.652,7.7867999999999995,8.47 2024-11-28,9.542500000000002,8.675,7.807500000000001,8.45 2024-11-29,9.594750000000001,8.7225,7.85025,8.84 2024-12-02,9.679450000000001,8.7995,7.91955,9.72 2024-12-03,9.808150000000001,8.916500000000001,8.02485,10.69 2024-12-04,9.903850000000002,9.0035,8.103150000000001,10.09 2024-12-05,9.977,9.07,8.163,9.8 2024-12-06,10.039150000000001,9.1265,8.21385,9.68 2024-12-09,10.088650000000001,9.1715,8.25435,9.72 2024-12-10,10.106250000000001,9.1875,8.26875,9.64 2024-12-11,10.133750000000001,9.2125,8.29125,9.72 2024-12-12,10.18875,9.2625,8.33625,9.86 2024-12-13,10.24375,9.3125,8.38125,9.77 2024-12-16,10.2707,9.337,8.4033,9.55 2024-12-17,10.29985,9.363499999999998,8.42715,9.5 2024-12-18,10.3411,9.401,8.4609,9.62 2024-12-19,10.365850000000002,9.4235,8.481150000000001,9.41 2024-12-20,10.40765,9.4615,8.51535,9.39 2024-12-23,10.4291,9.481,8.5329,9.17 2024-12-24,10.474750000000002,9.5225,8.570250000000001,9.36 2024-12-25,10.529750000000002,9.572500000000002,8.615250000000001,9.47 " 1589,CN,technical,统计上海银行在2019年09月16日到2020年01月03日间,最高价小于包络线中轨的天数占比(%)。(标准版:中轨SMA(20),上下轨±10%)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,24.3243,medium,channel,Middle = SMA_n(P);Upper = Middle * 1.1;Lower = Middle * 0.9,"date,close,high,low,open 2019-08-19,9.14,9.18,8.91,9.06 2019-08-20,9.05,9.13,9.05,9.1 2019-08-21,8.96,9.06,8.95,9.02 2019-08-22,8.94,9.03,8.9,9.0 2019-08-23,8.97,8.99,8.91,8.95 2019-08-26,8.91,8.95,8.83,8.87 2019-08-27,8.95,9.07,8.93,8.95 2019-08-28,8.96,9.02,8.94,8.99 2019-08-29,8.92,8.96,8.89,8.96 2019-08-30,9.02,9.04,8.93,8.97 2019-09-02,9.01,9.06,9.0,9.04 2019-09-03,8.99,9.06,8.96,9.05 2019-09-04,9.08,9.09,8.97,9.0 2019-09-05,9.14,9.23,9.1,9.1 2019-09-06,9.19,9.19,9.1,9.14 2019-09-09,9.17,9.26,9.14,9.23 2019-09-10,9.21,9.23,9.12,9.17 2019-09-11,9.28,9.31,9.24,9.3 2019-09-12,9.33,9.34,9.26,9.28 2019-09-16,9.28,9.34,9.24,9.34 2019-09-17,9.2,9.29,9.2,9.29 2019-09-18,9.19,9.24,9.18,9.23 2019-09-19,9.18,9.22,9.13,9.21 2019-09-20,9.29,9.3,9.18,9.19 2019-09-23,9.18,9.26,9.13,9.25 2019-09-24,9.19,9.21,9.14,9.14 2019-09-25,9.29,9.31,9.16,9.16 2019-09-26,9.4,9.54,9.27,9.33 2019-09-27,9.38,9.46,9.31,9.4 2019-09-30,9.35,9.45,9.33,9.37 2019-10-08,9.41,9.47,9.28,9.31 2019-10-09,9.56,9.65,9.35,9.38 2019-10-10,9.56,9.59,9.52,9.53 2019-10-11,9.59,9.65,9.53,9.59 2019-10-14,9.76,9.92,9.6,9.69 2019-10-15,9.98,9.98,9.72,9.75 2019-10-16,9.81,10.07,9.77,9.98 2019-10-17,9.71,9.83,9.64,9.8 2019-10-18,9.57,9.8,9.51,9.72 2019-10-21,9.65,9.7,9.54,9.59 2019-10-22,9.61,9.69,9.52,9.66 2019-10-23,9.55,9.63,9.52,9.6 2019-10-24,9.56,9.66,9.44,9.54 2019-10-25,9.64,9.66,9.46,9.57 2019-10-28,9.62,9.64,9.49,9.55 2019-10-29,9.36,9.63,9.33,9.62 2019-10-30,9.39,9.42,9.26,9.31 2019-10-31,9.33,9.4,9.28,9.4 2019-11-01,9.35,9.38,9.2,9.31 2019-11-04,9.28,9.45,9.25,9.35 2019-11-05,9.45,9.52,9.23,9.28 2019-11-06,9.47,9.54,9.4,9.44 2019-11-07,9.5,9.57,9.45,9.45 2019-11-08,9.39,9.55,9.39,9.55 2019-11-11,9.26,9.38,9.24,9.35 2019-11-12,9.24,9.3,9.2,9.27 2019-11-13,9.12,9.24,9.05,9.23 2019-11-14,9.15,9.19,9.07,9.1 2019-11-15,9.13,9.21,9.1,9.15 2019-11-18,9.21,9.32,8.91,8.91 2019-11-19,9.21,9.22,9.13,9.16 2019-11-20,9.12,9.2,9.09,9.2 2019-11-21,9.18,9.2,9.11,9.12 2019-11-22,9.24,9.27,9.18,9.2 2019-11-25,9.3,9.32,9.22,9.24 2019-11-26,9.32,9.32,9.26,9.3 2019-11-27,9.28,9.34,9.21,9.31 2019-11-28,9.19,9.28,9.16,9.27 2019-11-29,9.19,9.24,9.15,9.2 2019-12-02,9.24,9.27,9.17,9.19 2019-12-03,9.25,9.28,9.2,9.23 2019-12-04,9.28,9.29,9.22,9.27 2019-12-05,9.29,9.32,9.26,9.31 2019-12-06,9.3,9.32,9.26,9.31 2019-12-09,9.25,9.32,9.22,9.3 2019-12-10,9.19,9.3,9.17,9.27 2019-12-11,9.21,9.23,9.18,9.22 2019-12-12,9.14,9.22,9.12,9.2 2019-12-13,9.33,9.33,9.14,9.19 2019-12-16,9.28,9.3,9.22,9.27 2019-12-17,9.4,9.5,9.24,9.27 2019-12-18,9.4,9.44,9.36,9.36 2019-12-19,9.46,9.52,9.38,9.39 2019-12-20,9.54,9.57,9.45,9.47 2019-12-23,9.42,9.59,9.37,9.54 2019-12-24,9.47,9.48,9.39,9.42 2019-12-25,9.42,9.47,9.37,9.47 2019-12-26,9.46,9.46,9.39,9.42 2019-12-27,9.46,9.54,9.45,9.45 2019-12-30,9.52,9.53,9.35,9.41 2019-12-31,9.49,9.51,9.43,9.49 2020-01-02,9.54,9.64,9.52,9.58 2020-01-03,9.5,9.56,9.48,9.55 ","date,Upper,Middle,Lower,high 2019-09-16,9.9825,9.075,8.1675,9.34 2019-09-17,9.9858,9.078,8.1702,9.29 2019-09-18,9.9935,9.084999999999999,8.176499999999999,9.24 2019-09-19,10.005600000000001,9.096,8.1864,9.22 2019-09-20,10.024849999999999,9.113499999999998,8.20215,9.3 2019-09-23,10.036399999999999,9.123999999999999,8.211599999999999,9.26 2019-09-24,10.0518,9.138,8.2242,9.21 2019-09-25,10.070500000000003,9.155000000000001,8.239500000000001,9.31 2019-09-26,10.0947,9.177,8.2593,9.54 2019-09-27,10.12,9.2,8.28,9.46 2019-09-30,10.138150000000001,9.2165,8.29485,9.45 2019-10-08,10.16015,9.2365,8.31285,9.47 2019-10-09,10.191500000000001,9.265,8.338500000000002,9.65 2019-10-10,10.2179,9.289,8.3601,9.59 2019-10-11,10.242650000000001,9.3115,8.38035,9.65 2019-10-14,10.274000000000001,9.34,8.406,9.92 2019-10-15,10.31855,9.3805,8.44245,9.98 2019-10-16,10.35155,9.410499999999999,8.46945,10.07 2019-10-17,10.3752,9.431999999999999,8.4888,9.83 2019-10-18,10.388399999999999,9.443999999999999,8.4996,9.8 2019-10-21,10.408750000000001,9.4625,8.516250000000001,9.7 2019-10-22,10.431300000000002,9.483,8.5347,9.69 2019-10-23,10.451100000000002,9.501000000000001,8.550900000000002,9.63 2019-10-24,10.472,9.52,8.568,9.66 2019-10-25,10.491250000000003,9.537500000000001,8.583750000000002,9.66 2019-10-28,10.515450000000001,9.5595,8.60355,9.64 2019-10-29,10.524800000000003,9.568000000000001,8.611200000000002,9.63 2019-10-30,10.530299999999999,9.572999999999999,8.615699999999999,9.42 2019-10-31,10.526450000000002,9.569500000000001,8.612550000000002,9.4 2019-11-01,10.5248,9.568,8.6112,9.38 2019-11-04,10.52095,9.564499999999999,8.608049999999999,9.45 2019-11-05,10.523150000000001,9.5665,8.60985,9.52 2019-11-06,10.518200000000002,9.562000000000001,8.605800000000002,9.54 2019-11-07,10.514900000000003,9.559000000000001,8.603100000000001,9.57 2019-11-08,10.5039,9.549,8.5941,9.55 2019-11-11,10.4764,9.524,8.5716,9.38 2019-11-12,10.4357,9.487,8.5383,9.3 2019-11-13,10.397750000000002,9.4525,8.50725,9.24 2019-11-14,10.366950000000001,9.4245,8.482050000000001,9.19 2019-11-15,10.34275,9.4025,8.462250000000001,9.21 2019-11-18,10.318550000000002,9.380500000000001,8.442450000000001,9.32 2019-11-19,10.296549999999998,9.360499999999998,8.424449999999998,9.22 2019-11-20,10.272900000000002,9.339,8.405100000000001,9.2 2019-11-21,10.252,9.32,8.388,9.2 2019-11-22,10.230000000000002,9.3,8.370000000000001,9.27 2019-11-25,10.212400000000002,9.284,8.3556,9.32 2019-11-26,10.2102,9.282,8.3538,9.32 2019-11-27,10.204150000000002,9.2765,8.34885,9.34 2019-11-28,10.19645,9.269499999999999,8.34255,9.28 2019-11-29,10.187650000000003,9.261500000000002,8.335350000000002,9.24 2019-12-02,10.18545,9.2595,8.333549999999999,9.27 2019-12-03,10.174450000000002,9.249500000000001,8.324550000000002,9.28 2019-12-04,10.164,9.239999999999998,8.315999999999999,9.29 2019-12-05,10.152449999999998,9.229499999999998,8.306549999999998,9.32 2019-12-06,10.1475,9.225,8.3025,9.32 2019-12-09,10.146950000000002,9.2245,8.302050000000001,9.32 2019-12-10,10.1442,9.222,8.2998,9.3 2019-12-11,10.14915,9.2265,8.30385,9.23 2019-12-12,10.1486,9.225999999999999,8.3034,9.22 2019-12-13,10.159600000000001,9.236,8.3124,9.33 2019-12-16,10.163450000000001,9.2395,8.31555,9.3 2019-12-17,10.173900000000001,9.249,8.324100000000001,9.5 2019-12-18,10.189300000000001,9.263,8.3367,9.44 2019-12-19,10.2047,9.277,8.3493,9.52 2019-12-20,10.221199999999998,9.291999999999998,8.362799999999998,9.57 2019-12-23,10.2278,9.298,8.3682,9.59 2019-12-24,10.236049999999999,9.305499999999999,8.374949999999998,9.48 2019-12-25,10.24375,9.3125,8.38125,9.47 2019-12-26,10.258600000000001,9.326,8.393400000000002,9.46 2019-12-27,10.27345,9.3395,8.40555,9.54 2019-12-30,10.288850000000002,9.3535,8.41815,9.53 2019-12-31,10.302050000000001,9.3655,8.42895,9.51 2020-01-02,10.31635,9.378499999999999,8.44065,9.64 2020-01-03,10.327900000000001,9.389000000000001,8.4501,9.56 " 1590,CN,technical,"洛阳钼业2020年04月06日-2020年09月13日, 对于唐安奇通道,最高价大于下轨的天数占比?(单位:%)(标准版:20日内最高价和最低价,中轨用两者均值)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。",100.0,medium,channel,Upper = max_{i=0}^{n-1} H_{t-i};Lower = min_{i=0}^{n-1} L_{t-i};Middle = (Upper + Lower) / 2,"date,high,low 2020-03-10,4.24,4.0 2020-03-11,4.23,4.08 2020-03-12,4.06,3.9 2020-03-13,3.89,3.64 2020-03-16,3.88,3.67 2020-03-17,3.78,3.59 2020-03-18,3.81,3.6 2020-03-19,3.64,3.49 2020-03-20,3.63,3.51 2020-03-23,3.5,3.39 2020-03-24,3.56,3.46 2020-03-25,3.64,3.56 2020-03-26,3.58,3.51 2020-03-27,3.56,3.46 2020-03-30,3.46,3.38 2020-03-31,3.49,3.39 2020-04-01,3.63,3.44 2020-04-02,3.6,3.51 2020-04-03,3.62,3.51 2020-04-07,3.65,3.55 2020-04-08,3.72,3.56 2020-04-09,3.69,3.61 2020-04-10,3.64,3.52 2020-04-13,3.51,3.47 2020-04-14,3.63,3.5 2020-04-15,3.62,3.56 2020-04-16,3.59,3.53 2020-04-17,3.62,3.55 2020-04-20,3.58,3.51 2020-04-21,3.52,3.45 2020-04-22,3.5,3.42 2020-04-23,3.52,3.45 2020-04-24,3.49,3.42 2020-04-27,3.48,3.4 2020-04-28,3.43,3.27 2020-04-29,3.37,3.32 2020-04-30,3.49,3.4 2020-05-06,3.68,3.51 2020-05-07,3.68,3.6 2020-05-08,3.7,3.59 2020-05-11,3.66,3.57 2020-05-12,3.58,3.49 2020-05-13,3.6,3.5 2020-05-14,3.55,3.47 2020-05-15,3.52,3.46 2020-05-18,3.59,3.45 2020-05-19,3.59,3.53 2020-05-20,3.61,3.54 2020-05-21,3.55,3.48 2020-05-22,3.48,3.4 2020-05-25,3.45,3.35 2020-05-26,3.42,3.37 2020-05-27,3.42,3.37 2020-05-28,3.44,3.38 2020-05-29,3.47,3.39 2020-06-01,3.54,3.43 2020-06-02,3.56,3.5 2020-06-03,3.54,3.49 2020-06-04,3.71,3.49 2020-06-05,3.67,3.58 2020-06-08,3.78,3.61 2020-06-09,3.77,3.67 2020-06-10,3.72,3.61 2020-06-11,3.71,3.59 2020-06-12,3.59,3.51 2020-06-15,3.59,3.5 2020-06-16,3.86,3.54 2020-06-17,3.91,3.75 2020-06-18,3.86,3.73 2020-06-19,3.85,3.76 2020-06-22,3.86,3.75 2020-06-23,3.8,3.71 2020-06-24,3.75,3.68 2020-06-29,3.73,3.63 2020-06-30,3.71,3.62 2020-07-01,3.78,3.67 2020-07-02,3.88,3.72 2020-07-03,4.25,3.91 2020-07-06,4.36,4.11 2020-07-07,4.53,4.25 2020-07-08,4.48,4.23 2020-07-09,4.55,4.4 2020-07-10,4.48,4.28 2020-07-13,4.72,4.39 2020-07-14,4.85,4.58 2020-07-15,4.82,4.33 2020-07-16,4.47,4.11 2020-07-17,4.2,4.05 2020-07-20,4.52,4.15 2020-07-21,4.6,4.4 2020-07-22,4.66,4.42 2020-07-23,4.53,4.35 2020-07-24,4.42,4.18 2020-07-27,4.47,4.22 2020-07-28,4.73,4.46 2020-07-29,4.57,4.43 2020-07-30,4.65,4.46 2020-07-31,4.45,4.31 2020-08-03,4.55,4.36 2020-08-04,4.8,4.59 2020-08-05,4.9,4.53 2020-08-06,5.01,4.78 2020-08-07,4.91,4.7 2020-08-10,4.66,4.51 2020-08-11,4.61,4.4 2020-08-12,4.41,4.2 2020-08-13,4.37,4.27 2020-08-14,4.38,4.27 2020-08-17,4.48,4.32 2020-08-18,4.54,4.43 2020-08-19,4.52,4.42 2020-08-20,4.61,4.46 2020-08-21,4.54,4.4 2020-08-24,4.47,4.36 2020-08-25,4.41,4.25 2020-08-26,4.32,4.14 2020-08-27,4.2,4.1 2020-08-28,4.23,4.13 2020-08-31,4.39,4.27 2020-09-01,4.38,4.24 2020-09-02,4.34,4.2 2020-09-03,4.25,4.17 2020-09-04,4.18,4.1 2020-09-07,4.23,4.1 2020-09-08,4.14,4.01 2020-09-09,4.07,4.0 2020-09-10,4.1,4.0 2020-09-11,4.03,3.93 ","date,Upper,Middle,Lower,high 2020-04-07,4.24,3.81,3.38,3.65 2020-04-08,4.23,3.805,3.38,3.72 2020-04-09,4.06,3.7199999999999998,3.38,3.69 2020-04-10,3.89,3.635,3.38,3.64 2020-04-13,3.88,3.63,3.38,3.51 2020-04-14,3.81,3.5949999999999998,3.38,3.63 2020-04-15,3.81,3.5949999999999998,3.38,3.62 2020-04-16,3.72,3.55,3.38,3.59 2020-04-17,3.72,3.55,3.38,3.62 2020-04-20,3.72,3.55,3.38,3.58 2020-04-21,3.72,3.55,3.38,3.52 2020-04-22,3.72,3.55,3.38,3.5 2020-04-23,3.72,3.55,3.38,3.52 2020-04-24,3.72,3.55,3.38,3.49 2020-04-27,3.72,3.55,3.38,3.48 2020-04-28,3.72,3.495,3.27,3.43 2020-04-29,3.72,3.495,3.27,3.37 2020-04-30,3.72,3.495,3.27,3.49 2020-05-06,3.72,3.495,3.27,3.68 2020-05-07,3.72,3.495,3.27,3.68 2020-05-08,3.72,3.495,3.27,3.7 2020-05-11,3.7,3.4850000000000003,3.27,3.66 2020-05-12,3.7,3.4850000000000003,3.27,3.58 2020-05-13,3.7,3.4850000000000003,3.27,3.6 2020-05-14,3.7,3.4850000000000003,3.27,3.55 2020-05-15,3.7,3.4850000000000003,3.27,3.52 2020-05-18,3.7,3.4850000000000003,3.27,3.59 2020-05-19,3.7,3.4850000000000003,3.27,3.59 2020-05-20,3.7,3.4850000000000003,3.27,3.61 2020-05-21,3.7,3.4850000000000003,3.27,3.55 2020-05-22,3.7,3.4850000000000003,3.27,3.48 2020-05-25,3.7,3.4850000000000003,3.27,3.45 2020-05-26,3.7,3.4850000000000003,3.27,3.42 2020-05-27,3.7,3.4850000000000003,3.27,3.42 2020-05-28,3.7,3.4850000000000003,3.27,3.44 2020-05-29,3.7,3.51,3.32,3.47 2020-06-01,3.7,3.5250000000000004,3.35,3.54 2020-06-02,3.7,3.5250000000000004,3.35,3.56 2020-06-03,3.7,3.5250000000000004,3.35,3.54 2020-06-04,3.71,3.5300000000000002,3.35,3.71 2020-06-05,3.71,3.5300000000000002,3.35,3.67 2020-06-08,3.78,3.565,3.35,3.78 2020-06-09,3.78,3.565,3.35,3.77 2020-06-10,3.78,3.565,3.35,3.72 2020-06-11,3.78,3.565,3.35,3.71 2020-06-12,3.78,3.565,3.35,3.59 2020-06-15,3.78,3.565,3.35,3.59 2020-06-16,3.86,3.605,3.35,3.86 2020-06-17,3.91,3.63,3.35,3.91 2020-06-18,3.91,3.63,3.35,3.86 2020-06-19,3.91,3.63,3.35,3.85 2020-06-22,3.91,3.64,3.37,3.86 2020-06-23,3.91,3.64,3.37,3.8 2020-06-24,3.91,3.645,3.38,3.75 2020-06-29,3.91,3.6500000000000004,3.39,3.73 2020-06-30,3.91,3.67,3.43,3.71 2020-07-01,3.91,3.7,3.49,3.78 2020-07-02,3.91,3.7,3.49,3.88 2020-07-03,4.25,3.87,3.49,4.25 2020-07-06,4.36,3.93,3.5,4.36 2020-07-07,4.53,4.015000000000001,3.5,4.53 2020-07-08,4.53,4.015000000000001,3.5,4.48 2020-07-09,4.55,4.025,3.5,4.55 2020-07-10,4.55,4.025,3.5,4.48 2020-07-13,4.72,4.109999999999999,3.5,4.72 2020-07-14,4.85,4.175,3.5,4.85 2020-07-15,4.85,4.195,3.54,4.82 2020-07-16,4.85,4.234999999999999,3.62,4.47 2020-07-17,4.85,4.234999999999999,3.62,4.2 2020-07-20,4.85,4.234999999999999,3.62,4.52 2020-07-21,4.85,4.234999999999999,3.62,4.6 2020-07-22,4.85,4.234999999999999,3.62,4.66 2020-07-23,4.85,4.234999999999999,3.62,4.53 2020-07-24,4.85,4.234999999999999,3.62,4.42 2020-07-27,4.85,4.234999999999999,3.62,4.47 2020-07-28,4.85,4.26,3.67,4.73 2020-07-29,4.85,4.285,3.72,4.57 2020-07-30,4.85,4.38,3.91,4.65 2020-07-31,4.85,4.449999999999999,4.05,4.45 2020-08-03,4.85,4.449999999999999,4.05,4.55 2020-08-04,4.85,4.449999999999999,4.05,4.8 2020-08-05,4.9,4.475,4.05,4.9 2020-08-06,5.01,4.529999999999999,4.05,5.01 2020-08-07,5.01,4.529999999999999,4.05,4.91 2020-08-10,5.01,4.529999999999999,4.05,4.66 2020-08-11,5.01,4.529999999999999,4.05,4.61 2020-08-12,5.01,4.529999999999999,4.05,4.41 2020-08-13,5.01,4.529999999999999,4.05,4.37 2020-08-14,5.01,4.58,4.15,4.38 2020-08-17,5.01,4.595,4.18,4.48 2020-08-18,5.01,4.595,4.18,4.54 2020-08-19,5.01,4.595,4.18,4.52 2020-08-20,5.01,4.595,4.18,4.61 2020-08-21,5.01,4.605,4.2,4.54 2020-08-24,5.01,4.605,4.2,4.47 2020-08-25,5.01,4.605,4.2,4.41 2020-08-26,5.01,4.574999999999999,4.14,4.32 2020-08-27,5.01,4.555,4.1,4.2 2020-08-28,5.01,4.555,4.1,4.23 2020-08-31,5.01,4.555,4.1,4.39 2020-09-01,5.01,4.555,4.1,4.38 2020-09-02,5.01,4.555,4.1,4.34 2020-09-03,4.91,4.505,4.1,4.25 2020-09-04,4.66,4.38,4.1,4.18 2020-09-07,4.61,4.355,4.1,4.23 2020-09-08,4.61,4.3100000000000005,4.01,4.14 2020-09-09,4.61,4.305,4.0,4.07 2020-09-10,4.61,4.305,4.0,4.1 2020-09-11,4.61,4.2700000000000005,3.93,4.03 " 1591,CN,technical,澜起科技从2023年02月20日到2023年09月11日,收盘价大于唐安奇通道下轨的天数比例是多少?(单位:%)(标准版:20日内最高价和最低价,中轨用两者均值)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,99.2857,medium,channel,Upper = max_{i=0}^{n-1} H_{t-i};Lower = min_{i=0}^{n-1} L_{t-i};Middle = (Upper + Lower) / 2,"date,high,low,close 2023-01-17,62.96,61.2,62.14 2023-01-18,62.7,61.41,62.14 2023-01-19,63.0,61.4,62.97 2023-01-20,64.65,62.99,64.65 2023-01-30,66.15,58.88,59.84 2023-01-31,57.6,54.1,55.41 2023-02-01,56.77,55.33,56.38 2023-02-02,57.15,56.02,56.53 2023-02-03,57.09,55.55,56.51 2023-02-06,57.16,56.31,56.88 2023-02-07,57.06,56.6,56.88 2023-02-08,58.79,57.02,57.13 2023-02-09,61.09,56.24,60.96 2023-02-10,63.36,60.5,60.9 2023-02-13,63.3,59.67,62.85 2023-02-14,63.68,60.98,62.8 2023-02-15,65.59,62.09,65.55 2023-02-16,67.8,62.66,62.89 2023-02-17,62.89,60.65,61.05 2023-02-20,61.84,59.88,61.1 2023-02-21,61.44,57.35,58.28 2023-02-22,59.04,57.77,58.18 2023-02-23,58.57,57.41,57.72 2023-02-24,59.15,57.9,58.33 2023-02-27,59.28,57.5,58.0 2023-02-28,59.27,57.07,57.77 2023-03-01,58.31,56.58,57.48 2023-03-02,58.1,56.6,56.86 2023-03-03,57.97,56.81,57.62 2023-03-06,58.24,56.68,57.4 2023-03-07,57.68,56.12,56.17 2023-03-08,56.45,55.4,55.9 2023-03-09,57.15,55.66,56.74 2023-03-10,56.77,55.42,55.88 2023-03-13,56.15,54.65,55.52 2023-03-14,56.19,54.65,55.99 2023-03-15,57.79,56.0,56.07 2023-03-16,57.38,55.66,56.31 2023-03-17,58.69,55.55,57.92 2023-03-20,63.75,59.01,62.59 2023-03-21,64.41,60.91,62.06 2023-03-22,65.1,61.5,63.13 2023-03-23,69.0,63.21,69.0 2023-03-24,72.57,69.07,70.17 2023-03-27,71.77,67.41,68.59 2023-03-28,69.25,64.0,64.48 2023-03-29,70.3,63.25,68.24 2023-03-30,72.33,68.16,70.0 2023-03-31,69.84,67.06,69.52 2023-04-03,71.87,68.24,71.53 2023-04-04,78.0,70.05,74.0 2023-04-06,79.26,72.15,75.23 2023-04-07,78.75,74.12,76.3 2023-04-10,77.5,71.3,71.7 2023-04-11,74.88,71.45,72.6 2023-04-12,77.66,73.04,76.41 2023-04-13,75.48,71.5,71.65 2023-04-14,74.65,69.75,74.19 2023-04-17,74.86,71.19,72.0 2023-04-18,72.43,69.45,70.68 2023-04-19,74.43,70.12,72.1 2023-04-20,76.49,72.01,76.46 2023-04-21,78.52,72.06,72.06 2023-04-24,72.94,68.53,69.2 2023-04-25,71.48,67.98,68.75 2023-04-26,68.05,64.0,64.2 2023-04-27,65.3,62.55,63.04 2023-04-28,62.67,58.4,60.9 2023-05-04,61.35,59.17,59.35 2023-05-05,60.55,58.66,58.94 2023-05-08,60.26,58.7,59.41 2023-05-09,59.87,57.87,57.87 2023-05-10,58.82,56.0,56.49 2023-05-11,57.78,55.5,55.79 2023-05-12,56.48,53.5,53.73 2023-05-15,54.5,52.4,54.15 2023-05-16,55.14,53.21,53.81 2023-05-17,55.98,53.3,55.15 2023-05-18,58.83,54.96,58.0 2023-05-19,61.5,58.85,58.96 2023-05-22,60.99,58.25,59.41 2023-05-23,59.49,57.57,57.7 2023-05-24,59.19,57.21,58.0 2023-05-25,60.24,58.09,60.1 2023-05-26,62.2,60.01,61.14 2023-05-29,64.63,62.31,62.92 2023-05-30,64.35,60.22,63.73 2023-05-31,64.73,63.11,63.8 2023-06-01,63.14,61.86,62.1 2023-06-02,62.55,59.6,60.69 2023-06-05,61.68,59.87,60.28 2023-06-06,61.2,59.07,59.09 2023-06-07,60.45,57.88,59.91 2023-06-08,59.99,57.0,57.11 2023-06-09,58.19,56.2,58.19 2023-06-12,58.69,56.81,58.2 2023-06-13,63.05,57.3,62.85 2023-06-14,63.6,61.85,62.91 2023-06-15,63.3,61.05,61.49 2023-06-16,61.4,59.98,60.83 2023-06-19,63.27,61.05,62.11 2023-06-20,62.61,60.1,60.4 2023-06-21,60.42,58.08,58.08 2023-06-26,57.57,55.31,56.0 2023-06-27,56.7,55.0,56.09 2023-06-28,56.73,54.82,55.38 2023-06-29,57.41,55.51,55.67 2023-06-30,57.68,55.4,57.42 2023-07-03,60.33,56.7,59.87 2023-07-04,63.55,59.87,62.7 2023-07-05,63.8,62.3,62.68 2023-07-06,65.1,62.0,63.72 2023-07-07,65.17,62.68,63.7 2023-07-10,63.0,60.5,61.0 2023-07-11,62.94,60.78,61.97 2023-07-12,60.95,58.08,59.08 2023-07-13,61.98,59.31,61.48 2023-07-14,62.79,61.5,61.99 2023-07-17,62.6,60.03,61.1 2023-07-18,62.12,60.16,60.17 2023-07-19,60.54,58.1,59.19 2023-07-20,59.34,57.5,57.75 2023-07-21,58.8,57.15,57.6 2023-07-24,59.57,57.6,58.59 2023-07-25,59.59,58.11,59.28 2023-07-26,59.59,58.28,58.69 2023-07-27,59.11,57.36,58.1 2023-07-28,59.4,57.69,59.02 2023-07-31,60.08,57.61,57.92 2023-08-01,58.88,57.13,57.63 2023-08-02,57.5,56.3,56.65 2023-08-03,57.1,56.08,56.95 2023-08-04,58.98,56.6,58.05 2023-08-07,58.25,57.5,57.79 2023-08-08,59.31,57.3,57.49 2023-08-09,57.75,56.31,56.63 2023-08-10,57.17,55.51,56.87 2023-08-11,56.99,54.4,54.55 2023-08-14,54.98,52.83,53.08 2023-08-15,53.3,50.96,51.15 2023-08-16,51.15,48.2,48.75 2023-08-17,49.68,47.98,48.81 2023-08-18,49.86,48.53,48.62 2023-08-21,49.26,47.72,47.8 2023-08-22,49.36,46.85,49.16 2023-08-23,49.08,48.12,48.43 2023-08-24,50.8,48.31,49.7 2023-08-25,50.28,47.75,48.02 2023-08-28,52.94,48.51,48.75 2023-08-29,51.19,48.33,50.8 2023-08-30,52.8,50.8,51.47 2023-08-31,52.1,51.02,51.24 2023-09-01,52.2,50.36,51.36 2023-09-04,51.7,50.76,51.62 2023-09-05,52.8,51.33,51.62 2023-09-06,53.98,51.13,53.79 2023-09-07,53.78,50.72,51.5 2023-09-08,52.41,50.99,51.65 2023-09-11,52.36,51.36,51.81 ","date,Upper,Middle,Lower,close 2023-02-20,67.8,60.95,54.1,61.1 2023-02-21,67.8,60.95,54.1,58.28 2023-02-22,67.8,60.95,54.1,58.18 2023-02-23,67.8,60.95,54.1,57.72 2023-02-24,67.8,60.95,54.1,58.33 2023-02-27,67.8,60.95,54.1,58.0 2023-02-28,67.8,61.565,55.33,57.77 2023-03-01,67.8,61.675,55.55,57.48 2023-03-02,67.8,61.675,55.55,56.86 2023-03-03,67.8,62.019999999999996,56.24,57.62 2023-03-06,67.8,62.019999999999996,56.24,57.4 2023-03-07,67.8,61.959999999999994,56.12,56.17 2023-03-08,67.8,61.599999999999994,55.4,55.9 2023-03-09,67.8,61.599999999999994,55.4,56.74 2023-03-10,67.8,61.599999999999994,55.4,55.88 2023-03-13,67.8,61.224999999999994,54.65,55.52 2023-03-14,67.8,61.224999999999994,54.65,55.99 2023-03-15,67.8,61.224999999999994,54.65,56.07 2023-03-16,62.89,58.769999999999996,54.65,56.31 2023-03-17,61.84,58.245000000000005,54.65,57.92 2023-03-20,63.75,59.2,54.65,62.59 2023-03-21,64.41,59.53,54.65,62.06 2023-03-22,65.1,59.875,54.65,63.13 2023-03-23,69.0,61.825,54.65,69.0 2023-03-24,72.57,63.61,54.65,70.17 2023-03-27,72.57,63.61,54.65,68.59 2023-03-28,72.57,63.61,54.65,64.48 2023-03-29,72.57,63.61,54.65,68.24 2023-03-30,72.57,63.61,54.65,70.0 2023-03-31,72.57,63.61,54.65,69.52 2023-04-03,72.57,63.61,54.65,71.53 2023-04-04,78.0,66.325,54.65,74.0 2023-04-06,79.26,66.955,54.65,75.23 2023-04-07,79.26,66.955,54.65,76.3 2023-04-10,79.26,66.955,54.65,71.7 2023-04-11,79.26,66.955,54.65,72.6 2023-04-12,79.26,67.405,55.55,76.41 2023-04-13,79.26,67.405,55.55,71.65 2023-04-14,79.26,67.405,55.55,74.19 2023-04-17,79.26,69.135,59.01,72.0 2023-04-18,79.26,70.08500000000001,60.91,70.68 2023-04-19,79.26,70.38,61.5,72.1 2023-04-20,79.26,71.235,63.21,76.46 2023-04-21,79.26,71.255,63.25,72.06 2023-04-24,79.26,71.255,63.25,69.2 2023-04-25,79.26,71.255,63.25,68.75 2023-04-26,79.26,71.255,63.25,64.2 2023-04-27,79.26,70.905,62.55,63.04 2023-04-28,79.26,68.83,58.4,60.9 2023-05-04,79.26,68.83,58.4,59.35 2023-05-05,79.26,68.83,58.4,58.94 2023-05-08,79.26,68.83,58.4,59.41 2023-05-09,78.75,68.31,57.87,57.87 2023-05-10,78.52,67.25999999999999,56.0,56.49 2023-05-11,78.52,67.00999999999999,55.5,55.79 2023-05-12,78.52,66.00999999999999,53.5,53.73 2023-05-15,78.52,65.46,52.4,54.15 2023-05-16,78.52,65.46,52.4,53.81 2023-05-17,78.52,65.46,52.4,55.15 2023-05-18,78.52,65.46,52.4,58.0 2023-05-19,78.52,65.46,52.4,58.96 2023-05-22,78.52,65.46,52.4,59.41 2023-05-23,78.52,65.46,52.4,57.7 2023-05-24,72.94,62.67,52.4,58.0 2023-05-25,71.48,61.94,52.4,60.1 2023-05-26,68.05,60.224999999999994,52.4,61.14 2023-05-29,65.3,58.849999999999994,52.4,62.92 2023-05-30,64.63,58.515,52.4,63.73 2023-05-31,64.73,58.565,52.4,63.8 2023-06-01,64.73,58.565,52.4,62.1 2023-06-02,64.73,58.565,52.4,60.69 2023-06-05,64.73,58.565,52.4,60.28 2023-06-06,64.73,58.565,52.4,59.09 2023-06-07,64.73,58.565,52.4,59.91 2023-06-08,64.73,58.565,52.4,57.11 2023-06-09,64.73,58.565,52.4,58.19 2023-06-12,64.73,58.97,53.21,58.2 2023-06-13,64.73,59.015,53.3,62.85 2023-06-14,64.73,59.845,54.96,62.91 2023-06-15,64.73,60.465,56.2,61.49 2023-06-16,64.73,60.465,56.2,60.83 2023-06-19,64.73,60.465,56.2,62.11 2023-06-20,64.73,60.465,56.2,60.4 2023-06-21,64.73,60.465,56.2,58.08 2023-06-26,64.73,60.02,55.31,56.0 2023-06-27,64.73,59.865,55.0,56.09 2023-06-28,64.73,59.775000000000006,54.82,55.38 2023-06-29,64.73,59.775000000000006,54.82,55.67 2023-06-30,63.6,59.21,54.82,57.42 2023-07-03,63.6,59.21,54.82,59.87 2023-07-04,63.6,59.21,54.82,62.7 2023-07-05,63.8,59.31,54.82,62.68 2023-07-06,65.1,59.959999999999994,54.82,63.72 2023-07-07,65.17,59.995000000000005,54.82,63.7 2023-07-10,65.17,59.995000000000005,54.82,61.0 2023-07-11,65.17,59.995000000000005,54.82,61.97 2023-07-12,65.17,59.995000000000005,54.82,59.08 2023-07-13,65.17,59.995000000000005,54.82,61.48 2023-07-14,65.17,59.995000000000005,54.82,61.99 2023-07-17,65.17,59.995000000000005,54.82,61.1 2023-07-18,65.17,59.995000000000005,54.82,60.17 2023-07-19,65.17,59.995000000000005,54.82,59.19 2023-07-20,65.17,59.995000000000005,54.82,57.75 2023-07-21,65.17,59.995000000000005,54.82,57.6 2023-07-24,65.17,59.995000000000005,54.82,58.59 2023-07-25,65.17,59.995000000000005,54.82,59.28 2023-07-26,65.17,60.285,55.4,58.69 2023-07-27,65.17,60.285,55.4,58.1 2023-07-28,65.17,60.935,56.7,59.02 2023-07-31,65.17,61.16,57.15,57.92 2023-08-01,65.17,61.150000000000006,57.13,57.63 2023-08-02,65.17,60.735,56.3,56.65 2023-08-03,65.17,60.625,56.08,56.95 2023-08-04,63.0,59.54,56.08,58.05 2023-08-07,62.94,59.51,56.08,57.79 2023-08-08,62.79,59.435,56.08,57.49 2023-08-09,62.79,59.435,56.08,56.63 2023-08-10,62.79,59.15,55.51,56.87 2023-08-11,62.6,58.5,54.4,54.55 2023-08-14,62.12,57.474999999999994,52.83,53.08 2023-08-15,60.54,55.75,50.96,51.15 2023-08-16,60.08,54.14,48.2,48.75 2023-08-17,60.08,54.03,47.98,48.81 2023-08-18,60.08,54.03,47.98,48.62 2023-08-21,60.08,53.9,47.72,47.8 2023-08-22,60.08,53.465,46.85,49.16 2023-08-23,60.08,53.465,46.85,48.43 2023-08-24,60.08,53.465,46.85,49.7 2023-08-25,60.08,53.465,46.85,48.02 2023-08-28,59.31,53.08,46.85,48.75 2023-08-29,59.31,53.08,46.85,50.8 2023-08-30,59.31,53.08,46.85,51.47 2023-08-31,59.31,53.08,46.85,51.24 2023-09-01,59.31,53.08,46.85,51.36 2023-09-04,59.31,53.08,46.85,51.62 2023-09-05,57.75,52.3,46.85,51.62 2023-09-06,57.17,52.010000000000005,46.85,53.79 2023-09-07,56.99,51.92,46.85,51.5 2023-09-08,54.98,50.915,46.85,51.65 2023-09-11,53.98,50.415,46.85,51.81 " 1592,CN,technical,在2024年02月14日至2025年01月03日期间,平安银行最高价小于唐安奇通道上轨的天数占总天数的百分比?(标准版:20日内最高价和最低价,中轨用两者均值)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,90.2778,medium,channel,Upper = max_{i=0}^{n-1} H_{t-i};Lower = min_{i=0}^{n-1} L_{t-i};Middle = (Upper + Lower) / 2,"date,high,low,close 2024-01-15,9.29,9.13,9.21 2024-01-16,9.35,9.16,9.34 2024-01-17,9.39,9.23,9.23 2024-01-18,9.24,9.0,9.2 2024-01-19,9.2,9.1,9.17 2024-01-22,9.26,9.04,9.1 2024-01-23,9.18,8.96,9.16 2024-01-24,9.34,9.07,9.33 2024-01-25,9.54,9.27,9.5 2024-01-26,9.67,9.44,9.62 2024-01-29,9.88,9.58,9.7 2024-01-30,9.7,9.49,9.5 2024-01-31,9.56,9.38,9.46 2024-02-01,9.48,9.34,9.41 2024-02-02,9.47,9.07,9.27 2024-02-05,9.43,9.11,9.38 2024-02-06,9.68,9.29,9.68 2024-02-07,9.67,9.48,9.61 2024-02-08,9.67,9.52,9.67 2024-02-19,9.81,9.65,9.81 2024-02-20,9.84,9.73,9.82 2024-02-21,10.8,9.77,10.8 2024-02-22,10.91,10.62,10.9 2024-02-23,11.24,10.84,10.85 2024-02-26,10.88,10.5,10.53 2024-02-27,10.6,10.46,10.5 2024-02-28,10.7,10.4,10.49 2024-02-29,10.59,10.41,10.59 2024-03-01,10.6,10.43,10.49 2024-03-04,10.5,10.32,10.33 2024-03-05,10.47,10.26,10.43 2024-03-06,10.45,10.33,10.33 2024-03-07,10.64,10.33,10.38 2024-03-08,10.44,10.3,10.38 2024-03-11,10.47,10.34,10.47 2024-03-12,10.59,10.41,10.56 2024-03-13,10.55,10.3,10.33 2024-03-14,10.38,10.2,10.23 2024-03-15,10.75,10.5,10.6 2024-03-18,10.61,10.49,10.54 2024-03-19,10.54,10.39,10.4 2024-03-20,10.47,10.37,10.45 2024-03-21,10.52,10.42,10.47 2024-03-22,10.45,10.31,10.36 2024-03-25,10.49,10.32,10.4 2024-03-26,10.66,10.42,10.6 2024-03-27,10.63,10.51,10.53 2024-03-28,10.57,10.38,10.49 2024-03-29,10.57,10.43,10.52 2024-04-01,10.65,10.51,10.64 2024-04-02,10.68,10.53,10.55 2024-04-03,10.55,10.42,10.46 2024-04-08,10.49,10.37,10.43 2024-04-09,10.47,10.36,10.4 2024-04-10,10.41,10.27,10.28 2024-04-11,10.29,10.12,10.25 2024-04-12,10.27,10.04,10.06 2024-04-15,10.32,10.06,10.29 2024-04-16,10.39,10.22,10.28 2024-04-17,10.63,10.21,10.62 2024-04-18,11.03,10.56,10.8 2024-04-19,10.82,10.66,10.69 2024-04-22,10.81,10.45,10.5 2024-04-23,10.65,10.46,10.54 2024-04-24,10.57,10.46,10.53 2024-04-25,10.62,10.48,10.61 2024-04-26,10.67,10.48,10.6 2024-04-29,10.9,10.52,10.81 2024-04-30,10.88,10.73,10.79 2024-05-06,11.11,10.84,10.89 2024-05-07,10.89,10.76,10.88 2024-05-08,10.88,10.71,10.73 2024-05-09,10.82,10.71,10.76 2024-05-10,10.96,10.76,10.94 2024-05-13,11.01,10.81,10.97 2024-05-14,11.06,10.88,10.91 2024-05-15,10.92,10.81,10.83 2024-05-16,11.21,10.83,11.17 2024-05-17,11.42,11.13,11.42 2024-05-20,11.53,11.31,11.38 2024-05-21,11.62,11.31,11.55 2024-05-22,11.74,11.46,11.56 2024-05-23,11.59,11.37,11.4 2024-05-24,11.49,11.3,11.31 2024-05-27,11.53,11.31,11.51 2024-05-28,11.58,11.36,11.4 2024-05-29,11.45,11.23,11.26 2024-05-30,11.34,11.06,11.12 2024-05-31,11.19,11.11,11.11 2024-06-03,11.13,10.91,10.98 2024-06-04,11.05,10.91,11.02 2024-06-05,11.07,10.87,10.87 2024-06-06,10.98,10.88,10.9 2024-06-07,11.01,10.89,10.99 2024-06-11,11.02,10.79,10.87 2024-06-12,10.91,10.78,10.88 2024-06-13,10.93,10.8,10.8 2024-06-14,10.23,9.99,10.18 2024-06-17,10.16,10.08,10.1 2024-06-18,10.16,10.04,10.08 2024-06-19,10.21,10.08,10.15 2024-06-20,10.17,10.05,10.05 2024-06-21,10.09,9.95,10.0 2024-06-24,10.07,9.88,9.98 2024-06-25,10.13,9.98,10.08 2024-06-26,10.13,10.02,10.08 2024-06-27,10.21,10.0,10.13 2024-06-28,10.26,10.09,10.15 2024-07-01,10.35,10.04,10.35 2024-07-02,10.48,10.28,10.4 2024-07-03,10.43,10.29,10.31 2024-07-04,10.38,10.25,10.26 2024-07-05,10.29,9.92,9.97 2024-07-08,10.02,9.85,9.93 2024-07-09,10.1,9.91,10.07 2024-07-10,10.2,10.05,10.14 2024-07-11,10.23,10.07,10.13 2024-07-12,10.31,10.12,10.31 2024-07-15,10.35,10.26,10.33 2024-07-16,10.37,10.24,10.3 2024-07-17,10.42,10.28,10.4 2024-07-18,10.43,10.3,10.41 2024-07-19,10.42,10.29,10.37 2024-07-22,10.38,10.19,10.23 2024-07-23,10.33,10.16,10.18 2024-07-24,10.24,10.12,10.13 2024-07-25,10.15,10.0,10.09 2024-07-26,10.12,9.97,10.03 2024-07-29,10.14,9.97,10.11 2024-07-30,10.13,10.03,10.08 2024-07-31,10.28,10.07,10.27 2024-08-01,10.32,10.17,10.27 2024-08-02,10.25,10.13,10.14 2024-08-05,10.22,10.05,10.05 2024-08-06,10.12,9.89,9.93 2024-08-07,9.98,9.91,9.93 2024-08-08,9.98,9.9,9.94 2024-08-09,10.1,9.94,10.04 2024-08-12,10.05,9.98,10.01 2024-08-13,10.03,9.92,9.95 2024-08-14,9.98,9.91,9.92 2024-08-15,10.06,9.87,10.03 2024-08-16,10.21,10.05,10.13 2024-08-19,10.3,10.12,10.29 2024-08-20,10.43,10.28,10.34 2024-08-21,10.38,10.21,10.35 2024-08-22,10.45,10.32,10.38 2024-08-23,10.5,10.32,10.47 2024-08-26,10.55,10.42,10.49 2024-08-27,10.52,10.37,10.43 2024-08-28,10.43,10.28,10.33 2024-08-29,10.38,10.11,10.13 2024-08-30,10.26,10.11,10.16 2024-09-02,10.21,10.09,10.11 2024-09-03,10.13,10.0,10.08 2024-09-04,10.15,10.0,10.02 2024-09-05,10.08,9.98,10.07 2024-09-06,10.21,10.05,10.08 2024-09-09,10.07,9.84,9.85 2024-09-10,9.92,9.78,9.9 2024-09-11,9.88,9.63,9.65 2024-09-12,9.77,9.61,9.74 2024-09-13,9.82,9.7,9.7 2024-09-18,9.78,9.66,9.77 2024-09-19,9.84,9.68,9.81 2024-09-20,9.9,9.78,9.9 2024-09-23,10.09,9.87,10.04 2024-09-24,10.37,10.08,10.37 2024-09-25,10.7,10.45,10.5 2024-09-26,11.15,10.5,11.15 2024-09-27,11.56,11.03,11.42 2024-09-30,12.3,11.56,12.21 2024-10-08,13.43,12.34,12.88 2024-10-09,12.63,11.66,11.68 2024-10-10,12.26,11.6,11.98 2024-10-11,12.17,11.58,11.72 2024-10-14,12.18,11.79,12.02 2024-10-15,12.23,11.88,11.9 2024-10-16,12.18,11.77,12.06 2024-10-17,12.23,11.93,11.95 2024-10-18,12.18,11.68,12.04 2024-10-21,11.94,11.63,11.81 2024-10-22,11.93,11.72,11.79 2024-10-23,11.89,11.75,11.86 2024-10-24,11.86,11.72,11.75 2024-10-25,11.78,11.69,11.71 2024-10-28,11.68,11.53,11.64 2024-10-29,11.74,11.53,11.54 2024-10-30,11.58,11.27,11.32 2024-10-31,11.44,11.24,11.38 2024-11-01,11.55,11.34,11.43 2024-11-04,11.46,11.26,11.46 2024-11-05,11.66,11.39,11.65 2024-11-06,11.64,11.47,11.55 2024-11-07,11.93,11.48,11.91 2024-11-08,12.01,11.7,11.72 2024-11-11,11.68,11.47,11.6 2024-11-12,11.84,11.51,11.54 2024-11-13,11.7,11.48,11.61 2024-11-14,11.7,11.53,11.54 2024-11-15,11.61,11.42,11.44 2024-11-18,12.04,11.62,11.75 2024-11-19,11.96,11.55,11.68 2024-11-20,11.75,11.61,11.64 2024-11-21,11.65,11.56,11.59 2024-11-22,11.61,11.28,11.28 2024-11-25,11.34,11.14,11.18 2024-11-26,11.31,11.14,11.27 2024-11-27,11.39,11.15,11.39 2024-11-28,11.42,11.32,11.34 2024-11-29,11.46,11.34,11.38 2024-12-02,11.4,11.31,11.39 2024-12-03,11.5,11.35,11.49 2024-12-04,11.53,11.37,11.46 2024-12-05,11.5,11.41,11.44 2024-12-06,11.7,11.43,11.66 2024-12-09,11.72,11.59,11.67 2024-12-10,11.95,11.75,11.79 2024-12-11,11.83,11.72,11.73 2024-12-12,11.87,11.71,11.85 2024-12-13,11.8,11.56,11.56 2024-12-16,11.66,11.53,11.57 2024-12-17,11.65,11.52,11.53 2024-12-18,11.74,11.57,11.65 2024-12-19,11.64,11.54,11.59 2024-12-20,11.7,11.58,11.62 2024-12-23,11.84,11.64,11.73 2024-12-24,11.87,11.72,11.86 2024-12-25,12.02,11.84,11.92 2024-12-26,11.93,11.78,11.86 2024-12-27,11.9,11.66,11.83 2024-12-30,11.97,11.78,11.95 2024-12-31,11.99,11.7,11.7 2025-01-02,11.77,11.39,11.43 2025-01-03,11.54,11.36,11.38 ","date,Upper,Middle,Lower,high 2024-02-19,9.88,9.420000000000002,8.96,9.81 2024-02-20,9.88,9.420000000000002,8.96,9.84 2024-02-21,10.8,9.88,8.96,10.8 2024-02-22,10.91,9.935,8.96,10.91 2024-02-23,11.24,10.100000000000001,8.96,11.24 2024-02-26,11.24,10.100000000000001,8.96,10.88 2024-02-27,11.24,10.100000000000001,8.96,10.6 2024-02-28,11.24,10.155000000000001,9.07,10.7 2024-02-29,11.24,10.155000000000001,9.07,10.59 2024-03-01,11.24,10.155000000000001,9.07,10.6 2024-03-04,11.24,10.155000000000001,9.07,10.5 2024-03-05,11.24,10.155000000000001,9.07,10.47 2024-03-06,11.24,10.155000000000001,9.07,10.45 2024-03-07,11.24,10.155000000000001,9.07,10.64 2024-03-08,11.24,10.155000000000001,9.07,10.44 2024-03-11,11.24,10.175,9.11,10.47 2024-03-12,11.24,10.265,9.29,10.59 2024-03-13,11.24,10.36,9.48,10.55 2024-03-14,11.24,10.379999999999999,9.52,10.38 2024-03-15,11.24,10.445,9.65,10.75 2024-03-18,11.24,10.485,9.73,10.61 2024-03-19,11.24,10.504999999999999,9.77,10.54 2024-03-20,11.24,10.719999999999999,10.2,10.47 2024-03-21,11.24,10.719999999999999,10.2,10.52 2024-03-22,10.88,10.54,10.2,10.45 2024-03-25,10.75,10.475,10.2,10.49 2024-03-26,10.75,10.475,10.2,10.66 2024-03-27,10.75,10.475,10.2,10.63 2024-03-28,10.75,10.475,10.2,10.57 2024-03-29,10.75,10.475,10.2,10.57 2024-04-01,10.75,10.475,10.2,10.65 2024-04-02,10.75,10.475,10.2,10.68 2024-04-03,10.75,10.475,10.2,10.55 2024-04-08,10.75,10.475,10.2,10.49 2024-04-09,10.75,10.475,10.2,10.47 2024-04-10,10.75,10.475,10.2,10.41 2024-04-11,10.75,10.434999999999999,10.12,10.29 2024-04-12,10.75,10.395,10.04,10.27 2024-04-15,10.75,10.395,10.04,10.32 2024-04-16,10.68,10.36,10.04,10.39 2024-04-17,10.68,10.36,10.04,10.63 2024-04-18,11.03,10.535,10.04,11.03 2024-04-19,11.03,10.535,10.04,10.82 2024-04-22,11.03,10.535,10.04,10.81 2024-04-23,11.03,10.535,10.04,10.65 2024-04-24,11.03,10.535,10.04,10.57 2024-04-25,11.03,10.535,10.04,10.62 2024-04-26,11.03,10.535,10.04,10.67 2024-04-29,11.03,10.535,10.04,10.9 2024-04-30,11.03,10.535,10.04,10.88 2024-05-06,11.11,10.575,10.04,11.11 2024-05-07,11.11,10.575,10.04,10.89 2024-05-08,11.11,10.575,10.04,10.88 2024-05-09,11.11,10.575,10.04,10.82 2024-05-10,11.11,10.575,10.04,10.96 2024-05-13,11.11,10.575,10.04,11.01 2024-05-14,11.11,10.575,10.04,11.06 2024-05-15,11.11,10.585,10.06,10.92 2024-05-16,11.21,10.71,10.21,11.21 2024-05-17,11.42,10.815000000000001,10.21,11.42 2024-05-20,11.53,10.989999999999998,10.45,11.53 2024-05-21,11.62,11.035,10.45,11.62 2024-05-22,11.74,11.094999999999999,10.45,11.74 2024-05-23,11.74,11.100000000000001,10.46,11.59 2024-05-24,11.74,11.100000000000001,10.46,11.49 2024-05-27,11.74,11.11,10.48,11.53 2024-05-28,11.74,11.11,10.48,11.58 2024-05-29,11.74,11.129999999999999,10.52,11.45 2024-05-30,11.74,11.225000000000001,10.71,11.34 2024-05-31,11.74,11.225000000000001,10.71,11.19 2024-06-03,11.74,11.225000000000001,10.71,11.13 2024-06-04,11.74,11.225000000000001,10.71,11.05 2024-06-05,11.74,11.225000000000001,10.71,11.07 2024-06-06,11.74,11.25,10.76,10.98 2024-06-07,11.74,11.275,10.81,11.01 2024-06-11,11.74,11.265,10.79,11.02 2024-06-12,11.74,11.26,10.78,10.91 2024-06-13,11.74,11.26,10.78,10.93 2024-06-14,11.74,10.865,9.99,10.23 2024-06-17,11.74,10.865,9.99,10.16 2024-06-18,11.74,10.865,9.99,10.16 2024-06-19,11.74,10.865,9.99,10.21 2024-06-20,11.59,10.79,9.99,10.17 2024-06-21,11.58,10.765,9.95,10.09 2024-06-24,11.58,10.73,9.88,10.07 2024-06-25,11.58,10.73,9.88,10.13 2024-06-26,11.45,10.665,9.88,10.13 2024-06-27,11.34,10.61,9.88,10.21 2024-06-28,11.19,10.535,9.88,10.26 2024-07-01,11.13,10.505,9.88,10.35 2024-07-02,11.07,10.475000000000001,9.88,10.48 2024-07-03,11.07,10.475000000000001,9.88,10.43 2024-07-04,11.02,10.45,9.88,10.38 2024-07-05,11.02,10.45,9.88,10.29 2024-07-08,11.02,10.434999999999999,9.85,10.02 2024-07-09,10.93,10.39,9.85,10.1 2024-07-10,10.93,10.39,9.85,10.2 2024-07-11,10.48,10.165,9.85,10.23 2024-07-12,10.48,10.165,9.85,10.31 2024-07-15,10.48,10.165,9.85,10.35 2024-07-16,10.48,10.165,9.85,10.37 2024-07-17,10.48,10.165,9.85,10.42 2024-07-18,10.48,10.165,9.85,10.43 2024-07-19,10.48,10.165,9.85,10.42 2024-07-22,10.48,10.165,9.85,10.38 2024-07-23,10.48,10.165,9.85,10.33 2024-07-24,10.48,10.165,9.85,10.24 2024-07-25,10.48,10.165,9.85,10.15 2024-07-26,10.48,10.165,9.85,10.12 2024-07-29,10.48,10.165,9.85,10.14 2024-07-30,10.43,10.14,9.85,10.13 2024-07-31,10.43,10.14,9.85,10.28 2024-08-01,10.43,10.14,9.85,10.32 2024-08-02,10.43,10.14,9.85,10.25 2024-08-05,10.43,10.17,9.91,10.22 2024-08-06,10.43,10.16,9.89,10.12 2024-08-07,10.43,10.16,9.89,9.98 2024-08-08,10.43,10.16,9.89,9.98 2024-08-09,10.43,10.16,9.89,10.1 2024-08-12,10.43,10.16,9.89,10.05 2024-08-13,10.43,10.16,9.89,10.03 2024-08-14,10.43,10.16,9.89,9.98 2024-08-15,10.42,10.145,9.87,10.06 2024-08-16,10.38,10.125,9.87,10.21 2024-08-19,10.33,10.1,9.87,10.3 2024-08-20,10.43,10.149999999999999,9.87,10.43 2024-08-21,10.43,10.149999999999999,9.87,10.38 2024-08-22,10.45,10.16,9.87,10.45 2024-08-23,10.5,10.184999999999999,9.87,10.5 2024-08-26,10.55,10.21,9.87,10.55 2024-08-27,10.55,10.21,9.87,10.52 2024-08-28,10.55,10.21,9.87,10.43 2024-08-29,10.55,10.21,9.87,10.38 2024-08-30,10.55,10.21,9.87,10.26 2024-09-02,10.55,10.21,9.87,10.21 2024-09-03,10.55,10.21,9.87,10.13 2024-09-04,10.55,10.21,9.87,10.15 2024-09-05,10.55,10.21,9.87,10.08 2024-09-06,10.55,10.21,9.87,10.21 2024-09-09,10.55,10.195,9.84,10.07 2024-09-10,10.55,10.165,9.78,9.92 2024-09-11,10.55,10.09,9.63,9.88 2024-09-12,10.55,10.08,9.61,9.77 2024-09-13,10.55,10.08,9.61,9.82 2024-09-18,10.55,10.08,9.61,9.78 2024-09-19,10.55,10.08,9.61,9.84 2024-09-20,10.55,10.08,9.61,9.9 2024-09-23,10.55,10.08,9.61,10.09 2024-09-24,10.55,10.08,9.61,10.37 2024-09-25,10.7,10.155,9.61,10.7 2024-09-26,11.15,10.379999999999999,9.61,11.15 2024-09-27,11.56,10.585,9.61,11.56 2024-09-30,12.3,10.955,9.61,12.3 2024-10-08,13.43,11.52,9.61,13.43 2024-10-09,13.43,11.52,9.61,12.63 2024-10-10,13.43,11.52,9.61,12.26 2024-10-11,13.43,11.52,9.61,12.17 2024-10-14,13.43,11.52,9.61,12.18 2024-10-15,13.43,11.52,9.61,12.23 2024-10-16,13.43,11.52,9.61,12.18 2024-10-17,13.43,11.52,9.61,12.23 2024-10-18,13.43,11.52,9.61,12.18 2024-10-21,13.43,11.545,9.66,11.94 2024-10-22,13.43,11.545,9.66,11.93 2024-10-23,13.43,11.555,9.68,11.89 2024-10-24,13.43,11.605,9.78,11.86 2024-10-25,13.43,11.649999999999999,9.87,11.78 2024-10-28,13.43,11.754999999999999,10.08,11.68 2024-10-29,13.43,11.94,10.45,11.74 2024-10-30,13.43,11.965,10.5,11.58 2024-10-31,13.43,12.23,11.03,11.44 2024-11-01,13.43,12.335,11.24,11.55 2024-11-04,13.43,12.335,11.24,11.46 2024-11-05,12.63,11.935,11.24,11.66 2024-11-06,12.26,11.75,11.24,11.64 2024-11-07,12.23,11.735,11.24,11.93 2024-11-08,12.23,11.735,11.24,12.01 2024-11-11,12.23,11.735,11.24,11.68 2024-11-12,12.23,11.735,11.24,11.84 2024-11-13,12.23,11.735,11.24,11.7 2024-11-14,12.18,11.71,11.24,11.7 2024-11-15,12.01,11.625,11.24,11.61 2024-11-18,12.04,11.64,11.24,12.04 2024-11-19,12.04,11.64,11.24,11.96 2024-11-20,12.04,11.64,11.24,11.75 2024-11-21,12.04,11.64,11.24,11.65 2024-11-22,12.04,11.64,11.24,11.61 2024-11-25,12.04,11.59,11.14,11.34 2024-11-26,12.04,11.59,11.14,11.31 2024-11-27,12.04,11.59,11.14,11.39 2024-11-28,12.04,11.59,11.14,11.42 2024-11-29,12.04,11.59,11.14,11.46 2024-12-02,12.04,11.59,11.14,11.4 2024-12-03,12.04,11.59,11.14,11.5 2024-12-04,12.04,11.59,11.14,11.53 2024-12-05,12.04,11.59,11.14,11.5 2024-12-06,12.04,11.59,11.14,11.7 2024-12-09,12.04,11.59,11.14,11.72 2024-12-10,12.04,11.59,11.14,11.95 2024-12-11,12.04,11.59,11.14,11.83 2024-12-12,12.04,11.59,11.14,11.87 2024-12-13,12.04,11.59,11.14,11.8 2024-12-16,11.96,11.55,11.14,11.66 2024-12-17,11.95,11.545,11.14,11.65 2024-12-18,11.95,11.545,11.14,11.74 2024-12-19,11.95,11.545,11.14,11.64 2024-12-20,11.95,11.545,11.14,11.7 2024-12-23,11.95,11.545,11.14,11.84 2024-12-24,11.95,11.55,11.15,11.87 2024-12-25,12.02,11.665,11.31,12.02 2024-12-26,12.02,11.665,11.31,11.93 2024-12-27,12.02,11.665,11.31,11.9 2024-12-30,12.02,11.684999999999999,11.35,11.97 2024-12-31,12.02,11.695,11.37,11.99 2025-01-02,12.02,11.705,11.39,11.77 2025-01-03,12.02,11.69,11.36,11.54 " 1593,CN,technical,2024年04月02日-2024年07月24日,长春高新的开盘价大于唐安奇通道上轨的比例(单位:%)?(标准版:20日内最高价和最低价,中轨用两者均值)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.0,medium,channel,Upper = max_{i=0}^{n-1} H_{t-i};Lower = min_{i=0}^{n-1} L_{t-i};Middle = (Upper + Lower) / 2,"date,high,low,close,open 2024-03-06,130.98,128.61,129.14,129.99 2024-03-07,128.9,125.09,125.09,128.01 2024-03-08,127.35,125.0,125.6,125.25 2024-03-11,127.98,125.1,127.89,125.65 2024-03-12,130.51,128.06,130.51,128.4 2024-03-13,130.35,127.66,128.29,130.0 2024-03-14,131.55,126.68,128.01,130.99 2024-03-15,130.29,126.81,128.31,127.83 2024-03-18,130.56,127.51,130.56,128.5 2024-03-19,132.86,129.7,132.5,130.5 2024-03-20,132.95,127.8,129.09,132.6 2024-03-21,130.26,127.12,128.12,128.39 2024-03-22,127.86,125.66,125.95,127.58 2024-03-25,126.65,123.08,123.18,125.49 2024-03-26,123.8,120.77,122.5,123.18 2024-03-27,122.34,120.64,120.67,122.02 2024-03-28,122.57,119.94,121.39,120.2 2024-03-29,121.44,119.1,120.19,121.2 2024-04-01,124.4,120.22,123.76,120.43 2024-04-02,123.93,121.8,123.2,123.93 2024-04-03,124.15,122.35,122.9,123.0 2024-04-08,122.98,119.38,119.39,122.6 2024-04-09,121.2,118.3,121.12,119.35 2024-04-10,121.14,117.18,118.08,121.13 2024-04-11,118.82,117.16,117.7,117.4 2024-04-12,121.76,118.01,118.01,118.49 2024-04-15,121.5,118.13,120.92,118.13 2024-04-16,123.38,120.02,120.88,120.7 2024-04-17,121.45,118.5,121.18,120.21 2024-04-18,117.8,115.26,115.95,117.8 2024-04-19,118.39,114.09,117.88,115.3 2024-04-22,114.71,108.85,110.4,114.0 2024-04-23,111.52,108.89,110.9,110.0 2024-04-24,110.78,109.01,109.6,110.5 2024-04-25,111.2,109.03,109.39,109.03 2024-04-26,111.93,109.03,111.42,109.08 2024-04-29,115.9,110.81,114.43,111.43 2024-04-30,114.37,112.73,113.06,114.37 2024-05-06,118.65,114.5,118.25,115.0 2024-05-07,119.3,117.6,118.61,118.6 2024-05-08,119.55,116.8,117.17,118.63 2024-05-09,119.79,116.52,119.22,117.17 2024-05-10,119.46,117.39,117.99,119.23 2024-05-13,117.99,116.25,117.05,117.3 2024-05-14,118.73,116.88,117.47,116.88 2024-05-15,117.7,114.9,114.94,117.19 2024-05-16,115.49,114.39,114.46,115.0 2024-05-17,115.4,113.7,115.32,114.38 2024-05-20,116.94,114.96,116.86,115.39 2024-05-21,116.47,115.33,115.5,116.4 2024-05-22,116.1,114.94,115.41,115.5 2024-05-23,115.6,112.8,112.98,115.5 2024-05-24,113.71,112.17,112.19,112.58 2024-05-27,112.98,110.3,112.2,112.61 2024-05-28,112.0,110.31,110.74,112.0 2024-05-29,111.48,110.45,111.22,110.8 2024-05-30,111.2,102.88,104.49,111.0 2024-05-31,106.2,103.59,104.81,104.7 2024-06-03,106.8,103.61,105.27,104.81 2024-06-04,107.49,104.56,107.08,104.8 2024-06-05,107.39,105.8,106.31,106.68 2024-06-06,107.28,104.18,104.41,106.01 2024-06-07,105.6,102.9,103.69,104.95 2024-06-11,104.58,101.8,104.39,103.2 2024-06-12,105.58,103.56,105.16,104.39 2024-06-13,104.98,103.09,103.75,104.98 2024-06-14,103.58,100.55,100.81,103.34 2024-06-17,102.95,100.6,102.38,100.88 2024-06-18,103.19,101.44,101.97,102.38 2024-06-19,102.34,101.25,101.41,102.04 2024-06-20,101.39,98.0,98.2,101.3 2024-06-21,98.8,97.07,98.01,98.0 2024-06-24,97.4,95.01,95.05,97.23 2024-06-25,95.78,92.72,93.27,94.99 2024-06-26,95.93,92.71,95.68,93.45 2024-06-27,95.3,92.85,93.09,95.0 2024-06-28,93.64,91.25,91.77,92.95 2024-07-01,94.11,90.9,93.29,91.75 2024-07-02,93.45,92.33,92.56,93.17 2024-07-03,93.48,91.73,92.7,92.5 2024-07-04,93.1,89.5,89.75,92.4 2024-07-05,91.01,89.01,90.54,89.5 2024-07-08,90.59,88.18,88.52,90.55 2024-07-09,91.0,87.87,90.2,88.23 2024-07-10,93.55,89.33,91.52,89.89 2024-07-11,95.06,92.4,93.95,93.2 2024-07-12,94.15,92.35,92.77,94.0 2024-07-15,92.65,91.28,91.44,92.31 2024-07-16,93.32,91.21,93.18,91.58 2024-07-17,95.46,92.66,94.96,92.74 2024-07-18,95.65,94.0,94.88,94.53 2024-07-19,95.5,93.94,94.89,94.68 2024-07-22,95.69,94.13,94.66,94.93 2024-07-23,94.34,91.0,91.04,94.29 2024-07-24,91.29,89.78,90.0,90.5 ","date,Upper,Middle,Lower,open 2024-04-02,132.95,126.02499999999999,119.1,123.93 2024-04-03,132.95,126.02499999999999,119.1,123.0 2024-04-08,132.95,126.02499999999999,119.1,122.6 2024-04-09,132.95,125.625,118.3,119.35 2024-04-10,132.95,125.065,117.18,121.13 2024-04-11,132.95,125.05499999999999,117.16,117.4 2024-04-12,132.95,125.05499999999999,117.16,118.49 2024-04-15,132.95,125.05499999999999,117.16,118.13 2024-04-16,132.95,125.05499999999999,117.16,120.7 2024-04-17,132.95,125.05499999999999,117.16,120.21 2024-04-18,132.95,124.10499999999999,115.26,117.8 2024-04-19,130.26,122.175,114.09,115.3 2024-04-22,127.86,118.35499999999999,108.85,114.0 2024-04-23,126.65,117.75,108.85,110.0 2024-04-24,124.4,116.625,108.85,110.5 2024-04-25,124.4,116.625,108.85,109.03 2024-04-26,124.4,116.625,108.85,109.08 2024-04-29,124.4,116.625,108.85,111.43 2024-04-30,124.4,116.625,108.85,114.37 2024-05-06,124.15,116.5,108.85,115.0 2024-05-07,124.15,116.5,108.85,118.6 2024-05-08,123.38,116.115,108.85,118.63 2024-05-09,123.38,116.115,108.85,117.17 2024-05-10,123.38,116.115,108.85,119.23 2024-05-13,123.38,116.115,108.85,117.3 2024-05-14,123.38,116.115,108.85,116.88 2024-05-15,123.38,116.115,108.85,117.19 2024-05-16,123.38,116.115,108.85,115.0 2024-05-17,121.45,115.15,108.85,114.38 2024-05-20,119.79,114.32,108.85,115.39 2024-05-21,119.79,114.32,108.85,116.4 2024-05-22,119.79,114.32,108.85,115.5 2024-05-23,119.79,114.34,108.89,115.5 2024-05-24,119.79,114.4,109.01,112.58 2024-05-27,119.79,114.41,109.03,112.61 2024-05-28,119.79,114.41,109.03,112.0 2024-05-29,119.79,115.045,110.3,110.8 2024-05-30,119.79,111.33500000000001,102.88,111.0 2024-05-31,119.79,111.33500000000001,102.88,104.7 2024-06-03,119.79,111.33500000000001,102.88,104.81 2024-06-04,119.79,111.33500000000001,102.88,104.8 2024-06-05,119.79,111.33500000000001,102.88,106.68 2024-06-06,119.46,111.16999999999999,102.88,106.01 2024-06-07,118.73,110.805,102.88,104.95 2024-06-11,118.73,110.265,101.8,103.2 2024-06-12,117.7,109.75,101.8,104.39 2024-06-13,116.94,109.37,101.8,104.98 2024-06-14,116.94,108.745,100.55,103.34 2024-06-17,116.94,108.745,100.55,100.88 2024-06-18,116.47,108.50999999999999,100.55,102.38 2024-06-19,116.1,108.32499999999999,100.55,102.04 2024-06-20,115.6,106.8,98.0,101.3 2024-06-21,113.71,105.38999999999999,97.07,98.0 2024-06-24,112.98,103.995,95.01,97.23 2024-06-25,112.0,102.36,92.72,94.99 2024-06-26,111.48,102.095,92.71,93.45 2024-06-27,111.2,101.955,92.71,95.0 2024-06-28,107.49,99.37,91.25,92.95 2024-07-01,107.49,99.195,90.9,91.75 2024-07-02,107.49,99.195,90.9,93.17 2024-07-03,107.39,99.14500000000001,90.9,92.5 2024-07-04,107.28,98.39,89.5,92.4 2024-07-05,105.6,97.305,89.01,89.5 2024-07-08,105.58,96.88,88.18,90.55 2024-07-09,105.58,96.725,87.87,88.23 2024-07-10,104.98,96.42500000000001,87.87,89.89 2024-07-11,103.58,95.725,87.87,93.2 2024-07-12,103.19,95.53,87.87,94.0 2024-07-15,103.19,95.53,87.87,92.31 2024-07-16,102.34,95.105,87.87,91.58 2024-07-17,101.39,94.63,87.87,92.74 2024-07-18,98.8,93.33500000000001,87.87,94.53 2024-07-19,97.4,92.635,87.87,94.68 2024-07-22,95.93,91.9,87.87,94.93 2024-07-23,95.93,91.9,87.87,94.29 2024-07-24,95.69,91.78,87.87,90.5 " 1594,CN,technical,统计中信证券在2025年03月08日到2025年11月16日间,开盘价小于唐安奇通道上轨的天数占比(%)。(标准版:20日内最高价和最低价,中轨用两者均值)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,100.0,medium,channel,Upper = max_{i=0}^{n-1} H_{t-i};Lower = min_{i=0}^{n-1} L_{t-i};Middle = (Upper + Lower) / 2,"date,high,low,close,open 2025-02-11,28.13,27.83,27.97,28.11 2025-02-12,28.35,27.71,28.27,27.97 2025-02-13,28.57,28.0,28.12,28.27 2025-02-14,28.37,27.96,28.24,28.0 2025-02-17,28.63,28.1,28.29,28.5 2025-02-18,28.23,27.46,27.54,28.19 2025-02-19,28.16,27.5,27.99,27.55 2025-02-20,28.06,27.72,27.89,27.93 2025-02-21,28.61,27.71,28.46,27.89 2025-02-24,28.68,28.11,28.35,28.46 2025-02-25,28.22,27.72,27.83,28.1 2025-02-26,28.45,27.76,28.45,27.88 2025-02-27,28.5,27.83,28.24,28.23 2025-02-28,28.58,27.3,27.33,28.16 2025-03-03,27.8,27.21,27.36,27.43 2025-03-04,27.49,27.16,27.36,27.22 2025-03-05,27.48,27.12,27.34,27.36 2025-03-06,28.1,27.5,28.0,27.51 2025-03-07,27.89,27.52,27.58,27.8 2025-03-10,27.5,27.14,27.24,27.5 2025-03-11,27.31,26.91,27.3,27.0 2025-03-12,27.72,27.19,27.3,27.3 2025-03-13,27.45,26.98,27.1,27.25 2025-03-14,28.46,27.14,28.07,27.23 2025-03-17,28.18,27.83,27.86,28.18 2025-03-18,28.11,27.84,27.95,27.96 2025-03-19,28.09,27.83,27.93,27.93 2025-03-20,27.95,27.61,27.68,27.93 2025-03-21,27.71,27.05,27.09,27.6 2025-03-24,27.2,27.0,27.19,27.09 2025-03-25,27.22,27.0,27.02,27.2 2025-03-26,27.11,26.94,26.98,27.02 2025-03-27,27.16,26.71,26.9,26.94 2025-03-28,27.03,26.73,26.8,26.98 2025-03-31,26.84,26.3,26.52,26.72 2025-04-01,26.66,26.39,26.44,26.52 2025-04-02,26.61,26.35,26.54,26.4 2025-04-03,26.72,26.3,26.44,26.3 2025-04-07,25.17,23.8,24.02,25.0 2025-04-08,24.59,23.88,24.5,24.11 2025-04-09,25.12,24.15,24.89,24.44 2025-04-10,25.4,24.7,25.14,25.25 2025-04-11,25.59,25.03,25.36,25.13 2025-04-14,25.49,25.21,25.23,25.44 2025-04-15,25.21,24.94,25.11,25.19 2025-04-16,25.25,24.77,25.15,25.09 2025-04-17,25.25,24.97,25.17,25.05 2025-04-18,25.25,25.0,25.15,25.06 2025-04-21,25.28,24.99,25.23,25.07 2025-04-22,25.3,25.08,25.08,25.2 2025-04-23,25.28,25.04,25.13,25.23 2025-04-24,25.25,24.95,25.0,25.12 2025-04-25,25.33,25.08,25.2,25.1 2025-04-28,25.21,25.0,25.13,25.2 2025-04-29,25.2,24.96,25.01,25.14 2025-04-30,25.28,25.02,25.08,25.08 2025-05-06,25.68,25.2,25.51,25.28 2025-05-07,26.42,25.61,25.67,26.28 2025-05-08,26.2,25.55,25.86,25.64 2025-05-09,25.88,25.54,25.55,25.8 2025-05-12,26.38,25.65,26.3,25.78 2025-05-13,26.55,26.06,26.09,26.5 2025-05-14,27.74,26.01,27.07,26.05 2025-05-15,27.01,26.52,26.58,26.8 2025-05-16,26.68,26.13,26.21,26.47 2025-05-19,26.24,26.02,26.11,26.18 2025-05-20,26.28,26.06,26.09,26.16 2025-05-21,26.2,26.03,26.04,26.09 2025-05-22,26.07,25.86,25.99,26.0 2025-05-23,26.15,25.66,25.67,25.93 2025-05-26,25.77,25.53,25.62,25.65 2025-05-27,25.63,25.42,25.51,25.59 2025-05-28,25.58,25.36,25.42,25.54 2025-05-29,25.79,25.41,25.7,25.41 2025-05-30,25.65,25.37,25.52,25.58 2025-06-03,25.78,25.36,25.59,25.4 2025-06-04,26.05,25.56,25.89,25.58 2025-06-05,26.23,25.86,26.18,25.92 2025-06-06,26.28,25.95,25.98,26.18 2025-06-09,26.53,26.08,26.43,26.08 2025-06-10,26.49,25.82,25.95,26.43 2025-06-11,26.7,26.0,26.38,26.05 2025-06-12,26.68,26.06,26.44,26.17 2025-06-13,26.44,26.18,26.3,26.35 2025-06-16,26.75,26.17,26.68,26.2 2025-06-17,26.72,26.52,26.7,26.67 2025-06-18,26.71,26.25,26.38,26.7 2025-06-19,26.42,25.86,25.91,26.35 2025-06-20,26.05,25.88,25.88,25.91 2025-06-23,26.3,25.75,26.23,25.78 2025-06-24,27.07,26.26,26.91,26.28 2025-06-25,28.2,26.85,28.03,26.94 2025-06-26,28.06,27.55,27.57,27.98 2025-06-27,28.46,27.5,27.58,27.65 2025-06-30,27.85,27.35,27.62,27.61 2025-07-01,27.78,27.31,27.39,27.63 2025-07-02,27.52,27.23,27.28,27.4 2025-07-03,27.75,27.36,27.67,27.39 2025-07-04,28.05,27.35,27.66,27.6 2025-07-07,27.91,27.49,27.79,27.53 2025-07-08,28.08,27.71,28.02,27.72 2025-07-09,28.26,27.76,27.81,28.02 2025-07-10,28.42,27.72,28.23,27.78 2025-07-11,29.29,28.16,28.66,28.33 2025-07-14,28.82,28.38,28.41,28.77 2025-07-15,28.62,28.08,28.24,28.45 2025-07-16,28.33,27.9,28.08,28.24 2025-07-17,28.38,28.01,28.25,28.07 2025-07-18,28.46,28.16,28.34,28.3 2025-07-21,29.01,28.34,28.9,28.45 2025-07-22,29.08,28.54,28.93,28.9 2025-07-23,30.06,29.0,29.78,29.01 2025-07-24,30.28,29.48,30.04,29.56 2025-07-25,30.22,29.61,29.7,30.09 2025-07-28,30.43,29.64,29.96,29.73 2025-07-29,29.99,29.45,29.95,29.8 2025-07-30,30.33,29.45,29.78,29.9 2025-07-31,29.9,28.85,29.02,29.59 2025-08-01,29.2,28.7,28.75,29.0 2025-08-04,28.99,28.6,28.91,28.65 2025-08-05,29.28,28.88,29.18,28.96 2025-08-06,29.26,28.96,29.16,29.1 2025-08-07,29.45,28.94,29.11,29.21 2025-08-08,29.11,28.82,28.88,29.1 2025-08-11,29.65,28.89,29.38,28.89 2025-08-12,29.57,29.31,29.48,29.44 2025-08-13,30.06,29.32,29.62,29.65 2025-08-14,30.2,29.57,29.65,29.71 2025-08-15,31.51,29.51,31.1,29.65 2025-08-18,32.3,30.9,31.7,31.19 2025-08-19,31.83,30.94,31.02,31.5 2025-08-20,31.16,30.35,31.15,30.9 2025-08-21,31.42,30.72,30.88,31.35 2025-08-22,32.22,30.86,32.2,30.87 2025-08-25,32.53,31.63,32.14,32.5 2025-08-26,32.09,31.63,31.68,31.94 2025-08-27,32.08,30.87,30.89,31.67 2025-08-28,31.5,30.69,31.5,30.9 2025-08-29,32.08,31.35,31.48,31.7 2025-09-01,31.55,30.9,31.17,31.49 2025-09-02,31.33,30.66,30.78,31.2 2025-09-03,31.07,29.52,29.79,30.97 2025-09-04,29.91,29.2,29.56,29.76 2025-09-05,29.85,29.33,29.83,29.57 2025-09-08,29.8,29.35,29.45,29.8 2025-09-09,29.74,29.38,29.52,29.45 2025-09-10,29.69,29.34,29.48,29.57 2025-09-11,30.33,29.3,30.33,29.39 2025-09-12,30.43,29.7,29.78,30.36 2025-09-15,30.15,29.42,29.59,29.86 2025-09-16,29.86,29.21,29.28,29.6 2025-09-17,29.51,28.96,28.99,29.29 2025-09-18,29.19,28.15,28.35,29.01 2025-09-19,28.6,28.14,28.31,28.25 2025-09-22,28.88,28.36,28.78,28.45 2025-09-23,28.81,28.25,28.5,28.63 2025-09-24,28.87,28.34,28.69,28.35 2025-09-25,28.84,28.55,28.71,28.63 2025-09-26,28.99,28.51,28.72,28.67 2025-09-29,31.49,28.62,30.41,28.72 2025-09-30,30.6,29.74,29.9,30.28 2025-10-09,30.25,29.35,29.65,29.6 2025-10-10,30.27,29.54,29.68,29.64 2025-10-13,29.49,28.81,29.2,28.9 2025-10-14,29.71,28.93,29.03,29.2 2025-10-15,29.73,29.06,29.69,29.14 2025-10-16,29.98,29.5,29.65,29.6 2025-10-17,29.93,29.05,29.09,29.66 2025-10-20,29.54,29.12,29.23,29.4 2025-10-21,30.11,29.21,29.36,29.31 2025-10-22,29.23,29.02,29.19,29.22 2025-10-23,29.58,28.85,29.52,29.2 2025-10-24,30.06,29.5,29.87,29.55 2025-10-27,30.63,29.83,29.99,30.25 2025-10-28,30.34,29.8,30.0,29.98 2025-10-29,30.46,29.85,30.3,29.95 2025-10-30,30.23,29.62,29.68,30.19 2025-10-31,29.87,29.37,29.38,29.72 2025-11-03,29.38,28.93,29.22,29.35 2025-11-04,29.25,28.96,29.08,29.18 2025-11-05,29.17,28.92,29.06,28.93 2025-11-06,29.43,29.1,29.19,29.12 2025-11-07,29.12,28.95,29.0,29.09 2025-11-10,29.46,28.96,29.3,29.0 2025-11-11,29.4,29.0,29.06,29.34 2025-11-12,29.11,28.81,28.9,29.07 2025-11-13,29.12,28.86,29.08,28.88 2025-11-14,28.96,28.62,28.64,28.95 ","date,Upper,Middle,Lower,open 2025-03-10,28.68,27.9,27.12,27.5 2025-03-11,28.68,27.795,26.91,27.0 2025-03-12,28.68,27.795,26.91,27.3 2025-03-13,28.68,27.795,26.91,27.25 2025-03-14,28.68,27.795,26.91,27.23 2025-03-17,28.68,27.795,26.91,28.18 2025-03-18,28.68,27.795,26.91,27.96 2025-03-19,28.68,27.795,26.91,27.93 2025-03-20,28.68,27.795,26.91,27.93 2025-03-21,28.68,27.795,26.91,27.6 2025-03-24,28.58,27.744999999999997,26.91,27.09 2025-03-25,28.58,27.744999999999997,26.91,27.2 2025-03-26,28.58,27.744999999999997,26.91,27.02 2025-03-27,28.58,27.645,26.71,26.94 2025-03-28,28.46,27.585,26.71,26.98 2025-03-31,28.46,27.380000000000003,26.3,26.72 2025-04-01,28.46,27.380000000000003,26.3,26.52 2025-04-02,28.46,27.380000000000003,26.3,26.4 2025-04-03,28.46,27.380000000000003,26.3,26.3 2025-04-07,28.46,26.130000000000003,23.8,25.0 2025-04-08,28.46,26.130000000000003,23.8,24.11 2025-04-09,28.46,26.130000000000003,23.8,24.44 2025-04-10,28.46,26.130000000000003,23.8,25.25 2025-04-11,28.46,26.130000000000003,23.8,25.13 2025-04-14,28.18,25.990000000000002,23.8,25.44 2025-04-15,28.11,25.955,23.8,25.19 2025-04-16,28.09,25.945,23.8,25.09 2025-04-17,27.95,25.875,23.8,25.05 2025-04-18,27.71,25.755000000000003,23.8,25.06 2025-04-21,27.22,25.509999999999998,23.8,25.07 2025-04-22,27.22,25.509999999999998,23.8,25.2 2025-04-23,27.16,25.48,23.8,25.23 2025-04-24,27.16,25.48,23.8,25.12 2025-04-25,27.03,25.415,23.8,25.1 2025-04-28,26.84,25.32,23.8,25.2 2025-04-29,26.72,25.259999999999998,23.8,25.14 2025-04-30,26.72,25.259999999999998,23.8,25.08 2025-05-06,26.72,25.259999999999998,23.8,25.28 2025-05-07,26.42,25.11,23.8,26.28 2025-05-08,26.42,25.15,23.88,25.64 2025-05-09,26.42,25.285,24.15,25.8 2025-05-12,26.42,25.560000000000002,24.7,25.78 2025-05-13,26.55,25.66,24.77,26.5 2025-05-14,27.74,26.255,24.77,26.05 2025-05-15,27.74,26.255,24.77,26.8 2025-05-16,27.74,26.255,24.77,26.47 2025-05-19,27.74,26.345,24.95,26.18 2025-05-20,27.74,26.345,24.95,26.16 2025-05-21,27.74,26.345,24.95,26.09 2025-05-22,27.74,26.345,24.95,26.0 2025-05-23,27.74,26.345,24.95,25.93 2025-05-26,27.74,26.345,24.95,25.65 2025-05-27,27.74,26.35,24.96,25.59 2025-05-28,27.74,26.35,24.96,25.54 2025-05-29,27.74,26.35,24.96,25.41 2025-05-30,27.74,26.38,25.02,25.58 2025-06-03,27.74,26.47,25.2,25.4 2025-06-04,27.74,26.549999999999997,25.36,25.58 2025-06-05,27.74,26.549999999999997,25.36,25.92 2025-06-06,27.74,26.549999999999997,25.36,26.18 2025-06-09,27.74,26.549999999999997,25.36,26.08 2025-06-10,27.74,26.549999999999997,25.36,26.43 2025-06-11,27.74,26.549999999999997,25.36,26.05 2025-06-12,27.01,26.185000000000002,25.36,26.17 2025-06-13,26.7,26.03,25.36,26.35 2025-06-16,26.75,26.055,25.36,26.2 2025-06-17,26.75,26.055,25.36,26.67 2025-06-18,26.75,26.055,25.36,26.7 2025-06-19,26.75,26.055,25.36,26.35 2025-06-20,26.75,26.055,25.36,25.91 2025-06-23,26.75,26.055,25.36,25.78 2025-06-24,27.07,26.215,25.36,26.28 2025-06-25,28.2,26.78,25.36,26.94 2025-06-26,28.2,26.78,25.36,27.98 2025-06-27,28.46,26.91,25.36,27.65 2025-06-30,28.46,26.91,25.36,27.61 2025-07-01,28.46,27.009999999999998,25.56,27.63 2025-07-02,28.46,27.105,25.75,27.4 2025-07-03,28.46,27.105,25.75,27.39 2025-07-04,28.46,27.105,25.75,27.6 2025-07-07,28.46,27.105,25.75,27.53 2025-07-08,28.46,27.105,25.75,27.72 2025-07-09,28.46,27.105,25.75,28.02 2025-07-10,28.46,27.105,25.75,27.78 2025-07-11,29.29,27.52,25.75,28.33 2025-07-14,29.29,27.52,25.75,28.77 2025-07-15,29.29,27.52,25.75,28.45 2025-07-16,29.29,27.52,25.75,28.24 2025-07-17,29.29,27.52,25.75,28.07 2025-07-18,29.29,27.52,25.75,28.3 2025-07-21,29.29,27.775,26.26,28.45 2025-07-22,29.29,28.07,26.85,28.9 2025-07-23,30.06,28.645,27.23,29.01 2025-07-24,30.28,28.755000000000003,27.23,29.56 2025-07-25,30.28,28.755000000000003,27.23,30.09 2025-07-28,30.43,28.83,27.23,29.73 2025-07-29,30.43,28.83,27.23,29.8 2025-07-30,30.43,28.89,27.35,29.9 2025-07-31,30.43,28.89,27.35,29.59 2025-08-01,30.43,28.96,27.49,29.0 2025-08-04,30.43,29.07,27.71,28.65 2025-08-05,30.43,29.075,27.72,28.96 2025-08-06,30.43,29.075,27.72,29.1 2025-08-07,30.43,29.165,27.9,29.21 2025-08-08,30.43,29.165,27.9,29.1 2025-08-11,30.43,29.165,27.9,28.89 2025-08-12,30.43,29.165,27.9,29.44 2025-08-13,30.43,29.22,28.01,29.65 2025-08-14,30.43,29.295,28.16,29.71 2025-08-15,31.51,29.925,28.34,29.65 2025-08-18,32.3,30.419999999999998,28.54,31.19 2025-08-19,32.3,30.45,28.6,31.5 2025-08-20,32.3,30.45,28.6,30.9 2025-08-21,32.3,30.45,28.6,31.35 2025-08-22,32.3,30.45,28.6,30.87 2025-08-25,32.53,30.565,28.6,32.5 2025-08-26,32.53,30.565,28.6,31.94 2025-08-27,32.53,30.565,28.6,31.67 2025-08-28,32.53,30.565,28.6,30.9 2025-08-29,32.53,30.565,28.6,31.7 2025-09-01,32.53,30.675,28.82,31.49 2025-09-02,32.53,30.675,28.82,31.2 2025-09-03,32.53,30.675,28.82,30.97 2025-09-04,32.53,30.675,28.82,29.76 2025-09-05,32.53,30.71,28.89,29.57 2025-09-08,32.53,30.865000000000002,29.2,29.8 2025-09-09,32.53,30.865000000000002,29.2,29.45 2025-09-10,32.53,30.865000000000002,29.2,29.57 2025-09-11,32.53,30.865000000000002,29.2,29.39 2025-09-12,32.53,30.865000000000002,29.2,30.36 2025-09-15,32.53,30.865000000000002,29.2,29.86 2025-09-16,32.53,30.865000000000002,29.2,29.6 2025-09-17,32.53,30.745,28.96,29.29 2025-09-18,32.53,30.34,28.15,29.01 2025-09-19,32.53,30.335,28.14,28.25 2025-09-22,32.09,30.115000000000002,28.14,28.45 2025-09-23,32.08,30.11,28.14,28.63 2025-09-24,32.08,30.11,28.14,28.35 2025-09-25,32.08,30.11,28.14,28.63 2025-09-26,31.55,29.845,28.14,28.67 2025-09-29,31.49,29.814999999999998,28.14,28.72 2025-09-30,31.49,29.814999999999998,28.14,30.28 2025-10-09,31.49,29.814999999999998,28.14,29.6 2025-10-10,31.49,29.814999999999998,28.14,29.64 2025-10-13,31.49,29.814999999999998,28.14,28.9 2025-10-14,31.49,29.814999999999998,28.14,29.2 2025-10-15,31.49,29.814999999999998,28.14,29.14 2025-10-16,31.49,29.814999999999998,28.14,29.6 2025-10-17,31.49,29.814999999999998,28.14,29.66 2025-10-20,31.49,29.814999999999998,28.14,29.4 2025-10-21,31.49,29.814999999999998,28.14,29.31 2025-10-22,31.49,29.814999999999998,28.14,29.22 2025-10-23,31.49,29.814999999999998,28.14,29.2 2025-10-24,31.49,29.814999999999998,28.14,29.55 2025-10-27,31.49,29.869999999999997,28.25,30.25 2025-10-28,31.49,29.869999999999997,28.25,29.98 2025-10-29,31.49,29.915,28.34,29.95 2025-10-30,31.49,30.0,28.51,30.19 2025-10-31,31.49,30.0,28.51,29.72 2025-11-03,31.49,30.055,28.62,29.35 2025-11-04,30.63,29.72,28.81,29.18 2025-11-05,30.63,29.72,28.81,28.93 2025-11-06,30.63,29.72,28.81,29.12 2025-11-07,30.63,29.72,28.81,29.09 2025-11-10,30.63,29.740000000000002,28.85,29.0 2025-11-11,30.63,29.740000000000002,28.85,29.34 2025-11-12,30.63,29.72,28.81,29.07 2025-11-13,30.63,29.72,28.81,28.88 2025-11-14,30.63,29.625,28.62,28.95 " 1595,CN,technical,"青岛啤酒2020年04月25日-2020年08月02日, 对于超级趋势,最高价大于下轨的天数占比?(单位:%)(标准版:周期10,乘数3;回看前5n个数据)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。",95.2381,medium,channel,"Mid_t = (H_t + L_t) / 2;BasicUpper_t = Mid_t + m * ATR_n^{Wilder};BasicLower_t = Mid_t - m * ATR_n^{Wilder};多头时 Lower_t = max(BasicLower_t, Lower_{t-1}),若 C_t < Lower_t 则翻空;空头时 Upper_t = min(BasicUpper_t, Upper_{t-1}),若 C_t > Upper_t 则翻多","date,high,low,close 2020-02-14,45.34,44.82,45.0 2020-02-17,45.56,44.9,45.5 2020-02-18,45.6,45.03,45.5 2020-02-19,46.18,45.4,45.54 2020-02-20,47.06,45.51,46.5 2020-02-21,46.7,46.09,46.22 2020-02-24,46.0,45.1,45.2 2020-02-25,44.79,43.88,44.24 2020-02-26,44.79,43.0,43.02 2020-02-27,44.15,43.25,43.74 2020-02-28,43.38,42.06,42.7 2020-03-02,43.95,42.6,43.3 2020-03-03,43.93,43.06,43.2 2020-03-04,44.25,42.73,44.25 2020-03-05,46.02,44.33,45.79 2020-03-06,46.05,44.8,45.3 2020-03-09,44.63,43.0,43.67 2020-03-10,44.7,43.0,44.46 2020-03-11,45.5,44.3,44.72 2020-03-12,44.65,43.31,43.68 2020-03-13,43.3,41.01,43.0 2020-03-16,43.27,39.99,40.1 2020-03-17,40.74,37.93,38.25 2020-03-18,39.22,38.11,38.11 2020-03-19,38.24,36.4,37.68 2020-03-20,39.2,37.68,39.2 2020-03-23,39.95,38.0,39.34 2020-03-24,43.27,41.01,43.27 2020-03-25,45.28,43.2,44.88 2020-03-26,45.38,43.9,44.11 2020-03-27,45.7,44.25,44.45 2020-03-30,46.66,43.75,46.1 2020-03-31,46.48,45.36,45.71 2020-04-01,46.2,44.57,45.35 2020-04-02,45.01,43.96,45.01 2020-04-03,46.18,44.78,45.37 2020-04-07,46.95,45.5,46.54 2020-04-08,46.78,45.62,45.81 2020-04-09,46.89,45.41,46.72 2020-04-10,48.63,46.5,47.05 2020-04-13,48.8,46.2,47.9 2020-04-14,47.84,46.8,47.25 2020-04-15,47.66,46.11,46.13 2020-04-16,46.75,45.0,46.55 2020-04-17,47.3,45.92,46.55 2020-04-20,47.01,45.92,46.89 2020-04-21,46.85,45.3,45.67 2020-04-22,46.93,45.12,46.79 2020-04-23,47.76,46.72,47.28 2020-04-24,49.47,46.9,48.82 2020-04-27,50.1,48.35,49.64 2020-04-28,51.0,48.88,50.0 2020-04-29,51.08,48.88,51.05 2020-04-30,54.5,51.28,52.75 2020-05-06,55.26,53.18,55.26 2020-05-07,55.87,54.12,55.5 2020-05-08,57.0,54.7,55.36 2020-05-11,55.66,54.65,54.79 2020-05-12,56.77,54.62,55.93 2020-05-13,59.97,55.55,59.46 2020-05-14,62.37,58.45,60.32 2020-05-15,61.5,60.02,60.68 2020-05-18,61.67,59.6,61.25 2020-05-19,61.09,58.51,60.7 2020-05-20,61.3,59.2,60.81 2020-05-21,61.18,59.41,59.88 2020-05-22,60.36,58.2,58.58 2020-05-25,60.3,56.56,59.58 2020-05-26,61.97,60.17,61.05 2020-05-27,63.27,60.63,61.05 2020-05-28,62.11,60.18,61.9 2020-05-29,63.68,61.28,63.29 2020-06-01,65.0,62.89,64.36 2020-06-02,64.1,61.2,61.76 2020-06-03,63.5,60.77,63.3 2020-06-04,67.3,63.53,67.3 2020-06-05,67.4,63.58,65.54 2020-06-08,65.14,63.03,64.49 2020-06-09,64.85,63.98,64.45 2020-06-10,65.25,64.1,64.99 2020-06-11,64.97,62.51,62.75 2020-06-12,65.06,60.99,64.35 2020-06-15,66.0,63.73,63.75 2020-06-16,65.5,63.9,64.78 2020-06-17,64.95,63.9,64.5 2020-06-18,67.3,63.9,65.98 2020-06-19,70.67,66.31,70.3 2020-06-22,70.3,68.2,68.87 2020-06-23,73.56,68.69,72.7 2020-06-24,72.5,69.28,72.2 2020-06-29,73.5,69.6,71.94 2020-06-30,78.86,71.94,76.5 2020-07-01,81.95,75.2,80.36 2020-07-02,81.18,78.0,78.82 2020-07-03,78.68,74.7,78.54 2020-07-06,78.07,76.07,77.26 2020-07-07,80.22,75.51,79.63 2020-07-08,79.05,77.0,78.39 2020-07-09,78.32,77.01,78.0 2020-07-10,80.53,77.17,78.25 2020-07-13,81.85,76.98,80.85 2020-07-14,84.84,80.0,82.94 2020-07-15,89.37,82.94,86.6 2020-07-16,86.6,78.11,78.31 2020-07-17,83.19,76.5,81.51 2020-07-20,82.99,78.01,80.09 2020-07-21,83.41,78.55,81.77 2020-07-22,86.66,80.46,83.59 2020-07-23,85.5,81.42,85.04 2020-07-24,85.47,79.0,80.33 2020-07-27,82.37,78.78,80.48 2020-07-28,84.6,80.25,83.35 2020-07-29,84.09,81.5,84.05 2020-07-30,87.0,82.61,84.58 2020-07-31,85.0,81.71,83.0 ","date,Middle,Upper,Lower,high 2020-02-28,42.72,46.715,40.685,43.38 2020-03-02,43.275000000000006,46.715,40.685,43.95 2020-03-03,43.495000000000005,46.715,40.685,43.93 2020-03-04,43.489999999999995,46.715,40.685,44.25 2020-03-05,45.175,46.715,41.615943249999994,46.02 2020-03-06,45.425,46.715,41.846848924999996,46.05 2020-03-09,43.815,46.715,41.846848924999996,44.63 2020-03-10,43.85,46.715,41.846848924999996,44.7 2020-03-11,44.9,46.715,41.846848924999996,45.5 2020-03-12,43.980000000000004,46.715,41.846848924999996,44.65 2020-03-13,42.155,46.715,41.846848924999996,43.3 2020-03-16,41.63,46.58359528544908,41.846848924999996,43.27 2020-03-17,39.335,44.63623575690417,41.846848924999996,40.74 2020-03-18,38.665,43.76911218121375,41.846848924999996,39.22 2020-03-19,37.32,42.46570096309238,41.846848924999996,38.24 2020-03-20,38.44,42.46570096309238,41.846848924999996,39.2 2020-03-23,38.975,42.46570096309238,41.846848924999996,39.95 2020-03-24,42.14,42.46570096309238,36.313923997905654,43.27 2020-03-25,44.24,42.46570096309238,38.37253159811509,45.28 2020-03-26,44.64,42.46570096309238,38.91527843830358,45.38 2020-03-27,44.975,42.46570096309238,39.34575059447322,45.7 2020-03-30,45.205,42.46570096309238,39.34575059447322,46.66 2020-03-31,45.92,42.46570096309238,40.238607981523316,46.48 2020-04-01,45.385000000000005,42.46570096309238,40.238607981523316,46.2 2020-04-02,44.485,42.46570096309238,40.238607981523316,45.01 2020-04-03,45.480000000000004,42.46570096309238,40.238607981523316,46.18 2020-04-07,46.225,42.46570096309238,40.951187696677444,46.95 2020-04-08,46.2,42.46570096309238,41.1055689270097,46.78 2020-04-09,46.15,42.46570096309238,41.12101203430873,46.89 2020-04-10,47.565,42.46570096309238,42.39991083087785,48.63 2020-04-13,47.5,42.46570096309238,42.39991083087785,48.8 2020-04-14,47.32,42.46570096309238,42.39991083087785,47.84 2020-04-15,46.885,42.46570096309238,42.39991083087785,47.66 2020-04-16,45.875,42.46570096309238,42.39991083087785,46.75 2020-04-17,46.61,42.46570096309238,42.39991083087785,47.3 2020-04-20,46.465,42.46570096309238,42.39991083087785,47.01 2020-04-21,46.075,42.46570096309238,42.39991083087785,46.85 2020-04-22,46.025,42.46570096309238,42.39991083087785,46.93 2020-04-23,47.239999999999995,42.46570096309238,42.491130512570095,47.76 2020-04-24,48.185,42.46570096309238,43.140017461313086,49.47 2020-04-27,49.225,42.46570096309238,44.15951571518178,50.1 2020-04-28,49.94,42.46570096309238,44.7450641436636,51.0 2020-04-29,49.980000000000004,42.46570096309238,44.7450641436636,51.08 2020-04-30,52.89,42.46570096309238,47.05310195636751,54.5 2020-05-06,54.22,42.46570096309238,48.213791760730764,55.26 2020-05-07,54.995,42.46570096309238,49.06441258465769,55.87 2020-05-08,55.85,42.46570096309238,49.82247132619192,57.0 2020-05-11,55.155,42.46570096309238,49.82247132619192,55.66 2020-05-12,55.695,42.46570096309238,49.89500177421546,56.77 2020-05-13,57.76,42.46570096309238,51.214001596793906,59.97 2020-05-14,60.41,42.46570096309238,53.34260143711452,62.37 2020-05-15,60.760000000000005,42.46570096309238,53.95534129340307,61.5 2020-05-18,60.635000000000005,42.46570096309238,53.95534129340307,61.67 2020-05-19,59.8,42.46570096309238,53.95534129340307,61.09 2020-05-20,60.25,42.46570096309238,53.95534129340307,61.3 2020-05-21,60.295,42.46570096309238,53.95534129340307,61.18 2020-05-22,59.28,42.46570096309238,53.95534129340307,60.36 2020-05-25,58.43,42.46570096309238,53.95534129340307,60.3 2020-05-26,61.07,42.46570096309238,53.95534129340307,61.97 2020-05-27,61.95,42.46570096309238,54.748040874669016,63.27 2020-05-28,61.144999999999996,42.46570096309238,54.748040874669016,62.11 2020-05-29,62.480000000000004,42.46570096309238,55.405313108481906,63.68 2020-06-01,63.945,42.46570096309238,56.94478179763371,65.0 2020-06-02,62.65,42.46570096309238,56.94478179763371,64.1 2020-06-03,62.135000000000005,42.46570096309238,56.94478179763371,63.5 2020-06-04,65.41499999999999,42.46570096309238,57.60686093047497,67.3 2020-06-05,65.49000000000001,42.46570096309238,57.60686093047497,67.4 2020-06-08,64.08500000000001,42.46570096309238,57.60686093047497,65.14 2020-06-09,64.41499999999999,42.46570096309238,57.60686093047497,64.85 2020-06-10,64.675,42.46570096309238,57.60686093047497,65.25 2020-06-11,63.739999999999995,42.46570096309238,57.60686093047497,64.97 2020-06-12,63.025000000000006,42.46570096309238,57.60686093047497,65.06 2020-06-15,64.865,42.46570096309238,57.60686093047497,66.0 2020-06-16,64.7,42.46570096309238,57.60686093047497,65.5 2020-06-17,64.425,42.46570096309238,57.60686093047497,64.95 2020-06-18,65.6,42.46570096309238,58.33554026373014,67.3 2020-06-19,68.49000000000001,42.46570096309238,60.54498623735714,70.67 2020-06-22,69.25,42.46570096309238,61.469487613621425,70.3 2020-06-23,71.125,42.46570096309238,62.661538852259284,73.56 2020-06-24,70.89,42.46570096309238,62.661538852259284,72.5 2020-06-29,71.55,42.46570096309238,62.661538852259284,73.5 2020-06-30,75.4,42.46570096309238,65.27007682329702,78.86 2020-07-01,78.575,42.46570096309238,67.43306914096732,81.95 2020-07-02,79.59,42.46570096309238,68.60826222687058,81.18 2020-07-03,76.69,42.46570096309238,68.60826222687058,78.68 2020-07-06,77.07,42.46570096309238,68.60826222687058,78.07 2020-07-07,77.86500000000001,42.46570096309238,68.60826222687058,80.22 2020-07-08,78.025,42.46570096309238,68.60826222687058,79.05 2020-07-09,77.66499999999999,42.46570096309238,68.60826222687058,78.32 2020-07-10,78.85,42.46570096309238,68.74807155611032,80.53 2020-07-13,79.41499999999999,42.46570096309238,68.8622644004993,81.85 2020-07-14,82.42,42.46570096309238,71.47053796044938,84.84 2020-07-15,86.155,42.46570096309238,74.37148416440444,89.37 2020-07-16,82.35499999999999,42.46570096309238,74.37148416440444,86.6 2020-07-17,79.845,42.46570096309238,74.37148416440444,83.19 2020-07-20,80.5,42.46570096309238,74.37148416440444,82.99 2020-07-21,80.97999999999999,42.46570096309238,74.37148416440444,83.41 2020-07-22,83.56,42.46570096309238,74.37148416440444,86.66 2020-07-23,83.46000000000001,42.46570096309238,74.37148416440444,85.5 2020-07-24,82.235,42.46570096309238,74.37148416440444,85.47 2020-07-27,80.575,42.46570096309238,74.37148416440444,82.37 2020-07-28,82.425,42.46570096309238,74.37148416440444,84.6 2020-07-29,82.795,42.46570096309238,74.37148416440444,84.09 2020-07-30,84.805,42.46570096309238,74.37148416440444,87.0 2020-07-31,83.35499999999999,42.46570096309238,74.37148416440444,85.0 " 1596,CN,technical,芒果超媒从2022年11月30日到2023年06月08日,最低价大于超级趋势中轨的天数比例是多少?(单位:%)(标准版:周期10,乘数3;回看前5n个数据)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,0.0,medium,channel,"Mid_t = (H_t + L_t) / 2;BasicUpper_t = Mid_t + m * ATR_n^{Wilder};BasicLower_t = Mid_t - m * ATR_n^{Wilder};多头时 Lower_t = max(BasicLower_t, Lower_{t-1}),若 C_t < Lower_t 则翻空;空头时 Upper_t = min(BasicUpper_t, Upper_{t-1}),若 C_t > Upper_t 则翻多","date,high,low,close 2022-09-14,27.48,26.81,27.24 2022-09-15,28.05,27.0,27.19 2022-09-16,27.36,26.11,26.17 2022-09-19,26.2,25.53,25.88 2022-09-20,26.09,25.42,25.66 2022-09-21,26.14,25.08,25.91 2022-09-22,26.04,25.48,25.52 2022-09-23,25.57,24.72,24.99 2022-09-26,25.25,24.69,24.78 2022-09-27,25.88,24.79,25.82 2022-09-28,25.92,25.42,25.44 2022-09-29,25.98,24.74,24.8 2022-09-30,25.11,24.61,24.93 2022-10-10,24.77,23.63,23.63 2022-10-11,23.86,23.05,23.68 2022-10-12,24.12,23.19,24.1 2022-10-13,24.92,23.9,24.46 2022-10-14,25.75,24.51,25.3 2022-10-17,25.78,25.07,25.37 2022-10-18,25.65,25.07,25.21 2022-10-19,25.34,24.71,24.97 2022-10-20,25.58,24.61,24.92 2022-10-21,25.16,24.21,24.21 2022-10-24,24.75,23.18,23.18 2022-10-25,23.0,20.68,20.84 2022-10-26,22.25,20.98,21.76 2022-10-27,22.44,21.83,22.06 2022-10-28,22.23,21.2,21.3 2022-10-31,22.18,21.19,21.93 2022-11-01,22.82,21.67,22.82 2022-11-02,24.95,23.0,24.06 2022-11-03,24.29,23.4,23.61 2022-11-04,24.65,23.51,24.28 2022-11-07,25.49,23.99,25.39 2022-11-08,25.58,24.5,25.08 2022-11-09,25.0,24.5,24.5 2022-11-10,25.04,24.2,24.83 2022-11-11,25.85,24.95,25.44 2022-11-14,25.8,24.92,25.04 2022-11-15,26.62,24.85,26.42 2022-11-16,27.43,26.09,26.13 2022-11-17,27.3,26.1,26.53 2022-11-18,27.92,26.64,26.75 2022-11-21,26.45,25.57,25.77 2022-11-22,26.01,25.05,25.28 2022-11-23,25.5,24.77,25.17 2022-11-24,25.45,24.7,24.79 2022-11-25,25.02,24.5,24.64 2022-11-28,24.8,23.97,24.76 2022-11-29,25.8,24.7,25.55 2022-11-30,25.6,24.99,25.18 2022-12-01,26.82,25.61,26.52 2022-12-02,26.52,26.09,26.27 2022-12-05,27.21,26.39,27.0 2022-12-06,27.95,26.62,27.0 2022-12-07,27.41,26.31,26.74 2022-12-08,27.08,26.41,26.64 2022-12-09,26.7,25.88,26.51 2022-12-12,26.88,26.2,26.3 2022-12-13,27.6,26.01,27.0 2022-12-14,27.75,26.22,27.35 2022-12-15,27.94,27.11,27.66 2022-12-16,27.67,26.93,27.54 2022-12-19,28.53,27.26,27.65 2022-12-20,27.96,26.64,26.87 2022-12-21,27.99,26.75,27.45 2022-12-22,30.19,27.53,29.95 2022-12-23,30.85,29.28,30.46 2022-12-26,31.36,29.91,30.66 2022-12-27,31.62,30.1,31.21 2022-12-28,31.47,30.47,30.6 2022-12-29,30.87,29.87,29.96 2022-12-30,30.86,29.81,30.02 2023-01-03,32.13,29.83,31.79 2023-01-04,32.25,31.22,31.6 2023-01-05,33.5,31.47,33.34 2023-01-06,33.99,32.9,33.19 2023-01-09,33.42,32.41,32.45 2023-01-10,32.8,31.98,32.47 2023-01-11,32.4,31.66,31.78 2023-01-12,31.85,31.08,31.4 2023-01-13,31.95,31.2,31.89 2023-01-16,32.43,31.23,32.05 2023-01-17,32.15,31.08,31.6 2023-01-18,33.36,31.28,33.21 2023-01-19,32.98,32.4,32.9 2023-01-20,33.1,31.7,32.08 2023-01-30,32.54,30.75,31.09 2023-01-31,31.37,30.26,30.48 2023-02-01,31.4,30.15,31.2 2023-02-02,34.42,30.97,33.32 2023-02-03,34.59,33.32,34.45 2023-02-06,34.95,33.51,34.75 2023-02-07,35.49,34.12,34.97 2023-02-08,34.87,33.51,34.04 2023-02-09,34.17,33.4,33.99 2023-02-10,34.99,33.78,34.55 2023-02-13,35.35,34.11,35.03 2023-02-14,35.32,34.2,34.32 2023-02-15,34.54,33.98,34.3 2023-02-16,36.15,34.1,34.94 2023-02-17,35.32,33.54,33.66 2023-02-20,35.09,33.1,34.7 2023-02-21,34.7,33.03,33.37 2023-02-22,33.51,32.72,32.9 2023-02-23,33.3,32.43,32.92 2023-02-24,32.86,32.32,32.65 2023-02-27,32.57,32.08,32.28 2023-02-28,34.11,32.5,33.52 2023-03-01,35.0,33.31,34.8 2023-03-02,36.2,34.49,35.87 2023-03-03,36.2,35.22,35.9 2023-03-06,36.15,34.96,35.21 2023-03-07,37.09,34.65,34.9 2023-03-08,35.77,34.5,35.62 2023-03-09,37.08,35.53,36.1 2023-03-10,36.08,35.01,35.11 2023-03-13,36.33,34.93,36.1 2023-03-14,36.92,35.2,35.33 2023-03-15,35.8,34.6,34.76 2023-03-16,35.68,34.56,35.2 2023-03-17,36.99,35.37,36.71 2023-03-20,39.5,36.95,37.86 2023-03-21,38.3,36.73,37.0 2023-03-22,37.45,36.05,36.8 2023-03-23,37.72,36.36,36.68 2023-03-24,38.3,36.74,38.09 2023-03-27,40.88,37.9,40.18 2023-03-28,40.2,38.21,39.21 2023-03-29,39.68,36.9,37.2 2023-03-30,37.43,36.06,36.69 2023-03-31,37.39,35.73,37.24 2023-04-03,44.0,37.4,41.8 2023-04-04,42.5,40.02,40.69 2023-04-06,40.2,38.8,39.48 2023-04-07,40.4,38.08,38.5 2023-04-10,40.18,38.13,38.28 2023-04-11,40.8,37.8,39.24 2023-04-12,41.23,38.74,40.15 2023-04-13,42.07,39.21,39.6 2023-04-14,39.49,36.81,38.38 2023-04-17,37.53,34.47,34.87 2023-04-18,34.94,33.58,34.32 2023-04-19,35.53,34.0,34.1 2023-04-20,34.81,33.83,34.3 2023-04-21,34.3,32.48,32.64 2023-04-24,35.6,32.47,34.87 2023-04-25,35.16,33.32,33.81 2023-04-26,34.58,32.68,34.11 2023-04-27,35.31,33.3,34.46 2023-04-28,35.88,33.76,35.88 2023-05-04,38.4,34.71,37.33 2023-05-05,37.38,35.6,35.64 2023-05-08,35.86,33.74,34.06 2023-05-09,34.59,33.0,33.1 2023-05-10,34.06,32.5,32.92 2023-05-11,35.74,32.99,34.82 2023-05-12,35.15,33.0,33.12 2023-05-15,32.94,29.93,31.17 2023-05-16,31.49,29.89,30.09 2023-05-17,30.47,29.67,30.15 2023-05-18,30.35,29.73,30.1 2023-05-19,30.11,29.2,29.52 2023-05-22,29.63,28.63,29.29 2023-05-23,29.9,29.11,29.28 2023-05-24,29.34,28.73,28.84 2023-05-25,28.96,27.9,28.55 2023-05-26,28.94,28.14,28.88 2023-05-29,29.08,28.02,28.23 2023-05-30,29.1,27.7,29.0 2023-05-31,29.54,28.56,29.26 2023-06-01,30.27,28.72,29.88 2023-06-02,30.26,29.62,30.06 2023-06-05,32.73,29.95,31.95 2023-06-06,32.22,31.2,31.51 2023-06-07,32.63,31.32,31.87 2023-06-08,31.86,30.51,31.11 ","date,Middle,Upper,Lower,low 2022-09-28,25.67,27.867,23.241200000000003,25.42 2022-09-29,25.36,27.867,23.241200000000003,24.74 2022-09-30,24.86,27.867,23.241200000000003,24.61 2022-10-10,24.2,27.867,23.241200000000003,23.63 2022-10-11,23.455,27.867,23.241200000000003,23.05 2022-10-12,23.655,27.867,23.241200000000003,23.19 2022-10-13,24.41,27.867,23.241200000000003,23.9 2022-10-14,25.130000000000003,27.867,23.241200000000003,24.51 2022-10-17,25.425,27.867,23.241200000000003,25.07 2022-10-18,25.36,27.867,23.241200000000003,25.07 2022-10-19,25.025,27.867,23.241200000000003,24.71 2022-10-20,25.095,27.867,23.241200000000003,24.61 2022-10-21,24.685000000000002,27.867,23.241200000000003,24.21 2022-10-24,23.965,26.77768515982498,23.241200000000003,23.18 2022-10-25,21.84,25.12141664384248,23.241200000000003,20.68 2022-10-26,21.615000000000002,24.991274979458236,23.241200000000003,20.98 2022-10-27,22.134999999999998,24.991274979458236,23.241200000000003,21.83 2022-10-28,21.715,24.942382733361168,23.241200000000003,21.2 2022-10-31,21.685000000000002,24.886644460025053,23.241200000000003,21.19 2022-11-01,22.245,24.886644460025053,23.241200000000003,21.67 2022-11-02,23.975,24.886644460025053,23.241200000000003,23.0 2022-11-03,23.845,24.886644460025053,23.241200000000003,23.4 2022-11-04,24.08,24.886644460025053,23.241200000000003,23.51 2022-11-07,24.74,24.886644460025053,21.18320546279981,23.99 2022-11-08,25.04,24.886644460025053,21.51488491651983,24.5 2022-11-09,24.75,24.886644460025053,21.51488491651983,24.5 2022-11-10,24.619999999999997,24.886644460025053,21.51488491651983,24.2 2022-11-11,25.4,24.886644460025053,22.156451104142953,24.95 2022-11-14,25.36,24.886644460025053,22.17680599372866,24.92 2022-11-15,25.735,24.886644460025053,22.339125394355793,24.85 2022-11-16,26.759999999999998,24.886644460025053,23.301712854920215,26.09 2022-11-17,26.700000000000003,24.886644460025053,23.301712854920215,26.1 2022-11-18,27.28,24.886644460025053,23.737787412485375,26.64 2022-11-21,26.009999999999998,24.886644460025053,23.737787412485375,25.57 2022-11-22,25.53,24.886644460025053,23.737787412485375,25.05 2022-11-23,25.134999999999998,24.886644460025053,23.737787412485375,24.77 2022-11-24,25.075,24.886644460025053,23.737787412485375,24.7 2022-11-25,24.759999999999998,24.886644460025053,23.737787412485375,24.5 2022-11-28,24.384999999999998,24.886644460025053,23.737787412485375,23.97 2022-11-29,25.25,24.886644460025053,23.737787412485375,24.7 2022-11-30,25.295,24.886644460025053,23.737787412485375,24.99 2022-12-01,26.215,24.886644460025053,23.737787412485375,25.61 2022-12-02,26.305,24.886644460025053,23.737787412485375,26.09 2022-12-05,26.8,24.886644460025053,23.875040960317133,26.39 2022-12-06,27.285,24.886644460025053,24.25353686428542,26.62 2022-12-07,26.86,24.886644460025053,24.25353686428542,26.31 2022-12-08,26.744999999999997,24.886644460025053,24.25353686428542,26.41 2022-12-09,26.29,24.886644460025053,24.25353686428542,25.88 2022-12-12,26.54,24.886644460025053,24.25353686428542,26.2 2022-12-13,26.805,24.886644460025053,24.25353686428542,26.01 2022-12-14,26.985,24.886644460025053,24.25353686428542,26.22 2022-12-15,27.525,24.886644460025053,24.422409959723435,27.11 2022-12-16,27.3,24.886644460025053,24.422409959723435,26.93 2022-12-19,27.895000000000003,24.886644460025053,24.801102067375986,27.26 2022-12-20,27.3,24.886644460025053,24.801102067375986,26.64 2022-12-21,27.369999999999997,24.886644460025053,24.801102067375986,26.75 2022-12-22,28.86,24.886644460025053,25.12698840711709,27.53 2022-12-23,30.065,24.886644460025053,26.234289566405383,29.28 2022-12-26,30.634999999999998,24.886644460025053,26.752360609764843,29.91 2022-12-27,30.86,24.886644460025053,26.909624548788358,30.1 2022-12-28,30.97,24.886644460025053,27.114662093909523,30.47 2022-12-29,30.37,24.886644460025053,27.114662093909523,29.87 2022-12-30,30.335,24.886644460025053,27.114662093909523,29.81 2023-01-03,30.98,24.886644460025053,27.114662093909523,29.83 2023-01-04,31.735,24.886644460025053,27.801662799814036,31.22 2023-01-05,32.485,24.886644460025053,28.335996519832634,31.47 2023-01-06,33.445,24.886644460025053,29.38389686784937,32.9 2023-01-09,32.915,24.886644460025053,29.38389686784937,32.41 2023-01-10,32.39,24.886644460025053,29.38389686784937,31.98 2023-01-11,32.03,24.886644460025053,29.38389686784937,31.66 2023-01-12,31.465,24.886644460025053,29.38389686784937,31.08 2023-01-13,31.575,24.886644460025053,29.38389686784937,31.2 2023-01-16,31.83,24.886644460025053,29.38389686784937,31.23 2023-01-17,31.615,24.886644460025053,29.38389686784937,31.08 2023-01-18,32.32,24.886644460025053,29.38389686784937,31.28 2023-01-19,32.69,24.886644460025053,29.38389686784937,32.4 2023-01-20,32.4,24.886644460025053,29.38389686784937,31.7 2023-01-30,31.645,24.886644460025053,29.38389686784937,30.75 2023-01-31,30.815,24.886644460025053,29.38389686784937,30.26 2023-02-01,30.775,24.886644460025053,29.38389686784937,30.15 2023-02-02,32.695,24.886644460025053,29.38389686784937,30.97 2023-02-03,33.955,24.886644460025053,29.60284774491878,33.32 2023-02-06,34.230000000000004,24.886644460025053,29.881062970426903,33.51 2023-02-07,34.805,24.886644460025053,30.47995667338421,34.12 2023-02-08,34.19,24.886644460025053,30.47995667338421,33.51 2023-02-09,33.785,24.886644460025053,30.47995667338421,33.4 2023-02-10,34.385000000000005,24.886644460025053,30.47995667338421,33.78 2023-02-13,34.730000000000004,24.886644460025053,30.687227073407385,34.11 2023-02-14,34.760000000000005,24.886644460025053,30.785504366066647,34.2 2023-02-15,34.26,24.886644460025053,30.785504366066647,33.98 2023-02-16,35.125,24.886644460025053,31.13945853651398,34.1 2023-02-17,34.43,24.886644460025053,31.13945853651398,33.54 2023-02-20,34.095,24.886644460025053,31.13945853651398,33.1 2023-02-21,33.865,24.886644460025053,31.13945853651398,33.03 2023-02-22,33.114999999999995,24.886644460025053,31.13945853651398,32.72 2023-02-23,32.864999999999995,24.886644460025053,31.13945853651398,32.43 2023-02-24,32.59,24.886644460025053,31.13945853651398,32.32 2023-02-27,32.325,24.886644460025053,31.13945853651398,32.08 2023-02-28,33.305,24.886644460025053,31.13945853651398,32.5 2023-03-01,34.155,24.886644460025053,31.13945853651398,33.31 2023-03-02,35.345,24.886644460025053,31.315013000161823,34.49 2023-03-03,35.71,24.886644460025053,31.789011700145643,35.22 2023-03-06,35.555,24.886644460025053,31.789011700145643,34.96 2023-03-07,35.870000000000005,24.886644460025053,31.789011700145643,34.65 2023-03-08,35.135000000000005,24.886644460025053,31.789011700145643,34.5 2023-03-09,36.305,24.886644460025053,32.07136657646555,35.53 2023-03-10,35.545,24.886644460025053,32.07136657646555,35.01 2023-03-13,35.629999999999995,24.886644460025053,32.07136657646555,34.93 2023-03-14,36.06,24.886644460025053,32.07136657646555,35.2 2023-03-15,35.2,24.886644460025053,32.07136657646555,34.6 2023-03-16,35.120000000000005,24.886644460025053,32.07136657646555,34.56 2023-03-17,36.18,24.886644460025053,32.07136657646555,35.37 2023-03-20,38.225,24.886644460025053,33.584831650787095,36.95 2023-03-21,37.515,24.886644460025053,33.584831650787095,36.73 2023-03-22,36.75,24.886644460025053,33.584831650787095,36.05 2023-03-23,37.04,24.886644460025053,33.584831650787095,36.36 2023-03-24,37.519999999999996,24.886644460025053,33.584831650787095,36.74 2023-03-27,39.39,24.886644460025053,34.37294389147327,37.9 2023-03-28,39.205,24.886644460025053,34.37294389147327,38.21 2023-03-29,38.29,24.886644460025053,34.37294389147327,36.9 2023-03-30,36.745000000000005,24.886644460025053,34.37294389147327,36.06 2023-03-31,36.56,24.886644460025053,34.37294389147327,35.73 2023-04-03,40.7,24.886644460025053,34.37294389147327,37.4 2023-04-04,41.260000000000005,24.886644460025053,34.42182175462845,40.02 2023-04-06,39.5,24.886644460025053,34.42182175462845,38.8 2023-04-07,39.239999999999995,24.886644460025053,34.42182175462845,38.08 2023-04-10,39.155,24.886644460025053,34.42182175462845,38.13 2023-04-11,39.3,24.886644460025053,34.42182175462845,37.8 2023-04-12,39.985,24.886644460025053,34.42182175462845,38.74 2023-04-13,40.64,24.886644460025053,34.42182175462845,39.21 2023-04-14,38.150000000000006,24.886644460025053,34.42182175462845,36.81 2023-04-17,36.0,24.886644460025053,34.42182175462845,34.47 2023-04-18,34.26,41.60175582516101,34.42182175462845,33.58 2023-04-19,34.765,41.60175582516101,34.42182175462845,34.0 2023-04-20,34.32,40.97392221838042,34.42182175462845,33.83 2023-04-21,33.39,39.924529996542375,34.42182175462845,32.48 2023-04-24,34.035,39.924529996542375,34.42182175462845,32.47 2023-04-25,34.239999999999995,39.924529996542375,34.42182175462845,33.32 2023-04-26,33.629999999999995,39.924529996542375,34.42182175462845,32.68 2023-04-27,34.305,39.924529996542375,34.42182175462845,33.3 2023-04-28,34.82,39.924529996542375,34.42182175462845,33.76 2023-05-04,36.555,39.924529996542375,34.42182175462845,34.71 2023-05-05,36.49,39.924529996542375,34.42182175462845,35.6 2023-05-08,34.8,39.924529996542375,34.42182175462845,33.74 2023-05-09,33.795,39.924529996542375,34.42182175462845,33.0 2023-05-10,33.28,39.65654396107206,34.42182175462845,32.5 2023-05-11,34.365,39.65654396107206,34.42182175462845,32.99 2023-05-12,34.075,39.65654396107206,34.42182175462845,33.0 2023-05-15,31.435,38.30626054762153,34.42182175462845,29.93 2023-05-16,30.689999999999998,37.35413449285937,34.42182175462845,29.89 2023-05-17,30.07,36.30772104357344,34.42182175462845,29.67 2023-05-18,30.04,35.83994893921609,34.42182175462845,29.73 2023-05-19,29.655,35.14795404529448,34.42182175462845,29.2 2023-05-22,29.13,34.37365864076503,34.42182175462845,28.63 2023-05-23,29.505,34.37365864076503,34.42182175462845,29.11 2023-05-24,29.035,33.67866349901968,34.42182175462845,28.73 2023-05-25,28.43,32.927297149117706,34.42182175462845,27.9 2023-05-26,28.54,32.82756743420594,34.42182175462845,28.14 2023-05-29,28.549999999999997,32.72681069078534,34.42182175462845,28.02 2023-05-30,28.4,32.57912962170681,34.42182175462845,27.7 2023-05-31,29.049999999999997,32.57912962170681,34.42182175462845,28.56 2023-06-01,29.494999999999997,32.57912962170681,34.42182175462845,28.72 2023-06-02,29.94,32.57912962170681,34.42182175462845,29.62 2023-06-05,31.339999999999996,32.57912962170681,34.42182175462845,29.95 2023-06-06,31.71,32.57912962170681,34.42182175462845,31.2 2023-06-07,31.975,32.57912962170681,34.42182175462845,31.32 2023-06-08,31.185000000000002,32.57912962170681,34.42182175462845,30.51 " 1597,CN,technical,在2022年11月20日至2023年08月08日期间,中国东航收盘价大于超级趋势中轨的天数占总天数的百分比?(标准版:周期10,乘数3;回看前5n个数据)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,43.2558,medium,channel,"Mid_t = (H_t + L_t) / 2;BasicUpper_t = Mid_t + m * ATR_n^{Wilder};BasicLower_t = Mid_t - m * ATR_n^{Wilder};多头时 Lower_t = max(BasicLower_t, Lower_{t-1}),若 C_t < Lower_t 则翻空;空头时 Upper_t = min(BasicUpper_t, Upper_{t-1}),若 C_t > Upper_t 则翻多","date,high,low,close 2022-09-02,4.81,4.64,4.76 2022-09-05,4.81,4.71,4.79 2022-09-06,4.98,4.8,4.91 2022-09-07,4.94,4.87,4.91 2022-09-08,5.02,4.9,5.0 2022-09-09,5.06,4.97,5.0 2022-09-13,5.16,4.97,5.12 2022-09-14,5.15,5.03,5.08 2022-09-15,5.13,5.04,5.08 2022-09-16,5.14,4.98,4.98 2022-09-19,5.04,4.91,5.01 2022-09-20,5.05,4.92,5.0 2022-09-21,5.05,4.95,4.95 2022-09-22,4.93,4.82,4.88 2022-09-23,4.94,4.81,4.84 2022-09-26,4.98,4.82,4.92 2022-09-27,5.15,4.91,5.14 2022-09-28,5.21,5.09,5.12 2022-09-29,5.16,4.92,4.96 2022-09-30,5.0,4.84,4.88 2022-10-10,5.02,4.89,4.91 2022-10-11,4.94,4.76,4.83 2022-10-12,4.88,4.75,4.86 2022-10-13,4.88,4.78,4.83 2022-10-14,4.89,4.82,4.87 2022-10-17,4.98,4.78,4.96 2022-10-18,5.28,5.02,5.09 2022-10-19,5.18,4.94,4.94 2022-10-20,5.17,4.87,5.0 2022-10-21,5.1,4.94,5.04 2022-10-24,5.06,4.84,4.86 2022-10-25,4.93,4.81,4.88 2022-10-26,5.08,4.89,5.06 2022-10-27,5.09,4.98,5.0 2022-10-28,5.02,4.89,4.92 2022-10-31,4.9,4.74,4.8 2022-11-01,5.03,4.67,5.01 2022-11-02,5.28,4.92,5.11 2022-11-03,5.25,5.08,5.22 2022-11-04,5.49,5.17,5.4 2022-11-07,5.34,5.22,5.31 2022-11-08,5.36,5.23,5.31 2022-11-09,5.34,5.22,5.23 2022-11-10,5.32,5.1,5.27 2022-11-11,5.48,5.14,5.33 2022-11-14,5.31,5.07,5.09 2022-11-15,5.18,5.06,5.11 2022-11-16,5.22,5.08,5.11 2022-11-17,5.17,5.07,5.12 2022-11-18,5.14,5.07,5.07 2022-11-21,5.05,4.94,4.98 2022-11-22,5.01,4.92,4.96 2022-11-23,5.02,4.92,5.02 2022-11-24,5.02,4.91,4.94 2022-11-25,4.96,4.91,4.95 2022-11-28,5.03,4.85,5.02 2022-11-29,5.22,4.98,5.21 2022-11-30,5.35,5.14,5.35 2022-12-01,5.46,5.18,5.24 2022-12-02,5.25,5.13,5.19 2022-12-05,5.45,5.25,5.41 2022-12-06,5.51,5.36,5.46 2022-12-07,5.82,5.48,5.66 2022-12-08,5.7,5.55,5.6 2022-12-09,5.68,5.48,5.57 2022-12-12,5.73,5.55,5.66 2022-12-13,5.99,5.63,5.74 2022-12-14,5.85,5.69,5.77 2022-12-15,5.87,5.66,5.69 2022-12-16,5.75,5.62,5.75 2022-12-19,5.79,5.61,5.69 2022-12-20,5.73,5.56,5.6 2022-12-21,5.67,5.58,5.61 2022-12-22,5.7,5.57,5.59 2022-12-23,5.65,5.51,5.59 2022-12-26,5.72,5.54,5.56 2022-12-27,5.76,5.49,5.56 2022-12-28,5.59,5.4,5.45 2022-12-29,5.48,5.35,5.4 2022-12-30,5.58,5.39,5.53 2023-01-03,5.57,5.38,5.41 2023-01-04,5.49,5.36,5.46 2023-01-05,5.55,5.45,5.51 2023-01-06,5.49,5.37,5.38 2023-01-09,5.49,5.39,5.48 2023-01-10,5.49,5.38,5.4 2023-01-11,5.42,5.33,5.36 2023-01-12,5.4,5.31,5.38 2023-01-13,5.57,5.34,5.56 2023-01-16,5.64,5.45,5.48 2023-01-17,5.49,5.38,5.45 2023-01-18,5.49,5.39,5.43 2023-01-19,5.43,5.33,5.39 2023-01-20,5.45,5.36,5.44 2023-01-30,5.49,5.32,5.4 2023-01-31,5.43,5.36,5.37 2023-02-01,5.39,5.25,5.31 2023-02-02,5.38,5.27,5.34 2023-02-03,5.35,5.24,5.28 2023-02-06,5.34,5.2,5.3 2023-02-07,5.33,5.26,5.29 2023-02-08,5.33,5.27,5.33 2023-02-09,5.34,5.28,5.34 2023-02-10,5.38,5.31,5.35 2023-02-13,5.51,5.31,5.49 2023-02-14,5.54,5.43,5.47 2023-02-15,5.48,5.4,5.4 2023-02-16,5.58,5.37,5.41 2023-02-17,5.52,5.37,5.38 2023-02-20,5.47,5.39,5.43 2023-02-21,5.45,5.38,5.43 2023-02-22,5.43,5.38,5.4 2023-02-23,5.42,5.35,5.38 2023-02-24,5.39,5.34,5.34 2023-02-27,5.41,5.29,5.36 2023-02-28,5.45,5.34,5.43 2023-03-01,5.47,5.4,5.47 2023-03-02,5.54,5.45,5.51 2023-03-03,5.54,5.48,5.51 2023-03-06,5.6,5.48,5.49 2023-03-07,5.58,5.46,5.51 2023-03-08,5.54,5.45,5.49 2023-03-09,5.54,5.41,5.43 2023-03-10,5.43,5.35,5.35 2023-03-13,5.47,5.34,5.47 2023-03-14,5.52,5.42,5.43 2023-03-15,5.47,5.37,5.39 2023-03-16,5.41,5.27,5.28 2023-03-17,5.42,5.3,5.33 2023-03-20,5.4,5.26,5.27 2023-03-21,5.32,5.26,5.31 2023-03-22,5.35,5.27,5.29 2023-03-23,5.32,5.23,5.31 2023-03-24,5.41,5.23,5.24 2023-03-27,5.27,5.16,5.2 2023-03-28,5.21,5.09,5.09 2023-03-29,5.21,5.09,5.1 2023-03-30,5.22,5.08,5.21 2023-03-31,5.21,5.13,5.15 2023-04-03,5.4,5.15,5.39 2023-04-04,5.62,5.37,5.49 2023-04-06,5.5,5.42,5.46 2023-04-07,5.52,5.39,5.47 2023-04-10,5.47,5.37,5.4 2023-04-11,5.46,5.31,5.34 2023-04-12,5.39,5.28,5.3 2023-04-13,5.32,5.26,5.29 2023-04-14,5.35,5.25,5.3 2023-04-17,5.48,5.27,5.46 2023-04-18,5.47,5.38,5.46 2023-04-19,5.46,5.3,5.32 2023-04-20,5.33,5.27,5.31 2023-04-21,5.35,5.2,5.21 2023-04-24,5.27,5.1,5.17 2023-04-25,5.26,5.04,5.1 2023-04-26,5.18,5.07,5.13 2023-04-27,5.13,5.05,5.11 2023-04-28,5.19,5.08,5.18 2023-05-04,5.21,5.06,5.07 2023-05-05,5.12,5.05,5.08 2023-05-08,5.09,4.95,5.02 2023-05-09,5.13,5.02,5.06 2023-05-10,5.06,4.91,4.95 2023-05-11,4.96,4.92,4.95 2023-05-12,4.96,4.91,4.91 2023-05-15,4.94,4.85,4.94 2023-05-16,4.97,4.91,4.93 2023-05-17,4.95,4.87,4.89 2023-05-18,4.96,4.9,4.93 2023-05-19,4.97,4.88,4.95 2023-05-22,4.98,4.93,4.96 2023-05-23,4.97,4.88,4.88 2023-05-24,4.88,4.73,4.74 2023-05-25,4.75,4.68,4.72 2023-05-26,4.73,4.67,4.72 2023-05-29,4.88,4.74,4.76 2023-05-30,4.75,4.67,4.72 2023-05-31,4.75,4.67,4.67 2023-06-01,4.7,4.55,4.57 2023-06-02,4.65,4.56,4.64 2023-06-05,4.69,4.62,4.67 2023-06-06,4.71,4.63,4.67 2023-06-07,4.7,4.58,4.6 2023-06-08,4.7,4.57,4.7 2023-06-09,4.79,4.67,4.79 2023-06-12,4.8,4.71,4.75 2023-06-13,4.78,4.72,4.74 2023-06-14,4.79,4.69,4.7 2023-06-15,4.73,4.67,4.73 2023-06-16,4.8,4.74,4.79 2023-06-19,4.93,4.77,4.86 2023-06-20,4.88,4.75,4.76 2023-06-21,4.8,4.74,4.74 2023-06-26,4.72,4.63,4.66 2023-06-27,4.79,4.64,4.79 2023-06-28,4.86,4.75,4.85 2023-06-29,4.83,4.71,4.72 2023-06-30,4.77,4.71,4.76 2023-07-03,5.08,4.76,5.03 2023-07-04,5.09,4.98,5.08 2023-07-05,5.07,4.97,5.03 2023-07-06,5.13,4.99,5.03 2023-07-07,5.05,4.98,5.03 2023-07-10,5.06,4.97,5.03 2023-07-11,5.09,5.0,5.08 2023-07-12,4.98,4.7,4.77 2023-07-13,4.84,4.71,4.73 2023-07-14,4.76,4.7,4.71 2023-07-17,4.72,4.66,4.7 2023-07-18,4.82,4.68,4.79 2023-07-19,4.8,4.69,4.71 2023-07-20,4.75,4.69,4.7 2023-07-21,4.75,4.68,4.7 2023-07-24,4.79,4.69,4.74 2023-07-25,4.87,4.78,4.82 2023-07-26,4.82,4.74,4.77 2023-07-27,4.81,4.75,4.76 2023-07-28,4.83,4.74,4.82 2023-07-31,4.93,4.83,4.89 2023-08-01,4.94,4.83,4.86 2023-08-02,4.85,4.78,4.8 2023-08-03,4.83,4.75,4.83 2023-08-04,4.86,4.8,4.81 2023-08-07,4.8,4.76,4.79 2023-08-08,4.81,4.76,4.8 ","date,Middle,Upper,Lower,close 2022-09-19,4.975,5.45,4.670000000000001,5.01 2022-09-20,4.984999999999999,5.45,4.670000000000001,5.0 2022-09-21,5.0,5.45,4.670000000000001,4.95 2022-09-22,4.875,5.45,4.670000000000001,4.88 2022-09-23,4.875,5.45,4.670000000000001,4.84 2022-09-26,4.9,5.45,4.670000000000001,4.92 2022-09-27,5.03,5.45,4.670000000000001,5.14 2022-09-28,5.15,5.45,4.73132441,5.12 2022-09-29,5.04,5.45,4.73132441,4.96 2022-09-30,4.92,5.45,4.73132441,4.88 2022-10-10,4.955,5.45,4.73132441,4.91 2022-10-11,4.85,5.45,4.73132441,4.83 2022-10-12,4.8149999999999995,5.45,4.73132441,4.86 2022-10-13,4.83,5.45,4.73132441,4.83 2022-10-14,4.855,5.45,4.73132441,4.87 2022-10-17,4.880000000000001,5.45,4.73132441,4.96 2022-10-18,5.15,5.45,4.73132441,5.09 2022-10-19,5.0600000000000005,5.45,4.73132441,4.94 2022-10-20,5.02,5.45,4.73132441,5.0 2022-10-21,5.02,5.45,4.73132441,5.04 2022-10-24,4.949999999999999,5.45,4.73132441,4.86 2022-10-25,4.869999999999999,5.45,4.73132441,4.88 2022-10-26,4.984999999999999,5.45,4.73132441,5.06 2022-10-27,5.035,5.45,4.73132441,5.0 2022-10-28,4.955,5.45,4.73132441,4.92 2022-10-31,4.82,5.45,4.73132441,4.8 2022-11-01,4.85,5.45,4.73132441,5.01 2022-11-02,5.1,5.45,4.73132441,5.11 2022-11-03,5.165,5.45,4.73132441,5.22 2022-11-04,5.33,5.45,4.73132441,5.4 2022-11-07,5.279999999999999,5.45,4.73132441,5.31 2022-11-08,5.295,5.45,4.73132441,5.31 2022-11-09,5.279999999999999,5.45,4.73132441,5.23 2022-11-10,5.21,5.45,4.73132441,5.27 2022-11-11,5.3100000000000005,5.45,4.73132441,5.33 2022-11-14,5.1899999999999995,5.45,4.73132441,5.09 2022-11-15,5.119999999999999,5.45,4.73132441,5.11 2022-11-16,5.15,5.45,4.73132441,5.11 2022-11-17,5.12,5.45,4.73132441,5.12 2022-11-18,5.105,5.45,4.73132441,5.07 2022-11-21,4.995,5.45,4.73132441,4.98 2022-11-22,4.965,5.45,4.73132441,4.96 2022-11-23,4.97,5.45,4.73132441,5.02 2022-11-24,4.965,5.45,4.73132441,4.94 2022-11-25,4.9350000000000005,5.45,4.73132441,4.95 2022-11-28,4.9399999999999995,5.45,4.73132441,5.02 2022-11-29,5.1,5.45,4.73132441,5.21 2022-11-30,5.244999999999999,5.45,4.760428223212557,5.35 2022-12-01,5.32,5.45,4.799885400891302,5.24 2022-12-02,5.1899999999999995,5.45,4.799885400891302,5.19 2022-12-05,5.35,5.45,4.818307174721954,5.41 2022-12-06,5.4350000000000005,5.45,4.91147645724976,5.46 2022-12-07,5.65,5.45,5.070828811524784,5.66 2022-12-08,5.625,5.45,5.070828811524784,5.6 2022-12-09,5.58,5.45,5.070828811524784,5.57 2022-12-12,5.640000000000001,5.45,5.073334203601568,5.66 2022-12-13,5.8100000000000005,5.45,5.192000783241411,5.74 2022-12-14,5.77,5.45,5.192000783241411,5.77 2022-12-15,5.765000000000001,5.45,5.192000783241411,5.69 2022-12-16,5.6850000000000005,5.45,5.192000783241411,5.75 2022-12-19,5.7,5.45,5.192000783241411,5.69 2022-12-20,5.645,5.45,5.192000783241411,5.6 2022-12-21,5.625,5.45,5.192000783241411,5.61 2022-12-22,5.635,5.45,5.192000783241411,5.59 2022-12-23,5.58,5.45,5.192000783241411,5.59 2022-12-26,5.63,5.45,5.192000783241411,5.56 2022-12-27,5.625,5.45,5.192000783241411,5.56 2022-12-28,5.495,5.45,5.192000783241411,5.45 2022-12-29,5.415,5.45,5.192000783241411,5.4 2022-12-30,5.484999999999999,5.45,5.192000783241411,5.53 2023-01-03,5.475,5.45,5.192000783241411,5.41 2023-01-04,5.425000000000001,5.45,5.192000783241411,5.46 2023-01-05,5.5,5.45,5.192000783241411,5.51 2023-01-06,5.43,5.45,5.192000783241411,5.38 2023-01-09,5.4399999999999995,5.45,5.192000783241411,5.48 2023-01-10,5.4350000000000005,5.45,5.192000783241411,5.4 2023-01-11,5.375,5.45,5.192000783241411,5.36 2023-01-12,5.355,5.45,5.192000783241411,5.38 2023-01-13,5.455,5.45,5.192000783241411,5.56 2023-01-16,5.545,5.45,5.192000783241411,5.48 2023-01-17,5.4350000000000005,5.45,5.192000783241411,5.45 2023-01-18,5.4399999999999995,5.45,5.192000783241411,5.43 2023-01-19,5.38,5.45,5.192000783241411,5.39 2023-01-20,5.405,5.45,5.192000783241411,5.44 2023-01-30,5.405,5.45,5.192000783241411,5.4 2023-01-31,5.395,5.45,5.192000783241411,5.37 2023-02-01,5.32,5.45,5.192000783241411,5.31 2023-02-02,5.324999999999999,5.45,5.192000783241411,5.34 2023-02-03,5.295,5.45,5.192000783241411,5.28 2023-02-06,5.27,5.45,5.192000783241411,5.3 2023-02-07,5.295,5.45,5.192000783241411,5.29 2023-02-08,5.3,5.45,5.192000783241411,5.33 2023-02-09,5.3100000000000005,5.45,5.192000783241411,5.34 2023-02-10,5.345,5.45,5.192000783241411,5.35 2023-02-13,5.41,5.45,5.192000783241411,5.49 2023-02-14,5.484999999999999,5.45,5.192000783241411,5.47 2023-02-15,5.44,5.45,5.192000783241411,5.4 2023-02-16,5.475,5.45,5.192000783241411,5.41 2023-02-17,5.445,5.45,5.192000783241411,5.38 2023-02-20,5.43,5.45,5.192000783241411,5.43 2023-02-21,5.415,5.45,5.192000783241411,5.43 2023-02-22,5.404999999999999,5.45,5.192000783241411,5.4 2023-02-23,5.385,5.45,5.192000783241411,5.38 2023-02-24,5.365,5.45,5.192000783241411,5.34 2023-02-27,5.35,5.45,5.192000783241411,5.36 2023-02-28,5.395,5.45,5.192000783241411,5.43 2023-03-01,5.4350000000000005,5.45,5.192000783241411,5.47 2023-03-02,5.495,5.45,5.1989393934413854,5.51 2023-03-03,5.51,5.45,5.225545454097246,5.51 2023-03-06,5.54,5.45,5.247990908687522,5.49 2023-03-07,5.52,5.45,5.247990908687522,5.51 2023-03-08,5.495,5.45,5.247990908687522,5.49 2023-03-09,5.475,5.45,5.247990908687522,5.43 2023-03-10,5.39,5.45,5.247990908687522,5.35 2023-03-13,5.404999999999999,5.45,5.247990908687522,5.47 2023-03-14,5.47,5.45,5.247990908687522,5.43 2023-03-15,5.42,5.45,5.247990908687522,5.39 2023-03-16,5.34,5.45,5.247990908687522,5.28 2023-03-17,5.359999999999999,5.45,5.247990908687522,5.33 2023-03-20,5.33,5.45,5.247990908687522,5.27 2023-03-21,5.29,5.45,5.247990908687522,5.31 2023-03-22,5.31,5.45,5.247990908687522,5.29 2023-03-23,5.275,5.45,5.247990908687522,5.31 2023-03-24,5.32,5.652097148417055,5.247990908687522,5.24 2023-03-27,5.215,5.546887433575349,5.247990908687522,5.2 2023-03-28,5.15,5.484698690217814,5.247990908687522,5.09 2023-03-29,5.15,5.484698690217814,5.247990908687522,5.1 2023-03-30,5.15,5.484698690217814,5.247990908687522,5.21 2023-03-31,5.17,5.484698690217814,5.247990908687522,5.15 2023-04-03,5.275,5.484698690217814,5.247990908687522,5.39 2023-04-04,5.495,5.484698690217814,5.081186170413283,5.49 2023-04-06,5.46,5.484698690217814,5.081186170413283,5.46 2023-04-07,5.455,5.484698690217814,5.081186170413283,5.47 2023-04-10,5.42,5.484698690217814,5.081186170413283,5.4 2023-04-11,5.385,5.484698690217814,5.081186170413283,5.34 2023-04-12,5.335,5.484698690217814,5.081186170413283,5.3 2023-04-13,5.29,5.484698690217814,5.081186170413283,5.29 2023-04-14,5.3,5.484698690217814,5.081186170413283,5.3 2023-04-17,5.375,5.484698690217814,5.081186170413283,5.46 2023-04-18,5.425,5.484698690217814,5.081186170413283,5.46 2023-04-19,5.38,5.484698690217814,5.081186170413283,5.32 2023-04-20,5.3,5.484698690217814,5.081186170413283,5.31 2023-04-21,5.275,5.484698690217814,5.081186170413283,5.21 2023-04-24,5.185,5.484698690217814,5.081186170413283,5.17 2023-04-25,5.15,5.484698690217814,5.081186170413283,5.1 2023-04-26,5.125,5.484698690217814,5.081186170413283,5.13 2023-04-27,5.09,5.484698690217814,5.081186170413283,5.11 2023-04-28,5.135,5.484698690217814,5.081186170413283,5.18 2023-05-04,5.135,5.52492633572683,5.081186170413283,5.07 2023-05-05,5.085,5.4569337021541475,5.081186170413283,5.08 2023-05-08,5.02,5.396740331938733,5.081186170413283,5.02 2023-05-09,5.074999999999999,5.396740331938733,5.081186170413283,5.06 2023-05-10,4.984999999999999,5.364859668870373,5.081186170413283,4.95 2023-05-11,4.9399999999999995,5.293873701983336,5.081186170413283,4.95 2023-05-12,4.9350000000000005,5.268486331785003,5.081186170413283,4.91 2023-05-15,4.895,5.2221376986065025,5.081186170413283,4.94 2023-05-16,4.9399999999999995,5.2221376986065025,5.081186170413283,4.93 2023-05-17,4.91,5.215181535871267,5.081186170413283,4.89 2023-05-18,4.93,5.215181535871267,5.081186170413283,4.93 2023-05-19,4.925,5.215181535871267,5.081186170413283,4.95 2023-05-22,4.955,5.215181535871267,5.081186170413283,4.96 2023-05-23,4.925,5.202908605685138,5.081186170413283,4.88 2023-05-24,4.805,5.100117745116624,5.081186170413283,4.74 2023-05-25,4.715,5.001605970604962,5.081186170413283,4.72 2023-05-26,4.7,4.975945373544466,5.081186170413283,4.72 2023-05-29,4.8100000000000005,4.975945373544466,5.081186170413283,4.76 2023-05-30,4.71,4.975945373544466,5.081186170413283,4.72 2023-05-31,4.71,4.975945373544466,5.081186170413283,4.67 2023-06-01,4.625,4.929509759582524,5.081186170413283,4.57 2023-06-02,4.605,4.906058783624273,5.081186170413283,4.64 2023-06-05,4.655,4.906058783624273,5.081186170413283,4.67 2023-06-06,4.67,4.906058783624273,5.081186170413283,4.67 2023-06-07,4.640000000000001,4.906058783624273,5.081186170413283,4.6 2023-06-08,4.635,4.906058783624273,5.081186170413283,4.7 2023-06-09,4.73,4.906058783624273,5.081186170413283,4.79 2023-06-12,4.755,4.906058783624273,5.081186170413283,4.75 2023-06-13,4.75,4.906058783624273,5.081186170413283,4.74 2023-06-14,4.74,4.906058783624273,5.081186170413283,4.7 2023-06-15,4.7,4.906058783624273,5.081186170413283,4.73 2023-06-16,4.77,4.906058783624273,5.081186170413283,4.79 2023-06-19,4.85,4.906058783624273,5.081186170413283,4.86 2023-06-20,4.8149999999999995,4.906058783624273,5.081186170413283,4.76 2023-06-21,4.77,4.906058783624273,5.081186170413283,4.74 2023-06-26,4.675,4.906058783624273,5.081186170413283,4.66 2023-06-27,4.715,4.906058783624273,5.081186170413283,4.79 2023-06-28,4.805,4.906058783624273,5.081186170413283,4.85 2023-06-29,4.77,4.906058783624273,5.081186170413283,4.72 2023-06-30,4.74,4.906058783624273,5.081186170413283,4.76 2023-07-03,4.92,4.906058783624273,4.545297896790914,5.03 2023-07-04,5.035,4.906058783624273,4.664768107111823,5.08 2023-07-05,5.02,4.906058783624273,4.664768107111823,5.03 2023-07-06,5.0600000000000005,4.906058783624273,4.6884121667605765,5.03 2023-07-07,5.015000000000001,4.906058783624273,4.6884121667605765,5.03 2023-07-10,5.015,4.906058783624273,4.6884121667605765,5.03 2023-07-11,5.045,4.906058783624273,4.70580246956846,5.08 2023-07-12,4.84,4.906058783624273,4.70580246956846,4.77 2023-07-13,4.775,4.906058783624273,4.70580246956846,4.73 2023-07-14,4.73,4.906058783624273,4.70580246956846,4.71 2023-07-17,4.6899999999999995,5.061443499716132,4.70580246956846,4.7 2023-07-18,4.75,5.061443499716132,4.70580246956846,4.79 2023-07-19,4.745,5.061443499716132,4.70580246956846,4.71 2023-07-20,4.720000000000001,5.061443499716132,4.70580246956846,4.7 2023-07-21,4.715,5.053252080163754,4.70580246956846,4.7 2023-07-24,4.74,5.053252080163754,4.70580246956846,4.74 2023-07-25,4.825,5.053252080163754,4.70580246956846,4.82 2023-07-26,4.78,5.053252080163754,4.70580246956846,4.77 2023-07-27,4.779999999999999,5.053252080163754,4.70580246956846,4.76 2023-07-28,4.785,5.053252080163754,4.70580246956846,4.82 2023-07-31,4.88,5.053252080163754,4.70580246956846,4.89 2023-08-01,4.885,5.053252080163754,4.70580246956846,4.86 2023-08-02,4.8149999999999995,5.053252080163754,4.70580246956846,4.8 2023-08-03,4.79,5.053252080163754,4.70580246956846,4.83 2023-08-04,4.83,5.053252080163754,4.70580246956846,4.81 2023-08-07,4.779999999999999,5.053252080163754,4.70580246956846,4.79 2023-08-08,4.785,5.046851796076983,4.70580246956846,4.8 " 1598,CN,technical,2021年06月16日-2021年11月24日,爱尔眼科的最低价小于超级趋势上轨的比例(单位:%)?(标准版:周期10,乘数3;回看前5n个数据)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,67.7852,medium,channel,"Mid_t = (H_t + L_t) / 2;BasicUpper_t = Mid_t + m * ATR_n^{Wilder};BasicLower_t = Mid_t - m * ATR_n^{Wilder};多头时 Lower_t = max(BasicLower_t, Lower_{t-1}),若 C_t < Lower_t 则翻空;空头时 Upper_t = min(BasicUpper_t, Upper_{t-1}),若 C_t > Upper_t 则翻多","date,high,low,close 2021-03-31,60.42,58.9,59.25 2021-04-01,63.15,59.43,63.0 2021-04-02,65.08,62.41,64.51 2021-04-06,65.6,62.42,62.96 2021-04-07,62.84,60.29,60.77 2021-04-08,61.77,60.0,61.3 2021-04-09,62.6,60.32,61.3 2021-04-12,61.3,57.2,58.03 2021-04-13,61.08,57.95,59.65 2021-04-14,61.7,59.75,60.71 2021-04-15,60.95,58.86,59.75 2021-04-16,61.29,58.51,59.4 2021-04-19,61.48,58.6,61.27 2021-04-20,63.0,60.1,61.93 2021-04-21,63.79,60.56,63.4 2021-04-22,64.13,61.61,63.65 2021-04-23,73.66,65.88,70.63 2021-04-26,72.77,70.28,70.43 2021-04-27,74.23,69.51,73.98 2021-04-28,76.0,73.01,75.35 2021-04-29,76.0,73.21,74.76 2021-04-30,75.7,74.34,74.48 2021-05-06,74.57,71.25,72.39 2021-05-07,73.77,69.29,69.29 2021-05-10,71.77,68.4,69.5 2021-05-11,72.22,67.25,71.78 2021-05-12,75.45,70.8,74.73 2021-05-13,75.19,72.2,74.99 2021-05-14,76.69,73.52,74.72 2021-05-17,78.9,74.99,77.89 2021-05-18,78.68,76.71,77.9 2021-05-19,78.68,76.62,78.22 2021-05-20,78.48,76.88,77.66 2021-05-21,80.1,76.79,79.69 2021-05-24,80.23,76.81,79.17 2021-05-25,82.96,78.97,82.49 2021-05-26,82.7,81.0,81.5 2021-05-27,84.99,80.84,84.01 2021-05-28,86.34,83.0,83.89 2021-05-31,84.68,82.15,83.86 2021-06-01,86.58,83.08,86.01 2021-06-02,86.0,84.2,85.1 2021-06-03,86.65,83.09,85.5 2021-06-04,86.5,84.19,85.21 2021-06-07,84.98,81.41,83.9 2021-06-08,86.19,81.9,83.9 2021-06-09,86.74,83.01,85.86 2021-06-10,88.5,86.26,87.01 2021-06-11,87.8,85.09,85.89 2021-06-15,86.45,83.65,84.9 2021-06-16,86.01,81.0,81.07 2021-06-17,84.25,80.09,82.48 2021-06-18,85.35,82.11,84.0 2021-06-21,84.28,81.52,82.85 2021-06-22,88.0,81.4,87.3 2021-06-23,87.53,85.18,85.83 2021-06-24,66.49,64.0,64.87 2021-06-25,68.5,64.91,67.58 2021-06-28,70.67,67.28,69.9 2021-06-29,70.68,68.13,69.26 2021-06-30,71.7,69.01,70.98 2021-07-01,72.27,70.07,71.28 2021-07-02,71.3,68.23,68.28 2021-07-05,70.2,67.49,68.67 2021-07-06,69.15,61.1,63.41 2021-07-07,68.24,62.74,67.22 2021-07-08,68.35,64.7,64.88 2021-07-09,65.7,60.61,63.83 2021-07-12,66.58,62.39,66.0 2021-07-13,68.1,65.5,66.3 2021-07-14,67.95,65.0,66.66 2021-07-15,67.5,65.68,67.02 2021-07-16,66.77,64.6,65.11 2021-07-19,66.7,64.05,66.43 2021-07-20,66.87,65.5,66.38 2021-07-21,67.67,65.75,67.33 2021-07-22,68.43,65.01,65.5 2021-07-23,65.19,63.0,63.39 2021-07-26,60.99,54.5,56.8 2021-07-27,57.43,54.42,55.22 2021-07-28,58.08,53.28,57.51 2021-07-29,61.97,59.0,61.01 2021-07-30,60.1,57.41,58.7 2021-08-02,58.27,53.5,57.75 2021-08-03,59.75,56.4,59.27 2021-08-04,59.22,57.03,58.04 2021-08-05,58.19,56.2,56.5 2021-08-06,57.47,55.55,56.1 2021-08-09,58.55,55.92,57.07 2021-08-10,57.98,54.85,57.71 2021-08-11,58.34,55.14,55.54 2021-08-12,56.0,54.65,54.78 2021-08-13,55.29,52.25,52.94 2021-08-16,54.22,52.6,53.7 2021-08-17,54.29,52.0,52.0 2021-08-18,52.97,50.1,50.7 2021-08-19,51.88,49.66,50.07 2021-08-20,49.5,46.28,46.75 2021-08-23,47.52,45.65,46.35 2021-08-24,50.2,46.5,49.55 2021-08-25,51.51,49.76,50.96 2021-08-26,51.29,48.32,48.71 2021-08-27,49.5,46.72,47.05 2021-08-30,47.1,44.5,46.0 2021-08-31,46.09,41.88,42.2 2021-09-01,43.3,40.35,42.8 2021-09-02,43.15,40.78,40.86 2021-09-03,41.96,39.87,41.12 2021-09-06,45.77,40.17,44.9 2021-09-07,45.34,43.67,45.01 2021-09-08,45.35,44.09,44.81 2021-09-09,46.0,44.63,45.18 2021-09-10,45.8,44.31,44.91 2021-09-13,47.11,45.02,45.8 2021-09-14,47.7,45.46,46.9 2021-09-15,47.06,45.46,45.83 2021-09-16,50.06,44.86,48.69 2021-09-17,53.49,47.6,52.06 2021-09-22,54.88,50.79,53.52 2021-09-23,53.93,51.67,52.35 2021-09-24,53.2,51.46,51.88 2021-09-27,55.29,52.19,54.57 2021-09-28,54.94,53.01,53.68 2021-09-29,53.6,51.45,52.63 2021-09-30,53.88,52.37,53.4 2021-10-08,54.65,52.74,53.18 2021-10-11,53.6,51.1,51.44 2021-10-12,52.24,50.6,51.4 2021-10-13,52.98,50.77,52.48 2021-10-14,52.78,47.9,48.01 2021-10-15,48.06,46.39,47.12 2021-10-18,47.86,46.25,47.27 2021-10-19,47.85,46.84,47.18 2021-10-20,47.73,45.18,46.81 2021-10-21,47.48,46.23,46.58 2021-10-22,47.23,46.35,46.7 2021-10-25,47.69,46.32,47.32 2021-10-26,49.42,45.01,48.19 2021-10-27,48.19,45.39,46.06 2021-10-28,46.67,45.11,45.76 2021-10-29,49.1,45.4,48.53 2021-11-01,48.33,45.74,46.1 2021-11-02,46.85,45.42,46.5 2021-11-03,48.2,46.1,47.46 2021-11-04,48.0,46.7,47.55 2021-11-05,49.3,47.06,48.49 2021-11-08,48.93,47.66,47.7 2021-11-09,48.85,46.22,48.23 2021-11-10,48.18,46.35,46.75 2021-11-11,48.35,46.03,48.22 2021-11-12,48.48,47.29,47.59 2021-11-15,48.38,47.39,48.34 2021-11-16,50.5,48.34,50.1 2021-11-17,51.0,49.2,49.43 2021-11-18,49.07,47.45,47.7 2021-11-19,47.7,46.88,47.26 2021-11-22,47.47,46.51,47.09 2021-11-23,47.5,46.71,46.86 2021-11-24,47.8,46.11,47.45 ","date,Middle,Upper,Lower,low 2021-04-15,59.905,68.906,52.544000000000004,58.86 2021-04-16,59.9,68.906,52.544000000000004,58.51 2021-04-19,60.04,68.906,52.544000000000004,58.6 2021-04-20,61.55,68.906,53.4022229,60.1 2021-04-21,62.175,68.906,53.87300061,60.56 2021-04-22,62.87,68.906,54.642200548999995,61.61 2021-04-23,69.77,68.906,59.361980494099996,65.88 2021-04-26,71.525,68.906,61.410782444690014,70.28 2021-04-27,71.87,68.906,61.410782444690014,69.51 2021-04-28,74.505,68.906,64.1410837801989,73.01 2021-04-29,74.60499999999999,68.906,64.440475402179,73.21 2021-04-30,75.02000000000001,68.906,65.46392786196112,74.34 2021-05-06,72.91,68.906,65.46392786196112,71.25 2021-05-07,71.53,68.906,65.46392786196112,69.29 2021-05-10,70.08500000000001,68.906,65.46392786196112,68.4 2021-05-11,69.735,68.906,65.46392786196112,67.25 2021-05-12,73.125,68.906,65.46392786196112,70.8 2021-05-13,73.695,68.906,65.46392786196112,72.2 2021-05-14,75.10499999999999,68.906,65.46392786196112,73.52 2021-05-17,76.945,68.906,66.21212838177966,74.99 2021-05-18,77.695,68.906,67.44441554360169,76.71 2021-05-19,77.65,68.906,67.80647398924154,76.62 2021-05-20,77.68,68.906,68.34082659031738,76.88 2021-05-21,78.445,68.906,69.04674393128563,76.79 2021-05-24,78.52000000000001,68.906,69.04674393128563,76.81 2021-05-25,80.965,68.906,71.23201258434136,78.97 2021-05-26,81.85,68.906,72.58031132590722,81.0 2021-05-27,82.91499999999999,68.906,73.3272801933165,80.84 2021-05-28,84.67,68.906,75.03905217398486,83.0 2021-05-31,83.415,68.906,75.03905217398486,82.15 2021-06-01,84.83,68.906,75.29583226092774,83.08 2021-06-02,85.1,68.906,75.97624903483495,84.2 2021-06-03,84.87,68.906,75.97624903483495,83.09 2021-06-04,85.345,68.906,76.30056171821631,84.19 2021-06-07,83.195,68.906,76.30056171821631,81.41 2021-06-08,84.045,68.906,76.30056171821631,81.9 2021-06-09,84.875,68.906,76.30056171821631,83.01 2021-06-10,87.38,68.906,77.77331404332173,86.26 2021-06-11,86.445,68.906,77.77331404332173,85.09 2021-06-15,85.05000000000001,68.906,77.77331404332173,83.65 2021-06-16,83.505,68.906,77.77331404332173,81.0 2021-06-17,82.17,68.906,77.77331404332173,80.09 2021-06-18,83.72999999999999,68.906,77.77331404332173,82.11 2021-06-21,82.9,68.906,77.77331404332173,81.52 2021-06-22,84.7,68.906,77.77331404332173,81.4 2021-06-23,86.355,68.906,77.77331404332173,85.18 2021-06-24,65.245,81.28289475173572,77.77331404332173,64.0 2021-06-25,66.705,81.28289475173572,77.77331404332173,64.91 2021-06-28,68.975,81.28289475173572,77.77331404332173,67.28 2021-06-29,69.405,81.28289475173572,77.77331404332173,68.13 2021-06-30,70.355,81.28289475173572,77.77331404332173,69.01 2021-07-01,71.16999999999999,81.28289475173572,77.77331404332173,70.07 2021-07-02,69.765,81.28289475173572,77.77331404332173,68.23 2021-07-05,68.845,80.96186242128147,77.77331404332173,67.49 2021-07-06,65.125,78.44517617915332,77.77331404332173,61.1 2021-07-07,65.49,78.44517617915332,77.77331404332173,62.74 2021-07-08,66.525,78.44517617915332,77.77331404332173,64.7 2021-07-09,63.155,76.71440843460277,77.77331404332173,60.61 2021-07-12,64.485,76.71440843460277,77.77331404332173,62.39 2021-07-13,66.8,76.71440843460277,77.77331404332173,65.5 2021-07-14,66.475,76.71440843460277,77.77331404332173,65.0 2021-07-15,66.59,76.71440843460277,77.77331404332173,65.68 2021-07-16,65.685,76.71440843460277,77.77331404332173,64.6 2021-07-19,65.375,76.37085450789374,77.77331404332173,64.05 2021-07-20,66.185,76.37085450789374,77.77331404332173,65.5 2021-07-21,66.71000000000001,76.37085450789374,77.77331404332173,65.75 2021-07-22,66.72,76.37085450789374,77.77331404332173,65.01 2021-07-23,64.095,73.74895914262908,77.77331404332173,63.0 2021-07-26,57.745000000000005,69.10056322836618,77.77331404332173,54.5 2021-07-27,55.925,67.04800690552955,77.77331404332173,54.42 2021-07-28,55.68,67.04800690552955,77.77331404332173,53.28 2021-07-29,60.485,67.04800690552955,77.77331404332173,59.0 2021-07-30,58.754999999999995,67.04800690552955,77.77331404332173,57.41 2021-08-02,55.885000000000005,67.04800690552955,77.77331404332173,53.5 2021-08-03,58.075,67.04800690552955,77.77331404332173,56.4 2021-08-04,58.125,67.04800690552955,77.77331404332173,57.03 2021-08-05,57.195,67.04800690552955,77.77331404332173,56.2 2021-08-06,56.51,66.74941554343404,77.77331404332173,55.55 2021-08-09,57.235,66.74941554343404,77.77331404332173,55.92 2021-08-10,56.415,66.35802659018157,77.77331404332173,54.85 2021-08-11,56.74,66.35802659018157,77.77331404332173,55.14 2021-08-12,55.325,64.64785153804708,77.77331404332173,54.65 2021-08-13,53.769999999999996,63.072566384242364,77.77331404332173,52.25 2021-08-16,53.41,62.26830974581812,77.77331404332173,52.6 2021-08-17,53.144999999999996,61.80447877123631,77.77331404332173,52.0 2021-08-18,51.535,60.18953089411268,77.77331404332173,50.1 2021-08-19,50.769999999999996,59.225077804701414,77.77331404332173,49.66 2021-08-20,47.89,56.636570024231276,77.77331404332173,46.28 2021-08-23,46.585,55.01791302180815,77.77331404332173,45.65 2021-08-24,48.35,55.01791302180815,77.77331404332173,46.5 2021-08-25,50.635,55.01791302180815,77.77331404332173,49.76 2021-08-26,49.805,55.01791302180815,77.77331404332173,48.32 2021-08-27,48.11,55.01791302180815,77.77331404332173,46.72 2021-08-30,45.8,54.218308310247494,77.77331404332173,44.5 2021-08-31,43.985,52.82447747922275,77.77331404332173,41.88 2021-09-01,41.825,50.665529731300474,77.77331404332173,40.35 2021-09-02,41.965,50.63247675817043,77.77331404332173,40.78 2021-09-03,40.915,49.34272908235338,77.77331404332173,39.87 2021-09-06,42.97,49.34272908235338,77.77331404332173,40.17 2021-09-07,44.505,49.34272908235338,77.77331404332173,43.67 2021-09-08,44.72,49.34272908235338,77.77331404332173,44.09 2021-09-09,45.315,49.34272908235338,77.77331404332173,44.63 2021-09-10,45.055,49.34272908235338,77.77331404332173,44.31 2021-09-13,46.065,49.34272908235338,77.77331404332173,45.02 2021-09-14,46.58,49.34272908235338,77.77331404332173,45.46 2021-09-15,46.260000000000005,49.34272908235338,77.77331404332173,45.46 2021-09-16,47.46,49.34272908235338,77.77331404332173,44.86 2021-09-17,50.545,49.34272908235338,41.594020567049625,47.6 2021-09-22,52.835,49.34272908235338,43.552118510344656,50.79 2021-09-23,52.8,49.34272908235338,43.76740665931019,51.67 2021-09-24,52.33,49.34272908235338,43.76740665931019,51.46 2021-09-27,53.739999999999995,49.34272908235338,44.93079939404125,52.19 2021-09-28,53.974999999999994,49.34272908235338,45.46771945463713,53.01 2021-09-29,52.525000000000006,49.34272908235338,45.46771945463713,51.45 2021-09-30,53.125,49.34272908235338,45.46771945463713,52.37 2021-10-08,53.695,49.34272908235338,45.970602482430465,52.74 2021-10-11,52.35,49.34272908235338,45.970602482430465,51.1 2021-10-12,51.42,49.34272908235338,45.970602482430465,50.6 2021-10-13,51.875,49.34272908235338,45.970602482430465,50.77 2021-10-14,50.34,49.34272908235338,45.970602482430465,47.9 2021-10-15,47.225,49.34272908235338,45.970602482430465,46.39 2021-10-18,47.055,49.34272908235338,45.970602482430465,46.25 2021-10-19,47.345,49.34272908235338,45.970602482430465,46.84 2021-10-20,46.455,49.34272908235338,45.970602482430465,45.18 2021-10-21,46.855,49.34272908235338,45.970602482430465,46.23 2021-10-22,46.79,49.34272908235338,45.970602482430465,46.35 2021-10-25,47.004999999999995,49.34272908235338,45.970602482430465,46.32 2021-10-26,47.215,49.34272908235338,45.970602482430465,45.01 2021-10-27,46.79,49.34272908235338,45.970602482430465,45.39 2021-10-28,45.89,52.64859412219694,45.970602482430465,45.11 2021-10-29,47.25,52.64859412219694,45.970602482430465,45.4 2021-11-01,47.035,52.64859412219694,45.970602482430465,45.74 2021-11-02,46.135000000000005,52.64859412219694,45.970602482430465,45.42 2021-11-03,47.150000000000006,52.64859412219694,45.970602482430465,46.1 2021-11-04,47.35,52.64859412219694,45.970602482430465,46.7 2021-11-05,48.18,52.64859412219694,45.970602482430465,47.06 2021-11-08,48.295,52.64859412219694,45.970602482430465,47.66 2021-11-09,47.535,52.64859412219694,45.970602482430465,46.22 2021-11-10,47.265,52.64859412219694,45.970602482430465,46.35 2021-11-11,47.19,52.64859412219694,45.970602482430465,46.03 2021-11-12,47.885,52.64859412219694,45.970602482430465,47.29 2021-11-15,47.885000000000005,52.64859412219694,45.970602482430465,47.39 2021-11-16,49.42,52.64859412219694,45.970602482430465,48.34 2021-11-17,50.1,52.64859412219694,45.970602482430465,49.2 2021-11-18,48.260000000000005,52.64859412219694,45.970602482430465,47.45 2021-11-19,47.290000000000006,52.64859412219694,45.970602482430465,46.88 2021-11-22,46.989999999999995,52.263118534583214,45.970602482430465,46.51 2021-11-23,47.105000000000004,52.0878066811249,45.970602482430465,46.71 2021-11-24,46.955,51.9465260130124,45.970602482430465,46.11 " 1599,CN,technical,统计中金黄金在2023年06月12日到2024年01月28日间,最高价大于超级趋势中轨的天数占比(%)。(标准版:周期10,乘数3;回看前5n个数据)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,100.0,medium,channel,"Mid_t = (H_t + L_t) / 2;BasicUpper_t = Mid_t + m * ATR_n^{Wilder};BasicLower_t = Mid_t - m * ATR_n^{Wilder};多头时 Lower_t = max(BasicLower_t, Lower_{t-1}),若 C_t < Lower_t 则翻空;空头时 Upper_t = min(BasicUpper_t, Upper_{t-1}),若 C_t > Upper_t 则翻多","date,high,low,close 2023-03-28,10.08,9.75,9.85 2023-03-29,9.96,9.76,9.8 2023-03-30,9.84,9.65,9.81 2023-03-31,10.69,9.9,10.53 2023-04-03,10.43,10.16,10.21 2023-04-04,10.95,10.33,10.89 2023-04-06,11.57,11.08,11.38 2023-04-07,11.68,11.18,11.44 2023-04-10,11.62,11.18,11.4 2023-04-11,12.05,11.2,12.0 2023-04-12,12.51,11.86,12.24 2023-04-13,12.44,11.81,12.07 2023-04-14,12.5,12.13,12.26 2023-04-17,12.16,11.65,12.04 2023-04-18,12.13,11.82,11.97 2023-04-19,12.12,11.75,11.79 2023-04-20,11.86,11.4,11.67 2023-04-21,11.77,11.46,11.5 2023-04-24,11.56,11.18,11.25 2023-04-25,11.77,11.41,11.73 2023-04-26,11.83,11.39,11.61 2023-04-27,12.08,11.26,11.93 2023-04-28,12.02,11.61,11.92 2023-05-04,12.72,12.31,12.42 2023-05-05,12.77,12.11,12.21 2023-05-08,12.22,11.68,12.2 2023-05-09,12.2,11.85,11.88 2023-05-10,12.37,11.76,11.89 2023-05-11,12.12,11.5,11.65 2023-05-12,11.49,11.03,11.07 2023-05-15,11.18,10.86,11.07 2023-05-16,11.15,10.84,10.9 2023-05-17,10.88,10.63,10.77 2023-05-18,10.92,10.71,10.83 2023-05-19,10.81,10.48,10.78 2023-05-22,10.89,10.69,10.78 2023-05-23,10.72,10.4,10.41 2023-05-24,10.58,10.34,10.39 2023-05-25,10.29,10.14,10.26 2023-05-26,10.53,10.09,10.43 2023-05-29,10.51,10.33,10.49 2023-05-30,10.69,10.4,10.62 2023-05-31,11.23,10.9,11.23 2023-06-01,11.41,10.98,11.15 2023-06-02,11.8,11.28,11.53 2023-06-05,11.31,11.03,11.04 2023-06-06,11.38,11.09,11.13 2023-06-07,11.24,11.04,11.1 2023-06-08,11.04,10.7,10.96 2023-06-09,11.28,10.91,11.2 2023-06-12,11.13,10.86,10.98 2023-06-13,10.95,10.79,10.91 2023-06-14,10.85,10.61,10.76 2023-06-15,10.55,10.15,10.37 2023-06-16,10.56,10.4,10.49 2023-06-19,10.46,10.12,10.35 2023-06-20,10.43,10.18,10.36 2023-06-21,10.29,10.02,10.05 2023-06-26,10.35,9.89,10.19 2023-06-27,10.6,10.07,10.51 2023-06-28,10.48,10.29,10.35 2023-06-29,10.48,10.21,10.44 2023-06-30,10.5,10.32,10.33 2023-07-03,10.72,10.36,10.62 2023-07-04,10.72,10.41,10.51 2023-07-05,10.74,10.44,10.72 2023-07-06,10.7,10.49,10.65 2023-07-07,10.6,10.3,10.54 2023-07-10,10.81,10.6,10.64 2023-07-11,10.89,10.58,10.86 2023-07-12,11.09,10.8,10.98 2023-07-13,11.39,11.02,11.07 2023-07-14,10.99,10.67,10.7 2023-07-17,10.9,10.46,10.83 2023-07-18,11.07,10.76,10.9 2023-07-19,11.33,10.96,11.24 2023-07-20,11.36,11.06,11.11 2023-07-21,11.23,10.95,11.13 2023-07-24,11.18,10.88,10.96 2023-07-25,11.05,10.76,10.91 2023-07-26,11.11,10.86,11.04 2023-07-27,11.18,10.88,10.93 2023-07-28,10.74,10.57,10.62 2023-07-31,10.83,10.6,10.64 2023-08-01,10.98,10.7,10.84 2023-08-02,10.75,10.6,10.67 2023-08-03,10.62,10.51,10.56 2023-08-04,10.69,10.55,10.62 2023-08-07,10.79,10.58,10.77 2023-08-08,11.08,10.64,11.0 2023-08-09,11.23,10.89,10.93 2023-08-10,10.94,10.77,10.83 2023-08-11,10.89,10.62,10.65 2023-08-14,10.8,10.59,10.7 2023-08-15,10.7,10.43,10.58 2023-08-16,10.61,10.27,10.37 2023-08-17,10.5,10.13,10.47 2023-08-18,10.51,10.23,10.23 2023-08-21,10.36,10.19,10.22 2023-08-22,10.57,10.25,10.54 2023-08-23,10.69,10.5,10.55 2023-08-24,11.13,10.68,11.08 2023-08-25,11.04,10.82,10.88 2023-08-28,11.2,10.62,10.8 2023-08-29,10.97,10.69,10.9 2023-08-30,11.18,10.96,11.0 2023-08-31,11.29,11.06,11.12 2023-09-01,11.16,11.01,11.15 2023-09-04,11.35,11.09,11.23 2023-09-05,11.25,11.09,11.23 2023-09-06,11.19,10.99,11.0 2023-09-07,11.08,10.9,10.95 2023-09-08,11.29,11.03,11.1 2023-09-11,11.46,11.05,11.35 2023-09-12,11.43,11.19,11.21 2023-09-13,11.27,11.11,11.21 2023-09-14,11.72,11.27,11.67 2023-09-15,11.9,11.49,11.61 2023-09-18,11.63,11.35,11.43 2023-09-19,11.6,11.39,11.49 2023-09-20,11.59,11.38,11.54 2023-09-21,11.55,11.3,11.33 2023-09-22,11.38,11.14,11.28 2023-09-25,11.45,11.2,11.31 2023-09-26,11.36,11.19,11.24 2023-09-27,11.26,10.96,11.07 2023-09-28,11.0,10.76,10.94 2023-10-09,11.1,10.66,11.05 2023-10-10,11.22,10.98,11.14 2023-10-11,11.21,10.69,10.79 2023-10-12,11.03,10.84,10.98 2023-10-13,10.99,10.78,10.91 2023-10-16,11.3,11.05,11.09 2023-10-17,11.12,10.87,11.1 2023-10-18,11.3,11.02,11.02 2023-10-19,11.12,10.87,10.97 2023-10-20,11.24,10.88,10.91 2023-10-23,10.86,10.62,10.74 2023-10-24,10.87,10.68,10.78 2023-10-25,10.9,10.68,10.75 2023-10-26,11.15,10.7,11.12 2023-10-27,11.29,11.0,11.15 2023-10-30,11.36,10.87,10.9 2023-10-31,11.03,10.82,10.95 2023-11-01,10.93,10.8,10.85 2023-11-02,10.89,10.66,10.68 2023-11-03,10.67,10.5,10.54 2023-11-06,10.61,10.32,10.39 2023-11-07,10.38,10.15,10.36 2023-11-08,10.35,10.22,10.31 2023-11-09,10.31,10.21,10.24 2023-11-10,10.43,10.19,10.39 2023-11-13,10.41,10.15,10.41 2023-11-14,10.42,10.28,10.3 2023-11-15,10.55,10.33,10.42 2023-11-16,10.38,10.27,10.34 2023-11-17,10.6,10.36,10.56 2023-11-20,10.55,10.41,10.48 2023-11-21,10.59,10.47,10.5 2023-11-22,10.59,10.37,10.37 2023-11-23,10.35,10.25,10.32 2023-11-24,10.34,10.18,10.21 2023-11-27,10.6,10.32,10.59 2023-11-28,10.67,10.43,10.58 2023-11-29,10.92,10.73,10.87 2023-11-30,10.88,10.72,10.77 2023-12-01,10.79,10.65,10.69 2023-12-04,11.1,10.9,10.92 2023-12-05,10.75,10.5,10.59 2023-12-06,10.62,10.37,10.59 2023-12-07,10.71,10.51,10.67 2023-12-08,10.72,10.54,10.6 2023-12-11,10.48,10.14,10.26 2023-12-12,10.21,10.08,10.2 2023-12-13,10.21,10.03,10.05 2023-12-14,10.33,10.06,10.07 2023-12-15,10.21,9.89,9.91 2023-12-18,9.83,9.69,9.72 2023-12-19,9.74,9.61,9.71 2023-12-20,9.94,9.7,9.81 2023-12-21,9.79,9.57,9.75 2023-12-22,9.87,9.7,9.74 2023-12-25,9.86,9.7,9.85 2023-12-26,10.02,9.82,9.95 2023-12-27,10.03,9.87,10.0 2023-12-28,10.12,9.99,10.03 2023-12-29,9.98,9.87,9.96 2024-01-02,10.18,9.91,10.13 2024-01-03,10.15,10.03,10.1 2024-01-04,10.1,9.97,10.07 2024-01-05,10.2,9.89,9.92 2024-01-08,9.95,9.71,9.73 2024-01-09,9.73,9.56,9.61 2024-01-10,9.6,9.48,9.51 2024-01-11,9.48,9.37,9.41 2024-01-12,9.53,9.38,9.43 2024-01-15,9.54,9.32,9.49 2024-01-16,9.48,9.2,9.32 2024-01-17,9.28,8.94,8.94 2024-01-18,8.97,8.62,8.92 2024-01-19,9.08,8.86,9.04 2024-01-22,9.09,8.61,8.68 2024-01-23,8.81,8.52,8.75 2024-01-24,8.96,8.68,8.95 2024-01-25,9.33,8.9,9.33 2024-01-26,9.45,9.27,9.4 ","date,Middle,Upper,Lower,high 2023-04-12,12.184999999999999,13.178999999999998,10.591399999999998,12.51 2023-04-13,12.125,13.178999999999998,10.591399999999998,12.44 2023-04-14,12.315000000000001,13.178999999999998,10.725084000000003,12.5 2023-04-17,11.905000000000001,13.178999999999998,10.725084000000003,12.16 2023-04-18,11.975000000000001,13.178999999999998,10.725084000000003,12.13 2023-04-19,11.934999999999999,13.178999999999998,10.725084000000003,12.12 2023-04-20,11.629999999999999,13.178999999999998,10.725084000000003,11.86 2023-04-21,11.615,13.178999999999998,10.725084000000003,11.77 2023-04-24,11.370000000000001,13.178999999999998,10.725084000000003,11.56 2023-04-25,11.59,13.178999999999998,10.725084000000003,11.77 2023-04-26,11.61,13.178999999999998,10.725084000000003,11.83 2023-04-27,11.67,13.178999999999998,10.725084000000003,12.08 2023-04-28,11.815,13.178999999999998,10.725084000000003,12.02 2023-05-04,12.515,13.178999999999998,10.937162946781672,12.72 2023-05-05,12.44,13.178999999999998,10.937162946781672,12.77 2023-05-08,11.95,13.178999999999998,10.937162946781672,12.22 2023-05-09,12.024999999999999,13.178999999999998,10.937162946781672,12.2 2023-05-10,12.065,13.178999999999998,10.937162946781672,12.37 2023-05-11,11.809999999999999,13.178999999999998,10.937162946781672,12.12 2023-05-12,11.26,13.178999999999998,10.937162946781672,11.49 2023-05-15,11.02,13.178999999999998,10.937162946781672,11.18 2023-05-16,10.995000000000001,12.502725092333517,10.937162946781672,11.15 2023-05-17,10.755,12.192952583100165,10.937162946781672,10.88 2023-05-18,10.815000000000001,12.172157324790149,10.937162946781672,10.92 2023-05-19,10.645,11.971441592311132,10.937162946781672,10.81 2023-05-22,10.79,11.971441592311132,10.937162946781672,10.89 2023-05-23,10.56,11.802417689772017,10.937162946781672,10.72 2023-05-24,10.46,11.650175920794815,10.937162946781672,10.58 2023-05-25,10.215,11.361158328715334,10.937162946781672,10.29 2023-05-26,10.309999999999999,11.361158328715334,10.937162946781672,10.53 2023-05-29,10.42,11.361158328715334,10.937162946781672,10.51 2023-05-30,10.545,11.361158328715334,10.937162946781672,10.69 2023-05-31,11.065000000000001,11.361158328715334,10.937162946781672,11.23 2023-06-01,11.195,11.361158328715334,10.937162946781672,11.41 2023-06-02,11.54,11.361158328715334,10.294757391629194,11.8 2023-06-05,11.17,11.361158328715334,10.294757391629194,11.31 2023-06-06,11.235,11.361158328715334,10.294757391629194,11.38 2023-06-07,11.14,11.361158328715334,10.294757391629194,11.24 2023-06-08,10.87,11.361158328715334,10.294757391629194,11.04 2023-06-09,11.094999999999999,11.361158328715334,10.294757391629194,11.28 2023-06-12,10.995000000000001,11.361158328715334,10.294757391629194,11.13 2023-06-13,10.87,11.361158328715334,10.294757391629194,10.95 2023-06-14,10.73,11.361158328715334,10.294757391629194,10.85 2023-06-15,10.350000000000001,11.361158328715334,10.294757391629194,10.55 2023-06-16,10.48,11.361158328715334,10.294757391629194,10.56 2023-06-19,10.29,11.361158328715334,10.294757391629194,10.46 2023-06-20,10.305,11.361158328715334,10.294757391629194,10.43 2023-06-21,10.155,11.214341920889034,10.294757391629194,10.29 2023-06-26,10.120000000000001,11.21140772880013,10.294757391629194,10.35 2023-06-27,10.335,11.21140772880013,10.294757391629194,10.6 2023-06-28,10.385,11.21140772880013,10.294757391629194,10.48 2023-06-29,10.345,11.21140772880013,10.294757391629194,10.48 2023-06-30,10.41,11.21140772880013,10.294757391629194,10.5 2023-07-03,10.54,11.21140772880013,10.294757391629194,10.72 2023-07-04,10.565000000000001,11.21140772880013,10.294757391629194,10.72 2023-07-05,10.59,11.21140772880013,10.294757391629194,10.74 2023-07-06,10.594999999999999,11.21140772880013,10.294757391629194,10.7 2023-07-07,10.45,11.21140772880013,10.294757391629194,10.6 2023-07-10,10.705,11.21140772880013,10.294757391629194,10.81 2023-07-11,10.735,11.21140772880013,10.294757391629194,10.89 2023-07-12,10.945,11.21140772880013,10.294757391629194,11.09 2023-07-13,11.205,11.21140772880013,10.294757391629194,11.39 2023-07-14,10.83,11.21140772880013,10.294757391629194,10.99 2023-07-17,10.68,11.21140772880013,10.294757391629194,10.9 2023-07-18,10.915,11.21140772880013,10.294757391629194,11.07 2023-07-19,11.145,11.21140772880013,10.094796073396665,11.33 2023-07-20,11.21,11.21140772880013,10.174816466056999,11.36 2023-07-21,11.09,11.21140772880013,10.174816466056999,11.23 2023-07-24,11.030000000000001,11.21140772880013,10.174816466056999,11.18 2023-07-25,10.905000000000001,11.21140772880013,10.174816466056999,11.05 2023-07-26,10.985,11.21140772880013,10.174816466056999,11.11 2023-07-27,11.030000000000001,11.21140772880013,10.174816466056999,11.18 2023-07-28,10.655000000000001,11.21140772880013,10.174816466056999,10.74 2023-07-31,10.715,11.21140772880013,10.174816466056999,10.83 2023-08-01,10.84,11.21140772880013,10.174816466056999,10.98 2023-08-02,10.675,11.21140772880013,10.174816466056999,10.75 2023-08-03,10.565,11.21140772880013,10.174816466056999,10.62 2023-08-04,10.620000000000001,11.21140772880013,10.174816466056999,10.69 2023-08-07,10.684999999999999,11.21140772880013,10.174816466056999,10.79 2023-08-08,10.86,11.21140772880013,10.174816466056999,11.08 2023-08-09,11.06,11.21140772880013,10.177936624513347,11.23 2023-08-10,10.855,11.21140772880013,10.177936624513347,10.94 2023-08-11,10.754999999999999,11.21140772880013,10.177936624513347,10.89 2023-08-14,10.695,11.21140772880013,10.177936624513347,10.8 2023-08-15,10.565,11.21140772880013,10.177936624513347,10.7 2023-08-16,10.44,11.21140772880013,10.177936624513347,10.61 2023-08-17,10.315000000000001,11.21140772880013,10.177936624513347,10.5 2023-08-18,10.370000000000001,11.21140772880013,10.177936624513347,10.51 2023-08-21,10.274999999999999,11.21140772880013,10.177936624513347,10.36 2023-08-22,10.41,11.21140772880013,10.177936624513347,10.57 2023-08-23,10.594999999999999,11.21140772880013,10.177936624513347,10.69 2023-08-24,10.905000000000001,11.21140772880013,10.177936624513347,11.13 2023-08-25,10.93,11.21140772880013,10.177936624513347,11.04 2023-08-28,10.91,11.21140772880013,10.177936624513347,11.2 2023-08-29,10.83,11.21140772880013,10.177936624513347,10.97 2023-08-30,11.07,11.21140772880013,10.177936624513347,11.18 2023-08-31,11.175,11.21140772880013,10.226501171000585,11.29 2023-09-01,11.085,11.21140772880013,10.226501171000585,11.16 2023-09-04,11.219999999999999,11.21140772880013,10.333215948510471,11.35 2023-09-05,11.17,11.21140772880013,10.333215948510471,11.25 2023-09-06,11.09,11.21140772880013,10.333215948510471,11.19 2023-09-07,10.99,11.21140772880013,10.333215948510471,11.08 2023-09-08,11.16,11.21140772880013,10.334268983817722,11.29 2023-09-11,11.255,11.21140772880013,10.38884208543595,11.46 2023-09-12,11.309999999999999,11.21140772880013,10.458457876892354,11.43 2023-09-13,11.19,11.21140772880013,10.458457876892354,11.27 2023-09-14,11.495000000000001,11.21140772880013,10.609050880282808,11.72 2023-09-15,11.695,11.21140772880013,10.774645792254526,11.9 2023-09-18,11.49,11.21140772880013,10.774645792254526,11.63 2023-09-19,11.495000000000001,11.21140772880013,10.774645792254526,11.6 2023-09-20,11.485,11.21140772880013,10.774645792254526,11.59 2023-09-21,11.425,11.21140772880013,10.774645792254526,11.55 2023-09-22,11.260000000000002,11.21140772880013,10.774645792254526,11.38 2023-09-25,11.325,11.21140772880013,10.774645792254526,11.45 2023-09-26,11.274999999999999,11.21140772880013,10.774645792254526,11.36 2023-09-27,11.11,11.21140772880013,10.774645792254526,11.26 2023-09-28,10.879999999999999,11.21140772880013,10.774645792254526,11.0 2023-10-09,10.879999999999999,11.21140772880013,10.774645792254526,11.1 2023-10-10,11.100000000000001,11.21140772880013,10.774645792254526,11.22 2023-10-11,10.95,11.21140772880013,10.774645792254526,11.21 2023-10-12,10.934999999999999,11.21140772880013,10.774645792254526,11.03 2023-10-13,10.885,11.21140772880013,10.774645792254526,10.99 2023-10-16,11.175,11.21140772880013,10.774645792254526,11.3 2023-10-17,10.995,11.21140772880013,10.774645792254526,11.12 2023-10-18,11.16,11.21140772880013,10.774645792254526,11.3 2023-10-19,10.995,11.21140772880013,10.774645792254526,11.12 2023-10-20,11.06,11.21140772880013,10.774645792254526,11.24 2023-10-23,10.739999999999998,11.630120997112764,10.774645792254526,10.86 2023-10-24,10.774999999999999,11.630120997112764,10.774645792254526,10.87 2023-10-25,10.79,11.62829800766134,10.774645792254526,10.9 2023-10-26,10.925,11.62829800766134,10.774645792254526,11.15 2023-10-27,11.145,11.62829800766134,10.774645792254526,11.29 2023-10-30,11.114999999999998,11.62829800766134,10.774645792254526,11.36 2023-10-31,10.925,11.62829800766134,10.774645792254526,11.03 2023-11-01,10.865,11.62829800766134,10.774645792254526,10.93 2023-11-02,10.775,11.62499578148955,10.774645792254526,10.89 2023-11-03,10.585,11.403996203340595,10.774645792254526,10.67 2023-11-06,10.465,11.289096583006534,10.774645792254526,10.61 2023-11-07,10.265,11.078686924705883,10.774645792254526,10.38 2023-11-08,10.285,11.059318232235293,10.774645792254526,10.35 2023-11-09,10.260000000000002,10.986886409011765,10.774645792254526,10.31 2023-11-10,10.309999999999999,10.986886409011765,10.774645792254526,10.43 2023-11-13,10.280000000000001,10.986886409011765,10.774645792254526,10.41 2023-11-14,10.35,10.986886409011765,10.774645792254526,10.42 2023-11-15,10.440000000000001,10.986886409011765,10.774645792254526,10.55 2023-11-16,10.325,10.986886409011765,10.774645792254526,10.38 2023-11-17,10.48,10.986886409011765,10.774645792254526,10.6 2023-11-20,10.48,10.986886409011765,10.774645792254526,10.55 2023-11-21,10.530000000000001,10.986886409011765,10.774645792254526,10.59 2023-11-22,10.48,10.986886409011765,10.774645792254526,10.59 2023-11-23,10.3,10.909979731612113,10.774645792254526,10.35 2023-11-24,10.26,10.856981758450901,10.774645792254526,10.34 2023-11-27,10.46,10.856981758450901,10.774645792254526,10.6 2023-11-28,10.55,10.856981758450901,10.774645792254526,10.67 2023-11-29,10.825,10.856981758450901,10.128230298089292,10.92 2023-11-30,10.8,10.856981758450901,10.128230298089292,10.88 2023-12-01,10.719999999999999,10.856981758450901,10.128230298089292,10.79 2023-12-04,11.0,10.856981758450901,10.292374887307094,11.1 2023-12-05,10.625,10.856981758450901,10.292374887307094,10.75 2023-12-06,10.495,10.856981758450901,10.292374887307094,10.62 2023-12-07,10.61,10.856981758450901,10.292374887307094,10.71 2023-12-08,10.629999999999999,10.856981758450901,10.292374887307094,10.72 2023-12-11,10.31,11.100389152794035,10.292374887307094,10.48 2023-12-12,10.145,10.91035023751463,10.292374887307094,10.21 2023-12-13,10.120000000000001,10.862815213763168,10.292374887307094,10.21 2023-12-14,10.195,10.862815213763168,10.292374887307094,10.33 2023-12-15,10.05,10.823280323148166,10.292374887307094,10.21 2023-12-18,9.76,10.52195229083335,10.292374887307094,9.83 2023-12-19,9.675,10.399757061750016,10.292374887307094,9.74 2023-12-20,9.82,10.399757061750016,10.292374887307094,9.94 2023-12-21,9.68,10.399757061750016,10.292374887307094,9.79 2023-12-22,9.785,10.399757061750016,10.292374887307094,9.87 2023-12-25,9.78,10.399757061750016,10.292374887307094,9.86 2023-12-26,9.92,10.399757061750016,10.292374887307094,10.02 2023-12-27,9.95,10.399757061750016,10.292374887307094,10.03 2023-12-28,10.055,10.399757061750016,10.292374887307094,10.12 2023-12-29,9.925,10.399757061750016,10.292374887307094,9.98 2024-01-02,10.045,10.399757061750016,10.292374887307094,10.18 2024-01-03,10.09,10.399757061750016,10.292374887307094,10.15 2024-01-04,10.035,10.399757061750016,10.292374887307094,10.1 2024-01-05,10.045,10.399757061750016,10.292374887307094,10.2 2024-01-08,9.83,10.399757061750016,10.292374887307094,9.95 2024-01-09,9.645,10.261259127455213,10.292374887307094,9.73 2024-01-10,9.54,10.133633214709691,10.292374887307094,9.6 2024-01-11,9.425,10.001269893238725,10.292374887307094,9.48 2024-01-12,9.455,10.001269893238725,10.292374887307094,9.53 2024-01-15,9.43,10.001269893238725,10.292374887307094,9.54 2024-01-16,9.34,9.94295075217103,10.292374887307094,9.48 2024-01-17,9.11,9.766655676953926,10.292374887307094,9.28 2024-01-18,8.795,9.490990109258533,10.292374887307094,8.97 2024-01-19,8.969999999999999,9.490990109258533,10.292374887307094,9.08 2024-01-22,8.85,9.490990109258533,10.292374887307094,9.09 2024-01-23,8.665,9.44243678964947,10.292374887307094,8.81 2024-01-24,8.82,9.44243678964947,10.292374887307094,8.96 2024-01-25,9.115,9.44243678964947,10.292374887307094,9.33 2024-01-26,9.36,9.44243678964947,10.292374887307094,9.45 " 1600,CN,technical,"中国联通2025年02月14日至2025年09月27日, 对于简单移动平均的20日线和10日线,有多少次死叉?使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。",4.0,medium,moving average,SMA_n = 1 / n * \sum_{i=0}^{n-1} P_{t-i},"date,close 2025-01-10,4.78 2025-01-13,4.74 2025-01-14,4.85 2025-01-15,4.82 2025-01-16,4.85 2025-01-17,4.86 2025-01-20,4.83 2025-01-21,4.82 2025-01-22,4.8 2025-01-23,4.83 2025-01-24,4.87 2025-01-27,4.89 2025-02-05,4.99 2025-02-06,5.13 2025-02-07,5.23 2025-02-10,5.46 2025-02-11,5.48 2025-02-12,5.5 2025-02-13,5.5 2025-02-14,5.98 2025-02-17,6.51 2025-02-18,6.42 2025-02-19,6.44 2025-02-20,6.2 2025-02-21,6.82 2025-02-24,6.73 2025-02-25,6.63 2025-02-26,6.61 2025-02-27,6.38 2025-02-28,6.25 2025-03-03,6.22 2025-03-04,6.18 2025-03-05,6.26 2025-03-06,6.53 2025-03-07,6.41 2025-03-10,6.22 2025-03-11,6.21 2025-03-12,6.23 2025-03-13,6.13 2025-03-14,6.2 2025-03-17,6.15 2025-03-18,6.21 2025-03-19,5.77 2025-03-20,5.71 2025-03-21,5.7 2025-03-24,5.68 2025-03-25,5.61 2025-03-26,5.62 2025-03-27,5.59 2025-03-28,5.57 2025-03-31,5.56 2025-04-01,5.56 2025-04-02,5.58 2025-04-03,5.59 2025-04-07,5.2 2025-04-08,5.34 2025-04-09,5.46 2025-04-10,5.43 2025-04-11,5.41 2025-04-14,5.42 2025-04-15,5.41 2025-04-16,5.47 2025-04-17,5.44 2025-04-18,5.44 2025-04-21,5.44 2025-04-22,5.4 2025-04-23,5.34 2025-04-24,5.33 2025-04-25,5.32 2025-04-28,5.35 2025-04-29,5.34 2025-04-30,5.32 2025-05-06,5.48 2025-05-07,5.48 2025-05-08,5.46 2025-05-09,5.43 2025-05-12,5.48 2025-05-13,5.44 2025-05-14,5.54 2025-05-15,5.44 2025-05-16,5.38 2025-05-19,5.42 2025-05-20,5.47 2025-05-21,5.46 2025-05-22,5.43 2025-05-23,5.38 2025-05-26,5.4 2025-05-27,5.42 2025-05-28,5.33 2025-05-29,5.4 2025-05-30,5.36 2025-06-03,5.33 2025-06-04,5.34 2025-06-05,5.38 2025-06-06,5.42 2025-06-09,5.39 2025-06-10,5.31 2025-06-11,5.31 2025-06-12,5.27 2025-06-13,5.27 2025-06-16,5.27 2025-06-17,5.31 2025-06-18,5.29 2025-06-19,5.23 2025-06-20,5.25 2025-06-23,5.28 2025-06-24,5.33 2025-06-25,5.38 2025-06-26,5.35 2025-06-27,5.31 2025-06-30,5.34 2025-07-01,5.35 2025-07-02,5.33 2025-07-03,5.33 2025-07-04,5.34 2025-07-07,5.35 2025-07-08,5.38 2025-07-09,5.43 2025-07-10,5.41 2025-07-11,5.41 2025-07-14,5.43 2025-07-15,5.44 2025-07-16,5.42 2025-07-17,5.38 2025-07-18,5.45 2025-07-21,5.48 2025-07-22,5.49 2025-07-23,5.5 2025-07-24,5.53 2025-07-25,5.47 2025-07-28,5.43 2025-07-29,5.44 2025-07-30,5.42 2025-07-31,5.36 2025-08-01,5.32 2025-08-04,5.32 2025-08-05,5.38 2025-08-06,5.34 2025-08-07,5.35 2025-08-08,5.37 2025-08-11,5.36 2025-08-12,5.39 2025-08-13,5.44 2025-08-14,5.38 2025-08-15,5.4 2025-08-18,5.52 2025-08-19,5.47 2025-08-20,5.51 2025-08-21,5.66 2025-08-22,5.89 2025-08-25,5.82 2025-08-26,5.79 2025-08-27,5.65 2025-08-28,5.77 2025-08-29,5.7 2025-09-01,5.7 2025-09-02,5.61 2025-09-03,5.49 2025-09-04,5.39 2025-09-05,5.39 2025-09-08,5.65 2025-09-09,5.47 2025-09-10,5.76 2025-09-11,5.77 2025-09-12,5.68 2025-09-15,5.58 2025-09-16,5.58 2025-09-17,5.62 2025-09-18,5.47 2025-09-19,5.42 2025-09-22,5.47 2025-09-23,5.42 2025-09-24,5.48 2025-09-25,5.45 2025-09-26,5.41 ","date,20日,10日 2025-02-14,5.0605,5.303 2025-02-17,5.147,5.467 2025-02-18,5.231,5.62 2025-02-19,5.310499999999999,5.765000000000001 2025-02-20,5.3795,5.872 2025-02-21,5.478,6.031000000000001 2025-02-24,5.5714999999999995,6.158 2025-02-25,5.6615,6.273 2025-02-26,5.751,6.3839999999999995 2025-02-27,5.83,6.4719999999999995 2025-02-28,5.901,6.4990000000000006 2025-03-03,5.968500000000001,6.470000000000001 2025-03-04,6.033,6.446000000000001 2025-03-05,6.0965,6.428 2025-03-06,6.1665,6.461 2025-03-07,6.225499999999999,6.42 2025-03-10,6.2635,6.369 2025-03-11,6.3,6.327 2025-03-12,6.3365,6.289 2025-03-13,6.368,6.264 2025-03-14,6.379,6.259 2025-03-17,6.361,6.252000000000001 2025-03-18,6.3505,6.255000000000001 2025-03-19,6.317,6.206 2025-03-20,6.2924999999999995,6.1240000000000006 2025-03-21,6.2364999999999995,6.053 2025-03-24,6.184,5.9990000000000006 2025-03-25,6.133,5.939 2025-03-26,6.0835,5.878 2025-03-27,6.044,5.824 2025-03-28,6.01,5.761000000000001 2025-03-31,5.977,5.702 2025-04-01,5.946,5.637 2025-04-02,5.912000000000001,5.618 2025-04-03,5.865,5.606 2025-04-07,5.8045,5.555999999999999 2025-04-08,5.7605,5.522 2025-04-09,5.723,5.507 2025-04-10,5.683,5.488 2025-04-11,5.647,5.47 2025-04-14,5.608,5.455 2025-04-15,5.571,5.4399999999999995 2025-04-16,5.534,5.431 2025-04-17,5.5175,5.417 2025-04-18,5.504,5.401999999999999 2025-04-21,5.4910000000000005,5.426 2025-04-22,5.476999999999999,5.432 2025-04-23,5.4635,5.42 2025-04-24,5.449,5.41 2025-04-25,5.4355,5.401000000000001 2025-04-28,5.4245,5.394 2025-04-29,5.4135,5.3870000000000005 2025-04-30,5.4015,5.372000000000001 2025-05-06,5.3965,5.3759999999999994 2025-05-07,5.391,5.380000000000001 2025-05-08,5.404,5.382 2025-05-09,5.4085,5.385 2025-05-12,5.4095,5.399 2025-05-13,5.41,5.41 2025-05-14,5.4165,5.432 2025-05-15,5.4175,5.441000000000001 2025-05-16,5.416,5.445 2025-05-19,5.413500000000001,5.455 2025-05-20,5.415000000000001,5.454000000000001 2025-05-21,5.4159999999999995,5.452 2025-05-22,5.4155,5.449 2025-05-23,5.4145,5.444 2025-05-26,5.4175,5.436 2025-05-27,5.422000000000001,5.433999999999999 2025-05-28,5.4225,5.412999999999999 2025-05-29,5.425,5.409000000000001 2025-05-30,5.426,5.407 2025-06-03,5.4265,5.398000000000001 2025-06-04,5.4195,5.385 2025-06-05,5.4145,5.377000000000001 2025-06-06,5.4125,5.376 2025-06-09,5.4105,5.377000000000001 2025-06-10,5.401999999999999,5.368 2025-06-11,5.3955,5.357 2025-06-12,5.382,5.351000000000001 2025-06-13,5.3735,5.337999999999999 2025-06-16,5.368,5.328999999999999 2025-06-17,5.3625,5.327 2025-06-18,5.3534999999999995,5.321999999999999 2025-06-19,5.3420000000000005,5.307 2025-06-20,5.333,5.29 2025-06-23,5.328,5.279 2025-06-24,5.3245,5.281000000000001 2025-06-25,5.3225,5.287999999999999 2025-06-26,5.3235,5.296 2025-06-27,5.319,5.3 2025-06-30,5.318,5.307 2025-07-01,5.319000000000001,5.311 2025-07-02,5.3185,5.3149999999999995 2025-07-03,5.316,5.325 2025-07-04,5.312,5.334 2025-07-07,5.3100000000000005,5.340999999999999 2025-07-08,5.3134999999999994,5.345999999999999 2025-07-09,5.3195,5.351000000000001 2025-07-10,5.3265,5.357 2025-07-11,5.333499999999999,5.367 2025-07-14,5.3415,5.376 2025-07-15,5.348,5.385 2025-07-16,5.3545,5.394 2025-07-17,5.362,5.398999999999999 2025-07-18,5.372,5.41 2025-07-21,5.382,5.423 2025-07-22,5.39,5.433999999999999 2025-07-23,5.396,5.441 2025-07-24,5.404999999999999,5.453 2025-07-25,5.413,5.4590000000000005 2025-07-28,5.4175,5.459 2025-07-29,5.422,5.4590000000000005 2025-07-30,5.4265,5.459 2025-07-31,5.428,5.457 2025-08-01,5.427,5.444 2025-08-04,5.4255,5.428 2025-08-05,5.4255,5.417 2025-08-06,5.421,5.401000000000001 2025-08-07,5.418,5.383 2025-08-08,5.416,5.373 2025-08-11,5.4125,5.3660000000000005 2025-08-12,5.41,5.361 2025-08-13,5.411,5.363 2025-08-14,5.411,5.365 2025-08-15,5.4085,5.373 2025-08-18,5.4105,5.393 2025-08-19,5.4094999999999995,5.401999999999999 2025-08-20,5.41,5.419 2025-08-21,5.4165,5.45 2025-08-22,5.4375,5.502 2025-08-25,5.457,5.548 2025-08-26,5.4745,5.587999999999999 2025-08-27,5.486,5.609 2025-08-28,5.5065,5.648 2025-08-29,5.5255,5.678 2025-09-01,5.5445,5.696 2025-09-02,5.556,5.709999999999999 2025-09-03,5.5634999999999994,5.708 2025-09-04,5.5655,5.681 2025-09-05,5.5665,5.631 2025-09-08,5.581,5.614 2025-09-09,5.585,5.582 2025-09-10,5.601,5.593000000000001 2025-09-11,5.6205,5.593 2025-09-12,5.6345,5.590999999999999 2025-09-15,5.6375,5.579 2025-09-16,5.643,5.5760000000000005 2025-09-17,5.6485,5.589 2025-09-18,5.639,5.5969999999999995 2025-09-19,5.6155,5.6 2025-09-22,5.598,5.582 2025-09-23,5.5795,5.577 2025-09-24,5.571,5.549 2025-09-25,5.555,5.517 2025-09-26,5.5405,5.49 " 1601,CN,technical,国投资本从2025年05月03日到2025年11月18日,简单移动平均的20日线与10日线发生金叉多少次?使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,4.0,medium,moving average,SMA_n = 1 / n * \sum_{i=0}^{n-1} P_{t-i},"date,close 2025-04-03,7.12 2025-04-07,6.42 2025-04-08,6.53 2025-04-09,6.76 2025-04-10,6.89 2025-04-11,6.83 2025-04-14,6.83 2025-04-15,6.8 2025-04-16,6.79 2025-04-17,6.78 2025-04-18,6.83 2025-04-21,6.85 2025-04-22,6.93 2025-04-23,6.86 2025-04-24,6.82 2025-04-25,6.87 2025-04-28,6.83 2025-04-29,6.83 2025-04-30,6.84 2025-05-06,6.98 2025-05-07,7.02 2025-05-08,7.03 2025-05-09,6.98 2025-05-12,7.08 2025-05-13,7.07 2025-05-14,7.23 2025-05-15,7.13 2025-05-16,7.01 2025-05-19,7.0 2025-05-20,7.02 2025-05-21,7.02 2025-05-22,6.98 2025-05-23,6.88 2025-05-26,6.91 2025-05-27,6.96 2025-05-28,6.91 2025-05-29,6.97 2025-05-30,6.97 2025-06-03,7.08 2025-06-04,7.13 2025-06-05,7.14 2025-06-06,7.12 2025-06-09,7.18 2025-06-10,7.11 2025-06-11,7.23 2025-06-12,7.3 2025-06-13,7.28 2025-06-16,7.29 2025-06-17,7.38 2025-06-18,7.31 2025-06-19,7.17 2025-06-20,7.12 2025-06-23,7.2 2025-06-24,7.39 2025-06-25,7.64 2025-06-26,7.6 2025-06-27,7.55 2025-06-30,7.52 2025-07-01,7.47 2025-07-02,7.47 2025-07-03,7.49 2025-07-04,7.5 2025-07-07,7.5 2025-07-08,7.61 2025-07-09,7.69 2025-07-10,7.83 2025-07-11,7.9 2025-07-14,7.8 2025-07-15,7.74 2025-07-16,7.7 2025-07-17,7.64 2025-07-18,7.68 2025-07-21,7.78 2025-07-22,7.75 2025-07-23,7.75 2025-07-24,7.91 2025-07-25,7.82 2025-07-28,7.84 2025-07-29,7.85 2025-07-30,7.76 2025-07-31,7.56 2025-08-01,7.56 2025-08-04,7.55 2025-08-05,7.66 2025-08-06,7.67 2025-08-07,7.69 2025-08-08,7.66 2025-08-11,7.75 2025-08-12,7.83 2025-08-13,7.95 2025-08-14,8.02 2025-08-15,8.23 2025-08-18,8.21 2025-08-19,8.23 2025-08-20,8.41 2025-08-21,8.37 2025-08-22,8.53 2025-08-25,8.68 2025-08-26,8.69 2025-08-27,8.38 2025-08-28,8.51 2025-08-29,8.34 2025-09-01,8.19 2025-09-02,8.1 2025-09-03,7.88 2025-09-04,7.81 2025-09-05,7.8 2025-09-08,7.8 2025-09-09,7.74 2025-09-10,7.7 2025-09-11,7.89 2025-09-12,7.74 2025-09-15,7.69 2025-09-16,7.63 2025-09-17,7.84 2025-09-18,7.61 2025-09-19,7.57 2025-09-22,7.6 2025-09-23,7.5 2025-09-24,7.73 2025-09-25,7.61 2025-09-26,7.76 2025-09-29,8.0 2025-09-30,7.89 2025-10-09,7.88 2025-10-10,7.96 2025-10-13,7.87 2025-10-14,7.86 2025-10-15,7.94 2025-10-16,7.87 2025-10-17,7.64 2025-10-20,7.68 2025-10-21,7.77 2025-10-22,7.72 2025-10-23,7.81 2025-10-24,7.93 2025-10-27,7.98 2025-10-28,7.89 2025-10-29,8.05 2025-10-30,7.93 2025-10-31,7.84 2025-11-03,7.8 2025-11-04,7.79 2025-11-05,7.77 2025-11-06,7.88 2025-11-07,7.81 2025-11-10,7.89 2025-11-11,7.82 2025-11-12,7.74 2025-11-13,7.79 2025-11-14,7.71 2025-11-17,7.63 2025-11-18,7.59 ","date,20日,10日 2025-05-06,6.8195,6.864 2025-05-07,6.8145,6.883 2025-05-08,6.845000000000001,6.901000000000001 2025-05-09,6.8675,6.906000000000001 2025-05-12,6.8835,6.928 2025-05-13,6.8925,6.953 2025-05-14,6.9125,6.989 2025-05-15,6.9275,7.019 2025-05-16,6.938,7.037000000000001 2025-05-19,6.9485,7.053 2025-05-20,6.960500000000001,7.0569999999999995 2025-05-21,6.969999999999999,7.057 2025-05-22,6.9765,7.052000000000001 2025-05-23,6.974000000000001,7.042 2025-05-26,6.9765,7.025 2025-05-27,6.983500000000001,7.014 2025-05-28,6.9855,6.981999999999999 2025-05-29,6.9925,6.965999999999999 2025-05-30,6.9995,6.961999999999999 2025-06-03,7.011500000000001,6.969999999999999 2025-06-04,7.019,6.981 2025-06-05,7.025,6.993 2025-06-06,7.0295000000000005,7.007 2025-06-09,7.039500000000001,7.036999999999999 2025-06-10,7.0409999999999995,7.0569999999999995 2025-06-11,7.049000000000001,7.0840000000000005 2025-06-12,7.052499999999999,7.123 2025-06-13,7.06,7.154000000000001 2025-06-16,7.074,7.186 2025-06-17,7.093000000000001,7.216000000000001 2025-06-18,7.1075,7.234 2025-06-19,7.115,7.236999999999999 2025-06-20,7.122,7.237 2025-06-23,7.138,7.239 2025-06-24,7.162000000000001,7.267 2025-06-25,7.196,7.308 2025-06-26,7.230499999999999,7.337999999999999 2025-06-27,7.2595,7.364999999999999 2025-06-30,7.287000000000001,7.388000000000001 2025-07-01,7.3065000000000015,7.397 2025-07-02,7.3235,7.412999999999999 2025-07-03,7.340999999999999,7.445 2025-07-04,7.359999999999999,7.483 2025-07-07,7.3759999999999994,7.513 2025-07-08,7.401000000000001,7.534999999999999 2025-07-09,7.4239999999999995,7.539999999999999 2025-07-10,7.4505,7.563 2025-07-11,7.4815,7.598000000000001 2025-07-14,7.507000000000001,7.6259999999999994 2025-07-15,7.525,7.6530000000000005 2025-07-16,7.544499999999999,7.675999999999999 2025-07-17,7.568,7.691 2025-07-18,7.595999999999999,7.7090000000000005 2025-07-21,7.625,7.737 2025-07-22,7.642999999999999,7.751 2025-07-23,7.6485,7.757000000000001 2025-07-24,7.664,7.765000000000001 2025-07-25,7.6775,7.757000000000001 2025-07-28,7.6934999999999985,7.761 2025-07-29,7.7125,7.772 2025-07-30,7.726999999999999,7.7780000000000005 2025-07-31,7.730500000000001,7.7700000000000005 2025-08-01,7.733500000000001,7.758 2025-08-04,7.736,7.734999999999999 2025-08-05,7.738499999999999,7.725999999999999 2025-08-06,7.7375,7.717999999999999 2025-08-07,7.730500000000001,7.696000000000001 2025-08-08,7.718500000000001,7.68 2025-08-11,7.715999999999999,7.671000000000001 2025-08-12,7.7204999999999995,7.669 2025-08-13,7.733,7.688000000000001 2025-08-14,7.752000000000001,7.734 2025-08-15,7.7795000000000005,7.801 2025-08-18,7.801,7.867 2025-08-19,7.825,7.924000000000001 2025-08-20,7.858,7.998 2025-08-21,7.881,8.065999999999999 2025-08-22,7.916499999999999,8.153 2025-08-25,7.958500000000001,8.245999999999999 2025-08-26,8.000499999999999,8.331999999999999 2025-08-27,8.0315,8.375 2025-08-28,8.078999999999999,8.424 2025-08-29,8.117999999999999,8.434999999999999 2025-09-01,8.15,8.433 2025-09-02,8.172,8.42 2025-09-03,8.182500000000001,8.367 2025-09-04,8.188500000000001,8.311 2025-09-05,8.1955,8.238 2025-09-08,8.198,8.15 2025-09-09,8.1935,8.055000000000001 2025-09-10,8.181000000000001,7.986999999999999 2025-09-11,8.174499999999998,7.925 2025-09-12,8.15,7.865 2025-09-15,8.123999999999999,7.815 2025-09-16,8.094,7.767999999999999 2025-09-17,8.0655,7.764 2025-09-18,8.0275,7.744 2025-09-19,7.9795,7.720999999999999 2025-09-22,7.9254999999999995,7.7010000000000005 2025-09-23,7.866,7.677000000000001 2025-09-24,7.833500000000001,7.6800000000000015 2025-09-25,7.788500000000001,7.652000000000001 2025-09-26,7.7595,7.653999999999999 2025-09-29,7.75,7.685 2025-09-30,7.7395,7.711 2025-10-09,7.7395,7.715000000000001 2025-10-10,7.747,7.75 2025-10-13,7.750500000000001,7.780000000000001 2025-10-14,7.7535,7.806 2025-10-15,7.763499999999999,7.85 2025-10-16,7.772,7.864 2025-10-17,7.7595,7.866999999999999 2025-10-20,7.7565,7.859 2025-10-21,7.7605,7.836 2025-10-22,7.765000000000001,7.819 2025-10-23,7.7635000000000005,7.812 2025-10-24,7.7795000000000005,7.809 2025-10-27,7.8,7.8199999999999985 2025-10-28,7.8145,7.822999999999999 2025-10-29,7.8420000000000005,7.8340000000000005 2025-10-30,7.851999999999999,7.839999999999999 2025-10-31,7.8635,7.859999999999999 2025-11-03,7.8655,7.872 2025-11-04,7.855000000000001,7.8740000000000006 2025-11-05,7.848999999999999,7.8790000000000004 2025-11-06,7.848999999999999,7.886 2025-11-07,7.841499999999999,7.874 2025-11-10,7.842499999999999,7.865 2025-11-11,7.8405000000000005,7.858 2025-11-12,7.830500000000001,7.827000000000001 2025-11-13,7.8265,7.813 2025-11-14,7.83,7.8 2025-11-17,7.827500000000001,7.7829999999999995 2025-11-18,7.8185,7.763 " 1602,CN,technical,在2021年08月01日至2022年03月28日期间,中信证券的简单移动平均20日线和30日线共出现几次死叉?使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,3.0,medium,moving average,SMA_n = 1 / n * \sum_{i=0}^{n-1} P_{t-i},"date,close 2021-06-22,24.66 2021-06-23,24.76 2021-06-24,25.0 2021-06-25,25.51 2021-06-28,25.13 2021-06-29,24.8 2021-06-30,24.94 2021-07-01,24.67 2021-07-02,23.65 2021-07-05,23.53 2021-07-06,23.68 2021-07-07,23.64 2021-07-08,23.6 2021-07-09,23.51 2021-07-12,23.89 2021-07-13,23.72 2021-07-14,23.32 2021-07-15,23.67 2021-07-16,23.83 2021-07-19,23.8 2021-07-20,23.61 2021-07-21,23.82 2021-07-22,24.13 2021-07-23,24.24 2021-07-26,23.5 2021-07-27,22.91 2021-07-28,22.87 2021-07-29,23.02 2021-07-30,22.59 2021-08-02,23.27 2021-08-03,23.33 2021-08-04,23.26 2021-08-05,22.87 2021-08-06,23.08 2021-08-09,23.52 2021-08-10,23.77 2021-08-11,23.7 2021-08-12,23.74 2021-08-13,24.1 2021-08-16,24.01 2021-08-17,23.91 2021-08-18,25.25 2021-08-19,24.64 2021-08-20,24.24 2021-08-23,24.43 2021-08-24,25.14 2021-08-25,24.92 2021-08-26,24.58 2021-08-27,24.73 2021-08-30,24.34 2021-08-31,25.68 2021-09-01,26.89 2021-09-02,27.09 2021-09-03,26.59 2021-09-06,26.82 2021-09-07,27.15 2021-09-08,26.9 2021-09-09,26.73 2021-09-10,27.27 2021-09-13,27.19 2021-09-14,26.48 2021-09-15,26.24 2021-09-16,25.48 2021-09-17,25.95 2021-09-22,25.69 2021-09-23,26.2 2021-09-24,26.04 2021-09-27,25.65 2021-09-28,25.86 2021-09-29,25.61 2021-09-30,25.28 2021-10-08,25.75 2021-10-11,25.66 2021-10-12,24.86 2021-10-13,24.71 2021-10-14,24.76 2021-10-15,24.96 2021-10-18,24.98 2021-10-19,25.05 2021-10-20,25.0 2021-10-21,25.16 2021-10-22,25.46 2021-10-25,25.65 2021-10-26,25.26 2021-10-27,24.67 2021-10-28,24.75 2021-10-29,25.88 2021-11-01,25.98 2021-11-02,25.53 2021-11-03,25.39 2021-11-04,25.44 2021-11-05,25.36 2021-11-08,25.46 2021-11-09,25.58 2021-11-10,25.01 2021-11-11,25.75 2021-11-12,25.34 2021-11-15,25.22 2021-11-16,24.01 2021-11-17,24.04 2021-11-18,24.08 2021-11-19,24.3 2021-11-22,24.29 2021-11-23,24.21 2021-11-24,24.19 2021-11-25,24.09 2021-11-26,23.92 2021-11-29,23.8 2021-11-30,23.77 2021-12-01,24.23 2021-12-02,24.4 2021-12-03,24.78 2021-12-06,25.91 2021-12-07,26.15 2021-12-08,26.49 2021-12-09,26.88 2021-12-10,26.44 2021-12-13,26.67 2021-12-14,26.32 2021-12-15,26.4 2021-12-16,26.65 2021-12-17,26.29 2021-12-20,25.88 2021-12-21,26.11 2021-12-22,25.88 2021-12-23,25.93 2021-12-24,25.69 2021-12-27,26.0 2021-12-28,26.05 2021-12-29,25.88 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2022-02-28,24.6495,25.075666666666667 2022-03-01,24.5345,24.974333333333334 2022-03-02,24.4025,24.861666666666665 2022-03-03,24.355,24.770333333333333 2022-03-04,24.2615,24.68066666666667 2022-03-07,24.0845,24.548000000000002 2022-03-08,23.871000000000002,24.390333333333334 2022-03-09,23.6435,24.217 2022-03-10,23.41,24.033333333333335 2022-03-11,23.170499999999997,23.851333333333333 2022-03-14,22.9565,23.701 2022-03-15,22.702499999999997,23.499000000000002 2022-03-16,22.517000000000003,23.336666666666666 2022-03-17,22.3375,23.222333333333335 2022-03-18,22.178,23.11733333333333 2022-03-21,21.9925,22.968333333333337 2022-03-22,21.8335,22.817666666666664 2022-03-23,21.663,22.668666666666663 2022-03-24,21.523999999999997,22.51366666666667 2022-03-25,21.3765,22.336333333333336 2022-03-28,21.232999999999997,22.191666666666666 " 1603,CN,technical,2021年08月20日-2022年04月07日,中国巨石简单移动平均线中30日均线和10日均线死叉的次数是多少?使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,4.0,medium,moving average,SMA_n = 1 / n * \sum_{i=0}^{n-1} P_{t-i},"date,close 2021-07-12,15.99 2021-07-13,16.55 2021-07-14,16.1 2021-07-15,16.26 2021-07-16,16.67 2021-07-19,16.24 2021-07-20,15.74 2021-07-21,15.55 2021-07-22,16.19 2021-07-23,15.97 2021-07-26,15.33 2021-07-27,14.56 2021-07-28,14.45 2021-07-29,14.94 2021-07-30,14.91 2021-08-02,15.88 2021-08-03,16.26 2021-08-04,16.45 2021-08-05,16.51 2021-08-06,16.2 2021-08-09,16.85 2021-08-10,16.72 2021-08-11,17.85 2021-08-12,17.79 2021-08-13,17.47 2021-08-16,17.21 2021-08-17,16.7 2021-08-18,17.9 2021-08-19,17.69 2021-08-20,18.25 2021-08-23,18.2 2021-08-24,18.08 2021-08-25,18.12 2021-08-26,17.45 2021-08-27,17.72 2021-08-30,18.14 2021-08-31,17.55 2021-09-01,18.45 2021-09-02,19.85 2021-09-03,19.6 2021-09-06,19.62 2021-09-07,21.58 2021-09-08,21.8 2021-09-09,21.5 2021-09-10,20.8 2021-09-13,21.09 2021-09-14,20.74 2021-09-15,20.44 2021-09-16,19.94 2021-09-17,20.19 2021-09-22,20.06 2021-09-23,20.09 2021-09-24,19.27 2021-09-27,18.21 2021-09-28,18.2 2021-09-29,17.5 2021-09-30,17.58 2021-10-08,17.73 2021-10-11,17.45 2021-10-12,17.05 2021-10-13,17.25 2021-10-14,17.0 2021-10-15,17.17 2021-10-18,17.48 2021-10-19,18.2 2021-10-20,18.19 2021-10-21,17.79 2021-10-22,18.3 2021-10-25,18.2 2021-10-26,19.06 2021-10-27,19.05 2021-10-28,19.15 2021-10-29,19.14 2021-11-01,18.9 2021-11-02,18.37 2021-11-03,18.01 2021-11-04,18.82 2021-11-05,17.87 2021-11-08,17.75 2021-11-09,17.84 2021-11-10,17.13 2021-11-11,17.34 2021-11-12,16.81 2021-11-15,16.91 2021-11-16,16.57 2021-11-17,16.87 2021-11-18,17.09 2021-11-19,17.3 2021-11-22,17.39 2021-11-23,17.0 2021-11-24,16.86 2021-11-25,17.2 2021-11-26,17.17 2021-11-29,17.0 2021-11-30,17.5 2021-12-01,17.7 2021-12-02,17.78 2021-12-03,17.76 2021-12-06,17.65 2021-12-07,17.88 2021-12-08,17.81 2021-12-09,17.82 2021-12-10,17.4 2021-12-13,18.14 2021-12-14,18.01 2021-12-15,17.74 2021-12-16,17.84 2021-12-17,17.51 2021-12-20,16.87 2021-12-21,16.95 2021-12-22,17.8 2021-12-23,18.18 2021-12-24,18.22 2021-12-27,18.46 2021-12-28,18.36 2021-12-29,18.09 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2022-03-31,15.24 2022-04-01,15.19 2022-04-06,15.43 2022-04-07,15.41 ","date,30日,10日 2021-08-20,16.372666666666667,17.443 2021-08-23,16.44633333333333,17.577999999999996 2021-08-24,16.497333333333334,17.714 2021-08-25,16.564666666666668,17.741 2021-08-26,16.604333333333336,17.707 2021-08-27,16.639333333333333,17.732 2021-08-30,16.702666666666666,17.825 2021-08-31,16.762999999999998,17.91 2021-09-01,16.859666666666666,17.965 2021-09-02,16.981666666666666,18.181 2021-09-03,17.102666666666668,18.316 2021-09-06,17.24566666666667,18.458 2021-09-07,17.479666666666667,18.808 2021-09-08,17.724666666666668,19.176 2021-09-09,17.943333333333335,19.581 2021-09-10,18.139666666666663,19.889000000000003 2021-09-13,18.313333333333333,20.184 2021-09-14,18.462666666666667,20.503 2021-09-15,18.595666666666666,20.701999999999998 2021-09-16,18.709999999999997,20.711000000000002 2021-09-17,18.843,20.770000000000003 2021-09-22,18.95,20.814 2021-09-23,19.062333333333335,20.665 2021-09-24,19.10966666666667,20.412 2021-09-27,19.123666666666665,20.083000000000002 2021-09-28,19.148,19.823 2021-09-29,19.157666666666668,19.464 2021-09-30,19.187,19.148000000000003 2021-10-08,19.181333333333335,18.877000000000002 2021-10-11,19.173333333333332,18.627999999999997 2021-10-12,19.133333333333333,18.314 2021-10-13,19.10166666666667,18.032999999999998 2021-10-14,19.06566666666667,17.724 2021-10-15,19.034,17.514000000000003 2021-10-18,19.035000000000004,17.441 2021-10-19,19.051,17.441 2021-10-20,19.052666666666667,17.51 2021-10-21,19.060666666666666,17.531 2021-10-22,19.05566666666667,17.588 2021-10-25,19.000666666666667,17.663000000000004 2021-10-26,18.982666666666667,17.864 2021-10-27,18.963666666666665,18.044 2021-10-28,18.88266666666667,18.259 2021-10-29,18.793999999999997,18.456 2021-11-01,18.707333333333334,18.598 2021-11-02,18.626333333333335,18.615000000000002 2021-11-03,18.523666666666667,18.596999999999998 2021-11-04,18.459666666666667,18.7 2021-11-05,18.374000000000002,18.657000000000004 2021-11-08,18.301,18.612000000000002 2021-11-09,18.22266666666667,18.49 2021-11-10,18.125,18.298000000000002 2021-11-11,18.033333333333335,18.117 2021-11-12,17.95133333333333,17.884 2021-11-15,17.908,17.685000000000002 2021-11-16,17.853666666666665,17.505000000000003 2021-11-17,17.832666666666668,17.391000000000002 2021-11-18,17.816333333333333,17.218 2021-11-19,17.802,17.160999999999998 2021-11-22,17.8,17.125 2021-11-23,17.798333333333332,17.041000000000004 2021-11-24,17.78533333333333,17.014 2021-11-25,17.791999999999998,17.0 2021-11-26,17.791999999999998,17.036 2021-11-29,17.776,17.044999999999998 2021-11-30,17.752666666666666,17.137999999999998 2021-12-01,17.736333333333334,17.220999999999997 2021-12-02,17.736,17.29 2021-12-03,17.718,17.336000000000002 2021-12-06,17.699666666666666,17.362000000000002 2021-12-07,17.660333333333334,17.45 2021-12-08,17.619000000000003,17.544999999999998 2021-12-09,17.574666666666666,17.607000000000003 2021-12-10,17.516666666666666,17.630000000000003 2021-12-13,17.491333333333333,17.744 2021-12-14,17.479333333333333,17.794999999999998 2021-12-15,17.470333333333333,17.799 2021-12-16,17.437666666666665,17.805 2021-12-17,17.425666666666665,17.779999999999998 2021-12-20,17.396333333333335,17.701999999999998 2021-12-21,17.366666666666667,17.608999999999998 2021-12-22,17.389,17.607999999999997 2021-12-23,17.416999999999998,17.644 2021-12-24,17.464,17.726000000000003 2021-12-27,17.515666666666668,17.758000000000003 2021-12-28,17.575333333333333,17.793 2021-12-29,17.616,17.828 2021-12-30,17.65266666666667,17.863 2021-12-31,17.682666666666663,17.932 2022-01-04,17.701,18.039 2022-01-05,17.723666666666663,18.112 2022-01-06,17.756999999999998,18.118000000000002 2022-01-07,17.795333333333335,18.134999999999998 2022-01-10,17.837333333333333,18.156 2022-01-11,17.871333333333332,18.112000000000002 2022-01-12,17.880000000000003,18.052 2022-01-13,17.857333333333333,17.945 2022-01-14,17.820666666666668,17.794 2022-01-17,17.788333333333338,17.653000000000002 2022-01-18,17.759999999999998,17.538999999999998 2022-01-19,17.73033333333333,17.470000000000002 2022-01-20,17.70266666666667,17.381999999999998 2022-01-21,17.662,17.207 2022-01-24,17.642666666666667,17.046 2022-01-25,17.58566666666667,16.886999999999997 2022-01-26,17.53966666666667,16.774 2022-01-27,17.497333333333334,16.719 2022-01-28,17.44366666666667,16.674 2022-02-07,17.412666666666667,16.653 2022-02-08,17.412,16.658 2022-02-09,17.41433333333333,16.660999999999998 2022-02-10,17.387,16.661 2022-02-11,17.349,16.705000000000002 2022-02-14,17.299,16.695 2022-02-15,17.244000000000003,16.733 2022-02-16,17.209666666666667,16.802999999999997 2022-02-17,17.183666666666667,16.887 2022-02-18,17.15533333333333,16.997999999999998 2022-02-21,17.122999999999998,17.063 2022-02-22,17.09466666666667,17.086999999999996 2022-02-23,17.079,17.106 2022-02-24,17.043333333333333,17.086999999999996 2022-02-25,17.00166666666667,17.093 2022-02-28,16.955666666666666,17.125999999999998 2022-03-01,16.923,17.148999999999997 2022-03-02,16.888333333333335,17.088 2022-03-03,16.877,17.025 2022-03-04,16.866,16.926 2022-03-07,16.842666666666666,16.812 2022-03-08,16.793666666666667,16.636000000000003 2022-03-09,16.732333333333333,16.43 2022-03-10,16.69533333333333,16.338 2022-03-11,16.673,16.220999999999997 2022-03-14,16.631,16.072 2022-03-15,16.571,15.831 2022-03-16,16.535,15.714000000000002 2022-03-17,16.522333333333332,15.655000000000001 2022-03-18,16.520333333333333,15.637 2022-03-21,16.494,15.607 2022-03-22,16.454,15.639 2022-03-23,16.405666666666665,15.681000000000001 2022-03-24,16.349333333333334,15.623000000000001 2022-03-25,16.287333333333333,15.548000000000002 2022-03-28,16.234666666666666,15.506 2022-03-29,16.18,15.560000000000002 2022-03-30,16.116333333333333,15.547 2022-03-31,16.04733333333333,15.462 2022-04-01,15.975666666666665,15.364 2022-04-06,15.915666666666665,15.328 2022-04-07,15.859666666666667,15.304000000000002 " 1604,CN,technical,对于中国中冶在2024年09月10日到2025年06月10日间简单移动平均线,统计5日线与10日线的死叉次数。使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,13.0,medium,moving average,SMA_n = 1 / n * \sum_{i=0}^{n-1} P_{t-i},"date,close 2024-08-28,3.17 2024-08-29,3.07 2024-08-30,2.95 2024-09-02,2.83 2024-09-03,2.83 2024-09-04,2.74 2024-09-05,2.75 2024-09-06,2.74 2024-09-09,2.69 2024-09-10,2.66 2024-09-11,2.62 2024-09-12,2.62 2024-09-13,2.57 2024-09-18,2.6 2024-09-19,2.68 2024-09-20,2.67 2024-09-23,2.68 2024-09-24,2.77 2024-09-25,2.87 2024-09-26,2.98 2024-09-27,3.05 2024-09-30,3.34 2024-10-08,3.55 2024-10-09,3.2 2024-10-10,3.52 2024-10-11,3.31 2024-10-14,3.37 2024-10-15,3.29 2024-10-16,3.31 2024-10-17,3.23 2024-10-18,3.3 2024-10-21,3.32 2024-10-22,3.32 2024-10-23,3.36 2024-10-24,3.29 2024-10-25,3.3 2024-10-28,3.35 2024-10-29,3.27 2024-10-30,3.32 2024-10-31,3.34 2024-11-01,3.41 2024-11-04,3.43 2024-11-05,3.49 2024-11-06,3.49 2024-11-07,3.59 2024-11-08,3.53 2024-11-11,3.5 2024-11-12,3.44 2024-11-13,3.47 2024-11-14,3.44 2024-11-15,3.38 2024-11-18,3.64 2024-11-19,3.47 2024-11-20,3.46 2024-11-21,3.44 2024-11-22,3.32 2024-11-25,3.31 2024-11-26,3.29 2024-11-27,3.34 2024-11-28,3.33 2024-11-29,3.34 2024-12-02,3.39 2024-12-03,3.42 2024-12-04,3.37 2024-12-05,3.36 2024-12-06,3.42 2024-12-09,3.41 2024-12-10,3.4 2024-12-11,3.43 2024-12-12,3.45 2024-12-13,3.36 2024-12-16,3.36 2024-12-17,3.32 2024-12-18,3.36 2024-12-19,3.38 2024-12-20,3.33 2024-12-23,3.34 2024-12-24,3.37 2024-12-25,3.37 2024-12-26,3.32 2024-12-27,3.35 2024-12-30,3.37 2024-12-31,3.3 2025-01-02,3.16 2025-01-03,3.13 2025-01-06,3.12 2025-01-07,3.13 2025-01-08,3.11 2025-01-09,3.08 2025-01-10,3.03 2025-01-13,3.04 2025-01-14,3.11 2025-01-15,3.11 2025-01-16,3.12 2025-01-17,3.13 2025-01-20,3.1 2025-01-21,3.07 2025-01-22,3.06 2025-01-23,3.08 2025-01-24,3.09 2025-01-27,3.1 2025-02-05,3.08 2025-02-06,3.11 2025-02-07,3.14 2025-02-10,3.15 2025-02-11,3.14 2025-02-12,3.15 2025-02-13,3.16 2025-02-14,3.15 2025-02-17,3.15 2025-02-18,3.12 2025-02-19,3.14 2025-02-20,3.09 2025-02-21,3.08 2025-02-24,3.14 2025-02-25,3.11 2025-02-26,3.16 2025-02-27,3.16 2025-02-28,3.12 2025-03-03,3.11 2025-03-04,3.12 2025-03-05,3.1 2025-03-06,3.12 2025-03-07,3.1 2025-03-10,3.1 2025-03-11,3.11 2025-03-12,3.12 2025-03-13,3.11 2025-03-14,3.16 2025-03-17,3.17 2025-03-18,3.16 2025-03-19,3.14 2025-03-20,3.14 2025-03-21,3.15 2025-03-24,3.17 2025-03-25,3.21 2025-03-26,3.22 2025-03-27,3.15 2025-03-28,3.11 2025-03-31,3.02 2025-04-01,3.02 2025-04-02,3.03 2025-04-03,3.06 2025-04-07,2.79 2025-04-08,2.93 2025-04-09,2.97 2025-04-10,2.98 2025-04-11,2.94 2025-04-14,2.94 2025-04-15,2.93 2025-04-16,2.95 2025-04-17,2.96 2025-04-18,2.96 2025-04-21,2.96 2025-04-22,2.95 2025-04-23,2.95 2025-04-24,2.93 2025-04-25,2.95 2025-04-28,2.93 2025-04-29,2.89 2025-04-30,2.89 2025-05-06,2.93 2025-05-07,2.97 2025-05-08,2.95 2025-05-09,2.94 2025-05-12,2.97 2025-05-13,3.0 2025-05-14,3.02 2025-05-15,2.99 2025-05-16,2.96 2025-05-19,2.97 2025-05-20,2.97 2025-05-21,2.96 2025-05-22,2.93 2025-05-23,2.91 2025-05-26,2.91 2025-05-27,2.93 2025-05-28,2.92 2025-05-29,2.93 2025-05-30,2.93 2025-06-03,2.93 2025-06-04,2.95 2025-06-05,2.93 2025-06-06,2.95 2025-06-09,2.96 2025-06-10,2.94 ","date,5日,10日 2024-09-10,2.716,2.843 2024-09-11,2.692,2.788 2024-09-12,2.6660000000000004,2.7430000000000003 2024-09-13,2.632,2.705 2024-09-18,2.614,2.682 2024-09-19,2.618,2.667 2024-09-20,2.628,2.66 2024-09-23,2.6399999999999997,2.653 2024-09-24,2.68,2.6559999999999997 2024-09-25,2.7340000000000004,2.6740000000000004 2024-09-26,2.7939999999999996,2.7060000000000004 2024-09-27,2.87,2.749 2024-09-30,3.002,2.821 2024-10-08,3.158,2.9189999999999996 2024-10-09,3.2239999999999993,2.979 2024-10-10,3.332,3.063 2024-10-11,3.3840000000000003,3.127 2024-10-14,3.3899999999999997,3.196 2024-10-15,3.3379999999999996,3.248 2024-10-16,3.3600000000000003,3.2920000000000003 2024-10-17,3.3020000000000005,3.317 2024-10-18,3.3,3.342 2024-10-21,3.29,3.34 2024-10-22,3.2960000000000003,3.317 2024-10-23,3.3059999999999996,3.3329999999999997 2024-10-24,3.318,3.31 2024-10-25,3.318,3.3089999999999997 2024-10-28,3.3239999999999994,3.307 2024-10-29,3.314,3.3049999999999997 2024-10-30,3.306,3.306 2024-10-31,3.316,3.317 2024-11-01,3.3379999999999996,3.3280000000000003 2024-11-04,3.354,3.339 2024-11-05,3.3980000000000006,3.3560000000000003 2024-11-06,3.432,3.3689999999999998 2024-11-07,3.482,3.399 2024-11-08,3.5060000000000002,3.4219999999999997 2024-11-11,3.5200000000000005,3.437 2024-11-12,3.5100000000000002,3.4539999999999997 2024-11-13,3.5060000000000002,3.469 2024-11-14,3.476,3.479 2024-11-15,3.446,3.476 2024-11-18,3.4739999999999993,3.497 2024-11-19,3.4799999999999995,3.495 2024-11-20,3.478,3.492 2024-11-21,3.478,3.4769999999999994 2024-11-22,3.466,3.4560000000000004 2024-11-25,3.4,3.4370000000000003 2024-11-26,3.364,3.4219999999999997 2024-11-27,3.34,3.4090000000000003 2024-11-28,3.318,3.3979999999999997 2024-11-29,3.322,3.3939999999999997 2024-12-02,3.338,3.3689999999999998 2024-12-03,3.364,3.364 2024-12-04,3.37,3.3549999999999995 2024-12-05,3.376,3.347 2024-12-06,3.3920000000000003,3.357 2024-12-09,3.396,3.367 2024-12-10,3.3920000000000003,3.378 2024-12-11,3.404,3.3870000000000005 2024-12-12,3.4219999999999997,3.399 2024-12-13,3.41,3.401 2024-12-16,3.4,3.3979999999999997 2024-12-17,3.3839999999999995,3.3880000000000003 2024-12-18,3.37,3.3869999999999996 2024-12-19,3.3560000000000003,3.3890000000000002 2024-12-20,3.35,3.38 2024-12-23,3.346,3.373 2024-12-24,3.3560000000000003,3.37 2024-12-25,3.3579999999999997,3.364 2024-12-26,3.346,3.351 2024-12-27,3.35,3.35 2024-12-30,3.3560000000000003,3.3510000000000004 2024-12-31,3.342,3.349 2025-01-02,3.3,3.3289999999999997 2025-01-03,3.2620000000000005,3.304 2025-01-06,3.2159999999999997,3.283 2025-01-07,3.168,3.2620000000000005 2025-01-08,3.13,3.2359999999999998 2025-01-09,3.114,3.207 2025-01-10,3.094,3.178 2025-01-13,3.078,3.147 2025-01-14,3.074,3.121 2025-01-15,3.0740000000000003,3.102 2025-01-16,3.082,3.098 2025-01-17,3.1019999999999994,3.098 2025-01-20,3.114,3.0959999999999996 2025-01-21,3.1060000000000003,3.09 2025-01-22,3.096,3.085 2025-01-23,3.088,3.085 2025-01-24,3.0799999999999996,3.091 2025-01-27,3.0799999999999996,3.097 2025-02-05,3.082,3.094 2025-02-06,3.092,3.094 2025-02-07,3.104,3.096 2025-02-10,3.116,3.098 2025-02-11,3.124,3.1020000000000003 2025-02-12,3.138,3.1100000000000003 2025-02-13,3.148,3.12 2025-02-14,3.15,3.127 2025-02-17,3.15,3.133 2025-02-18,3.146,3.135 2025-02-19,3.1439999999999997,3.141 2025-02-20,3.13,3.1390000000000002 2025-02-21,3.1160000000000005,3.133 2025-02-24,3.114,3.132 2025-02-25,3.1119999999999997,3.129 2025-02-26,3.1159999999999997,3.13 2025-02-27,3.13,3.13 2025-02-28,3.1380000000000003,3.1270000000000002 2025-03-03,3.132,3.123 2025-03-04,3.1340000000000003,3.123 2025-03-05,3.1220000000000003,3.119 2025-03-06,3.114,3.1220000000000003 2025-03-07,3.1100000000000003,3.1239999999999997 2025-03-10,3.108,3.12 2025-03-11,3.106,3.12 2025-03-12,3.1100000000000003,3.116 2025-03-13,3.1079999999999997,3.1109999999999998 2025-03-14,3.12,3.115 2025-03-17,3.134,3.121 2025-03-18,3.144,3.125 2025-03-19,3.148,3.129 2025-03-20,3.154,3.131 2025-03-21,3.152,3.136 2025-03-24,3.152,3.143 2025-03-25,3.162,3.153 2025-03-26,3.178,3.163 2025-03-27,3.1799999999999997,3.1670000000000003 2025-03-28,3.1719999999999997,3.162 2025-03-31,3.1420000000000003,3.1470000000000002 2025-04-01,3.104,3.133 2025-04-02,3.066,3.1220000000000003 2025-04-03,3.048,3.114 2025-04-07,2.9839999999999995,3.078 2025-04-08,2.966,3.054 2025-04-09,2.9560000000000004,3.0300000000000002 2025-04-10,2.946,3.0060000000000002 2025-04-11,2.9219999999999997,2.985 2025-04-14,2.9520000000000004,2.968 2025-04-15,2.952,2.959 2025-04-16,2.9479999999999995,2.952 2025-04-17,2.944,2.945 2025-04-18,2.9480000000000004,2.935 2025-04-21,2.952,2.9520000000000004 2025-04-22,2.9560000000000004,2.954 2025-04-23,2.9560000000000004,2.952 2025-04-24,2.95,2.947 2025-04-25,2.948,2.948 2025-04-28,2.942,2.947 2025-04-29,2.9300000000000006,2.943 2025-04-30,2.918,2.9370000000000003 2025-05-06,2.918,2.934 2025-05-07,2.9219999999999997,2.935 2025-05-08,2.926,2.934 2025-05-09,2.936,2.9330000000000003 2025-05-12,2.952,2.935 2025-05-13,2.966,2.942 2025-05-14,2.976,2.9490000000000003 2025-05-15,2.984,2.9550000000000005 2025-05-16,2.9880000000000004,2.962 2025-05-19,2.9880000000000004,2.97 2025-05-20,2.982,2.974 2025-05-21,2.97,2.973 2025-05-22,2.958,2.971 2025-05-23,2.948,2.968 2025-05-26,2.936,2.962 2025-05-27,2.928,2.955 2025-05-28,2.92,2.9450000000000003 2025-05-29,2.9200000000000004,2.939 2025-05-30,2.9240000000000004,2.9360000000000004 2025-06-03,2.928,2.932 2025-06-04,2.932,2.93 2025-06-05,2.934,2.927 2025-06-06,2.938,2.9290000000000003 2025-06-09,2.944,2.934 2025-06-10,2.946,2.9370000000000003 " 1605,CN,technical,"洋河股份2021年12月17日至2022年01月16日, 对于加权移动平均的30日线和60日线,有多少次金叉?(权重取 1, 2, ..., n)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。",0.0,medium,moving average,WMA_n = \sum_{i=0}^{n-1} (n-i) * P_{t-i} / \sum_{j=1}^{n} j,"date,close 2021-09-16,172.99 2021-09-17,177.0 2021-09-22,167.75 2021-09-23,164.51 2021-09-24,164.01 2021-09-27,172.67 2021-09-28,166.89 2021-09-29,165.79 2021-09-30,166.08 2021-10-08,178.23 2021-10-11,180.5 2021-10-12,182.1 2021-10-13,188.21 2021-10-14,186.05 2021-10-15,184.24 2021-10-18,171.6 2021-10-19,176.86 2021-10-20,179.66 2021-10-21,180.49 2021-10-22,182.5 2021-10-25,181.2 2021-10-26,180.44 2021-10-27,179.39 2021-10-28,186.15 2021-10-29,186.18 2021-11-01,186.1 2021-11-02,179.5 2021-11-03,174.94 2021-11-04,186.68 2021-11-05,185.5 2021-11-08,180.61 2021-11-09,179.2 2021-11-10,175.92 2021-11-11,177.0 2021-11-12,174.37 2021-11-15,175.14 2021-11-16,177.75 2021-11-17,175.8 2021-11-18,174.6 2021-11-19,175.08 2021-11-22,178.96 2021-11-23,173.47 2021-11-24,176.53 2021-11-25,175.1 2021-11-26,176.01 2021-11-29,175.85 2021-11-30,174.3 2021-12-01,173.57 2021-12-02,174.48 2021-12-03,176.91 2021-12-06,175.75 2021-12-07,172.2 2021-12-08,185.97 2021-12-09,186.4 2021-12-10,185.06 2021-12-13,188.7 2021-12-14,186.42 2021-12-15,181.6 2021-12-16,180.67 2021-12-17,174.81 2021-12-20,174.5 2021-12-21,174.3 2021-12-22,174.0 2021-12-23,174.08 2021-12-24,174.54 2021-12-27,171.56 2021-12-28,173.7 2021-12-29,168.4 2021-12-30,167.87 2021-12-31,164.73 2022-01-04,164.7 2022-01-05,166.65 2022-01-06,164.48 2022-01-07,164.68 2022-01-10,164.15 2022-01-11,161.3 2022-01-12,161.43 2022-01-13,156.8 2022-01-14,154.1 ","date,30日,60日 2021-12-17,178.98034408602152,178.8660710382514 2021-12-20,178.75834408602148,178.7554480874317 2021-12-21,178.5365806451613,178.6374426229508 2021-12-22,178.30599999999998,178.5110765027322 2021-12-23,178.0847096774193,178.38391803278688 2021-12-24,177.89937634408602,178.26661202185792 2021-12-27,177.52141935483874,178.0458469945355 2021-12-28,177.2892258064516,177.89585245901642 2021-12-29,176.7238064516129,177.56836612021854 2021-12-30,176.14010752688176,177.22207650273222 2021-12-31,175.36830107526876,176.7718579234973 2022-01-04,174.61681720430107,176.32803278688525 2022-01-05,174.02180645161295,175.95677595628413 2022-01-06,173.30146236559142,175.52281420765024 2022-01-07,172.61993548387093,175.10837704918038 2022-01-10,171.926623655914,174.68824043715847 2022-01-11,171.07494623655916,174.18563934426228 2022-01-12,170.2629462365591,173.69292896174863 2022-01-13,169.17991397849462,173.05684699453553 2022-01-14,167.95875268817204,172.34473224043714 " 1606,CN,technical,"山西汾酒从2021年05月02日到2021年06月06日,加权移动平均的60日线与30日线发生金叉多少次?(权重取 1, 2, ..., n)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。",0.0,medium,moving average,WMA_n = \sum_{i=0}^{n-1} (n-i) * P_{t-i} / \sum_{j=1}^{n} j,"date,close 2021-02-01,377.2 2021-02-02,403.0 2021-02-03,404.04 2021-02-04,391.56 2021-02-05,396.0 2021-02-08,395.0 2021-02-09,403.22 2021-02-10,443.54 2021-02-18,456.0 2021-02-19,423.81 2021-02-22,381.43 2021-02-23,372.0 2021-02-24,346.55 2021-02-25,337.0 2021-02-26,313.1 2021-03-01,310.52 2021-03-02,308.82 2021-03-03,316.52 2021-03-04,301.72 2021-03-05,310.78 2021-03-08,279.7 2021-03-09,257.9 2021-03-10,283.69 2021-03-11,300.99 2021-03-12,312.8 2021-03-15,285.66 2021-03-16,302.03 2021-03-17,306.85 2021-03-18,322.11 2021-03-19,313.0 2021-03-22,315.8 2021-03-23,314.91 2021-03-24,318.0 2021-03-25,318.8 2021-03-26,335.56 2021-03-29,342.39 2021-03-30,342.35 2021-03-31,332.8 2021-04-01,342.88 2021-04-02,368.29 2021-04-06,368.1 2021-04-07,346.05 2021-04-08,365.0 2021-04-09,348.0 2021-04-12,350.7 2021-04-13,346.0 2021-04-14,353.02 2021-04-15,351.99 2021-04-16,351.0 2021-04-19,354.52 2021-04-20,359.15 2021-04-21,382.24 2021-04-22,388.0 2021-04-23,390.49 2021-04-26,391.48 2021-04-27,406.28 2021-04-28,429.05 2021-04-29,416.0 2021-04-30,410.25 2021-05-06,406.36 2021-05-07,401.22 2021-05-10,396.0 2021-05-11,407.79 2021-05-12,424.5 2021-05-13,425.06 2021-05-14,434.66 2021-05-17,443.27 2021-05-18,445.0 2021-05-19,438.67 2021-05-20,452.7 2021-05-21,448.0 2021-05-24,447.22 2021-05-25,458.65 2021-05-26,449.0 2021-05-27,443.5 2021-05-28,452.4 2021-05-31,462.87 2021-06-01,459.98 2021-06-02,454.5 2021-06-03,471.81 2021-06-04,479.2 ","date,60日,30日 2021-05-06,355.30980874316936,377.1274408602151 2021-05-07,356.8787704918032,379.6890322580645 2021-05-10,358.2634590163934,381.73015053763436 2021-05-11,360.0385300546448,384.3575268817205 2021-05-12,362.3594207650273,387.869870967742 2021-05-13,364.6806721311475,391.19103225806447 2021-05-14,367.30079781420767,394.93907526881713 2021-05-17,370.18154644808743,399.04417204301075 2021-05-18,373.09713114754106,403.0438494623656 2021-05-19,375.80437704918035,406.3938494623656 2021-05-20,378.98109289617486,410.4430107526882 2021-05-21,381.9879234972678,414.00741935483865 2021-05-24,384.9328032786885,417.34967741935486 2021-05-25,388.2113333333334,421.2117849462366 2021-05-26,391.11221311475407,424.24991397849465 2021-05-27,393.77156284153006,426.716 2021-05-28,396.65145901639346,429.5567096774193 2021-05-31,399.7971038251365,432.8440860215054 2021-06-01,402.7638142076502,435.70877419354844 2021-06-02,405.47245901639343,437.98767741935484 2021-06-03,408.6651584699453,441.1607741935483 2021-06-04,412.01215846994535,444.5584086021505 " 1607,CN,technical,"在2025年07月02日至2025年08月19日期间,南方航空的加权移动平均10日线和20日线共出现几次金叉?(权重取 1, 2, ..., n)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。",2.0,medium,moving average,WMA_n = \sum_{i=0}^{n-1} (n-i) * P_{t-i} / \sum_{j=1}^{n} j,"date,close 2025-06-05,5.96 2025-06-06,5.94 2025-06-09,5.97 2025-06-10,6.02 2025-06-11,6.04 2025-06-12,5.96 2025-06-13,5.81 2025-06-16,5.79 2025-06-17,5.82 2025-06-18,5.78 2025-06-19,5.74 2025-06-20,5.76 2025-06-23,5.75 2025-06-24,5.84 2025-06-25,5.89 2025-06-26,5.89 2025-06-27,5.9 2025-06-30,5.9 2025-07-01,5.86 2025-07-02,5.81 2025-07-03,5.76 2025-07-04,5.74 2025-07-07,5.73 2025-07-08,5.74 2025-07-09,5.75 2025-07-10,5.79 2025-07-11,5.8 2025-07-14,5.78 2025-07-15,5.67 2025-07-16,5.69 2025-07-17,5.69 2025-07-18,5.7 2025-07-21,5.73 2025-07-22,5.76 2025-07-23,5.84 2025-07-24,5.89 2025-07-25,5.86 2025-07-28,5.79 2025-07-29,5.79 2025-07-30,5.77 2025-07-31,5.67 2025-08-01,5.67 2025-08-04,5.69 2025-08-05,5.73 2025-08-06,5.72 2025-08-07,5.74 2025-08-08,5.72 2025-08-11,5.73 2025-08-12,5.74 2025-08-13,5.76 2025-08-14,5.76 2025-08-15,5.86 2025-08-18,5.87 2025-08-19,5.9 ","date,10日,20日 2025-07-02,5.8545454545454545,5.849333333333333 2025-07-03,5.841090909090909,5.8387142857142855 2025-07-04,5.823636363636362,5.827142857142857 2025-07-07,5.8047272727272725,5.8155714285714275 2025-07-08,5.788,5.806095238095238 2025-07-09,5.774909090909091,5.798904761904762 2025-07-10,5.771636363636363,5.796904761904763 2025-07-11,5.772,5.796666666666668 2025-07-14,5.770545454545455,5.7945714285714285 2025-07-15,5.7512727272727275,5.782047619047619 2025-07-16,5.739090909090908,5.772142857142857 2025-07-17,5.7290909090909095,5.762666666666667 2025-07-18,5.722181818181818,5.754380952380953 2025-07-21,5.721454545454546,5.749238095238095 2025-07-22,5.72618181818182,5.7470476190476205 2025-07-23,5.745090909090909,5.752857142857143 2025-07-24,5.771454545454545,5.7636666666666665 2025-07-25,5.790545454545454,5.771619047619048 2025-07-28,5.7958181818181815,5.773095238095237 2025-07-29,5.80090909090909,5.775095238095238 2025-07-30,5.800181818181818,5.77552380952381 2025-07-31,5.7798181818181815,5.766619047619049 2025-08-01,5.759818181818182,5.7581428571428575 2025-08-04,5.743999999999999,5.751904761904762 2025-08-05,5.7361818181818185,5.749666666666666 2025-08-06,5.727090909090908,5.74652380952381 2025-08-07,5.723818181818183,5.7454285714285716 2025-08-08,5.719636363636364,5.742666666666667 2025-08-11,5.719818181818183,5.741238095238096 2025-08-12,5.7229090909090905,5.7410000000000005 2025-08-13,5.730545454545454,5.742333333333334 2025-08-14,5.738363636363637,5.743333333333334 2025-08-15,5.762727272727274,5.753523809523809 2025-08-18,5.785454545454545,5.763904761904761 2025-08-19,5.810363636363636,5.77647619047619 " 1608,CN,technical,"2021年12月02日-2022年04月18日,华润微加权移动平均线中20日均线和30日均线金叉的次数是多少?(权重取 1, 2, ..., n)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。",3.0,medium,moving average,WMA_n = \sum_{i=0}^{n-1} (n-i) * P_{t-i} / \sum_{j=1}^{n} j,"date,close 2021-10-22,69.07 2021-10-25,68.95 2021-10-26,70.02 2021-10-27,62.14 2021-10-28,60.06 2021-10-29,61.78 2021-11-01,62.6 2021-11-02,64.78 2021-11-03,64.92 2021-11-04,67.66 2021-11-05,66.94 2021-11-08,66.33 2021-11-09,67.72 2021-11-10,68.09 2021-11-11,69.68 2021-11-12,65.41 2021-11-15,65.75 2021-11-16,65.37 2021-11-17,66.52 2021-11-18,64.5 2021-11-19,65.2 2021-11-22,69.95 2021-11-23,72.74 2021-11-24,73.01 2021-11-25,73.33 2021-11-26,72.6 2021-11-29,71.42 2021-11-30,71.58 2021-12-01,71.68 2021-12-02,70.8 2021-12-03,73.2 2021-12-06,69.66 2021-12-07,67.5 2021-12-08,68.54 2021-12-09,72.49 2021-12-10,71.1 2021-12-13,69.93 2021-12-14,69.92 2021-12-15,67.7 2021-12-16,67.39 2021-12-17,64.55 2021-12-20,63.01 2021-12-21,64.16 2021-12-22,64.23 2021-12-23,64.54 2021-12-24,63.16 2021-12-27,63.92 2021-12-28,64.64 2021-12-29,63.63 2021-12-30,64.55 2021-12-31,64.6 2022-01-04,63.13 2022-01-05,61.0 2022-01-06,61.32 2022-01-07,61.24 2022-01-10,61.9 2022-01-11,60.45 2022-01-12,61.33 2022-01-13,60.4 2022-01-14,60.7 2022-01-17,61.28 2022-01-18,62.18 2022-01-19,61.04 2022-01-20,58.26 2022-01-21,58.65 2022-01-24,59.21 2022-01-25,56.99 2022-01-26,57.47 2022-01-27,55.12 2022-01-28,54.69 2022-02-07,55.41 2022-02-08,55.54 2022-02-09,56.26 2022-02-10,57.1 2022-02-11,56.46 2022-02-14,55.39 2022-02-15,57.1 2022-02-16,56.71 2022-02-17,56.45 2022-02-18,54.92 2022-02-21,54.2 2022-02-22,54.83 2022-02-23,58.26 2022-02-24,58.03 2022-02-25,58.06 2022-02-28,58.67 2022-03-01,57.8 2022-03-02,56.9 2022-03-03,56.1 2022-03-04,56.82 2022-03-07,54.69 2022-03-08,54.83 2022-03-09,55.68 2022-03-10,55.54 2022-03-11,57.78 2022-03-14,56.63 2022-03-15,54.9 2022-03-16,58.81 2022-03-17,59.1 2022-03-18,60.93 2022-03-21,61.0 2022-03-22,59.35 2022-03-23,59.8 2022-03-24,57.98 2022-03-25,57.8 2022-03-28,56.8 2022-03-29,54.74 2022-03-30,55.98 2022-03-31,54.77 2022-04-01,55.14 2022-04-06,53.48 2022-04-07,52.84 2022-04-08,52.48 2022-04-11,48.25 2022-04-12,48.6 2022-04-13,46.8 2022-04-14,48.2 2022-04-15,48.6 2022-04-18,49.7 ","date,20日,30日 2021-12-02,70.04419047619048,68.92337634408602 2021-12-03,70.45076190476192,69.27907526881721 2021-12-06,70.49038095238095,69.3975053763441 2021-12-07,70.30842857142858,69.37505376344086 2021-12-08,70.22657142857142,69.4251182795699 2021-12-09,70.5187619047619,69.71625806451613 2021-12-10,70.66519047619047,69.89098924731182 2021-12-13,70.67309523809524,69.97019354838712 2021-12-14,70.66014285714286,70.03298924731183 2021-12-15,70.41409523809524,69.94150537634408 2021-12-16,70.13290476190475,69.82404301075267 2021-12-17,69.56747619047619,69.52393548387097 2021-12-20,68.8584761904762,69.1296129032258 2021-12-21,68.29204761904762,68.81662365591399 2021-12-22,67.77314285714287,68.5158064516129 2021-12-23,67.32557142857142,68.24329032258065 2021-12-24,66.78842857142857,67.89279569892473 2021-12-27,66.36861904761903,67.59617204301074 2021-12-28,66.05309523809524,67.34993548387096 2021-12-29,65.67442857142856,67.04010752688173 2021-12-30,65.42171428571429,66.79584946236558 2021-12-31,65.20352380952382,66.55470967741935 2022-01-04,64.88628571428572,66.22002150537635 2022-01-05,64.3972857142857,65.7625806451613 2022-01-06,63.96971428571429,65.35103225806452 2022-01-07,63.56890476190476,64.95946236559139 2022-01-10,63.28452380952381,64.63647311827957 2022-01-11,62.90585714285715,64.24294623655915 2022-01-12,62.65614285714286,63.929784946236566 2022-01-13,62.358761904761906,63.57866666666666 2022-01-14,62.12471428571429,63.27116129032259 2022-01-17,61.97776190476191,63.02279569892474 2022-01-18,61.932095238095236,62.85812903225806 2022-01-19,61.781809523809514,62.63600000000001 2022-01-20,61.381619047619054,62.24840860215054 2022-01-21,61.047,61.908086021505376 2022-01-24,60.79376190476191,61.63365591397849 2022-01-25,60.34790476190476,61.24156989247312 2022-01-26,59.98076190476189,60.908279569892464 2022-01-27,59.42395238095238,60.450150537634414 2022-01-28,58.86671428571429,59.99133333333334 2022-02-07,58.425,59.60627956989247 2022-02-08,58.039428571428566,59.24926881720431 2022-02-09,57.75857142857142,58.95477419354838 2022-02-10,57.58028571428571,58.73146236559139 2022-02-11,57.36114285714286,58.482193548387094 2022-02-14,57.062857142857126,58.181268817204305 2022-02-15,56.95842857142858,58.00737634408602 2022-02-16,56.83280952380952,57.822989247311824 2022-02-17,56.704428571428565,57.638881720430106 2022-02-18,56.44914285714285,57.37150537634409 2022-02-21,56.15280952380952,57.078387096774186 2022-02-22,55.95019047619047,56.84827956989247 2022-02-23,56.1092380952381,56.857311827956984 2022-02-24,56.25961904761905,56.85739784946238 2022-02-25,56.41395238095238,56.86649462365591 2022-02-28,56.62919047619047,56.92178494623656 2022-03-01,56.76414285714285,56.927892473118284 2022-03-02,56.80952380952381,56.88163440860214 2022-03-03,56.78142857142857,56.793290322580646 2022-03-04,56.817238095238096,56.76064516129033 2022-03-07,56.64004761904761,56.5989247311828 2022-03-08,56.47961904761905,56.460408602150544 2022-03-09,56.40352380952382,56.3925376344086 2022-03-10,56.316857142857145,56.32716129032259 2022-03-11,56.45095238095237,56.41215053763441 2022-03-14,56.46923809523809,56.42481720430108 2022-03-15,56.31685714285714,56.33141935483871 2022-03-16,56.547333333333334,56.49477419354839 2022-03-17,56.79542857142857,56.67395698924731 2022-03-18,57.205190476190474,56.96264516129033 2022-03-21,57.592999999999996,57.24243010752688 2022-03-22,57.79128571428571,57.40374193548387 2022-03-23,58.010904761904754,57.58589247311828 2022-03-24,58.04985714285714,57.64301075268818 2022-03-25,58.071904761904754,57.68662365591398 2022-03-28,57.99995238095238,57.66283870967741 2022-03-29,57.74071428571428,57.5031182795699 2022-03-30,57.61414285714285,57.42847311827958 2022-03-31,57.37671428571428,57.277333333333324 2022-04-01,57.18085714285714,57.153677419354835 2022-04-06,56.83490476190477,56.92245161290324 2022-04-07,56.43376190476191,56.65148387096774 2022-04-08,56.00780952380953,56.36156989247311 2022-04-11,55.1942380952381,55.81118279569892 2022-04-12,54.44871428571428,55.30440860215054 2022-04-13,53.57547619047618,54.701849462365594 2022-04-14,52.88238095238095,54.21513978494623 2022-04-15,52.25928571428571,53.77488172043011 2022-04-18,51.78957142857143,53.42344086021505 " 1609,CN,technical,"对于华利集团在2023年09月29日到2023年12月28日间加权移动平均线,统计60日线与10日线的死叉次数。(权重取 1, 2, ..., n)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。",0.0,medium,moving average,WMA_n = \sum_{i=0}^{n-1} (n-i) * P_{t-i} / \sum_{j=1}^{n} j,"date,close 2023-07-10,52.08 2023-07-11,53.07 2023-07-12,54.99 2023-07-13,54.26 2023-07-14,52.0 2023-07-17,53.5 2023-07-18,52.07 2023-07-19,51.99 2023-07-20,51.59 2023-07-21,52.19 2023-07-24,54.23 2023-07-25,54.57 2023-07-26,53.15 2023-07-27,54.3 2023-07-28,55.56 2023-07-31,56.54 2023-08-01,56.45 2023-08-02,55.56 2023-08-03,56.68 2023-08-04,54.4 2023-08-07,53.57 2023-08-08,54.89 2023-08-09,54.36 2023-08-10,53.9 2023-08-11,52.2 2023-08-14,53.4 2023-08-15,53.49 2023-08-16,54.24 2023-08-17,54.58 2023-08-18,52.67 2023-08-21,52.3 2023-08-22,52.61 2023-08-23,51.56 2023-08-24,51.44 2023-08-25,50.45 2023-08-28,50.69 2023-08-29,52.3 2023-08-30,53.14 2023-08-31,51.71 2023-09-01,52.74 2023-09-04,53.8 2023-09-05,52.65 2023-09-06,50.85 2023-09-07,50.5 2023-09-08,51.13 2023-09-11,53.48 2023-09-12,53.21 2023-09-13,53.78 2023-09-14,52.0 2023-09-15,51.39 2023-09-18,51.9 2023-09-19,51.55 2023-09-20,51.57 2023-09-21,51.25 2023-09-22,51.93 2023-09-25,51.07 2023-09-26,49.9 2023-09-27,49.83 2023-09-28,50.19 2023-10-09,52.4 2023-10-10,51.53 2023-10-11,50.52 2023-10-12,50.39 2023-10-13,50.27 2023-10-16,49.76 2023-10-17,51.65 2023-10-18,52.8 2023-10-19,52.02 2023-10-20,51.65 2023-10-23,50.32 2023-10-24,51.2 2023-10-25,51.11 2023-10-26,51.08 2023-10-27,52.81 2023-10-30,50.25 2023-10-31,50.2 2023-11-01,50.15 2023-11-02,50.1 2023-11-03,51.51 2023-11-06,50.5 2023-11-07,49.55 2023-11-08,50.7 2023-11-09,50.43 2023-11-10,50.68 2023-11-13,49.8 2023-11-14,49.8 2023-11-15,50.05 2023-11-16,49.47 2023-11-17,48.6 2023-11-20,47.66 2023-11-21,47.7 2023-11-22,46.43 2023-11-23,47.07 2023-11-24,46.9 2023-11-27,47.04 2023-11-28,48.63 2023-11-29,47.36 2023-11-30,47.8 2023-12-01,47.0 2023-12-04,46.51 2023-12-05,46.25 2023-12-06,46.01 2023-12-07,46.84 2023-12-08,46.52 2023-12-11,47.64 2023-12-12,50.63 2023-12-13,50.43 2023-12-14,51.75 2023-12-15,52.06 2023-12-18,51.96 2023-12-19,52.0 2023-12-20,52.11 2023-12-21,52.31 2023-12-22,50.25 2023-12-25,51.73 2023-12-26,51.65 2023-12-27,51.49 2023-12-28,52.21 ","date,60日,10日 2023-10-09,52.3200218579235,50.98963636363636 2023-10-10,52.27739890710383,51.05709090909092 2023-10-11,52.20196174863388,50.94763636363636 2023-10-12,52.12365573770492,50.83327272727273 2023-10-13,52.043928961748634,50.71854545454545 2023-10-16,51.949661202185794,50.52890909090909 2023-10-17,51.91858469945355,50.72236363636364 2023-10-18,51.92622404371585,51.114363636363635 2023-10-19,51.90789071038251,51.311818181818175 2023-10-20,51.877409836065574,51.402181818181816 2023-10-23,51.80328961748634,51.22418181818182 2023-10-24,51.759043715847,51.244 2023-10-25,51.71350273224045,51.253454545454545 2023-10-26,51.66886885245902,51.246727272727284 2023-10-27,51.682087431693986,51.542 2023-10-30,51.61218579234973,51.32563636363636 2023-10-31,51.543546448087426,51.091272727272724 2023-11-01,51.47673224043716,50.87418181818182 2023-11-02,51.41172131147542,50.69618181818182 2023-11-03,51.39592349726776,50.80945454545454 2023-11-06,51.34983606557377,50.741636363636374 2023-11-07,51.27473224043716,50.49781818181818 2023-11-08,51.23953005464482,50.49309090909091 2023-11-09,51.197765027322404,50.44672727272727 2023-11-10,51.16634426229509,50.45763636363637 2023-11-13,51.10783060109289,50.347272727272724 2023-11-14,51.050628415300544,50.24509090909091 2023-11-15,51.00359016393441,50.19563636363636 2023-11-16,50.93941530054645,50.04254545454545 2023-11-17,50.849322404371584,49.74272727272727 2023-11-20,50.731677595628405,49.32490909090909 2023-11-21,50.618081967213115,48.965999999999994 2023-11-22,50.465360655737705,48.40981818181819 2023-11-23,50.336999999999996,48.047636363636364 2023-11-24,50.20551912568306,47.715636363636364 2023-11-27,50.08110928961748,47.477818181818186 2023-11-28,50.010693989071044,47.57927272727273 2023-11-29,49.89976502732241,47.471090909090904 2023-11-30,49.805961748633884,47.49181818181818 2023-12-01,49.688846994535524,47.397454545454536 2023-12-04,49.558240437158474,47.24309090909091 2023-12-05,49.42251366120218,47.062363636363635 2023-12-06,49.283043715847,46.86436363636363 2023-12-07,49.17441530054644,46.824909090909095 2023-12-08,49.05748633879782,46.73145454545454 2023-12-11,48.97945355191256,46.84854545454546 2023-12-12,49.0013606557377,47.498363636363635 2023-12-13,49.018267759562846,48.07545454545455 2023-12-14,49.07997267759561,48.83672727272727 2023-12-15,49.152950819672135,49.58254545454545 2023-12-18,49.22261748633879,50.21818181818182 2023-12-19,49.29328415300546,50.762 2023-12-20,49.36750273224044,51.221272727272726 2023-12-21,49.447972677595644,51.606 2023-12-22,49.460497267759564,51.51672727272727 2023-12-25,49.52209289617486,51.62872727272727 2023-12-26,49.58117486338797,51.65181818181818 2023-12-27,49.63469398907103,51.627272727272725 2023-12-28,49.710950819672135,51.714363636363636 " 1610,CN,technical,"恒瑞医药2019年12月27日至2020年12月18日, 对于指数移动平均的60日线和20日线,有多少次死叉?(平滑系数 alpha 取 2 / (n + 1);从前 4n 个数据开始计算;初始值用首个数据点)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。",6.0,medium,moving average,EMA_t = \alpha * P_t + (1 - \alpha) * EMA_{t-1},\alpha = 2 / (n + 1),"date,close 2019-01-03,51.07 2019-01-04,54.35 2019-01-07,53.57 2019-01-08,53.98 2019-01-09,55.53 2019-01-10,56.27 2019-01-11,55.95 2019-01-14,54.33 2019-01-15,56.44 2019-01-16,57.47 2019-01-17,57.36 2019-01-18,59.17 2019-01-21,59.07 2019-01-22,57.69 2019-01-23,58.02 2019-01-24,59.38 2019-01-25,58.99 2019-01-28,54.82 2019-01-29,57.18 2019-01-30,57.4 2019-01-31,59.05 2019-02-01,60.82 2019-02-11,61.85 2019-02-12,63.5 2019-02-13,65.59 2019-02-14,65.8 2019-02-15,64.29 2019-02-18,66.83 2019-02-19,65.93 2019-02-20,64.95 2019-02-21,65.44 2019-02-22,66.3 2019-02-25,68.5 2019-02-26,68.0 2019-02-27,68.8 2019-02-28,71.9 2019-03-01,72.0 2019-03-04,72.27 2019-03-05,72.12 2019-03-06,71.25 2019-03-07,70.38 2019-03-08,69.66 2019-03-11,70.3 2019-03-12,69.81 2019-03-13,69.88 2019-03-14,70.06 2019-03-15,71.52 2019-03-18,74.1 2019-03-19,72.1 2019-03-20,72.72 2019-03-21,72.4 2019-03-22,73.13 2019-03-25,71.2 2019-03-26,71.55 2019-03-27,74.36 2019-03-28,64.65 2019-03-29,65.42 2019-04-01,65.75 2019-04-02,65.28 2019-04-03,65.58 2019-04-04,66.14 2019-04-08,63.98 2019-04-09,64.82 2019-04-10,65.73 2019-04-11,63.98 2019-04-12,64.62 2019-04-15,63.35 2019-04-16,64.86 2019-04-17,64.53 2019-04-18,64.13 2019-04-19,64.45 2019-04-22,62.14 2019-04-23,62.84 2019-04-24,62.85 2019-04-25,63.9 2019-04-26,62.33 2019-04-29,65.32 2019-04-30,65.75 2019-05-06,64.2 2019-05-07,66.14 2019-05-08,64.23 2019-05-09,62.5 2019-05-10,64.12 2019-05-13,64.17 2019-05-14,63.03 2019-05-15,65.41 2019-05-16,64.28 2019-05-17,62.76 2019-05-20,60.25 2019-05-21,60.81 2019-05-22,61.06 2019-05-23,59.61 2019-05-24,60.07 2019-05-27,61.2 2019-05-28,62.52 2019-05-29,61.91 2019-05-30,61.91 2019-05-31,62.16 2019-06-03,63.22 2019-06-04,62.03 2019-06-05,59.0 2019-06-06,57.98 2019-06-10,58.63 2019-06-11,60.12 2019-06-12,60.35 2019-06-13,61.3 2019-06-14,61.28 2019-06-17,61.6 2019-06-18,62.59 2019-06-19,64.38 2019-06-20,65.51 2019-06-21,65.9 2019-06-24,66.06 2019-06-25,66.03 2019-06-26,66.5 2019-06-27,66.9 2019-06-28,66.0 2019-07-01,68.23 2019-07-02,70.21 2019-07-03,68.37 2019-07-04,66.11 2019-07-05,67.4 2019-07-08,66.5 2019-07-09,66.48 2019-07-10,67.41 2019-07-11,66.66 2019-07-12,66.45 2019-07-15,67.38 2019-07-16,66.06 2019-07-17,66.24 2019-07-18,66.02 2019-07-19,66.02 2019-07-22,66.54 2019-07-23,66.05 2019-07-24,66.6 2019-07-25,66.72 2019-07-26,66.82 2019-07-29,66.65 2019-07-30,66.96 2019-07-31,66.94 2019-08-01,66.73 2019-08-02,66.04 2019-08-05,64.1 2019-08-06,64.74 2019-08-07,65.5 2019-08-08,66.66 2019-08-09,66.88 2019-08-12,67.25 2019-08-13,67.06 2019-08-14,68.69 2019-08-15,69.0 2019-08-16,69.12 2019-08-19,71.94 2019-08-20,71.96 2019-08-21,71.71 2019-08-22,71.73 2019-08-23,76.6 2019-08-26,75.55 2019-08-27,75.8 2019-08-28,77.12 2019-08-29,76.94 2019-08-30,80.05 2019-09-02,79.61 2019-09-03,78.5 2019-09-04,78.28 2019-09-05,78.48 2019-09-06,80.11 2019-09-09,79.25 2019-09-10,80.57 2019-09-11,78.09 2019-09-12,78.6 2019-09-16,79.76 2019-09-17,79.03 2019-09-18,79.81 2019-09-19,80.14 2019-09-20,81.5 2019-09-23,81.1 2019-09-24,82.5 2019-09-25,82.83 2019-09-26,81.31 2019-09-27,81.05 2019-09-30,80.68 2019-10-08,80.35 2019-10-09,78.69 2019-10-10,83.0 2019-10-11,83.39 2019-10-14,83.56 2019-10-15,85.25 2019-10-16,85.97 2019-10-17,85.8 2019-10-18,84.27 2019-10-21,82.61 2019-10-22,83.69 2019-10-23,82.78 2019-10-24,82.71 2019-10-25,87.54 2019-10-28,91.08 2019-10-29,90.76 2019-10-30,90.18 2019-10-31,90.88 2019-11-01,92.5 2019-11-04,92.2 2019-11-05,91.3 2019-11-06,91.19 2019-11-07,90.58 2019-11-08,91.3 2019-11-11,88.88 2019-11-12,89.67 2019-11-13,91.39 2019-11-14,94.33 2019-11-15,92.7 2019-11-18,92.9 2019-11-19,95.63 2019-11-20,95.0 2019-11-21,92.6 2019-11-22,88.98 2019-11-25,88.12 2019-11-26,88.9 2019-11-27,89.65 2019-11-28,89.68 2019-11-29,85.9 2019-12-02,83.73 2019-12-03,84.55 2019-12-04,85.65 2019-12-05,85.91 2019-12-06,87.1 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2020-04-09,88.3891460140693,90.37775459233754 2020-04-10,88.64556745623096,90.93320653592443 2020-04-13,88.908663605207,91.47956781821733 2020-04-14,89.22280578208544,92.14722802600616 2020-04-15,89.49189411709904,92.65034916638652 2020-04-16,89.7515041460466,93.10364924577829 2020-04-17,89.97604499371721,93.43663503189464 2020-04-20,90.19650253490681,93.74743169552372 2020-04-21,90.36383032064757,93.89529534356907 2020-04-22,90.59780309701978,94.23860054894345 2020-04-23,90.77656365121584,94.41111478237741 2020-04-24,90.92421730199564,94.49386575548434 2020-04-27,91.10211181668431,94.67064044543821 2020-04-28,91.26433765876023,94.80200802206313 2020-04-29,91.33403150601399,94.66753106758094 2020-04-30,91.38865342384959,94.50871858495418 2020-05-06,91.55361560667419,94.69074538638712 2020-05-07,91.71907083268488,94.87257915911216 2020-05-08,91.89385539554767,95.07995257253006 2020-05-11,91.95241751372645,94.94662375609863 2020-05-12,92.06676448048951,94.99361196980352 2020-05-13,92.18588695653902,95.06088702029842 2020-05-14,92.35028410550495,95.26461206598428 2020-05-15,92.4315862659802,95.22322044065245 2020-05-18,92.58792769988248,95.41148516059032 2020-05-19,92.7634054802142,95.65229609767695 2020-05-20,92.93181841528914,95.86636313599344 2020-05-21,93.15503748364033,96.23528093256549 2020-05-22,93.2443805169636,96.20144465327354 2020-05-25,92.84128607378446,94.74892611486655 2020-05-26,92.46944062874233,93.4871236277364 2020-05-27,92.05634421468521,92.19025471080913 2020-05-28,91.61187391256438,90.8864209288273 2020-05-29,91.18853378428358,89.72580941179613 2020-06-01,90.82890972578248,88.82049422972031 2020-06-02,90.48697825936338,88.01854239831837 2020-06-03,90.14871667708917,87.2710621699071 2020-06-04,89.85531613029936,86.69286577277309 2020-06-05,89.60760084733872,86.27449760393756 2020-06-08,89.30243360644236,85.70549783213399 2020-06-09,89.09481283246065,85.44497422907361 2020-06-10,88.9454747068062,85.35878620725708 2020-06-11,88.79840996232075,85.27318752085165 2020-06-12,88.70141291437581,85.32716966172293 2020-06-15,88.55513708111759,85.22362969393978 2020-06-16,88.50873914403176,85.4061411516598 2020-06-17,88.54615753275203,85.81031818483505 2020-06-18,88.57087367921918,86.14266883389838 2020-06-19,88.7154351979333,86.79384323066996 2020-06-22,88.86345371603385,87.40681054203472 2020-06-23,89.04825851222945,88.08235239517427 2020-06-24,89.17618446264815,88.54593788134815 2020-06-29,89.27630956223345,88.89680094026738 2020-06-30,89.37544695363563,89.22091513643238 2020-07-01,89.43035033220495,89.3951136948674 2020-07-02,89.4883716327884,89.56700762868955 2020-07-03,89.566785677615,89.7872926164334 2020-07-06,89.68361237670959,90.10564570058261 2020-07-07,89.93300213485026,90.78986991957474 2020-07-08,90.1666741960027,91.38702516532953 2020-07-09,90.44022586170752,92.06540372101243 2020-07-10,90.73234960394662,92.75917479520173 2020-07-13,91.0303053546369,93.43163433851585 2020-07-14,91.27291829382912,93.9076691634191 2020-07-15,91.6570849071462,94.77265305261729 2020-07-16,91.81095097576436,94.92287657141563 2020-07-17,91.95911651754257,95.0568883265189 2020-07-20,92.10767007434445,95.19337515256471 2020-07-21,92.34348417026759,95.58448228089188 2020-07-22,92.57386173845553,95.9450077779498 2020-07-23,92.79668594375208,96.27119751338316 2020-07-24,92.86204050297333,96.13013108353715 2020-07-27,92.94492442090862,96.05964240891457 2020-07-28,92.99918919399359,95.92062884616081 2020-07-29,93.0926584007479,95.9139022893836 2020-07-30,93.15421058432993,95.82400683325183 2020-07-31,93.19440040123715,95.68648237294214 2020-08-03,93.1945839946392,95.44967452790003 2020-08-04,93.22033533907725,95.30970552524289 2020-08-05,93.20622598369766,95.06973357045786 2020-08-06,93.13389070554364,94.68213989708093 2020-08-07,93.07048445290286,94.35050752593037 2020-08-10,92.99571447084047,94.01141157107985 2020-08-11,92.95585497999323,93.79889618335795 2020-08-12,92.85926957081313,93.43804892780005 2020-08-13,92.72880171603236,93.00394902991432 2020-08-14,92.62293936468703,92.67023959849391 2020-08-17,92.56644954945138,92.5016453510183 2020-08-18,92.59377907242018,92.5872029366356 2020-08-19,92.59824533234082,92.60080265695603 2020-08-20,92.56879466570669,92.51501192772213 2020-08-21,92.5435882832245,92.44691555365335 2020-08-24,92.53953620836467,92.44435216759113 2020-08-25,92.58709239825436,92.59155672305864 2020-08-26,92.65243363109848,92.78093227324354 2020-08-27,92.70022269237393,92.90751015198225 2020-08-28,92.7884121122961,93.14393775655537 2020-08-31,92.8566608954995,93.30832463688344 2020-09-01,92.89381955466345,93.37324610003739 2020-09-02,92.95303858565809,93.49960361431954 2020-09-03,93.02015207465291,93.64249850819387 2020-09-04,93.03621266236921,93.62987960265158 2020-09-07,92.9891237226194,93.43655773573238 2020-09-08,92.96751310876303,93.33117128471025 2020-09-09,92.88005366257407,93.04248830521404 2020-09-10,92.80988796871918,92.82320370471746 2020-09-11,92.77710475663002,92.726708113792 2020-09-14,92.73064230559298,92.59654543628801 2020-09-15,92.67717862344239,92.45401729949867 2020-09-16,92.58087768496887,92.19553946145118 2020-09-17,92.37461940021579,91.63310713178916 2020-09-18,92.2633204034874,91.38043026209495 2020-09-21,92.13993284927469,91.10610357046686 2020-09-22,92.04682029683944,90.93409370661287 2020-09-23,91.97446553300864,90.82989430598307 2020-09-24,91.83956502372966,90.54704722922278 2020-09-25,91.72843174426312,90.34732844548728 2020-09-28,91.6252044739594,90.17901145067897 2020-09-29,91.56831252399351,90.15148655061431 2020-09-30,91.51099080189536,90.11991640293675 2020-10-09,91.52538454609551,90.29421007884753 2020-10-12,91.61307685605958,90.66619007133825 2020-10-13,91.68150056569696,90.95512435025842 2020-10-14,91.72473005534624,91.14987441213857 2020-10-15,91.7717880863185,91.34131494431585 2020-10-16,91.8153360179146,91.50880875914291 2020-10-19,91.80565286978626,91.5098745916055 2020-10-20,91.779565890449,91.46226748764306 2020-10-21,91.70744897600805,91.28300391739134 2020-10-22,91.63704081286025,91.11890830621121 2020-10-23,91.52271160588121,90.8361551341911 2020-10-26,91.44590138929495,90.67842607379195 2020-10-27,91.3732488847279,90.54048073343083 2020-10-28,91.37281449506469,90.61853018738981 2020-10-29,91.36190254440682,90.65867016954316 2020-10-30,91.279217215082,90.48546348672951 2020-11-02,91.21202976540718,90.36589553561242 2020-11-03,91.17720911736104,90.3453340560303 2020-11-04,91.1441858676115,90.3286355745036 2020-11-05,91.14601583916522,90.41162266264611 2020-11-06,91.07204810673356,90.26670621858457 2020-11-09,91.01624325077509,90.18130562633841 2020-11-10,90.91571068517591,89.9688003285919 2020-11-11,90.7601136135308,89.60700982110696 2020-11-12,90.62207710161175,89.31586602862059 2020-11-13,90.45414014746054,88.952450216371 2020-11-16,90.2959716180356,88.63602638624043 2020-11-17,90.13971025350983,88.34021434945564 2020-11-18,90.02398204847671,88.17543203045986 2020-11-19,89.9346711616414,88.09205755136844 2020-11-20,89.83550161535808,87.9794806417143 2020-11-23,89.71368189026437,87.80238724726532 2020-11-24,89.6302824840262,87.74215989038291 2020-11-25,89.5155191238942,87.58862085320358 2020-11-26,89.4002562017993,87.43732362908895 2020-11-27,89.31991993288784,87.39091185489 2020-11-30,89.2107422301702,87.25749167823382 2020-12-01,89.15825887836134,87.29106389935441 2020-12-02,89.10487334136587,87.31381971846352 2020-12-03,89.1338938875506,87.5686940309908 2020-12-04,89.20556949779484,87.92596126613452 2020-12-07,89.22768197327697,88.11206019316933 2020-12-08,89.25529895775969,88.29853065096273 2020-12-09,89.22201046734133,88.292956303252 2020-12-10,89.21473143562523,88.36029379818038 2020-12-11,89.22408450330964,88.46883724597272 2020-12-14,89.2531309130372,88.62513846064199 2020-12-15,89.50778235851138,89.42464908343798 2020-12-16,89.75375670741265,90.1470634564439 2020-12-17,90.25953517602207,91.57877169868735 2020-12-18,90.76446844893937,92.91984106071712 " 1611,CN,technical,天齐锂业从2022年12月31日到2023年08月03日,指数移动平均的5日线与60日线发生金叉多少次?(平滑系数 alpha 取 2 / (n + 1);从前 4n 个数据开始计算;初始值用首个数据点)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,5.0,medium,moving average,EMA_t = \alpha * P_t + (1 - \alpha) * EMA_{t-1},\alpha = 2 / (n + 1),"date,close 2022-01-06,99.23 2022-01-07,92.17 2022-01-10,95.48 2022-01-11,94.99 2022-01-12,97.03 2022-01-13,90.78 2022-01-14,90.4 2022-01-17,88.36 2022-01-18,88.69 2022-01-19,83.46 2022-01-20,81.32 2022-01-21,82.03 2022-01-24,88.08 2022-01-25,86.76 2022-01-26,85.67 2022-01-27,88.64 2022-01-28,88.4 2022-02-07,83.08 2022-02-08,81.15 2022-02-09,81.67 2022-02-10,80.72 2022-02-11,83.35 2022-02-14,86.98 2022-02-15,88.02 2022-02-16,87.2 2022-02-17,95.92 2022-02-18,95.68 2022-02-21,97.2 2022-02-22,100.85 2022-02-23,101.0 2022-02-24,96.4 2022-02-25,98.35 2022-02-28,100.38 2022-03-01,96.0 2022-03-02,95.6 2022-03-03,93.64 2022-03-04,92.7 2022-03-07,90.5 2022-03-08,81.46 2022-03-09,81.9 2022-03-10,85.09 2022-03-11,84.02 2022-03-14,82.45 2022-03-15,83.49 2022-03-16,87.48 2022-03-17,85.19 2022-03-18,83.51 2022-03-21,85.06 2022-03-22,85.79 2022-03-23,84.38 2022-03-24,84.84 2022-03-25,86.47 2022-03-28,81.55 2022-03-29,82.31 2022-03-30,84.99 2022-03-31,81.39 2022-04-01,82.46 2022-04-06,81.62 2022-04-07,80.8 2022-04-08,78.11 2022-04-11,70.3 2022-04-12,72.04 2022-04-13,73.96 2022-04-14,74.3 2022-04-15,72.93 2022-04-18,74.05 2022-04-19,73.5 2022-04-20,71.07 2022-04-21,68.66 2022-04-22,66.5 2022-04-25,59.9 2022-04-26,59.41 2022-04-27,65.35 2022-04-28,69.48 2022-04-29,76.43 2022-05-05,78.23 2022-05-06,78.46 2022-05-09,78.34 2022-05-10,80.42 2022-05-11,82.0 2022-05-12,80.03 2022-05-13,80.14 2022-05-16,81.1 2022-05-17,85.16 2022-05-18,86.91 2022-05-19,91.5 2022-05-20,91.3 2022-05-23,99.04 2022-05-24,96.4 2022-05-25,97.52 2022-05-26,97.0 2022-05-27,96.59 2022-05-30,98.62 2022-05-31,98.33 2022-06-01,95.57 2022-06-02,94.39 2022-06-06,103.83 2022-06-07,104.95 2022-06-08,109.85 2022-06-09,109.99 2022-06-10,111.52 2022-06-13,117.86 2022-06-14,115.81 2022-06-15,117.68 2022-06-16,114.75 2022-06-17,119.02 2022-06-20,117.82 2022-06-21,114.39 2022-06-22,114.96 2022-06-23,119.03 2022-06-24,117.86 2022-06-27,125.66 2022-06-28,128.4 2022-06-29,122.8 2022-06-30,124.8 2022-07-01,133.0 2022-07-04,141.7 2022-07-05,147.17 2022-07-06,143.83 2022-07-07,144.86 2022-07-08,148.0 2022-07-11,134.45 2022-07-12,127.8 2022-07-13,128.6 2022-07-14,125.55 2022-07-15,124.0 2022-07-18,119.97 2022-07-19,120.65 2022-07-20,123.7 2022-07-21,115.0 2022-07-22,116.85 2022-07-25,117.7 2022-07-26,121.56 2022-07-27,118.75 2022-07-28,115.75 2022-07-29,115.5 2022-08-01,117.65 2022-08-02,111.85 2022-08-03,109.8 2022-08-04,113.4 2022-08-05,116.88 2022-08-08,118.19 2022-08-09,119.45 2022-08-10,117.78 2022-08-11,117.5 2022-08-12,115.11 2022-08-15,120.09 2022-08-16,116.68 2022-08-17,114.97 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2023-03-14,78.15537778880284,86.01297758713343 2023-03-15,77.4702518592019,85.68796192853888 2023-03-16,76.27683457280126,85.30114350465236 2023-03-17,75.74455638186751,84.95290929138507 2023-03-20,75.50637092124501,84.62756800314293 2023-03-21,76.00091394749667,84.3771559374661 2023-03-22,76.33060929833111,84.13495410345081 2023-03-23,76.44707286555408,83.8905293787475 2023-03-24,76.34471524370272,83.63641366141151 2023-03-27,76.35647682913515,83.39849845939801 2023-03-28,75.7543178860901,83.10838375581119 2023-03-29,75.60287859072675,82.85237117365344 2023-03-30,75.90858572715116,82.64475244664841 2023-03-31,75.7790571514341,82.41115400577469 2023-04-03,77.21603810095607,82.3350505957493 2023-04-04,77.26069206730405,82.17160631392144 2023-04-06,76.9204613782027,81.97712741838302 2023-04-07,76.58697425213514,81.77853307679669 2023-04-10,77.10798283475677,81.65956477919678 2023-04-11,78.06198855650452,81.60416921266574 2023-04-12,78.20465903766969,81.50206530405374 2023-04-13,77.77310602511312,81.35150578588805 2023-04-14,78.97873735007542,81.35276789126877 2023-04-17,80.07915823338362,81.38316894401405 2023-04-18,81.13610548892242,81.44437651962014 2023-04-19,81.93073699261495,81.51242974848505 2023-04-20,81.29382466174332,81.46349762558388 2023-04-21,80.59254977449555,81.38895671982704 2023-04-24,79.06836651633037,81.21292535196385 2023-04-25,76.06891101088692,80.84758353714535 2023-04-26,74.47927400725794,80.53454801133731 2023-04-27,73.27284933817197,80.21734971588363 2023-04-28,72.60189955878131,79.92366611864153 2023-05-04,72.78793303918755,79.70190657376804 2023-05-05,72.57862202612503,79.45463094839859 2023-05-08,72.4557480174167,79.21710206484454 2023-05-09,72.02716534494446,78.95326265288243 2023-05-10,72.98811022996298,78.82069666426332 2023-05-11,73.95207348664199,78.72428038018911 2023-05-12,74.20471565776133,78.59266463001897 2023-05-15,76.8631437718409,78.7102821831331 2023-05-16,78.7787625145606,78.83814178368611 2023-05-17,79.46584167637374,78.90377647930295 2023-05-18,79.97722778424917,78.9725051193258 2023-05-19,79.81481852283278,78.9894721645938 2023-05-22,79.70321234855518,79.0055550444432 2023-05-23,79.34214156570346,78.99291389544507 2023-05-24,78.9547610438023,78.96626098084032 2023-05-25,78.25317402920155,78.89687537491113 2023-05-26,76.80878268613438,78.73369913311078 2023-05-29,75.63252179075626,78.5548893254678 2023-05-30,74.88834786050418,78.38587656069836 2023-05-31,73.90556524033613,78.1745363455935 2023-06-01,73.38037682689077,77.98291220311502 2023-06-02,74.35358455126051,77.92773475383257 2023-06-05,74.89238970084034,77.86354672911675 2023-06-06,74.75492646722691,77.75261077078504 2023-06-07,74.30661764481795,77.61023008977568 2023-06-08,74.3877450965453,77.50989467699615 2023-06-09,74.58516339769687,77.42694731053726 2023-06-12,74.35344226513125,77.31098182494587 2023-06-13,74.19229484342084,77.19816274871813 2023-06-14,73.79819656228057,77.06084593728475 2023-06-15,74.48546437485372,77.02147393934099 2023-06-16,74.99697624990247,76.98863872821505 2023-06-19,74.65465083326832,76.88966696663422 2023-06-20,74.1731005555122,76.76902214805605 2023-06-21,73.51206703700814,76.6188902743493 2023-06-26,72.8913780246721,76.45597583912473 2023-06-27,72.70425201644807,76.32069794275999 2023-06-28,72.48616801096537,76.18067505939081 2023-06-29,72.09411200731026,76.02098079514849 2023-06-30,71.36607467154018,75.82062076907805 2023-07-03,71.05738311436012,75.64420697337057 2023-07-04,70.91492207624009,75.47980674473547 2023-07-05,70.86328138416006,75.325058982613 2023-07-06,70.31218758944004,75.12456524547815 2023-07-07,69.71145839296003,74.90769425382312 2023-07-10,70.08430559530669,74.77399936025515 2023-07-11,70.2895370635378,74.64042561073857 2023-07-12,70.3130247090252,74.50008378743567 2023-07-13,70.47868313935014,74.37909743374925 2023-07-14,70.38578875956676,74.24207784575748 2023-07-17,69.98052583971118,74.07578021147035 2023-07-18,69.31701722647412,73.87624643404507 2023-07-19,68.82467815098275,73.67833671489605 2023-07-20,68.63978543398851,73.50101419965355 2023-07-21,67.836523622659,73.26262029146818 2023-07-24,66.23768241510601,72.92745241305938 2023-07-25,66.038454943404,72.68851954705744 2023-07-26,65.71896996226934,72.43905988977686 2023-07-27,65.20597997484623,72.16827104093171 2023-07-28,65.19065331656415,71.9384916625405 2023-07-31,65.64376887770943,71.76181980475229 2023-08-01,65.85584591847297,71.58208800787517 2023-08-02,65.70723061231531,71.37972446663336 2023-08-03,65.72815374154354,71.19579907428474 " 1612,CN,technical,在2022年12月28日至2023年11月20日期间,福耀玻璃的指数移动平均30日线和5日线共出现几次死叉?(平滑系数 alpha 取 2 / (n + 1);从前 4n 个数据开始计算;初始值用首个数据点)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,7.0,medium,moving average,EMA_t = \alpha * P_t + (1 - \alpha) * EMA_{t-1},\alpha = 2 / (n + 1),"date,close 2022-07-05,41.1 2022-07-06,41.45 2022-07-07,43.03 2022-07-08,42.15 2022-07-11,41.3 2022-07-12,41.48 2022-07-13,40.9 2022-07-14,41.5 2022-07-15,41.81 2022-07-18,41.85 2022-07-19,42.43 2022-07-20,41.8 2022-07-21,41.71 2022-07-22,42.1 2022-07-25,40.98 2022-07-26,41.29 2022-07-27,41.77 2022-07-28,41.8 2022-07-29,41.02 2022-08-01,41.14 2022-08-02,40.05 2022-08-03,39.37 2022-08-04,38.93 2022-08-05,39.18 2022-08-08,39.04 2022-08-09,38.6 2022-08-10,37.68 2022-08-11,39.16 2022-08-12,39.04 2022-08-15,39.13 2022-08-16,39.1 2022-08-17,39.27 2022-08-18,39.32 2022-08-19,38.99 2022-08-22,39.74 2022-08-23,39.12 2022-08-24,38.32 2022-08-25,38.56 2022-08-26,38.12 2022-08-29,38.48 2022-08-30,38.7 2022-08-31,39.06 2022-09-01,39.45 2022-09-02,39.78 2022-09-05,38.97 2022-09-06,40.3 2022-09-07,40.54 2022-09-08,41.24 2022-09-09,40.89 2022-09-13,41.28 2022-09-14,40.07 2022-09-15,39.49 2022-09-16,38.88 2022-09-19,39.02 2022-09-20,39.41 2022-09-21,38.7 2022-09-22,37.69 2022-09-23,37.56 2022-09-26,37.55 2022-09-27,37.47 2022-09-28,36.73 2022-09-29,36.55 2022-09-30,35.81 2022-10-10,35.24 2022-10-11,34.88 2022-10-12,35.89 2022-10-13,35.76 2022-10-14,37.33 2022-10-17,37.32 2022-10-18,36.85 2022-10-19,36.61 2022-10-20,36.1 2022-10-21,35.5 2022-10-24,34.57 2022-10-25,34.52 2022-10-26,34.78 2022-10-27,34.57 2022-10-28,33.31 2022-10-31,33.43 2022-11-01,35.74 2022-11-02,36.52 2022-11-03,36.7 2022-11-04,38.07 2022-11-07,38.14 2022-11-08,38.1 2022-11-09,37.31 2022-11-10,37.09 2022-11-11,37.3 2022-11-14,37.39 2022-11-15,37.81 2022-11-16,37.26 2022-11-17,36.9 2022-11-18,36.68 2022-11-21,36.1 2022-11-22,36.23 2022-11-23,36.34 2022-11-24,35.87 2022-11-25,35.81 2022-11-28,35.5 2022-11-29,36.2 2022-11-30,37.13 2022-12-01,37.45 2022-12-02,36.8 2022-12-05,37.2 2022-12-06,37.14 2022-12-07,37.43 2022-12-08,37.27 2022-12-09,37.79 2022-12-12,36.45 2022-12-13,36.23 2022-12-14,36.13 2022-12-15,36.92 2022-12-16,36.64 2022-12-19,36.13 2022-12-20,35.56 2022-12-21,35.68 2022-12-22,35.49 2022-12-23,35.08 2022-12-26,35.28 2022-12-27,35.52 2022-12-28,35.03 2022-12-29,35.02 2022-12-30,35.07 2023-01-03,35.5 2023-01-04,35.06 2023-01-05,35.48 2023-01-06,36.0 2023-01-09,35.7 2023-01-10,36.32 2023-01-11,36.18 2023-01-12,36.6 2023-01-13,35.98 2023-01-16,37.35 2023-01-17,36.81 2023-01-18,36.91 2023-01-19,37.32 2023-01-20,37.15 2023-01-30,38.93 2023-01-31,39.04 2023-02-01,39.1 2023-02-02,39.3 2023-02-03,39.45 2023-02-06,38.59 2023-02-07,38.69 2023-02-08,38.56 2023-02-09,38.66 2023-02-10,38.24 2023-02-13,38.14 2023-02-14,37.89 2023-02-15,37.61 2023-02-16,37.63 2023-02-17,37.54 2023-02-20,37.65 2023-02-21,37.99 2023-02-22,37.52 2023-02-23,37.56 2023-02-24,37.03 2023-02-27,37.09 2023-02-28,37.07 2023-03-01,37.42 2023-03-02,37.35 2023-03-03,37.31 2023-03-06,36.91 2023-03-07,36.16 2023-03-08,36.37 2023-03-09,36.08 2023-03-10,35.0 2023-03-13,34.97 2023-03-14,35.01 2023-03-15,34.79 2023-03-16,34.12 2023-03-17,34.04 2023-03-20,34.31 2023-03-21,34.65 2023-03-22,34.58 2023-03-23,34.49 2023-03-24,34.39 2023-03-27,34.51 2023-03-28,34.56 2023-03-29,34.47 2023-03-30,34.51 2023-03-31,34.76 2023-04-03,34.86 2023-04-04,33.92 2023-04-06,34.17 2023-04-07,34.28 2023-04-10,34.18 2023-04-11,33.79 2023-04-12,33.48 2023-04-13,33.32 2023-04-14,33.4 2023-04-17,34.22 2023-04-18,34.29 2023-04-19,33.98 2023-04-20,33.83 2023-04-21,33.65 2023-04-24,33.48 2023-04-25,33.08 2023-04-26,33.54 2023-04-27,34.04 2023-04-28,33.95 2023-05-04,33.71 2023-05-05,33.22 2023-05-08,33.42 2023-05-09,33.16 2023-05-10,33.76 2023-05-11,34.19 2023-05-12,33.86 2023-05-15,34.61 2023-05-16,34.54 2023-05-17,34.58 2023-05-18,33.13 2023-05-19,33.26 2023-05-22,33.4 2023-05-23,33.35 2023-05-24,33.14 2023-05-25,33.03 2023-05-26,33.19 2023-05-29,32.9 2023-05-30,32.81 2023-05-31,32.44 2023-06-01,32.28 2023-06-02,33.23 2023-06-05,33.23 2023-06-06,32.81 2023-06-07,32.89 2023-06-08,32.83 2023-06-09,32.99 2023-06-12,33.55 2023-06-13,33.6 2023-06-14,33.57 2023-06-15,34.36 2023-06-16,34.28 2023-06-19,34.41 2023-06-20,34.49 2023-06-21,34.38 2023-06-26,34.52 2023-06-27,34.51 2023-06-28,34.91 2023-06-29,35.15 2023-06-30,35.85 2023-07-03,35.66 2023-07-04,36.06 2023-07-05,35.75 2023-07-06,35.72 2023-07-07,35.8 2023-07-10,35.67 2023-07-11,36.01 2023-07-12,36.55 2023-07-13,36.66 2023-07-14,36.2 2023-07-17,35.75 2023-07-18,36.21 2023-07-19,36.28 2023-07-20,36.21 2023-07-21,36.1 2023-07-24,36.39 2023-07-25,37.06 2023-07-26,37.02 2023-07-27,36.95 2023-07-28,37.4 2023-07-31,37.88 2023-08-01,37.59 2023-08-02,37.71 2023-08-03,37.59 2023-08-04,38.15 2023-08-07,37.66 2023-08-08,37.56 2023-08-09,37.58 2023-08-10,37.58 2023-08-11,37.21 2023-08-14,36.86 2023-08-15,36.63 2023-08-16,36.69 2023-08-17,37.42 2023-08-18,37.63 2023-08-21,37.73 2023-08-22,37.92 2023-08-23,37.73 2023-08-24,38.1 2023-08-25,37.96 2023-08-28,37.63 2023-08-29,37.45 2023-08-30,37.86 2023-08-31,38.0 2023-09-01,38.13 2023-09-04,38.68 2023-09-05,38.38 2023-09-06,38.88 2023-09-07,38.6 2023-09-08,37.95 2023-09-11,38.39 2023-09-12,38.76 2023-09-13,38.41 2023-09-14,38.07 2023-09-15,37.75 2023-09-18,38.5 2023-09-19,38.43 2023-09-20,38.27 2023-09-21,38.0 2023-09-22,38.41 2023-09-25,38.56 2023-09-26,37.86 2023-09-27,37.47 2023-09-28,36.92 2023-10-09,38.31 2023-10-10,38.0 2023-10-11,38.08 2023-10-12,38.65 2023-10-13,38.83 2023-10-16,38.95 2023-10-17,38.53 2023-10-18,38.95 2023-10-19,37.9 2023-10-20,37.07 2023-10-23,36.48 2023-10-24,36.6 2023-10-25,36.9 2023-10-26,37.53 2023-10-27,38.52 2023-10-30,37.63 2023-10-31,37.2 2023-11-01,37.0 2023-11-02,37.09 2023-11-03,37.38 2023-11-06,37.1 2023-11-07,37.03 2023-11-08,36.94 2023-11-09,36.94 2023-11-10,36.41 2023-11-13,36.19 2023-11-14,36.43 2023-11-15,36.44 2023-11-16,36.8 2023-11-17,37.2 2023-11-20,37.26 ","date,30日,5日 2022-08-15,40.24873098301377,38.979442348750524 2022-08-16,40.1746193066903,39.01962823250035 2022-08-17,40.1162567707748,39.10308548833357 2022-08-18,40.064885366208685,39.17539032555571 2022-08-19,39.99553792322748,39.113593550370474 2022-08-22,39.9790516055999,39.322395700246986 2022-08-23,39.92362892136765,39.254930466831325 2022-08-24,39.82016899095684,38.94328697788755 2022-08-25,39.738867765733815,38.81552465192504 2022-08-26,39.63442468407357,38.58368310128336 2022-08-29,39.55994567219786,38.54912206752224 2022-08-30,39.50446530624962,38.5994147116815 2022-08-31,39.475790125201264,38.752943141121 2022-09-01,39.474126246156025,38.985295427414 2022-09-02,39.4938600367266,39.25019695160934 2022-09-05,39.46006261500231,39.156797967739564 2022-09-06,39.51425212371184,39.53786531182638 2022-09-07,39.580429406053014,39.871910207884255 2022-09-08,39.687498476630246,40.327940138589504 2022-09-09,39.76507922007346,40.51529342572634 2022-09-13,39.862816044584854,40.7701956171509 2022-09-14,39.876182751385834,40.536797078100605 2022-09-15,39.8512677351674,40.18786471873374 2022-09-16,39.78860530064047,39.75190981248917 2022-09-19,39.73901786188947,39.507939874992786 2022-09-20,39.717790903057896,39.47529324999519 2022-09-21,39.65212697382836,39.21686216666346 2022-09-22,39.52553813680718,38.70790811110898 2022-09-23,39.3987292247551,38.32527207407266 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2023-07-11,34.709568371878106,35.79782609417635 2023-07-12,34.82830589627307,36.0485507294509 2023-07-13,34.94647970941675,36.25236715296727 2023-07-14,35.027351986228574,36.23491143531152 2023-07-17,35.073974438729955,36.07327429020768 2023-07-18,35.1472664104248,36.11884952680512 2023-07-19,35.22034599684901,36.172566351203415 2023-07-20,35.28419464221359,36.18504423413562 2023-07-21,35.33682724594175,36.15669615609041 2023-07-24,35.40477387523583,36.23446410406028 2023-07-25,35.511562657478684,36.50964273604019 2023-07-26,35.60888119570587,36.6797618240268 2023-07-27,35.6954049895313,36.769841216017866 2023-07-28,35.80537886117444,36.97989414401191 2023-07-31,35.93922538625996,37.27992942934127 2023-08-01,36.04572697424319,37.383286286227516 2023-08-02,36.15309942751782,37.492190857485014 2023-08-03,36.24580269025861,37.52479390499001 2023-08-04,36.36865412959676,37.73319593666001 2023-08-07,36.45196676639697,37.70879729110668 2023-08-08,36.52345278146814,37.659198194071124 2023-08-09,36.59161711814761,37.63279879604742 2023-08-10,36.65538375568647,37.615199197364944 2023-08-11,36.69116544886799,37.4801327982433 2023-08-14,36.702058000553926,37.273421865495536 2023-08-15,36.69740909729238,37.05894791033036 2023-08-16,36.69693109101545,36.93596527355358 2023-08-17,36.74358069804671,37.09731018236906 2023-08-18,36.80076904010822,37.27487345491271 2023-08-21,36.86071942461737,37.42658230327514 2023-08-22,36.929060106900124,37.591054868850094 2023-08-23,36.98073364839044,37.637369912566726 2023-08-24,37.05294438075235,37.79157994171115 2023-08-25,37.111464098123164,37.84771996114077 2023-08-28,37.14491802727651,37.77514664076051 2023-08-29,37.164600735194156,37.666764427173675 2023-08-30,37.20946520389131,37.73117628478245 2023-08-31,37.260467448801556,37.82078418985497 2023-09-01,37.31656632307243,37.92385612656999 2023-09-04,37.404529786100014,38.175904084379994 2023-09-05,37.46746334828711,38.24393605625333 2023-09-06,37.55859474517182,38.45595737083556 2023-09-07,37.625782180967185,38.50397158055705 2023-09-08,37.64669945961446,38.319314387038034 2023-09-11,37.69465433318772,38.342876258025356 2023-09-12,37.76338631169174,38.48191750535024 2023-09-13,37.80510332384066,38.45794500356683 2023-09-14,37.822193431979976,38.328630002377885 2023-09-15,37.81753579120708,38.13575333491859 2023-09-18,37.86156574016146,38.25716888994573 2023-09-19,37.89823891821556,38.31477925996382 2023-09-20,37.92222350413714,38.299852839975884 2023-09-21,37.92724134257991,38.19990189331726 2023-09-22,37.958387062413465,38.26993459554484 2023-09-25,37.997200800322275,38.366623063696565 2023-09-26,37.988349135785356,38.19774870913105 2023-09-27,37.95490725605727,37.955165806087365 2023-09-28,37.88813904598906,37.61011053739158 2023-10-09,37.9153558817317,37.84340702492772 2023-10-10,37.92081679258772,37.89560468328515 2023-10-11,37.9310866769369,37.95706978885677 2023-10-12,37.97746818165065,38.18804652590451 2023-10-13,38.03247023444739,38.40203101726968 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2023-11-14,37.309807423518315,36.554248491733716 2023-11-15,37.25369081554939,36.51616566115581 2023-11-16,37.22442044035266,36.61077710743721 2023-11-17,37.222844928071844,36.807184738291475 2023-11-20,37.225242029486566,36.958123158860985 " 1613,CN,technical,2019年08月09日-2020年06月06日,新华保险指数移动平均线中20日均线和10日均线死叉的次数是多少?(平滑系数 alpha 取 2 / (n + 1);从前 4n 个数据开始计算;初始值用首个数据点)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,5.0,medium,moving average,EMA_t = \alpha * P_t + (1 - \alpha) * EMA_{t-1},\alpha = 2 / (n + 1),"date,close 2019-04-15,59.7 2019-04-16,61.96 2019-04-17,62.28 2019-04-18,62.91 2019-04-19,64.43 2019-04-22,62.0 2019-04-23,61.03 2019-04-24,60.81 2019-04-25,59.86 2019-04-26,59.1 2019-04-29,58.09 2019-04-30,57.45 2019-05-06,52.38 2019-05-07,52.12 2019-05-08,51.15 2019-05-09,49.95 2019-05-10,53.24 2019-05-13,51.18 2019-05-14,50.86 2019-05-15,52.35 2019-05-16,51.92 2019-05-17,49.86 2019-05-20,49.31 2019-05-21,50.24 2019-05-22,50.02 2019-05-23,49.4 2019-05-24,49.84 2019-05-27,50.43 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2020-04-15,41.370646005883984,41.202893219839694 2020-04-16,41.39725114818075,41.284185361687015 2020-04-17,41.518465324544486,41.5361516595621 2020-04-20,41.72813529363549,41.93321499418717 2020-04-21,41.87783669424164,42.18172135888041 2020-04-22,42.006614151932915,42.3723174754476 2020-04-23,42.12598423270121,42.53371429809349 2020-04-24,42.169223829586805,42.54212988025831 2020-04-27,42.249297750578535,42.627197174756795 2020-04-28,42.35412653623772,42.75861587025556 2020-04-29,42.59754305659603,43.149776621118185 2020-04-30,42.82158657501545,43.47708996273306 2020-05-06,43.060483091680645,43.81398269678159 2020-05-07,43.25472279723487,44.04780402463948 2020-05-08,43.43236824511727,44.2427487474323 2020-05-11,43.636904602725146,44.485885338808245 2020-05-12,43.82386606913227,44.688451640843105 2020-05-13,43.98730739588158,44.84327861523526 2020-05-14,44.01613526294047,44.742682503374304 2020-05-15,44.09650333313662,44.76401295730625 2020-05-18,44.133979206171226,44.71419241961421 2020-05-19,44.22312404367873,44.77888470695708 2020-05-20,44.339016991899804,44.89908748751033 2020-05-21,44.41053918314744,44.93379885341754 2020-05-22,44.307630689514355,44.64219906188708 2020-05-25,44.129761100036795,44.24179923245306 2020-05-26,44.03168861431901,44.034199372007045 2020-05-27,43.938194460574344,43.855254031642126 2020-05-28,43.940271178614886,43.87429875316174 2020-05-29,43.92215011398489,43.8516989798596 2020-06-01,43.96194534122443,43.94048098352149 2020-06-02,44.12461721348877,44.25493898651758 2020-06-03,44.29846319315651,44.56313189805984 2020-06-04,44.392895269998746,44.695289734776225 2020-06-05,44.479286196665534,44.805237055725996 " 1614,CN,technical,对于国投资本在2020年04月26日到2020年07月28日间指数移动平均线,统计20日线与30日线的死叉次数。(平滑系数 alpha 取 2 / (n + 1);从前 4n 个数据开始计算;初始值用首个数据点)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1.0,medium,moving average,EMA_t = \alpha * P_t + (1 - \alpha) * EMA_{t-1},\alpha = 2 / (n + 1),"date,close 2019-10-30,12.23 2019-10-31,12.26 2019-11-01,12.37 2019-11-04,12.31 2019-11-05,12.65 2019-11-06,12.51 2019-11-07,12.48 2019-11-08,12.31 2019-11-11,12.03 2019-11-12,12.03 2019-11-13,11.84 2019-11-14,11.91 2019-11-15,11.79 2019-11-18,11.9 2019-11-19,11.98 2019-11-20,11.86 2019-11-21,11.84 2019-11-22,11.83 2019-11-25,12.0 2019-11-26,12.12 2019-11-27,11.93 2019-11-28,11.9 2019-11-29,11.95 2019-12-02,12.0 2019-12-03,11.98 2019-12-04,11.92 2019-12-05,11.87 2019-12-06,11.5 2019-12-09,11.45 2019-12-10,11.37 2019-12-11,11.39 2019-12-12,11.28 2019-12-13,11.71 2019-12-16,11.84 2019-12-17,12.21 2019-12-18,12.2 2019-12-19,12.19 2019-12-20,12.3 2019-12-23,11.96 2019-12-24,12.05 2019-12-25,11.96 2019-12-26,12.17 2019-12-27,12.51 2019-12-30,13.76 2019-12-31,15.14 2020-01-02,15.24 2020-01-03,14.67 2020-01-06,14.54 2020-01-07,14.69 2020-01-08,14.12 2020-01-09,14.29 2020-01-10,14.02 2020-01-13,14.81 2020-01-14,14.37 2020-01-15,14.34 2020-01-16,14.17 2020-01-17,14.25 2020-01-20,14.43 2020-01-21,14.42 2020-01-22,14.75 2020-01-23,13.96 2020-02-03,12.56 2020-02-04,12.44 2020-02-05,12.57 2020-02-06,12.95 2020-02-07,13.22 2020-02-10,13.26 2020-02-11,13.12 2020-02-12,13.31 2020-02-13,13.05 2020-02-14,13.23 2020-02-17,13.8 2020-02-18,13.6 2020-02-19,13.55 2020-02-20,14.45 2020-02-21,14.26 2020-02-24,14.35 2020-02-25,14.35 2020-02-26,14.07 2020-02-27,14.1 2020-02-28,12.96 2020-03-02,13.54 2020-03-03,13.92 2020-03-04,14.32 2020-03-05,14.9 2020-03-06,14.08 2020-03-09,13.54 2020-03-10,14.12 2020-03-11,13.71 2020-03-12,13.68 2020-03-13,13.39 2020-03-16,12.47 2020-03-17,12.55 2020-03-18,12.05 2020-03-19,12.35 2020-03-20,12.92 2020-03-23,12.3 2020-03-24,12.5 2020-03-25,12.68 2020-03-26,12.5 2020-03-27,12.54 2020-03-30,12.36 2020-03-31,12.25 2020-04-01,12.18 2020-04-02,12.4 2020-04-03,12.15 2020-04-07,12.42 2020-04-08,12.35 2020-04-09,12.44 2020-04-10,12.21 2020-04-13,12.16 2020-04-14,12.41 2020-04-15,12.18 2020-04-16,12.2 2020-04-17,12.22 2020-04-20,12.2 2020-04-21,11.94 2020-04-22,11.98 2020-04-23,11.85 2020-04-24,11.63 2020-04-27,11.59 2020-04-28,11.73 2020-04-29,11.7 2020-04-30,11.94 2020-05-06,12.03 2020-05-07,12.08 2020-05-08,12.26 2020-05-11,12.26 2020-05-12,12.14 2020-05-13,12.45 2020-05-14,12.19 2020-05-15,12.11 2020-05-18,12.06 2020-05-19,12.23 2020-05-20,12.25 2020-05-21,12.12 2020-05-22,11.69 2020-05-25,11.68 2020-05-26,11.81 2020-05-27,11.65 2020-05-28,11.86 2020-05-29,11.92 2020-06-01,12.32 2020-06-02,12.22 2020-06-03,12.06 2020-06-04,12.03 2020-06-05,12.15 2020-06-08,12.07 2020-06-09,12.14 2020-06-10,11.94 2020-06-11,11.81 2020-06-12,11.72 2020-06-15,11.69 2020-06-16,11.82 2020-06-17,12.06 2020-06-18,12.03 2020-06-19,12.12 2020-06-22,12.39 2020-06-23,13.14 2020-06-24,12.77 2020-06-29,12.2 2020-06-30,12.73 2020-07-01,12.85 2020-07-02,13.57 2020-07-03,14.31 2020-07-06,15.37 2020-07-07,14.64 2020-07-08,15.29 2020-07-09,15.76 2020-07-10,17.34 2020-07-13,16.74 2020-07-14,16.37 2020-07-15,16.01 2020-07-16,15.05 2020-07-17,14.59 2020-07-20,15.21 2020-07-21,15.01 2020-07-22,15.61 2020-07-23,15.71 2020-07-24,14.32 2020-07-27,14.51 2020-07-28,14.46 ","date,20日,30日 2019-12-10,11.847783448484044,11.927500382289084 2019-12-11,11.804185024818898,11.892822938270434 2019-12-12,11.754262641502812,11.853285974511053 2019-12-13,11.75004715183588,11.844041718090986 2019-12-16,11.758614089756271,11.843780962085116 2019-12-17,11.801603224065197,11.867407996789302 2019-12-18,11.839545774154224,11.888865545383542 2019-12-19,11.872922367091917,11.908293574713637 2019-12-20,11.913596427368876,11.933564956990176 2019-12-23,11.918015815238508,11.935270443635972 2019-12-24,11.930585737596745,11.942672350498167 2019-12-25,11.933387095920864,11.943790263369253 2019-12-26,11.955921658214116,11.958384439926077 2019-12-27,12.008691024098486,11.993972540576008 2019-12-30,12.175482355136726,12.107909796022717 2019-12-31,12.45781736893323,12.303528518859961 2020-01-02,12.722787143320542,12.492978291836739 2020-01-03,12.908235986813823,12.633431305266628 2020-01-06,13.063642083307744,12.75643573718491 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2020-04-09,12.623879398016406,12.80631363411388 2020-04-10,12.584462312491034,12.767841786751696 2020-04-13,12.544037330349031,12.728626187606427 2020-04-14,12.531271870315791,12.708069659373756 2020-04-15,12.497817406476193,12.674000649091578 2020-04-16,12.46945384395465,12.643419962053413 2020-04-17,12.445696335006588,12.616102545146742 2020-04-20,12.42229668405358,12.589257219653405 2020-04-21,12.376363666524666,12.547369657095121 2020-04-22,12.33861474590327,12.510765163088985 2020-04-23,12.292080008198196,12.468135152567115 2020-04-24,12.229024769322178,12.414061916917623 2020-04-27,12.168165267481971,12.360896631955196 2020-04-28,12.126435242007497,12.32019362344196 2020-04-29,12.085822361816307,12.280181131606994 2020-04-30,12.071934517833801,12.258233961825898 2020-05-06,12.067940754230582,12.243509190095194 2020-05-07,12.06908925382767,12.232960210089054 2020-05-08,12.087271229653606,12.234704712663955 2020-05-11,12.103721588734214,12.236336666685636 2020-05-12,12.107176675521432,12.230121397867208 2020-05-13,12.139826515947961,12.24430711413384 2020-05-14,12.144604943000536,12.240803429351013 2020-05-15,12.141309234143343,12.232364498425142 2020-05-18,12.133565497558262,12.221244208204165 2020-05-19,12.142749735886047,12.221809097997445 2020-05-20,12.152964046754043,12.223627865868579 2020-05-21,12.14982461372985,12.216942197102865 2020-05-22,12.106031793374626,12.182945926322036 2020-05-25,12.065457336862757,12.150497802043196 2020-05-26,12.041128066685353,12.128530201911378 2020-05-27,12.003877774620081,12.097657285659032 2020-05-28,11.990175129418168,12.082324557551999 2020-05-29,11.983491783759295,12.071852005451872 2020-06-01,12.01554018530603,12.087861553487235 2020-06-02,12.035012548610219,12.096386614552577 2020-06-03,12.037392305885437,12.094039091033055 2020-06-04,12.036688276753491,12.089907536772857 2020-06-05,12.047479869443634,12.093784469884286 2020-06-08,12.049624643782337,12.092249987956269 2020-06-09,12.058231820564972,12.095330633894575 2020-06-10,12.046971647177832,12.08530930267557 2020-06-11,12.024402918875182,12.067547412180373 2020-06-12,11.995412164696594,12.045124998491318 2020-06-15,11.966325291868348,12.022213708266072 2020-06-16,11.952389549785648,12.009167662571487 2020-06-17,11.962638164091778,12.012447168212036 2020-06-18,11.96905357703542,12.01357960897255 2020-06-19,11.983429426841571,12.020445440651741 2020-06-22,12.02215043380904,12.044287670287114 2020-06-23,12.128612297255797,12.114978788333106 2020-06-24,12.189696840374292,12.157238221343874 2020-06-29,12.190678093671979,12.159997045773302 2020-06-30,12.242042084750837,12.19677142991696 2020-07-01,12.29994283858409,12.238915208631996 2020-07-02,12.420900663480845,12.324791646784771 2020-07-03,12.600814886006479,12.452869605056723 2020-07-06,12.86454680162491,12.641071566020806 2020-07-07,13.033637582422537,12.770034690793658 2020-07-08,13.248529241239439,12.932613097839228 2020-07-09,13.487716932549969,13.115025156043151 2020-07-10,13.854601034211877,13.387604178233916 2020-07-13,14.129400935715507,13.60388777963818 2020-07-14,14.34279132279022,13.782346632564751 2020-07-15,14.501573101572102,13.92606620465735 2020-07-16,14.553804234755711,13.998578062421393 2020-07-17,14.557251450493261,14.036734316458723 2020-07-20,14.619417979017712,14.112428876687193 2020-07-21,14.65661626673031,14.170336691094473 2020-07-22,14.7474147175179,14.263218194894831 2020-07-23,14.839089506325719,14.35655895651452 2020-07-24,14.789652410485173,14.354200314158746 2020-07-27,14.763018847581824,14.364251906793665 2020-07-28,14.734159909716888,14.370429203129559 " 1615,CN,technical,"南方航空2023年08月21日至2023年09月10日, 对于双指数移动平均的60日线和10日线,有多少次死叉?(平滑系数 alpha 取 2 / (n + 1);从前 5n 个数据开始计算;初始值用首个数据点)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。",6.0,medium,moving average,DEMA = 2 * EMA1 - EMA2;EMA1 = EMA_n(P);EMA2 = EMA_n(EMA1),"date,close 2022-05-31,6.49 2022-06-01,6.48 2022-06-02,6.48 2022-06-06,6.4 2022-06-07,6.36 2022-06-08,6.51 2022-06-09,6.45 2022-06-10,6.47 2022-06-13,6.19 2022-06-14,6.24 2022-06-15,6.27 2022-06-16,6.39 2022-06-17,6.52 2022-06-20,6.71 2022-06-21,6.68 2022-06-22,6.74 2022-06-23,6.75 2022-06-24,6.85 2022-06-27,7.05 2022-06-28,7.34 2022-06-29,7.2 2022-06-30,7.31 2022-07-01,6.98 2022-07-04,6.78 2022-07-05,6.81 2022-07-06,6.62 2022-07-07,6.61 2022-07-08,6.69 2022-07-11,6.62 2022-07-12,6.67 2022-07-13,6.9 2022-07-14,7.01 2022-07-15,6.79 2022-07-18,6.88 2022-07-19,6.7 2022-07-20,6.73 2022-07-21,6.62 2022-07-22,6.68 2022-07-25,6.66 2022-07-26,6.73 2022-07-27,6.8 2022-07-28,6.61 2022-07-29,6.4 2022-08-01,6.36 2022-08-02,6.34 2022-08-03,6.15 2022-08-04,6.2 2022-08-05,6.22 2022-08-08,6.14 2022-08-09,6.21 2022-08-10,6.09 2022-08-11,6.18 2022-08-12,6.34 2022-08-15,6.25 2022-08-16,6.23 2022-08-17,6.33 2022-08-18,6.23 2022-08-19,6.29 2022-08-22,6.39 2022-08-23,6.39 2022-08-24,6.31 2022-08-25,6.39 2022-08-26,6.42 2022-08-29,6.5 2022-08-30,6.51 2022-08-31,6.44 2022-09-01,6.15 2022-09-02,6.19 2022-09-05,6.24 2022-09-06,6.44 2022-09-07,6.44 2022-09-08,6.58 2022-09-09,6.6 2022-09-13,6.68 2022-09-14,6.64 2022-09-15,6.67 2022-09-16,6.5 2022-09-19,6.59 2022-09-20,6.53 2022-09-21,6.54 2022-09-22,6.44 2022-09-23,6.4 2022-09-26,6.55 2022-09-27,6.88 2022-09-28,6.87 2022-09-29,6.79 2022-09-30,6.64 2022-10-10,6.68 2022-10-11,6.49 2022-10-12,6.46 2022-10-13,6.38 2022-10-14,6.35 2022-10-17,6.52 2022-10-18,6.47 2022-10-19,6.36 2022-10-20,6.57 2022-10-21,6.84 2022-10-24,6.38 2022-10-25,6.49 2022-10-26,6.75 2022-10-27,6.75 2022-10-28,6.66 2022-10-31,6.46 2022-11-01,6.85 2022-11-02,7.03 2022-11-03,6.94 2022-11-04,7.29 2022-11-07,7.31 2022-11-08,7.4 2022-11-09,7.41 2022-11-10,7.42 2022-11-11,7.43 2022-11-14,6.91 2022-11-15,6.99 2022-11-16,6.97 2022-11-17,7.03 2022-11-18,7.04 2022-11-21,6.92 2022-11-22,6.88 2022-11-23,6.95 2022-11-24,6.86 2022-11-25,6.83 2022-11-28,7.02 2022-11-29,7.3 2022-11-30,7.45 2022-12-01,7.4 2022-12-02,7.34 2022-12-05,7.45 2022-12-06,7.42 2022-12-07,7.57 2022-12-08,7.5 2022-12-09,7.47 2022-12-12,7.72 2022-12-13,7.8 2022-12-14,7.85 2022-12-15,7.68 2022-12-16,7.75 2022-12-19,7.63 2022-12-20,7.51 2022-12-21,7.56 2022-12-22,7.6 2022-12-23,7.66 2022-12-26,7.79 2022-12-27,7.83 2022-12-28,7.55 2022-12-29,7.45 2022-12-30,7.6 2023-01-03,7.51 2023-01-04,7.78 2023-01-05,7.88 2023-01-06,7.64 2023-01-09,7.79 2023-01-10,7.84 2023-01-11,7.62 2023-01-12,7.71 2023-01-13,7.87 2023-01-16,7.7 2023-01-17,7.74 2023-01-18,7.7 2023-01-19,7.7 2023-01-20,7.85 2023-01-30,7.58 2023-01-31,7.33 2023-02-01,7.22 2023-02-02,7.26 2023-02-03,7.15 2023-02-06,7.11 2023-02-07,7.1 2023-02-08,7.13 2023-02-09,7.14 2023-02-10,7.2 2023-02-13,7.64 2023-02-14,7.64 2023-02-15,7.62 2023-02-16,7.59 2023-02-17,7.54 2023-02-20,7.67 2023-02-21,7.67 2023-02-22,7.71 2023-02-23,7.65 2023-02-24,7.61 2023-02-27,7.87 2023-02-28,7.9 2023-03-01,7.9 2023-03-02,8.06 2023-03-03,8.0 2023-03-06,8.05 2023-03-07,7.93 2023-03-08,7.97 2023-03-09,7.89 2023-03-10,7.78 2023-03-13,7.95 2023-03-14,7.98 2023-03-15,7.88 2023-03-16,7.78 2023-03-17,7.91 2023-03-20,7.74 2023-03-21,7.73 2023-03-22,7.72 2023-03-23,7.64 2023-03-24,7.48 2023-03-27,7.52 2023-03-28,7.5 2023-03-29,7.56 2023-03-30,7.9 2023-03-31,7.87 2023-04-03,8.15 2023-04-04,8.18 2023-04-06,8.14 2023-04-07,8.21 2023-04-10,8.18 2023-04-11,8.04 2023-04-12,8.05 2023-04-13,8.0 2023-04-14,7.96 2023-04-17,8.16 2023-04-18,8.03 2023-04-19,7.9 2023-04-20,7.81 2023-04-21,7.66 2023-04-24,7.59 2023-04-25,7.46 2023-04-26,7.54 2023-04-27,7.6 2023-04-28,7.75 2023-05-04,7.22 2023-05-05,7.24 2023-05-08,7.09 2023-05-09,7.03 2023-05-10,6.9 2023-05-11,6.92 2023-05-12,6.82 2023-05-15,6.92 2023-05-16,6.91 2023-05-17,6.78 2023-05-18,6.8 2023-05-19,6.87 2023-05-22,6.87 2023-05-23,6.67 2023-05-24,6.43 2023-05-25,6.36 2023-05-26,6.32 2023-05-29,6.33 2023-05-30,6.27 2023-05-31,6.27 2023-06-01,5.79 2023-06-02,5.79 2023-06-05,5.89 2023-06-06,5.84 2023-06-07,5.86 2023-06-08,5.9 2023-06-09,5.93 2023-06-12,6.07 2023-06-13,6.11 2023-06-14,6.03 2023-06-15,6.11 2023-06-16,6.22 2023-06-19,6.25 2023-06-20,6.19 2023-06-21,6.14 2023-06-26,6.0 2023-06-27,6.08 2023-06-28,6.15 2023-06-29,5.95 2023-06-30,6.03 2023-07-03,6.37 2023-07-04,6.39 2023-07-05,6.33 2023-07-06,6.36 2023-07-07,6.45 2023-07-10,6.47 2023-07-11,6.5 2023-07-12,6.37 2023-07-13,6.39 2023-07-14,6.36 2023-07-17,6.44 2023-07-18,6.6 2023-07-19,6.52 2023-07-20,6.43 2023-07-21,6.42 2023-07-24,6.6 2023-07-25,6.84 2023-07-26,6.77 2023-07-27,6.81 2023-07-28,6.87 2023-07-31,6.99 2023-08-01,6.95 2023-08-02,6.88 2023-08-03,6.86 2023-08-04,6.77 2023-08-07,6.77 2023-08-08,6.81 2023-08-09,6.74 2023-08-10,7.02 2023-08-11,6.88 2023-08-14,6.91 2023-08-15,6.83 2023-08-16,6.74 2023-08-17,6.77 2023-08-18,6.69 2023-08-21,6.48 2023-08-22,6.51 2023-08-23,6.38 2023-08-24,6.48 2023-08-25,6.36 2023-08-28,6.34 2023-08-29,6.51 2023-08-30,6.31 2023-08-31,6.32 2023-09-01,6.43 2023-09-04,6.46 2023-09-05,6.41 2023-09-06,6.22 2023-09-07,6.25 2023-09-08,6.26 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2023-04-27,7.9285965938673275,7.5749641958284 2023-04-28,7.9227026307580175,7.6120395494084745 2023-05-04,7.8828188102510195,7.4662126522378305 2023-05-05,7.846084906884756,7.367065302818215 2023-05-08,7.801393948205502,7.2469066539400195 2023-05-09,7.75495084071953,7.14144816489131 2023-05-10,7.702339107174367,7.024192542804445 2023-05-11,7.653548244261332,6.948205141480033 2023-05-12,7.6006659043588005,6.863347289635424 2023-05-15,7.556805090379184,6.838166503206046 2023-05-16,7.514443705314803,6.820709398134939 2023-05-17,7.465779970772916,6.768999785710978 2023-05-18,7.420807764424244,6.741359473734244 2023-05-19,7.382583770509323,6.747935480634636 2023-05-22,7.346274160753915,6.756372791679209 2023-05-23,7.298894733663993,6.699661477860147 2023-05-24,7.238415463404743,6.581378318101596 2023-05-25,7.1764530872622885,6.474052291549125 2023-05-26,7.11502958720829,6.385212479012377 2023-05-29,7.057358175749863,6.326891200239435 2023-05-30,6.998754677768196,6.268117742540539 2023-05-31,6.943147637944156,6.228835750443245 2023-06-01,6.859444145286465,6.045222656545279 2023-06-02,6.779989795777579,5.9138709934715905 2023-06-05,6.711045815712131,5.85490431014221 2023-06-06,6.642441091747962,5.80006200774346 2023-06-07,6.578688657325423,5.771281226542861 2023-06-08,6.520855553629062,5.768170745688149 2023-06-09,6.468020171693681,5.780363870217205 2023-06-12,6.42704407784691,5.839753850431955 2023-06-13,6.390907028937478,5.900345362792839 2023-06-14,6.351638903334283,5.921391073950362 2023-06-15,6.319717672257138,5.965516183933485 2023-06-16,6.296724746681064,6.036194441560749 2023-06-19,6.277067323161302,6.099501558102613 2023-06-20,6.25477875542012,6.1270211465941875 2023-06-21,6.2306331979547265,6.130996370407747 2023-06-26,6.198917740193679,6.0876741195587165 2023-06-27,6.17419396179352,6.082221236938831 2023-06-28,6.1554784959353865,6.101638026691176 2023-06-29,6.1250645075892685,6.050119083411634 2023-06-30,6.101583897144979,6.038767754987754 2023-07-03,6.101470395251631,6.143275782902752 2023-07-04,6.102942853818751,6.227342288105263 2023-07-05,6.100758993796411,6.26916061677454 2023-07-06,6.100897383285,6.309083279213491 2023-07-07,6.107110268067758,6.367243630789532 2023-07-10,6.114581004659132,6.415524737851524 2023-07-11,6.123886919750758,6.459563338848347 2023-07-12,6.124612085769287,6.447405267157018 2023-07-13,6.126844242331347,6.443319111160111 2023-07-14,6.127280350910548,6.42890377991722 2023-07-17,6.133098403197717,6.44342231751769 2023-07-18,6.149190917682759,6.505920766076098 2023-07-19,6.159570191870262,6.524422346811029 2023-07-20,6.163862579045545,6.5069094431109065 2023-07-21,6.167519216895846,6.489337683010464 2023-07-24,6.182821200096415,6.53478674664536 2023-07-25,6.213064392442771,6.646705979437467 2023-07-26,6.237515963253814,6.704876507854087 2023-07-27,6.263542798550839,6.759193092732846 2023-07-28,6.292348292362917,6.817068059710103 2023-07-31,6.327656685480463,6.897230043894544 2023-08-01,6.3588197840293095,6.940735833509104 2023-08-02,6.38409349188,6.947025301482183 2023-08-03,6.406980189826985,6.9424083237953305 2023-08-04,6.4230728194411055,6.906841311499326 2023-08-07,6.438500433633257,6.878508309499544 2023-08-08,6.455869292345524,6.869177678094747 2023-08-09,6.467983648703496,6.837834770192536 2023-08-10,6.4976687172031715,6.906180930350807 2023-08-11,6.516970799594613,6.909414940693093 2023-08-14,6.537353133807521,6.920524817345595 2023-08-15,6.551661516731441,6.901167798663534 2023-08-16,6.559541343361711,6.856105073804845 2023-08-17,6.569041883841833,6.8320182886083725 2023-08-18,6.5729857736230555,6.787397604679879 2023-08-21,6.563256329181762,6.684886316936677 2023-08-22,6.555999886984267,6.619407312185055 2023-08-23,6.5407771847973795,6.528982282155126 2023-08-24,6.532813375323651,6.496582641154756 2023-08-25,6.51756659373823,6.434676017306416 2023-08-28,6.501843854401009,6.384154194158144 2023-08-29,6.497926028265435,6.405072504475146 2023-08-30,6.4813741183242914,6.356428645944374 2023-08-31,6.466350550740733,6.325636355657019 2023-09-01,6.459233528176551,6.341200645442937 2023-09-04,6.454479083226637,6.364472586689943 2023-09-05,6.446812289568063,6.366680329617608 2023-09-06,6.427345652136252,6.306780378036374 2023-09-07,6.410846660599385,6.273730645885749 2023-09-08,6.39588391505189,6.254127745987042 " 1616,CN,technical,贵州茅台从2025年05月24日到2025年07月15日,双指数移动平均的5日线与20日线发生金叉多少次?(平滑系数 alpha 取 2 / (n + 1);从前 5n 个数据开始计算;初始值用首个数据点)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,5.0,medium,moving average,DEMA = 2 * EMA1 - EMA2;EMA1 = EMA_n(P);EMA2 = EMA_n(EMA1),"date,close 2024-12-20,1522.0 2024-12-23,1526.45 2024-12-24,1538.82 2024-12-25,1530.0 2024-12-26,1527.79 2024-12-27,1528.97 2024-12-30,1525.0 2024-12-31,1524.0 2025-01-02,1488.0 2025-01-03,1475.0 2025-01-06,1440.0 2025-01-07,1440.2 2025-01-08,1442.5 2025-01-09,1444.0 2025-01-10,1436.0 2025-01-13,1443.98 2025-01-14,1472.5 2025-01-15,1471.27 2025-01-16,1446.38 2025-01-17,1454.75 2025-01-20,1474.8 2025-01-21,1468.15 2025-01-22,1441.0 2025-01-23,1443.0 2025-01-24,1436.0 2025-01-27,1434.99 2025-02-05,1403.8 2025-02-06,1412.84 2025-02-07,1436.0 2025-02-10,1431.51 2025-02-11,1418.0 2025-02-12,1443.0 2025-02-13,1465.06 2025-02-14,1475.0 2025-02-17,1471.62 2025-02-18,1475.0 2025-02-19,1491.0 2025-02-20,1474.0 2025-02-21,1488.21 2025-02-24,1479.07 2025-02-25,1454.0 2025-02-26,1460.01 2025-02-27,1485.56 2025-02-28,1500.79 2025-03-03,1487.02 2025-03-04,1470.11 2025-03-05,1466.37 2025-03-06,1505.98 2025-03-07,1521.0 2025-03-10,1522.9 2025-03-11,1548.68 2025-03-12,1542.58 2025-03-13,1537.77 2025-03-14,1628.01 2025-03-17,1637.86 2025-03-18,1624.0 2025-03-19,1635.71 2025-03-20,1604.0 2025-03-21,1573.75 2025-03-24,1583.0 2025-03-25,1575.5 2025-03-26,1576.0 2025-03-27,1589.0 2025-03-28,1585.21 2025-03-31,1561.0 2025-04-01,1556.02 2025-04-02,1549.02 2025-04-03,1568.88 2025-04-07,1500.0 2025-04-08,1545.0 2025-04-09,1541.04 2025-04-10,1549.0 2025-04-11,1568.98 2025-04-14,1551.99 2025-04-15,1558.0 2025-04-16,1559.17 2025-04-17,1570.0 2025-04-18,1565.94 2025-04-21,1551.0 2025-04-22,1548.8 2025-04-23,1552.0 2025-04-24,1552.25 2025-04-25,1550.0 2025-04-28,1550.0 2025-04-29,1544.0 2025-04-30,1547.0 2025-05-06,1550.2 2025-05-07,1555.0 2025-05-08,1578.19 2025-05-09,1591.18 2025-05-12,1604.5 2025-05-13,1590.3 2025-05-14,1634.99 2025-05-15,1632.01 2025-05-16,1614.13 2025-05-19,1578.98 2025-05-20,1586.0 2025-05-21,1580.97 2025-05-22,1580.0 2025-05-23,1572.6 2025-05-26,1550.5 2025-05-27,1543.9 2025-05-28,1537.0 2025-05-29,1540.0 2025-05-30,1522.0 2025-06-03,1509.0 2025-06-04,1509.96 2025-06-05,1514.0 2025-06-06,1506.39 2025-06-09,1486.11 2025-06-10,1475.01 2025-06-11,1480.0 2025-06-12,1459.0 2025-06-13,1426.95 2025-06-16,1422.29 2025-06-17,1427.0 2025-06-18,1425.0 2025-06-19,1426.0 2025-06-20,1428.66 2025-06-23,1420.0 2025-06-24,1437.2 2025-06-25,1435.86 2025-06-26,1420.0 2025-06-27,1403.09 2025-06-30,1409.52 2025-07-01,1405.1 2025-07-02,1409.6 2025-07-03,1415.6 2025-07-04,1422.22 2025-07-07,1410.7 2025-07-08,1416.11 2025-07-09,1418.88 2025-07-10,1426.5 2025-07-11,1427.0 2025-07-14,1423.6 2025-07-15,1411.0 ","date,5日,20日 2025-02-21,1487.8943258905533,1465.5247411912712 2025-02-24,1485.0836466344701,1468.2571842088919 2025-02-25,1469.2384951168253,1466.0441755751626 2025-02-26,1463.841928318225,1465.2136249650111 2025-02-27,1475.2121288168219,1469.1214633547513 2025-02-28,1489.8764258365513,1475.2323109857653 2025-03-03,1489.9565105301476,1477.9684714185382 2025-03-04,1480.271380335063,1477.2228025535876 2025-03-05,1472.7600579889072,1475.8694291511806 2025-03-06,1490.7172416140704,1481.8608905687008 2025-03-07,1508.7385186014685,1489.7089495470454 2025-03-10,1519.1659174179267,1496.7618146105247 2025-03-11,1538.5374371788055,1507.4489734075173 2025-03-12,1544.8850640526616,1515.4648201922892 2025-03-13,1544.7778911018577,1521.399925427059 2025-03-14,1594.0849374457387,1542.7769170099243 2025-03-17,1625.2408538823815,1562.8359335481891 2025-03-18,1632.7900552006245,1577.4223309090073 2025-03-19,1641.6741385419966,1591.9094060192551 2025-03-20,1627.3432713001623,1598.413343639941 2025-03-21,1601.5747446037735,1598.3005729063989 2025-03-24,1592.169316671626,1599.6635830505384 2025-03-25,1582.8036468493792,1599.2676472905205 2025-03-26,1578.107388389561,1598.8186599922699 2025-03-27,1583.0082303641352,1600.6024263082843 2025-03-28,1583.7465789790417,1601.2698411265342 2025-03-31,1570.7873362546623,1597.278678733977 2025-04-01,1561.1735243488647,1592.7790770590357 2025-04-02,1552.4392163519692,1587.4924727214163 2025-04-03,1559.2107220920193,1586.4186539985906 2025-04-07,1525.0279777440394,1572.8853134658596 2025-04-08,1532.0547605067109,1569.3091747216886 2025-04-09,1534.4161350115971,1565.4429099018867 2025-04-10,1540.6238420124796,1563.5006576579956 2025-04-11,1555.4135071225967,1565.403705978457 2025-04-14,1554.055190824582,1563.911881987012 2025-04-15,1556.5609179338444,1563.6727981120466 2025-04-16,1558.4844724342006,1563.6378764083943 2025-04-17,1565.43222194167,1565.5333906019273 2025-04-18,1566.7720859514711,1566.3890528728061 2025-04-21,1558.9751270723302,1564.375215839464 2025-04-22,1553.401464562453,1562.206290595939 2025-04-23,1552.190785162235,1560.8897210374441 2025-04-24,1551.770395966334,1559.7767040425088 2025-04-25,1550.3868456607854,1558.3891622027322 2025-04-28,1549.7289515626767,1557.1772364590354 2025-04-29,1546.133337345442,1555.0316261658138 2025-04-30,1545.9649157660667,1553.7193998154366 2025-05-06,1547.7828488678924,1553.1647709906115 2025-05-07,1551.526058150049,1553.5546120569961 2025-05-08,1566.459033592113,1558.0936464713657 2025-05-09,1581.616018945018,1564.348015717855 2025-05-12,1596.815121441307,1572.1275060469059 2025-05-13,1596.5352646128458,1576.2134153090362 2025-05-14,1620.5458543987688,1587.7929154958686 2025-05-15,1631.1665771482049,1597.1593279799115 2025-05-16,1626.0472786870425,1601.8991864715667 2025-05-19,1602.92011507241,1599.5137265386898 2025-05-20,1593.8813629023057,1598.648225536596 2025-05-21,1586.1939882820031,1596.9125367295617 2025-05-22,1581.6580453083127,1595.171144878637 2025-05-23,1575.346732285749,1592.2656413917928 2025-05-26,1559.9587340217486,1585.699769908079 2025-05-27,1548.4019865686653,1578.8084350208842 2025-05-28,1538.9321003041096,1571.5988984350313 2025-05-29,1536.175250819406,1565.9276097701038 2025-05-30,1525.3749565129374,1557.7846491190396 2025-06-03,1512.977608319736,1548.4360155781999 2025-06-04,1507.5590526427868,1540.599732651769 2025-06-05,1507.6620220482778,1534.639966059822 2025-06-06,1504.1842282231319,1528.1936268218808 2025-06-09,1491.6169611649411,1519.0400146400568 2025-06-10,1479.2529578985298,1509.2346312926675 2025-06-11,1476.058627791399,1501.8027902187941 2025-06-12,1463.4101891002965,1491.7118473876299 2025-06-13,1439.49308422644,1477.3406960234558 2025-06-16,1424.8806949240106,1464.2741463033635 2025-06-17,1420.7151113535963,1454.0515589243007 2025-06-18,1418.4509507274572,1445.0752317598135 2025-06-19,1418.727884812789,1437.7265808903826 2025-06-20,1421.136757204849,1432.0871947510943 2025-06-23,1418.2321719118922,1425.8687657821883 2025-06-24,1426.693226013701,1423.8453464604113 2025-06-25,1430.8766693907605,1422.0670340771842 2025-06-26,1424.478569848258,1417.85932680586 2025-06-27,1411.7429067351168,1411.3667652816619 2025-06-30,1408.693400158708,1407.1433599044235 2025-07-01,1404.974352773781,1402.9058479298185 2025-07-02,1405.8354036278379,1400.273273747162 2025-07-03,1409.9697147154366,1399.2912955727224 2025-07-04,1416.1105513415432,1399.836285814755 2025-07-07,1413.1186396929747,1398.3956425814556 2025-07-08,1414.5257189943914,1398.309350568877 2025-07-09,1416.866007684533,1398.9026639048948 2025-07-10,1422.363246248537,1400.9518599563294 2025-07-11,1425.5438804715902,1402.9517518718458 2025-07-14,1425.2303978516593,1404.190196257365 2025-07-15,1417.9099169259503,1403.094317885807 " 1617,CN,technical,在2023年02月10日至2024年01月26日期间,天赐材料的双指数移动平均20日线和60日线共出现几次金叉?(平滑系数 alpha 取 2 / (n + 1);从前 5n 个数据开始计算;初始值用首个数据点)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,6.0,medium,moving average,DEMA = 2 * EMA1 - EMA2;EMA1 = EMA_n(P);EMA2 = EMA_n(EMA1),"date,close 2021-11-15,134.99 2021-11-16,131.83 2021-11-17,133.65 2021-11-18,132.3 2021-11-19,127.6 2021-11-22,134.91 2021-11-23,136.38 2021-11-24,131.02 2021-11-25,131.49 2021-11-26,133.96 2021-11-29,136.82 2021-11-30,135.0 2021-12-01,136.47 2021-12-02,135.4 2021-12-03,133.88 2021-12-06,131.59 2021-12-07,125.4 2021-12-08,131.19 2021-12-09,127.51 2021-12-10,129.6 2021-12-13,124.5 2021-12-14,124.75 2021-12-15,123.8 2021-12-16,124.69 2021-12-17,121.96 2021-12-20,118.11 2021-12-21,119.0 2021-12-22,119.87 2021-12-23,117.7 2021-12-24,113.05 2021-12-27,112.85 2021-12-28,117.88 2021-12-29,118.0 2021-12-30,116.35 2021-12-31,114.65 2022-01-04,111.4 2022-01-05,104.69 2022-01-06,104.8 2022-01-07,105.45 2022-01-10,103.44 2022-01-11,101.0 2022-01-12,105.2 2022-01-13,102.96 2022-01-14,105.33 2022-01-17,106.57 2022-01-18,99.35 2022-01-19,95.23 2022-01-20,95.74 2022-01-21,97.66 2022-01-24,101.0 2022-01-25,98.86 2022-01-26,98.08 2022-01-27,97.08 2022-01-28,94.22 2022-02-07,97.15 2022-02-08,91.84 2022-02-09,91.98 2022-02-10,89.5 2022-02-11,87.0 2022-02-14,87.2 2022-02-15,91.09 2022-02-16,90.54 2022-02-17,96.92 2022-02-18,94.0 2022-02-21,94.13 2022-02-22,94.98 2022-02-23,99.66 2022-02-24,100.58 2022-02-25,101.61 2022-02-28,106.19 2022-03-01,105.29 2022-03-02,99.64 2022-03-03,99.68 2022-03-04,94.5 2022-03-07,89.4 2022-03-08,89.1 2022-03-09,87.55 2022-03-10,96.31 2022-03-11,98.91 2022-03-14,95.76 2022-03-15,96.1 2022-03-16,101.12 2022-03-17,104.85 2022-03-18,102.88 2022-03-21,104.76 2022-03-22,103.48 2022-03-23,101.52 2022-03-24,101.0 2022-03-25,96.78 2022-03-28,93.69 2022-03-29,96.0 2022-03-30,99.17 2022-03-31,94.0 2022-04-01,96.02 2022-04-06,92.09 2022-04-07,91.56 2022-04-08,89.95 2022-04-11,85.45 2022-04-12,86.2 2022-04-13,84.28 2022-04-14,84.31 2022-04-15,81.55 2022-04-18,82.45 2022-04-19,83.2 2022-04-20,79.0 2022-04-21,76.66 2022-04-22,73.99 2022-04-25,68.96 2022-04-26,67.0 2022-04-27,72.19 2022-04-28,71.68 2022-04-29,74.92 2022-05-05,75.03 2022-05-06,73.35 2022-05-09,73.63 2022-05-10,74.49 2022-05-11,79.25 2022-05-12,77.89 2022-05-13,77.05 2022-05-16,37.48 2022-05-17,38.86 2022-05-18,40.76 2022-05-19,41.35 2022-05-20,41.1 2022-05-23,41.1 2022-05-24,38.86 2022-05-25,38.23 2022-05-26,37.86 2022-05-27,37.71 2022-05-30,37.91 2022-05-31,38.05 2022-06-01,40.05 2022-06-02,41.44 2022-06-06,45.58 2022-06-07,44.68 2022-06-08,44.25 2022-06-09,42.86 2022-06-10,46.6 2022-06-13,49.86 2022-06-14,53.16 2022-06-15,51.45 2022-06-16,53.44 2022-06-17,57.68 2022-06-20,58.98 2022-06-21,57.57 2022-06-22,60.57 2022-06-23,60.88 2022-06-24,62.89 2022-06-27,62.24 2022-06-28,65.95 2022-06-29,61.98 2022-06-30,62.06 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2024-01-03,23.10015209713996,22.058367888153498 2024-01-04,23.1612151961061,22.050546808808555 2024-01-05,23.08511296921801,21.99852118009719 2024-01-08,22.909028262226006,21.910873962073904 2024-01-09,22.799452996300793,21.843509419803716 2024-01-10,22.778150313796935,21.806393050730424 2024-01-11,22.992474872438468,21.85479196152133 2024-01-12,23.177058242460777,21.901945264562734 2024-01-15,23.213988772184614,21.90465767166536 2024-01-16,23.33760774302717,21.94117023775984 2024-01-17,23.29251934734022,21.923372753649083 2024-01-18,23.357900326405186,21.94482759557218 2024-01-19,23.378605387939952,21.953928642159653 2024-01-22,23.130351659283015,21.869334454737555 2024-01-23,22.908444623722268,21.787187261984194 2024-01-24,22.624403312311117,21.677049361682553 2024-01-25,22.408900984264243,21.58349971685677 2024-01-26,22.138533763488788,21.465095977940887 " 1618,CN,technical,2022年02月21日-2022年04月19日,白云山双指数移动平均线中20日均线和10日均线金叉的次数是多少?(平滑系数 alpha 取 2 / (n + 1);从前 5n 个数据开始计算;初始值用首个数据点)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,2.0,medium,moving average,DEMA = 2 * EMA1 - EMA2;EMA1 = EMA_n(P);EMA2 = EMA_n(EMA1),"date,close 2021-09-15,30.64 2021-09-16,30.01 2021-09-17,30.28 2021-09-22,30.11 2021-09-23,30.7 2021-09-24,30.63 2021-09-27,30.93 2021-09-28,30.27 2021-09-29,29.73 2021-09-30,29.77 2021-10-08,30.35 2021-10-11,30.43 2021-10-12,30.1 2021-10-13,30.8 2021-10-14,30.12 2021-10-15,30.2 2021-10-18,29.95 2021-10-19,30.2 2021-10-20,30.02 2021-10-21,29.79 2021-10-22,29.8 2021-10-25,29.65 2021-10-26,30.22 2021-10-27,29.12 2021-10-28,29.02 2021-10-29,29.12 2021-11-01,29.23 2021-11-02,28.8 2021-11-03,28.86 2021-11-04,28.96 2021-11-05,29.11 2021-11-08,28.97 2021-11-09,29.12 2021-11-10,29.26 2021-11-11,29.27 2021-11-12,29.06 2021-11-15,29.23 2021-11-16,29.39 2021-11-17,29.51 2021-11-18,29.13 2021-11-19,29.23 2021-11-22,29.08 2021-11-23,29.12 2021-11-24,29.12 2021-11-25,29.8 2021-11-26,29.44 2021-11-29,29.48 2021-11-30,29.38 2021-12-01,29.39 2021-12-02,29.36 2021-12-03,29.42 2021-12-06,29.55 2021-12-07,29.99 2021-12-08,30.02 2021-12-09,30.3 2021-12-10,29.94 2021-12-13,29.9 2021-12-14,29.91 2021-12-15,29.63 2021-12-16,29.79 2021-12-17,29.92 2021-12-20,30.78 2021-12-21,30.64 2021-12-22,31.55 2021-12-23,31.72 2021-12-24,32.71 2021-12-27,33.17 2021-12-28,32.59 2021-12-29,32.17 2021-12-30,32.28 2021-12-31,34.2 2022-01-04,34.49 2022-01-05,34.01 2022-01-06,35.29 2022-01-07,33.78 2022-01-10,34.13 2022-01-11,35.03 2022-01-12,34.01 2022-01-13,32.72 2022-01-14,32.99 2022-01-17,33.0 2022-01-18,32.95 2022-01-19,32.34 2022-01-20,32.28 2022-01-21,31.34 2022-01-24,30.99 2022-01-25,29.9 2022-01-26,29.82 2022-01-27,29.24 2022-01-28,29.1 2022-02-07,29.39 2022-02-08,29.71 2022-02-09,30.27 2022-02-10,30.3 2022-02-11,29.58 2022-02-14,29.5 2022-02-15,29.87 2022-02-16,29.87 2022-02-17,29.6 2022-02-18,29.74 2022-02-21,30.07 2022-02-22,29.85 2022-02-23,29.99 2022-02-24,29.61 2022-02-25,29.77 2022-02-28,29.79 2022-03-01,29.72 2022-03-02,29.98 2022-03-03,30.27 2022-03-04,30.36 2022-03-07,29.98 2022-03-08,28.5 2022-03-09,27.61 2022-03-10,28.83 2022-03-11,29.44 2022-03-14,29.03 2022-03-15,27.35 2022-03-16,28.12 2022-03-17,29.04 2022-03-18,29.95 2022-03-21,30.2 2022-03-22,30.12 2022-03-23,30.45 2022-03-24,30.59 2022-03-25,30.43 2022-03-28,30.46 2022-03-29,31.02 2022-03-30,31.27 2022-03-31,31.36 2022-04-01,31.04 2022-04-06,31.45 2022-04-07,30.7 2022-04-08,30.2 2022-04-11,30.01 2022-04-12,30.2 2022-04-13,29.58 2022-04-14,29.78 2022-04-15,29.65 2022-04-18,29.11 2022-04-19,29.4 ","date,20日,10日 2021-11-17,29.112162707704158,29.270594186148102 2021-11-18,29.092451473743168,29.223790349591933 2021-11-19,29.0947971396051,29.222416199514107 2021-11-22,29.070732733296104,29.172160241213604 2021-11-23,29.0583740448364,29.148694343798763 2021-11-24,29.04881626090602,29.132037194494664 2021-11-25,29.1649939818981,29.34528200547308 2021-11-26,29.200549948679384,29.384056399418196 2021-11-29,29.239083971838863,29.42508532761557 2021-11-30,29.25467228583708,29.421308483595116 2021-12-01,29.270383606041186,29.42072039847084 2021-12-02,29.27888757921469,29.40939381591754 2021-12-03,29.297468948826424,29.42001341550029 2021-12-06,29.337373707634885,29.470097166774682 2021-12-07,29.451786685184356,29.651720267486475 2021-12-08,29.55576840435583,29.794402830194812 2021-12-09,29.69589159483991,29.98993734472867 2021-12-10,29.750768931314724,30.012074090995842 2021-12-13,29.790151341160872,30.01128714953846 2021-12-14,29.82519996834866,30.010387225107042 2021-12-15,29.803866078419855,29.913904226930406 2021-12-16,29.813850208628523,29.892823733045873 2021-12-17,29.84538959677096,29.918288072410906 2021-12-20,30.027893362603923,30.219688561658213 2021-12-21,30.15871487284265,30.39369422597556 2021-12-22,30.43524935289891,30.819146142552444 2021-12-23,30.70256896715904,31.184311602655892 2021-12-24,31.110215463483915,31.77374264280264 2021-12-27,31.541869711373586,32.351337218675994 2021-12-28,31.804771535960153,32.57331913413911 2021-12-29,31.95091319703025,32.58362705658502 2021-12-30,32.09248572958849,32.61321741602122 2021-12-31,32.558376299509504,33.256721130486085 2022-01-04,33.0072492939391,33.81454688544234 2022-01-05,33.30106823682645,34.0516187747786 2022-01-06,33.78021645776758,34.63208446020937 2022-01-07,33.912215645814456,34.54323638317677 2022-01-10,34.08256223153251,34.574231095802 2022-01-11,34.385702522956755,34.87781495811137 2022-01-12,34.45466133273526,34.74888134666191 2022-01-13,34.27306379305068,34.21169830604989 2022-01-14,34.15930196312249,33.892040293539374 2022-01-17,34.05738534530714,33.651540622568206 2022-01-18,33.955295911265026,33.452477516461286 2022-01-19,33.751950175813185,33.10095667629183 2022-01-20,33.56180139757879,32.820650769193534 2022-01-21,33.22399887029323,32.3043914175263 2022-01-24,32.866895224417355,31.81121312698785 2022-01-25,32.35981586600724,31.093590862181536 2022-01-26,31.907899966120446,30.547295267982868 2022-01-27,31.413810987155323,29.96581490267689 2022-01-28,30.964238730114445,29.506284578705888 2022-02-07,30.63192004595976,29.281101979065596 2022-02-08,30.406671236064795,29.2397449667753 2022-02-09,30.317552176390556,29.4127292819603 2022-02-10,30.24961070417295,29.566785582804464 2022-02-11,30.063839016446764,29.456136145095037 2022-02-14,29.89286637396391,29.359713425798805 2022-02-15,29.816465944412503,29.422117607896414 2022-02-16,29.754410572880285,29.47869833779989 2022-02-17,29.65568124994457,29.440254087973294 2022-02-18,29.59975378831289,29.466080529396038 2022-02-21,29.615107918012917,29.601515402434536 2022-02-22,29.591893426288784,29.63493823802446 2022-02-23,29.60062810833512,29.71070267381525 2022-02-24,29.542375745036676,29.645034149879653 2022-02-25,29.524329019116298,29.652808637166416 2022-02-28,29.51541250180628,29.668498710898337 2022-03-01,29.4979056701597,29.659878059069342 2022-03-02,29.532754674910144,29.742045124900535 2022-03-03,29.617946221430024,29.900783569799085 2022-03-04,29.709924369747384,30.04900406366343 2022-03-07,29.72217927692104,30.032887069848215 2022-03-08,29.466068856018552,29.531093476638087 2022-03-09,29.08620459894402,28.8668814522036 2022-03-10,28.9831755395343,28.78399963577378 2022-03-11,29.008104808003583,28.931690332683615 2022-03-14,28.95805275967115,28.911824093997346 2022-03-15,28.612971125914477,28.347059947637206 2022-03-16,28.45871635428224,28.19057948775523 2022-03-17,28.49626547451724,28.387627130718357 2022-03-18,28.697014160473625,28.841927548545957 2022-03-21,28.91806227609349,29.265321132429033 2022-03-22,29.096126041704366,29.553202089163026 2022-03-23,29.311038774626603,29.873743817582866 2022-03-24,29.522692610196728,30.153652121150436 2022-03-25,29.676607041489305,30.302560915401443 2022-03-28,29.814876160606456,30.41637387963884 2022-03-29,30.035501211306833,30.6791288762064 2022-03-30,30.270384745224312,30.948935811885292 2022-03-31,30.488052356932503,31.169916130417928 2022-04-01,30.61609271611374,31.218343744297865 2022-04-06,30.79912718051277,31.38040375873657 2022-04-07,30.818807300526373,31.243257032576146 2022-04-08,30.743136765657454,30.968199900763757 2022-04-11,30.64179978118963,30.69586579101286 2022-04-12,30.587582433077063,30.553696154203987 2022-04-13,30.427213289310746,30.241873631903694 2022-04-14,30.324532758569514,30.077368517573625 2022-04-15,30.211957242397485,29.91443968839156 2022-04-18,30.01674728705125,29.61811742461211 2022-04-19,29.90133281306441,29.498823432342824 " 1619,CN,technical,对于招商轮船在2023年05月17日到2023年05月31日间双指数移动平均线,统计20日线与60日线的金叉次数。(平滑系数 alpha 取 2 / (n + 1);从前 5n 个数据开始计算;初始值用首个数据点)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,2.0,medium,moving average,DEMA = 2 * EMA1 - EMA2;EMA1 = EMA_n(P);EMA2 = EMA_n(EMA1),"date,close 2022-02-21,4.49 2022-02-22,4.51 2022-02-23,4.61 2022-02-24,4.58 2022-02-25,4.5 2022-02-28,4.59 2022-03-01,4.49 2022-03-02,4.59 2022-03-03,4.75 2022-03-04,4.57 2022-03-07,4.51 2022-03-08,4.4 2022-03-09,4.32 2022-03-10,4.24 2022-03-11,4.39 2022-03-14,4.23 2022-03-15,3.82 2022-03-16,3.93 2022-03-17,3.89 2022-03-18,3.9 2022-03-21,3.87 2022-03-22,3.92 2022-03-23,3.86 2022-03-24,3.81 2022-03-25,3.84 2022-03-28,4.22 2022-03-29,4.64 2022-03-30,4.66 2022-03-31,4.72 2022-04-01,4.94 2022-04-06,4.96 2022-04-07,4.94 2022-04-08,4.9 2022-04-11,4.84 2022-04-12,5.0 2022-04-13,5.29 2022-04-14,5.47 2022-04-15,5.34 2022-04-18,5.14 2022-04-19,5.32 2022-04-20,5.15 2022-04-21,5.11 2022-04-22,5.43 2022-04-25,5.05 2022-04-26,4.78 2022-04-27,4.96 2022-04-28,5.04 2022-04-29,5.11 2022-05-05,5.13 2022-05-06,5.33 2022-05-09,5.36 2022-05-10,5.06 2022-05-11,5.28 2022-05-12,5.41 2022-05-13,5.79 2022-05-16,5.87 2022-05-17,5.83 2022-05-18,5.65 2022-05-19,5.73 2022-05-20,5.62 2022-05-23,5.58 2022-05-24,5.81 2022-05-25,6.0 2022-05-26,6.07 2022-05-27,6.08 2022-05-30,6.03 2022-05-31,6.05 2022-06-01,6.66 2022-06-02,6.64 2022-06-06,6.77 2022-06-07,6.97 2022-06-08,6.7 2022-06-09,6.25 2022-06-10,6.31 2022-06-13,5.96 2022-06-14,6.07 2022-06-15,5.9 2022-06-16,5.71 2022-06-17,5.61 2022-06-20,5.46 2022-06-21,5.63 2022-06-22,5.78 2022-06-23,5.96 2022-06-24,5.8 2022-06-27,5.89 2022-06-28,6.19 2022-06-29,5.91 2022-06-30,5.76 2022-07-01,5.63 2022-07-04,5.79 2022-07-05,6.21 2022-07-06,5.94 2022-07-07,5.66 2022-07-08,5.66 2022-07-11,5.73 2022-07-12,5.5 2022-07-13,5.58 2022-07-14,5.58 2022-07-15,5.41 2022-07-18,5.95 2022-07-19,6.27 2022-07-20,6.54 2022-07-21,6.59 2022-07-22,6.76 2022-07-25,6.88 2022-07-26,7.11 2022-07-27,7.0 2022-07-28,7.01 2022-07-29,6.92 2022-08-01,7.25 2022-08-02,7.05 2022-08-03,6.74 2022-08-04,6.55 2022-08-05,6.57 2022-08-08,6.55 2022-08-09,6.86 2022-08-10,6.76 2022-08-11,6.77 2022-08-12,7.05 2022-08-15,7.1 2022-08-16,7.59 2022-08-17,7.67 2022-08-18,7.68 2022-08-19,7.53 2022-08-22,8.28 2022-08-23,8.07 2022-08-24,7.88 2022-08-25,8.56 2022-08-26,7.73 2022-08-29,7.93 2022-08-30,7.85 2022-08-31,7.49 2022-09-01,7.01 2022-09-02,7.25 2022-09-05,7.6 2022-09-06,7.71 2022-09-07,7.61 2022-09-08,7.46 2022-09-09,7.24 2022-09-13,7.28 2022-09-14,7.6 2022-09-15,7.3 2022-09-16,7.12 2022-09-19,7.66 2022-09-20,7.85 2022-09-21,8.36 2022-09-22,8.17 2022-09-23,7.77 2022-09-26,7.74 2022-09-27,7.61 2022-09-28,7.51 2022-09-29,7.03 2022-09-30,7.1 2022-10-10,7.16 2022-10-11,7.37 2022-10-12,7.32 2022-10-13,7.08 2022-10-14,7.58 2022-10-17,8.1 2022-10-18,8.04 2022-10-19,8.66 2022-10-20,8.19 2022-10-21,8.07 2022-10-24,7.73 2022-10-25,7.79 2022-10-26,7.49 2022-10-27,7.47 2022-10-28,7.39 2022-10-31,6.97 2022-11-01,6.95 2022-11-02,7.5 2022-11-03,7.31 2022-11-04,8.04 2022-11-07,7.9 2022-11-08,7.34 2022-11-09,7.25 2022-11-10,7.17 2022-11-11,7.27 2022-11-14,7.11 2022-11-15,7.17 2022-11-16,7.37 2022-11-17,7.52 2022-11-18,7.16 2022-11-21,7.19 2022-11-22,7.4 2022-11-23,7.28 2022-11-24,7.11 2022-11-25,6.98 2022-11-28,6.91 2022-11-29,6.71 2022-11-30,6.57 2022-12-01,6.44 2022-12-02,6.08 2022-12-05,6.25 2022-12-06,6.19 2022-12-07,6.15 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2022-11-22,7.279956454937329,7.660135781086199 2022-11-23,7.271072946044747,7.645426841957766 2022-11-24,7.233042926783067,7.620308990715112 2022-11-25,7.177212975171733,7.5878777958377865 2022-11-28,7.117023713420306,7.55237000208575 2022-11-29,7.02959419336147,7.505562125155038 2022-11-30,6.929729264756741,7.451888255739174 2022-12-01,6.821134806059839,7.392343431106125 2022-12-02,6.6634768949173875,7.312395861024945 2022-12-05,6.559965753189281,7.247244806228737 2022-12-06,6.461536308344376,7.18135397017109 2022-12-07,6.3712433949149245,7.116067376191686 2022-12-08,6.288067169682064,7.051373233986077 2022-12-09,6.2256207161950075,6.99241978008829 2022-12-12,6.1847008690893235,6.940233095826384 2022-12-13,6.187714773212886,6.90352716185729 2022-12-14,6.148660714926615,6.853178474731827 2022-12-15,6.115070787713349,6.804697826039899 2022-12-16,6.084353674618468,6.757361107576917 2022-12-19,6.016176140546526,6.696934189705391 2022-12-20,5.979267309793336,6.646642913739359 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2023-04-27,6.8314035689644355,7.023369640804153 2023-04-28,6.786530669081245,7.000125305053424 2023-05-04,6.693956429774767,6.958632686410989 2023-05-05,6.576779273065611,6.905595777988532 2023-05-08,6.483971856593349,6.857715138017953 2023-05-09,6.403247673434934,6.811527723804124 2023-05-10,6.300403181793376,6.755353442757751 2023-05-11,6.225826142768942,6.7064622613297855 2023-05-12,6.141232909982329,6.652257463803297 2023-05-15,6.098912981012041,6.611070704855455 2023-05-16,6.054937592616752,6.568733862416093 2023-05-17,6.013180527806852,6.526602853552596 2023-05-18,5.966089773821362,6.482097491212351 2023-05-19,5.918053217621707,6.436633487914516 2023-05-22,5.910947980300703,6.405102520585461 2023-05-23,5.87918203337534,6.3655487158677015 2023-05-24,5.844297146813985,6.32482068870135 2023-05-25,5.79946578029266,6.280404256204474 2023-05-26,5.756966944838307,6.236358242082884 2023-05-29,5.736445522211607,6.199768720952651 2023-05-30,5.71849990847672,6.164475198260326 2023-05-31,5.688222434117989,6.125261370449245 " 1620,CN,technical,"中国船舶2020年09月12日至2020年11月16日, 对于三指数移动平均的30日线和10日线,有多少次金叉?(平滑系数 alpha 取 2 / (n + 1);从前 6n 个数据开始计算;初始值用首个数据点)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。",9.0,medium,moving average,TEMA = 3 * EMA1 - 3 * EMA2 + EMA3;EMA1 = EMA_n(P);EMA2 = EMA_n(EMA1);EMA3 = EMA_n(EMA2),"date,close 2019-12-17,22.68 2019-12-18,22.35 2019-12-19,21.82 2019-12-20,21.55 2019-12-23,21.27 2019-12-24,21.65 2019-12-25,21.83 2019-12-26,21.71 2019-12-27,21.42 2019-12-30,21.39 2019-12-31,21.76 2020-01-02,22.11 2020-01-03,22.12 2020-01-06,22.52 2020-01-07,22.6 2020-01-08,24.1 2020-01-09,23.41 2020-01-13,23.01 2020-01-14,22.65 2020-01-15,22.17 2020-01-16,22.4 2020-01-17,22.09 2020-01-20,22.28 2020-01-21,21.79 2020-01-22,21.93 2020-01-23,21.41 2020-02-03,19.27 2020-02-04,18.18 2020-02-05,18.76 2020-02-06,19.02 2020-02-07,19.05 2020-02-10,19.32 2020-02-11,19.33 2020-02-12,19.39 2020-02-13,19.03 2020-02-14,19.04 2020-02-17,20.09 2020-02-18,20.41 2020-02-19,20.08 2020-02-20,20.27 2020-02-21,20.48 2020-02-24,20.43 2020-02-25,19.9 2020-02-26,21.89 2020-02-27,20.66 2020-02-28,19.25 2020-03-02,19.8 2020-03-03,19.88 2020-03-04,19.83 2020-03-05,20.23 2020-03-06,19.89 2020-03-09,19.13 2020-03-10,19.37 2020-03-11,19.39 2020-03-12,18.87 2020-03-13,18.49 2020-03-16,17.88 2020-03-17,17.75 2020-03-18,17.5 2020-03-19,17.75 2020-03-20,18.23 2020-03-23,17.6 2020-03-24,17.86 2020-03-25,18.13 2020-03-26,17.9 2020-03-27,17.92 2020-03-30,18.6 2020-03-31,18.43 2020-04-01,18.15 2020-04-02,18.48 2020-04-03,18.35 2020-04-07,18.7 2020-04-08,19.03 2020-04-09,19.06 2020-04-10,18.77 2020-04-13,18.66 2020-04-14,18.74 2020-04-15,18.57 2020-04-16,18.73 2020-04-17,18.54 2020-04-20,18.66 2020-04-21,18.8 2020-04-22,19.45 2020-04-23,19.8 2020-04-24,19.24 2020-04-27,18.72 2020-04-28,18.24 2020-04-29,18.28 2020-04-30,18.69 2020-05-06,18.79 2020-05-07,18.7 2020-05-08,18.88 2020-05-11,19.15 2020-05-12,19.24 2020-05-13,18.77 2020-05-14,18.8 2020-05-15,18.82 2020-05-18,19.28 2020-05-19,19.05 2020-05-20,18.61 2020-05-21,18.35 2020-05-22,18.13 2020-05-25,18.17 2020-05-26,18.29 2020-05-27,18.29 2020-05-28,18.04 2020-05-29,18.04 2020-06-01,18.35 2020-06-02,18.47 2020-06-03,18.31 2020-06-04,18.2 2020-06-05,18.13 2020-06-08,18.03 2020-06-09,17.99 2020-06-10,17.87 2020-06-11,17.78 2020-06-12,18.01 2020-06-15,17.94 2020-06-16,17.96 2020-06-17,18.11 2020-06-18,17.9 2020-06-19,17.88 2020-06-22,17.95 2020-06-23,17.69 2020-06-24,17.52 2020-06-29,17.37 2020-06-30,17.44 2020-07-01,17.6 2020-07-02,17.9 2020-07-03,18.03 2020-07-06,18.85 2020-07-07,18.83 2020-07-08,20.71 2020-07-09,21.98 2020-07-10,20.6 2020-07-13,21.19 2020-07-14,21.59 2020-07-15,20.58 2020-07-16,19.58 2020-07-17,19.95 2020-07-20,21.4 2020-07-21,20.72 2020-07-22,20.81 2020-07-23,21.72 2020-07-24,22.28 2020-07-27,21.13 2020-07-28,21.27 2020-07-29,21.28 2020-07-30,21.08 2020-07-31,20.71 2020-08-03,21.66 2020-08-04,21.11 2020-08-05,21.22 2020-08-06,21.8 2020-08-07,22.35 2020-08-10,22.16 2020-08-11,23.59 2020-08-12,22.35 2020-08-13,22.39 2020-08-14,23.19 2020-08-17,23.49 2020-08-18,23.12 2020-08-19,22.8 2020-08-20,22.09 2020-08-21,21.87 2020-08-24,21.91 2020-08-25,21.09 2020-08-26,20.72 2020-08-27,20.77 2020-08-28,21.11 2020-08-31,20.89 2020-09-01,21.05 2020-09-02,20.57 2020-09-03,20.2 2020-09-04,20.3 2020-09-07,19.67 2020-09-08,19.85 2020-09-09,20.1 2020-09-10,19.35 2020-09-11,19.17 2020-09-14,19.11 2020-09-15,19.26 2020-09-16,18.91 2020-09-17,18.8 2020-09-18,19.09 2020-09-21,19.41 2020-09-22,19.02 2020-09-23,18.96 2020-09-24,18.33 2020-09-25,18.39 2020-09-28,18.12 2020-09-29,18.45 2020-09-30,18.46 2020-10-09,18.83 2020-10-12,19.26 2020-10-13,19.27 2020-10-14,19.06 2020-10-15,18.79 2020-10-16,18.77 2020-10-19,18.65 2020-10-20,18.7 2020-10-21,18.32 2020-10-22,18.29 2020-10-23,18.3 2020-10-26,18.16 2020-10-27,18.38 2020-10-28,18.23 2020-10-29,18.06 2020-10-30,17.82 2020-11-02,17.15 2020-11-03,17.65 2020-11-04,17.79 2020-11-05,17.81 2020-11-06,18.07 2020-11-09,18.28 2020-11-10,18.14 2020-11-11,18.05 2020-11-12,17.8 2020-11-13,17.92 2020-11-16,18.24 ","date,30日,10日 2020-04-29,18.704082450230405,18.5359462364607 2020-04-30,18.70652901357172,18.558259607794366 2020-05-06,18.727160609461308,18.623901639395392 2020-05-07,18.729192380766538,18.63133247982741 2020-05-08,18.763848502666963,18.72092064881617 2020-05-11,18.843300936179883,18.9050490880714 2020-05-12,18.92914676938055,19.068501768773714 2020-05-13,18.91881504339253,18.961976122581397 2020-05-14,18.914877633911225,18.9008952289597 2020-05-15,18.914736460943846,18.867513393529144 2020-05-18,18.997703568270072,19.052677613082103 2020-05-19,19.028172603337133,19.070779175768184 2020-05-20,18.974477030246014,18.880650316565692 2020-05-21,18.87980361751907,18.634480711742018 2020-05-22,18.75671816005084,18.372793544865566 2020-05-25,18.656191976134473,18.222376896593374 2020-05-26,18.590189504356697,18.185367854699354 2020-05-27,18.53283307263353,18.170510767029057 2020-05-28,18.43784260700763,18.056726640036928 2020-05-29,18.355415580408724,17.989860119314635 2020-06-01,18.34038643945499,18.095030090267777 2020-06-02,18.349967896187277,18.227874475254467 2020-06-03,18.330276657313423,18.249570628362875 2020-06-04,18.294005112127042,18.21753246154132 2020-06-05,18.250506670848967,18.167255262736326 2020-06-08,18.195302836094598,18.091476830755944 2020-06-09,18.14081624147956,18.026388169232977 2020-06-10,18.07254304915076,17.932938893169254 2020-06-11,17.997750558390717,17.83483275525566 2020-06-12,17.975406288663986,17.879286194853258 2020-06-15,17.944625611045463,17.88308977979534 2020-06-16,17.922788082843557,17.899245221885778 2020-06-17,17.932354882341276,17.98166400793083 2020-06-18,17.904078559036318,17.944212085109033 2020-06-19,17.877101212623373,17.911737607518297 2020-06-22,17.867591150727275,17.923591977496162 2020-06-23,17.81351442288882,17.815695699194634 2020-06-24,17.736778059054885,17.668905491587125 2020-06-29,17.64394482229821,17.506940787875706 2020-06-30,17.57706943992689,17.436388684966523 2020-07-01,17.549363511122408,17.468881450909755 2020-07-02,17.581367300206107,17.633034244604097 2020-07-03,17.63471565718815,17.80585282507919 2020-07-06,17.8316779554991,18.29311436620597 2020-07-07,18.0016142531128,18.605020283452017 2020-07-08,18.49190477290832,19.652662114689647 2020-07-09,19.15105100287008,20.906272189322305 2020-07-10,19.475969360298368,21.08200240164317 2020-07-13,19.864413538499853,21.419900049375247 2020-07-14,20.273176262808867,21.781272327372452 2020-07-15,20.443146871413816,21.519987687711197 2020-07-16,20.405375020163742,20.851289241683304 2020-07-17,20.434232450424172,20.542571292247832 2020-07-20,20.717420196618384,20.97508286483518 2020-07-21,20.83671441376327,20.94142187259596 2020-07-22,20.951875109489002,20.943037740131654 2020-07-23,21.212003592048134,21.34175735539141 2020-07-24,21.535249713644298,21.846504842835675 2020-07-27,21.603123356353457,21.643327139848882 2020-07-28,21.681166265242656,21.5502655394943 2020-07-29,21.744591525418436,21.47734493098348 2020-07-30,21.75720728073376,21.326515091964367 2020-07-31,21.694678130501103,21.050357162449387 2020-08-03,21.80604693102637,21.292356471516374 2020-08-04,21.797768235750908,21.203631404401854 2020-08-05,21.80455725537414,21.191514140678542 2020-08-06,21.909983217350295,21.444746672701815 2020-08-07,22.096361979797837,21.860358659272755 2020-08-10,22.21924358254705,22.04486678607572 2020-08-11,22.580141632306354,22.80356229772572 2020-08-12,22.664792570097518,22.732359556798915 2020-08-13,22.739476575318257,22.68138582816709 2020-08-14,22.943303380816882,22.991410458557823 2020-08-17,23.169381033422813,23.31690741271537 2020-08-18,23.293153198381628,23.34666163061598 2020-08-19,23.336290384503275,23.200847676425916 2020-08-20,23.238211980003754,22.76488980023774 2020-08-21,23.10575551422742,22.363700576265437 2020-08-24,22.990922556262923,22.111973931433642 2020-08-25,22.73613366813859,21.57734925470287 2020-08-26,22.441169243582383,21.063509704349833 2020-08-27,22.18811401385539,20.76148808587926 2020-08-28,22.025194936065624,20.73737621601714 2020-08-31,21.84028694356341,20.646167557207935 2020-09-01,21.705608124598836,20.680321261149892 2020-09-02,21.499344602467676,20.50686021129704 2020-09-03,21.25090242676765,20.243102726114458 2020-09-04,21.051420105159224,20.13294775416772 2020-09-07,20.763025905033523,19.79606898572319 2020-09-08,20.544343776434342,19.675063799252243 2020-09-09,20.400003690735044,19.7312396289311 2020-09-10,20.139827047863065,19.451276200532565 2020-09-11,19.882111096998543,19.203439014772304 2020-09-14,19.648906703554115,19.033183821734315 2020-09-15,19.475773535793834,19.010472884528813 2020-09-16,19.264957388027753,18.858979413996106 2020-09-17,19.065051941149147,18.728506935555302 2020-09-18,18.94761391756967,18.792678375408766 2020-09-21,18.90803648987137,18.998495271618527 2020-09-22,18.80788866659343,18.973190316250882 2020-09-23,18.71458580112032,18.93905141835335 2020-09-24,18.52399250597383,18.640139986049352 2020-09-25,18.373565132874976,18.477572226680415 2020-09-28,18.19870052358328,18.259295842099608 2020-09-29,18.111469845452433,18.27653719312746 2020-09-30,18.043033645846396,18.306340629049718 2020-10-09,18.056311975951843,18.505047022363897 2020-10-12,18.151837900424972,18.840282294818095 2020-10-13,18.242833417953655,19.071114864740228 2020-10-14,18.289535384861274,19.127210344373292 2020-10-15,18.286235082983193,19.036868485754553 2020-10-16,18.284280143576655,18.962253064497325 2020-10-19,18.26520841596559,18.854626326325295 2020-10-20,18.26184702101142,18.803500295130327 2020-10-21,18.19413065924193,18.597026129182424 2020-10-22,18.133496325395523,18.44698021566247 2020-10-23,18.086321137977986,18.355450966502403 2020-10-26,18.023705680675956,18.236643305237827 2020-10-27,18.01284037325614,18.26341233806835 2020-10-28,17.980106707336514,18.220108420848142 2020-10-29,17.924509254902738,18.120139745133386 2020-10-30,17.83617009288331,17.95101001718672 2020-11-02,17.641237725729827,17.542550883700798 2020-11-03,17.565387777457428,17.507036690693198 2020-11-04,17.528652346772766,17.56049335754438 2020-11-05,17.504361364545563,17.617327061677262 2020-11-06,17.534388812454523,17.782508274454422 2020-11-09,17.60271062143343,17.994409432328418 2020-11-10,17.640792321760987,18.07514832889782 2020-11-11,17.66118984116851,18.087814958657102 2020-11-12,17.636882230701328,17.981656245647102 2020-11-13,17.640414741041326,17.964135763940753 2020-11-16,17.704471967394774,18.097341473358963 " 1621,CN,technical,海螺水泥从2025年06月06日到2025年07月27日,三指数移动平均的30日线与5日线发生金叉多少次?(平滑系数 alpha 取 2 / (n + 1);从前 6n 个数据开始计算;初始值用首个数据点)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,8.0,medium,moving average,TEMA = 3 * EMA1 - 3 * EMA2 + EMA3;EMA1 = EMA_n(P);EMA2 = EMA_n(EMA1);EMA3 = EMA_n(EMA2),"date,close 2024-09-02,20.86 2024-09-03,20.72 2024-09-04,20.54 2024-09-05,20.94 2024-09-06,20.79 2024-09-09,20.42 2024-09-10,19.81 2024-09-11,20.02 2024-09-12,20.16 2024-09-13,20.08 2024-09-18,20.23 2024-09-19,19.93 2024-09-20,19.87 2024-09-23,20.07 2024-09-24,20.91 2024-09-25,21.51 2024-09-26,23.09 2024-09-27,24.2 2024-09-30,26.14 2024-10-08,26.24 2024-10-09,24.09 2024-10-10,24.97 2024-10-11,24.87 2024-10-14,25.77 2024-10-15,25.47 2024-10-16,25.6 2024-10-17,24.98 2024-10-18,25.14 2024-10-21,25.12 2024-10-22,25.22 2024-10-23,25.48 2024-10-24,25.1 2024-10-25,25.45 2024-10-28,26.31 2024-10-29,26.18 2024-10-30,26.79 2024-10-31,26.75 2024-11-01,26.8 2024-11-04,26.58 2024-11-05,27.05 2024-11-06,26.82 2024-11-07,27.7 2024-11-08,27.12 2024-11-11,26.56 2024-11-12,26.36 2024-11-13,26.26 2024-11-14,26.15 2024-11-15,25.67 2024-11-18,26.36 2024-11-19,25.99 2024-11-20,26.07 2024-11-21,25.83 2024-11-22,25.31 2024-11-25,25.2 2024-11-26,25.11 2024-11-27,25.66 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2023-11-29,6.883796953454053,6.8438062773710495 2023-11-30,6.876031067441655,6.839071832050908 2023-12-01,6.869410346461716,6.834799182890944 2023-12-04,6.856547845208332,6.827151555459309 2023-12-05,6.827358798642444,6.810637233574568 2023-12-06,6.783925997807216,6.785833170771068 2023-12-07,6.746242575852844,6.762802006771623 2023-12-08,6.724559521765755,6.747152535869176 2023-12-11,6.715123645114672,6.737466438762105 2023-12-12,6.705545933460186,6.727653578889591 2023-12-13,6.697661554825181,6.718676517471725 2023-12-14,6.678567893029743,6.703821755341703 2023-12-15,6.649678843145795,6.683472476670989 2023-12-18,6.626764327548134,6.665604656761613 2023-12-19,6.60368185416593,6.647211894415403 2023-12-20,6.578673684542699,6.627384295540805 2023-12-21,6.564709377605753,6.612884861556945 2023-12-22,6.554992742291253,6.60052178124558 2023-12-25,6.5471825768311955,6.58920984606159 2023-12-26,6.5374087260825995,6.576980956603613 2023-12-27,6.536790925837697,6.569607525908108 2023-12-28,6.5514244607347845,6.570584802017783 2023-12-29,6.553973267984892,6.56604723505615 2024-01-02,6.553152145252556,6.560153464557308 2024-01-03,6.5602353520220476,6.558699726421056 2024-01-04,6.563324573621305,6.555686829964458 2024-01-05,6.577389738834577,6.558825520480125 2024-01-08,6.573817562974225,6.553438338231991 2024-01-09,6.5747240565998855,6.550539886289173 2024-01-10,6.568654945711121,6.544257379794976 2024-01-11,6.556470006062273,6.53480742966411 2024-01-12,6.5407520239118995,6.523346656152438 2024-01-15,6.52921323050592,6.513813965808332 2024-01-16,6.5340411364016004,6.51274930885659 2024-01-17,6.527795106064123,6.506281276864632 2024-01-18,6.528161106043218,6.503321472866678 " 1624,CN,technical,对于农业银行在2022年08月23日到2023年08月23日间三指数移动平均线,统计60日线与10日线的死叉次数。(平滑系数 alpha 取 2 / (n + 1);从前 6n 个数据开始计算;初始值用首个数据点)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,10.0,medium,moving average,TEMA = 3 * EMA1 - 3 * EMA2 + EMA3;EMA1 = EMA_n(P);EMA2 = EMA_n(EMA1);EMA3 = EMA_n(EMA2),"date,close 2021-03-03,3.28 2021-03-04,3.3 2021-03-05,3.35 2021-03-08,3.36 2021-03-09,3.33 2021-03-10,3.36 2021-03-11,3.38 2021-03-12,3.38 2021-03-15,3.42 2021-03-16,3.41 2021-03-17,3.4 2021-03-18,3.39 2021-03-19,3.34 2021-03-22,3.39 2021-03-23,3.39 2021-03-24,3.4 2021-03-25,3.34 2021-03-26,3.33 2021-03-29,3.38 2021-03-30,3.38 2021-03-31,3.4 2021-04-01,3.38 2021-04-02,3.35 2021-04-06,3.34 2021-04-07,3.35 2021-04-08,3.34 2021-04-09,3.36 2021-04-12,3.4 2021-04-13,3.39 2021-04-14,3.35 2021-04-15,3.35 2021-04-16,3.35 2021-04-19,3.35 2021-04-20,3.33 2021-04-21,3.33 2021-04-22,3.3 2021-04-23,3.26 2021-04-26,3.24 2021-04-27,3.23 2021-04-28,3.22 2021-04-29,3.23 2021-04-30,3.2 2021-05-06,3.21 2021-05-07,3.25 2021-05-10,3.24 2021-05-11,3.26 2021-05-12,3.27 2021-05-13,3.27 2021-05-14,3.29 2021-05-17,3.27 2021-05-18,3.25 2021-05-19,3.24 2021-05-20,3.25 2021-05-21,3.24 2021-05-24,3.24 2021-05-25,3.27 2021-05-26,3.28 2021-05-27,3.27 2021-05-28,3.28 2021-05-31,3.26 2021-06-01,3.25 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2023-01-19,24.607233333333333,25.24177777777778 2023-01-20,25.023672294372297,25.259525252525254 2023-01-30,25.470846753246757,25.520636363636367 2023-01-31,25.82367359307359,25.730333333333334 2023-02-01,26.126292640692633,25.972878787878795 2023-02-02,26.344102164502157,26.087474747474744 2023-02-03,26.403816450216446,26.007303030303024 2023-02-06,26.31471645021645,25.658525252525248 2023-02-07,26.392574891774892,25.86788888888889 2023-02-08,26.535707792207795,26.274505050505052 2023-02-09,26.744832900432904,26.786171717171715 2023-02-10,27.05880562770563,27.37964646464647 2023-02-13,27.291564502164505,27.739363636363638 2023-02-14,27.45564415584416,27.74438383838384 2023-02-15,27.55203766233766,27.55476767676767 2023-02-16,27.540047186147184,27.207818181818183 2023-02-17,27.467071861471858,26.832545454545457 2023-02-20,27.391457575757567,26.656525252525256 2023-02-21,27.285657142857133,26.63914141414142 2023-02-22,27.14126666666666,26.61721212121213 2023-02-23,26.95353766233766,26.52840404040404 2023-02-24,26.66793203463203,26.232333333333333 2023-02-27,26.418,25.998252525252525 2023-02-28,26.15696536796537,25.731575757575758 2023-03-01,25.88914025974026,25.478979797979793 2023-03-02,25.48517532467532,24.913575757575757 2023-03-03,25.028314285714288,24.35670707070707 2023-03-06,24.62697402597402,24.009828282828284 2023-03-07,24.260277489177486,23.806747474747482 2023-03-08,23.95474069264069,23.685474747474757 2023-03-09,23.714483116883116,23.671828282828283 2023-03-10,23.479494805194808,23.573444444444448 2023-03-13,23.32181904761905,23.542202020202023 2023-03-14,23.22789740259741,23.544959595959593 2023-03-15,23.209940692640696,23.62689898989899 2023-03-16,23.236992207792213,23.66578787878788 2023-03-17,23.269619480519484,23.67249494949495 2023-03-20,23.291899134199134,23.615676767676764 2023-03-21,23.391754545454553,23.73195959595959 2023-03-22,23.554563636363646,23.958717171717172 2023-03-23,23.601126839826843,23.88025252525252 2023-03-24,23.63843463203463,23.77335353535354 2023-03-27,23.849390043290036,24.127878787878796 2023-03-28,24.199304761904756,24.771262626262626 2023-03-29,24.667142857142856,25.50980808080808 2023-03-30,25.147768831168825,26.11693939393939 2023-03-31,25.54271082251082,26.40364646464646 2023-04-03,25.788600865800866,26.24020202020202 2023-04-04,25.895676190476188,25.843171717171717 2023-04-06,25.928865800865804,25.470434343434345 2023-04-07,25.862376623376615,25.097515151515154 2023-04-10,25.675075757575758,24.71720202020202 2023-04-11,25.404637662337656,24.428696969696972 2023-04-12,25.081061038961035,24.214737373737375 2023-04-13,24.71578874458874,23.97660606060606 2023-04-14,24.396125108225103,23.846868686868685 2023-04-17,24.195377056277056,23.943959595959598 2023-04-18,24.079209956709956,24.112282828282826 2023-04-19,24.04410303030303,24.302242424242422 2023-04-20,23.948388744588744,24.214060606060603 2023-04-21,23.726996103896106,23.76040404040404 2023-04-24,23.456418181818183,23.190080808080808 2023-04-25,23.11497359307359,22.579212121212127 2023-04-26,22.911232467532464,22.418272727272733 2023-04-27,22.810941125541124,22.56480808080808 2023-04-28,22.779575757575756,22.88846464646465 2023-05-04,22.846532467532466,23.295767676767678 2023-05-05,22.906293939393937,23.544060606060608 2023-05-08,22.935074458874457,23.511000000000006 2023-05-09,22.918650649350646,23.238505050505058 2023-05-10,22.92090216450216,23.018202020202022 2023-05-11,22.97797142857143,22.979565656565665 2023-05-12,23.044441125541123,23.038828282828288 2023-05-15,23.16054632034632,23.28246464646465 2023-05-16,23.307164935064936,23.598929292929295 2023-05-17,23.52784502164502,24.013343434343437 2023-05-18,23.909486147186144,24.649838383838386 2023-05-19,24.365988311688312,25.283535353535353 2023-05-22,24.858301298701292,25.79989898989899 2023-05-23,25.28849480519481,26.041414141414137 2023-05-24,25.570484848484845,25.952464646464648 2023-05-25,25.80441471861472,25.83286868686869 2023-05-26,26.032789177489178,25.86336363636364 2023-05-29,26.173887012987006,25.851434343434345 2023-05-30,26.220799999999997,25.759676767676766 2023-05-31,26.237476190476194,25.772474747474746 " 1626,CN,technical,南山铝业从2024年01月05日到2024年03月12日,赫尔移动平均的60日线与5日线发生金叉多少次?使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,3.0,medium,moving average,HMA = WMA_{\sqrt{n}}(2 * WMA_{n/2}(P) - WMA_n(P)),"date,close 2023-08-23,3.09 2023-08-24,3.11 2023-08-25,3.07 2023-08-28,3.18 2023-08-29,3.14 2023-08-30,3.13 2023-08-31,3.12 2023-09-01,3.19 2023-09-04,3.28 2023-09-05,3.26 2023-09-06,3.23 2023-09-07,3.19 2023-09-08,3.15 2023-09-11,3.24 2023-09-12,3.23 2023-09-13,3.24 2023-09-14,3.26 2023-09-15,3.25 2023-09-18,3.23 2023-09-19,3.25 2023-09-20,3.22 2023-09-21,3.19 2023-09-22,3.2 2023-09-25,3.19 2023-09-26,3.14 2023-09-27,3.13 2023-09-28,3.14 2023-10-09,3.14 2023-10-10,3.13 2023-10-11,3.1 2023-10-12,3.16 2023-10-13,3.13 2023-10-16,3.11 2023-10-17,3.1 2023-10-18,3.06 2023-10-19,3.01 2023-10-20,2.99 2023-10-23,2.91 2023-10-24,2.92 2023-10-25,2.98 2023-10-26,2.99 2023-10-27,3.05 2023-10-30,3.09 2023-10-31,3.1 2023-11-01,3.12 2023-11-02,3.08 2023-11-03,3.06 2023-11-06,3.07 2023-11-07,3.03 2023-11-08,2.98 2023-11-09,2.98 2023-11-10,2.95 2023-11-13,2.99 2023-11-14,3.0 2023-11-15,3.01 2023-11-16,2.96 2023-11-17,2.96 2023-11-20,2.96 2023-11-21,2.97 2023-11-22,2.94 2023-11-23,2.97 2023-11-24,2.95 2023-11-27,2.93 2023-11-28,2.94 2023-11-29,2.9 2023-11-30,2.88 2023-12-01,2.89 2023-12-04,2.9 2023-12-05,2.83 2023-12-06,2.84 2023-12-07,2.85 2023-12-08,2.83 2023-12-11,2.82 2023-12-12,2.85 2023-12-13,2.81 2023-12-14,2.82 2023-12-15,2.81 2023-12-18,2.77 2023-12-19,2.77 2023-12-20,2.77 2023-12-21,2.77 2023-12-22,2.82 2023-12-25,2.81 2023-12-26,2.8 2023-12-27,2.85 2023-12-28,2.91 2023-12-29,2.94 2024-01-02,2.98 2024-01-03,3.02 2024-01-04,3.0 2024-01-05,2.97 2024-01-08,2.94 2024-01-09,3.0 2024-01-10,2.96 2024-01-11,2.95 2024-01-12,2.95 2024-01-15,2.95 2024-01-16,2.94 2024-01-17,2.88 2024-01-18,2.86 2024-01-19,2.85 2024-01-22,2.75 2024-01-23,2.78 2024-01-24,2.89 2024-01-25,2.94 2024-01-26,2.96 2024-01-29,2.95 2024-01-30,2.91 2024-01-31,2.87 2024-02-01,2.9 2024-02-02,2.83 2024-02-05,2.76 2024-02-06,2.89 2024-02-07,2.9 2024-02-08,2.93 2024-02-19,2.99 2024-02-20,3.0 2024-02-21,3.03 2024-02-22,3.05 2024-02-23,3.05 2024-02-26,3.02 2024-02-27,3.05 2024-02-28,3.02 2024-02-29,3.1 2024-03-01,3.12 2024-03-04,3.15 2024-03-05,3.16 2024-03-06,3.16 2024-03-07,3.22 2024-03-08,3.25 2024-03-11,3.25 2024-03-12,3.21 ","date,60日,5日 2023-11-30,2.930026541764246,2.876 2023-12-01,2.924284776258467,2.8713333333333337 2023-12-04,2.9184893795170095,2.8897777777777773 2023-12-05,2.911025767419606,2.8555555555555556 2023-12-06,2.9024712611115304,2.8213333333333335 2023-12-07,2.8933774080229653,2.8319999999999994 2023-12-08,2.8835909886429456,2.834444444444444 2023-12-11,2.8732252083805494,2.8202222222222217 2023-12-12,2.863372340157639,2.8333333333333326 2023-12-13,2.853321969983128,2.8266666666666667 2023-12-14,2.843779116617562,2.8124444444444445 2023-12-15,2.834595275868147,2.8084444444444436 2023-12-18,2.8249272997406263,2.779555555555555 2023-12-19,2.8150997141849863,2.7568888888888883 2023-12-20,2.805305393971444,2.7584444444444443 2023-12-21,2.7956421520485506,2.765333333333333 2023-12-22,2.7875302309183843,2.802444444444444 2023-12-25,2.7805690551736286,2.8266666666666658 2023-12-26,2.7745045012716867,2.814 2023-12-27,2.770559334944977,2.833555555555556 2023-12-28,2.769864735211906,2.9006666666666674 2023-12-29,2.772532881317519,2.958 2024-01-02,2.7788114942962907,2.996 2024-01-03,2.7887969769081615,3.03311111111111 2024-01-04,2.8011806678250357,3.032666666666666 2024-01-05,2.814460854675027,2.9904444444444445 2024-01-08,2.8272879995467255,2.942 2024-01-09,2.8407906436503745,2.962666666666667 2024-01-10,2.853637191206467,2.9775555555555555 2024-01-11,2.865524451663267,2.9546666666666663 2024-01-12,2.8765385283674547,2.9426666666666677 2024-01-15,2.8868919757749745,2.9442222222222227 2024-01-16,2.896503569539926,2.941333333333334 2024-01-17,2.904050168718995,2.8971111111111107 2024-01-18,2.909255741482209,2.8480000000000003 2024-01-19,2.9123874745032863,2.8308888888888895 2024-01-22,2.911455201329606,2.7684444444444445 2024-01-23,2.90796718163733,2.7371111111111106 2024-01-24,2.9051928244063356,2.8331111111111107 2024-01-25,2.904495372818615,2.949333333333333 2024-01-26,2.906217559366423,2.9971111111111113 2024-01-29,2.909720656744983,2.984888888888889 2024-01-30,2.9136264762912036,2.9339999999999997 2024-01-31,2.9166713568029006,2.873333333333333 2024-02-01,2.9191345974666967,2.8680000000000003 2024-02-02,2.9188929515751303,2.8460000000000005 2024-02-05,2.914529223640805,2.767333333333333 2024-02-06,2.9099764360001004,2.8117777777777775 2024-02-07,2.9057349097227463,2.905555555555555 2024-02-08,2.902686333761426,2.948 2024-02-19,2.902211521996424,2.9935555555555555 2024-02-20,2.9041487371257335,3.0246666666666666 2024-02-21,2.9089023066656594,3.0422222222222217 2024-02-22,2.91629396766639,3.0613333333333324 2024-02-23,2.925371912064667,3.0657777777777766 2024-02-26,2.934900493566015,3.0388888888888883 2024-02-27,2.9452083364810755,3.0348888888888883 2024-02-28,2.9551120911082562,3.0304444444444436 2024-02-29,2.966481019113092,3.0700000000000003 2024-03-01,2.9793702311702037,3.1293333333333337 2024-03-04,2.994095710256603,3.164 2024-03-05,3.0104479174536016,3.1782222222222223 2024-03-06,3.0279539800055395,3.174666666666667 2024-03-07,3.0474909219108057,3.206444444444445 2024-03-08,3.0690215494447384,3.2577777777777777 2024-03-11,3.0915592279217345,3.2742222222222224 2024-03-12,3.1134683274155774,3.2379999999999995 " 1627,CN,technical,在2021年09月20日至2021年10月18日期间,京东方A的赫尔移动平均5日线和20日线共出现几次死叉?使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,2.0,medium,moving average,HMA = WMA_{\sqrt{n}}(2 * WMA_{n/2}(P) - WMA_n(P)),"date,close 2021-08-09,5.87 2021-08-10,5.89 2021-08-11,5.88 2021-08-12,5.87 2021-08-13,5.78 2021-08-16,5.78 2021-08-17,5.64 2021-08-18,5.67 2021-08-19,5.78 2021-08-20,5.7 2021-08-23,5.68 2021-08-24,5.61 2021-08-25,5.62 2021-08-26,5.58 2021-08-27,5.7 2021-08-30,5.8 2021-08-31,5.82 2021-09-01,5.78 2021-09-02,5.87 2021-09-03,5.82 2021-09-06,5.81 2021-09-07,5.8 2021-09-08,5.96 2021-09-09,5.92 2021-09-10,5.91 2021-09-13,5.82 2021-09-14,5.71 2021-09-15,5.66 2021-09-16,5.7 2021-09-17,5.61 2021-09-22,5.44 2021-09-23,5.41 2021-09-24,5.22 2021-09-27,5.28 2021-09-28,5.2 2021-09-29,5.03 2021-09-30,5.05 2021-10-08,5.31 2021-10-11,5.22 2021-10-12,5.23 2021-10-13,5.25 2021-10-14,5.2 2021-10-15,5.13 2021-10-18,5.09 ","date,5日,20日 2021-09-08,5.897777777777777,5.8520095238095236 2021-09-09,5.971111111111111,5.88568961038961 2021-09-10,5.944000000000002,5.912981818181818 2021-09-13,5.854222222222224,5.922378787878787 2021-09-14,5.719111111111112,5.905165800865801 2021-09-15,5.621333333333333,5.867584415584416 2021-09-16,5.633777777777779,5.8241683982684 2021-09-17,5.623111111111112,5.773102597402597 2021-09-22,5.475333333333334,5.70326406926407 2021-09-23,5.354000000000002,5.621437662337664 2021-09-24,5.220888888888889,5.516263203463204 2021-09-27,5.180444444444445,5.413212121212121 2021-09-28,5.184888888888889,5.315515151515152 2021-09-29,5.059555555555556,5.213498701298701 2021-09-30,4.979111111111111,5.121181818181819 2021-10-08,5.175777777777777,5.069639393939395 2021-10-11,5.303999999999999,5.043532034632036 2021-10-12,5.270444444444444,5.0412082251082255 2021-10-13,5.251333333333332,5.056826406926407 2021-10-14,5.220444444444445,5.075728571428572 2021-10-15,5.144444444444445,5.09125367965368 2021-10-18,5.073777777777777,5.097812121212121 " 1628,CN,technical,2025年02月19日-2025年04月07日,长安汽车赫尔移动平均线中5日均线和30日均线金叉的次数是多少?使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,2.0,medium,moving average,HMA = WMA_{\sqrt{n}}(2 * WMA_{n/2}(P) - WMA_n(P)),"date,close 2024-12-09,14.07 2024-12-10,14.06 2024-12-11,14.17 2024-12-12,14.62 2024-12-13,14.17 2024-12-16,13.84 2024-12-17,13.86 2024-12-18,13.98 2024-12-19,13.86 2024-12-20,13.86 2024-12-23,13.93 2024-12-24,14.09 2024-12-25,13.85 2024-12-26,13.88 2024-12-27,13.84 2024-12-30,13.68 2024-12-31,13.36 2025-01-02,12.97 2025-01-03,12.75 2025-01-06,12.71 2025-01-07,12.85 2025-01-08,12.67 2025-01-09,12.67 2025-01-10,12.41 2025-01-13,12.4 2025-01-14,12.83 2025-01-15,12.66 2025-01-16,12.87 2025-01-17,12.77 2025-01-20,12.79 2025-01-21,12.72 2025-01-22,12.61 2025-01-23,12.53 2025-01-24,12.6 2025-01-27,12.55 2025-02-05,12.69 2025-02-06,13.16 2025-02-07,13.54 2025-02-10,14.18 2025-02-11,13.68 2025-02-12,13.7 2025-02-13,13.45 2025-02-14,13.61 2025-02-17,13.53 2025-02-18,13.25 2025-02-19,13.34 2025-02-20,13.28 2025-02-21,13.32 2025-02-24,13.33 2025-02-25,13.43 2025-02-26,13.39 2025-02-27,13.37 2025-02-28,12.92 2025-03-03,13.0 2025-03-04,13.0 2025-03-05,12.97 2025-03-06,13.12 2025-03-07,13.06 2025-03-10,13.02 2025-03-11,13.0 2025-03-12,13.15 2025-03-13,12.98 2025-03-14,13.15 2025-03-17,13.15 2025-03-18,13.29 2025-03-19,13.16 2025-03-20,13.11 2025-03-21,12.91 2025-03-24,12.9 2025-03-25,12.87 2025-03-26,12.93 2025-03-27,12.9 2025-03-28,12.92 2025-03-31,13.03 2025-04-01,13.04 2025-04-02,12.97 2025-04-03,12.88 2025-04-07,11.59 ","date,5日,30日 2025-01-24,12.518666666666666,12.407840860215053 2025-01-27,12.550222222222224,12.421405734767026 2025-02-05,12.637333333333332,12.442532616487453 2025-02-06,13.033333333333331,12.499141218637995 2025-02-07,13.571999999999997,12.603986379928317 2025-02-10,14.207777777777778,12.779555555555554 2025-02-11,14.174,12.967632258064517 2025-02-12,13.783333333333333,13.15187670250896 2025-02-13,13.484888888888888,13.304374910394266 2025-02-14,13.453999999999999,13.432628673835124 2025-02-17,13.523777777777779,13.53291075268817 2025-02-18,13.337333333333335,13.597668458781364 2025-02-19,13.226222222222225,13.63997347670251 2025-02-20,13.244,13.66119569892473 2025-02-21,13.281777777777776,13.66618494623656 2025-02-24,13.325111111111113,13.658848028673834 2025-02-25,13.405333333333333,13.648012544802869 2025-02-26,13.43577777777778,13.628251612903227 2025-02-27,13.394666666666666,13.598132258064515 2025-02-28,13.065333333333333,13.531940501792114 2025-03-03,12.845777777777778,13.446455913978495 2025-03-04,12.898222222222223,13.354448745519713 2025-03-05,12.950888888888889,13.263176702508959 2025-03-06,13.060888888888888,13.189134767025086 2025-03-07,13.113777777777779,13.130207526881719 2025-03-10,13.054000000000002,13.081156630824372 2025-03-11,12.996,13.039371326164876 2025-03-12,13.080666666666666,13.01231899641577 2025-03-13,13.065555555555557,12.985814336917562 2025-03-14,13.08488888888889,12.971777060931897 2025-03-17,13.166222222222224,12.968275268817202 2025-03-18,13.273111111111112,12.981904301075266 2025-03-19,13.255777777777775,13.000825089605732 2025-03-20,13.133111111111107,13.021959856630822 2025-03-21,12.944222222222221,13.031216487455197 2025-03-24,12.825333333333335,13.029125448028674 2025-03-25,12.815555555555557,13.01549534050179 2025-03-26,12.875999999999998,12.998656272401435 2025-03-27,12.912444444444446,12.978786379928314 2025-03-28,12.91777777777778,12.960454480286735 2025-03-31,12.996666666666664,12.950644802867382 2025-04-01,13.069333333333333,12.94784193548387 2025-04-02,13.02688888888889,12.94514121863799 2025-04-03,12.906666666666668,12.937219354838707 2025-04-07,11.980888888888892,12.84462258064516 " 1629,CN,technical,对于正泰电器在2024年02月15日到2024年10月08日间赫尔移动平均线,统计60日线与30日线的金叉次数。使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,4.0,medium,moving average,HMA = WMA_{\sqrt{n}}(2 * WMA_{n/2}(P) - WMA_n(P)),"date,close 2023-09-27,23.28 2023-09-28,23.29 2023-10-09,23.32 2023-10-10,23.25 2023-10-11,23.25 2023-10-12,23.68 2023-10-13,23.48 2023-10-16,23.3 2023-10-17,23.36 2023-10-18,22.95 2023-10-19,22.52 2023-10-20,22.68 2023-10-23,22.22 2023-10-24,22.23 2023-10-25,22.35 2023-10-26,22.56 2023-10-27,23.04 2023-10-30,23.02 2023-10-31,23.09 2023-11-01,23.1 2023-11-02,23.01 2023-11-03,23.21 2023-11-06,23.56 2023-11-07,23.5 2023-11-08,23.4 2023-11-09,23.5 2023-11-10,23.36 2023-11-13,23.43 2023-11-14,23.43 2023-11-15,23.63 2023-11-16,23.24 2023-11-17,23.28 2023-11-20,23.27 2023-11-21,23.19 2023-11-22,22.76 2023-11-23,22.84 2023-11-24,22.63 2023-11-27,22.43 2023-11-28,22.5 2023-11-29,22.24 2023-11-30,21.93 2023-12-01,21.78 2023-12-04,21.72 2023-12-05,21.34 2023-12-06,21.3 2023-12-07,21.33 2023-12-08,21.45 2023-12-11,21.52 2023-12-12,21.59 2023-12-13,21.12 2023-12-14,21.04 2023-12-15,20.91 2023-12-18,20.26 2023-12-19,20.25 2023-12-20,19.99 2023-12-21,20.35 2023-12-22,20.45 2023-12-25,20.52 2023-12-26,20.63 2023-12-27,20.6 2023-12-28,21.33 2023-12-29,21.51 2024-01-02,21.47 2024-01-03,21.38 2024-01-04,21.18 2024-01-05,20.99 2024-01-08,20.66 2024-01-09,20.69 2024-01-10,20.88 2024-01-11,21.06 2024-01-12,21.19 2024-01-15,21.39 2024-01-16,21.12 2024-01-17,20.53 2024-01-18,20.94 2024-01-19,20.63 2024-01-22,19.99 2024-01-23,20.11 2024-01-24,20.12 2024-01-25,20.67 2024-01-26,20.28 2024-01-29,19.66 2024-01-30,18.96 2024-01-31,18.64 2024-02-01,18.65 2024-02-02,18.02 2024-02-05,17.59 2024-02-06,18.68 2024-02-07,19.2 2024-02-08,19.57 2024-02-19,19.59 2024-02-20,19.4 2024-02-21,19.7 2024-02-22,19.68 2024-02-23,19.85 2024-02-26,20.03 2024-02-27,20.32 2024-02-28,20.07 2024-02-29,20.58 2024-03-01,20.83 2024-03-04,20.98 2024-03-05,20.7 2024-03-06,21.13 2024-03-07,20.86 2024-03-08,20.89 2024-03-11,21.56 2024-03-12,21.88 2024-03-13,21.66 2024-03-14,21.4 2024-03-15,21.31 2024-03-18,21.45 2024-03-19,21.24 2024-03-20,21.25 2024-03-21,20.95 2024-03-22,20.63 2024-03-25,20.35 2024-03-26,20.48 2024-03-27,19.92 2024-03-28,20.16 2024-03-29,20.19 2024-04-01,20.41 2024-04-02,20.49 2024-04-03,20.2 2024-04-08,19.59 2024-04-09,20.38 2024-04-10,20.11 2024-04-11,20.0 2024-04-12,19.73 2024-04-15,19.92 2024-04-16,19.52 2024-04-17,20.09 2024-04-18,19.9 2024-04-19,19.49 2024-04-22,19.39 2024-04-23,19.11 2024-04-24,18.95 2024-04-25,18.87 2024-04-26,19.27 2024-04-29,20.22 2024-04-30,20.65 2024-05-06,20.55 2024-05-07,20.76 2024-05-08,20.71 2024-05-09,20.9 2024-05-10,21.12 2024-05-13,21.26 2024-05-14,21.05 2024-05-15,20.69 2024-05-16,20.68 2024-05-17,20.78 2024-05-20,21.83 2024-05-21,21.53 2024-05-22,21.98 2024-05-23,21.65 2024-05-24,21.94 2024-05-27,21.89 2024-05-28,21.93 2024-05-29,21.74 2024-05-30,21.75 2024-05-31,21.37 2024-06-03,21.03 2024-06-04,21.54 2024-06-05,21.04 2024-06-06,20.79 2024-06-07,20.57 2024-06-11,20.4 2024-06-12,20.34 2024-06-13,20.26 2024-06-14,20.64 2024-06-17,20.51 2024-06-18,20.55 2024-06-19,20.06 2024-06-20,19.76 2024-06-21,19.88 2024-06-24,19.63 2024-06-25,19.47 2024-06-26,19.77 2024-06-27,18.83 2024-06-28,19.06 2024-07-01,19.3 2024-07-02,18.7 2024-07-03,18.42 2024-07-04,18.46 2024-07-05,18.44 2024-07-08,18.14 2024-07-09,18.42 2024-07-10,18.17 2024-07-11,19.05 2024-07-12,18.84 2024-07-15,18.51 2024-07-16,18.59 2024-07-17,18.75 2024-07-18,18.96 2024-07-19,19.17 2024-07-22,19.05 2024-07-23,18.61 2024-07-24,18.44 2024-07-25,18.88 2024-07-26,19.23 2024-07-29,18.73 2024-07-30,18.63 2024-07-31,19.28 2024-08-01,19.14 2024-08-02,18.94 2024-08-05,18.63 2024-08-06,18.92 2024-08-07,19.11 2024-08-08,18.92 2024-08-09,18.74 2024-08-12,18.7 2024-08-13,18.74 2024-08-14,18.32 2024-08-15,18.31 2024-08-16,18.19 2024-08-19,17.99 2024-08-20,17.7 2024-08-21,17.45 2024-08-22,17.42 2024-08-23,17.42 2024-08-26,17.5 2024-08-27,17.09 2024-08-28,17.13 2024-08-29,17.45 2024-08-30,17.55 2024-09-02,18.65 2024-09-03,18.61 2024-09-04,18.75 2024-09-05,18.87 2024-09-06,18.53 2024-09-09,18.36 2024-09-10,18.32 2024-09-11,18.55 2024-09-12,18.65 2024-09-13,18.63 2024-09-18,18.64 2024-09-19,18.73 2024-09-20,18.58 2024-09-23,18.37 2024-09-24,19.06 2024-09-25,19.38 2024-09-26,19.95 2024-09-27,20.98 2024-09-30,22.74 2024-10-08,24.15 ","date,60日,30日 2024-01-05,20.334703369343508,20.80928781362007 2024-01-08,20.336494919543703,20.883440860215053 2024-01-09,20.332154321220823,20.928022222222225 2024-01-10,20.328311550955654,20.961524372759857 2024-01-11,20.331249320087633,20.997858781362012 2024-01-12,20.34493524464254,21.04192365591398 2024-01-15,20.37396442421495,21.101646236559137 2024-01-16,20.410031137468206,21.149865949820786 2024-01-17,20.43782435597189,21.146181003584232 2024-01-18,20.467292922615904,21.12542652329749 2024-01-19,20.4894674019793,21.072028315412187 2024-01-22,20.48963989826496,20.96005519713261 2024-01-23,20.475002537080403,20.823246236559136 2024-01-24,20.4500800596812,20.680283870967738 2024-01-25,20.433027662360555,20.573158064516132 2024-01-26,20.415408148875628,20.479379569892476 2024-01-29,20.382904094583363,20.363185304659503 2024-01-30,20.323256264007455,20.184875985663087 2024-01-31,20.234504664954297,19.9429541218638 2024-02-01,20.121787357407268,19.66259032258064 2024-02-02,19.97495823575332,19.33613189964158 2024-02-05,19.791894808743173,18.972788530465948 2024-02-06,19.610863570547206,18.67401075268817 2024-02-07,19.450066348115133,18.474168100358423 2024-02-08,19.31968090705347,18.381384587813617 2024-02-19,19.21736433230088,18.379187096774192 2024-02-20,19.13540252071215,18.42884982078853 2024-02-21,19.078881739316568,18.518491756272404 2024-02-22,19.04153340384277,18.628918637992832 2024-02-23,19.020232951826955,18.761823297491038 2024-02-26,19.01507698118909,18.925393906810033 2024-02-27,19.02963577472237,19.130393906810035 2024-02-28,19.05420759990935,19.344418996415772 2024-02-29,19.098671507894544,19.587289605734767 2024-03-01,19.16410735690363,19.853339426523295 2024-03-04,19.24959492332099,20.130890681003578 2024-03-05,19.343518999773362,20.38090716845878 2024-03-06,19.453572020347004,20.61758064516129 2024-03-07,19.569120992923875,20.810355555555553 2024-03-08,19.688452853113745,20.96288673835125 2024-03-11,19.824776711742338,21.122334408602153 2024-03-12,19.981413405605498,21.303898924731183 2024-03-13,20.14759207776183,21.47856559139785 2024-03-14,20.313466948704388,21.624459498207887 2024-03-15,20.473708242048797,21.73046738351255 2024-03-18,20.631333031150056,21.802096415770613 2024-03-19,20.779069325879473,21.830426523297493 2024-03-20,20.91542346579033,21.829119713261655 2024-03-21,21.033274080229653,21.787202867383517 2024-03-22,21.12728267356651,21.696502508960577 2024-03-25,21.19382282616907,21.555444802867388 2024-03-26,21.238794534260023,21.39360215053764 2024-03-27,21.250298783712317,21.189360931899646 2024-03-28,21.240128641938004,20.980481003584227 2024-03-29,21.213826792324543,20.779521863799282 2024-04-01,21.18173298959986,20.605223297491037 2024-04-02,21.148517054468535,20.46376917562724 2024-04-03,21.108069930246025,20.34025089605735 2024-04-08,21.04711324318199,20.19556021505376 2024-04-09,20.988905177406764,20.08900860215054 2024-04-10,20.92560483241419,19.999444802867387 2024-04-11,20.85534194555665,19.92338172043011 2024-04-12,20.773210653219508,19.848841935483872 2024-04-15,20.686898611216034,19.793951612903232 2024-04-16,20.589685855304577,19.72756810035843 2024-04-17,20.498919732567803,19.69416379928316 2024-04-18,20.40894064616857,19.67647741935484 2024-04-19,20.311877685024303,19.64781612903226 2024-04-22,20.208493446400244,19.601751612903225 2024-04-23,20.094819684722122,19.527720788530466 2024-04-24,19.96988167636172,19.423001075268818 2024-04-25,19.836541417995015,19.300459856630827 2024-04-26,19.708331526529175,19.20079713261649 2024-04-29,19.611704955805696,19.184474551971327 2024-04-30,19.555276050716426,19.25857204301075 2024-05-06,19.531354347661853,19.392507885304664 2024-05-07,19.540125198307774,19.57434802867384 2024-05-08,19.57355552617662,19.772886379928323 2024-05-09,19.629304695172618,19.97833655913979 2024-05-10,19.7046196519856,20.19437311827958 2024-05-13,19.795277920475435,20.41949068100359 2024-05-14,19.891451172219284,20.631579211469536 2024-05-15,19.98255718188915,20.804867025089607 2024-05-16,20.06703678451814,20.93920394265233 2024-05-17,20.14715275994057,21.043091397849466 2024-05-20,20.24754460351036,21.18345304659498 2024-05-21,20.356845244390716,21.326428315412183 2024-05-22,20.484140804814785,21.48841720430107 2024-05-23,20.617999899272238,21.629440860215052 2024-05-24,20.762130606129286,21.76065555555556 2024-05-27,20.91063786482335,21.87020071684588 2024-05-28,21.059781439651484,21.964701075268813 2024-05-29,21.200483915036134,22.0316458781362 2024-05-30,21.332862645110925,22.077855913978496 2024-05-31,21.446812482687417,22.080806093189963 2024-06-03,21.536076238321876,22.031465591397854 2024-06-04,21.615839502908518,21.9777605734767 2024-06-05,21.67545036010174,21.894236917562726 2024-06-06,21.7118254387953,21.774730107526874 2024-06-07,21.72376678376269,21.618681720430107 2024-06-11,21.711235331520236,21.427706451612902 2024-06-12,21.67730783661958,21.214433333333332 2024-06-13,21.623393562237172,20.99457777777778 2024-06-14,21.561593758656297,20.807860573476702 2024-06-17,21.49292155825842,20.648107168458782 2024-06-18,21.42164921558259,20.5193688172043 2024-06-19,21.337889703104935,20.388805376344084 2024-06-20,21.237771310216313,20.243391756272402 2024-06-21,21.127886397975374,20.098778494623655 2024-06-24,21.00507633275415,19.95028279569892 2024-06-25,20.869055626904387,19.798462007168457 2024-06-26,20.73241338671905,19.673421505376343 2024-06-27,20.575562300118357,19.520375627240142 2024-06-28,20.410830286318653,19.367014336917563 2024-07-01,20.247769560071514,19.237665949820787 2024-07-02,20.0735999156405,19.096450537634407 2024-07-03,19.887284707008128,18.934440860215055 2024-07-04,19.69520772581904,18.77093978494624 2024-07-05,19.501879592556215,18.608557347670253 2024-07-08,19.305672005237845,18.43882114695341 2024-07-09,19.116909968270758,18.29602365591398 2024-07-10,18.93243884565989,18.16882043010753 2024-07-11,18.77799765178414,18.113391397849462 2024-07-12,18.646685962327815,18.102474910394267 2024-07-15,18.52870477953212,18.106507168458787 2024-07-16,18.425359270731033,18.123370967741938 2024-07-17,18.33910436025283,18.158590322580647 2024-07-18,18.272566134068647,18.2174788530466 2024-07-19,18.22806642366095,18.30858279569893 2024-07-22,18.198144248445015,18.41613835125448 2024-07-23,18.1712879680693,18.505164516129035 2024-07-24,18.143692786633427,18.56349605734767 2024-07-25,18.12594493968926,18.620858064516128 2024-07-26,18.12481017224447,18.697745519713262 2024-07-29,18.126040448490347,18.758513261648748 2024-07-30,18.127932436856288,18.79851756272401 2024-07-31,18.148118134773743,18.858262724014335 2024-08-01,18.181395727883963,18.91543835125448 2024-08-02,18.220045566719552,18.95802831541219 2024-08-05,18.25429890962202,18.973255913978498 2024-08-06,18.291571258593336,18.98210358422939 2024-08-07,18.336714197577503,18.993070250896054 2024-08-08,18.383395614565238,18.99653978494623 2024-08-09,18.425222576867874,18.986041935483865 2024-08-12,18.46274719221375,18.96514157706093 2024-08-13,18.498464329782685,18.937688172043007 2024-08-14,18.522162555715045,18.87939426523297 2024-08-15,18.534180428596613,18.799846594982075 2024-08-16,18.533384181964696,18.70145555555555 2024-08-19,18.5180043312936,18.58292831541218 2024-08-20,18.48405842209967,18.43710322580645 2024-08-21,18.429490355317164,18.263521505376342 2024-08-22,18.358202217269774,18.077155555555557 2024-08-23,18.276087305784294,17.892005376344084 2024-08-26,18.1890604492458,17.723507168458777 2024-08-27,18.09037813200373,17.551100716845877 2024-08-28,17.98551038755005,17.38675985663082 2024-08-29,17.885721645136112,17.256043369175625 2024-08-30,17.79466297751253,17.16378781362007 2024-09-02,17.73887676588351,17.174047311827955 2024-09-03,17.712297323159827,17.262715770609315 2024-09-04,17.713057251139478,17.414084587813615 2024-09-05,17.73846422905492,17.608756989247315 2024-09-06,17.77346560776611,17.802817921146957 2024-09-09,17.809228041348742,17.971072043010754 2024-09-10,17.841466583566266,18.113703942652332 2024-09-11,17.87294564478356,18.2467082437276 2024-09-12,17.90702363325023,18.374839068100364 2024-09-13,17.943428256654325,18.49602186379929 2024-09-18,17.98285782276951,18.60713333333333 2024-09-19,18.02790321321548,18.70929964157706 2024-09-20,18.07414700586739,18.785080645161294 2024-09-23,18.116015071390798,18.819953405017923 2024-09-24,18.170250755458188,18.862163799283156 2024-09-25,18.242169480748405,18.92531182795699 2024-09-26,18.342101445443326,19.039455555555552 2024-09-27,18.489163481151316,19.253597849462363 2024-09-30,18.7153356374808,19.64284551971326 2024-10-08,19.037105676009162,20.22887240143369 " 1630,CN,technical,"藏格矿业2025年01月13日至2025年09月21日, 最低价大于30日简单移动平均线的天数占比?(单位:%)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。",9.0909,medium,moving average,SMA_n = 1 / n * \sum_{i=0}^{n-1} P_{t-i},"date,close,low 2024-11-29,28.76,28.0 2024-12-02,28.42,28.31 2024-12-03,28.48,28.32 2024-12-04,28.21,28.08 2024-12-05,27.63,27.39 2024-12-06,27.85,27.49 2024-12-09,27.92,27.63 2024-12-10,27.81,27.75 2024-12-11,28.13,27.71 2024-12-12,28.75,28.04 2024-12-13,27.68,27.63 2024-12-16,27.12,27.0 2024-12-17,27.11,27.0 2024-12-18,27.17,27.12 2024-12-19,27.07,26.75 2024-12-20,27.08,26.95 2024-12-23,26.99,26.91 2024-12-24,27.75,27.05 2024-12-25,28.13,27.73 2024-12-26,27.99,27.69 2024-12-27,27.73,27.55 2024-12-30,27.9,27.62 2024-12-31,27.73,27.63 2025-01-02,27.28,27.1 2025-01-03,27.17,27.11 2025-01-06,27.9,27.27 2025-01-07,27.97,27.44 2025-01-08,27.73,27.2 2025-01-09,29.5,27.53 2025-01-17,32.45,32.45 2025-01-20,32.4,31.88 2025-01-21,31.23,30.7 2025-01-22,30.12,30.07 2025-01-23,29.99,29.91 2025-01-24,30.15,29.9 2025-01-27,30.76,30.15 2025-02-05,30.39,30.0 2025-02-06,31.21,30.14 2025-02-07,32.3,30.91 2025-02-10,31.97,31.7 2025-02-11,31.86,31.81 2025-02-12,32.58,31.62 2025-02-13,32.8,32.42 2025-02-14,32.8,32.5 2025-02-17,32.24,31.6 2025-02-18,32.5,32.08 2025-02-19,32.96,32.42 2025-02-20,33.39,32.9 2025-02-21,33.05,32.95 2025-02-24,33.09,32.96 2025-02-25,32.66,32.63 2025-02-26,32.71,32.49 2025-02-27,32.62,32.09 2025-02-28,31.95,31.9 2025-03-03,32.59,32.13 2025-03-04,32.6,32.35 2025-03-05,32.57,32.28 2025-03-06,32.97,32.57 2025-03-07,33.03,32.9 2025-03-10,33.57,32.88 2025-03-11,35.01,33.17 2025-03-12,37.31,34.72 2025-03-13,37.2,36.9 2025-03-14,36.8,36.67 2025-03-17,36.79,36.38 2025-03-18,37.2,36.8 2025-03-19,36.62,36.45 2025-03-20,36.86,36.73 2025-03-21,36.16,35.92 2025-03-24,35.86,35.49 2025-03-25,35.65,35.48 2025-03-26,35.7,35.58 2025-03-27,36.03,35.58 2025-03-28,35.81,35.71 2025-03-31,35.84,35.46 2025-04-01,37.03,35.84 2025-04-02,36.37,36.2 2025-04-03,36.15,35.84 2025-04-07,32.54,32.54 2025-04-08,32.21,31.2 2025-04-09,33.02,31.0 2025-04-10,33.54,33.22 2025-04-11,33.94,33.5 2025-04-14,34.43,33.99 2025-04-15,34.38,34.03 2025-04-16,33.98,33.46 2025-04-17,34.73,33.88 2025-04-18,34.6,34.33 2025-04-21,35.45,34.55 2025-04-22,35.41,35.22 2025-04-23,35.7,35.2 2025-04-24,36.25,35.59 2025-04-25,36.0,35.94 2025-04-28,36.38,35.9 2025-04-29,35.84,35.5 2025-04-30,36.14,35.67 2025-05-06,36.89,36.09 2025-05-07,36.59,36.43 2025-05-08,35.81,35.61 2025-05-09,36.58,35.76 2025-05-12,36.34,35.84 2025-05-13,36.4,36.16 2025-05-14,36.84,36.37 2025-05-15,36.4,36.0 2025-05-16,36.1,35.92 2025-05-19,35.77,35.7 2025-05-20,35.7,35.66 2025-05-21,36.36,35.85 2025-05-22,36.46,36.17 2025-05-23,36.8,36.65 2025-05-26,37.55,36.88 2025-05-27,37.67,37.31 2025-05-28,36.89,36.78 2025-05-29,36.61,36.55 2025-05-30,36.26,36.26 2025-06-03,36.28,36.01 2025-06-04,36.76,36.22 2025-06-05,36.6,36.56 2025-06-06,37.58,36.7 2025-06-09,37.6,36.93 2025-06-10,38.29,37.41 2025-06-11,39.77,38.23 2025-06-12,40.69,39.61 2025-06-13,40.46,40.37 2025-06-16,40.82,40.32 2025-06-17,40.77,40.7 2025-06-18,40.9,40.5 2025-06-19,40.89,40.65 2025-06-20,40.8,40.55 2025-06-23,41.01,40.48 2025-06-24,42.25,41.43 2025-06-25,42.22,41.7 2025-06-26,42.05,41.73 2025-06-27,43.74,42.22 2025-06-30,42.67,42.4 2025-07-01,43.57,42.11 2025-07-02,43.8,43.17 2025-07-03,43.44,43.2 2025-07-04,42.89,42.3 2025-07-07,42.32,41.99 2025-07-08,42.26,41.82 2025-07-09,41.56,41.34 2025-07-10,41.43,41.31 2025-07-11,41.76,41.43 2025-07-14,42.99,42.59 2025-07-15,42.86,42.66 2025-07-16,42.38,42.15 2025-07-17,42.92,41.72 2025-07-18,43.75,42.86 2025-07-21,44.59,43.7 2025-07-22,46.78,44.54 2025-07-23,46.76,46.36 2025-07-24,47.68,46.4 2025-07-25,47.09,46.78 2025-07-28,47.44,46.1 2025-07-29,47.68,47.21 2025-07-30,48.15,47.45 2025-07-31,45.95,45.75 2025-08-01,46.06,45.82 2025-08-04,47.82,46.8 2025-08-05,48.8,47.72 2025-08-06,50.0,48.6 2025-08-07,50.42,49.83 2025-08-08,50.58,49.76 2025-08-11,50.46,49.61 2025-08-12,50.51,49.77 2025-08-13,51.0,50.52 2025-08-14,50.31,50.1 2025-08-15,50.53,49.86 2025-08-18,49.79,49.51 2025-08-19,49.84,49.69 2025-08-20,50.22,49.58 2025-08-21,49.85,49.77 2025-08-22,49.56,49.37 2025-08-25,50.74,49.9 2025-08-26,51.53,50.25 2025-08-27,49.63,49.63 2025-08-28,50.69,49.55 2025-08-29,53.91,50.62 2025-09-01,54.79,53.33 2025-09-02,55.44,55.0 2025-09-03,55.32,54.63 2025-09-04,53.53,52.61 2025-09-05,55.56,52.95 2025-09-08,55.68,55.08 2025-09-09,55.82,54.61 2025-09-10,54.79,53.66 2025-09-11,55.75,54.66 2025-09-12,56.31,55.81 2025-09-15,56.77,55.8 2025-09-16,55.55,54.8 2025-09-17,55.4,54.49 2025-09-18,53.77,53.18 2025-09-19,54.3,53.63 ","date,30日,low 2025-01-17,27.98033333333333,32.45 2025-01-20,28.101666666666667,31.88 2025-01-21,28.195333333333334,30.7 2025-01-22,28.25,30.07 2025-01-23,28.30933333333333,29.91 2025-01-24,28.39333333333333,29.9 2025-01-27,28.490333333333336,30.15 2025-02-05,28.57266666666667,30.0 2025-02-06,28.685999999999996,30.14 2025-02-07,28.825,30.91 2025-02-10,28.93233333333333,31.7 2025-02-11,29.071666666666665,31.81 2025-02-12,29.253666666666668,31.62 2025-02-13,29.44333333333333,32.42 2025-02-14,29.631000000000004,32.5 2025-02-17,29.803333333333335,31.6 2025-02-18,29.983999999999998,32.08 2025-02-19,30.183,32.42 2025-02-20,30.371,32.9 2025-02-21,30.535000000000004,32.95 2025-02-24,30.705000000000002,32.96 2025-02-25,30.869333333333334,32.63 2025-02-26,31.02966666666667,32.49 2025-02-27,31.192666666666664,32.09 2025-02-28,31.348333333333333,31.9 2025-03-03,31.529,32.13 2025-03-04,31.68566666666667,32.35 2025-03-05,31.839,32.28 2025-03-06,32.013666666666666,32.57 2025-03-07,32.13133333333333,32.9 2025-03-10,32.16866666666667,32.88 2025-03-11,32.25566666666667,33.17 2025-03-12,32.458333333333336,34.72 2025-03-13,32.69433333333333,36.9 2025-03-14,32.92133333333333,36.67 2025-03-17,33.14266666666667,36.38 2025-03-18,33.35733333333333,36.8 2025-03-19,33.565,36.45 2025-03-20,33.75333333333334,36.73 2025-03-21,33.882,35.92 2025-03-24,34.01166666666667,35.49 2025-03-25,34.138000000000005,35.48 2025-03-26,34.242,35.58 2025-03-27,34.349666666666664,35.58 2025-03-28,34.45,35.71 2025-03-31,34.57,35.46 2025-04-01,34.721,35.84 2025-04-02,34.834666666666664,36.2 2025-04-03,34.92666666666666,35.84 2025-04-07,34.909666666666666,32.54 2025-04-08,34.880333333333326,31.2 2025-04-09,34.89233333333333,31.0 2025-04-10,34.919999999999995,33.22 2025-04-11,34.964000000000006,33.5 2025-04-14,35.04666666666667,33.99 2025-04-15,35.10633333333333,34.03 2025-04-16,35.15233333333333,33.46 2025-04-17,35.224333333333334,33.88 2025-04-18,35.278666666666666,34.33 2025-04-21,35.35933333333333,34.55 2025-04-22,35.42066666666667,35.22 2025-04-23,35.44366666666667,35.2 2025-04-24,35.40833333333333,35.59 2025-04-25,35.36833333333334,35.94 2025-04-28,35.35433333333333,35.9 2025-04-29,35.32266666666667,35.5 2025-04-30,35.287333333333336,35.67 2025-05-06,35.29633333333334,36.09 2025-05-07,35.287333333333336,36.43 2025-05-08,35.275666666666666,35.61 2025-05-09,35.29966666666667,35.76 2025-05-12,35.32266666666667,35.84 2025-05-13,35.346000000000004,36.16 2025-05-14,35.373000000000005,36.37 2025-05-15,35.39266666666667,36.0 2025-05-16,35.40133333333333,35.92 2025-05-19,35.35933333333333,35.7 2025-05-20,35.337,35.66 2025-05-21,35.344,35.85 2025-05-22,35.474666666666664,36.17 2025-05-23,35.62766666666666,36.65 2025-05-26,35.77866666666667,36.88 2025-05-27,35.916333333333334,37.31 2025-05-28,36.01466666666667,36.78 2025-05-29,36.087333333333326,36.55 2025-05-30,36.15,36.26 2025-06-03,36.22666666666667,36.01 2025-06-04,36.294333333333334,36.22 2025-06-05,36.361000000000004,36.56 2025-06-06,36.432,36.7 2025-06-09,36.505,36.93 2025-06-10,36.59133333333333,37.41 2025-06-11,36.708666666666666,38.23 2025-06-12,36.864999999999995,39.61 2025-06-13,37.001,40.37 2025-06-16,37.167,40.32 2025-06-17,37.321333333333335,40.7 2025-06-18,37.455,40.5 2025-06-19,37.598333333333336,40.65 2025-06-20,37.76466666666667,40.55 2025-06-23,37.91233333333333,40.48 2025-06-24,38.10933333333333,41.43 2025-06-25,38.30333333333333,41.7 2025-06-26,38.477,41.73 2025-06-27,38.721666666666664,42.22 2025-06-30,38.940666666666665,42.4 2025-07-01,39.20066666666666,42.11 2025-07-02,39.470666666666666,43.17 2025-07-03,39.70666666666667,43.2 2025-07-04,39.92100000000001,42.3 2025-07-07,40.105000000000004,41.99 2025-07-08,40.26199999999999,41.82 2025-07-09,40.391666666666666,41.34 2025-07-10,40.543,41.31 2025-07-11,40.714666666666666,41.43 2025-07-14,40.939,42.59 2025-07-15,41.15833333333333,42.66 2025-07-16,41.34566666666667,42.15 2025-07-17,41.556333333333335,41.72 2025-07-18,41.76200000000001,42.86 2025-07-21,41.995000000000005,43.7 2025-07-22,42.278,44.54 2025-07-23,42.510999999999996,46.36 2025-07-24,42.744,46.4 2025-07-25,42.965,46.78 2025-07-28,43.18566666666666,46.1 2025-07-29,43.416000000000004,47.21 2025-07-30,43.657666666666664,47.45 2025-07-31,43.82633333333333,45.75 2025-08-01,44.001666666666665,45.82 2025-08-04,44.22866666666667,46.8 2025-08-05,44.447,47.72 2025-08-06,44.70633333333333,48.6 2025-08-07,44.98533333333333,49.83 2025-08-08,45.21333333333334,49.76 2025-08-11,45.473,49.61 2025-08-12,45.70433333333334,49.77 2025-08-13,45.94433333333334,50.52 2025-08-14,46.17333333333333,50.1 2025-08-15,46.428,49.86 2025-08-18,46.677,49.51 2025-08-19,46.92966666666667,49.69 2025-08-20,47.218333333333334,49.58 2025-08-21,47.499,49.77 2025-08-22,47.759,49.37 2025-08-25,48.01733333333333,49.9 2025-08-26,48.306333333333335,50.25 2025-08-27,48.548,49.63 2025-08-28,48.806999999999995,49.55 2025-08-29,49.14566666666666,50.62 2025-09-01,49.48566666666667,53.33 2025-09-02,49.77433333333333,55.0 2025-09-03,50.059666666666665,54.63 2025-09-04,50.254666666666665,52.61 2025-09-05,50.537000000000006,52.95 2025-09-08,50.81166666666666,55.08 2025-09-09,51.083,54.61 2025-09-10,51.30433333333334,53.66 2025-09-11,51.631,54.66 2025-09-12,51.97266666666667,55.81 2025-09-15,52.270999999999994,55.8 2025-09-16,52.495999999999995,54.8 2025-09-17,52.676,54.49 2025-09-18,52.787666666666674,53.18 2025-09-19,52.91166666666666,53.63 " 1631,CN,technical,正泰电器从2025年08月03日到2025年10月24日,收盘价小于20日简单移动平均线的天数比例是多少?(单位:%)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,79.6296,medium,moving average,SMA_n = 1 / n * \sum_{i=0}^{n-1} P_{t-i},"date,close,low 2025-07-08,23.37,22.88 2025-07-09,23.1,23.05 2025-07-10,22.97,22.95 2025-07-11,23.0,22.96 2025-07-14,23.15,23.01 2025-07-15,22.86,22.8 2025-07-16,22.59,22.55 2025-07-17,22.78,22.61 2025-07-18,22.68,22.58 2025-07-21,23.18,22.68 2025-07-22,23.6,23.12 2025-07-23,23.23,23.2 2025-07-24,23.44,23.19 2025-07-25,23.31,23.26 2025-07-28,23.39,23.12 2025-07-29,23.5,23.05 2025-07-30,23.22,23.08 2025-07-31,22.75,22.71 2025-08-01,22.81,22.75 2025-08-04,22.73,22.56 2025-08-05,22.93,22.73 2025-08-06,22.9,22.86 2025-08-07,22.8,22.68 2025-08-08,23.31,22.77 2025-08-11,23.5,23.11 2025-08-12,23.65,23.35 2025-08-13,23.59,23.48 2025-08-14,23.29,23.25 2025-08-15,24.35,23.29 2025-08-18,24.55,24.21 2025-08-19,24.21,24.12 2025-08-20,24.3,24.0 2025-08-21,24.22,24.13 2025-08-22,24.33,24.1 2025-08-25,24.74,24.28 2025-08-26,25.48,24.58 2025-08-27,25.33,25.28 2025-08-28,27.86,26.59 2025-08-29,27.41,27.15 2025-09-01,27.9,27.49 2025-09-02,27.13,26.81 2025-09-03,28.2,26.9 2025-09-04,27.72,27.35 2025-09-05,28.98,27.5 2025-09-08,28.43,28.06 2025-09-09,27.87,27.7 2025-09-10,27.66,27.31 2025-09-11,28.57,27.7 2025-09-12,27.91,27.86 2025-09-15,27.78,27.6 2025-09-16,27.61,27.13 2025-09-17,28.13,27.36 2025-09-18,27.93,27.58 2025-09-19,27.97,27.65 2025-09-22,27.42,27.19 2025-09-23,28.19,27.23 2025-09-24,28.46,27.61 2025-09-25,28.93,28.21 2025-09-26,29.09,28.71 2025-09-29,29.41,28.68 2025-09-30,30.71,29.21 2025-10-09,32.16,31.02 2025-10-10,30.98,30.7 2025-10-13,30.21,29.38 2025-10-14,29.94,29.73 2025-10-15,30.2,29.46 2025-10-16,30.64,29.83 2025-10-17,28.68,28.5 2025-10-20,28.7,28.51 2025-10-21,28.96,28.59 2025-10-22,28.84,28.39 2025-10-23,28.7,28.11 2025-10-24,29.11,28.81 ","date,20日,close 2025-08-04,23.083000000000002,22.73 2025-08-05,23.061,22.93 2025-08-06,23.051,22.9 2025-08-07,23.0425,22.8 2025-08-08,23.058,23.31 2025-08-11,23.0755,23.5 2025-08-12,23.115000000000002,23.65 2025-08-13,23.165,23.59 2025-08-14,23.1905,23.29 2025-08-15,23.274,24.35 2025-08-18,23.342499999999998,24.55 2025-08-19,23.373,24.21 2025-08-20,23.4265,24.3 2025-08-21,23.4655,24.22 2025-08-22,23.5165,24.33 2025-08-25,23.584,24.74 2025-08-26,23.683,25.48 2025-08-27,23.7885,25.33 2025-08-28,24.044,27.86 2025-08-29,24.273999999999997,27.41 2025-09-01,24.5325,27.9 2025-09-02,24.7425,27.13 2025-09-03,25.0075,28.2 2025-09-04,25.2535,27.72 2025-09-05,25.537,28.98 2025-09-08,25.783499999999997,28.43 2025-09-09,25.9945,27.87 2025-09-10,26.198,27.66 2025-09-11,26.462,28.57 2025-09-12,26.639999999999997,27.91 2025-09-15,26.801499999999997,27.78 2025-09-16,26.9715,27.61 2025-09-17,27.163,28.13 2025-09-18,27.3485,27.93 2025-09-19,27.530499999999996,27.97 2025-09-22,27.664499999999997,27.42 2025-09-23,27.8,28.19 2025-09-24,27.9565,28.46 2025-09-25,28.01,28.93 2025-09-26,28.094,29.09 2025-09-29,28.169500000000006,29.41 2025-09-30,28.3485,30.71 2025-10-09,28.5465,32.16 2025-10-10,28.7095,30.98 2025-10-13,28.770999999999997,30.21 2025-10-14,28.846500000000002,29.94 2025-10-15,28.963,30.2 2025-10-16,29.112000000000002,30.64 2025-10-17,29.1175,28.68 2025-10-20,29.157,28.7 2025-10-21,29.216,28.96 2025-10-22,29.277500000000003,28.84 2025-10-23,29.306,28.7 2025-10-24,29.365,29.11 " 1632,CN,technical,在2023年06月15日至2024年03月22日期间,对于中际旭创的简单移动平均线,收盘价小于10日线的天数占总天数的百分比?使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,47.5936,medium,moving average,SMA_n = 1 / n * \sum_{i=0}^{n-1} P_{t-i},"date,close,low 2023-06-02,106.7,104.21 2023-06-05,111.2,105.0 2023-06-06,107.31,106.18 2023-06-07,108.11,105.53 2023-06-08,106.72,103.27 2023-06-09,115.2,103.5 2023-06-12,121.5,114.0 2023-06-13,121.55,118.04 2023-06-14,129.55,121.7 2023-06-15,134.79,132.0 2023-06-16,155.0,132.64 2023-06-19,160.01,153.46 2023-06-20,170.0,156.1 2023-06-21,159.9,157.05 2023-06-26,148.0,145.24 2023-06-27,147.2,144.99 2023-06-28,141.98,132.96 2023-06-29,148.01,143.5 2023-06-30,147.45,144.02 2023-07-03,146.0,138.89 2023-07-04,146.52,145.0 2023-07-05,138.96,138.72 2023-07-06,139.8,137.7 2023-07-07,146.99,136.23 2023-07-10,143.6,137.04 2023-07-11,148.5,142.58 2023-07-12,138.79,138.79 2023-07-13,154.2,141.84 2023-07-14,155.39,151.11 2023-07-17,157.71,153.93 2023-07-18,151.29,149.99 2023-07-19,149.0,148.92 2023-07-20,130.0,129.55 2023-07-21,130.24,125.71 2023-07-24,131.0,128.88 2023-07-25,134.25,130.01 2023-07-26,129.04,127.03 2023-07-27,127.9,126.11 2023-07-28,126.9,124.6 2023-07-31,128.0,124.0 2023-08-01,134.8,127.66 2023-08-02,133.8,130.52 2023-08-03,130.51,128.33 2023-08-04,139.95,129.51 2023-08-07,141.75,138.88 2023-08-08,134.51,134.5 2023-08-09,126.84,126.61 2023-08-10,124.01,122.01 2023-08-11,121.98,121.98 2023-08-14,123.52,120.31 2023-08-15,121.9,121.01 2023-08-16,121.01,118.11 2023-08-17,122.25,117.18 2023-08-18,115.51,115.51 2023-08-21,117.87,115.3 2023-08-22,126.0,118.15 2023-08-23,119.0,118.1 2023-08-24,121.0,119.33 2023-08-25,106.95,106.01 2023-08-28,111.5,110.1 2023-08-29,115.19,109.53 2023-08-30,116.0,113.38 2023-08-31,114.62,113.75 2023-09-01,112.15,110.85 2023-09-04,112.35,110.75 2023-09-05,109.01,108.12 2023-09-06,109.7,106.8 2023-09-07,106.31,106.11 2023-09-08,105.25,102.0 2023-09-11,109.2,104.52 2023-09-12,109.92,107.55 2023-09-13,106.67,105.36 2023-09-14,102.65,102.5 2023-09-15,98.68,97.41 2023-09-18,95.5,94.72 2023-09-19,96.5,93.69 2023-09-20,97.15,96.0 2023-09-21,97.37,96.21 2023-09-22,111.08,97.5 2023-09-25,107.5,106.8 2023-09-26,111.8,109.3 2023-09-27,114.07,111.25 2023-09-28,115.8,114.02 2023-10-09,111.06,107.51 2023-10-10,109.45,107.98 2023-10-11,109.73,107.66 2023-10-12,106.67,105.63 2023-10-13,102.37,100.9 2023-10-16,100.01,99.38 2023-10-17,100.56,97.88 2023-10-18,97.45,93.22 2023-10-19,94.64,94.23 2023-10-20,94.07,93.76 2023-10-23,96.1,93.7 2023-10-24,95.8,94.52 2023-10-25,88.01,87.8 2023-10-26,89.9,87.61 2023-10-27,89.41,87.42 2023-10-30,89.82,87.5 2023-10-31,87.75,85.91 2023-11-01,85.22,85.05 2023-11-02,85.93,85.9 2023-11-03,88.65,86.5 2023-11-06,91.42,89.0 2023-11-07,99.2,90.28 2023-11-08,96.65,95.71 2023-11-09,100.99,98.3 2023-11-10,101.54,100.0 2023-11-13,104.9,103.8 2023-11-14,105.01,102.55 2023-11-15,104.0,100.13 2023-11-16,100.04,100.01 2023-11-17,105.59,100.09 2023-11-20,102.35,100.58 2023-11-21,103.57,103.09 2023-11-22,97.36,97.3 2023-11-23,98.14,95.8 2023-11-24,94.4,93.86 2023-11-27,97.88,94.0 2023-11-28,94.75,94.06 2023-11-29,94.74,93.45 2023-11-30,94.92,93.58 2023-12-01,100.0,93.14 2023-12-04,102.78,100.1 2023-12-05,100.8,100.51 2023-12-06,100.68,98.8 2023-12-07,104.37,100.22 2023-12-08,117.5,106.03 2023-12-11,120.15,114.22 2023-12-12,114.96,112.0 2023-12-13,113.4,113.13 2023-12-14,112.81,112.1 2023-12-15,110.05,108.56 2023-12-18,113.39,108.51 2023-12-19,113.19,109.99 2023-12-20,109.3,107.55 2023-12-21,114.19,107.44 2023-12-22,110.39,109.38 2023-12-25,111.25,107.68 2023-12-26,106.96,105.61 2023-12-27,107.13,106.61 2023-12-28,109.01,106.4 2023-12-29,112.91,109.08 2024-01-02,110.61,110.53 2024-01-03,104.99,104.89 2024-01-04,104.0,102.36 2024-01-05,100.03,99.2 2024-01-08,98.8,97.82 2024-01-09,101.32,100.5 2024-01-10,100.0,98.3 2024-01-11,103.39,99.91 2024-01-12,100.56,99.56 2024-01-15,101.88,99.36 2024-01-16,100.29,98.4 2024-01-17,99.02,99.02 2024-01-18,109.83,96.83 2024-01-19,111.0,110.39 2024-01-22,111.6,110.99 2024-01-23,114.0,110.84 2024-01-24,113.7,108.98 2024-01-25,118.35,111.42 2024-01-26,115.96,113.8 2024-01-29,103.82,96.7 2024-01-30,101.2,100.73 2024-01-31,102.8,98.75 2024-02-01,111.05,101.55 2024-02-02,109.85,107.7 2024-02-05,112.0,107.87 2024-02-06,124.88,109.8 2024-02-07,124.61,121.59 2024-02-08,127.0,124.8 2024-02-19,152.4,133.86 2024-02-20,159.5,151.0 2024-02-21,149.96,147.3 2024-02-22,154.51,149.47 2024-02-23,147.73,147.05 2024-02-26,149.03,142.03 2024-02-27,161.94,146.02 2024-02-28,149.81,149.81 2024-02-29,155.16,151.0 2024-03-01,161.1,156.03 2024-03-04,165.66,160.11 2024-03-05,169.16,162.62 2024-03-06,167.28,162.84 2024-03-07,164.14,164.0 2024-03-08,174.99,164.65 2024-03-11,170.6,164.28 2024-03-12,164.85,159.77 2024-03-13,165.0,164.89 2024-03-14,169.53,162.0 2024-03-15,177.36,165.59 2024-03-18,179.99,177.59 2024-03-19,173.81,171.45 2024-03-20,168.96,166.0 2024-03-21,167.68,166.33 2024-03-22,167.68,166.36 ","date,10日,close 2023-06-15,116.263,134.79 2023-06-16,121.093,155.0 2023-06-19,125.974,160.01 2023-06-20,132.243,170.0 2023-06-21,137.422,159.9 2023-06-26,141.55,148.0 2023-06-27,144.75,147.2 2023-06-28,146.798,141.98 2023-06-29,149.44400000000002,148.01 2023-06-30,151.23399999999998,147.45 2023-07-03,152.355,146.0 2023-07-04,151.507,146.52 2023-07-05,149.402,138.96 2023-07-06,146.382,139.8 2023-07-07,145.091,146.99 2023-07-10,144.651,143.6 2023-07-11,144.781,148.5 2023-07-12,144.462,138.79 2023-07-13,145.081,154.2 2023-07-14,145.875,155.39 2023-07-17,147.046,157.71 2023-07-18,147.523,151.29 2023-07-19,148.527,149.0 2023-07-20,147.547,130.0 2023-07-21,145.872,130.24 2023-07-24,144.61200000000002,131.0 2023-07-25,143.187,134.25 2023-07-26,142.21200000000002,129.04 2023-07-27,139.582,127.9 2023-07-28,136.733,126.9 2023-07-31,133.762,128.0 2023-08-01,132.113,134.8 2023-08-02,130.593,133.8 2023-08-03,130.644,130.51 2023-08-04,131.61499999999998,139.95 2023-08-07,132.69,141.75 2023-08-08,132.71599999999998,134.51 2023-08-09,132.496,126.84 2023-08-10,132.10700000000003,124.01 2023-08-11,131.615,121.98 2023-08-14,131.167,123.52 2023-08-15,129.877,121.9 2023-08-16,128.59799999999998,121.01 2023-08-17,127.77199999999998,122.25 2023-08-18,125.328,115.51 2023-08-21,122.94000000000001,117.87 2023-08-22,122.08900000000001,126.0 2023-08-23,121.30499999999999,119.0 2023-08-24,121.00399999999999,121.0 2023-08-25,119.501,106.95 2023-08-28,118.299,111.5 2023-08-29,117.62800000000001,115.19 2023-08-30,117.127,116.0 2023-08-31,116.364,114.62 2023-09-01,116.02800000000002,112.15 2023-09-04,115.476,112.35 2023-09-05,113.777,109.01 2023-09-06,112.84700000000001,109.7 2023-09-07,111.378,106.31 2023-09-08,111.208,105.25 2023-09-11,110.978,109.2 2023-09-12,110.451,109.92 2023-09-13,109.518,106.67 2023-09-14,108.321,102.65 2023-09-15,106.974,98.68 2023-09-18,105.28900000000002,95.5 2023-09-19,104.03800000000001,96.5 2023-09-20,102.78299999999999,97.15 2023-09-21,101.88900000000001,97.37 2023-09-22,102.47200000000001,111.08 2023-09-25,102.30199999999999,107.5 2023-09-26,102.49000000000001,111.8 2023-09-27,103.22999999999999,114.07 2023-09-28,104.545,115.8 2023-10-09,105.78299999999999,111.06 2023-10-10,107.178,109.45 2023-10-11,108.501,109.73 2023-10-12,109.453,106.67 2023-10-13,109.953,102.37 2023-10-16,108.846,100.01 2023-10-17,108.152,100.56 2023-10-18,106.71700000000001,97.45 2023-10-19,104.774,94.64 2023-10-20,102.601,94.07 2023-10-23,101.10499999999999,96.1 2023-10-24,99.74,95.8 2023-10-25,97.56800000000001,88.01 2023-10-26,95.89099999999999,89.9 2023-10-27,94.595,89.41 2023-10-30,93.576,89.82 2023-10-31,92.295,87.75 2023-11-01,91.072,85.22 2023-11-02,90.201,85.93 2023-11-03,89.65899999999999,88.65 2023-11-06,89.191,91.42 2023-11-07,89.53099999999999,99.2 2023-11-08,90.39500000000001,96.65 2023-11-09,91.504,100.99 2023-11-10,92.71700000000001,101.54 2023-11-13,94.225,104.9 2023-11-14,95.951,105.01 2023-11-15,97.829,104.0 2023-11-16,99.24000000000001,100.04 2023-11-17,100.934,105.59 2023-11-20,102.027,102.35 2023-11-21,102.46399999999998,103.57 2023-11-22,102.535,97.36 2023-11-23,102.25,98.14 2023-11-24,101.536,94.4 2023-11-27,100.834,97.88 2023-11-28,99.808,94.75 2023-11-29,98.882,94.74 2023-11-30,98.36999999999999,94.92 2023-12-01,97.81099999999999,100.0 2023-12-04,97.854,102.78 2023-12-05,97.577,100.8 2023-12-06,97.90899999999999,100.68 2023-12-07,98.532,104.37 2023-12-08,100.842,117.5 2023-12-11,103.069,120.15 2023-12-12,105.09,114.96 2023-12-13,106.95599999999999,113.4 2023-12-14,108.745,112.81 2023-12-15,109.75,110.05 2023-12-18,110.811,113.39 2023-12-19,112.05,113.19 2023-12-20,112.912,109.3 2023-12-21,113.89399999999998,114.19 2023-12-22,113.18299999999999,110.39 2023-12-25,112.29299999999998,111.25 2023-12-26,111.49300000000001,106.96 2023-12-27,110.86599999999999,107.13 2023-12-28,110.48599999999999,109.01 2023-12-29,110.772,112.91 2024-01-02,110.49399999999999,110.61 2024-01-03,109.674,104.99 2024-01-04,109.144,104.0 2024-01-05,107.728,100.03 2024-01-08,106.569,98.8 2024-01-09,105.576,101.32 2024-01-10,104.88,100.0 2024-01-11,104.506,103.39 2024-01-12,103.66099999999999,100.56 2024-01-15,102.55799999999999,101.88 2024-01-16,101.526,100.29 2024-01-17,100.929,99.02 2024-01-18,101.512,109.83 2024-01-19,102.609,111.0 2024-01-22,103.88900000000001,111.6 2024-01-23,105.157,114.0 2024-01-24,106.527,113.7 2024-01-25,108.023,118.35 2024-01-26,109.56300000000002,115.96 2024-01-29,109.75699999999999,103.82 2024-01-30,109.848,101.2 2024-01-31,110.226,102.8 2024-02-01,110.348,111.05 2024-02-02,110.23299999999999,109.85 2024-02-05,110.273,112.0 2024-02-06,111.36100000000002,124.88 2024-02-07,112.452,124.61 2024-02-08,113.31699999999998,127.0 2024-02-19,116.96100000000001,152.4 2024-02-20,122.529,159.5 2024-02-21,127.405,149.96 2024-02-22,132.576,154.51 2024-02-23,136.24399999999997,147.73 2024-02-26,140.16199999999998,149.03 2024-02-27,145.156,161.94 2024-02-28,147.64899999999997,149.81 2024-02-29,150.704,155.16 2024-03-01,154.11399999999998,161.1 2024-03-04,155.44,165.66 2024-03-05,156.406,169.16 2024-03-06,158.138,167.28 2024-03-07,159.101,164.14 2024-03-08,161.827,174.99 2024-03-11,163.984,170.6 2024-03-12,164.275,164.85 2024-03-13,165.794,165.0 2024-03-14,167.231,169.53 2024-03-15,168.85700000000003,177.36 2024-03-18,170.29000000000002,179.99 2024-03-19,170.755,173.81 2024-03-20,170.923,168.96 2024-03-21,171.277,167.68 2024-03-22,170.546,167.68 " 1633,CN,technical,2022年12月29日-2023年03月13日,中国核电的开盘价小于20日简单移动平均线的天数占比多少?(%)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,46.8085,medium,moving average,SMA_n = 1 / n * \sum_{i=0}^{n-1} P_{t-i},"date,close,low,open 2022-12-02,6.24,6.21,6.23 2022-12-05,6.47,6.27,6.27 2022-12-06,6.42,6.34,6.46 2022-12-07,6.31,6.28,6.4 2022-12-08,6.31,6.26,6.3 2022-12-09,6.26,6.22,6.28 2022-12-12,6.18,6.16,6.25 2022-12-13,6.21,6.18,6.18 2022-12-14,6.19,6.17,6.24 2022-12-15,6.15,6.14,6.17 2022-12-16,6.19,6.13,6.15 2022-12-19,6.06,6.04,6.17 2022-12-20,6.05,6.01,6.04 2022-12-21,6.03,6.01,6.06 2022-12-22,5.96,5.94,6.05 2022-12-23,5.96,5.92,5.93 2022-12-26,5.97,5.94,5.96 2022-12-27,6.0,5.98,5.99 2022-12-28,6.05,5.97,5.99 2022-12-29,5.99,5.97,6.03 2022-12-30,6.0,5.98,6.0 2023-01-03,6.09,5.99,6.01 2023-01-04,6.07,6.06,6.08 2023-01-05,6.04,6.03,6.07 2023-01-06,6.06,6.04,6.05 2023-01-09,6.06,6.05,6.07 2023-01-10,5.98,5.96,6.05 2023-01-11,5.97,5.95,6.0 2023-01-12,5.98,5.96,5.96 2023-01-13,5.99,5.93,5.98 2023-01-16,6.0,5.97,5.98 2023-01-17,5.97,5.95,6.0 2023-01-18,5.98,5.96,5.96 2023-01-19,6.0,5.95,5.97 2023-01-20,6.02,5.96,5.98 2023-01-30,6.03,6.0,6.05 2023-01-31,6.04,6.01,6.02 2023-02-01,6.09,6.03,6.05 2023-02-02,6.05,6.04,6.09 2023-02-03,6.01,5.99,6.05 2023-02-06,6.0,5.98,5.99 2023-02-07,6.01,5.98,6.0 2023-02-08,5.98,5.98,6.01 2023-02-09,6.01,5.98,5.98 2023-02-10,6.02,5.98,6.0 2023-02-13,6.01,6.0,6.02 2023-02-14,6.03,6.01,6.02 2023-02-15,5.99,5.99,6.02 2023-02-16,5.95,5.93,5.99 2023-02-17,5.94,5.93,5.95 2023-02-20,6.0,5.93,5.94 2023-02-21,6.05,5.99,6.0 2023-02-22,6.03,6.01,6.03 2023-02-23,6.01,5.99,6.04 2023-02-24,5.99,5.98,6.02 2023-02-27,6.02,5.98,5.99 2023-02-28,6.06,6.02,6.05 2023-03-01,6.22,6.05,6.06 2023-03-02,6.42,6.21,6.24 2023-03-03,6.52,6.37,6.42 2023-03-06,6.52,6.5,6.55 2023-03-07,6.49,6.48,6.49 2023-03-08,6.56,6.43,6.45 2023-03-09,6.52,6.47,6.57 2023-03-10,6.49,6.44,6.48 2023-03-13,6.62,6.45,6.48 ","date,20日,open 2022-12-29,6.15,6.03 2022-12-30,6.138,6.0 2023-01-03,6.119000000000001,6.01 2023-01-04,6.1015,6.08 2023-01-05,6.088,6.07 2023-01-06,6.0755,6.05 2023-01-09,6.065499999999999,6.07 2023-01-10,6.0555,6.05 2023-01-11,6.0435,6.0 2023-01-12,6.0329999999999995,5.96 2023-01-13,6.025,5.98 2023-01-16,6.0155,5.98 2023-01-17,6.011,6.0 2023-01-18,6.007499999999999,5.96 2023-01-19,6.006,5.97 2023-01-20,6.0089999999999995,5.98 2023-01-30,6.0125,6.05 2023-01-31,6.016,6.02 2023-02-01,6.0205,6.05 2023-02-02,6.0205,6.09 2023-02-03,6.0215,6.05 2023-02-06,6.0215,5.99 2023-02-07,6.0175,6.0 2023-02-08,6.013,6.01 2023-02-09,6.0115,5.98 2023-02-10,6.0095,6.0 2023-02-13,6.007,6.02 2023-02-14,6.0095,6.02 2023-02-15,6.0105,6.02 2023-02-16,6.0089999999999995,5.99 2023-02-17,6.006500000000001,5.95 2023-02-20,6.006500000000001,5.94 2023-02-21,6.0105,6.0 2023-02-22,6.013,6.03 2023-02-23,6.0135,6.04 2023-02-24,6.0120000000000005,6.02 2023-02-27,6.0115,5.99 2023-02-28,6.0125,6.05 2023-03-01,6.019,6.06 2023-03-02,6.0375,6.24 2023-03-03,6.063000000000001,6.42 2023-03-06,6.089,6.55 2023-03-07,6.113,6.49 2023-03-08,6.1419999999999995,6.45 2023-03-09,6.1675,6.57 2023-03-10,6.191,6.48 2023-03-13,6.221500000000001,6.48 " 1634,CN,technical,统计合盛硅业在2020年11月19日到2021年09月10日间,最低价大于60日简单移动平均线的天数占比(%)。使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,14.4279,medium,moving average,SMA_n = 1 / n * \sum_{i=0}^{n-1} P_{t-i},"date,close,low,open 2020-08-20,30.15,29.47,29.6 2020-08-21,30.18,29.82,30.2 2020-08-24,30.0,29.62,30.1 2020-08-25,29.24,29.18,30.03 2020-08-26,28.82,28.6,29.25 2020-08-27,29.83,28.69,28.69 2020-08-28,29.2,28.69,29.53 2020-08-31,29.31,29.27,29.47 2020-09-01,29.49,29.18,29.52 2020-09-02,29.51,28.85,29.52 2020-09-03,27.98,27.95,29.41 2020-09-04,28.42,27.81,28.23 2020-09-07,28.24,28.12,28.45 2020-09-08,28.74,27.9,28.2 2020-09-09,29.24,28.51,28.72 2020-09-10,28.5,28.14,29.07 2020-09-11,28.53,27.41,28.5 2020-09-14,29.26,28.55,28.55 2020-09-15,29.61,28.9,29.24 2020-09-16,29.87,29.28,29.45 2020-09-17,29.73,29.52,29.6 2020-09-18,29.87,29.13,29.73 2020-09-21,29.8,29.52,29.97 2020-09-22,28.94,28.8,29.6 2020-09-23,29.14,28.69,29.2 2020-09-24,28.24,28.2,29.08 2020-09-25,27.44,27.0,28.27 2020-09-28,27.63,27.37,27.45 2020-09-29,28.15,27.43,27.88 2020-09-30,28.25,28.02,28.47 2020-10-09,29.5,28.51,28.51 2020-10-12,29.97,29.3,29.52 2020-10-13,29.63,29.41,29.84 2020-10-14,29.98,29.48,29.65 2020-10-15,29.75,29.65,30.24 2020-10-16,29.44,29.31,29.95 2020-10-19,29.44,29.35,29.75 2020-10-20,29.26,28.9,29.7 2020-10-21,28.5,28.36,29.34 2020-10-22,28.34,27.91,28.47 2020-10-23,27.88,27.82,28.57 2020-10-26,27.36,27.18,27.7 2020-10-27,28.08,27.24,27.29 2020-10-28,29.26,28.2,28.77 2020-10-29,29.85,28.82,28.82 2020-10-30,30.09,29.42,29.66 2020-11-02,30.78,30.04,30.04 2020-11-03,31.0,30.66,30.98 2020-11-04,32.23,31.11,31.11 2020-11-05,33.13,32.42,32.42 2020-11-06,34.91,33.31,33.65 2020-11-09,38.4,35.0,35.51 2020-11-10,38.23,36.2,39.0 2020-11-11,39.0,37.81,38.0 2020-11-12,40.8,36.65,39.0 2020-11-13,38.9,38.01,40.3 2020-11-16,39.67,38.5,38.5 2020-11-17,39.2,38.44,39.96 2020-11-18,41.16,38.55,39.49 2020-11-19,38.88,37.5,41.18 2020-11-20,38.91,36.72,37.98 2020-11-23,40.47,39.0,39.67 2020-11-24,39.64,38.15,39.51 2020-11-25,40.36,38.89,39.4 2020-11-26,40.3,38.71,39.7 2020-11-27,38.8,38.07,40.01 2020-11-30,39.16,38.48,38.88 2020-12-01,38.72,37.45,38.72 2020-12-02,37.65,37.51,38.66 2020-12-03,37.32,36.45,37.14 2020-12-04,38.06,37.01,37.31 2020-12-07,38.2,37.85,38.79 2020-12-08,38.45,37.6,38.21 2020-12-09,37.99,37.46,38.43 2020-12-10,37.45,36.78,37.49 2020-12-11,37.11,36.31,37.66 2020-12-14,37.93,36.46,36.91 2020-12-15,38.35,37.42,37.91 2020-12-16,36.47,36.46,38.5 2020-12-17,38.16,35.91,37.13 2020-12-18,38.7,37.81,38.2 2020-12-21,40.8,38.91,39.28 2020-12-22,38.87,38.87,40.91 2020-12-23,39.1,38.67,39.37 2020-12-24,39.93,38.16,38.79 2020-12-25,40.5,39.1,40.05 2020-12-28,36.45,36.45,40.4 2020-12-29,32.81,32.81,34.5 2020-12-30,33.58,32.7,32.81 2020-12-31,33.44,32.78,33.37 2021-01-04,33.14,31.11,32.97 2021-01-05,33.38,32.38,33.3 2021-01-06,36.2,33.64,33.64 2021-01-07,36.08,35.26,35.96 2021-01-08,37.62,35.11,35.78 2021-01-11,38.06,35.35,37.19 2021-01-12,37.7,37.05,37.56 2021-01-13,39.8,37.55,37.66 2021-01-14,39.29,38.91,39.8 2021-01-15,38.77,38.0,38.81 2021-01-18,42.65,38.57,38.57 2021-01-19,44.1,43.43,43.85 2021-01-20,45.0,43.0,44.01 2021-01-21,45.25,44.49,44.49 2021-01-22,47.98,44.7,45.13 2021-01-25,46.81,46.03,47.34 2021-01-26,47.75,46.32,46.32 2021-01-27,46.9,44.6,46.26 2021-01-28,43.72,43.6,46.9 2021-01-29,44.29,43.03,44.15 2021-02-01,44.92,44.17,44.88 2021-02-02,45.17,44.0,45.13 2021-02-03,49.69,45.44,45.44 2021-02-04,52.6,50.78,52.0 2021-02-05,48.11,47.86,53.55 2021-02-08,51.32,47.88,48.99 2021-02-09,53.05,50.6,51.61 2021-02-10,51.6,50.32,52.82 2021-02-18,54.0,51.88,55.21 2021-02-19,52.3,50.75,53.83 2021-02-22,51.0,50.68,52.0 2021-02-23,52.73,48.9,49.12 2021-02-24,51.45,50.65,52.19 2021-02-25,51.29,50.91,51.75 2021-02-26,46.6,46.16,49.53 2021-03-01,48.65,47.2,48.0 2021-03-02,48.56,48.36,49.18 2021-03-03,49.27,47.52,49.31 2021-03-04,45.73,45.38,49.37 2021-03-05,46.1,44.05,44.73 2021-03-08,45.5,44.93,46.76 2021-03-09,44.13,43.65,45.58 2021-03-10,46.4,44.0,45.2 2021-03-11,48.56,46.02,46.43 2021-03-12,48.87,47.6,49.35 2021-03-15,46.8,46.4,48.5 2021-03-16,47.56,46.2,46.77 2021-03-17,49.41,45.89,47.66 2021-03-18,52.68,49.48,49.7 2021-03-19,49.35,48.31,51.22 2021-03-22,49.7,48.38,49.35 2021-03-23,47.07,46.5,48.8 2021-03-24,42.36,42.36,46.61 2021-03-25,42.12,41.23,41.64 2021-03-26,43.76,41.91,41.91 2021-03-29,44.66,42.25,43.76 2021-03-30,45.11,44.0,44.66 2021-03-31,44.5,43.83,45.6 2021-04-01,44.33,43.67,44.6 2021-04-02,44.1,43.9,44.99 2021-04-06,44.58,44.14,44.22 2021-04-07,45.39,44.6,45.1 2021-04-08,45.56,45.01,45.4 2021-04-09,44.65,43.57,46.0 2021-04-12,43.56,43.0,45.32 2021-04-13,43.33,43.21,43.9 2021-04-14,43.34,43.07,43.23 2021-04-15,43.91,42.36,43.41 2021-04-16,42.82,42.1,43.51 2021-04-19,44.29,42.1,42.5 2021-04-20,44.68,43.48,44.19 2021-04-21,47.21,44.7,44.7 2021-04-22,50.44,48.2,49.15 2021-04-23,54.6,50.62,50.62 2021-04-26,54.01,52.85,53.59 2021-04-27,56.92,53.35,53.88 2021-04-28,58.1,55.86,56.69 2021-04-29,57.3,55.0,57.88 2021-04-30,59.75,56.82,57.08 2021-05-06,59.44,59.31,59.97 2021-05-07,59.55,59.25,59.91 2021-05-10,58.74,58.0,59.48 2021-05-11,58.16,56.88,57.56 2021-05-12,61.48,57.51,57.91 2021-05-13,57.01,56.43,60.92 2021-05-14,56.66,56.3,57.36 2021-05-17,57.83,57.11,57.85 2021-05-18,59.28,57.1,57.74 2021-05-19,60.45,57.32,58.98 2021-05-20,58.65,57.02,59.19 2021-05-21,60.1,58.11,59.11 2021-05-24,57.31,56.8,59.93 2021-05-25,61.48,57.9,58.12 2021-05-26,58.88,57.6,61.8 2021-05-27,60.4,58.16,58.99 2021-05-28,63.91,59.91,60.75 2021-05-31,64.01,62.52,64.41 2021-06-01,61.26,59.55,63.89 2021-06-02,61.27,60.65,61.21 2021-06-03,60.16,59.74,60.42 2021-06-04,61.17,59.83,60.58 2021-06-07,61.87,61.21,61.46 2021-06-08,60.25,59.77,61.87 2021-06-09,62.38,59.67,59.67 2021-06-10,64.1,61.4,62.0 2021-06-11,65.3,61.51,63.97 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2022-01-10,10.36036559139785,10.22 2022-01-11,10.35189247311828,10.25 2022-01-12,10.344645161290321,10.25 2022-01-13,10.335569892473119,10.25 2022-01-14,10.3234623655914,10.18 2022-01-17,10.312795698924733,10.19 2022-01-18,10.30032258064516,10.18 2022-01-19,10.286086021505376,10.12 2022-01-20,10.265118279569894,10.01 2022-01-21,10.235075268817203,9.79 2022-01-24,10.204064516129034,9.77 2022-01-25,10.153397849462365,9.48 2022-01-26,10.108344086021503,9.49 2022-01-27,10.042752688172044,9.0 2022-01-28,9.992043010752688,9.18 2022-02-07,9.952709677419355,9.42 2022-02-08,9.922236559139785,9.5 2022-02-09,9.900860215053765,9.58 2022-02-10,9.884580645161293,9.67 2022-02-11,9.863806451612906,9.66 " 1636,CN,technical,"工业富联从2024年04月13日到2025年04月09日,收盘价大于60日加权移动平均线的天数比例是多少?(单位:%)(权重取 1, 2, ..., n)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。",53.9749,medium,moving average,WMA_n = \sum_{i=0}^{n-1} (n-i) * P_{t-i} / \sum_{j=1}^{n} j,"date,close,low 2024-01-11,13.15,12.89 2024-01-12,12.86,12.82 2024-01-15,12.72,12.63 2024-01-16,12.91,12.64 2024-01-17,12.68,12.68 2024-01-18,13.71,12.68 2024-01-19,14.2,13.72 2024-01-22,14.4,14.2 2024-01-23,14.5,14.02 2024-01-24,14.5,14.06 2024-01-25,15.08,14.31 2024-01-26,14.41,14.27 2024-01-29,13.59,13.49 2024-01-30,13.5,13.48 2024-01-31,13.31,13.02 2024-02-01,14.56,12.98 2024-02-02,13.92,13.55 2024-02-05,14.77,13.81 2024-02-06,15.53,14.3 2024-02-07,15.3,15.01 2024-02-08,15.7,15.2 2024-02-19,17.27,16.32 2024-02-20,18.49,17.61 2024-02-21,17.55,17.25 2024-02-22,18.19,17.31 2024-02-23,18.17,18.06 2024-02-26,17.67,17.51 2024-02-27,19.33,17.39 2024-02-28,18.2,18.2 2024-02-29,18.69,18.08 2024-03-01,20.02,19.05 2024-03-04,22.02,20.44 2024-03-05,22.75,21.53 2024-03-06,22.01,21.7 2024-03-07,22.61,21.86 2024-03-08,24.87,22.66 2024-03-11,25.82,23.4 2024-03-12,24.8,24.07 2024-03-13,24.35,24.09 2024-03-14,22.85,21.99 2024-03-15,23.08,22.46 2024-03-18,25.01,23.36 2024-03-19,25.51,24.13 2024-03-20,25.08,24.57 2024-03-21,24.99,24.74 2024-03-22,24.43,24.11 2024-03-25,23.91,23.87 2024-03-26,23.73,23.0 2024-03-27,22.41,22.36 2024-03-28,23.45,22.42 2024-03-29,22.77,22.33 2024-04-01,23.31,22.58 2024-04-02,22.9,22.72 2024-04-03,21.92,21.74 2024-04-08,22.0,21.58 2024-04-09,21.89,21.3 2024-04-10,21.1,20.93 2024-04-11,21.25,21.1 2024-04-12,22.26,21.71 2024-04-15,22.24,21.7 2024-04-16,21.81,21.4 2024-04-17,22.5,21.74 2024-04-18,22.9,21.32 2024-04-19,22.05,21.44 2024-04-22,20.84,19.95 2024-04-23,20.59,20.36 2024-04-24,22.24,20.92 2024-04-25,22.19,21.56 2024-04-26,24.41,23.2 2024-04-29,24.52,24.17 2024-04-30,24.5,24.45 2024-05-06,24.82,24.4 2024-05-07,25.38,24.67 2024-05-08,24.46,24.41 2024-05-09,24.22,23.76 2024-05-10,23.92,23.52 2024-05-13,24.0,23.8 2024-05-14,23.8,23.46 2024-05-15,24.3,23.75 2024-05-16,25.58,25.41 2024-05-17,25.7,25.1 2024-05-20,26.22,25.01 2024-05-21,25.72,25.46 2024-05-22,25.43,25.19 2024-05-23,25.62,24.44 2024-05-24,24.15,24.06 2024-05-27,24.86,24.51 2024-05-28,24.12,24.1 2024-05-29,24.21,24.1 2024-05-30,23.94,23.7 2024-05-31,22.91,22.91 2024-06-03,23.87,22.9 2024-06-04,23.79,23.45 2024-06-05,23.7,23.46 2024-06-06,26.07,24.88 2024-06-07,24.53,23.88 2024-06-11,24.21,24.04 2024-06-12,24.37,24.31 2024-06-13,25.9,24.77 2024-06-14,27.23,25.84 2024-06-17,27.51,26.68 2024-06-18,28.62,27.53 2024-06-19,28.47,28.29 2024-06-20,28.61,28.38 2024-06-21,28.47,27.44 2024-06-24,27.55,27.32 2024-06-25,26.44,26.21 2024-06-26,27.17,26.45 2024-06-27,26.81,26.32 2024-06-28,27.4,26.69 2024-07-01,28.0,27.0 2024-07-02,27.36,27.26 2024-07-03,27.38,26.81 2024-07-04,27.27,27.16 2024-07-05,27.08,26.36 2024-07-08,26.96,26.81 2024-07-09,29.0,26.75 2024-07-10,28.95,28.42 2024-07-11,28.76,27.87 2024-07-12,27.26,27.2 2024-07-15,26.96,26.67 2024-07-16,27.46,26.36 2024-07-17,25.95,25.84 2024-07-18,25.41,24.33 2024-07-19,24.66,24.55 2024-07-22,24.91,24.22 2024-07-23,24.54,24.53 2024-07-24,24.3,24.16 2024-07-25,23.2,23.0 2024-07-26,23.5,22.95 2024-07-29,23.8,23.17 2024-07-30,22.85,22.63 2024-07-31,23.84,22.74 2024-08-01,23.97,23.96 2024-08-02,22.33,22.25 2024-08-05,20.42,20.28 2024-08-06,20.81,20.5 2024-08-07,20.4,20.31 2024-08-08,20.48,19.75 2024-08-09,20.79,20.61 2024-08-12,20.64,20.47 2024-08-13,20.78,20.45 2024-08-14,21.38,21.03 2024-08-15,20.66,20.3 2024-08-16,21.06,20.98 2024-08-19,20.78,20.73 2024-08-20,20.65,20.51 2024-08-21,20.77,20.27 2024-08-22,20.39,20.21 2024-08-23,20.46,19.99 2024-08-26,20.12,20.0 2024-08-27,19.75,19.66 2024-08-28,19.77,19.5 2024-08-29,19.22,18.51 2024-08-30,20.47,19.07 2024-09-02,19.45,19.45 2024-09-03,19.44,19.23 2024-09-04,18.92,18.4 2024-09-05,18.88,18.71 2024-09-06,18.36,18.3 2024-09-09,18.6,18.1 2024-09-10,18.82,18.36 2024-09-11,18.78,18.65 2024-09-12,18.84,18.8 2024-09-13,19.25,18.86 2024-09-18,18.75,18.57 2024-09-19,18.85,18.45 2024-09-20,18.86,18.73 2024-09-23,18.71,18.54 2024-09-24,20.58,18.88 2024-09-25,21.07,21.01 2024-09-26,21.66,20.86 2024-09-27,23.0,21.85 2024-09-30,25.19,23.5 2024-10-08,27.71,25.32 2024-10-09,26.0,25.67 2024-10-10,25.8,25.05 2024-10-11,24.59,24.12 2024-10-14,25.16,23.96 2024-10-15,24.6,24.6 2024-10-16,23.53,23.19 2024-10-17,23.71,23.61 2024-10-18,26.08,23.98 2024-10-21,26.2,25.61 2024-10-22,26.26,25.8 2024-10-23,25.61,25.25 2024-10-24,25.35,24.83 2024-10-25,25.66,25.13 2024-10-28,25.26,24.89 2024-10-29,25.05,24.91 2024-10-30,24.84,24.54 2024-10-31,24.25,23.81 2024-11-01,23.68,23.65 2024-11-04,24.33,23.78 2024-11-05,24.75,24.05 2024-11-06,24.18,24.03 2024-11-07,24.64,23.62 2024-11-08,25.98,24.9 2024-11-11,27.01,25.21 2024-11-12,25.72,25.46 2024-11-13,26.47,25.1 2024-11-14,24.87,24.85 2024-11-15,23.92,23.9 2024-11-18,23.24,23.08 2024-11-19,23.72,22.92 2024-11-20,24.0,23.7 2024-11-21,23.43,23.21 2024-11-22,22.84,22.84 2024-11-25,22.11,21.7 2024-11-26,22.09,21.71 2024-11-27,22.32,21.72 2024-11-28,21.85,21.78 2024-11-29,22.19,21.75 2024-12-02,22.56,22.07 2024-12-03,22.24,22.05 2024-12-04,21.88,21.8 2024-12-05,22.54,21.92 2024-12-06,22.6,22.23 2024-12-09,22.13,22.0 2024-12-10,22.14,22.13 2024-12-11,22.33,22.03 2024-12-12,22.34,22.2 2024-12-13,21.35,21.3 2024-12-16,21.06,20.87 2024-12-17,21.6,20.92 2024-12-18,21.41,21.18 2024-12-19,22.19,21.11 2024-12-20,22.02,21.92 2024-12-23,22.05,22.04 2024-12-24,23.0,21.8 2024-12-25,22.72,22.52 2024-12-26,23.33,22.42 2024-12-27,22.61,22.55 2024-12-30,22.45,22.3 2024-12-31,21.5,21.5 2025-01-02,20.71,20.44 2025-01-03,20.55,20.46 2025-01-06,20.67,20.41 2025-01-07,21.25,20.63 2025-01-08,20.63,20.16 2025-01-09,20.54,20.46 2025-01-10,19.75,19.75 2025-01-13,19.72,19.4 2025-01-14,20.57,19.48 2025-01-15,20.14,20.09 2025-01-16,20.84,20.2 2025-01-17,20.66,20.5 2025-01-20,20.77,20.69 2025-01-21,21.21,20.75 2025-01-22,23.33,21.41 2025-01-23,23.0,23.0 2025-01-24,23.35,22.56 2025-01-27,21.45,21.39 2025-02-05,20.0,19.8 2025-02-06,20.48,20.0 2025-02-07,21.55,20.59 2025-02-10,21.72,21.43 2025-02-11,21.77,21.73 2025-02-12,22.15,21.58 2025-02-13,21.79,21.76 2025-02-14,22.1,21.81 2025-02-17,22.9,22.31 2025-02-18,22.68,22.59 2025-02-19,23.24,22.55 2025-02-20,22.62,22.58 2025-02-21,23.2,22.59 2025-02-24,23.21,22.8 2025-02-25,23.08,22.72 2025-02-26,22.77,22.34 2025-02-27,21.96,21.69 2025-02-28,21.19,20.74 2025-03-03,21.07,20.85 2025-03-04,21.04,20.3 2025-03-05,21.04,20.75 2025-03-06,21.32,21.11 2025-03-07,20.87,20.82 2025-03-10,21.03,20.76 2025-03-11,20.82,20.56 2025-03-12,20.91,20.8 2025-03-13,20.67,20.61 2025-03-14,21.26,20.68 2025-03-17,21.52,21.39 2025-03-18,21.54,21.31 2025-03-19,21.02,20.98 2025-03-20,20.85,20.82 2025-03-21,20.63,20.58 2025-03-24,20.84,20.51 2025-03-25,20.51,20.48 2025-03-26,20.38,20.35 2025-03-27,20.22,19.9 2025-03-28,19.98,19.97 2025-03-31,19.86,19.68 2025-04-01,20.02,19.79 2025-04-02,20.0,19.92 2025-04-03,19.05,19.01 2025-04-07,17.15,17.15 2025-04-08,15.44,15.44 2025-04-09,16.33,14.58 ","date,60日,close 2024-04-15,21.385808743169402,22.24 2024-04-16,21.470180327868853,21.81 2024-04-17,21.57244262295082,22.5 2024-04-18,21.68255191256831,22.9 2024-04-19,21.759229508196718,22.05 2024-04-22,21.791240437158468,20.84 2024-04-23,21.810595628415303,20.59 2024-04-24,21.88028961748634,22.24 2024-04-25,21.943950819672132,22.19 2024-04-26,22.07614207650273,24.41 2024-04-29,22.20652459016393,24.52 2024-04-30,22.330775956284153,24.5 2024-05-06,22.460371584699455,24.82 2024-05-07,22.602639344262297,25.38 2024-05-08,22.708300546448086,24.46 2024-05-09,22.800103825136613,24.22 2024-05-10,22.876109289617485,23.92 2024-05-13,22.94962295081967,24.0 2024-05-14,23.011071038251366,23.8 2024-05-15,23.083978142076507,24.3 2024-05-16,23.194060109289616,25.58 2024-05-17,23.302459016393446,25.7 2024-05-20,23.42244262295082,26.22 2024-05-21,23.52114207650273,25.72 2024-05-22,23.60638251366121,25.43 2024-05-23,23.69354644808743,25.62 2024-05-24,23.72845355191257,24.15 2024-05-27,23.78337158469945,24.86 2024-05-28,23.810098360655733,24.12 2024-05-29,23.837158469945354,24.21 2024-05-30,23.852081967213113,23.94 2024-05-31,23.830366120218578,22.91 2024-06-03,23.83854644808743,23.87 2024-06-04,23.843092896174866,23.79 2024-06-05,23.84412021857924,23.7 2024-06-06,23.921928961748634,26.07 2024-06-07,23.947355191256833,24.53 2024-06-11,23.962475409836063,24.21 2024-06-12,23.983721311475406,24.37 2024-06-13,24.055366120218583,25.9 2024-06-14,24.16977049180328,27.23 2024-06-17,24.290961748633876,27.51 2024-06-18,24.446125683060103,28.62 2024-06-19,24.594398907103827,28.47 2024-06-20,24.74564480874317,28.61 2024-06-21,24.890371584699455,28.47 2024-06-24,25.003032786885246,27.55 2024-06-25,25.0775956284153,26.44 2024-06-26,25.174710382513663,27.17 2024-06-27,25.25814207650273,26.81 2024-06-28,25.358513661202192,27.4 2024-07-01,25.476398907103825,28.0 2024-07-02,25.570442622950818,27.36 2024-07-03,25.662928961748637,27.38 2024-07-04,25.749360655737703,27.27 2024-07-05,25.826639344262293,27.08 2024-07-08,25.897207650273227,26.96 2024-07-09,26.031890710382513,29.0 2024-07-10,26.160617486338797,28.95 2024-07-11,26.278907103825137,28.76 2024-07-12,26.34446448087432,27.26 2024-07-15,26.39744262295082,26.96 2024-07-16,26.464,27.46 2024-07-17,26.478338797814207,25.95 2024-07-18,26.47330601092896,25.41 2024-07-19,26.44184699453552,24.66 2024-07-22,26.416497267759564,24.91 2024-07-23,26.376655737704922,24.54 2024-07-24,26.327688524590165,24.3 2024-07-25,26.24150273224044,23.2 2024-07-26,26.165814207650275,23.5 2024-07-29,26.100519125683057,23.8 2024-07-30,26.004459016393444,22.85 2024-07-31,25.941934426229512,23.84 2024-08-01,25.884513661202185,23.97 2024-08-02,25.77359016393443,22.33 2024-08-05,25.60107650273224,20.42 2024-08-06,25.443262295081965,20.81 2024-08-07,25.27374863387978,20.4 2024-08-08,25.108715846994542,20.48 2024-08-09,24.955934426229508,20.79 2024-08-12,24.800852459016397,20.64 2024-08-13,24.65312568306011,20.78 2024-08-14,24.528043715846998,21.38 2024-08-15,24.381726775956288,20.66 2024-08-16,24.251131147540985,21.06 2024-08-19,24.11384699453552,20.78 2024-08-20,23.974142076502734,20.65 2024-08-21,23.84067213114754,20.77 2024-08-22,23.696573770491803,20.39 2024-08-23,23.55685792349727,20.46 2024-08-26,23.40789617486338,20.12 2024-08-27,23.24832786885246,19.75 2024-08-28,23.09166666666666,19.77 2024-08-29,22.9191693989071,19.22 2024-08-30,22.790103825136615,20.47 2024-09-02,22.63065573770492,19.45 2024-09-03,22.47365573770492,19.44 2024-09-04,22.302213114754096,18.92 2024-09-05,22.13243715846994,18.88 2024-09-06,21.949448087431694,18.36 2024-09-09,21.77917486338798,18.6 2024-09-10,21.620983606557374,18.82 2024-09-11,21.46683606557377,18.78 2024-09-12,21.319950819672123,18.84 2024-09-13,21.191846994535517,19.25 2024-09-18,21.05238797814208,18.75 2024-09-19,20.921016393442624,18.85 2024-09-20,20.794120218579238,18.86 2024-09-23,20.666846994535515,18.71 2024-09-24,20.60531147540983,20.58 2024-09-25,20.563568306010925,21.07 2024-09-26,20.544956284153,21.66 2024-09-27,20.57339344262295,23.0 2024-09-30,20.67602732240437,25.19 2024-10-08,20.86242076502732,27.71 2024-10-09,20.992404371584698,26.0 2024-10-10,21.11635519125683,25.8 2024-10-11,21.202382513661203,24.59 2024-10-14,21.30948087431694,25.16 2024-10-15,21.400185792349728,24.6 2024-10-16,21.457262295081968,23.53 2024-10-17,21.52211475409836,23.71 2024-10-18,21.66672131147541,26.08 2024-10-21,21.8151912568306,26.2 2024-10-22,21.96519672131148,26.26 2024-10-23,22.09301639344262,25.61 2024-10-24,22.211928961748633,25.35 2024-10-25,22.34056284153005,25.66 2024-10-28,22.45533879781421,25.26 2024-10-29,22.56210382513661,25.05 2024-10-30,22.66113661202186,24.84 2024-10-31,22.74025683060109,24.25 2024-11-01,22.799923497267763,23.68 2024-11-04,22.880989071038254,24.33 2024-11-05,22.975628415300548,24.75 2024-11-06,23.050256830601096,24.18 2024-11-07,23.137912568306014,24.64 2024-11-08,23.26740983606558,25.98 2024-11-11,23.42762841530055,27.01 2024-11-12,23.541983606557377,25.72 2024-11-13,23.678234972677597,26.47 2024-11-14,23.758841530054646,24.87 2024-11-15,23.806065573770496,23.92 2024-11-18,23.829606557377048,23.24 2024-11-19,23.86747540983607,23.72 2024-11-20,23.91307103825137,24.0 2024-11-21,23.938218579234974,23.43 2024-11-22,23.942502732240442,22.84 2024-11-25,23.92172131147541,22.11 2024-11-26,23.899344262295088,22.09 2024-11-27,23.883617486338792,22.32 2024-11-28,23.851278688524587,21.85 2024-11-29,23.828939890710384,22.19 2024-12-02,23.81740983606557,22.56 2024-12-03,23.79356284153005,22.24 2024-12-04,23.75694535519126,21.88 2024-12-05,23.740639344262295,22.54 2024-12-06,23.724606557377047,22.6 2024-12-09,23.69115300546448,22.13 2024-12-10,23.656251366120216,22.14 2024-12-11,23.625513661202188,22.33 2024-12-12,23.5930655737705,22.34 2024-12-13,23.526234972677596,21.35 2024-12-16,23.44849180327869,21.06 2024-12-17,23.38724043715847,21.6 2024-12-18,23.318475409836065,21.41 2024-12-19,23.2738306010929,22.19 2024-12-20,23.221786885245898,22.02 2024-12-23,23.168999999999997,22.05 2024-12-24,23.145535519125684,23.0 2024-12-25,23.111568306010927,22.72 2024-12-26,23.096699453551917,23.33 2024-12-27,23.05731147540984,22.61 2024-12-30,23.01289071038251,22.45 2024-12-31,22.93881967213115,21.5 2025-01-02,22.842240437158466,20.71 2025-01-03,22.74330601092896,20.55 2025-01-06,22.65117486338798,20.67 2025-01-07,22.58020218579235,21.25 2025-01-08,22.491038251366124,20.63 2025-01-09,22.401092896174866,20.54 2025-01-10,22.286879781420765,19.75 2025-01-13,22.173846994535516,19.72 2025-01-14,22.092158469945357,20.57 2025-01-15,21.99944808743169,20.14 2025-01-16,21.93303278688525,20.84 2025-01-17,21.863322404371583,20.66 2025-01-20,21.79978142076503,20.77 2025-01-21,21.753338797814205,21.21 2025-01-22,21.7786174863388,23.33 2025-01-23,21.794016393442625,23.0 2025-01-24,21.82189617486339,23.35 2025-01-27,21.787972677595626,21.45 2025-02-05,21.707726775956292,20.0 2025-02-06,21.64558469945355,20.48 2025-02-07,21.620857923497265,21.55 2025-02-10,21.603142076502728,21.72 2025-02-11,21.588661202185794,21.77 2025-02-12,21.588939890710385,22.15 2025-02-13,21.58007103825137,21.79 2025-02-14,21.583513661202183,22.1 2025-02-17,21.615573770491803,22.9 2025-02-18,21.641497267759565,22.68 2025-02-19,21.686459016393442,23.24 2025-02-20,21.711092896174865,22.62 2025-02-21,21.755344262295086,23.2 2025-02-24,21.800360655737705,23.21 2025-02-25,21.841234972677594,23.08 2025-02-26,21.87181420765027,22.77 2025-02-27,21.875475409836067,21.96 2025-02-28,21.853961748633886,21.19 2025-03-03,21.82913114754098,21.07 2025-03-04,21.803743169398906,21.04 2025-03-05,21.77898360655738,21.04 2025-03-06,21.764234972677592,21.32 2025-03-07,21.735234972677592,20.87 2025-03-10,21.71203278688525,21.03 2025-03-11,21.682770491803275,20.82 2025-03-12,21.65743169398907,20.91 2025-03-13,21.624890710382513,20.67 2025-03-14,21.61249726775956,21.26 2025-03-17,21.6092131147541,21.52 2025-03-18,21.607032786885252,21.54 2025-03-19,21.587699453551913,21.02 2025-03-20,21.562814207650273,20.85 2025-03-21,21.531125683060115,20.63 2025-03-24,21.50674863387978,20.84 2025-03-25,21.472289617486336,20.51 2025-03-26,21.43439344262295,20.38 2025-03-27,21.39216393442623,20.22 2025-03-28,21.343584699453555,19.98 2025-03-31,21.29256830601093,19.86 2025-04-01,21.248693989071036,20.02 2025-04-02,21.205579234972678,20.0 2025-04-03,21.13265573770492,19.05 2025-04-07,20.99877595628415,17.15 2025-04-08,20.810775956284154,15.44 2025-04-09,20.65474863387978,16.33 " 1637,CN,technical,"在2024年06月25日至2025年02月27日期间,对于川投能源的加权移动平均线,最高价大于60日线的天数占总天数的百分比?(权重取 1, 2, ..., n)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。",61.5854,medium,moving average,WMA_n = \sum_{i=0}^{n-1} (n-i) * P_{t-i} / \sum_{j=1}^{n} j,"date,close,low,high 2024-03-26,16.42,16.31,16.57 2024-03-27,16.53,16.39,16.68 2024-03-28,16.6,16.33,16.65 2024-03-29,16.65,16.55,16.72 2024-04-01,16.45,16.33,16.77 2024-04-02,16.33,16.25,16.56 2024-04-03,16.28,16.16,16.35 2024-04-08,16.79,16.21,16.82 2024-04-09,16.63,16.43,16.8 2024-04-10,16.85,16.65,17.02 2024-04-11,16.88,16.76,17.08 2024-04-12,16.98,16.78,17.1 2024-04-15,17.21,16.91,17.21 2024-04-16,16.94,16.91,17.34 2024-04-17,17.14,16.71,17.2 2024-04-18,17.09,16.94,17.44 2024-04-19,17.06,16.95,17.22 2024-04-22,16.86,16.82,17.22 2024-04-23,16.72,16.64,16.91 2024-04-24,16.94,16.7,16.97 2024-04-25,16.8,16.72,16.99 2024-04-26,16.65,16.64,16.93 2024-04-29,16.44,16.3,16.67 2024-04-30,16.75,16.37,16.87 2024-05-06,16.65,16.4,16.84 2024-05-07,16.39,16.35,16.68 2024-05-08,16.48,16.35,16.6 2024-05-09,16.52,16.3,16.53 2024-05-10,16.61,16.45,16.71 2024-05-13,16.88,16.51,16.93 2024-05-14,17.04,16.68,17.08 2024-05-15,16.92,16.89,17.17 2024-05-16,16.7,16.7,17.05 2024-05-17,16.75,16.71,16.98 2024-05-20,17.02,16.69,17.14 2024-05-21,17.19,16.98,17.29 2024-05-22,17.04,16.97,17.26 2024-05-23,17.1,16.91,17.24 2024-05-24,17.56,17.04,17.64 2024-05-27,17.57,17.47,17.79 2024-05-28,17.83,17.52,17.93 2024-05-29,17.85,17.48,17.88 2024-05-30,18.07,17.79,18.3 2024-05-31,18.01,17.95,18.3 2024-06-03,18.07,17.99,18.29 2024-06-04,18.27,18.01,18.34 2024-06-05,18.41,18.26,18.55 2024-06-06,18.26,18.2,18.57 2024-06-07,18.68,18.2,18.69 2024-06-11,18.46,18.2,18.72 2024-06-12,18.76,18.33,18.84 2024-06-13,18.82,18.69,18.92 2024-06-14,18.6,18.28,18.79 2024-06-17,18.2,18.0,18.4 2024-06-18,18.03,17.77,18.2 2024-06-19,17.93,17.85,18.12 2024-06-20,18.2,17.91,18.21 2024-06-21,18.02,17.91,18.22 2024-06-24,18.34,18.0,18.51 2024-06-25,18.24,18.06,18.55 2024-06-26,18.23,17.95,18.3 2024-06-27,18.44,18.19,18.5 2024-06-28,18.75,18.17,18.82 2024-07-01,19.2,18.73,19.31 2024-07-02,19.65,19.13,19.75 2024-07-03,19.71,19.38,19.75 2024-07-04,19.7,19.61,19.92 2024-07-05,19.4,19.29,19.76 2024-07-08,19.99,19.34,20.06 2024-07-09,20.1,19.79,20.17 2024-07-10,19.64,19.46,20.16 2024-07-11,19.83,19.4,19.89 2024-07-12,19.73,19.68,20.15 2024-07-15,19.65,19.3,19.76 2024-07-16,19.47,19.08,19.57 2024-07-17,19.11,19.06,19.55 2024-07-18,19.55,18.97,19.6 2024-07-19,19.6,19.46,19.73 2024-07-22,19.36,19.06,19.61 2024-07-23,19.64,19.23,19.75 2024-07-24,20.14,19.51,20.23 2024-07-25,19.73,19.47,20.19 2024-07-26,19.23,19.05,19.77 2024-07-29,19.35,19.1,19.42 2024-07-30,18.91,18.8,19.36 2024-07-31,18.73,18.45,18.85 2024-08-01,19.11,18.66,19.18 2024-08-02,19.08,18.9,19.26 2024-08-05,18.77,18.71,19.09 2024-08-06,18.55,18.42,18.93 2024-08-07,18.84,18.54,19.13 2024-08-08,18.52,18.51,18.91 2024-08-09,18.4,18.33,18.6 2024-08-12,18.29,18.24,18.7 2024-08-13,18.22,18.09,18.34 2024-08-14,18.59,18.12,18.68 2024-08-15,18.72,18.46,18.89 2024-08-16,18.28,18.04,18.72 2024-08-19,18.19,18.14,18.48 2024-08-20,18.03,17.88,18.24 2024-08-21,18.05,17.89,18.14 2024-08-22,18.45,18.02,18.45 2024-08-23,17.93,17.88,18.41 2024-08-26,17.95,17.72,18.04 2024-08-27,17.75,17.65,17.92 2024-08-28,17.87,17.73,18.08 2024-08-29,17.48,17.4,17.9 2024-08-30,17.2,17.01,17.57 2024-09-02,17.72,17.35,17.9 2024-09-03,17.37,17.31,18.1 2024-09-04,17.59,17.24,17.8 2024-09-05,17.5,17.32,17.65 2024-09-06,17.61,17.54,17.95 2024-09-09,17.74,17.55,17.91 2024-09-10,18.11,17.75,18.22 2024-09-11,17.35,17.25,18.15 2024-09-12,17.06,17.03,17.39 2024-09-13,17.2,17.01,17.37 2024-09-18,17.54,17.1,17.71 2024-09-19,17.43,17.07,17.58 2024-09-20,17.2,16.97,17.52 2024-09-23,17.72,17.16,17.77 2024-09-24,18.23,17.46,18.3 2024-09-25,18.25,18.15,18.53 2024-09-26,17.65,17.45,18.38 2024-09-27,17.84,17.43,18.12 2024-09-30,18.85,17.84,19.11 2024-10-08,18.32,17.78,20.47 2024-10-09,17.62,17.47,18.19 2024-10-10,18.0,17.95,18.57 2024-10-11,18.15,17.81,18.48 2024-10-14,18.12,17.72,18.34 2024-10-15,17.56,17.56,18.2 2024-10-16,18.01,17.54,18.17 2024-10-17,17.68,17.67,18.17 2024-10-18,17.57,17.31,17.78 2024-10-21,17.25,17.16,17.6 2024-10-22,17.25,17.14,17.3 2024-10-23,17.13,17.11,17.35 2024-10-24,17.19,16.87,17.21 2024-10-25,16.88,16.77,17.18 2024-10-28,16.93,16.59,16.98 2024-10-29,16.89,16.78,17.05 2024-10-30,16.91,16.59,16.95 2024-10-31,16.74,16.69,16.98 2024-11-01,17.09,16.62,17.14 2024-11-04,17.02,16.85,17.11 2024-11-05,17.03,16.95,17.2 2024-11-06,16.99,16.88,17.12 2024-11-07,17.12,16.9,17.15 2024-11-08,17.19,17.01,17.46 2024-11-11,16.9,16.82,17.14 2024-11-12,16.74,16.67,17.03 2024-11-13,17.02,16.62,17.09 2024-11-14,16.84,16.83,17.24 2024-11-15,16.67,16.67,16.94 2024-11-18,16.86,16.7,17.04 2024-11-19,16.73,16.59,16.87 2024-11-20,16.83,16.6,16.9 2024-11-21,17.08,16.78,17.14 2024-11-22,16.66,16.66,17.22 2024-11-25,16.74,16.65,17.0 2024-11-26,16.57,16.55,16.8 2024-11-27,16.67,16.52,16.72 2024-11-28,16.46,16.38,16.66 2024-11-29,16.48,16.41,16.62 2024-12-02,17.05,16.76,17.2 2024-12-03,17.56,16.75,18.66 2024-12-04,17.19,17.11,17.49 2024-12-05,17.01,16.95,17.25 2024-12-06,17.01,16.96,17.1 2024-12-09,17.04,16.83,17.1 2024-12-10,16.97,16.93,17.17 2024-12-11,16.89,16.83,16.97 2024-12-12,16.9,16.84,16.98 2024-12-13,16.8,16.8,16.93 2024-12-16,17.35,16.8,17.36 2024-12-17,17.2,17.18,17.59 2024-12-18,17.34,17.25,17.53 2024-12-19,17.01,17.01,17.32 2024-12-20,17.08,16.93,17.2 2024-12-23,17.18,16.8,17.25 2024-12-24,17.24,17.02,17.36 2024-12-25,17.49,17.23,17.54 2024-12-26,17.15,17.11,17.48 2024-12-27,17.25,17.07,17.3 2024-12-30,17.09,17.04,17.38 2024-12-31,17.25,17.09,17.44 2025-01-02,16.68,16.63,17.33 2025-01-03,16.55,16.42,16.78 2025-01-06,16.33,16.26,16.61 2025-01-07,16.13,16.06,16.33 2025-01-08,16.45,16.06,16.49 2025-01-09,16.19,16.15,16.47 2025-01-10,15.97,15.96,16.21 2025-01-13,15.65,15.57,16.0 2025-01-14,15.82,15.61,15.86 2025-01-15,15.87,15.64,16.13 2025-01-16,15.74,15.69,15.95 2025-01-17,15.69,15.55,15.82 2025-01-20,15.8,15.73,16.02 2025-01-21,15.8,15.66,15.94 2025-01-22,15.6,15.57,15.92 2025-01-23,15.52,15.49,15.72 2025-01-24,15.49,15.35,15.57 2025-01-27,15.89,15.49,15.95 2025-02-05,15.53,15.48,15.89 2025-02-06,15.7,15.48,15.7 2025-02-07,15.63,15.58,15.73 2025-02-10,15.52,15.39,15.67 2025-02-11,15.61,15.5,15.67 2025-02-12,15.63,15.51,15.65 2025-02-13,15.53,15.52,15.72 2025-02-14,15.55,15.46,15.65 2025-02-17,15.59,15.1,15.59 2025-02-18,15.61,15.52,15.82 2025-02-19,15.54,15.47,15.67 2025-02-20,15.75,15.41,15.84 2025-02-21,15.46,15.44,15.77 2025-02-24,15.13,15.11,15.56 2025-02-25,14.88,14.84,15.16 2025-02-26,15.18,14.88,15.24 2025-02-27,15.07,15.03,15.25 ","date,60日,high 2024-06-25,17.648054644808745,18.55 2024-06-26,17.678841530054644,18.3 2024-06-27,17.715524590163934,18.5 2024-06-28,17.761327868852458,18.82 2024-07-01,17.82071038251366,19.31 2024-07-02,17.893453551912568,19.75 2024-07-03,17.966415300546444,19.75 2024-07-04,18.03720218579235,19.92 2024-07-05,18.096284153005463,19.76 2024-07-08,18.173284153005465,20.06 2024-07-09,18.252054644808744,20.17 2024-07-10,18.313967213114754,20.16 2024-07-11,18.380601092896175,19.89 2024-07-12,18.442398907103822,20.15 2024-07-15,18.500196721311475,19.76 2024-07-16,18.550612021857923,19.57 2024-07-17,18.587950819672134,19.55 2024-07-18,18.63861202185792,19.6 2024-07-19,18.68955191256831,19.73 2024-07-22,18.73112568306011,19.61 2024-07-23,18.780437158469944,19.75 2024-07-24,18.84466666666667,20.23 2024-07-25,18.893628415300547,20.19 2024-07-26,18.924513661202187,19.77 2024-07-29,18.957808743169398,19.42 2024-07-30,18.975256830601094,19.36 2024-07-31,18.98556830601093,18.85 2024-08-01,19.007060109289615,19.18 2024-08-02,19.026131147540983,19.26 2024-08-05,19.033639344262294,19.09 2024-08-06,19.032754098360652,18.93 2024-08-07,19.04046448087432,19.13 2024-08-08,19.03669945355191,18.91 2024-08-09,19.02812568306011,18.6 2024-08-12,19.015016393442625,18.7 2024-08-13,18.998770491803274,18.34 2024-08-14,18.994000000000003,18.68 2024-08-15,18.99272677595628,18.89 2024-08-16,18.97610928961749,18.72 2024-08-19,18.955896174863387,18.48 2024-08-20,18.930092896174866,18.24 2024-08-21,18.904693989071035,18.14 2024-08-22,18.892289617486338,18.45 2024-08-23,18.862508196721315,18.41 2024-08-26,18.83345901639344,18.04 2024-08-27,18.797885245901643,17.92 2024-08-28,18.766420765027316,18.08 2024-08-29,18.722387978142077,17.9 2024-08-30,18.66968306010929,17.57 2024-09-02,18.63460655737705,17.9 2024-09-03,18.588579234972677,18.1 2024-09-04,18.550360655737702,17.8 2024-09-05,18.509830601092894,17.65 2024-09-06,18.47362841530055,17.95 2024-09-09,18.442229508196725,17.91 2024-09-10,18.423213114754095,18.22 2024-09-11,18.379234972677594,18.15 2024-09-12,18.326065573770496,17.39 2024-09-13,18.278109289617486,17.37 2024-09-18,18.241748633879777,17.71 2024-09-19,18.202218579234973,17.58 2024-09-20,18.155590163934423,17.52 2024-09-23,18.126573770491802,17.77 2024-09-24,18.11467213114754,18.3 2024-09-25,18.10371038251366,18.53 2024-09-26,18.0735956284153,18.38 2024-09-27,18.050803278688527,18.12 2024-09-30,18.062147540983606,19.11 2024-10-08,18.056579234972677,20.47 2024-10-09,18.028650273224045,18.19 2024-10-10,18.01447540983607,18.57 2024-10-11,18.00636612021858,18.48 2024-10-14,17.99808743169399,18.34 2024-10-15,17.972382513661202,18.2 2024-10-16,17.9626174863388,18.17 2024-10-17,17.94292896174863,18.17 2024-10-18,17.920612021857924,17.78 2024-10-21,17.88864480874317,17.6 2024-10-22,17.857934426229505,17.3 2024-10-23,17.824573770491803,17.35 2024-10-24,17.794398907103826,17.21 2024-10-25,17.755398907103825,17.18 2024-10-28,17.719819672131145,16.98 2024-10-29,17.684459016393443,17.05 2024-10-30,17.651032786885242,16.95 2024-10-31,17.613366120218576,16.98 2024-11-01,17.588360655737702,17.14 2024-11-04,17.561956284153005,17.11 2024-11-05,17.5370218579235,17.2 2024-11-06,17.511896174863388,17.12 2024-11-07,17.492005464480872,17.15 2024-11-08,17.475191256830602,17.46 2024-11-11,17.449770491803278,17.14 2024-11-12,17.419989071038252,17.03 2024-11-13,17.400295081967215,17.09 2024-11-14,17.37539344262295,17.24 2024-11-15,17.345672131147545,16.94 2024-11-18,17.323229508196718,17.04 2024-11-19,17.297540983606556,16.87 2024-11-20,17.2759781420765,16.9 2024-11-21,17.26335519125683,17.14 2024-11-22,17.237480874316937,17.22 2024-11-25,17.21498907103825,17.0 2024-11-26,17.18785792349727,16.8 2024-11-27,17.164748633879782,16.72 2024-11-28,17.13545355191257,16.66 2024-11-29,17.107519125683062,16.62 2024-12-02,17.099032786885246,17.2 2024-12-03,17.107502732240437,18.66 2024-12-04,17.103644808743173,17.49 2024-12-05,17.094174863387973,17.25 2024-12-06,17.08490163934426,17.1 2024-12-09,17.076928961748635,17.1 2024-12-10,17.066912568306012,17.17 2024-12-11,17.05462295081967,16.97 2024-12-12,17.043125683060108,16.98 2024-12-13,17.02901092896175,16.93 2024-12-16,17.033229508196722,17.36 2024-12-17,17.032371584699455,17.59 2024-12-18,17.03610382513661,17.53 2024-12-19,17.02912568306011,17.32 2024-12-20,17.024672131147543,17.2 2024-12-23,17.023562841530055,17.25 2024-12-24,17.024715846994535,17.36 2024-12-25,17.03460655737705,17.54 2024-12-26,17.0337650273224,17.48 2024-12-27,17.036475409836065,17.3 2024-12-30,17.034262295081966,17.38 2024-12-31,17.038256830601092,17.44 2025-01-02,17.024147540983606,17.33 2025-01-03,17.00628961748634,16.78 2025-01-06,16.98201092896175,16.61 2025-01-07,16.952169398907106,16.33 2025-01-08,16.933907103825135,16.49 2025-01-09,16.907726775956284,16.47 2025-01-10,16.87532786885246,16.21 2025-01-13,16.833371584699453,16.0 2025-01-14,16.79803825136612,15.86 2025-01-15,16.76512568306011,16.13 2025-01-16,16.72870491803279,15.95 2025-01-17,16.691404371584703,15.82 2025-01-20,16.658530054644807,16.02 2025-01-21,16.626245901639344,15.94 2025-01-22,16.588021857923497,15.92 2025-01-23,16.547879781420768,15.72 2025-01-24,16.507513661202186,15.57 2025-01-27,16.480945355191256,15.95 2025-02-05,16.44322950819672,15.89 2025-02-06,16.411901639344265,15.7 2025-02-07,16.379005464480876,15.73 2025-02-10,16.343245901639342,15.67 2025-02-11,16.311311475409838,15.67 2025-02-12,16.280896174863386,15.65 2025-02-13,16.247896174863392,15.72 2025-02-14,16.2162131147541,15.65 2025-02-17,16.18664480874317,15.59 2025-02-18,16.158415300546448,15.82 2025-02-19,16.128469945355192,15.67 2025-02-20,16.106131147540985,15.84 2025-02-21,16.074819672131145,15.77 2025-02-24,16.033437158469944,15.56 2025-02-25,15.98492349726776,15.16 2025-02-26,15.947218579234972,15.24 2025-02-27,15.90675956284153,15.25 " 1638,CN,technical,"2024年08月22日-2024年10月17日,华鲁恒升的开盘价大于60日加权移动平均线的天数占比多少?(%)(权重取 1, 2, ..., n)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。",70.5882,medium,moving average,WMA_n = \sum_{i=0}^{n-1} (n-i) * P_{t-i} / \sum_{j=1}^{n} j,"date,close,low,high,open 2024-05-30,29.08,28.71,29.91,28.87 2024-05-31,28.73,28.69,29.45,29.05 2024-06-03,28.44,28.2,28.72,28.72 2024-06-04,28.83,28.2,28.91,28.39 2024-06-05,28.47,28.42,29.01,28.77 2024-06-06,28.7,28.31,29.03,28.33 2024-06-07,28.25,28.03,28.9,28.7 2024-06-11,28.5,27.95,28.63,28.2 2024-06-12,28.23,27.94,28.59,28.46 2024-06-13,27.84,27.6,28.23,28.17 2024-06-14,27.79,27.31,27.85,27.77 2024-06-17,27.55,27.35,27.87,27.67 2024-06-18,27.99,27.2,28.08,27.55 2024-06-19,27.15,27.08,27.62,27.4 2024-06-20,26.7,26.65,27.39,27.27 2024-06-21,26.89,26.68,27.15,26.98 2024-06-24,27.05,26.47,27.3,26.64 2024-06-25,27.24,26.9,27.52,26.94 2024-06-26,26.92,26.62,27.21,27.1 2024-06-27,26.48,26.22,26.86,26.83 2024-06-28,26.64,26.3,26.88,26.48 2024-07-01,27.49,26.46,27.66,26.78 2024-07-02,26.38,26.27,27.5,27.48 2024-07-03,25.88,25.72,26.5,26.25 2024-07-04,25.85,25.75,26.19,26.0 2024-07-05,25.73,25.51,25.9,25.7 2024-07-08,25.5,25.35,25.9,25.64 2024-07-09,25.4,25.02,25.68,25.68 2024-07-10,25.42,25.23,25.74,25.39 2024-07-11,26.21,25.5,26.44,25.7 2024-07-12,26.77,26.22,26.91,26.4 2024-07-15,26.6,26.51,27.1,26.54 2024-07-16,26.49,26.26,26.65,26.55 2024-07-17,26.74,26.23,26.79,26.4 2024-07-18,27.0,26.55,27.01,26.76 2024-07-19,26.91,26.52,27.0,26.87 2024-07-22,26.28,26.1,26.95,26.83 2024-07-23,25.03,24.79,26.33,26.31 2024-07-24,24.51,24.3,25.22,25.2 2024-07-25,24.09,23.95,24.64,24.35 2024-07-26,24.45,23.97,25.16,24.03 2024-07-29,23.88,23.86,24.52,24.4 2024-07-30,23.72,23.4,23.89,23.81 2024-07-31,24.85,23.74,24.99,23.9 2024-08-01,24.03,24.0,25.21,24.86 2024-08-02,23.47,23.4,24.03,23.86 2024-08-05,23.14,23.14,24.05,23.3 2024-08-06,23.22,23.07,23.62,23.38 2024-08-07,23.23,22.9,23.59,23.1 2024-08-08,23.77,23.1,24.16,23.1 2024-08-09,23.48,23.36,23.86,23.85 2024-08-12,23.24,23.16,23.68,23.33 2024-08-13,23.01,22.7,23.38,23.24 2024-08-14,22.02,22.0,23.01,23.0 2024-08-15,22.14,21.89,22.67,22.08 2024-08-16,22.3,21.91,22.45,22.2 2024-08-19,22.29,22.18,22.85,22.27 2024-08-20,22.05,21.91,22.44,22.29 2024-08-21,21.96,21.75,22.21,21.92 2024-08-22,21.93,21.7,22.07,21.93 2024-08-23,22.65,22.13,22.99,22.13 2024-08-26,22.03,21.9,22.74,22.7 2024-08-27,21.78,21.62,22.05,21.98 2024-08-28,21.8,21.62,22.01,21.62 2024-08-29,22.26,21.55,22.42,21.8 2024-08-30,22.85,21.96,23.31,22.33 2024-09-02,22.41,22.21,22.82,22.81 2024-09-03,22.39,21.95,22.58,22.26 2024-09-04,22.13,21.86,22.32,22.2 2024-09-05,22.35,21.92,22.37,22.11 2024-09-06,20.97,20.81,22.38,22.35 2024-09-09,20.83,20.63,21.04,20.68 2024-09-10,20.79,20.52,21.02,20.75 2024-09-11,20.75,20.33,20.88,20.62 2024-09-12,20.46,20.35,20.96,20.73 2024-09-13,19.96,19.83,20.6,20.48 2024-09-18,20.24,19.97,20.45,20.08 2024-09-19,20.75,20.04,21.0,20.34 2024-09-20,20.56,20.28,20.72,20.72 2024-09-23,20.55,20.41,20.95,20.5 2024-09-24,21.5,20.6,21.52,21.0 2024-09-25,21.55,21.49,22.21,21.83 2024-09-26,23.11,21.46,23.15,21.48 2024-09-27,24.4,23.48,24.89,23.5 2024-09-30,26.19,24.74,26.56,25.72 2024-10-08,26.6,25.78,28.78,28.78 2024-10-09,24.41,24.19,26.04,26.0 2024-10-10,24.52,24.21,25.17,24.4 2024-10-11,23.63,23.34,24.67,24.59 2024-10-14,23.85,23.24,23.97,23.65 2024-10-15,23.27,23.27,23.98,23.76 2024-10-16,23.13,22.9,23.36,23.0 2024-10-17,22.57,22.56,23.35,23.18 ","date,60日,open 2024-08-22,24.516081967213115,21.93 2024-08-23,24.4172131147541,22.13 2024-08-26,24.301530054644815,22.7 2024-08-27,24.18131147540984,21.98 2024-08-28,24.065387978142073,21.62 2024-08-29,23.96838797814207,21.8 2024-08-30,23.89412568306011,22.33 2024-09-02,23.80863387978142,22.81 2024-09-03,23.72567759562842,22.26 2024-09-04,23.637535519125684,22.2 2024-09-05,23.559939890710385,22.11 2024-09-06,23.44009836065574,22.35 2024-09-09,23.319393442622957,20.68 2024-09-10,23.20104918032787,20.75 2024-09-11,23.08532786885246,20.62 2024-09-12,22.963595628415295,20.73 2024-09-13,22.828879781420763,20.48 2024-09-18,22.707131147540984,20.08 2024-09-19,22.605825136612022,20.34 2024-09-20,22.501836065573766,20.72 2024-09-23,22.400994535519125,20.5 2024-09-24,22.33454098360656,21.0 2024-09-25,22.272535519125682,21.83 2024-09-26,22.26492349726776,21.48 2024-09-27,22.30139344262295,23.5 2024-09-30,22.397360655737703,25.72 2024-10-08,22.50658469945355,28.78 2024-10-09,22.54353005464481,26.0 2024-10-10,22.58467759562842,24.4 2024-10-11,22.59712568306011,24.59 2024-10-14,22.617765027322406,23.65 2024-10-15,22.620677595628415,23.76 2024-10-16,22.620912568306018,23.0 2024-10-17,22.604683060109284,23.18 " 1639,CN,technical,"统计德赛西威在2019年12月04日到2020年04月25日间,最高价大于20日加权移动平均线的天数占比(%)。(权重取 1, 2, ..., n)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。",24.2105,medium,moving average,WMA_n = \sum_{i=0}^{n-1} (n-i) * P_{t-i} / \sum_{j=1}^{n} j,"date,close,low,high,open 2019-11-07,25.82,25.47,26.05,25.9 2019-11-08,26.14,25.66,26.77,25.98 2019-11-11,25.53,25.51,26.3,26.05 2019-11-12,25.86,25.49,26.31,25.49 2019-11-13,26.1,25.66,26.16,26.04 2019-11-14,25.69,25.48,26.0,25.81 2019-11-15,25.55,25.2,25.98,25.63 2019-11-18,25.61,25.35,25.95,25.51 2019-11-19,25.75,25.46,25.86,25.78 2019-11-20,26.37,25.69,27.15,25.69 2019-11-21,25.23,25.05,26.08,25.92 2019-11-22,24.64,24.5,25.56,25.22 2019-11-25,24.89,24.45,25.16,24.65 2019-11-26,24.49,24.16,25.1,24.9 2019-11-27,24.4,24.16,24.68,24.37 2019-11-28,24.6,24.28,24.68,24.47 2019-11-29,25.35,24.47,25.35,24.6 2019-12-02,25.35,24.88,25.8,25.49 2019-12-03,26.45,25.11,26.68,25.11 2019-12-04,27.25,26.05,27.5,26.25 2019-12-05,27.46,26.95,27.88,27.12 2019-12-06,28.09,27.25,28.4,27.81 2019-12-09,28.57,28.14,28.9,28.19 2019-12-10,28.72,28.12,28.9,28.57 2019-12-11,29.0,28.46,29.3,28.72 2019-12-12,29.41,28.81,30.3,29.09 2019-12-13,29.44,29.1,29.85,29.71 2019-12-16,29.9,29.29,30.1,29.46 2019-12-17,30.11,29.61,31.3,29.78 2019-12-18,30.07,29.77,30.69,30.07 2019-12-19,30.62,29.84,31.07,30.07 2019-12-20,30.89,30.6,31.5,30.67 2019-12-23,30.0,29.68,30.78,30.69 2019-12-24,30.83,29.93,31.25,30.21 2019-12-25,31.37,30.53,31.95,30.58 2019-12-26,30.75,30.28,31.35,31.05 2019-12-27,30.5,30.18,31.1,30.68 2019-12-30,30.6,29.0,31.42,30.5 2019-12-31,30.33,30.22,31.24,30.63 2020-01-02,30.77,30.22,30.99,30.7 2020-01-03,31.29,30.37,31.34,30.75 2020-01-06,31.96,30.9,33.27,31.0 2020-01-07,33.1,31.31,33.66,31.82 2020-01-08,33.85,32.48,34.18,32.48 2020-01-09,34.76,34.0,36.2,34.04 2020-01-10,34.75,34.38,36.25,34.38 2020-01-13,35.78,34.43,36.15,35.33 2020-01-14,35.5,35.5,37.4,35.92 2020-01-15,35.7,35.15,35.96,35.37 2020-01-16,35.7,35.05,36.2,36.15 2020-01-17,35.2,34.8,36.11,35.99 2020-01-20,36.15,35.0,36.4,35.52 2020-01-21,36.5,35.09,36.85,36.15 2020-01-22,35.7,33.01,36.5,36.5 2020-01-23,34.4,33.71,36.17,34.63 2020-02-03,30.96,30.96,31.8,30.99 2020-02-04,33.5,31.25,33.9,31.25 2020-02-05,33.5,33.17,34.95,33.85 2020-02-06,33.5,32.8,33.99,32.96 2020-02-07,33.67,32.3,33.94,33.48 2020-02-10,35.67,33.4,35.8,33.9 2020-02-11,34.51,34.16,35.5,35.43 2020-02-12,34.63,33.74,34.78,34.17 2020-02-13,35.38,34.24,36.2,34.98 2020-02-14,35.69,34.9,36.66,35.4 2020-02-17,36.65,35.9,37.4,36.27 2020-02-18,36.37,35.71,37.26,36.6 2020-02-19,37.07,35.96,37.78,36.35 2020-02-20,37.0,36.12,37.29,37.0 2020-02-21,38.23,36.63,38.88,37.2 2020-02-24,42.05,39.6,42.05,39.61 2020-02-25,45.8,41.01,46.26,41.38 2020-02-26,43.8,42.66,47.5,45.0 2020-02-27,43.5,42.7,45.88,44.5 2020-02-28,43.07,41.5,47.8,41.5 2020-03-02,46.3,44.11,47.38,45.13 2020-03-03,48.25,47.17,50.5,47.17 2020-03-04,45.5,43.44,48.58,48.27 2020-03-05,42.88,41.76,45.98,45.61 2020-03-06,42.88,42.0,43.69,43.13 2020-03-09,40.0,39.5,42.68,41.3 2020-03-10,41.72,38.9,42.2,39.9 2020-03-11,40.5,40.5,43.46,42.03 2020-03-12,39.71,38.94,41.5,39.92 2020-03-13,38.99,36.4,40.5,36.8 2020-03-16,36.0,35.36,39.57,39.52 2020-03-17,35.65,34.93,37.5,36.95 2020-03-18,34.35,34.3,36.98,36.1 2020-03-19,34.83,33.41,35.18,34.72 2020-03-20,33.89,32.88,35.58,35.42 2020-03-23,30.8,30.59,33.37,32.91 2020-03-24,31.42,29.31,32.5,31.72 2020-03-25,32.83,32.25,34.37,32.4 2020-03-26,32.3,32.18,33.67,32.71 2020-03-27,31.57,31.5,33.16,32.98 2020-03-30,31.12,29.5,31.68,30.87 2020-03-31,30.49,30.35,32.2,31.6 2020-04-01,30.87,30.48,31.88,30.71 2020-04-02,32.14,30.5,32.35,30.81 2020-04-03,31.84,31.4,32.49,32.49 2020-04-07,32.9,32.21,33.78,32.4 2020-04-08,32.47,32.25,33.13,33.0 2020-04-09,33.23,32.3,33.45,32.8 2020-04-10,32.0,31.61,33.23,33.23 2020-04-13,31.6,30.38,31.91,31.29 2020-04-14,32.8,31.7,32.9,31.93 2020-04-15,33.6,32.6,34.25,32.82 2020-04-16,33.7,32.61,33.94,33.5 2020-04-17,33.96,33.59,35.19,34.85 2020-04-20,34.73,33.6,34.97,33.97 2020-04-21,34.68,33.75,34.86,34.21 2020-04-22,36.24,34.03,36.49,34.03 2020-04-23,36.11,35.79,36.88,36.4 2020-04-24,35.64,35.46,36.68,36.49 ","date,20日,high 2019-12-04,25.504714285714286,27.5 2019-12-05,25.686285714285717,27.88 2019-12-06,25.92004761904762,28.4 2019-12-09,26.190238095238094,28.9 2019-12-10,26.460238095238093,28.9 2019-12-11,26.743285714285715,29.3 2019-12-12,27.05157142857143,30.3 2019-12-13,27.345,29.85 2019-12-16,27.663714285714285,30.1 2019-12-17,27.982000000000003,31.3 2019-12-18,28.275714285714283,30.69 2019-12-19,28.60419047619047,31.07 2019-12-20,28.93271428571429,31.5 2019-12-23,29.146714285714282,30.78 2019-12-24,29.41542857142857,31.25 2019-12-25,29.70538095238095,31.95 2019-12-26,29.903095238095236,31.35 2019-12-27,30.047714285714285,31.1 2019-12-30,30.177333333333333,31.42 2019-12-31,30.256238095238093,31.24 2020-01-02,30.358571428571427,30.99 2020-01-03,30.493666666666662,31.34 2020-01-06,30.674333333333333,33.27 2020-01-07,30.94514285714286,33.66 2020-01-08,31.265809523809523,34.18 2020-01-09,31.648714285714284,36.2 2020-01-10,32.00323809523809,36.25 2020-01-13,32.43042857142857,36.15 2020-01-14,32.800761904761906,37.4 2020-01-15,33.16347619047619,35.96 2020-01-16,33.499571428571436,36.2 2020-01-17,33.7612380952381,36.11 2020-01-20,34.09157142857143,36.4 2020-01-21,34.430190476190475,36.85 2020-01-22,34.66166666666667,36.5 2020-01-23,34.74614285714286,36.17 2020-02-03,34.48857142857143,31.8 2020-02-04,34.47190476190476,33.9 2020-02-05,34.44095238095238,34.95 2020-02-06,34.39619047619047,33.99 2020-02-07,34.35252380952381,33.94 2020-02-10,34.485523809523805,35.8 2020-02-11,34.48719047619048,35.5 2020-02-12,34.48814285714286,34.78 2020-02-13,34.55323809523811,36.2 2020-02-14,34.640571428571434,36.66 2020-02-17,34.814904761904764,37.4 2020-02-18,34.953523809523816,37.26 2020-02-19,35.156,37.78 2020-02-20,35.34433333333333,37.29 2020-02-21,35.64361904761905,38.88 2020-02-24,36.294666666666664,42.05 2020-02-25,37.2702380952381,46.26 2020-02-26,38.00938095238095,47.5 2020-02-27,38.68519047619048,45.88 2020-02-28,39.28290476190476,47.8 2020-03-02,40.146952380952385,47.38 2020-03-03,41.12366666666667,50.5 2020-03-04,41.7682380952381,48.58 2020-03-05,42.10614285714285,45.98 2020-03-06,42.39938095238096,43.69 2020-03-09,42.37447619047619,42.68 2020-03-10,42.492761904761906,42.2 2020-03-11,42.46052380952381,43.46 2020-03-12,42.32509523809524,41.5 2020-03-13,42.100476190476186,40.5 2020-03-16,41.575380952380954,39.57 2020-03-17,41.02004761904762,37.5 2020-03-18,40.34433333333334,36.98 2020-03-19,39.72728571428571,35.18 2020-03-20,39.03104761904762,35.58 2020-03-23,38.061190476190475,33.37 2020-03-24,37.20395238095238,32.5 2020-03-25,36.5494761904762,34.37 2020-03-26,35.8967619047619,33.67 2020-03-27,35.22785714285714,33.16 2020-03-30,34.570857142857136,31.68 2020-03-31,33.92614285714286,32.2 2020-04-01,33.40219047619047,31.88 2020-04-02,33.06885714285714,32.35 2020-04-03,32.75809523809524,32.49 2020-04-07,32.60085714285714,33.78 2020-04-08,32.43647619047619,33.13 2020-04-09,32.38852380952381,33.45 2020-04-10,32.258047619047616,33.23 2020-04-13,32.12619047619047,31.91 2020-04-14,32.143809523809516,32.9 2020-04-15,32.252857142857145,34.25 2020-04-16,32.381190476190476,33.94 2020-04-17,32.53738095238095,35.19 2020-04-20,32.77104761904762,34.97 2020-04-21,32.99595238095238,34.86 2020-04-22,33.350952380952386,36.49 2020-04-23,33.67061904761905,36.88 2020-04-24,33.92990476190476,36.68 " 1640,CN,technical,"赛轮轮胎2020年06月09日至2020年10月27日, 最低价大于5日指数移动平均线的天数占比?(单位:%)(平滑系数 alpha 取 2 / (n + 1);从前 4n 个数据开始计算;初始值用首个数据点)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。",85.3211,medium,moving average,EMA_t = \alpha * P_t + (1 - \alpha) * EMA_{t-1},\alpha = 2 / (n + 1),"date,close,low 2020-05-12,4.52,4.45 2020-05-13,4.52,4.4 2020-05-14,4.1,4.07 2020-05-15,4.06,3.87 2020-05-18,4.28,4.01 2020-05-19,4.16,4.16 2020-05-20,4.05,4.03 2020-05-21,3.92,3.9 2020-05-22,3.86,3.82 2020-05-25,3.95,3.82 2020-05-26,3.92,3.86 2020-05-27,3.86,3.84 2020-05-28,3.8,3.74 2020-05-29,3.75,3.73 2020-06-01,3.86,3.75 2020-06-02,3.85,3.83 2020-06-03,3.85,3.83 2020-06-04,3.87,3.85 2020-06-05,3.81,3.78 2020-06-08,3.79,3.78 2020-06-09,3.8,3.77 2020-06-10,3.74,3.72 2020-06-11,3.63,3.62 2020-06-12,3.65,3.56 2020-06-15,3.57,3.56 2020-06-16,3.58,3.56 2020-06-17,3.49,3.46 2020-06-18,3.54,3.46 2020-06-19,3.6,3.53 2020-06-22,3.62,3.58 2020-06-23,3.6,3.57 2020-06-24,3.56,3.53 2020-06-29,3.5,3.48 2020-06-30,3.53,3.48 2020-07-01,3.54,3.49 2020-07-02,3.64,3.52 2020-07-03,3.81,3.65 2020-07-06,4.04,3.91 2020-07-07,3.98,3.98 2020-07-08,4.03,3.94 2020-07-09,4.07,4.02 2020-07-10,3.95,3.95 2020-07-13,4.3,3.94 2020-07-14,4.34,4.27 2020-07-15,4.39,4.31 2020-07-16,4.06,4.02 2020-07-17,4.08,4.02 2020-07-20,4.33,4.14 2020-07-21,4.26,4.17 2020-07-22,4.27,4.21 2020-07-23,4.31,4.15 2020-07-24,4.1,4.05 2020-07-27,3.99,3.93 2020-07-28,3.97,3.91 2020-07-29,4.02,3.91 2020-07-30,3.95,3.92 2020-07-31,3.96,3.91 2020-08-03,4.19,3.97 2020-08-04,4.12,4.11 2020-08-05,4.15,4.09 2020-08-06,4.14,4.09 2020-08-07,4.05,4.01 2020-08-10,4.46,4.01 2020-08-11,4.37,4.31 2020-08-12,4.48,4.34 2020-08-13,4.54,4.47 2020-08-14,4.49,4.35 2020-08-17,4.51,4.37 2020-08-18,4.61,4.48 2020-08-19,4.49,4.49 2020-08-20,4.49,4.42 2020-08-21,4.44,4.4 2020-08-24,4.43,4.39 2020-08-25,4.35,4.34 2020-08-26,4.22,4.17 2020-08-27,4.3,4.18 2020-08-28,4.35,4.24 2020-08-31,4.34,4.34 2020-09-01,4.31,4.27 2020-09-02,4.29,4.21 2020-09-03,4.26,4.23 2020-09-04,4.21,4.14 2020-09-07,4.2,4.18 2020-09-08,4.2,4.12 2020-09-09,4.14,4.13 2020-09-10,4.09,4.08 2020-09-11,4.09,4.03 2020-09-14,4.12,4.08 2020-09-15,4.24,4.1 2020-09-16,4.29,4.2 2020-09-17,4.37,4.27 2020-09-18,4.37,4.28 2020-09-21,4.32,4.29 2020-09-22,4.28,4.23 2020-09-23,4.28,4.26 2020-09-24,4.13,4.12 2020-09-25,4.07,4.03 2020-09-28,4.16,4.09 2020-09-29,4.45,4.16 2020-09-30,4.47,4.41 2020-10-09,4.51,4.46 2020-10-12,4.56,4.45 2020-10-13,4.65,4.5 2020-10-14,4.92,4.57 2020-10-15,4.89,4.87 2020-10-16,4.91,4.87 2020-10-19,4.84,4.8 2020-10-20,4.91,4.82 2020-10-21,4.92,4.86 2020-10-22,4.91,4.81 2020-10-23,4.86,4.84 2020-10-26,4.84,4.75 2020-10-27,4.8,4.75 ","date,5日,low 2020-05-18,4.275555555555556,4.01 2020-05-19,4.237037037037037,4.16 2020-05-20,4.174691358024692,4.03 2020-05-21,4.089794238683128,3.9 2020-05-22,4.013196159122085,3.82 2020-05-25,3.992130772748057,3.82 2020-05-26,3.9680871818320385,3.86 2020-05-27,3.9320581212213592,3.84 2020-05-28,3.8880387474809064,3.74 2020-05-29,3.8420258316539377,3.73 2020-06-01,3.8480172211026256,3.75 2020-06-02,3.8486781474017504,3.83 2020-06-03,3.8491187649345004,3.83 2020-06-04,3.8560791766230005,3.85 2020-06-05,3.8407194510820006,3.78 2020-06-08,3.8238129673880006,3.78 2020-06-09,3.8158753115920008,3.77 2020-06-10,3.790583541061334,3.72 2020-06-11,3.73705569404089,3.62 2020-06-12,3.7080371293605934,3.56 2020-06-15,3.6620247529070626,3.56 2020-06-16,3.6346831686047087,3.56 2020-06-17,3.5864554457364726,3.46 2020-06-18,3.5709702971576487,3.46 2020-06-19,3.580646864771766,3.53 2020-06-22,3.593764576514511,3.58 2020-06-23,3.595843051009674,3.57 2020-06-24,3.583895367339783,3.53 2020-06-29,3.555930244893189,3.48 2020-06-30,3.547286829928793,3.48 2020-07-01,3.5448578866191953,3.49 2020-07-02,3.5765719244127974,3.52 2020-07-03,3.6543812829418654,3.65 2020-07-06,3.7829208552945772,3.91 2020-07-07,3.8486139035297184,3.98 2020-07-08,3.909075935686479,3.94 2020-07-09,3.962717290457653,4.02 2020-07-10,3.9584781936384354,3.95 2020-07-13,4.072318795758957,3.94 2020-07-14,4.161545863839304,4.27 2020-07-15,4.237697242559537,4.31 2020-07-16,4.178464828373024,4.02 2020-07-17,4.14564321891535,4.02 2020-07-20,4.2070954792769,4.14 2020-07-21,4.224730319517933,4.17 2020-07-22,4.2398202130119556,4.21 2020-07-23,4.2632134753413045,4.15 2020-07-24,4.2088089835608695,4.05 2020-07-27,4.135872655707247,3.93 2020-07-28,4.080581770471499,3.91 2020-07-29,4.0603878469809995,3.91 2020-07-30,4.023591897987333,3.92 2020-07-31,4.002394598658222,3.91 2020-08-03,4.064929732438816,3.97 2020-08-04,4.083286488292544,4.11 2020-08-05,4.105524325528363,4.09 2020-08-06,4.117016217018909,4.09 2020-08-07,4.094677478012606,4.01 2020-08-10,4.216451652008405,4.01 2020-08-11,4.26763443467227,4.31 2020-08-12,4.338422956448181,4.34 2020-08-13,4.405615304298787,4.47 2020-08-14,4.4337435361991915,4.35 2020-08-17,4.459162357466128,4.37 2020-08-18,4.509441571644086,4.48 2020-08-19,4.502961047762724,4.49 2020-08-20,4.498640698508483,4.42 2020-08-21,4.479093799005655,4.4 2020-08-24,4.462729199337104,4.39 2020-08-25,4.425152799558069,4.34 2020-08-26,4.356768533038713,4.17 2020-08-27,4.337845688692475,4.18 2020-08-28,4.341897125794984,4.24 2020-08-31,4.341264750529989,4.34 2020-09-01,4.330843167019992,4.27 2020-09-02,4.3172287780133285,4.21 2020-09-03,4.298152518675552,4.23 2020-09-04,4.268768345783702,4.14 2020-09-07,4.245845563855801,4.18 2020-09-08,4.230563709237201,4.12 2020-09-09,4.200375806158133,4.13 2020-09-10,4.163583870772089,4.08 2020-09-11,4.139055913848059,4.03 2020-09-14,4.1327039425653735,4.08 2020-09-15,4.168469295043582,4.1 2020-09-16,4.208979530029056,4.2 2020-09-17,4.26265302001937,4.27 2020-09-18,4.298435346679581,4.28 2020-09-21,4.305623564453054,4.29 2020-09-22,4.297082376302036,4.23 2020-09-23,4.291388250868025,4.26 2020-09-24,4.237592167245349,4.12 2020-09-25,4.1817281114969,4.03 2020-09-28,4.1744854076646005,4.09 2020-09-29,4.266323605109735,4.16 2020-09-30,4.334215736739823,4.41 2020-10-09,4.392810491159882,4.46 2020-10-12,4.448540327439922,4.45 2020-10-13,4.515693551626615,4.5 2020-10-14,4.650462367751077,4.57 2020-10-15,4.730308245167384,4.87 2020-10-16,4.790205496778256,4.87 2020-10-19,4.806803664518838,4.8 2020-10-20,4.841202443012559,4.82 2020-10-21,4.867468295341706,4.86 2020-10-22,4.881645530227805,4.81 2020-10-23,4.874430353485204,4.84 2020-10-26,4.862953568990136,4.75 2020-10-27,4.841969045993424,4.75 " 1641,CN,technical,中国石油从2025年12月17日到2025年12月29日,最高价小于60日指数移动平均线的天数比例是多少?(单位:%)(平滑系数 alpha 取 2 / (n + 1);从前 4n 个数据开始计算;初始值用首个数据点)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,83.6842,medium,moving average,EMA_t = \alpha * P_t + (1 - \alpha) * EMA_{t-1},\alpha = 2 / (n + 1),"date,close,low,high 2024-12-20,8.34,8.33,8.44 2024-12-23,8.58,8.37,8.62 2024-12-24,8.78,8.5,8.82 2024-12-25,9.02,8.75,9.05 2024-12-26,8.97,8.85,9.02 2024-12-27,8.92,8.81,9.07 2024-12-30,9.0,8.91,9.08 2024-12-31,8.94,8.92,9.05 2025-01-02,8.77,8.73,9.01 2025-01-03,8.85,8.8,8.95 2025-01-06,8.91,8.68,8.95 2025-01-07,8.84,8.75,8.93 2025-01-08,9.05,8.84,9.17 2025-01-09,8.82,8.7,9.03 2025-01-10,8.75,8.69,8.91 2025-01-13,8.87,8.72,8.95 2025-01-14,8.9,8.75,8.91 2025-01-15,8.86,8.79,9.02 2025-01-16,9.0,8.88,9.04 2025-01-17,8.83,8.82,8.98 2025-01-20,8.57,8.55,8.82 2025-01-21,8.45,8.41,8.56 2025-01-22,8.23,8.2,8.44 2025-01-23,8.26,8.24,8.37 2025-01-24,8.22,8.17,8.29 2025-01-27,8.33,8.19,8.35 2025-02-05,8.15,8.11,8.34 2025-02-06,8.2,8.13,8.22 2025-02-07,8.26,8.14,8.27 2025-02-10,8.23,8.2,8.28 2025-02-11,8.29,8.23,8.35 2025-02-12,8.28,8.23,8.3 2025-02-13,8.23,8.19,8.27 2025-02-14,8.11,8.08,8.24 2025-02-17,8.06,8.02,8.09 2025-02-18,8.07,8.0,8.14 2025-02-19,7.98,7.96,8.07 2025-02-20,8.01,7.95,8.04 2025-02-21,7.99,7.94,8.03 2025-02-24,7.9,7.88,7.96 2025-02-25,7.81,7.8,7.95 2025-02-26,7.79,7.75,7.85 2025-02-27,7.88,7.73,7.88 2025-02-28,7.86,7.84,7.97 2025-03-03,7.83,7.8,7.94 2025-03-04,7.62,7.61,7.78 2025-03-05,7.65,7.58,7.68 2025-03-06,7.65,7.56,7.66 2025-03-07,7.69,7.62,7.74 2025-03-10,7.66,7.63,7.73 2025-03-11,7.7,7.6,7.7 2025-03-12,7.67,7.65,7.73 2025-03-13,7.82,7.7,7.83 2025-03-14,7.84,7.79,7.85 2025-03-17,7.92,7.87,7.94 2025-03-18,7.9,7.86,7.94 2025-03-19,7.88,7.86,7.92 2025-03-20,7.95,7.88,7.97 2025-03-21,7.96,7.94,8.09 2025-03-24,7.99,7.9,8.0 2025-03-25,8.08,7.97,8.08 2025-03-26,8.11,8.06,8.15 2025-03-27,8.18,8.1,8.19 2025-03-28,8.08,8.07,8.17 2025-03-31,8.22,8.07,8.24 2025-04-01,8.25,8.2,8.3 2025-04-02,8.17,8.15,8.27 2025-04-03,8.14,8.02,8.17 2025-04-07,7.34,7.33,7.66 2025-04-08,7.7,7.33,7.75 2025-04-09,7.54,7.4,7.6 2025-04-10,7.58,7.52,7.67 2025-04-11,7.56,7.49,7.58 2025-04-14,7.69,7.55,7.7 2025-04-15,7.75,7.66,7.76 2025-04-16,7.98,7.7,8.0 2025-04-17,7.99,7.91,8.0 2025-04-18,7.99,7.95,8.08 2025-04-21,7.94,7.92,8.01 2025-04-22,8.01,7.91,8.05 2025-04-23,8.0,7.98,8.07 2025-04-24,8.0,7.97,8.03 2025-04-25,7.96,7.95,8.04 2025-04-28,8.02,7.92,8.04 2025-04-29,7.94,7.92,8.01 2025-04-30,7.99,7.94,8.03 2025-05-06,7.96,7.89,7.98 2025-05-07,8.1,7.99,8.11 2025-05-08,8.05,8.04,8.14 2025-05-09,8.1,8.09,8.15 2025-05-12,8.14,8.09,8.17 2025-05-13,8.2,8.13,8.24 2025-05-14,8.33,8.19,8.35 2025-05-15,8.28,8.25,8.35 2025-05-16,8.15,8.13,8.29 2025-05-19,8.18,8.15,8.23 2025-05-20,8.2,8.17,8.23 2025-05-21,8.27,8.23,8.3 2025-05-22,8.3,8.24,8.32 2025-05-23,8.18,8.18,8.32 2025-05-26,8.19,8.15,8.24 2025-05-27,8.17,8.16,8.23 2025-05-28,8.34,8.15,8.36 2025-05-29,8.31,8.3,8.41 2025-05-30,8.29,8.26,8.37 2025-06-03,8.3,8.28,8.38 2025-06-04,8.39,8.28,8.39 2025-06-05,8.39,8.38,8.44 2025-06-06,8.51,8.39,8.56 2025-06-09,8.63,8.51,8.65 2025-06-10,8.72,8.63,8.75 2025-06-11,8.85,8.71,8.88 2025-06-12,8.88,8.81,8.93 2025-06-13,8.99,8.89,9.14 2025-06-16,9.02,8.89,9.08 2025-06-17,9.18,8.96,9.18 2025-06-18,9.18,9.14,9.26 2025-06-19,9.25,9.04,9.26 2025-06-20,9.16,9.1,9.24 2025-06-23,9.09,9.01,9.28 2025-06-24,8.96,8.66,9.0 2025-06-25,8.69,8.61,8.75 2025-06-26,8.74,8.67,8.78 2025-06-27,8.62,8.59,8.74 2025-06-30,8.55,8.48,8.64 2025-07-01,8.64,8.5,8.7 2025-07-02,8.6,8.59,8.66 2025-07-03,8.55,8.54,8.64 2025-07-04,8.6,8.53,8.61 2025-07-07,8.53,8.45,8.6 2025-07-08,8.57,8.51,8.62 2025-07-09,8.58,8.58,8.73 2025-07-10,8.66,8.6,8.73 2025-07-11,8.65,8.65,8.82 2025-07-14,8.88,8.69,8.92 2025-07-15,8.93,8.82,8.96 2025-07-16,8.98,8.91,9.06 2025-07-17,8.91,8.87,9.03 2025-07-18,8.91,8.87,8.97 2025-07-21,8.93,8.87,8.97 2025-07-22,9.01,8.86,9.06 2025-07-23,8.94,8.92,9.06 2025-07-24,8.79,8.77,8.94 2025-07-25,8.67,8.65,8.88 2025-07-28,8.56,8.53,8.67 2025-07-29,8.72,8.59,8.74 2025-07-30,8.88,8.74,8.89 2025-07-31,8.87,8.73,8.9 2025-08-01,8.51,8.5,8.84 2025-08-04,8.47,8.4,8.51 2025-08-05,8.59,8.45,8.64 2025-08-06,8.64,8.57,8.67 2025-08-07,8.68,8.59,8.68 2025-08-08,8.77,8.63,8.82 2025-08-11,8.59,8.58,8.79 2025-08-12,8.77,8.6,8.86 2025-08-13,8.71,8.7,8.81 2025-08-14,8.65,8.65,8.77 2025-08-15,8.63,8.57,8.69 2025-08-18,8.58,8.56,8.63 2025-08-19,8.52,8.51,8.61 2025-08-20,8.62,8.5,8.65 2025-08-21,8.75,8.59,8.78 2025-08-22,8.69,8.62,8.77 2025-08-25,8.77,8.68,8.78 2025-08-26,8.77,8.74,8.87 2025-08-27,8.63,8.6,8.82 2025-08-28,8.64,8.55,8.68 2025-08-29,8.72,8.66,8.84 2025-09-01,8.71,8.6,8.78 2025-09-02,9.08,8.74,9.11 2025-09-03,9.1,9.01,9.25 2025-09-04,8.99,8.68,9.13 2025-09-05,8.9,8.85,8.98 2025-09-08,8.89,8.8,9.01 2025-09-09,8.79,8.76,8.97 2025-09-10,8.76,8.75,8.87 2025-09-11,8.73,8.66,8.79 2025-09-12,8.69,8.67,8.73 2025-09-15,8.77,8.67,8.8 2025-09-16,8.64,8.63,8.77 2025-09-17,8.46,8.41,8.56 2025-09-18,8.21,8.18,8.44 2025-09-19,8.15,8.13,8.24 2025-09-22,8.1,8.07,8.18 2025-09-23,8.14,8.05,8.19 2025-09-24,8.13,8.09,8.22 2025-09-25,8.14,8.1,8.17 2025-09-26,8.16,8.12,8.21 2025-09-29,8.17,8.08,8.22 2025-09-30,8.06,8.05,8.16 2025-10-09,8.28,8.04,8.29 2025-10-10,8.28,8.2,8.36 2025-10-13,8.23,8.09,8.29 2025-10-14,8.33,8.16,8.35 2025-10-15,8.29,8.23,8.36 2025-10-16,8.43,8.26,8.44 2025-10-17,8.41,8.36,8.5 2025-10-20,8.62,8.4,8.63 2025-10-21,8.76,8.58,8.78 2025-10-22,8.9,8.73,8.91 2025-10-23,9.18,8.92,9.18 2025-10-24,9.06,9.0,9.17 2025-10-27,9.17,8.96,9.2 2025-10-28,9.12,9.08,9.2 2025-10-29,9.09,9.04,9.14 2025-10-30,9.1,9.08,9.24 2025-10-31,9.15,9.07,9.18 2025-11-03,9.56,9.16,9.57 2025-11-04,9.57,9.5,9.7 2025-11-05,9.53,9.42,9.57 2025-11-06,9.59,9.44,9.67 2025-11-07,9.71,9.59,9.75 2025-11-10,9.87,9.68,9.88 2025-11-11,9.77,9.68,9.87 2025-11-12,9.94,9.82,10.11 2025-11-13,9.92,9.77,9.94 2025-11-14,9.82,9.81,10.02 2025-11-17,9.87,9.66,9.97 2025-11-18,9.87,9.8,9.95 2025-11-19,10.27,9.83,10.32 2025-11-20,10.12,10.11,10.44 2025-11-21,10.03,10.0,10.21 2025-11-24,9.78,9.71,10.08 2025-11-25,9.8,9.67,9.83 2025-11-26,9.72,9.66,9.88 2025-11-27,9.85,9.59,9.88 2025-11-28,9.75,9.72,9.89 2025-12-01,9.96,9.75,9.98 2025-12-02,10.0,9.92,10.17 2025-12-03,9.93,9.88,10.02 2025-12-04,10.01,9.95,10.13 2025-12-05,9.9,9.85,10.05 2025-12-08,9.85,9.75,9.94 2025-12-09,9.72,9.7,9.87 2025-12-10,9.6,9.57,9.72 2025-12-11,9.66,9.51,9.75 2025-12-12,9.53,9.45,9.59 2025-12-15,9.5,9.46,9.58 2025-12-16,9.56,9.33,9.63 2025-12-17,9.51,9.43,9.64 2025-12-18,9.71,9.53,9.78 2025-12-19,9.65,9.55,9.75 2025-12-22,9.72,9.64,9.75 2025-12-23,9.89,9.75,9.98 2025-12-24,9.85,9.73,9.9 2025-12-25,9.83,9.79,9.94 2025-12-26,9.85,9.77,9.9 2025-12-29,10.06,9.81,10.1 ","date,60日,high 2025-03-24,8.107713895240174,8.0 2025-03-25,8.106805242937217,8.08 2025-03-26,8.106909989070422,8.15 2025-03-27,8.109306382871392,8.19 2025-03-28,8.108345517859215,8.17 2025-03-31,8.112006320552355,8.24 2025-04-01,8.116530703485065,8.3 2025-04-02,8.11828379517408,8.27 2025-04-03,8.118995801889684,8.17 2025-04-07,8.093454955926088,7.66 2025-04-08,8.080554793436708,7.75 2025-04-09,8.062831685455176,7.6 2025-04-10,8.047001138391073,7.67 2025-04-11,8.03103388795202,7.58 2025-04-14,8.019852449002773,7.7 2025-04-15,8.011004827723994,7.76 2025-04-16,8.009988275995338,8.0 2025-04-17,8.009332922684015,8.0 2025-04-18,8.008699056366506,8.08 2025-04-21,8.006446628288916,8.01 2025-04-22,8.006563132279442,8.05 2025-04-23,8.006347947614541,8.07 2025-04-24,8.006139818184556,8.03 2025-04-25,8.004627037260471,8.04 2025-04-28,8.005131068825701,8.04 2025-04-29,8.00299562394617,8.01 2025-04-30,8.002569537915148,8.03 2025-05-06,8.001173815360552,7.98 2025-05-07,8.004414018135616,8.11 2025-05-08,8.005908640491825,8.14 2025-05-09,8.00899360309865,8.15 2025-05-12,8.013288894800334,8.17 2025-05-13,8.01941057038065,8.24 2025-05-14,8.029593830368169,8.35 2025-05-15,8.037803868716754,8.35 2025-05-16,8.04148243039817,8.29 2025-05-19,8.046023990057247,8.23 2025-05-20,8.051072383825861,8.23 2025-05-21,8.058250338454522,8.3 2025-05-22,8.066176556865848,8.32 2025-05-23,8.06990847303418,8.32 2025-05-26,8.073845900147814,8.24 2025-05-27,8.076998493585592,8.23 2025-05-28,8.0856214937959,8.36 2025-05-29,8.092978166130461,8.41 2025-05-30,8.099437898388478,8.37 2025-06-03,8.106013704998691,8.38 2025-06-04,8.115324731064307,8.39 2025-06-05,8.124330477586788,8.44 2025-06-06,8.136975379960992,8.56 2025-06-09,8.153140121601615,8.65 2025-06-10,8.171725691385168,8.75 2025-06-11,8.193964193306966,8.88 2025-06-12,8.21645717057559,8.93 2025-06-13,8.241819230556716,9.14 2025-06-16,8.26733335414502,9.08 2025-06-17,8.29725685073043,9.18 2025-06-18,8.326199249067136,9.26 2025-06-19,8.35648779827805,9.26 2025-06-20,8.382832460629588,9.24 2025-06-23,8.406018281592551,9.28 2025-06-24,8.424181616622304,9.0 2025-06-25,8.43289697345436,8.75 2025-06-26,8.44296592514438,8.78 2025-06-27,8.448770321041284,8.74 2025-06-30,8.452089326908782,8.64 2025-07-01,8.458250332583903,8.7 2025-07-02,8.46289786266312,8.66 2025-07-03,8.465753670444656,8.64 2025-07-04,8.47015518944647,8.61 2025-07-07,8.47211731438265,8.6 2025-07-08,8.475326582763547,8.62 2025-07-09,8.478758498082774,8.73 2025-07-10,8.48470084240793,8.73 2025-07-11,8.490120486919146,8.82 2025-07-14,8.502903421774256,8.92 2025-07-15,8.51690658827346,8.96 2025-07-16,8.532089978821872,9.06 2025-07-17,8.544480471319515,9.03 2025-07-18,8.556464718161498,8.97 2025-07-21,8.568711776582433,8.97 2025-07-22,8.58318024292399,9.06 2025-07-23,8.594879251352712,9.06 2025-07-24,8.601276652947705,8.94 2025-07-25,8.603529877441224,8.88 2025-07-28,8.602102668344791,8.67 2025-07-29,8.605968154628568,8.74 2025-07-30,8.614952805296484,8.89 2025-07-31,8.623315008401518,8.9 2025-08-01,8.619599762224418,8.84 2025-08-04,8.614694851987553,8.51 2025-08-05,8.613885184709272,8.64 2025-08-06,8.614741408161425,8.67 2025-08-07,8.616881034123345,8.68 2025-08-08,8.621901328086514,8.82 2025-08-11,8.620855382903349,8.79 2025-08-12,8.62574537034914,8.86 2025-08-13,8.628507817222939,8.81 2025-08-14,8.629212478953335,8.77 2025-08-15,8.629238299315519,8.69 2025-08-18,8.627623928846157,8.63 2025-08-19,8.624095275441364,8.61 2025-08-20,8.623961004115417,8.65 2025-08-21,8.628093430209994,8.78 2025-08-22,8.630123153809667,8.77 2025-08-25,8.634709279914269,8.78 2025-08-26,8.639145041228556,8.87 2025-08-27,8.638845203811226,8.82 2025-08-28,8.638883065981348,8.68 2025-08-29,8.641542637588516,8.84 2025-09-01,8.643787141274139,8.78 2025-09-02,8.65808920221597,9.11 2025-09-03,8.67257808083184,9.25 2025-09-04,8.682985356870141,9.13 2025-09-05,8.69010059107112,8.98 2025-09-08,8.696654670052395,9.01 2025-09-09,8.699715172673628,8.97 2025-09-10,8.701691724389248,8.87 2025-09-11,8.702619864573206,8.79 2025-09-12,8.702206098521625,8.73 2025-09-15,8.70442884938977,8.8 2025-09-16,8.7023164280983,8.77 2025-09-17,8.694371627177045,8.56 2025-09-18,8.67849059022042,8.44 2025-09-19,8.661163029885323,8.24 2025-09-22,8.642764242020231,8.18 2025-09-23,8.62628016851137,8.19 2025-09-24,8.61000868757657,8.22 2025-09-25,8.59459856667242,8.17 2025-09-26,8.580349433338897,8.21 2025-09-29,8.566895353557294,8.22 2025-09-30,8.550275833768529,8.16 2025-10-09,8.54141433102202,8.29 2025-10-10,8.532843369349168,8.36 2025-10-13,8.522914078550833,8.29 2025-10-14,8.516589026795067,8.35 2025-10-15,8.509159878375558,8.36 2025-10-16,8.506564472527177,8.44 2025-10-17,8.503398424247598,8.5 2025-10-20,8.507221426731283,8.63 2025-10-21,8.515509248805667,8.78 2025-10-22,8.528115502943185,8.91 2025-10-23,8.549488765141769,9.18 2025-10-24,8.56622683841581,9.17 2025-10-27,8.586022679779227,9.2 2025-10-28,8.603530132901218,9.2 2025-10-29,8.619479964609374,9.14 2025-10-30,8.635234719868082,9.24 2025-10-31,8.652112270036342,9.18 2025-11-03,8.681879080854824,9.57 2025-11-04,8.71099779951532,9.7 2025-11-05,8.737850330678754,9.57 2025-11-06,8.765789664099122,9.67 2025-11-07,8.796747380030297,9.75 2025-11-10,8.831935990521107,9.88 2025-11-11,8.8626921875532,9.87 2025-11-12,8.898013755174407,10.11 2025-11-13,8.931521500906392,9.94 2025-11-14,8.960651943499624,10.02 2025-11-17,8.990466633876684,9.97 2025-11-18,9.019303793421711,9.95 2025-11-19,9.060310226424278,10.32 2025-11-20,9.09505415342676,10.44 2025-11-21,9.12570811560949,10.21 2025-11-24,9.147160308540325,10.08 2025-11-25,9.168564888588183,9.83 2025-11-26,9.186644728306602,9.88 2025-11-27,9.208394081476877,9.88 2025-11-28,9.226151652575997,9.89 2025-12-01,9.250212254130881,9.98 2025-12-02,9.274795458913474,10.17 2025-12-03,9.296277575014672,10.02 2025-12-04,9.319678310260091,10.13 2025-12-05,9.338705250907301,10.05 2025-12-08,9.355469013172636,9.94 2025-12-09,9.367420848806319,9.87 2025-12-10,9.375046394747095,9.72 2025-12-11,9.384389135902929,9.75 2025-12-12,9.389163262594636,9.59 2025-12-15,9.392797253984975,9.58 2025-12-16,9.39827931123137,9.63 2025-12-17,9.40194228463362,9.64 2025-12-18,9.41204253759645,9.78 2025-12-19,9.419844421609682,9.75 2025-12-22,9.429685588114282,9.75 2025-12-23,9.444777863913814,9.98 2025-12-24,9.45806383558877,9.9 2025-12-25,9.470258463930122,9.94 2025-12-26,9.482709006096348,9.9 2025-12-29,9.50163657966696,10.1 " 1642,CN,technical,在2021年06月17日至2021年11月10日期间,对于海南机场的指数移动平均线,开盘价大于60日线的天数占总天数的百分比?(平滑系数 alpha 取 2 / (n + 1);从前 4n 个数据开始计算;初始值用首个数据点)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,43.8849,medium,moving average,EMA_t = \alpha * P_t + (1 - \alpha) * EMA_{t-1},\alpha = 2 / (n + 1),"date,close,low,high,open 2020-06-18,5.09,5.09,5.26,5.19 2020-06-19,5.09,5.05,5.16,5.1 2020-06-22,5.0,4.98,5.12,5.1 2020-06-23,5.05,4.94,5.13,5.0 2020-06-24,4.89,4.89,5.04,5.01 2020-06-29,4.73,4.71,4.88,4.88 2020-06-30,5.2,4.9,5.2,4.9 2020-07-01,5.2,5.1,5.48,5.4 2020-07-02,5.47,5.17,5.71,5.17 2020-07-03,5.69,5.41,5.85,5.47 2020-07-06,5.92,5.62,6.05,5.71 2020-07-07,6.51,6.19,6.51,6.2 2020-07-08,7.16,6.6,7.16,6.89 2020-07-09,7.21,6.9,7.7,7.2 2020-07-10,7.93,6.92,7.93,7.07 2020-07-13,8.35,8.22,8.72,8.63 2020-07-14,8.42,7.89,8.99,8.07 2020-07-15,7.58,7.58,8.39,8.36 2020-07-16,7.27,7.02,7.94,7.28 2020-07-17,7.59,7.27,7.8,7.27 2020-07-20,7.89,7.45,8.29,7.45 2020-07-21,7.61,7.55,7.99,7.9 2020-07-22,7.8,7.45,8.05,7.69 2020-07-23,7.61,7.18,7.78,7.65 2020-07-24,7.24,7.22,8.0,7.56 2020-07-27,6.99,6.92,7.37,7.08 2020-07-28,6.75,6.67,7.09,7.0 2020-07-29,6.87,6.66,6.93,6.75 2020-07-30,7.27,6.54,7.51,6.62 2020-07-31,6.9,6.85,7.08,7.0 2020-08-03,6.96,6.77,7.15,6.88 2020-08-04,6.62,6.61,6.94,6.9 2020-08-05,6.65,6.44,6.74,6.56 2020-08-06,6.83,6.55,6.97,6.62 2020-08-07,7.51,6.62,7.51,6.83 2020-08-10,7.75,7.4,8.14,7.52 2020-08-11,7.23,7.19,8.0,7.71 2020-08-12,7.68,7.29,7.77,7.29 2020-08-13,7.44,7.35,7.77,7.7 2020-08-14,7.2,6.98,7.41,7.3 2020-08-17,7.36,7.19,7.49,7.2 2020-08-18,8.1,7.34,8.1,7.42 2020-08-19,8.1,8.01,8.5,8.36 2020-08-20,7.67,7.6,8.33,8.18 2020-08-21,7.58,7.47,7.83,7.76 2020-08-24,7.74,7.51,7.85,7.65 2020-08-25,7.41,7.36,7.83,7.7 2020-08-26,7.03,6.88,7.44,7.36 2020-08-27,7.4,6.93,7.48,7.02 2020-08-28,7.59,7.41,7.85,7.46 2020-08-31,7.48,7.47,7.88,7.61 2020-09-01,7.38,7.27,7.55,7.48 2020-09-02,7.29,7.28,7.55,7.39 2020-09-03,7.13,7.12,7.36,7.29 2020-09-04,7.18,6.95,7.21,7.03 2020-09-07,7.69,7.1,7.9,7.28 2020-09-08,7.67,7.58,8.07,7.82 2020-09-09,7.95,7.5,8.25,7.51 2020-09-10,7.85,7.78,8.33,8.1 2020-09-11,8.64,7.69,8.64,7.75 2020-09-14,9.5,8.85,9.5,9.0 2020-09-15,9.47,9.21,10.45,9.91 2020-09-16,10.33,9.37,10.42,9.63 2020-09-17,10.02,9.64,10.3,9.8 2020-09-18,10.39,9.3,10.74,9.74 2020-09-21,10.15,10.01,10.93,10.55 2020-09-22,9.87,9.77,10.35,9.86 2020-09-23,9.8,9.61,10.13,9.99 2020-09-24,9.6,9.6,10.08,9.75 2020-09-25,9.36,9.08,9.78,9.75 2020-09-28,9.14,9.14,9.55,9.45 2020-09-29,9.22,9.13,9.41,9.24 2020-09-30,8.89,8.88,9.48,9.42 2020-10-09,8.56,8.54,9.13,9.12 2020-10-12,8.63,8.41,8.69,8.63 2020-10-13,8.45,8.29,8.84,8.64 2020-10-14,8.15,8.1,8.48,8.43 2020-10-15,7.99,7.99,8.2,8.18 2020-10-16,7.88,7.86,8.09,7.96 2020-10-19,7.7,7.66,8.0,7.95 2020-10-20,7.49,7.47,7.76,7.74 2020-10-21,7.18,7.16,7.55,7.51 2020-10-22,7.14,6.99,7.34,7.15 2020-10-23,7.23,7.11,7.3,7.15 2020-10-26,7.06,7.0,7.24,7.23 2020-10-27,7.1,6.96,7.14,7.05 2020-10-28,7.28,7.07,7.32,7.08 2020-10-29,7.09,7.05,7.18,7.16 2020-10-30,6.8,6.79,7.15,7.09 2020-11-02,6.73,6.59,6.99,6.84 2020-11-03,6.87,6.64,6.9,6.72 2020-11-04,6.74,6.62,6.93,6.87 2020-11-05,6.83,6.73,6.88,6.76 2020-11-06,6.77,6.66,6.87,6.83 2020-11-09,6.98,6.75,7.08,6.75 2020-11-10,7.06,7.04,7.5,7.08 2020-11-11,7.14,6.93,7.22,7.03 2020-11-12,7.51,7.07,7.66,7.15 2020-11-13,7.41,7.26,7.54,7.46 2020-11-16,7.28,7.21,7.49,7.45 2020-11-17,6.98,6.96,7.27,7.27 2020-11-18,7.24,6.91,7.45,6.97 2020-11-19,7.12,7.08,7.33,7.28 2020-11-20,7.12,7.04,7.25,7.09 2020-11-23,7.01,6.94,7.1,7.07 2020-11-24,7.18,6.97,7.26,7.01 2020-11-25,6.99,6.99,7.18,7.18 2020-11-26,6.94,6.86,7.02,6.98 2020-11-27,6.93,6.87,7.05,6.92 2020-11-30,6.99,6.9,7.13,6.92 2020-12-01,7.08,6.93,7.09,7.0 2020-12-02,7.07,7.01,7.19,7.08 2020-12-03,7.0,6.96,7.08,7.08 2020-12-04,7.02,6.95,7.02,7.0 2020-12-07,6.93,6.93,7.05,7.02 2020-12-08,6.77,6.76,6.99,6.99 2020-12-09,6.6,6.6,6.76,6.74 2020-12-10,6.39,6.35,6.66,6.66 2020-12-11,6.12,6.07,6.39,6.36 2020-12-14,6.24,6.0,6.39,6.13 2020-12-15,6.25,6.09,6.3,6.25 2020-12-16,6.23,6.14,6.3,6.2 2020-12-17,6.32,6.17,6.38,6.23 2020-12-18,6.23,6.22,6.37,6.26 2020-12-21,6.23,6.1,6.32,6.23 2020-12-22,6.49,6.16,6.62,6.2 2020-12-23,6.79,6.36,6.83,6.42 2020-12-24,6.83,6.78,7.1,6.85 2020-12-25,6.74,6.64,6.84,6.7 2020-12-28,6.78,6.59,6.89,6.64 2020-12-29,6.76,6.7,6.95,6.84 2020-12-30,6.69,6.62,6.89,6.8 2020-12-31,6.75,6.62,6.78,6.7 2021-01-04,6.81,6.57,6.98,6.69 2021-01-05,6.68,6.58,6.74,6.74 2021-01-06,6.62,6.52,6.72,6.62 2021-01-07,6.26,6.24,6.65,6.64 2021-01-08,6.2,6.17,6.3,6.24 2021-01-11,6.1,6.07,6.39,6.19 2021-01-12,6.06,5.86,6.14,6.01 2021-01-13,5.94,5.92,6.05,6.0 2021-01-14,5.88,5.85,6.01,5.93 2021-01-15,6.05,5.86,6.18,5.88 2021-01-18,6.1,6.0,6.26,6.04 2021-01-19,6.16,6.02,6.31,6.05 2021-01-20,6.11,6.03,6.16,6.16 2021-01-21,6.04,6.02,6.17,6.12 2021-01-22,5.86,5.78,6.0,5.9 2021-01-25,6.45,5.97,6.45,5.97 2021-01-26,6.94,6.55,7.09,6.66 2021-01-27,7.48,6.74,7.63,6.74 2021-01-28,7.52,7.23,7.66,7.43 2021-01-29,7.33,7.08,7.55,7.55 2021-02-01,7.29,6.68,7.37,6.68 2021-02-02,7.88,7.15,8.02,7.3 2021-02-03,7.61,7.6,8.03,7.73 2021-02-04,7.82,7.61,8.04,7.61 2021-02-05,7.35,7.17,7.88,7.8 2021-02-08,7.39,7.26,7.57,7.38 2021-02-09,7.3,7.22,7.51,7.38 2021-02-10,7.15,7.08,7.42,7.42 2021-02-19,6.79,6.79,6.79,6.79 2021-02-22,6.46,6.45,7.13,6.45 2021-02-23,6.78,6.47,6.78,6.51 2021-02-24,7.12,7.12,7.12,7.12 2021-02-25,7.48,7.48,7.48,7.48 2021-02-26,7.85,7.11,7.85,7.85 2021-03-01,8.1,7.7,8.24,8.18 2021-03-02,8.51,8.15,8.51,8.2 2021-03-03,8.94,8.94,8.94,8.94 2021-03-04,9.39,9.05,9.39,9.39 2021-03-05,8.98,8.92,9.59,9.3 2021-03-08,8.53,8.53,9.4,9.0 2021-03-09,8.1,8.1,8.46,8.31 2021-03-10,8.14,7.9,8.49,8.11 2021-03-11,8.18,7.94,8.27,8.13 2021-03-12,8.0,7.92,8.26,8.18 2021-03-15,7.72,7.67,8.15,7.96 2021-03-16,7.74,7.53,8.02,7.88 2021-03-17,8.13,7.64,8.13,7.68 2021-03-18,8.54,8.3,8.54,8.45 2021-03-19,8.35,8.3,8.86,8.51 2021-03-22,8.77,8.4,8.77,8.75 2021-03-23,9.21,9.21,9.21,9.21 2021-03-24,9.15,8.75,9.67,9.67 2021-03-25,9.2,8.8,9.35,9.02 2021-03-26,9.49,9.11,9.66,9.11 2021-03-29,9.79,9.34,9.96,9.45 2021-03-30,9.3,9.3,9.76,9.51 2021-03-31,8.93,8.84,9.31,9.08 2021-04-01,9.38,9.06,9.38,9.15 2021-04-02,9.7,9.38,9.83,9.5 2021-04-06,9.64,9.46,9.9,9.78 2021-04-07,9.75,9.56,9.81,9.64 2021-04-08,9.58,9.52,9.95,9.78 2021-04-09,10.04,9.2,10.06,9.48 2021-04-12,9.54,9.54,9.98,9.75 2021-04-13,9.06,9.06,9.59,9.57 2021-04-14,9.28,8.82,9.35,8.9 2021-04-15,9.6,9.2,9.65,9.2 2021-04-16,9.5,9.4,9.79,9.62 2021-04-19,9.53,9.4,9.8,9.46 2021-04-20,9.31,9.25,9.73,9.58 2021-04-21,9.55,9.09,9.7,9.25 2021-04-22,9.51,9.43,9.66,9.5 2021-04-23,9.5,9.4,9.58,9.5 2021-04-26,9.42,9.28,9.7,9.65 2021-04-27,9.3,9.11,9.56,9.42 2021-04-28,9.27,9.22,9.41,9.29 2021-04-29,9.06,8.97,9.3,9.2 2021-04-30,9.51,8.92,9.51,8.92 2021-05-06,9.7,9.43,9.81,9.44 2021-05-07,9.74,9.67,9.9,9.71 2021-05-10,9.68,9.63,9.84,9.78 2021-05-11,9.84,9.58,9.92,9.68 2021-05-12,10.33,9.8,10.33,9.81 2021-05-13,10.3,10.21,10.53,10.38 2021-05-14,10.82,10.39,10.82,10.4 2021-05-17,10.6,10.36,10.87,10.72 2021-05-18,10.97,10.63,11.12,10.75 2021-05-19,11.15,10.81,11.25,11.0 2021-05-20,11.3,11.08,11.69,11.21 2021-05-21,10.74,10.74,11.44,11.3 2021-05-24,11.11,10.38,11.2,10.38 2021-05-25,11.15,11.11,11.43,11.13 2021-05-26,11.39,10.95,11.57,11.2 2021-05-27,11.96,11.4,11.96,11.45 2021-05-28,12.53,12.03,12.56,12.18 2021-05-31,11.9,11.9,13.09,12.7 2021-06-01,12.17,11.49,12.29,11.9 2021-06-02,11.95,11.78,12.35,12.09 2021-06-03,11.61,11.5,12.2,12.2 2021-06-04,11.61,11.4,11.82,11.5 2021-06-07,11.05,11.03,11.7,11.55 2021-06-08,11.32,10.71,11.42,11.03 2021-06-09,11.37,11.2,11.54,11.38 2021-06-10,10.93,10.93,11.46,11.4 2021-06-11,11.18,10.64,11.22,10.94 2021-06-15,11.17,10.94,11.44,11.17 2021-06-16,11.16,10.9,11.24,11.15 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2021-11-10,10.179536602278292,8.97 " 1643,CN,technical,2020年10月03日-2021年10月01日,贵州茅台的开盘价小于10日指数移动平均线的天数占比多少?(%)(平滑系数 alpha 取 2 / (n + 1);从前 4n 个数据开始计算;初始值用首个数据点)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,50.5495,medium,moving average,EMA_t = \alpha * P_t + (1 - \alpha) * EMA_{t-1},\alpha = 2 / (n + 1),"date,close,low,high,open 2020-08-06,1637.96,1630.0,1674.03,1670.0 2020-08-07,1631.0,1598.5,1649.67,1644.77 2020-08-10,1633.99,1608.11,1644.96,1627.97 2020-08-11,1642.51,1640.0,1666.43,1640.0 2020-08-12,1626.95,1605.25,1641.0,1633.0 2020-08-13,1635.0,1609.0,1638.88,1630.0 2020-08-14,1661.0,1631.0,1665.7,1639.9 2020-08-17,1690.0,1670.0,1704.35,1674.0 2020-08-18,1705.0,1691.0,1720.0,1697.38 2020-08-19,1687.0,1682.99,1717.0,1700.0 2020-08-20,1664.0,1656.0,1679.0,1674.0 2020-08-21,1676.0,1671.0,1698.0,1673.0 2020-08-24,1696.35,1691.01,1708.0,1700.0 2020-08-25,1727.0,1698.63,1746.78,1704.8 2020-08-26,1727.0,1715.02,1745.0,1734.0 2020-08-27,1731.0,1705.0,1733.98,1731.99 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2020-12-16,1840.0,1820.21,1845.67,1830.5 2020-12-17,1865.51,1840.0,1868.0,1845.5 2020-12-18,1845.0,1841.08,1869.01,1851.81 2020-12-21,1842.5,1837.6,1851.23,1840.0 2020-12-22,1881.0,1842.51,1898.99,1849.97 2020-12-23,1841.65,1821.02,1906.2,1897.99 2020-12-24,1830.34,1795.02,1858.88,1818.0 2020-12-25,1830.0,1800.0,1847.0,1802.99 2020-12-28,1873.0,1826.05,1888.8,1826.6 2020-12-29,1867.0,1855.0,1886.8,1873.0 2020-12-30,1933.0,1869.99,1933.0,1870.0 2020-12-31,1998.0,1939.0,1998.98,1941.0 2021-01-04,1997.0,1983.81,2004.99,1999.98 2021-01-05,2059.45,1982.46,2059.45,1990.0 2021-01-06,2100.0,2036.03,2125.0,2064.8 2021-01-07,2140.0,2075.0,2140.0,2097.0 2021-01-08,2090.0,2063.02,2150.88,2142.0 2021-01-11,2099.73,2058.6,2150.5,2090.0 2021-01-12,2160.9,2085.0,2160.9,2088.0 2021-01-13,2164.0,2135.0,2173.33,2164.0 2021-01-14,2134.0,2116.11,2163.0,2156.0 2021-01-15,2082.0,2029.0,2134.35,2115.0 2021-01-18,2063.0,2040.27,2091.48,2061.06 2021-01-19,2009.41,2006.85,2096.3,2073.11 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2021-11-29,315.1,310.05,317.6,312.8 2021-11-30,310.02,310.01,319.13,315.98 2021-12-01,312.42,310.55,316.5,315.0 2021-12-02,314.98,310.0,315.39,313.0 2021-12-03,324.51,312.56,330.02,313.0 2021-12-06,321.0,320.0,328.63,325.0 2021-12-07,318.7,317.59,326.66,320.0 2021-12-08,330.84,317.0,333.0,318.75 2021-12-09,334.0,327.0,342.0,331.84 2021-12-10,334.11,327.8,336.99,332.0 2021-12-13,339.67,335.58,347.25,335.58 2021-12-14,340.93,335.68,344.48,337.67 2021-12-15,335.0,333.99,343.0,338.56 2021-12-16,313.0,301.8,328.4,328.4 2021-12-17,304.3,302.33,314.3,308.95 2021-12-20,310.9,300.08,312.69,302.01 2021-12-21,303.84,301.0,311.98,310.49 2021-12-22,299.01,297.76,306.8,304.0 2021-12-23,306.08,296.0,306.08,303.0 2021-12-24,307.45,304.2,312.02,306.08 2021-12-27,321.41,307.0,321.6,312.09 2021-12-28,326.0,318.7,336.77,320.0 2021-12-29,315.53,315.31,331.0,330.0 2021-12-30,320.38,315.88,324.58,317.98 2021-12-31,315.78,313.01,323.0,321.94 2022-01-04,310.5,303.05,315.76,312.62 2022-01-05,305.01,303.69,312.6,309.0 2022-01-06,301.8,297.68,307.0,303.67 2022-01-07,295.0,293.56,303.53,301.3 2022-01-10,288.4,277.01,296.67,280.0 2022-01-11,290.0,284.0,300.99,288.38 2022-01-12,285.23,282.96,293.0,286.28 2022-01-13,280.88,279.0,288.06,285.23 2022-01-14,275.9,275.5,282.39,280.41 2022-01-17,279.37,268.35,279.43,275.28 2022-01-18,283.28,278.0,291.22,278.66 2022-01-19,277.75,275.0,288.28,288.0 2022-01-20,277.98,274.03,280.82,278.0 2022-01-21,280.23,270.9,283.17,275.28 2022-01-24,274.75,274.0,283.0,277.99 2022-01-25,268.33,268.2,276.35,272.0 2022-01-26,285.6,268.8,288.0,268.8 2022-01-27,286.42,282.12,292.8,289.6 2022-01-28,275.15,274.25,289.89,286.42 2022-02-07,268.3,260.11,283.0,272.4 2022-02-08,256.5,254.0,270.26,268.97 2022-02-09,271.0,252.0,273.0,255.0 2022-02-10,269.9,267.5,273.65,269.0 2022-02-11,282.6,267.0,286.18,269.9 2022-02-14,293.1,285.0,298.55,285.32 2022-02-15,299.37,294.05,302.5,296.0 2022-02-16,299.16,296.59,301.97,300.0 2022-02-17,297.17,294.05,300.0,297.98 2022-02-18,298.67,292.29,300.0,297.17 2022-02-21,295.32,292.0,300.66,297.0 2022-02-22,290.76,282.9,293.3,292.04 2022-02-23,294.81,288.0,295.51,294.92 2022-02-24,290.39,285.96,299.0,293.69 2022-02-25,289.8,288.5,295.0,290.94 2022-02-28,292.23,285.0,293.45,289.36 2022-03-01,297.27,292.2,299.0,293.0 2022-03-02,299.13,291.0,301.68,295.08 ","date,20日,open 2021-11-04,309.8660363289572,283.73 2021-11-05,308.47689001191367,292.9 2021-11-08,307.66004334411235,294.0 2021-11-09,307.1219439780064,302.0 2021-11-10,306.24366359914865,302.0 2021-11-11,305.1728384944678,295.9 2021-11-12,303.9078062568994,295.6 2021-11-15,303.1784913752899,294.15 2021-11-16,303.8948255300242,295.51 2021-11-17,304.47150881287905,309.42 2021-11-18,305.10469844974773,309.35 2021-11-19,305.7328224069146,309.0 2021-11-22,306.15826789197035,310.77 2021-11-23,306.3498614260684,308.2 2021-11-24,307.46035081406194,308.18 2021-11-25,308.195555498437,322.82 2021-11-26,308.84359783191917,313.71 2021-11-29,309.4394456574507,312.8 2021-11-30,309.49473654721726,315.98 2021-12-01,309.77333306652986,315.0 2021-12-02,310.26920610781275,313.0 2021-12-03,311.625472192783,313.0 2021-12-06,312.5182843648989,325.0 2021-12-07,313.10701918728944,320.0 2021-12-08,314.7958745027857,318.75 2021-12-09,316.6248388358537,331.84 2021-12-10,318.2900922800581,332.0 2021-12-13,320.3262739676716,335.58 2021-12-14,322.28853358979813,337.67 2021-12-15,323.4991494383888,338.56 2021-12-16,322.49923044425657,328.4 2021-12-17,320.7659704019464,308.95 2021-12-20,319.8263541731896,302.01 2021-12-21,318.30384425193347,310.49 2021-12-22,316.46633527555883,304.0 2021-12-23,315.47716048741034,303.0 2021-12-24,314.71266901241887,306.08 2021-12-27,315.3505100588552,312.09 2021-12-28,316.3647471961071,320.0 2021-12-29,316.28524746314446,330.0 2021-12-30,316.67522389522594,317.98 2021-12-31,316.58996447663304,321.94 2022-01-04,316.00996785981084,312.62 2022-01-05,314.9623518731622,309.0 2022-01-06,313.7087945519087,303.67 2022-01-07,311.92700459458405,301.3 2022-01-10,309.6863374903379,280.0 2022-01-11,307.8114482055438,288.38 2022-01-12,305.66083409073013,286.28 2022-01-13,303.30075465351774,285.23 2022-01-14,300.69115897223037,280.41 2022-01-17,298.66057240344657,275.28 2022-01-18,297.1957559840707,278.66 2022-01-19,295.343779223683,288.0 2022-01-20,293.6900859642846,278.0 2022-01-21,292.4081730153051,275.28 2022-01-24,290.72644225194273,277.99 2022-01-25,288.5934477517577,272.0 2022-01-26,288.30835748968553,268.8 2022-01-27,288.1285139192393,289.6 2022-01-28,286.89246497454985,286.42 2022-02-07,285.1217540245927,272.4 2022-02-08,282.3958726889172,268.97 2022-02-09,281.3105514804489,255.0 2022-02-10,280.2238322918347,269.0 2022-02-11,280.4501339783266,269.9 2022-02-14,281.6548831232479,285.32 2022-02-15,283.34203711150997,296.0 2022-02-16,284.84850976755666,300.0 2022-02-17,286.02198502778936,297.98 2022-02-18,287.2265578822856,297.17 2022-02-21,287.99736189349653,297.0 2022-02-22,288.2604702845921,292.04 2022-02-23,288.88423501939286,294.92 2022-02-24,289.02764120802215,293.69 2022-02-25,289.10119918821056,290.94 2022-02-28,289.39918021790476,289.36 2022-03-01,290.1487821019138,293.0 2022-03-02,291.00413618744585,295.08 " 1645,CN,technical,"盐湖股份2020年07月07日至2021年01月25日, 最高价大于20日双指数移动平均线的天数占比?(单位:%)(平滑系数 alpha 取 2 / (n + 1);从前 5n 个数据开始计算;初始值用首个数据点)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。",38.7097,medium,moving average,DEMA = 2 * EMA1 - EMA2;EMA1 = EMA_n(P);EMA2 = EMA_n(EMA1),"date,close,high 2019-11-29,8.6,8.68 2019-12-02,8.63,8.74 2019-12-03,8.57,8.62 2019-12-04,8.56,8.68 2019-12-05,8.31,8.59 2019-12-06,8.02,8.36 2019-12-09,8.18,8.18 2019-12-10,8.05,8.2 2019-12-11,8.19,8.3 2019-12-12,8.12,8.29 2019-12-13,8.02,8.1 2019-12-16,7.91,8.01 2019-12-17,7.82,7.92 2019-12-18,7.89,8.02 2019-12-19,7.87,7.98 2019-12-20,7.92,8.04 2019-12-23,8.19,8.32 2019-12-24,8.07,8.16 2019-12-25,8.02,8.23 2019-12-26,7.95,8.04 2019-12-27,7.98,8.09 2019-12-30,8.38,8.38 2019-12-31,8.8,8.8 2020-01-02,9.0,9.24 2020-01-03,8.63,8.98 2020-01-06,8.7,8.8 2020-01-07,8.8,8.95 2020-01-08,8.72,8.86 2020-01-09,8.75,8.95 2020-01-10,8.58,8.73 2020-01-13,8.56,8.78 2020-01-14,8.88,8.92 2020-01-15,8.94,9.2 2020-01-16,8.81,9.08 2020-01-20,8.93,9.25 2020-01-21,8.84,8.93 2020-01-22,8.59,8.84 2020-01-23,8.48,8.71 2020-02-03,8.06,8.06 2020-02-04,7.75,8.01 2020-02-05,7.86,7.94 2020-02-06,8.02,8.02 2020-02-07,8.06,8.21 2020-02-10,8.1,8.12 2020-02-11,8.51,8.51 2020-02-12,8.73,8.88 2020-02-13,8.58,8.82 2020-02-14,8.81,8.83 2020-02-17,8.96,9.03 2020-02-18,9.29,9.33 2020-02-19,9.24,9.48 2020-02-20,9.25,9.36 2020-02-21,9.21,9.3 2020-02-24,9.23,9.36 2020-02-25,9.13,9.21 2020-02-26,9.2,9.24 2020-02-27,9.66,9.66 2020-02-28,9.56,10.08 2020-03-02,10.04,10.04 2020-03-03,10.23,10.43 2020-03-04,10.38,10.74 2020-03-05,10.34,10.5 2020-03-06,10.42,10.56 2020-03-09,10.1,10.32 2020-03-10,9.99,10.18 2020-03-11,10.05,10.36 2020-03-12,9.95,10.13 2020-03-13,9.72,9.85 2020-03-16,9.68,10.07 2020-03-17,9.64,9.85 2020-03-18,9.5,9.86 2020-03-19,9.18,9.55 2020-03-20,9.25,9.38 2020-03-23,8.79,9.04 2020-03-24,8.92,8.99 2020-03-25,9.08,9.25 2020-03-26,9.16,9.37 2020-03-27,8.92,9.23 2020-03-30,8.49,8.86 2020-03-31,8.91,8.91 2020-04-01,9.17,9.36 2020-04-02,9.25,9.26 2020-04-03,9.38,9.44 2020-04-07,9.65,9.69 2020-04-08,9.8,9.83 2020-04-09,9.82,9.86 2020-04-10,9.96,10.1 2020-04-13,10.01,10.06 2020-04-14,9.98,10.07 2020-04-15,9.57,10.03 2020-04-16,9.6,9.75 2020-04-17,9.54,9.71 2020-04-20,9.65,9.78 2020-04-21,9.69,9.74 2020-04-22,9.77,9.85 2020-04-23,9.41,9.86 2020-04-24,9.07,9.5 2020-04-27,9.18,9.25 2020-04-28,9.04,9.27 2020-04-29,8.84,9.09 ","date,20日,high 2020-02-03,8.670321256864247,8.06 2020-02-04,8.512647762434828,8.01 2020-02-05,8.396614377993197,7.94 2020-02-06,8.325787826302943,8.02 2020-02-07,8.272292278762366,8.21 2020-02-10,8.2338318212177,8.12 2020-02-11,8.275510840586193,8.51 2020-02-12,8.351665222966425,8.88 2020-02-13,8.390225475001337,8.82 2020-02-14,8.465235336871176,8.83 2020-02-17,8.556975969042439,9.03 2020-02-18,8.695593802007645,9.33 2020-02-19,8.805386687477961,9.48 2020-02-20,8.90101862603776,9.36 2020-02-21,8.975211495234898,9.3 2020-02-24,9.04170305940548,9.36 2020-02-25,9.079699981010828,9.21 2020-02-26,9.123958685717149,9.24 2020-02-27,9.244325029608563,9.66 2020-02-28,9.328485914022089,10.08 2020-03-02,9.486554248754958,10.04 2020-03-03,9.655435091937601,10.43 2020-03-04,9.826102311940287,10.74 2020-03-05,9.963577271516723,10.5 2020-03-06,10.094040199682311,10.56 2020-03-09,10.145743048364963,10.32 2020-03-10,10.167697144013442,10.18 2020-03-11,10.194941225539623,10.36 2020-03-12,10.19778782084301,10.13 2020-03-13,10.156147162387565,9.85 2020-03-16,10.110848145716439,10.07 2020-03-17,10.062602482221788,9.85 2020-03-18,9.993878912039348,9.86 2020-03-19,9.875092688719578,9.55 2020-03-20,9.784248703746078,9.38 2020-03-23,9.62159184798549,9.04 2020-03-24,9.50448188807276,8.99 2020-03-25,9.432339885621996,9.25 2020-03-26,9.384601512771171,9.37 2020-03-27,9.299948545310325,9.23 2020-03-30,9.149201344778337,8.86 2020-03-31,9.096011900852805,8.91 2020-04-01,9.097949685749565,9.36 2020-04-02,9.114701934286375,9.26 2020-04-03,9.153225185952229,9.44 2020-04-07,9.235796598894552,9.69 2020-04-08,9.334356902016095,9.83 2020-04-09,9.422889423147188,9.86 2020-04-10,9.524360358375613,10.1 2020-04-13,9.620445542466223,10.06 2020-04-14,9.697191504567913,10.07 2020-04-15,9.688204035861425,10.03 2020-04-16,9.685216978386398,9.75 2020-04-17,9.671114493891999,9.71 2020-04-20,9.678335684644727,9.78 2020-04-21,9.691246131636012,9.74 2020-04-22,9.71631571630111,9.85 2020-04-23,9.67201834033489,9.86 2020-04-24,9.571702181411657,9.5 2020-04-27,9.504988026996843,9.25 2020-04-28,9.42203165091581,9.27 2020-04-29,9.314377731711918,9.09 " 1646,CN,technical,福耀玻璃从2024年11月14日到2025年08月06日,收盘价小于20日双指数移动平均线的天数比例是多少?(单位:%)(平滑系数 alpha 取 2 / (n + 1);从前 5n 个数据开始计算;初始值用首个数据点)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,46.6667,medium,moving average,DEMA = 2 * EMA1 - EMA2;EMA1 = EMA_n(P);EMA2 = EMA_n(EMA1),"date,close,high 2024-06-18,46.42,46.43 2024-06-19,45.55,46.53 2024-06-20,45.38,45.97 2024-06-21,45.17,45.41 2024-06-24,45.45,45.85 2024-06-25,46.13,46.45 2024-06-26,47.54,47.75 2024-06-27,47.45,48.0 2024-06-28,47.9,48.0 2024-07-01,47.74,48.12 2024-07-02,47.04,48.1 2024-07-03,46.17,47.32 2024-07-04,47.1,47.45 2024-07-05,47.74,47.8 2024-07-08,47.29,47.98 2024-07-09,48.73,48.85 2024-07-10,49.23,49.5 2024-07-11,49.17,49.73 2024-07-12,48.51,49.08 2024-07-15,49.26,49.39 2024-07-16,48.92,49.25 2024-07-17,48.45,48.84 2024-07-18,49.04,49.17 2024-07-19,48.6,48.9 2024-07-22,49.2,49.56 2024-07-23,47.81,49.35 2024-07-24,47.71,48.51 2024-07-25,47.6,47.99 2024-07-26,47.26,47.77 2024-07-29,44.46,46.25 2024-07-30,45.43,46.29 2024-07-31,45.01,45.4 2024-08-01,43.15,44.92 2024-08-02,43.35,43.65 2024-08-05,42.72,43.66 2024-08-06,42.87,43.14 2024-08-07,44.97,45.36 2024-08-08,45.14,45.84 2024-08-09,45.46,45.8 2024-08-12,45.23,45.87 2024-08-13,45.02,45.49 2024-08-14,45.3,45.46 2024-08-15,45.76,45.85 2024-08-16,46.32,46.62 2024-08-19,45.31,46.62 2024-08-20,45.62,45.99 2024-08-21,45.91,46.35 2024-08-22,46.55,46.66 2024-08-23,47.28,47.5 2024-08-26,46.96,47.48 2024-08-27,47.09,47.33 2024-08-28,47.42,47.59 2024-08-29,48.25,48.58 2024-08-30,47.89,48.25 2024-09-02,47.52,48.34 2024-09-03,47.75,48.05 2024-09-04,48.11,48.59 2024-09-05,48.18,48.55 2024-09-06,48.53,49.2 2024-09-09,48.4,49.12 2024-09-10,48.24,48.85 2024-09-11,48.89,49.48 2024-09-12,48.26,49.23 2024-09-13,49.6,49.92 2024-09-18,51.75,51.96 2024-09-19,52.2,53.0 2024-09-20,52.2,52.55 2024-09-23,52.3,52.61 2024-09-24,51.22,52.6 2024-09-25,52.3,53.48 2024-09-26,52.74,52.83 2024-09-27,54.25,54.57 2024-09-30,58.2,58.33 2024-10-08,58.27,64.02 2024-10-09,56.6,58.9 2024-10-10,58.36,59.26 2024-10-11,57.84,59.19 2024-10-14,58.25,58.96 2024-10-15,57.06,58.41 2024-10-16,55.71,57.23 2024-10-17,56.86,57.5 2024-10-18,58.6,59.38 2024-10-21,58.69,59.1 2024-10-22,60.88,61.61 2024-10-23,61.77,62.5 2024-10-24,60.68,62.26 2024-10-25,60.39,61.21 2024-10-28,58.34,60.39 2024-10-29,58.99,59.71 2024-10-30,58.65,59.52 2024-10-31,57.01,58.78 2024-11-01,56.96,57.67 2024-11-04,57.6,57.78 2024-11-05,58.15,58.29 2024-11-06,57.55,58.15 2024-11-07,57.87,58.35 2024-11-08,57.25,58.2 2024-11-11,57.28,58.1 2024-11-12,57.28,59.12 2024-11-13,57.59,57.95 2024-11-14,57.25,58.12 2024-11-15,57.38,58.3 2024-11-18,56.7,57.6 2024-11-19,57.36,57.49 2024-11-20,57.13,57.6 2024-11-21,57.07,57.3 2024-11-22,56.01,57.19 2024-11-25,54.8,56.32 2024-11-26,55.6,56.45 2024-11-27,56.83,56.94 2024-11-28,56.61,57.17 2024-11-29,56.0,56.93 2024-12-02,56.66,56.96 2024-12-03,57.2,57.47 2024-12-04,57.28,57.63 2024-12-05,56.05,57.5 2024-12-06,56.08,56.3 2024-12-09,56.34,56.96 2024-12-10,56.6,57.5 2024-12-11,57.35,57.62 2024-12-12,58.28,58.71 2024-12-13,57.84,58.38 2024-12-16,57.33,58.56 2024-12-17,58.8,59.28 2024-12-18,58.96,59.3 2024-12-19,60.55,61.0 2024-12-20,59.51,60.54 2024-12-23,59.81,60.47 2024-12-24,60.18,60.4 2024-12-25,61.49,61.96 2024-12-26,61.07,61.59 2024-12-27,61.64,61.73 2024-12-30,62.14,62.75 2024-12-31,62.4,63.19 2025-01-02,60.45,62.6 2025-01-03,59.38,60.87 2025-01-06,59.51,59.81 2025-01-07,59.98,60.27 2025-01-08,61.27,61.48 2025-01-09,61.08,61.62 2025-01-10,60.0,61.3 2025-01-13,59.7,61.3 2025-01-14,61.24,61.54 2025-01-15,60.56,61.35 2025-01-16,60.8,61.58 2025-01-17,60.19,61.44 2025-01-20,59.5,60.75 2025-01-21,59.55,59.92 2025-01-22,58.91,60.06 2025-01-23,58.42,59.33 2025-01-24,59.39,59.98 2025-01-27,59.59,60.24 2025-02-05,59.35,60.1 2025-02-06,58.6,59.54 2025-02-07,58.51,58.63 2025-02-10,58.35,59.12 2025-02-11,57.2,58.48 2025-02-12,57.43,57.56 2025-02-13,56.9,57.3 2025-02-14,57.34,57.34 2025-02-17,56.85,57.33 2025-02-18,57.42,57.98 2025-02-19,57.23,57.79 2025-02-20,57.34,57.66 2025-02-21,57.77,58.21 2025-02-24,56.81,57.58 2025-02-25,55.93,57.22 2025-02-26,56.88,57.01 2025-02-27,56.54,57.1 2025-02-28,56.26,57.34 2025-03-03,55.96,56.8 2025-03-04,55.73,56.13 2025-03-05,56.0,56.38 2025-03-06,55.79,56.26 2025-03-07,56.0,56.22 2025-03-10,56.61,56.62 2025-03-11,56.97,57.58 2025-03-12,58.99,59.3 2025-03-13,58.91,59.53 2025-03-14,61.38,61.49 2025-03-17,61.1,61.5 2025-03-18,60.45,61.41 2025-03-19,57.51,60.0 2025-03-20,56.94,57.69 2025-03-21,56.7,57.5 2025-03-24,57.78,58.78 2025-03-25,57.83,58.15 2025-03-26,57.58,57.94 2025-03-27,58.23,58.8 2025-03-28,58.24,58.64 2025-03-31,58.57,59.49 2025-04-01,57.9,58.87 2025-04-02,57.35,57.89 2025-04-03,56.9,57.34 2025-04-07,53.68,54.75 2025-04-08,53.68,54.13 2025-04-09,53.53,53.53 2025-04-10,54.6,56.28 2025-04-11,55.03,55.18 2025-04-14,54.12,55.5 2025-04-15,54.6,54.78 2025-04-16,54.88,54.88 2025-04-17,54.34,54.97 2025-04-18,54.11,55.75 2025-04-21,55.39,55.65 2025-04-22,55.94,56.15 2025-04-23,56.87,57.18 2025-04-24,56.98,57.35 2025-04-25,57.02,57.24 2025-04-28,56.98,57.5 2025-04-29,58.13,58.3 2025-04-30,58.12,58.78 2025-05-06,58.0,58.25 2025-05-07,57.56,58.47 2025-05-08,58.24,58.28 2025-05-09,56.12,56.8 2025-05-12,56.88,57.25 2025-05-13,56.4,57.19 2025-05-14,56.24,56.56 2025-05-15,56.67,56.99 2025-05-16,57.06,57.08 2025-05-19,56.83,57.14 2025-05-20,57.43,57.67 2025-05-21,57.17,57.98 2025-05-22,59.0,59.0 2025-05-23,60.3,60.88 2025-05-26,59.79,60.65 2025-05-27,58.6,60.11 2025-05-28,58.65,59.31 2025-05-29,58.35,59.24 2025-05-30,57.97,58.68 2025-06-03,58.07,58.37 2025-06-04,57.0,58.47 2025-06-05,57.94,58.13 2025-06-06,57.88,58.11 2025-06-09,57.55,57.97 2025-06-10,57.28,57.85 2025-06-11,58.41,59.16 2025-06-12,57.98,58.4 2025-06-13,57.7,58.22 2025-06-16,57.95,58.11 2025-06-17,57.2,58.1 2025-06-18,57.47,57.63 2025-06-19,56.85,57.52 2025-06-20,57.65,57.95 2025-06-23,56.79,57.6 2025-06-24,57.47,57.88 2025-06-25,57.99,58.15 2025-06-26,56.98,58.15 2025-06-27,57.36,57.7 2025-06-30,57.01,57.47 2025-07-01,56.87,57.2 2025-07-02,57.13,57.5 2025-07-03,57.21,57.7 2025-07-04,58.13,58.77 2025-07-07,58.13,59.0 2025-07-08,57.64,58.22 2025-07-09,56.8,57.85 2025-07-10,56.41,56.93 2025-07-11,56.77,57.49 2025-07-14,56.71,57.06 2025-07-15,56.77,57.19 2025-07-16,56.76,57.18 2025-07-17,57.58,58.22 2025-07-18,58.0,58.06 2025-07-21,57.57,58.01 2025-07-22,57.35,57.7 2025-07-23,57.37,57.77 2025-07-24,57.38,57.42 2025-07-25,56.79,57.95 2025-07-28,55.57,56.93 2025-07-29,55.03,55.66 2025-07-30,55.55,56.15 2025-07-31,54.66,55.47 2025-08-01,54.91,55.01 2025-08-04,54.75,54.87 2025-08-05,55.79,55.95 2025-08-06,55.56,56.43 ","date,20日,close 2024-08-09,44.45379978451805,45.46 2024-08-12,44.491734935201336,45.23 2024-08-13,44.491389469568354,45.02 2024-08-14,44.54669497756886,45.3 2024-08-15,44.682247150988154,45.76 2024-08-16,44.904572198608136,46.32 2024-08-19,44.91618456458632,45.31 2024-08-20,44.98549822866745,45.62 2024-08-21,45.100600813290164,45.91 2024-08-22,45.31826437291746,46.55 2024-08-23,45.640040988640344,47.28 2024-08-26,45.86027045422174,46.96 2024-08-27,46.07410663394509,47.09 2024-08-28,46.31823006783251,47.42 2024-08-29,46.67862834302986,48.25 2024-08-30,46.92259492800519,47.89 2024-09-02,47.06395900388745,47.52 2024-09-03,47.22553858524332,47.75 2024-09-04,47.42786982000182,48.11 2024-09-05,47.61238251040501,48.18 2024-09-06,47.83206403238672,48.53 2024-09-09,47.994641749633544,48.4 2024-09-10,48.10237868597725,48.24 2024-09-11,48.30973360497082,48.89 2024-09-12,48.3704505921291,48.26 2024-09-13,48.662235240645245,49.6 2024-09-18,49.29961691219116,51.75 2024-09-19,49.92523214071567,52.2 2024-09-20,50.45798989340158,52.2 2024-09-23,50.92804338352858,52.3 2024-09-24,51.12935208285225,51.22 2024-09-25,51.49088276794166,52.3 2024-09-26,51.87398718119679,52.74 2024-09-27,52.46937208927006,54.25 2024-09-30,53.68945477284687,58.2 2024-10-08,54.741817651939485,58.27 2024-10-09,55.33232950850337,56.6 2024-10-10,56.146491554275585,58.36 2024-10-11,56.73870591324763,57.84 2024-10-14,57.30785457523385,58.25 2024-10-15,57.566428835270315,57.06 2024-10-16,57.52860478205509,55.71 2024-10-17,57.68976373366752,56.86 2024-10-18,58.129807558151455,58.6 2024-10-21,58.51061615317662,58.69 2024-10-22,59.22124979986908,60.88 2024-10-23,59.979466913829405,61.77 2024-10-24,60.41864720971231,60.68 2024-10-25,60.727920447750584,60.39 2024-10-28,60.60614257278645,58.34 2024-10-29,60.60381517334608,58.99 2024-10-30,60.5255941940006,58.65 2024-10-31,60.14704510030509,57.01 2024-11-01,59.79964282541779,56.96 2024-11-04,59.6056047471049,57.6 2024-11-05,59.52834813653942,58.15 2024-11-06,59.34376076928252,57.55 2024-11-07,59.234438586387114,57.87 2024-11-08,59.020100576476025,57.25 2024-11-11,58.83403158807737,57.28 2024-11-12,58.6676210865712,57.28 2024-11-13,58.57504812650314,57.59 2024-11-14,58.428655765753525,57.25 2024-11-15,58.32171185352309,57.38 2024-11-18,58.10227058429569,56.7 2024-11-19,58.029646138653334,57.36 2024-11-20,57.92239895173383,57.13 2024-11-21,57.81653539099717,57.07 2024-11-22,57.53081455882045,56.01 2024-11-25,57.06362979997447,54.8 2024-11-26,56.80578803774478,55.6 2024-11-27,56.80691269008968,56.83 2024-11-28,56.768133435523126,56.61 2024-11-29,56.6242970531181,56.0 2024-12-02,56.620618771347836,56.66 2024-12-03,56.71592413460304,57.2 2024-12-04,56.812843725525305,57.28 2024-12-05,56.673289524665506,56.05 2024-12-06,56.5588400357561,56.08 2024-12-09,56.507974671494594,56.34 2024-12-10,56.51197853728966,56.6 2024-12-11,56.6521088806068,57.35 2024-12-12,56.94185631465455,58.28 2024-12-13,57.111360619490426,57.84 2024-12-16,57.16420781125413,57.33 2024-12-17,57.47563866155272,58.8 2024-12-18,57.771611410558585,58.96 2024-12-19,58.31310736690525,60.55 2024-12-20,58.58799990834182,59.51 2024-12-23,58.87580990341037,59.81 2024-12-24,59.18700302950133,60.18 2024-12-25,59.6883923864193,61.49 2024-12-26,60.03897739390617,61.07 2024-12-27,60.438717253604885,61.64 2024-12-30,60.867540882486566,62.14 2024-12-31,61.277280489054235,62.4 2025-01-02,61.2691328156182,60.45 2025-01-03,61.06092909368422,59.38 2025-01-06,60.89883099846222,59.51 2025-01-07,60.838802117806914,59.98 2025-01-08,61.0158868470863,61.27 2025-01-09,61.1286851234616,61.08 2025-01-10,61.024661171710214,60.0 2025-01-13,60.87579203051046,59.7 2025-01-14,61.02262892825388,61.24 2025-01-15,61.02144435766967,60.56 2025-01-16,61.059826653788534,60.8 2025-01-17,60.978231874386616,60.19 2025-01-20,60.77911930553937,59.5 2025-01-21,60.613595236206,59.55 2025-01-22,60.35235131336208,58.91 2025-01-23,60.036527137851635,58.42 2025-01-24,59.93929667093399,59.39 2025-01-27,59.89100328036482,59.59 2025-02-05,59.80520299211782,59.35 2025-02-06,59.59478413491683,58.6 2025-02-07,59.39718698301382,58.51 2025-02-10,59.198363128662244,58.35 2025-02-11,58.8192954099875,57.2 2025-02-12,58.536028679643884,57.43 2025-02-13,58.19797107335677,56.9 2025-02-14,57.98928472378063,57.34 2025-02-17,57.72367721563525,56.85 2025-02-18,57.601729326059235,57.42 2025-02-19,57.465788043879684,57.23 2025-02-20,57.37232329321679,57.34 2025-02-21,57.373524952713,57.77 2025-02-24,57.20395510978166,56.81 2025-02-25,56.901935758903356,55.93 2025-02-26,56.81822435594942,56.88 2025-02-27,56.68858101379483,56.54 2025-02-28,56.5303144138561,56.26 2025-03-03,56.34388470811164,55.96 2025-03-04,56.14606914664635,55.73 2025-03-05,56.02934421631628,56.0 2025-03-06,55.89543247773483,55.79 2025-03-07,55.82295205247669,56.0 2025-03-10,55.87588347712952,56.61 2025-03-11,55.99117760500063,56.97 2025-03-12,56.46087481529874,58.99 2025-03-13,56.85379362177589,58.91 2025-03-14,57.64215760057669,61.38 2025-03-17,58.27061738729954,61.1 2025-03-18,58.6928203656618,60.45 2025-03-19,58.52103803851016,57.51 2025-03-20,58.26784626468752,56.94 2025-03-21,58.005003599361615,56.7 2025-03-24,57.97392374317093,57.78 2025-03-25,57.95579330539876,57.83 2025-03-26,57.894459379645134,57.58 2025-03-27,57.959313382557504,58.23 2025-03-28,58.01667175335375,58.24 2025-03-31,58.125514576129326,58.57 2025-04-01,58.09710233285827,57.9 2025-04-02,57.97228321913427,57.35 2025-04-03,57.782830083236526,56.9 2025-04-07,57.03561034992127,53.68 2025-04-08,56.39350430655053,53.68 2025-04-09,55.81605691679308,53.53 2025-04-10,55.51673098624975,54.6 2025-04-11,55.34139405910429,55.03 2025-04-14,55.029960483285855,54.12 2025-04-15,54.853844014343466,54.6 2025-04-16,54.75816732194987,54.88 2025-04-17,54.58299282026758,54.34 2025-04-18,54.39566863344586,54.11 2025-04-21,54.471934606288436,55.39 2025-04-22,54.64246584839959,55.94 2025-04-23,54.96253821803343,56.87 2025-04-24,55.26180346194654,56.98 2025-04-25,55.5296210111639,57.02 2025-04-28,55.75511681892537,56.98 2025-04-29,56.15943318927954,58.13 2025-04-30,56.506463749235856,58.12 2025-05-06,56.78340746158798,58.0 2025-05-07,56.94132821059651,57.56 2025-05-08,57.199568749257956,58.24 2025-05-09,57.035819450980746,56.12 2025-05-12,57.03133696916217,56.88 2025-05-13,56.939220135118724,56.4 2025-05-14,56.82989800897324,56.24 2025-05-15,56.81306154735325,56.67 2025-05-16,56.86873000804662,57.06 2025-05-19,56.87431140096752,56.83 2025-05-20,56.98732191625226,57.43 2025-05-21,57.03668134562366,57.17 2025-05-22,57.41026871211025,59.0 2025-05-23,57.966332123568776,60.3 2025-05-26,58.35017240257615,59.79 2025-05-27,58.46156843684227,58.6 2025-05-28,58.56308248360578,58.65 2025-05-29,58.59254788257903,58.35 2025-05-30,58.54553386330243,57.97 2025-06-03,58.51996879207327,58.07 2025-06-04,58.30085571751087,57.0 2025-06-05,58.28021344361728,57.94 2025-06-06,58.24934560994368,57.88 2025-06-09,58.16086336414789,57.55 2025-06-10,58.033912016780846,57.28 2025-06-11,58.12814085018985,58.41 2025-06-12,58.12982802810345,57.98 2025-06-13,58.079056506820876,57.7 2025-06-16,58.07940855849823,57.95 2025-06-17,57.94246855038379,57.2 2025-06-18,57.872615450313845,57.47 2025-06-19,57.69931061828094,56.85 2025-06-20,57.69486552341246,57.65 2025-06-23,57.53481078114223,56.79 2025-06-24,57.52039126847983,57.47 2025-06-25,57.60246154252734,57.99 2025-06-26,57.48993891840271,56.98 2025-06-27,57.46213750574374,57.36 2025-06-30,57.37496095247196,57.01 2025-07-01,57.274891611109155,56.87 2025-07-02,57.23646848485878,57.13 2025-07-03,57.21856231135352,57.21 2025-07-04,57.37072018463967,58.13 2025-07-07,57.502162614385114,58.13 2025-07-08,57.52656639370611,57.64 2025-07-09,57.39519110744775,56.8 2025-07-10,57.211501214547376,56.41 2025-07-11,57.11917002136092,56.77 2025-07-14,57.02953682220956,56.71 2025-07-15,56.96414967440347,56.77 2025-07-16,56.907049086975775,56.76 2025-07-17,57.00772593865538,57.58 2025-07-18,57.171520586505075,58.0 2025-07-21,57.23511193690806,57.57 2025-07-22,57.25029567783288,57.35 2025-07-23,57.26725746414247,57.37 2025-07-24,57.283888246458105,57.38 2025-07-25,57.19134439029055,56.79 2025-07-28,56.890633030568,55.57 2025-07-29,56.53453476983757,55.03 2025-07-30,56.32371932493274,55.55 2025-07-31,55.982677935113294,54.66 2025-08-01,55.73685785922832,54.91 2025-08-04,55.49910620654944,54.75 2025-08-05,55.48635162277784,55.79 2025-08-06,55.43694161998268,55.56 " 1647,CN,technical,在2025年09月30日至2025年11月13日期间,对于长城汽车的双指数移动平均线,收盘价大于5日线的天数占总天数的百分比?(平滑系数 alpha 取 2 / (n + 1);从前 5n 个数据开始计算;初始值用首个数据点)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,50.0,medium,moving average,DEMA = 2 * EMA1 - EMA2;EMA1 = EMA_n(P);EMA2 = EMA_n(EMA1),"date,close,high 2025-08-26,26.2,26.36 2025-08-27,25.16,26.13 2025-08-28,25.51,25.67 2025-08-29,25.85,25.96 2025-09-01,26.08,26.39 2025-09-02,26.28,26.87 2025-09-03,25.98,26.54 2025-09-04,25.71,26.09 2025-09-05,26.07,26.12 2025-09-08,25.95,26.31 2025-09-09,26.19,26.34 2025-09-10,25.74,26.29 2025-09-11,25.61,25.73 2025-09-12,25.13,25.74 2025-09-15,25.09,25.48 2025-09-16,25.05,25.2 2025-09-17,25.35,25.49 2025-09-18,24.99,25.61 2025-09-19,24.94,25.15 2025-09-22,24.66,25.02 2025-09-23,24.5,24.88 2025-09-24,24.5,24.66 2025-09-25,24.4,24.64 2025-09-26,24.22,24.93 2025-09-29,24.4,24.48 2025-09-30,24.6,24.8 2025-10-09,24.75,24.77 2025-10-10,24.58,24.97 2025-10-13,23.84,24.14 2025-10-14,23.44,24.09 2025-10-15,23.63,23.64 2025-10-16,23.62,24.14 2025-10-17,22.85,23.6 2025-10-20,22.98,23.1 2025-10-21,23.17,23.17 2025-10-22,22.84,23.18 2025-10-23,23.21,23.22 2025-10-24,23.19,23.27 2025-10-27,22.91,23.1 2025-10-28,22.9,23.05 2025-10-29,22.77,22.86 2025-10-30,22.71,22.99 2025-10-31,22.79,22.91 2025-11-03,22.69,22.92 2025-11-04,22.47,22.72 2025-11-05,22.45,22.5 2025-11-06,22.81,22.9 2025-11-07,22.78,23.0 2025-11-10,23.73,23.81 2025-11-11,23.39,23.77 2025-11-12,22.97,23.37 2025-11-13,23.09,23.15 ","date,5日,close 2025-09-05,25.976516283086927,26.07 2025-09-08,25.96560195769615,25.95 2025-09-09,26.092350928889566,26.19 2025-09-10,25.909533701765575,25.74 2025-09-11,25.737222300625405,25.61 2025-09-12,25.379836977826955,25.13 2025-09-15,25.17101717015798,25.09 2025-09-16,25.046984236731998,25.05 2025-09-17,25.158860240016892,25.35 2025-09-18,25.029820659252742,24.99 2025-09-19,24.94026743899615,24.94 2025-09-22,24.74488073677142,24.66 2025-09-23,24.559722120585835,24.5 2025-09-24,24.470793611104927,24.5 2025-09-25,24.37895942787953,24.4 2025-09-26,24.24048207668163,24.22 2025-09-29,24.276660800962382,24.4 2025-09-30,24.417555700535786,24.6 2025-10-09,24.58378057806443,24.75 2025-10-10,24.58168268162556,24.58 2025-10-13,24.16945220747211,23.84 2025-10-14,23.72741064035145,23.44 2025-10-15,23.604568761592105,23.63 2025-10-16,23.54724250863328,23.62 2025-10-17,23.102070561914545,22.85 2025-10-20,22.94843074538238,22.98 2025-10-21,22.989209632992264,23.17 2025-10-22,22.844088068264185,22.84 2025-10-23,22.984690920800126,23.21 2025-10-24,23.06110430850498,23.19 2025-10-27,22.95383200209547,22.91 2025-10-28,22.89572964345841,22.9 2025-10-29,22.798158634791008,22.77 2025-10-30,22.718331671517603,22.71 2025-10-31,22.726371724338577,22.79 2025-11-03,22.68145933399917,22.69 2025-11-04,22.54022501229286,22.47 2025-11-05,22.45854031239085,22.45 2025-11-06,22.6212870777243,22.81 2025-11-07,22.69792040923647,22.78 2025-11-10,23.268877399993386,23.73 2025-11-11,23.3849830181083,23.39 2025-11-12,23.203809624147343,22.97 2025-11-13,23.16397593525943,23.09 " 1648,CN,technical,2024年08月29日-2025年04月23日,大华股份的收盘价大于5日双指数移动平均线的天数占比多少?(%)(平滑系数 alpha 取 2 / (n + 1);从前 5n 个数据开始计算;初始值用首个数据点)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,46.5116,medium,moving average,DEMA = 2 * EMA1 - EMA2;EMA1 = EMA_n(P);EMA2 = EMA_n(EMA1),"date,close,high 2024-07-25,14.39,14.51 2024-07-26,14.53,14.65 2024-07-29,14.4,14.59 2024-07-30,14.36,14.39 2024-07-31,15.0,15.0 2024-08-01,14.92,15.14 2024-08-02,14.71,15.02 2024-08-05,14.15,14.8 2024-08-06,14.28,14.39 2024-08-07,13.99,14.35 2024-08-08,13.94,14.03 2024-08-09,13.72,14.17 2024-08-12,13.67,13.75 2024-08-13,13.69,13.75 2024-08-14,13.74,13.79 2024-08-15,13.9,14.04 2024-08-16,13.93,14.05 2024-08-19,13.73,14.02 2024-08-20,13.5,13.76 2024-08-21,13.27,13.55 2024-08-22,13.03,13.33 2024-08-23,13.11,13.19 2024-08-26,13.38,13.59 2024-08-27,13.06,13.31 2024-08-28,13.18,13.21 2024-08-29,13.35,13.45 2024-08-30,13.72,13.9 2024-09-02,13.52,13.8 2024-09-03,13.73,13.82 2024-09-04,13.69,13.8 2024-09-05,13.74,13.89 2024-09-06,13.52,13.79 2024-09-09,13.37,13.55 2024-09-10,13.6,13.67 2024-09-11,13.61,13.72 2024-09-12,13.52,13.8 2024-09-13,13.52,13.65 2024-09-18,13.58,13.63 2024-09-19,13.87,13.94 2024-09-20,13.97,14.07 2024-09-23,14.08,14.31 2024-09-24,14.39,14.5 2024-09-25,14.61,14.82 2024-09-26,15.04,15.05 2024-09-27,15.99,16.09 2024-09-30,17.22,17.34 2024-10-08,18.49,18.94 2024-10-09,16.75,17.95 2024-10-10,16.73,17.22 2024-10-11,15.91,16.71 2024-10-14,16.44,16.57 2024-10-15,16.12,16.61 2024-10-16,15.91,16.14 2024-10-17,15.91,16.33 2024-10-18,16.42,16.72 2024-10-21,16.89,17.16 2024-10-22,16.71,16.83 2024-10-23,16.64,16.83 2024-10-24,16.35,16.63 2024-10-25,16.45,16.58 2024-10-28,16.68,16.9 2024-10-29,16.43,16.85 2024-10-30,16.23,16.41 2024-10-31,16.44,16.52 2024-11-01,16.03,16.4 2024-11-04,16.29,16.35 2024-11-05,17.29,17.49 2024-11-06,17.14,17.39 2024-11-07,17.35,17.35 2024-11-08,17.29,17.72 2024-11-11,18.19,18.3 2024-11-12,17.83,18.38 2024-11-13,18.07,18.26 2024-11-14,17.48,18.12 2024-11-15,17.7,18.42 2024-11-18,16.84,17.8 2024-11-19,17.04,17.04 2024-11-20,17.16,17.41 2024-11-21,16.99,17.18 2024-11-22,16.43,17.35 2024-11-25,16.04,16.47 2024-11-26,15.91,16.15 2024-11-27,16.24,16.24 2024-11-28,15.97,16.32 2024-11-29,16.33,16.49 2024-12-02,16.46,16.54 2024-12-03,16.26,16.46 2024-12-04,16.08,16.34 2024-12-05,16.13,16.22 2024-12-06,16.87,17.14 2024-12-09,16.83,17.25 2024-12-10,17.03,17.41 2024-12-11,16.94,17.05 2024-12-12,16.92,17.03 2024-12-13,16.67,16.93 2024-12-16,16.49,16.78 2024-12-17,16.35,16.63 2024-12-18,16.62,16.76 2024-12-19,16.82,16.82 2024-12-20,16.78,16.98 2024-12-23,16.51,16.86 2024-12-24,16.56,16.67 2024-12-25,16.42,16.66 2024-12-26,17.02,17.09 2024-12-27,16.7,17.02 2024-12-30,16.75,16.94 2024-12-31,16.0,16.84 2025-01-02,15.4,16.0 2025-01-03,14.93,15.51 2025-01-06,14.86,15.09 2025-01-07,14.98,14.98 2025-01-08,14.65,14.92 2025-01-09,14.61,14.75 2025-01-10,14.36,14.83 2025-01-13,14.55,14.72 2025-01-14,15.09,15.1 2025-01-15,14.88,15.08 2025-01-16,14.98,15.15 2025-01-17,15.06,15.18 2025-01-20,15.11,15.25 2025-01-21,15.15,15.22 2025-01-22,15.17,15.28 2025-01-23,15.18,15.51 2025-01-24,15.49,15.52 2025-01-27,15.15,15.43 2025-02-05,15.7,15.79 2025-02-06,16.07,16.1 2025-02-07,16.3,16.5 2025-02-10,16.4,16.44 2025-02-11,16.78,16.95 2025-02-12,17.08,17.2 2025-02-13,16.76,17.14 2025-02-14,17.27,17.66 2025-02-17,17.53,17.65 2025-02-18,17.33,18.05 2025-02-19,17.49,17.64 2025-02-20,17.24,17.63 2025-02-21,17.7,17.79 2025-02-24,17.92,18.18 2025-02-25,17.74,18.14 2025-02-26,17.59,17.99 2025-02-27,17.16,17.68 2025-02-28,16.44,17.15 2025-03-03,16.38,16.76 2025-03-04,16.61,16.67 2025-03-05,16.53,16.72 2025-03-06,18.18,18.18 2025-03-07,19.37,20.0 2025-03-10,18.91,19.55 2025-03-11,18.65,18.88 2025-03-12,18.81,19.49 2025-03-13,19.22,20.5 2025-03-14,19.02,19.79 2025-03-17,19.14,19.77 2025-03-18,19.86,20.44 2025-03-19,18.9,19.6 2025-03-20,18.38,18.9 2025-03-21,17.85,18.48 2025-03-24,17.58,17.93 2025-03-25,17.3,17.57 2025-03-26,17.19,17.48 2025-03-27,17.21,17.42 2025-03-28,17.06,17.22 2025-03-31,17.02,17.07 2025-04-01,16.87,17.16 2025-04-02,16.92,17.13 2025-04-03,16.47,16.8 2025-04-07,14.82,15.8 2025-04-08,14.84,15.11 2025-04-09,15.11,15.19 2025-04-10,15.39,15.65 2025-04-11,15.44,15.59 2025-04-14,15.54,15.74 2025-04-15,15.44,15.57 2025-04-16,15.47,15.54 2025-04-17,15.48,15.53 2025-04-18,15.59,15.62 2025-04-21,15.79,15.8 2025-04-22,15.75,15.83 2025-04-23,16.01,16.24 ","date,5日,close 2024-08-06,14.326125082558555,14.28 2024-08-07,14.113722332300291,13.99 2024-08-08,13.977796406374367,13.94 2024-08-09,13.790963060810137,13.72 2024-08-12,13.672263456024908,13.67 2024-08-13,13.630367692117595,13.69 2024-08-14,13.646150942367946,13.74 2024-08-15,13.752482282216107,13.9 2024-08-16,13.832798179680168,13.93 2024-08-19,13.768183225255285,13.73 2024-08-20,13.607445109371417,13.5 2024-08-21,13.396289823492875,13.27 2024-08-22,13.155077493825427,13.03 2024-08-23,13.078418959103733,13.11 2024-08-26,13.197857503771456,13.38 2024-08-27,13.093401578760282,13.06 2024-08-28,13.109932103337506,13.18 2024-08-29,13.219508769445438,13.35 2024-08-30,13.48826409111058,13.72 2024-09-02,13.522348223949466,13.52 2024-09-03,13.653902480327922,13.73 2024-09-04,13.698604096459686,13.69 2024-09-05,13.745293248467174,13.74 2024-09-06,13.643233621751927,13.52 2024-09-09,13.500847829683822,13.37 2024-09-10,13.550804385466463,13.6 2024-09-11,13.58402903409581,13.61 2024-09-12,13.551681207475982,13.52 2024-09-13,13.533784261480951,13.52 2024-09-18,13.557631811985276,13.58 2024-09-19,13.731827188655501,13.87 2024-09-20,13.880155446213877,13.97 2024-09-23,14.017172955549395,14.08 2024-09-24,14.257272631304136,14.39 2024-09-25,14.500953305939113,14.61 2024-09-26,14.86026101622809,15.04 2024-09-27,15.567702107886738,15.99 2024-09-30,16.612375692192053,17.22 2024-10-08,17.84974443052863,18.49 2024-10-09,17.504158933063934,16.75 2024-10-10,17.25565883051696,16.73 2024-10-11,16.63125224821642,15.91 2024-10-14,16.56804351739214,16.44 2024-10-15,16.347945912871108,16.12 2024-10-16,16.108130764987187,15.91 2024-10-17,15.97953172537354,15.91 2024-10-18,16.197984182725968,16.42 2024-10-21,16.58085369902416,16.89 2024-10-22,16.68536751748734,16.71 2024-10-23,16.695666157083494,16.64 2024-10-24,16.5329470905614,16.35 2024-10-25,16.4958556064892,16.45 2024-10-28,16.602053212847203,16.68 2024-10-29,16.51902401424551,16.43 2024-10-30,16.361119479950816,16.23 2024-10-31,16.393037522491973,16.44 2024-11-01,16.1846635944556,16.03 2024-11-04,16.219312560388815,16.29 2024-11-05,16.79812181631593,17.29 2024-11-06,17.02669017269288,17.14 2024-11-07,17.257532756338982,17.35 2024-11-08,17.337070265032914,17.29 2024-11-11,17.86719023944879,18.19 2024-11-12,17.938666868139308,17.83 2024-11-13,18.091693495541836,18.07 2024-11-14,17.829517163771648,17.48 2024-11-15,17.79638133145471,17.7 2024-11-18,17.293167480263325,16.84 2024-11-19,17.130276048593455,17.04 2024-11-20,17.114515851340904,17.16 2024-11-21,17.01812066907967,16.99 2024-11-22,16.661042735954716,16.43 2024-11-25,16.260003350570877,16.04 2024-11-26,15.985096584781292,15.91 2024-11-27,16.037905068343555,16.24 2024-11-28,15.93383049788861,15.97 2024-11-29,16.091593966809903,16.33 2024-12-02,16.26042284557382,16.46 2024-12-03,16.2465220310718,16.26 2024-12-04,16.141841443396263,16.08 2024-12-05,16.116223244051994,16.13 2024-12-06,16.517479239448765,16.87 2024-12-09,16.712761988575245,16.83 2024-12-10,16.923691878345323,17.03 2024-12-11,16.979250509538094,16.94 2024-12-12,16.988470955675094,16.92 2024-12-13,16.846072158883196,16.67 2024-12-16,16.663220231544216,16.49 2024-12-17,16.484928238110868,16.35 2024-12-18,16.54069532568373,16.62 2024-12-19,16.68540343952903,16.82 2024-12-20,16.74245110795705,16.78 2024-12-23,16.621977726374272,16.51 2024-12-24,16.583769809407006,16.56 2024-12-25,16.486369645265228,16.42 2024-12-26,16.769039611728296,17.02 2024-12-27,16.74477741774207,16.7 2024-12-30,16.756796729554633,16.75 2024-12-31,16.34471678707637,16.0 2025-01-02,15.789934947410877,15.4 2025-01-03,15.238928024513893,14.93 2025-01-06,14.92082183383591,14.86 2025-01-07,14.839349989775041,14.98 2025-01-08,14.635434726884094,14.65 2025-01-09,14.524201862612108,14.61 2025-01-10,14.345409271534324,14.36 2025-01-13,14.373122645329271,14.55 2025-01-14,14.705092739757106,15.09 2025-01-15,14.778735810640914,14.88 2025-01-16,14.878273196518057,14.98 2025-01-17,14.978259457294783,15.06 2025-01-20,15.059557855718353,15.11 2025-01-21,15.123517382160124,15.15 2025-01-22,15.165997462560895,15.17 2025-01-23,15.190877780232247,15.18 2025-01-24,15.372949279171488,15.49 2025-01-27,15.277986692125431,15.15 2025-02-05,15.527115909868801,15.7 2025-02-06,15.862604905547098,16.07 2025-02-07,16.16253280301,16.3 2025-02-10,16.366663779325734,16.4 2025-02-11,16.672203793318754,16.78 2025-02-12,16.986643378058012,17.08 2025-02-13,16.95898948482457,16.76 2025-02-14,17.20792225618475,17.27 2025-02-17,17.469901014990974,17.53 2025-02-18,17.481902572794745,17.33 2025-02-19,17.559247423730334,17.49 2025-02-20,17.44703986595389,17.24 2025-02-21,17.6297209662806,17.7 2025-02-24,17.840943570172406,17.92 2025-02-25,17.843604330771825,17.74 2025-02-26,17.749941965396918,17.59 2025-02-27,17.451654029075083,17.16 2025-02-28,16.88667560970148,16.44 2025-03-03,16.55261013334638,16.38 2025-03-04,16.51273546237229,16.61 2025-03-05,16.46137611278689,16.53 2025-03-06,17.362841278217058,18.18 2025-03-07,18.51539898749524,19.37 2025-03-10,18.867046970786063,18.91 2025-03-11,18.88366307771687,18.65 2025-03-12,18.953974338828687,18.81 2025-03-13,19.19700441723075,19.22 2025-03-14,19.196461739050477,19.02 2025-03-17,19.243280355520298,19.14 2025-03-18,19.652613034449075,19.86 2025-03-19,19.32424833236752,18.9 2025-03-20,18.84228087229044,18.38 2025-03-21,18.282264126446133,17.85 2025-03-24,17.835338447576873,17.58 2025-03-25,17.45277831834866,17.3 2025-03-26,17.204665114430714,17.19 2025-03-27,17.10387423330821,17.21 2025-03-28,16.987536704663967,17.06 2025-03-31,16.921660391414974,17.02 2025-04-01,16.819975319813754,16.87 2025-04-02,16.80811803023391,16.92 2025-04-03,16.565279453727985,16.47 2025-04-07,15.530097924866691,14.82 2025-04-08,15.002228587054262,14.84 2025-04-09,14.89959459390937,15.11 2025-04-10,15.032913419855046,15.39 2025-04-11,15.15962029584701,15.44 2025-04-14,15.302643318971548,15.54 2025-04-15,15.337026516030058,15.44 2025-04-16,15.3804161018305,15.47 2025-04-17,15.415209684205088,15.48 2025-04-18,15.498983533682118,15.59 2025-04-21,15.657440407485005,15.79 2025-04-22,15.720372306121288,15.75 2025-04-23,15.896078449279493,16.01 " 1649,CN,technical,统计北新建材在2023年08月15日到2023年11月22日间,最低价大于10日双指数移动平均线的天数占比(%)。(平滑系数 alpha 取 2 / (n + 1);从前 5n 个数据开始计算;初始值用首个数据点)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,82.6531,medium,moving average,DEMA = 2 * EMA1 - EMA2;EMA1 = EMA_n(P);EMA2 = EMA_n(EMA1),"date,close,high,low 2023-06-02,24.03,24.11,22.49 2023-06-05,23.91,24.16,23.3 2023-06-06,24.51,24.83,23.79 2023-06-07,24.04,24.9,23.99 2023-06-08,25.16,25.31,23.9 2023-06-09,24.41,24.62,24.13 2023-06-12,25.15,26.17,24.26 2023-06-13,25.15,25.95,24.9 2023-06-14,25.16,25.91,25.08 2023-06-15,25.4,25.63,24.78 2023-06-16,25.34,25.85,25.23 2023-06-19,24.83,25.34,24.55 2023-06-20,24.25,24.8,24.05 2023-06-21,23.97,24.76,23.94 2023-06-26,24.21,24.33,23.55 2023-06-27,25.29,25.49,24.09 2023-06-28,24.99,25.29,24.62 2023-06-29,24.46,24.98,24.4 2023-06-30,24.51,24.89,24.28 2023-07-03,24.75,24.98,24.42 2023-07-04,25.05,25.08,24.41 2023-07-05,24.9,25.01,24.55 2023-07-06,25.01,25.24,24.66 2023-07-07,24.86,25.18,24.68 2023-07-10,24.59,25.18,24.27 2023-07-11,24.43,24.95,24.36 2023-07-12,24.06,24.43,24.01 2023-07-13,24.23,24.34,24.06 2023-07-14,23.93,24.43,23.9 2023-07-17,24.02,24.02,23.55 2023-07-18,24.22,24.32,23.61 2023-07-19,25.32,25.45,24.1 2023-07-20,25.65,25.95,25.35 2023-07-21,25.62,25.9,25.43 2023-07-24,24.54,26.34,24.51 2023-07-25,26.7,26.83,25.18 2023-07-26,27.0,27.37,26.4 2023-07-27,27.12,27.7,26.3 2023-07-28,27.74,27.79,26.99 2023-07-31,28.33,29.0,28.05 2023-08-01,27.85,28.52,27.6 2023-08-02,28.01,28.17,27.57 2023-08-03,27.99,28.19,27.55 2023-08-04,27.83,28.77,27.74 2023-08-07,27.37,27.72,27.1 2023-08-08,27.32,27.72,27.2 2023-08-09,27.03,27.54,26.99 2023-08-10,27.04,27.23,26.61 2023-08-11,26.54,27.26,26.37 2023-08-14,26.76,27.01,26.19 2023-08-15,26.75,27.1,26.32 2023-08-16,26.9,27.56,26.56 2023-08-17,26.65,26.84,26.31 2023-08-18,26.48,27.04,26.26 2023-08-21,28.1,28.92,27.71 2023-08-22,28.97,29.25,28.09 2023-08-23,28.7,29.3,28.51 2023-08-24,28.11,28.65,27.97 2023-08-25,28.49,29.13,27.97 2023-08-28,29.27,30.48,28.28 2023-08-29,29.39,29.6,28.55 2023-08-30,30.22,30.6,29.01 2023-08-31,29.9,30.51,29.81 2023-09-01,30.93,31.19,30.32 2023-09-04,31.32,32.08,31.1 2023-09-05,31.19,31.89,30.96 2023-09-06,30.98,31.24,30.63 2023-09-07,30.93,31.47,30.78 2023-09-08,30.67,31.2,30.55 2023-09-11,30.67,31.0,30.28 2023-09-12,30.18,30.79,30.08 2023-09-13,30.47,30.8,30.23 2023-09-14,30.4,30.86,30.3 2023-09-15,30.33,30.67,30.09 2023-09-18,30.21,30.42,29.65 2023-09-19,30.18,30.53,30.05 2023-09-20,30.48,30.66,30.0 2023-09-21,30.51,31.25,30.4 2023-09-22,30.54,30.6,30.0 2023-09-25,30.34,30.73,30.21 2023-09-26,30.14,30.33,29.98 2023-09-27,30.17,30.37,29.9 2023-09-28,30.05,30.65,29.92 2023-10-09,29.83,30.16,29.42 2023-10-10,29.44,30.05,29.3 2023-10-11,29.33,29.58,28.96 2023-10-12,29.32,29.56,29.17 2023-10-13,29.1,29.3,28.93 2023-10-16,28.85,29.3,28.67 2023-10-17,28.5,28.98,28.4 2023-10-18,28.15,28.55,27.86 2023-10-19,27.0,27.82,26.96 2023-10-20,26.25,27.06,26.15 2023-10-23,26.08,26.63,25.85 2023-10-24,25.9,26.63,25.79 2023-10-25,26.32,27.44,26.1 2023-10-26,25.18,26.17,25.1 2023-10-27,25.23,25.65,24.63 2023-10-30,24.24,25.23,24.13 2023-10-31,24.49,24.62,24.08 2023-11-01,24.52,24.84,24.28 2023-11-02,24.51,24.84,24.4 2023-11-03,24.66,24.73,24.51 2023-11-06,25.4,25.55,24.66 2023-11-07,25.45,25.57,25.26 2023-11-08,25.41,25.94,25.2 2023-11-09,25.36,25.55,25.2 2023-11-10,24.8,25.28,24.63 2023-11-13,24.36,24.9,24.08 2023-11-14,24.39,24.82,24.3 2023-11-15,24.3,24.98,24.2 2023-11-16,23.96,24.24,23.8 2023-11-17,23.55,23.9,23.32 2023-11-20,23.63,23.77,23.44 2023-11-21,23.99,24.66,23.68 2023-11-22,23.53,23.9,23.36 ","date,10日,low 2023-06-30,24.59847093146696,24.28 2023-07-03,24.63950256743332,24.42 2023-07-04,24.769796387627878,24.41 2023-07-05,24.816694023043155,24.55 2023-07-06,24.887205860865173,24.66 2023-07-07,24.88888053375875,24.68 2023-07-10,24.799790669042597,24.27 2023-07-11,24.680324208561775,24.36 2023-07-12,24.469761562832904,24.01 2023-07-13,24.371458913614966,24.06 2023-07-14,24.201803126498334,23.9 2023-07-17,24.108998735899647,23.55 2023-07-18,24.110047078196406,23.61 2023-07-19,24.478020032024936,24.1 2023-07-20,24.861273991793627,25.35 2023-07-21,25.133988659348077,25.43 2023-07-24,24.975591415005255,24.51 2023-07-25,25.56920676664336,25.18 2023-07-26,26.10314078661124,26.4 2023-07-27,26.52988535248688,26.3 2023-07-28,27.04002393451977,26.99 2023-07-31,27.599702689946092,28.05 2023-08-01,27.839828048869634,27.6 2023-08-02,28.053801948682256,27.57 2023-08-03,28.188981106451628,27.55 2023-08-04,28.220002489538505,27.74 2023-08-07,28.07581010996729,27.1 2023-08-08,27.93942314149508,27.2 2023-08-09,27.731778207509713,26.99 2023-08-10,27.57288273244481,26.61 2023-08-11,27.283609472857727,26.37 2023-08-14,27.138108878494222,26.19 2023-08-15,27.024902401986612,26.32 2023-08-16,26.989618648225758,26.56 2023-08-17,26.88039171725442,26.31 2023-08-18,26.74345826041396,26.26 2023-08-21,27.178619888135174,27.71 2023-08-22,27.787988584770524,28.09 2023-08-23,28.14573164335219,28.51 2023-08-24,28.208494132374557,27.97 2023-08-25,28.372872521476317,27.97 2023-08-28,28.74463416966919,28.28 2023-08-29,29.050536292189403,28.55 2023-08-30,29.540915852151212,29.01 2023-08-31,29.785850405442968,29.81 2023-09-01,30.294084266557515,30.32 2023-09-04,30.78425456146701,31.1 2023-09-05,31.087120475862054,30.96 2023-09-06,31.223844915221974,30.63 2023-09-07,31.290781278257228,30.78 2023-09-08,31.23771285092522,30.55 2023-09-11,31.183420338383126,30.28 2023-09-12,30.968119719627406,30.08 2023-09-13,30.89380708328258,30.23 2023-09-14,30.806909960331666,30.3 2023-09-15,30.712147094213066,30.09 2023-09-18,30.596408412126625,29.65 2023-09-19,30.49623926421334,30.05 2023-09-20,30.51790324737177,30.0 2023-09-21,30.541069938663885,30.4 2023-09-22,30.56546846957302,30.0 2023-09-25,30.51484373507176,30.21 2023-09-26,30.40905878932888,29.98 2023-09-27,30.339266923523194,29.9 2023-09-28,30.24728172662771,29.92 2023-10-09,30.10645587658601,29.42 2023-10-10,29.874119369480876,29.3 2023-10-11,29.667873629369808,28.96 2023-10-12,29.515333137911327,29.17 2023-10-13,29.334034688656928,28.93 2023-10-16,29.122288299035162,28.67 2023-10-17,28.85583697047727,28.4 2023-10-18,28.550003040765716,27.86 2023-10-19,27.951882706305405,26.96 2023-10-20,27.272087021045017,26.15 2023-10-23,26.727030834348554,25.85 2023-10-24,26.28126492972205,25.79 2023-10-25,26.10909883060109,26.1 2023-10-26,25.623959579764715,25.1 2023-10-27,25.301049516650618,24.63 2023-10-30,24.755265110213887,24.13 2023-10-31,24.455516371683053,24.08 2023-11-01,24.265915435255536,24.28 2023-11-02,24.144086198960903,24.4 2023-11-03,24.12421419122777,24.51 2023-11-06,24.373251468985668,24.66 2023-11-07,24.590433399749692,25.26 2023-11-08,24.7510119352281,25.2 2023-11-09,24.86376246111933,25.2 2023-11-10,24.770520665687194,24.63 2023-11-13,24.563622582276025,24.08 2023-11-14,24.428306589834627,24.3 2023-11-15,24.306704757214035,24.2 2023-11-16,24.112683538444415,23.8 2023-11-17,23.842216985765763,23.32 2023-11-20,23.67794707907127,23.44 2023-11-21,23.685404510818884,23.68 2023-11-22,23.548399832540216,23.36 " 1650,CN,technical,"北方稀土2024年01月31日至2024年10月15日, 开盘价大于5日三指数移动平均线的天数占比?(单位:%)(平滑系数 alpha 取 2 / (n + 1);从前 6n 个数据开始计算;初始值用首个数据点)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。",48.913,medium,moving average,TEMA = 3 * EMA1 - 3 * EMA2 + EMA3;EMA1 = EMA_n(P);EMA2 = EMA_n(EMA1);EMA3 = EMA_n(EMA2),"date,close,open 2023-12-19,17.89,18.28 2023-12-20,17.7,17.89 2023-12-21,18.03,17.63 2023-12-22,18.59,18.07 2023-12-25,19.01,18.52 2023-12-26,18.78,18.97 2023-12-27,18.81,18.71 2023-12-28,19.41,18.78 2023-12-29,19.34,19.41 2024-01-02,19.25,19.45 2024-01-03,19.18,19.16 2024-01-04,18.76,19.11 2024-01-05,18.47,18.76 2024-01-08,18.09,18.5 2024-01-09,18.27,18.09 2024-01-10,18.32,18.21 2024-01-11,18.55,18.27 2024-01-12,18.33,18.52 2024-01-15,18.05,18.38 2024-01-16,17.99,18.05 2024-01-17,17.5,17.88 2024-01-18,17.59,17.42 2024-01-19,17.61,17.45 2024-01-22,17.04,17.57 2024-01-23,17.23,17.03 2024-01-24,17.56,17.27 2024-01-25,17.98,17.55 2024-01-26,17.9,17.88 2024-01-29,17.78,17.98 2024-01-30,17.24,17.68 2024-01-31,16.88,17.11 2024-02-01,16.8,16.81 2024-02-02,16.26,16.82 2024-02-05,15.81,16.2 2024-02-06,17.39,15.75 2024-02-07,18.92,17.6 2024-02-08,18.7,19.23 2024-02-19,18.53,18.34 2024-02-20,18.34,18.5 2024-02-21,18.4,18.17 2024-02-22,18.65,18.28 2024-02-23,18.58,18.67 2024-02-26,18.53,18.58 2024-02-27,18.69,18.47 2024-02-28,18.45,18.74 2024-02-29,18.85,18.34 2024-03-01,19.07,18.9 2024-03-04,18.92,19.1 2024-03-05,19.14,18.83 2024-03-06,18.9,19.13 2024-03-07,19.59,18.99 2024-03-08,19.51,19.5 2024-03-11,19.81,19.52 2024-03-12,19.68,19.82 2024-03-13,19.58,19.7 2024-03-14,19.48,19.65 2024-03-15,19.9,19.32 2024-03-18,20.09,19.88 2024-03-19,20.51,19.99 2024-03-20,20.39,20.15 2024-03-21,20.26,20.52 2024-03-22,19.67,20.2 2024-03-25,19.52,19.51 2024-03-26,19.21,19.46 2024-03-27,18.73,19.23 2024-03-28,19.09,18.72 2024-03-29,19.37,19.09 2024-04-01,19.93,19.48 2024-04-02,20.15,19.91 2024-04-03,20.79,20.25 2024-04-08,20.71,20.81 2024-04-09,21.6,20.51 2024-04-10,20.7,21.4 2024-04-11,20.41,20.64 2024-04-12,20.17,20.41 2024-04-15,20.29,20.05 2024-04-16,19.88,20.1 2024-04-17,20.4,19.88 2024-04-18,20.26,20.31 2024-04-19,19.99,20.05 2024-04-22,19.91,19.9 2024-04-23,19.05,19.74 2024-04-24,19.54,19.05 2024-04-25,19.63,19.42 2024-04-26,19.88,19.52 2024-04-29,19.88,19.7 2024-04-30,19.3,19.75 2024-05-06,19.67,19.47 2024-05-07,20.29,20.16 2024-05-08,20.23,20.18 2024-05-09,20.64,20.2 2024-05-10,20.47,20.64 2024-05-13,20.18,20.41 2024-05-14,20.16,20.1 2024-05-15,19.8,20.17 2024-05-16,19.75,19.96 2024-05-17,19.99,19.8 2024-05-20,20.39,20.08 2024-05-21,19.96,20.39 2024-05-22,19.97,19.94 2024-05-23,19.29,19.82 2024-05-24,19.15,19.25 2024-05-27,19.13,19.16 2024-05-28,19.06,19.14 2024-05-29,19.39,19.07 2024-05-30,19.05,19.38 2024-05-31,18.9,19.07 2024-06-03,18.4,18.86 2024-06-04,18.43,18.4 2024-06-05,18.34,18.39 2024-06-06,18.12,18.39 2024-06-07,18.19,18.24 2024-06-11,18.16,18.08 2024-06-12,18.2,18.16 2024-06-13,18.0,18.28 2024-06-14,17.97,17.91 2024-06-17,17.87,17.88 2024-06-18,18.1,17.88 2024-06-19,17.84,18.1 2024-06-20,17.3,17.84 2024-06-21,17.17,17.26 2024-06-24,16.91,17.14 2024-06-25,16.88,16.95 2024-06-26,17.23,16.8 2024-06-27,16.97,17.17 2024-06-28,17.2,16.95 2024-07-01,18.03,18.06 2024-07-02,17.55,17.89 2024-07-03,17.39,17.49 2024-07-04,16.98,17.44 2024-07-05,17.25,16.92 2024-07-08,16.96,17.25 2024-07-09,17.12,16.89 2024-07-10,17.02,17.07 2024-07-11,17.5,17.19 2024-07-12,16.95,17.36 2024-07-15,16.93,16.86 2024-07-16,17.08,16.8 2024-07-17,17.02,17.01 2024-07-18,17.12,17.0 2024-07-19,17.42,17.09 2024-07-22,17.62,17.3 2024-07-23,17.07,17.54 2024-07-24,16.94,17.06 2024-07-25,16.98,16.92 2024-07-26,17.24,16.97 2024-07-29,17.09,17.24 2024-07-30,17.15,17.05 2024-07-31,17.48,17.14 2024-08-01,17.43,17.51 2024-08-02,17.47,17.32 2024-08-05,17.18,17.4 2024-08-06,17.32,17.25 2024-08-07,17.21,17.33 2024-08-08,17.04,17.15 2024-08-09,16.93,17.05 2024-08-12,16.82,16.91 2024-08-13,16.92,16.85 2024-08-14,16.85,16.91 2024-08-15,16.97,16.82 2024-08-16,16.94,16.99 2024-08-19,16.95,16.95 2024-08-20,16.93,16.99 2024-08-21,16.96,16.93 2024-08-22,16.78,16.95 2024-08-23,16.28,16.75 2024-08-26,16.62,16.29 2024-08-27,16.23,16.52 2024-08-28,16.28,16.18 2024-08-29,16.67,16.27 2024-08-30,16.82,16.6 2024-09-02,16.72,16.76 2024-09-03,16.94,16.74 2024-09-04,16.83,16.93 2024-09-05,16.94,16.9 2024-09-06,16.75,16.94 2024-09-09,16.59,16.7 2024-09-10,16.44,16.58 2024-09-11,16.64,16.33 2024-09-12,16.45,16.61 2024-09-13,16.16,16.44 2024-09-18,16.08,16.18 2024-09-19,16.6,16.16 2024-09-20,16.64,16.6 2024-09-23,16.54,16.57 2024-09-24,17.02,16.64 2024-09-25,17.12,17.18 2024-09-26,17.7,17.12 2024-09-27,18.75,18.0 2024-09-30,20.63,19.79 2024-10-08,22.37,22.69 2024-10-09,20.25,22.3 2024-10-10,20.59,20.15 2024-10-11,19.9,20.54 2024-10-14,19.97,19.9 2024-10-15,19.36,19.88 ","date,5日,open 2024-01-05,18.60702795899367,18.76 2024-01-08,18.183513609085345,18.5 2024-01-09,18.148069570037638,18.09 2024-01-10,18.196499649144783,18.21 2024-01-11,18.401429089079492,18.27 2024-01-12,18.34806444449561,18.52 2024-01-15,18.132075184779964,18.38 2024-01-16,18.003080469959727,18.05 2024-01-17,17.61467238080412,17.88 2024-01-18,17.52696344900415,17.42 2024-01-19,17.527498677664937,17.45 2024-01-22,17.147097165784825,17.57 2024-01-23,17.13551859809172,17.03 2024-01-24,17.387499842593257,17.27 2024-01-25,17.80752219611159,17.55 2024-01-26,17.93186492745935,17.88 2024-01-29,17.886292806056808,17.98 2024-01-30,17.471587100274952,17.68 2024-01-31,17.033114141351003,17.11 2024-02-01,16.799310017463334,16.81 2024-02-02,16.3423455057994,16.82 2024-02-05,15.858015178344289,16.2 2024-02-06,16.8012170948711,15.75 2024-02-07,18.319108916631116,17.6 2024-02-08,18.80119212998055,19.23 2024-02-19,18.825784843674022,18.34 2024-02-20,18.63934578563504,18.5 2024-02-21,18.5542946330323,18.17 2024-02-22,18.664879283343506,18.28 2024-02-23,18.6438385480173,18.67 2024-02-26,18.582814239141705,18.58 2024-02-27,18.658622794510276,18.47 2024-02-28,18.516482469577486,18.74 2024-02-29,18.732301728442504,18.34 2024-03-01,18.979626177303274,18.9 2024-03-04,18.972178189150597,19.1 2024-03-05,19.110721987361288,18.83 2024-03-06,18.991021552833857,19.13 2024-03-07,19.414688808193567,18.99 2024-03-08,19.53304428293795,19.5 2024-03-11,19.776065429864868,19.52 2024-03-12,19.769461092314277,19.82 2024-03-13,19.674699917531065,19.7 2024-03-14,19.548952580084556,19.65 2024-03-15,19.784071519702287,19.32 2024-03-18,20.01648772300473,19.88 2024-03-19,20.401680850875916,19.99 2024-03-20,20.46517703987954,20.15 2024-03-21,20.375961159481484,20.52 2024-03-22,19.902925036420143,20.2 2024-03-25,19.586843205347805,19.51 2024-03-26,19.24525633531511,19.46 2024-03-27,18.783366185402087,19.23 2024-03-28,18.870270058635228,18.72 2024-03-29,19.142424117568442,19.09 2024-04-01,19.67696702670535,19.48 2024-04-02,20.06596709921136,19.91 2024-04-03,20.6666964198729,20.25 2024-04-08,20.83824175241373,20.81 2024-04-09,21.495248900318806,20.51 2024-04-10,21.100752181085355,21.4 2024-04-11,20.678058940238586,20.64 2024-04-12,20.306670202087453,20.41 2024-04-15,20.232818018993207,20.05 2024-04-16,19.926537676755306,20.1 2024-04-17,20.17722027695298,19.88 2024-04-18,20.206558620156148,20.31 2024-04-19,20.036908775265445,20.05 2024-04-22,19.91424910201247,19.9 2024-04-23,19.267526094828384,19.74 2024-04-24,19.352174505570645,19.05 2024-04-25,19.484091729744165,19.42 2024-04-26,19.737143702380344,19.52 2024-04-29,19.854661248233832,19.7 2024-04-30,19.49434325766252,19.75 2024-05-06,19.59681039245929,19.47 2024-05-07,20.084396070474874,20.16 2024-05-08,20.249517027348467,20.18 2024-05-09,20.590746077014693,20.2 2024-05-10,20.595660879186926,20.64 2024-05-13,20.366480182309374,20.41 2024-05-14,20.23526321518868,20.1 2024-05-15,19.91985978113135,20.17 2024-05-16,19.752029403436133,19.96 2024-05-17,19.862471903197488,19.8 2024-05-20,20.20627046288942,20.08 2024-05-21,20.056513026237333,20.39 2024-05-22,19.99391636956952,19.94 2024-05-23,19.48952513760463,19.82 2024-05-24,19.181313790223932,19.25 2024-05-27,19.058124839810453,19.16 2024-05-28,18.98398688898295,19.14 2024-05-29,19.2097521516183,19.07 2024-05-30,19.086595811203182,19.38 2024-05-31,18.936184868836175,19.07 2024-06-03,18.530168552843893,18.86 2024-06-04,18.39219307648495,18.4 2024-06-05,18.29414211772208,18.39 2024-06-06,18.120224889862428,18.39 2024-06-07,18.11594712690577,18.24 2024-06-11,18.11356243554225,18.08 2024-06-12,18.155558298873075,18.16 2024-06-13,18.042943610180423,18.28 2024-06-14,17.979902062024088,17.91 2024-06-17,17.89048917680702,17.88 2024-06-18,18.021981118376146,17.88 2024-06-19,17.902540241609312,18.1 2024-06-20,17.472954303696966,17.84 2024-06-21,17.20496046847073,17.26 2024-06-24,16.927845640637166,17.14 2024-06-25,16.813656376260596,16.95 2024-06-26,17.039432777885196,16.8 2024-06-27,16.97594465131542,17.17 2024-06-28,17.12039563619446,16.95 2024-07-01,17.77380811593434,18.06 2024-07-02,17.711442687702863,17.89 2024-07-03,17.54792511303237,17.49 2024-07-04,17.173573491626644,17.44 2024-07-05,17.19885948075173,16.92 2024-07-08,17.013821006159006,17.25 2024-07-09,17.053925220686562,16.89 2024-07-10,17.01130672375421,17.07 2024-07-11,17.337771229158655,17.19 2024-07-12,17.094592817959544,17.36 2024-07-15,16.970692655931032,16.86 2024-07-16,17.02719377062968,16.8 2024-07-17,17.015565575709697,17.01 2024-07-18,17.083966910855697,17.0 2024-07-19,17.32634824539613,17.09 2024-07-22,17.568315595046805,17.3 2024-07-23,17.27341631796712,17.54 2024-07-24,17.041329841174388,17.06 2024-07-25,16.97019810136945,16.92 2024-07-26,17.13074643464479,16.97 2024-07-29,17.101252390774583,17.24 2024-07-30,17.131568232058154,17.05 2024-07-31,17.377984071867182,17.14 2024-08-01,17.446470468627073,17.51 2024-08-02,17.494241650929954,17.32 2024-08-05,17.30074017979927,17.4 2024-08-06,17.308853112025872,17.25 2024-08-07,17.235383510520872,17.33 2024-08-08,17.085108110132936,17.15 2024-08-09,16.94751320239387,17.05 2024-08-12,16.820181075875936,16.91 2024-08-13,16.84815435896979,16.85 2024-08-14,16.823848973036533,16.91 2024-08-15,16.906879119558056,16.82 2024-08-16,16.928079418465863,16.99 2024-08-19,16.9462752621244,16.95 2024-08-20,16.94048289060781,16.99 2024-08-21,16.95869637052113,16.93 2024-08-22,16.839348964564987,16.95 2024-08-23,16.436134736022645,16.75 2024-08-26,16.50904755500195,16.29 2024-08-27,16.282685525548494,16.52 2024-08-28,16.232903121767773,16.18 2024-08-29,16.50231370724925,16.27 2024-08-30,16.734885630081756,16.6 2024-09-02,16.762361316206817,16.76 2024-09-03,16.9196347426007,16.74 2024-09-04,16.900161250283197,16.93 2024-09-05,16.95706471523416,16.9 2024-09-06,16.838621020490926,16.94 2024-09-09,16.66749982816095,16.7 2024-09-10,16.487820433514493,16.58 2024-09-11,16.5578251022191,16.33 2024-09-12,16.464111797725835,16.61 2024-09-13,16.226033217237894,16.44 2024-09-18,16.07705073446182,16.18 2024-09-19,16.39468289711781,16.16 2024-09-20,16.572863545986635,16.6 2024-09-23,16.57786863195303,16.57 2024-09-24,16.91108450544028,16.64 2024-09-25,17.11622966338365,17.18 2024-09-26,17.59408550675895,17.12 2024-09-27,18.513889834322,18.0 2024-09-30,20.191215189523533,19.79 2024-10-08,22.06326926862036,22.69 2024-10-09,21.253848605823286,22.3 2024-10-10,21.004068613344916,20.15 2024-10-11,20.33286331333147,20.54 2024-10-14,20.050701395780337,19.9 2024-10-15,19.493605370332016,19.88 " 1651,CN,technical,渝农商行从2020年06月30日到2021年01月11日,开盘价小于20日三指数移动平均线的天数比例是多少?(单位:%)(平滑系数 alpha 取 2 / (n + 1);从前 6n 个数据开始计算;初始值用首个数据点)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,58.6735,medium,moving average,TEMA = 3 * EMA1 - 3 * EMA2 + EMA3;EMA1 = EMA_n(P);EMA2 = EMA_n(EMA1);EMA3 = EMA_n(EMA2),"date,close,open 2019-12-26,6.73,6.7 2019-12-27,6.72,6.72 2019-12-30,6.71,6.66 2019-12-31,6.7,6.69 2020-01-02,6.77,6.81 2020-01-03,6.77,6.79 2020-01-06,6.75,6.75 2020-01-07,6.8,6.76 2020-01-08,6.69,6.78 2020-01-09,6.72,6.72 2020-01-10,6.72,6.74 2020-01-13,6.71,6.7 2020-01-14,6.69,6.71 2020-01-15,6.64,6.69 2020-01-16,6.6,6.66 2020-01-17,6.6,6.6 2020-01-20,6.62,6.6 2020-01-21,6.55,6.63 2020-01-22,6.53,6.55 2020-01-23,6.39,6.52 2020-02-03,5.75,5.75 2020-02-04,5.71,5.59 2020-02-05,5.75,5.7 2020-02-06,5.79,5.75 2020-02-07,5.76,5.77 2020-02-10,5.78,5.73 2020-02-11,5.85,5.79 2020-02-12,5.87,5.82 2020-02-13,5.77,5.85 2020-02-14,5.8,5.75 2020-02-17,5.97,5.8 2020-02-18,5.93,5.93 2020-02-19,5.91,5.92 2020-02-20,6.08,5.94 2020-02-21,6.05,6.03 2020-02-24,5.98,6.03 2020-02-25,5.86,5.9 2020-02-26,5.91,5.8 2020-02-27,5.96,5.93 2020-02-28,5.74,5.87 2020-03-02,5.86,5.76 2020-03-03,5.88,5.89 2020-03-04,5.88,5.84 2020-03-05,6.13,5.91 2020-03-06,6.01,6.04 2020-03-09,5.84,5.93 2020-03-10,5.87,5.77 2020-03-11,5.83,5.87 2020-03-12,5.8,5.82 2020-03-13,5.81,5.62 2020-03-16,5.65,5.81 2020-03-17,5.6,5.66 2020-03-18,5.51,5.63 2020-03-19,5.41,5.5 2020-03-20,5.44,5.44 2020-03-23,5.26,5.36 2020-03-24,5.32,5.32 2020-03-25,5.43,5.4 2020-03-26,5.41,5.4 2020-03-27,5.39,5.44 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2020-10-29,4.889494592402166,4.76 2020-10-30,4.769442810887832,4.51 2020-11-02,4.65423049153595,4.44 2020-11-03,4.572065373826106,4.4 2020-11-04,4.507000482965597,4.46 2020-11-05,4.4613881097963715,4.45 2020-11-06,4.424072706072568,4.46 2020-11-09,4.4039954804133785,4.45 2020-11-10,4.385058836198681,4.49 2020-11-11,4.372191928024673,4.45 2020-11-12,4.359036862460321,4.45 2020-11-13,4.345563886198753,4.43 2020-11-16,4.344721788010387,4.43 2020-11-17,4.35151775845095,4.45 2020-11-18,4.36959690799034,4.47 2020-11-19,4.383744286758065,4.5 2020-11-20,4.397058413025405,4.49 2020-11-23,4.422473405289563,4.49 2020-11-24,4.439431655782373,4.54 2020-11-25,4.449262987781255,4.55 2020-11-26,4.460889176469066,4.5 2020-11-27,4.4946036955841855,4.52 2020-11-30,4.522868522692507,4.64 2020-12-01,4.593138221320778,4.61 2020-12-02,4.63782997578627,4.77 2020-12-03,4.69497081643332,4.73 2020-12-04,4.7127426123978395,4.77 2020-12-07,4.708472689085363,4.7 2020-12-08,4.699112145739211,4.64 2020-12-09,4.690829199656077,4.61 2020-12-10,4.6783069037516904,4.59 2020-12-11,4.659792933749418,4.6 2020-12-14,4.639064738589294,4.58 2020-12-15,4.608857217847848,4.54 2020-12-16,4.578811604350747,4.51 2020-12-17,4.564618576291449,4.48 2020-12-18,4.545353254692527,4.51 2020-12-21,4.532384545605378,4.49 2020-12-22,4.5012936039513365,4.49 2020-12-23,4.481400882815857,4.42 2020-12-24,4.457814399631166,4.43 2020-12-25,4.4416621439531205,4.41 2020-12-28,4.429069979156881,4.42 2020-12-29,4.422021260469808,4.42 2020-12-30,4.422113220369189,4.42 2020-12-31,4.435806228333069,4.44 2021-01-04,4.4320228934579715,4.49 2021-01-05,4.424245005980598,4.43 2021-01-06,4.413193496334755,4.4 2021-01-07,4.381322294847017,4.4 2021-01-08,4.361018824581472,4.3 2021-01-11,4.32953368244886,4.33 " 1652,CN,technical,在2024年02月07日至2025年01月16日期间,对于国投电力的三指数移动平均线,最低价大于60日线的天数占总天数的百分比?(平滑系数 alpha 取 2 / (n + 1);从前 6n 个数据开始计算;初始值用首个数据点)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,64.3902,medium,moving average,TEMA = 3 * EMA1 - 3 * EMA2 + EMA3;EMA1 = EMA_n(P);EMA2 = EMA_n(EMA1);EMA3 = EMA_n(EMA2),"date,close,open,low 2022-08-17,10.41,10.37,10.33 2022-08-18,10.21,10.45,10.19 2022-08-19,10.74,10.19,10.09 2022-08-22,10.8,10.73,10.69 2022-08-23,11.0,10.8,10.66 2022-08-24,10.8,11.04,10.74 2022-08-25,11.12,10.85,10.85 2022-08-26,11.07,11.14,10.97 2022-08-29,11.11,11.0,10.85 2022-08-30,10.96,11.14,10.87 2022-08-31,11.15,10.96,10.9 2022-09-01,11.38,11.15,11.11 2022-09-02,11.56,11.43,11.41 2022-09-05,11.44,11.5,11.3 2022-09-06,11.56,11.44,11.4 2022-09-07,11.54,11.56,11.41 2022-09-08,11.7,11.57,11.49 2022-09-09,11.54,11.66,11.5 2022-09-13,11.45,11.56,11.2 2022-09-14,11.38,11.4,11.23 2022-09-15,11.36,11.36,11.23 2022-09-16,11.03,11.33,11.03 2022-09-19,11.07,10.98,10.86 2022-09-20,11.07,11.14,11.05 2022-09-21,11.22,11.07,11.0 2022-09-22,11.18,11.2,11.0 2022-09-23,11.12,11.13,11.11 2022-09-26,10.88,11.1,10.86 2022-09-27,10.94,10.89,10.67 2022-09-28,10.77,10.92,10.71 2022-09-29,10.74,10.83,10.7 2022-09-30,10.74,10.7,10.7 2022-10-10,10.73,10.74,10.67 2022-10-11,11.15,10.77,10.75 2022-10-12,11.38,11.14,10.98 2022-10-13,11.39,11.32,11.2 2022-10-14,11.16,11.42,11.15 2022-10-17,11.05,11.13,10.87 2022-10-18,11.03,11.05,11.0 2022-10-19,10.98,11.0,10.92 2022-10-20,10.67,10.9,10.65 2022-10-21,10.66,10.67,10.64 2022-10-24,10.46,10.6,10.25 2022-10-25,10.74,10.46,10.43 2022-10-26,10.48,10.68,10.46 2022-10-27,10.29,10.47,10.25 2022-10-28,10.1,10.25,10.01 2022-10-31,10.1,10.13,10.08 2022-11-01,10.04,10.15,9.99 2022-11-02,10.05,10.03,9.95 2022-11-03,10.08,10.0,9.98 2022-11-04,10.27,10.05,10.05 2022-11-07,10.25,10.27,10.16 2022-11-08,10.22,10.29,10.17 2022-11-09,10.22,10.19,10.19 2022-11-10,10.18,10.24,10.13 2022-11-11,10.3,10.28,10.21 2022-11-14,10.2,10.26,10.16 2022-11-15,10.23,10.2,10.1 2022-11-16,10.36,10.23,10.21 2022-11-17,10.24,10.3,10.21 2022-11-18,10.36,10.26,10.2 2022-11-21,10.49,10.3,10.28 2022-11-22,10.62,10.49,10.41 2022-11-23,10.65,10.57,10.57 2022-11-24,10.67,10.67,10.64 2022-11-25,10.8,10.71,10.65 2022-11-28,11.07,10.71,10.54 2022-11-29,10.92,11.06,10.86 2022-11-30,11.0,10.92,10.86 2022-12-01,11.01,11.1,10.86 2022-12-02,10.96,10.97,10.87 2022-12-05,11.08,11.0,10.92 2022-12-06,10.94,11.08,10.88 2022-12-07,10.8,10.75,10.57 2022-12-08,10.63,10.84,10.62 2022-12-09,10.23,10.61,10.21 2022-12-12,10.23,10.26,10.22 2022-12-13,10.44,10.22,10.22 2022-12-14,10.31,10.39,10.28 2022-12-15,10.38,10.28,10.28 2022-12-16,10.36,10.34,10.32 2022-12-19,10.17,10.37,10.17 2022-12-20,10.15,10.18,10.13 2022-12-21,10.05,10.13,10.02 2022-12-22,10.09,10.06,10.05 2022-12-23,10.22,10.09,10.06 2022-12-26,10.46,10.22,10.15 2022-12-27,10.45,10.48,10.35 2022-12-28,10.74,10.48,10.39 2022-12-29,10.67,10.65,10.58 2022-12-30,10.83,10.69,10.63 2023-01-03,10.84,10.84,10.8 2023-01-04,10.79,10.88,10.74 2023-01-05,10.8,10.87,10.75 2023-01-06,10.8,10.8,10.74 2023-01-09,10.7,10.85,10.69 2023-01-10,10.72,10.75,10.65 2023-01-11,10.7,10.72,10.69 2023-01-12,10.94,10.7,10.69 2023-01-13,10.89,10.97,10.8 2023-01-16,10.79,10.6,10.47 2023-01-17,10.84,10.85,10.71 2023-01-18,10.8,10.85,10.71 2023-01-19,10.6,10.82,10.55 2023-01-20,10.79,10.6,10.52 2023-01-30,10.53,10.84,10.51 2023-01-31,10.54,10.54,10.47 2023-02-01,10.56,10.54,10.46 2023-02-02,10.49,10.58,10.45 2023-02-03,10.41,10.45,10.35 2023-02-06,10.44,10.39,10.36 2023-02-07,10.52,10.45,10.42 2023-02-08,10.6,10.53,10.5 2023-02-09,10.63,10.54,10.54 2023-02-10,10.72,10.65,10.6 2023-02-13,10.64,10.74,10.6 2023-02-14,10.61,10.64,10.59 2023-02-15,10.51,10.63,10.49 2023-02-16,10.45,10.51,10.41 2023-02-17,10.42,10.42,10.41 2023-02-20,10.61,10.52,10.42 2023-02-21,10.59,10.61,10.53 2023-02-22,10.48,10.55,10.47 2023-02-23,10.5,10.46,10.45 2023-02-24,10.47,10.51,10.46 2023-02-27,10.57,10.47,10.44 2023-02-28,10.83,10.54,10.54 2023-03-01,10.81,10.88,10.71 2023-03-02,10.89,10.81,10.77 2023-03-03,10.98,10.9,10.87 2023-03-06,10.95,10.98,10.88 2023-03-07,10.92,10.98,10.91 2023-03-08,10.91,10.94,10.83 2023-03-09,10.9,10.95,10.85 2023-03-10,10.93,10.85,10.81 2023-03-13,11.04,10.82,10.82 2023-03-14,11.1,11.05,10.92 2023-03-15,11.15,11.11,11.02 2023-03-16,11.12,11.15,10.9 2023-03-17,11.14,11.15,11.08 2023-03-20,11.04,11.16,11.01 2023-03-21,10.98,11.05,10.98 2023-03-22,10.92,10.98,10.88 2023-03-23,10.89,10.95,10.81 2023-03-24,10.89,10.89,10.8 2023-03-27,10.87,10.85,10.74 2023-03-28,10.83,10.87,10.82 2023-03-29,10.74,10.8,10.68 2023-03-30,10.91,10.79,10.73 2023-03-31,10.81,10.89,10.8 2023-04-03,10.77,10.87,10.69 2023-04-04,10.86,10.81,10.74 2023-04-06,10.85,10.88,10.81 2023-04-07,10.81,10.82,10.79 2023-04-10,11.2,10.93,10.92 2023-04-11,11.22,11.21,11.08 2023-04-12,11.16,11.23,11.14 2023-04-13,11.18,11.18,11.13 2023-04-14,11.25,11.22,11.16 2023-04-17,11.35,11.27,11.24 2023-04-18,11.34,11.35,11.25 2023-04-19,11.29,11.36,11.27 2023-04-20,11.31,11.35,11.16 2023-04-21,11.24,11.26,11.15 2023-04-24,11.3,11.24,11.21 2023-04-25,11.41,11.3,11.27 2023-04-26,11.5,11.45,11.44 2023-04-27,11.8,11.42,11.41 2023-04-28,11.79,11.8,11.62 2023-05-04,12.45,11.81,11.74 2023-05-05,12.57,12.44,12.36 2023-05-08,12.71,12.6,12.42 2023-05-09,12.54,12.7,12.5 2023-05-10,12.45,12.63,12.36 2023-05-11,12.8,12.49,12.28 2023-05-12,12.86,12.84,12.8 2023-05-15,12.74,12.87,12.5 2023-05-16,12.76,12.69,12.59 2023-05-17,12.77,12.74,12.65 2023-05-18,12.71,12.75,12.64 2023-05-19,12.53,12.7,12.5 2023-05-22,12.77,12.65,12.65 2023-05-23,12.68,12.92,12.58 2023-05-24,12.54,12.62,12.5 2023-05-25,12.65,12.51,12.46 2023-05-26,12.79,12.66,12.66 2023-05-29,13.07,12.84,12.8 2023-05-30,12.9,13.11,12.82 2023-05-31,13.19,12.9,12.84 2023-06-01,12.46,13.01,12.38 2023-06-02,12.56,12.42,12.35 2023-06-05,12.49,12.58,12.36 2023-06-06,12.4,12.48,12.17 2023-06-07,12.32,12.39,12.24 2023-06-08,12.42,12.27,12.18 2023-06-09,12.76,12.4,12.33 2023-06-12,12.46,12.7,12.4 2023-06-13,12.42,12.45,12.35 2023-06-14,12.32,12.44,12.3 2023-06-15,12.42,12.36,12.15 2023-06-16,12.02,12.35,11.97 2023-06-19,12.32,11.99,11.95 2023-06-20,12.4,12.28,12.16 2023-06-21,12.43,12.39,12.36 2023-06-26,12.58,12.43,12.32 2023-06-27,12.59,12.56,12.28 2023-06-28,12.88,12.65,12.6 2023-06-29,12.8,12.87,12.67 2023-06-30,12.65,12.74,12.56 2023-07-03,12.68,12.66,12.55 2023-07-04,12.38,12.66,12.31 2023-07-05,12.37,12.42,12.28 2023-07-06,12.35,12.36,12.31 2023-07-07,12.29,12.37,12.25 2023-07-10,12.44,12.42,12.33 2023-07-11,12.62,12.48,12.34 2023-07-12,12.55,12.64,12.51 2023-07-13,12.54,12.55,12.5 2023-07-14,12.52,12.55,12.38 2023-07-17,12.69,12.54,12.48 2023-07-18,12.58,12.69,12.45 2023-07-19,12.58,12.6,12.52 2023-07-20,12.5,12.57,12.5 2023-07-21,12.6,12.51,12.47 2023-07-24,12.7,12.56,12.5 2023-07-25,12.4,12.76,12.34 2023-07-26,12.51,12.43,12.25 2023-07-27,12.43,12.49,12.42 2023-07-28,12.54,12.4,12.36 2023-07-31,12.72,12.5,12.49 2023-08-01,13.09,12.72,12.72 2023-08-02,13.02,13.1,12.97 2023-08-03,13.17,13.05,12.95 2023-08-04,12.93,12.91,12.71 2023-08-07,13.05,12.93,12.75 2023-08-08,13.1,13.07,13.06 2023-08-09,12.93,13.11,12.79 2023-08-10,13.08,12.98,12.86 2023-08-11,12.86,13.12,12.77 2023-08-14,12.92,12.8,12.66 2023-08-15,13.12,12.96,12.89 2023-08-16,13.12,13.13,12.97 2023-08-17,12.97,13.11,12.82 2023-08-18,13.04,12.99,12.96 2023-08-21,12.93,13.01,12.87 2023-08-22,13.0,12.96,12.84 2023-08-23,12.97,12.95,12.9 2023-08-24,12.83,12.95,12.74 2023-08-25,12.98,12.86,12.75 2023-08-28,12.78,13.3,12.74 2023-08-29,12.61,12.78,12.56 2023-08-30,12.55,12.74,12.52 2023-08-31,12.71,12.52,12.52 2023-09-01,12.49,12.63,12.42 2023-09-04,12.41,12.48,12.25 2023-09-05,12.55,12.41,12.36 2023-09-06,12.3,12.52,12.27 2023-09-07,12.25,12.3,12.22 2023-09-08,12.35,12.3,12.2 2023-09-11,12.34,12.33,12.32 2023-09-12,12.31,12.34,12.23 2023-09-13,12.35,12.3,12.26 2023-09-14,12.71,12.4,12.38 2023-09-15,12.22,12.73,12.21 2023-09-18,12.14,12.23,12.0 2023-09-19,12.18,12.12,12.06 2023-09-20,12.12,12.19,12.02 2023-09-21,11.99,12.16,11.97 2023-09-22,11.97,11.99,11.85 2023-09-25,11.99,11.95,11.9 2023-09-26,12.01,11.98,11.85 2023-09-27,11.9,12.03,11.85 2023-09-28,11.77,11.9,11.75 2023-10-09,11.98,11.79,11.68 2023-10-10,11.95,12.0,11.85 2023-10-11,11.98,11.95,11.91 2023-10-12,11.98,11.98,11.92 2023-10-13,12.03,11.95,11.95 2023-10-16,12.21,11.99,11.99 2023-10-17,12.4,12.21,12.17 2023-10-18,12.27,12.4,12.2 2023-10-19,12.01,12.22,11.96 2023-10-20,11.9,12.0,11.82 2023-10-23,11.74,11.89,11.67 2023-10-24,11.85,11.76,11.58 2023-10-25,11.63,11.88,11.53 2023-10-26,11.99,11.63,11.59 2023-10-27,11.96,11.99,11.93 2023-10-30,11.98,12.1,11.96 2023-10-31,12.2,12.02,12.0 2023-11-01,12.25,12.22,12.08 2023-11-02,12.28,12.25,12.23 2023-11-03,12.33,12.33,12.28 2023-11-06,11.96,12.38,11.92 2023-11-07,12.05,11.96,11.92 2023-11-08,11.98,12.03,11.94 2023-11-09,12.1,11.98,11.96 2023-11-10,12.28,12.11,11.98 2023-11-13,12.14,12.28,11.97 2023-11-14,12.2,12.16,12.1 2023-11-15,12.32,12.16,12.05 2023-11-16,12.43,12.24,12.23 2023-11-17,12.44,12.52,12.36 2023-11-20,12.48,12.46,12.38 2023-11-21,12.35,12.44,12.29 2023-11-22,12.46,12.35,12.34 2023-11-23,12.45,12.5,12.36 2023-11-24,12.46,12.45,12.42 2023-11-27,12.37,12.45,12.3 2023-11-28,12.25,12.38,12.12 2023-11-29,12.18,12.27,12.13 2023-11-30,12.4,12.23,12.16 2023-12-01,12.56,12.45,12.26 2023-12-04,12.5,12.5,12.34 2023-12-05,12.5,12.48,12.46 2023-12-06,12.47,12.46,12.25 2023-12-07,12.48,12.47,12.42 2023-12-08,12.75,12.49,12.41 2023-12-11,12.76,12.75,12.51 2023-12-12,12.81,12.7,12.65 2023-12-13,12.86,12.8,12.72 2023-12-14,12.81,12.82,12.61 2023-12-15,12.57,12.77,12.57 2023-12-18,12.79,12.59,12.53 2023-12-19,12.76,12.77,12.68 2023-12-20,12.91,12.76,12.76 2023-12-21,12.86,12.88,12.81 2023-12-22,12.92,12.9,12.84 2023-12-25,13.1,12.9,12.86 2023-12-26,13.39,13.13,13.1 2023-12-27,13.58,13.39,13.37 2023-12-28,13.11,13.59,13.0 2023-12-29,13.18,13.06,12.9 2024-01-02,13.45,13.15,13.14 2024-01-03,13.53,13.42,13.37 2024-01-04,13.47,13.55,13.32 2024-01-05,13.47,13.44,13.4 2024-01-08,13.44,13.4,13.32 2024-01-09,13.38,13.4,13.11 2024-01-10,13.36,13.3,13.17 2024-01-11,13.13,13.34,13.1 2024-01-12,13.34,13.13,13.12 2024-01-15,13.2,13.12,13.02 2024-01-16,13.2,13.17,13.05 2024-01-17,13.04,13.17,13.04 2024-01-18,12.95,13.08,12.59 2024-01-19,12.94,12.92,12.85 2024-01-22,12.62,12.92,12.57 2024-01-23,12.81,12.65,12.47 2024-01-24,13.2,12.76,12.74 2024-01-25,13.32,13.22,13.16 2024-01-26,13.54,13.27,13.21 2024-01-29,13.78,13.52,13.5 2024-01-30,13.77,13.78,13.65 2024-01-31,14.01,13.77,13.7 2024-02-01,13.9,13.97,13.8 2024-02-02,14.04,13.91,13.83 2024-02-05,14.16,14.06,13.99 2024-02-06,14.07,14.16,13.95 2024-02-07,14.2,14.0,13.83 2024-02-08,14.06,14.13,13.7 2024-02-19,14.71,14.0,13.99 2024-02-20,14.79,14.62,14.54 2024-02-21,14.51,14.85,14.48 2024-02-22,14.64,14.5,14.42 2024-02-23,14.64,14.62,14.54 2024-02-26,14.17,14.6,14.1 2024-02-27,14.37,14.11,14.1 2024-02-28,14.5,14.39,14.12 2024-02-29,14.41,14.5,14.21 2024-03-01,14.34,14.37,14.24 2024-03-04,14.73,14.32,14.29 2024-03-05,14.93,14.68,14.66 2024-03-06,14.87,14.96,14.86 2024-03-07,14.98,14.87,14.83 2024-03-08,15.2,15.0,14.9 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2023-09-06,12.800198600537723,12.27 2023-09-07,12.748770515387736,12.22 2023-09-08,12.710021419382588,12.2 2023-09-11,12.672700823088723,12.32 2023-09-12,12.634843810894663,12.23 2023-09-13,12.603176736664944,12.26 2023-09-14,12.607782352574189,12.38 2023-09-15,12.56543791076158,12.21 2023-09-18,12.518207505860412,12.0 2023-09-19,12.4778599550162,12.06 2023-09-20,12.43446606835586,12.02 2023-09-21,12.381590334715947,11.97 2023-09-22,12.330346870084394,11.85 2023-09-25,12.284473023713328,11.9 2023-09-26,12.243655180789833,11.85 2023-09-27,12.195223543170508,11.85 2023-09-28,12.137794684300749,11.75 2023-10-09,12.10434112028952,11.68 2023-10-10,12.070503647958294,11.85 2023-10-11,12.04203691984862,11.91 2023-10-12,12.015756912034687,11.92 2023-10-13,11.99629569900056,11.95 2023-10-16,11.995596854252875,11.99 2023-10-17,12.01340401676705,12.17 2023-10-18,12.01805804357799,12.2 2023-10-19,11.998022626756434,11.96 2023-10-20,11.969166594701175,11.82 2023-10-23,11.927312463466274,11.67 2023-10-24,11.899014147241626,11.58 2023-10-25,11.85200963627924,11.53 2023-10-26,11.84272484451675,11.59 2023-10-27,11.831623355857626,11.93 2023-10-30,11.823581525439055,11.96 2023-10-31,11.83743632446594,12.0 2023-11-01,11.855587819393298,12.08 2023-11-02,11.875838035951167,12.23 2023-11-03,11.89993565599396,12.28 2023-11-06,11.887639580084805,11.92 2023-11-07,11.885066265079857,11.92 2023-11-08,11.876360863579414,11.94 2023-11-09,11.879999756923949,11.96 2023-11-10,11.900893193535431,11.98 2023-11-13,11.907459589537623,11.97 2023-11-14,11.919642515163211,12.1 2023-11-15,11.942778415366659,12.05 2023-11-16,11.975192023545459,12.23 2023-11-17,12.006744047303668,12.36 2023-11-20,12.040318898751828,12.38 2023-11-21,12.059580764458047,12.29 2023-11-22,12.08827225272889,12.34 2023-11-23,12.1143450071369,12.36 2023-11-24,12.13984971490563,12.42 2023-11-27,12.155285716398462,12.3 2023-11-28,12.158431106390596,12.12 2023-11-29,12.154828913776761,12.13 2023-11-30,12.172512329960906,12.16 2023-12-01,12.204391540615452,12.26 2023-12-04,12.228594590822148,12.34 2023-12-05,12.251306237354989,12.46 2023-12-06,12.269750412231847,12.25 2023-12-07,12.287994336454485,12.42 2023-12-08,12.330782280293077,12.41 2023-12-11,12.371765420111423,12.51 2023-12-12,12.414838307986443,12.65 2023-12-13,12.459837839377661,12.72 2023-12-14,12.497093435159806,12.61 2023-12-15,12.50899539559137,12.57 2023-12-18,12.540942831012012,12.53 2023-12-19,12.567837234246593,12.68 2023-12-20,12.607117582613423,12.76 2023-12-21,12.638930836180394,12.81 2023-12-22,12.674206167193699,12.84 2023-12-25,12.72412125755917,12.86 2023-12-26,12.7981752272195,13.1 2023-12-27,12.885255709436393,13.37 2023-12-28,12.921659264736114,13.0 2023-12-29,12.96201039805763,12.9 2024-01-02,13.025068815829819,13.14 2024-01-03,13.09125872476443,13.37 2024-01-04,13.147017190004888,13.32 2024-01-05,13.198693469189708,13.4 2024-01-08,13.24366749112138,13.32 2024-01-09,13.279492405277432,13.11 2024-01-10,13.310547047103954,13.17 2024-01-11,13.317140199815983,13.1 2024-01-12,13.34272219303986,13.12 2024-01-15,13.352757645323264,13.02 2024-01-16,13.36157140734706,13.05 2024-01-17,13.354018897530091,13.04 2024-01-18,13.337827721487567,12.59 2024-01-19,13.321187211049386,12.85 2024-01-22,13.274644643870518,12.57 2024-01-23,13.248697337130183,12.47 2024-01-24,13.26108514516395,12.74 2024-01-25,13.28365252411101,13.16 2024-01-26,13.325256397879603,13.21 2024-01-29,13.38655877436495,13.5 2024-01-30,13.442469747242505,13.65 2024-01-31,13.517098793015514,13.7 2024-02-01,13.575893684855272,13.8 2024-02-02,13.643633083095585,13.83 2024-02-05,13.717804223667791,13.99 2024-02-06,13.777969239665463,13.95 2024-02-07,13.845935323750895,13.83 2024-02-08,13.89547204310538,13.7 2024-02-19,14.00292631253462,13.99 2024-02-20,14.110274968936306,14.54 2024-02-21,14.183204204612364,14.48 2024-02-22,14.262908063822628,14.42 2024-02-23,14.336541521453551,14.54 2024-02-26,14.359730374056749,14.1 2024-02-27,14.399477601160717,14.1 2024-02-28,14.448049829305173,14.12 2024-02-29,14.483928253892127,14.21 2024-03-01,14.509824692943404,14.24 2024-03-04,14.570159297941439,14.29 2024-03-05,14.644617619164283,14.66 2024-03-06,14.707517112183789,14.86 2024-03-07,14.775754951798525,14.83 2024-03-08,14.859430823462654,14.9 2024-03-11,14.913738863517846,14.78 2024-03-12,14.912947708681854,14.3 2024-03-13,14.92818620098649,14.41 2024-03-14,14.9527270430473,14.53 2024-03-15,14.973605967288162,14.62 2024-03-18,14.991065137552095,14.58 2024-03-19,14.992009555748512,14.52 2024-03-20,15.007022572000498,14.38 2024-03-21,15.003806084901292,14.54 2024-03-22,15.003538811116485,14.45 2024-03-25,15.008907645811428,14.53 2024-03-26,15.02432632157965,14.55 2024-03-27,15.043449412815976,14.71 2024-03-28,15.064142721012296,14.62 2024-03-29,15.098683443919922,14.81 2024-04-01,15.1071591991027,14.7 2024-04-02,15.105531981258363,14.64 2024-04-03,15.099229492509355,14.6 2024-04-08,15.128547413763298,14.61 2024-04-09,15.157889672627276,14.81 2024-04-10,15.215804923324427,15.08 2024-04-11,15.287115386531958,15.22 2024-04-12,15.34333242841975,15.43 2024-04-15,15.430135951825145,15.53 2024-04-16,15.502697263667626,15.63 2024-04-17,15.58093523282516,15.52 2024-04-18,15.645419100691962,15.67 2024-04-19,15.7046226262782,15.77 2024-04-22,15.75315610405175,15.73 2024-04-23,15.780273080141713,15.38 2024-04-24,15.816855087935688,15.55 2024-04-25,15.839451921587578,15.57 2024-04-26,15.848968558974587,15.47 2024-04-29,15.831985254562394,15.16 2024-04-30,15.889214737199097,15.33 2024-05-06,15.964486690191688,15.63 2024-05-07,15.991898134627867,15.77 2024-05-08,16.009737125131338,15.65 2024-05-09,16.010063409150796,15.35 2024-05-10,16.011154266982107,15.47 2024-05-13,16.04438921227697,15.58 2024-05-14,16.082961208711104,15.64 2024-05-15,16.101779291764032,15.85 2024-05-16,16.112589184888616,15.8 2024-05-17,16.126388514854877,15.78 2024-05-20,16.13633631592983,15.69 2024-05-21,16.155067158456454,15.78 2024-05-22,16.18488166194932,15.97 2024-05-23,16.236490434424155,16.06 2024-05-24,16.324660422880417,16.35 2024-05-27,16.442248551982498,16.73 2024-05-28,16.56827464381646,17.07 2024-05-29,16.709747488766354,17.1 2024-05-30,16.841810234066074,17.49 2024-05-31,16.97261486408936,17.41 2024-06-03,17.10122703090486,17.66 2024-06-04,17.220113000246368,17.65 2024-06-05,17.33269897104589,17.72 2024-06-06,17.436486405635712,17.71 2024-06-07,17.584343175268444,17.8 2024-06-11,17.690573005947336,17.9 2024-06-12,17.814908650600902,17.8 2024-06-13,17.93044034416398,18.16 2024-06-14,17.977730154545824,17.5 2024-06-17,18.0096962546993,17.55 2024-06-18,18.029238876320463,17.3 2024-06-19,18.04098406985038,17.42 2024-06-20,18.074962377979862,17.41 2024-06-21,18.110724829608998,17.56 2024-06-24,18.1729115806016,17.73 2024-06-25,18.208426879678008,17.67 2024-06-26,18.221847322831344,17.48 2024-06-27,18.24602239641409,17.69 2024-06-28,18.304072718194284,17.66 2024-07-01,18.395722627549667,18.15 2024-07-02,18.507367085261453,18.51 2024-07-03,18.61864686037198,18.74 2024-07-04,18.71907522659004,18.96 2024-07-05,18.776005454995015,18.4 2024-07-08,18.859797164611667,18.55 2024-07-09,18.93349309928842,18.8 2024-07-10,18.962514306144804,18.19 2024-07-11,18.975440816865444,18.09 2024-07-12,18.971430528885442,18.21 2024-07-15,18.983016511701784,17.9 2024-07-16,18.99685469538115,18.25 2024-07-17,18.96524181392278,17.82 2024-07-18,18.967288219284406,17.9 2024-07-19,18.97707539209269,18.25 2024-07-22,18.944645493245442,17.74 2024-07-23,18.919397088373884,18.01 2024-07-24,18.938988431024825,18.1 2024-07-25,18.873032539315375,17.74 2024-07-26,18.79847334914677,17.38 2024-07-29,18.739737861222544,17.48 2024-07-30,18.634971528644808,17.1 2024-07-31,18.511020788904425,16.67 2024-08-01,18.416814151995027,16.97 2024-08-02,18.32293367249146,17.0 2024-08-05,18.21326738199844,16.85 2024-08-06,18.103201061766057,16.65 2024-08-07,18.02616624711763,16.91 2024-08-08,17.936336727990167,16.95 2024-08-09,17.792737173620377,16.37 2024-08-12,17.656986290793654,16.32 2024-08-13,17.536301752967674,16.26 2024-08-14,17.456460063595834,16.41 2024-08-15,17.39872717778794,16.74 2024-08-16,17.34460265962302,16.67 2024-08-19,17.263445567242105,16.6 2024-08-20,17.189411352342987,16.45 2024-08-21,17.09164538307408,16.27 2024-08-22,17.0393138919783,16.29 2024-08-23,16.953404976028473,16.24 2024-08-26,16.85992752176451,15.97 2024-08-27,16.7537229740727,15.95 2024-08-28,16.668039681249102,16.05 2024-08-29,16.53404793848383,15.49 2024-08-30,16.38919891939913,15.29 2024-09-02,16.29614666635697,15.45 2024-09-03,16.197379592483536,15.6 2024-09-04,16.12663571879272,15.53 2024-09-05,16.041234743221644,15.58 2024-09-06,15.968815102182973,15.73 2024-09-09,15.878129595045774,15.46 2024-09-10,15.799905132986837,15.31 2024-09-11,15.678185605045254,15.03 2024-09-12,15.589114680120037,15.1 2024-09-13,15.514466545224398,15.24 2024-09-18,15.448594169205979,14.82 2024-09-19,15.381447380132364,15.07 2024-09-20,15.3159931901885,15.1 2024-09-23,15.300688491044081,15.27 2024-09-24,15.321840168986537,15.48 2024-09-25,15.323781318060817,15.92 2024-09-26,15.301063666082566,15.42 2024-09-27,15.30094974493695,15.46 2024-09-30,15.401915850772689,15.99 2024-10-08,15.444165093975975,16.0 2024-10-09,15.460922184490364,15.78 2024-10-10,15.51184998408888,16.21 2024-10-11,15.553782700207279,16.23 2024-10-14,15.571075136582426,15.94 2024-10-15,15.556717144071786,15.86 2024-10-16,15.535576967816024,15.68 2024-10-17,15.511897960711288,15.68 2024-10-18,15.502025115551692,15.54 2024-10-21,15.472707949018677,15.47 2024-10-22,15.463269072511228,15.63 2024-10-23,15.458150449285604,15.73 2024-10-24,15.45991993136132,15.68 2024-10-25,15.403404560828498,15.26 2024-10-28,15.367554237259672,15.11 2024-10-29,15.35486098445092,15.16 2024-10-30,15.328620542744272,15.21 2024-10-31,15.27828544590465,15.1 2024-11-01,15.257765961249337,15.08 2024-11-04,15.240404319929517,15.34 2024-11-05,15.230753642994486,15.43 2024-11-06,15.196904614699307,15.25 2024-11-07,15.170872925579424,15.18 2024-11-08,15.133125846221976,15.16 2024-11-11,15.092991284081613,14.98 2024-11-12,15.05539329367961,15.02 2024-11-13,15.045875607716457,14.98 2024-11-14,15.04264149836823,15.26 2024-11-15,15.03766049906843,15.29 2024-11-18,15.058631938960207,15.39 2024-11-19,15.058178684283952,15.33 2024-11-20,15.066211588163632,15.27 2024-11-21,15.092634478457047,15.46 2024-11-22,15.079131988011056,15.28 2024-11-25,15.055860133417312,15.11 2024-11-26,15.024399282949538,15.05 2024-11-27,15.006219909746655,14.98 2024-11-28,14.98333733755847,14.99 2024-11-29,14.977943977765108,15.06 2024-12-02,14.982245063966008,15.23 2024-12-03,15.032717935847746,15.27 2024-12-04,15.113027467412877,15.75 2024-12-05,15.183122124097618,16.03 2024-12-06,15.227417292987152,15.81 2024-12-09,15.295111567162326,15.76 2024-12-10,15.326592038647497,15.8 2024-12-11,15.362218816050031,15.73 2024-12-12,15.406450620480637,15.83 2024-12-13,15.448227374792761,15.91 2024-12-16,15.539062007458746,15.98 2024-12-17,15.625296466125072,16.42 2024-12-18,15.712870220239001,16.53 2024-12-19,15.773080350921994,16.3 2024-12-20,15.804781537186749,16.06 2024-12-23,15.855459665145595,15.98 2024-12-24,15.904825331229866,16.11 2024-12-25,15.979574370693825,16.26 2024-12-26,16.022826037840844,16.28 2024-12-27,16.080349165457843,16.28 2024-12-30,16.122637136507404,16.36 2024-12-31,16.18014179747804,16.39 2025-01-02,16.18237361220896,16.01 2025-01-03,16.158575059393208,15.75 2025-01-06,16.11138626821817,15.42 2025-01-07,16.03853538338925,15.22 2025-01-08,16.016905428144426,15.25 2025-01-09,15.965185620011397,15.36 2025-01-10,15.893907637411491,15.17 2025-01-13,15.795809724776088,14.75 2025-01-14,15.722168049521294,14.81 2025-01-15,15.658138402022466,14.95 2025-01-16,15.587917966611375,14.9 " 1653,CN,technical,2025年06月11日-2025年11月08日,东方电气的最低价大于60日三指数移动平均线的天数占比多少?(%)(平滑系数 alpha 取 2 / (n + 1);从前 6n 个数据开始计算;初始值用首个数据点)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,63.8596,medium,moving average,TEMA = 3 * EMA1 - 3 * EMA2 + EMA3;EMA1 = EMA_n(P);EMA2 = EMA_n(EMA1);EMA3 = EMA_n(EMA2),"date,close,open,low 2023-12-11,14.08,14.03,13.62 2023-12-12,14.1,14.08,13.93 2023-12-13,13.84,14.08,13.81 2023-12-14,13.71,13.88,13.71 2023-12-15,13.64,13.71,13.63 2023-12-18,13.42,13.62,13.4 2023-12-19,13.41,13.44,13.32 2023-12-20,13.26,13.44,13.23 2023-12-21,13.56,13.21,13.2 2023-12-22,13.85,13.55,13.47 2023-12-25,13.99,13.8,13.76 2023-12-26,13.98,13.98,13.86 2023-12-27,13.98,13.97,13.78 2023-12-28,14.42,13.96,13.93 2023-12-29,14.62,14.43,14.36 2024-01-02,14.72,14.7,14.6 2024-01-03,14.77,14.84,14.58 2024-01-04,14.77,14.68,14.56 2024-01-05,14.36,14.95,14.3 2024-01-08,14.24,14.45,14.21 2024-01-09,14.18,14.24,14.11 2024-01-10,14.26,14.17,14.05 2024-01-11,14.28,14.19,14.13 2024-01-12,14.42,14.28,14.24 2024-01-15,14.36,14.4,14.25 2024-01-16,14.4,14.29,14.2 2024-01-17,14.08,14.34,14.08 2024-01-18,14.25,14.05,13.73 2024-01-19,14.19,14.24,14.09 2024-01-22,13.5,14.12,13.36 2024-01-23,13.73,13.46,13.23 2024-01-24,14.05,13.8,13.53 2024-01-25,14.76,14.18,14.04 2024-01-26,14.76,14.7,14.66 2024-01-29,14.83,14.83,14.71 2024-01-30,14.62,14.72,14.61 2024-01-31,14.35,14.61,14.18 2024-02-01,14.11,14.25,13.97 2024-02-02,13.89,14.19,13.41 2024-02-05,13.54,13.81,13.14 2024-02-06,14.27,13.35,13.35 2024-02-07,14.73,14.3,14.27 2024-02-08,14.67,14.89,14.52 2024-02-19,15.1,14.81,14.65 2024-02-20,15.06,15.09,14.88 2024-02-21,15.28,15.06,14.89 2024-02-22,15.44,15.29,15.17 2024-02-23,15.59,15.47,15.33 2024-02-26,15.58,15.63,15.49 2024-02-27,15.71,15.59,15.43 2024-02-28,15.58,15.76,15.57 2024-02-29,16.35,15.55,15.51 2024-03-01,16.39,16.5,16.18 2024-03-04,16.29,16.43,16.22 2024-03-05,16.15,16.23,16.04 2024-03-06,16.41,16.15,16.12 2024-03-07,16.22,16.41,16.11 2024-03-08,16.39,16.21,16.15 2024-03-11,16.46,16.5,16.35 2024-03-12,16.25,16.58,16.2 2024-03-13,15.97,16.26,15.9 2024-03-14,15.9,15.96,15.8 2024-03-15,15.9,15.84,15.67 2024-03-18,15.97,15.9,15.85 2024-03-19,15.76,15.98,15.75 2024-03-20,15.76,15.78,15.55 2024-03-21,15.9,15.77,15.56 2024-03-22,15.77,15.9,15.64 2024-03-25,15.5,15.69,15.49 2024-03-26,15.62,15.58,15.34 2024-03-27,15.16,15.62,15.0 2024-03-28,15.45,15.17,15.08 2024-03-29,15.75,15.57,15.22 2024-04-01,15.83,15.75,15.63 2024-04-02,15.48,15.8,15.37 2024-04-03,15.31,15.4,15.16 2024-04-08,15.32,15.2,15.08 2024-04-09,15.66,15.31,15.26 2024-04-10,15.57,15.65,15.47 2024-04-11,16.47,15.6,15.5 2024-04-12,16.62,16.4,16.3 2024-04-15,17.27,16.58,16.53 2024-04-16,17.16,17.33,17.0 2024-04-17,18.05,17.09,17.02 2024-04-18,18.01,18.05,17.87 2024-04-19,18.25,17.93,17.85 2024-04-22,17.84,18.28,17.61 2024-04-23,17.71,17.74,17.62 2024-04-24,17.71,17.72,17.54 2024-04-25,17.59,17.63,17.49 2024-04-26,17.1,17.5,17.02 2024-04-29,17.22,17.15,17.14 2024-04-30,16.86,17.14,16.68 2024-05-06,17.37,16.95,16.88 2024-05-07,17.22,17.38,17.1 2024-05-08,17.14,17.24,17.02 2024-05-09,17.82,17.15,17.15 2024-05-10,18.07,17.89,17.68 2024-05-13,18.19,18.01,17.83 2024-05-14,17.85,18.18,17.78 2024-05-15,17.39,17.71,17.37 2024-05-16,17.53,17.36,17.33 2024-05-17,17.68,17.52,17.36 2024-05-20,18.07,17.65,17.57 2024-05-21,17.6,18.03,17.51 2024-05-22,17.5,17.57,17.46 2024-05-23,17.37,17.41,17.28 2024-05-24,17.66,17.3,17.29 2024-05-27,18.55,17.68,17.68 2024-05-28,18.58,18.55,18.49 2024-05-29,18.55,18.5,18.28 2024-05-30,18.58,18.75,18.48 2024-05-31,18.38,18.58,18.28 2024-06-03,18.36,18.2,18.15 2024-06-04,19.05,18.38,18.34 2024-06-05,18.58,19.05,18.52 2024-06-06,18.75,18.57,18.52 2024-06-07,18.52,18.7,18.38 2024-06-11,18.28,18.4,17.9 2024-06-12,18.39,18.23,18.0 2024-06-13,18.18,18.37,18.1 2024-06-14,18.04,18.1,17.89 2024-06-17,18.36,17.9,17.86 2024-06-18,18.63,18.41,18.22 2024-06-19,18.19,18.53,18.11 2024-06-20,18.21,18.23,18.06 2024-06-21,18.28,18.15,18.03 2024-06-24,17.96,18.26,17.95 2024-06-25,18.09,17.97,17.89 2024-06-26,17.83,18.07,17.63 2024-06-27,17.63,17.76,17.61 2024-06-28,18.45,17.59,17.58 2024-07-01,18.01,18.45,17.88 2024-07-02,17.53,18.04,17.32 2024-07-03,17.12,17.53,17.06 2024-07-04,17.13,17.16,17.07 2024-07-05,17.05,17.09,16.72 2024-07-08,17.11,17.03,16.82 2024-07-09,17.24,17.11,16.74 2024-07-10,16.25,17.15,16.17 2024-07-11,16.71,16.36,16.21 2024-07-12,16.65,16.65,16.42 2024-07-15,16.56,16.64,16.46 2024-07-16,16.95,16.65,16.54 2024-07-17,16.52,16.95,16.48 2024-07-18,16.73,16.5,16.36 2024-07-19,16.75,16.69,16.46 2024-07-22,16.73,16.72,16.6 2024-07-23,16.11,16.6,16.08 2024-07-24,16.23,16.02,16.01 2024-07-25,16.16,16.2,15.91 2024-07-26,16.27,15.75,15.67 2024-07-29,16.06,16.3,15.93 2024-07-30,16.05,16.06,15.78 2024-07-31,16.34,16.09,15.89 2024-08-01,16.17,16.22,16.15 2024-08-02,15.77,16.06,15.74 2024-08-05,15.46,15.77,15.45 2024-08-06,15.58,15.58,15.41 2024-08-07,15.84,15.59,15.55 2024-08-08,15.58,15.74,15.42 2024-08-09,15.55,15.66,15.54 2024-08-12,15.94,15.8,15.68 2024-08-13,15.93,15.9,15.76 2024-08-14,14.36,15.98,14.34 2024-08-15,14.41,14.36,14.14 2024-08-16,14.23,14.39,14.18 2024-08-19,14.24,14.15,14.06 2024-08-20,14.08,14.46,13.98 2024-08-21,13.86,14.07,13.67 2024-08-22,13.87,13.93,13.72 2024-08-23,13.76,13.73,13.61 2024-08-26,13.83,13.75,13.55 2024-08-27,13.46,13.75,13.4 2024-08-28,13.57,13.44,13.38 2024-08-29,13.56,13.5,13.48 2024-08-30,13.66,13.54,13.22 2024-09-02,13.41,13.62,13.39 2024-09-03,13.37,13.32,13.26 2024-09-04,13.22,13.29,13.08 2024-09-05,13.18,13.24,13.08 2024-09-06,12.94,13.19,12.93 2024-09-09,12.71,12.9,12.66 2024-09-10,12.62,12.73,12.33 2024-09-11,12.55,12.57,12.42 2024-09-12,12.71,12.56,12.56 2024-09-13,12.34,12.68,12.28 2024-09-18,12.43,12.36,12.26 2024-09-19,12.63,12.5,12.34 2024-09-20,12.47,12.65,12.35 2024-09-23,12.66,12.47,12.38 2024-09-24,13.17,12.78,12.58 2024-09-25,13.52,13.34,13.33 2024-09-26,13.85,13.5,13.4 2024-09-27,14.56,14.1,14.1 2024-09-30,15.8,15.06,14.8 2024-10-08,16.27,17.38,15.68 2024-10-09,14.85,15.51,14.84 2024-10-10,15.15,14.84,14.84 2024-10-11,14.65,15.1,14.52 2024-10-14,14.9,14.85,14.73 2024-10-15,14.46,14.81,14.46 2024-10-16,14.75,14.35,14.22 2024-10-17,14.37,14.98,14.33 2024-10-18,14.79,14.31,14.27 2024-10-21,14.8,15.0,14.59 2024-10-22,15.3,14.76,14.73 2024-10-23,15.35,15.4,15.14 2024-10-24,15.05,15.28,14.96 2024-10-25,15.57,15.0,14.98 2024-10-28,15.45,15.57,15.11 2024-10-29,15.24,15.45,15.2 2024-10-30,15.05,15.13,14.92 2024-10-31,15.77,15.18,15.15 2024-11-01,15.35,15.68,15.24 2024-11-04,15.69,15.36,15.35 2024-11-05,16.05,15.69,15.54 2024-11-06,15.98,16.05,15.87 2024-11-07,16.29,15.92,15.8 2024-11-08,16.22,16.37,16.15 2024-11-11,16.32,16.11,16.05 2024-11-12,16.32,16.35,16.17 2024-11-13,16.32,16.32,16.17 2024-11-14,15.87,16.31,15.86 2024-11-15,15.68,15.85,15.67 2024-11-18,15.72,15.65,15.63 2024-11-19,15.9,15.72,15.6 2024-11-20,15.88,15.89,15.69 2024-11-21,16.3,15.89,15.82 2024-11-22,15.45,16.57,15.45 2024-11-25,15.13,15.35,14.92 2024-11-26,14.9,15.22,14.89 2024-11-27,15.37,14.98,14.71 2024-11-28,15.07,15.36,15.0 2024-11-29,15.18,15.02,14.99 2024-12-02,15.39,15.18,15.18 2024-12-03,15.33,15.4,15.23 2024-12-04,15.12,15.3,15.01 2024-12-05,15.1,15.06,14.93 2024-12-06,15.26,15.09,15.01 2024-12-09,15.39,15.27,15.21 2024-12-10,15.38,15.72,15.37 2024-12-11,15.37,15.32,15.3 2024-12-12,15.47,15.39,15.28 2024-12-13,15.2,15.43,15.18 2024-12-16,15.08,15.21,15.02 2024-12-17,15.15,15.08,15.06 2024-12-18,15.31,15.19,15.18 2024-12-19,15.19,15.21,15.01 2024-12-20,14.98,15.12,14.95 2024-12-23,15.09,14.95,14.93 2024-12-24,15.36,15.07,15.05 2024-12-25,15.88,15.39,15.37 2024-12-26,15.97,15.77,15.67 2024-12-27,16.05,15.97,15.86 2024-12-30,16.04,16.06,15.95 2024-12-31,15.89,16.05,15.89 2025-01-02,15.0,15.89,14.86 2025-01-03,14.65,15.0,14.59 2025-01-06,14.71,14.6,14.56 2025-01-07,14.85,14.71,14.61 2025-01-08,14.7,14.79,14.3 2025-01-09,14.62,14.63,14.59 2025-01-10,14.39,14.55,14.39 2025-01-13,14.12,14.31,13.98 2025-01-14,14.69,14.12,14.05 2025-01-15,14.53,14.81,14.49 2025-01-16,14.52,14.57,14.4 2025-01-17,14.66,14.42,14.42 2025-01-20,14.67,14.73,14.67 2025-01-21,14.45,14.76,14.4 2025-01-22,14.47,14.45,14.27 2025-01-23,14.71,14.59,14.56 2025-01-24,15.07,14.65,14.62 2025-01-27,14.92,15.07,14.91 2025-02-05,14.72,14.9,14.67 2025-02-06,14.86,14.69,14.65 2025-02-07,14.95,14.86,14.75 2025-02-10,15.01,14.95,14.87 2025-02-11,14.91,15.01,14.85 2025-02-12,15.68,14.91,14.9 2025-02-13,15.27,15.5,15.27 2025-02-14,15.32,15.21,15.16 2025-02-17,14.99,15.36,14.81 2025-02-18,14.81,14.97,14.77 2025-02-19,14.93,14.81,14.76 2025-02-20,14.75,14.9,14.63 2025-02-21,14.99,14.75,14.75 2025-02-24,14.9,14.98,14.78 2025-02-25,14.73,14.8,14.64 2025-02-26,14.9,14.75,14.73 2025-02-27,14.91,14.87,14.75 2025-02-28,14.61,14.85,14.59 2025-03-03,14.87,14.67,14.63 2025-03-04,14.97,14.77,14.75 2025-03-05,14.97,14.89,14.88 2025-03-06,15.16,15.02,14.92 2025-03-07,14.96,15.1,14.91 2025-03-10,14.94,14.9,14.8 2025-03-11,14.88,14.78,14.75 2025-03-12,15.1,14.89,14.85 2025-03-13,15.15,15.06,14.97 2025-03-14,15.3,15.29,15.24 2025-03-17,15.26,15.38,15.24 2025-03-18,15.25,15.29,15.21 2025-03-19,15.33,15.23,15.17 2025-03-20,15.19,15.3,15.15 2025-03-21,15.15,15.15,15.1 2025-03-24,15.29,15.16,15.06 2025-03-25,15.81,15.28,15.18 2025-03-26,15.59,15.81,15.44 2025-03-27,15.27,15.56,15.25 2025-03-28,15.11,15.21,15.04 2025-03-31,14.97,15.05,14.93 2025-04-01,15.87,15.4,15.36 2025-04-02,15.6,15.87,15.46 2025-04-03,15.6,15.43,15.43 2025-04-07,14.08,14.99,14.04 2025-04-08,14.56,14.1,14.07 2025-04-09,14.75,14.26,14.15 2025-04-10,14.83,14.98,14.76 2025-04-11,14.66,14.74,14.63 2025-04-14,15.28,15.03,15.0 2025-04-15,15.19,15.3,15.08 2025-04-16,15.24,15.24,15.07 2025-04-17,15.44,15.14,15.14 2025-04-18,15.29,15.39,15.24 2025-04-21,15.39,15.29,15.23 2025-04-22,15.38,15.4,15.33 2025-04-23,15.31,15.44,15.23 2025-04-24,15.32,15.3,15.23 2025-04-25,15.24,15.32,15.19 2025-04-28,15.21,15.76,15.2 2025-04-29,15.17,15.15,15.12 2025-04-30,15.21,15.2,15.15 2025-05-06,16.16,15.32,15.31 2025-05-07,16.32,16.31,16.0 2025-05-08,16.3,16.3,16.2 2025-05-09,16.34,16.34,16.24 2025-05-12,16.26,16.49,16.07 2025-05-13,16.28,16.33,16.13 2025-05-14,16.25,16.29,16.2 2025-05-15,16.3,16.3,16.26 2025-05-16,16.37,16.29,16.28 2025-05-19,16.2,16.31,16.08 2025-05-20,16.14,16.21,16.11 2025-05-21,16.1,16.14,16.06 2025-05-22,16.03,16.1,16.02 2025-05-23,15.88,16.02,15.85 2025-05-26,16.11,16.0,15.99 2025-05-27,15.9,16.16,15.87 2025-05-28,16.05,15.91,15.88 2025-05-29,16.12,16.05,16.05 2025-05-30,15.96,16.12,15.78 2025-06-03,15.89,15.8,15.74 2025-06-04,15.96,15.91,15.91 2025-06-05,16.0,15.98,15.89 2025-06-06,16.18,16.0,15.9 2025-06-09,16.71,16.3,16.3 2025-06-10,16.58,16.65,16.46 2025-06-11,16.49,16.55,16.48 2025-06-12,16.42,16.53,16.38 2025-06-13,16.7,16.49,16.43 2025-06-16,16.59,16.7,16.46 2025-06-17,16.85,16.6,16.56 2025-06-18,16.85,16.81,16.77 2025-06-19,16.46,16.77,16.36 2025-06-20,16.26,16.44,16.25 2025-06-23,16.33,16.19,16.18 2025-06-24,16.57,16.41,16.36 2025-06-25,16.55,16.55,16.44 2025-06-26,16.52,16.55,16.5 2025-06-27,16.7,16.54,16.54 2025-06-30,16.74,16.72,16.68 2025-07-01,16.68,16.69,16.6 2025-07-02,16.84,16.8,16.66 2025-07-03,16.59,16.9,16.5 2025-07-04,16.65,16.57,16.56 2025-07-07,17.03,16.65,16.62 2025-07-08,17.19,17.0,16.9 2025-07-09,17.2,17.25,17.1 2025-07-10,17.17,17.17,17.12 2025-07-11,17.23,17.17,17.17 2025-07-14,17.29,17.26,17.26 2025-07-15,17.18,17.22,17.04 2025-07-16,17.07,17.18,17.0 2025-07-17,17.31,17.13,17.07 2025-07-18,17.84,17.37,17.37 2025-07-21,19.62,19.62,19.62 2025-07-22,21.58,21.58,21.58 2025-07-23,23.74,23.74,23.09 2025-07-24,23.19,23.0,22.3 2025-07-25,20.93,23.0,20.9 2025-07-28,20.91,20.81,20.72 2025-07-29,21.06,20.8,20.46 2025-07-30,20.35,20.82,20.2 2025-07-31,20.2,20.18,20.08 2025-08-01,19.84,20.15,19.81 2025-08-04,20.0,19.78,19.74 2025-08-05,19.98,20.12,19.92 2025-08-06,19.98,19.96,19.81 2025-08-07,19.89,20.1,19.77 2025-08-08,20.29,19.87,19.79 2025-08-11,20.11,20.29,19.88 2025-08-12,19.84,20.12,19.81 2025-08-13,19.81,19.85,19.76 2025-08-14,19.82,19.78,19.77 2025-08-15,19.93,19.78,19.66 2025-08-18,20.2,19.9,19.89 2025-08-19,20.07,20.2,20.05 2025-08-20,20.15,20.0,19.87 2025-08-21,20.3,20.19,20.19 2025-08-22,20.1,20.0,19.7 2025-08-25,20.65,20.12,20.12 2025-08-26,20.36,20.61,20.26 2025-08-27,19.68,20.39,19.68 2025-08-28,20.21,19.62,19.37 2025-08-29,19.78,20.17,19.71 2025-09-01,19.87,19.88,19.75 2025-09-02,19.44,20.01,19.21 2025-09-03,19.01,19.45,18.85 2025-09-04,18.82,18.97,18.6 2025-09-05,19.29,18.82,18.82 2025-09-08,19.46,19.61,19.32 2025-09-09,19.15,19.44,19.0 2025-09-10,18.91,19.18,18.84 2025-09-11,19.24,18.91,18.8 2025-09-12,19.38,19.36,19.24 2025-09-15,19.45,19.37,19.3 2025-09-16,19.14,19.57,19.0 2025-09-17,19.44,19.15,19.01 2025-09-18,18.9,19.43,18.75 2025-09-19,18.9,18.81,18.8 2025-09-22,18.7,18.98,18.54 2025-09-23,18.67,18.64,18.29 2025-09-24,18.8,18.56,18.52 2025-09-25,18.99,18.8,18.8 2025-09-26,18.95,18.92,18.89 2025-09-29,19.03,18.9,18.73 2025-09-30,19.29,18.97,18.95 2025-10-09,21.22,19.86,19.86 2025-10-10,20.79,21.2,20.66 2025-10-13,21.09,20.05,20.05 2025-10-14,20.99,21.35,20.8 2025-10-15,20.92,20.83,20.4 2025-10-16,20.77,21.01,20.68 2025-10-17,19.74,20.82,19.72 2025-10-20,20.14,20.03,19.87 2025-10-21,20.52,20.19,20.06 2025-10-22,20.34,20.57,20.12 2025-10-23,20.35,20.18,19.86 2025-10-24,20.2,20.38,20.06 2025-10-27,21.47,20.42,20.35 2025-10-28,21.05,21.4,20.95 2025-10-29,21.92,21.13,21.08 2025-10-30,21.52,22.1,21.45 2025-10-31,20.87,21.63,20.74 2025-11-03,21.22,21.52,20.83 2025-11-04,21.4,21.23,21.22 2025-11-05,22.23,21.0,20.48 2025-11-06,22.79,22.16,22.0 2025-11-07,22.54,22.5,22.32 ","date,60日,low 2024-09-02,13.75429590395414,13.39 2024-09-03,13.6311423663348,13.26 2024-09-04,13.503666853182398,13.08 2024-09-05,13.382668446570129,13.08 2024-09-06,13.248744884000608,12.93 2024-09-09,13.103732480102462,12.66 2024-09-10,12.961728538930785,12.33 2024-09-11,12.824502160902568,12.42 2024-09-12,12.7136903691623,12.56 2024-09-13,12.577192784501758,12.28 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2024-12-12,15.62749225921046,15.28 2024-12-13,15.607844618114376,15.18 2024-12-16,15.57768162796302,15.02 2024-12-17,15.555785600131447,15.06 2024-12-18,15.550210725724153,15.18 2024-12-19,15.533269666893483,15.01 2024-12-20,15.497141575007621,14.95 2024-12-23,15.47354050925763,14.93 2024-12-24,15.476909534130913,15.05 2024-12-25,15.529311573855832,15.37 2024-12-26,15.58664396988448,15.67 2024-12-27,15.64760234562063,15.86 2024-12-30,15.703350474994988,15.95 2024-12-31,15.740864753730014,15.89 2025-01-02,15.690867755520872,14.86 2025-01-03,15.610406235440562,14.59 2025-01-06,15.540515530367287,14.56 2025-01-07,15.48818374448075,14.61 2025-01-08,15.424724407620275,14.3 2025-01-09,15.357559975612892,14.59 2025-01-10,15.272700937084853,14.39 2025-01-13,15.167535515518068,13.98 2025-01-14,15.123383013603613,14.05 2025-01-15,15.066884009349913,14.49 2025-01-16,15.013143764248026,14.4 2025-01-17,14.97629596415793,14.42 2025-01-20,14.942907423306394,14.67 2025-01-21,14.890886847786847,14.4 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2025-03-11,14.90115025136779,14.75 2025-03-12,14.918016581850694,14.85 2025-03-13,14.938639455737853,14.97 2025-03-14,14.972278573427234,15.24 2025-03-17,14.999991288902352,15.24 2025-03-18,15.024992320161818,15.21 2025-03-19,15.056002648809738,15.17 2025-03-20,15.071676945242793,15.15 2025-03-21,15.082504954224216,15.1 2025-03-24,15.105920719164969,15.06 2025-03-25,15.177265463525673,15.18 2025-03-26,15.222988789810062,15.44 2025-03-27,15.235186741569567,15.25 2025-03-28,15.231230640249999,15.04 2025-03-31,15.2140647965119,14.93 2025-04-01,15.283528117935496,15.36 2025-04-02,15.322666554671214,15.46 2025-04-03,15.35909692797672,15.43 2025-04-07,15.248310678384529,14.04 2025-04-08,15.190174005960364,14.07 2025-04-09,15.153751935086973,14.15 2025-04-10,15.127209067050673,14.76 2025-04-11,15.086138057101412,14.63 2025-04-14,15.106684902746771,15.0 2025-04-15,15.11731104376693,15.08 2025-04-16,15.131969719666479,15.07 2025-04-17,15.164668084400311,15.14 2025-04-18,15.180916895555956,15.24 2025-04-21,15.205553834580071,15.23 2025-04-22,15.227556019305283,15.33 2025-04-23,15.241368367808217,15.23 2025-04-24,15.255122028747127,15.23 2025-04-25,15.260247646851306,15.19 2025-04-28,15.262055671266612,15.2 2025-04-29,15.259807959452552,15.12 2025-04-30,15.26138192366833,15.15 2025-05-06,15.353138828251668,15.31 2025-05-07,15.454046538653293,16.0 2025-05-08,15.546320315180258,16.2 2025-05-09,15.636164517021427,16.24 2025-05-12,15.712257429617884,16.07 2025-05-13,15.784951790711624,16.13 2025-05-14,15.849663722060352,16.2 2025-05-15,15.91448194207987,16.26 2025-05-16,15.981266598760794,16.28 2025-05-19,16.027013357327377,16.08 2025-05-20,16.063518755327166,16.11 2025-05-21,16.09326399539803,16.06 2025-05-22,16.113817549031985,16.02 2025-05-23,16.11815192020785,15.85 2025-05-26,16.143480435831123,15.99 2025-05-27,16.146574285697305,15.87 2025-05-28,16.16313022618202,15.88 2025-05-29,16.18467033544715,16.05 2025-05-30,16.18898152916003,15.78 2025-06-03,16.18574250451042,15.74 2025-06-04,16.18877474003035,15.91 2025-06-05,16.194829448196923,15.89 2025-06-06,16.21704312386767,15.9 2025-06-09,16.28768416240255,16.3 2025-06-10,16.340794759626412,16.46 2025-06-11,16.381280960747958,16.48 2025-06-12,16.411839880666257,16.38 2025-06-13,16.466409224400014,16.43 2025-06-16,16.506306564348797,16.46 2025-06-17,16.567671611227816,16.56 2025-06-18,16.62435334732384,16.77 2025-06-19,16.63950996618486,16.36 2025-06-20,16.63389156303326,16.25 2025-06-23,16.634545131536665,16.18 2025-06-24,16.65726084158686,16.36 2025-06-25,16.675876904678105,16.44 2025-06-26,16.689705529573224,16.5 2025-06-27,16.719044006795446,16.54 2025-06-30,16.749566897071368,16.68 2025-07-01,16.771673940399488,16.6 2025-07-02,16.80684145898836,16.66 2025-07-03,16.815201327040825,16.5 2025-07-04,16.82798493216533,16.56 2025-07-07,16.87536863930446,16.62 2025-07-08,16.93417658313407,16.9 2025-07-09,16.989374085591077,17.1 2025-07-10,17.037362767736653,17.12 2025-07-11,17.08715274996772,17.17 2025-07-14,17.138609842489842,17.26 2025-07-15,17.175428605316913,17.04 2025-07-16,17.198539211172825,17.0 2025-07-17,17.242131694022596,17.07 2025-07-18,17.332478302300668,17.37 2025-07-21,17.585497854694772,19.62 2025-07-22,18.00772787231394,21.58 2025-07-23,18.607075347437764,23.09 2025-07-24,19.11387444586876,22.3 2025-07-25,19.371000786637914,20.9 2025-07-28,19.60751372028438,20.72 2025-07-29,19.84079085749103,20.46 2025-07-30,19.98907340310581,20.2 2025-07-31,20.111051424921566,20.08 2025-08-01,20.18838764205613,19.81 2025-08-04,20.27342772411231,19.74 2025-08-05,20.34853453401443,19.92 2025-08-06,20.416243851377978,19.81 2025-08-07,20.468465355038532,19.77 2025-08-08,20.552837787587535,19.79 2025-08-11,20.61208852387199,19.88 2025-08-12,20.639270632859503,19.81 2025-08-13,20.65931153108171,19.76 2025-08-14,20.67650990723758,19.77 2025-08-15,20.700600488220964,19.66 2025-08-18,20.7463985269888,19.89 2025-08-19,20.77445769505093,20.05 2025-08-20,20.805928701317285,19.87 2025-08-21,20.84727876904011,20.19 2025-08-22,20.864581303640012,19.7 2025-08-25,20.93079073542314,20.12 2025-08-26,20.96282513651008,20.26 2025-08-27,20.92578321463776,19.68 2025-08-28,20.939323806796526,19.37 2025-08-29,20.908872243201067,19.71 2025-09-01,20.88680405700259,19.75 2025-09-02,20.823150170041835,19.21 2025-09-03,20.720663963833395,18.85 2025-09-04,20.60478875994306,18.6 2025-09-05,20.539314908505144,18.82 2025-09-08,20.49253946849234,19.32 2025-09-09,20.417648247596457,19.0 2025-09-10,20.32319270178439,18.84 2025-09-11,20.264773313810277,18.8 2025-09-12,20.222067135998635,19.24 2025-09-15,20.187463418199876,19.3 2025-09-16,20.124330051177527,19.0 2025-09-17,20.092623094394305,19.01 2025-09-18,20.0104314093951,18.75 2025-09-19,19.932468725056317,18.8 2025-09-22,19.839507910736753,18.54 2025-09-23,19.748777604444037,18.29 2025-09-24,19.675446429296723,18.52 2025-09-25,19.624179293454386,18.8 2025-09-26,19.571725733036136,18.89 2025-09-29,19.52963654783173,18.73 2025-09-30,19.514423637651568,18.95 2025-10-09,19.683324902414604,19.86 2025-10-10,19.799824006780398,20.66 2025-10-13,19.93669391200174,20.05 2025-10-14,20.05448275892076,20.8 2025-10-15,20.15720760775383,20.4 2025-10-16,20.238170469832436,20.68 2025-10-17,20.21498219216522,19.72 2025-10-20,20.230456736581825,19.87 2025-10-21,20.280220883692312,20.06 2025-10-22,20.30876568387626,20.12 2025-10-23,20.335536342370695,19.86 2025-10-24,20.345421959701874,20.06 2025-10-27,20.474662790259057,20.35 2025-10-28,20.554694306380846,20.95 2025-10-29,20.711410479326666,21.08 2025-10-30,20.818938650061753,21.45 2025-10-31,20.856591085006222,20.74 2025-11-03,20.9240201945929,20.83 2025-11-04,21.003114827978106,21.22 2025-11-05,21.15495818013756,20.48 2025-11-06,21.349107626672954,22.0 2025-11-07,21.505653218665902,22.32 " 1654,CN,technical,统计复星医药在2024年09月30日到2024年12月15日间,最低价小于5日三指数移动平均线的天数占比(%)。(平滑系数 alpha 取 2 / (n + 1);从前 6n 个数据开始计算;初始值用首个数据点)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,4.4118,medium,moving average,TEMA = 3 * EMA1 - 3 * EMA2 + EMA3;EMA1 = EMA_n(P);EMA2 = EMA_n(EMA1);EMA3 = EMA_n(EMA2),"date,close,open,low 2024-08-15,23.32,23.34,23.22 2024-08-16,23.45,23.3,23.11 2024-08-19,23.29,23.51,23.23 2024-08-20,23.06,23.35,22.99 2024-08-21,22.77,23.04,22.73 2024-08-22,22.39,22.77,22.35 2024-08-23,22.4,22.44,22.3 2024-08-26,22.34,22.42,22.16 2024-08-27,22.3,22.35,22.22 2024-08-28,22.36,22.1,21.78 2024-08-29,22.68,22.33,22.3 2024-08-30,22.54,22.6,22.45 2024-09-02,22.38,22.5,22.18 2024-09-03,22.7,22.33,22.27 2024-09-04,22.55,22.65,22.51 2024-09-05,22.82,22.62,22.57 2024-09-06,22.51,22.8,22.51 2024-09-09,22.34,22.61,22.28 2024-09-10,22.35,22.63,22.0 2024-09-11,22.5,22.25,22.11 2024-09-12,22.39,22.45,22.35 2024-09-13,22.22,22.38,22.18 2024-09-18,22.28,22.21,21.89 2024-09-19,22.5,22.33,22.33 2024-09-20,22.33,22.49,22.11 2024-09-23,22.35,22.5,22.23 2024-09-24,22.88,22.45,22.36 2024-09-25,23.21,23.0,23.0 2024-09-26,23.95,23.22,23.03 2024-09-27,25.15,24.2,24.2 2024-09-30,27.67,26.28,25.8 2024-10-08,29.2,30.44,28.1 2024-10-09,26.78,28.85,26.7 2024-10-10,26.58,26.78,26.31 2024-10-11,25.72,26.57,25.5 2024-10-14,25.76,25.74,25.2 2024-10-15,25.3,25.8,25.28 2024-10-16,24.88,25.15,24.79 2024-10-17,24.65,24.95,24.62 2024-10-18,25.45,24.7,24.51 2024-10-21,25.42,25.28,25.12 2024-10-22,25.82,25.25,25.24 2024-10-23,25.81,25.9,25.65 2024-10-24,25.68,25.83,25.56 2024-10-25,26.05,25.69,25.57 2024-10-28,26.5,26.09,25.81 2024-10-29,26.04,26.7,25.93 2024-10-30,26.68,26.3,26.11 2024-10-31,26.6,26.69,26.36 2024-11-01,26.51,26.4,26.36 2024-11-04,26.84,26.54,26.54 2024-11-05,27.19,26.84,26.72 2024-11-06,27.1,27.29,26.88 2024-11-07,27.55,26.97,26.84 2024-11-08,27.46,27.8,27.3 2024-11-11,27.48,27.34,26.9 2024-11-12,27.78,27.5,27.49 2024-11-13,27.69,27.79,27.39 2024-11-14,27.06,27.74,27.06 2024-11-15,26.81,27.01,26.8 2024-11-18,26.67,26.83,26.59 2024-11-19,26.85,26.7,26.4 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2024-09-23,22.355405390905506,22.23 2024-09-24,22.725496725832446,22.36 2024-09-25,23.113927003206005,23.0 2024-09-26,23.784719228533337,23.03 2024-09-27,24.886942223409022,24.2 2024-09-30,27.080977920834616,25.8 2024-10-08,29.00817190780043,28.1 2024-10-09,27.98080057994256,26.7 2024-10-10,27.23469874084295,26.31 2024-10-11,26.224825421851513,25.5 2024-10-14,25.790289731450937,25.2 2024-10-15,25.296278527349646,25.28 2024-10-16,24.82174864886884,24.79 2024-10-17,24.502989552071778,24.62 2024-10-18,24.983656024866463,24.51 2024-10-21,25.217177431820595,25.12 2024-10-22,25.61925484591458,25.24 2024-10-23,25.789652678991757,25.65 2024-10-24,25.760944061747963,25.56 2024-10-25,25.995834135481598,25.57 2024-10-28,26.402158463889386,25.81 2024-10-29,26.23385483950644,25.93 2024-10-30,26.586560359895625,26.11 2024-10-31,26.664916774935097,26.36 2024-11-01,26.611487837270516,26.36 2024-11-04,26.801326747929963,26.54 2024-11-05,27.115089497998543,26.72 2024-11-06,27.168110098689148,26.88 2024-11-07,27.48427175498911,26.84 2024-11-08,27.535534340762606,27.3 2024-11-11,27.546294518929123,26.9 2024-11-12,27.74203117757897,27.49 2024-11-13,27.746568727182076,27.39 2024-11-14,27.287849815793436,27.06 2024-11-15,26.90643204796009,26.8 2024-11-18,26.655825445879163,26.59 2024-11-19,26.698363662120727,26.4 2024-11-20,27.03790289209443,26.8 2024-11-21,27.213417329769882,27.05 2024-11-22,26.54988670330145,26.24 2024-11-25,26.328299305308093,26.03 2024-11-26,26.029984437257195,26.01 2024-11-27,26.195165861007723,25.84 2024-11-28,26.236885599837862,26.26 2024-11-29,26.529841736778685,26.29 2024-12-02,26.73277403999806,26.6 2024-12-03,26.778540016095036,26.43 2024-12-04,26.48370478975668,26.21 2024-12-05,26.22203001434906,26.01 2024-12-06,26.325354387865517,26.12 2024-12-09,26.302803509119446,26.24 2024-12-10,26.319069320151264,26.34 2024-12-11,26.61154266899229,26.55 2024-12-12,26.772193950855353,26.56 2024-12-13,26.48575895643245,26.27 " 1655,CN,technical,"小商品城2020年12月25日至2021年11月24日, 最高价小于10日赫尔移动平均线的天数占比?(单位:%)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。",87.5556,medium,moving average,HMA = WMA_{\sqrt{n}}(2 * WMA_{n/2}(P) - WMA_n(P)),"date,close,high 2020-12-04,5.52,5.56 2020-12-07,5.51,5.64 2020-12-08,5.47,5.51 2020-12-09,5.34,5.48 2020-12-10,5.35,5.38 2020-12-11,5.11,5.37 2020-12-14,5.05,5.13 2020-12-15,4.97,5.05 2020-12-16,5.14,5.24 2020-12-17,5.08,5.13 2020-12-18,4.98,5.08 2020-12-21,4.99,5.03 2020-12-22,4.84,4.99 2020-12-23,4.78,4.89 2020-12-24,4.55,4.76 2020-12-25,4.55,4.63 2020-12-28,5.01,5.01 2020-12-29,5.51,5.51 2020-12-30,5.33,5.95 2020-12-31,5.51,5.7 2021-01-04,5.5,5.84 2021-01-05,6.05,6.05 2021-01-06,6.12,6.44 2021-01-07,5.94,6.3 2021-01-08,6.01,6.17 2021-01-11,6.09,6.1 2021-01-12,5.9,6.2 2021-01-13,5.64,5.88 2021-01-14,5.54,5.65 2021-01-15,5.5,5.71 2021-01-18,5.5,5.72 2021-01-19,5.64,5.84 2021-01-20,5.52,5.68 2021-01-21,5.44,5.59 2021-01-22,5.18,5.41 2021-01-25,5.13,5.27 2021-01-26,5.11,5.28 2021-01-27,5.06,5.15 2021-01-28,4.97,5.12 2021-01-29,5.14,5.25 2021-02-01,5.16,5.36 2021-02-02,5.0,5.12 2021-02-03,5.2,5.31 2021-02-04,5.11,5.29 2021-02-05,4.97,5.21 2021-02-08,4.96,5.07 2021-02-09,4.99,5.02 2021-02-10,4.96,5.03 2021-02-18,4.96,5.03 2021-02-19,5.24,5.24 2021-02-22,5.45,5.68 2021-02-23,5.33,5.5 2021-02-24,5.25,5.41 2021-02-25,5.2,5.39 2021-02-26,5.08,5.19 2021-03-01,5.08,5.13 2021-03-02,5.01,5.1 2021-03-03,5.01,5.07 2021-03-04,5.13,5.14 2021-03-05,5.14,5.16 2021-03-08,5.11,5.25 2021-03-09,5.01,5.14 2021-03-10,4.98,5.08 2021-03-11,5.01,5.03 2021-03-12,4.96,5.0 2021-03-15,5.03,5.09 2021-03-16,5.04,5.05 2021-03-17,5.18,5.21 2021-03-18,5.08,5.17 2021-03-19,5.15,5.15 2021-03-22,5.18,5.22 2021-03-23,5.09,5.19 2021-03-24,5.1,5.13 2021-03-25,5.09,5.18 2021-03-26,5.09,5.13 2021-03-29,5.03,5.09 2021-03-30,5.02,5.05 2021-03-31,5.01,5.02 2021-04-01,4.95,5.03 2021-04-02,4.99,4.99 2021-04-06,4.97,4.99 2021-04-07,5.03,5.04 2021-04-08,4.97,5.03 2021-04-09,4.98,4.99 2021-04-12,5.03,5.13 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2021-06-24,5.49,5.57 2021-06-25,5.29,5.47 2021-06-28,5.24,5.32 2021-06-29,5.19,5.32 2021-06-30,5.15,5.23 2021-07-01,5.13,5.2 2021-07-02,5.08,5.17 2021-07-05,5.01,5.11 2021-07-06,5.03,5.05 2021-07-07,4.95,5.03 2021-07-08,4.86,4.98 2021-07-09,4.86,4.9 2021-07-12,4.86,4.95 2021-07-13,4.9,4.94 2021-07-14,4.81,4.94 2021-07-15,4.78,4.82 2021-07-16,4.84,4.84 2021-07-19,4.81,4.85 2021-07-20,4.83,4.85 2021-07-21,4.82,4.86 2021-07-22,4.77,4.83 2021-07-23,4.69,4.78 2021-07-26,4.54,4.69 2021-07-27,4.54,4.59 2021-07-28,4.53,4.62 2021-07-29,4.52,4.57 2021-07-30,4.41,4.53 2021-08-02,4.59,4.62 2021-08-03,4.59,4.64 2021-08-04,4.62,4.66 2021-08-05,4.64,4.66 2021-08-06,4.54,4.63 2021-08-09,4.8,4.9 2021-08-10,4.81,4.83 2021-08-11,4.73,4.85 2021-08-12,4.71,4.76 2021-08-13,4.63,4.7 2021-08-16,4.7,4.72 2021-08-17,4.58,4.73 2021-08-18,4.61,4.63 2021-08-19,4.56,4.63 2021-08-20,4.56,4.58 2021-08-23,4.56,4.64 2021-08-24,4.52,4.58 2021-08-25,4.51,4.53 2021-08-26,4.56,4.61 2021-08-27,4.51,4.56 2021-08-30,4.46,4.52 2021-08-31,4.51,4.54 2021-09-01,4.59,4.6 2021-09-02,4.61,4.64 2021-09-03,4.61,4.65 2021-09-06,4.74,4.78 2021-09-07,4.76,4.82 2021-09-08,4.78,4.81 2021-09-09,4.83,4.88 2021-09-10,4.86,4.92 2021-09-13,4.99,5.02 2021-09-14,4.96,5.19 2021-09-15,4.88,5.02 2021-09-16,4.83,5.02 2021-09-17,4.83,4.93 2021-09-22,4.84,4.89 2021-09-23,4.93,4.93 2021-09-24,4.83,4.97 2021-09-27,4.82,4.87 2021-09-28,4.79,4.83 2021-09-29,4.68,4.78 2021-09-30,4.7,4.72 2021-10-08,4.81,4.83 2021-10-11,4.82,4.88 2021-10-12,4.73,4.83 2021-10-13,4.71,4.75 2021-10-14,4.65,4.72 2021-10-15,4.64,4.68 2021-10-18,4.55,4.65 2021-10-19,4.51,4.57 2021-10-20,4.49,4.54 2021-10-21,4.5,4.53 2021-10-22,4.66,4.79 2021-10-25,4.52,4.6 2021-10-26,4.48,4.52 2021-10-27,4.44,4.51 2021-10-28,4.53,4.56 2021-10-29,4.88,4.93 2021-11-01,5.09,5.14 2021-11-02,5.1,5.15 2021-11-03,5.15,5.18 2021-11-04,5.1,5.19 2021-11-05,4.92,5.12 2021-11-08,4.84,4.96 2021-11-09,4.8,4.92 2021-11-10,4.79,4.84 2021-11-11,4.78,4.81 2021-11-12,4.72,4.82 2021-11-15,4.69,4.78 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2022-07-22,16.23856938883433,15.98 2022-07-25,16.181749357860543,15.79 2022-07-26,16.12232764851049,15.69 2022-07-27,16.05886882098159,15.63 2022-07-28,16.007031867744452,15.66 2022-07-29,15.95869882400342,16.19 2022-08-01,15.921281735539269,15.85 2022-08-02,15.8867967943391,16.01 2022-08-03,15.854929811639092,15.76 2022-08-04,15.828800156128024,16.0 2022-08-05,15.819565391201428,16.08 2022-08-08,15.8228281017854,16.62 2022-08-09,15.840265348392133,16.48 2022-08-10,15.863317235778501,16.48 2022-08-11,15.90180993931153,16.43 2022-08-12,15.955494598473976,16.85 2022-08-15,16.02400790083352,16.5 2022-08-16,16.11035566971368,17.18 2022-08-17,16.20917104832414,17.49 2022-08-18,16.310408148875624,17.43 2022-08-19,16.408835310115585,17.15 2022-08-22,16.504009260658254,17.04 2022-08-23,16.585016714512353,16.99 2022-08-24,16.639656209866285,16.8 2022-08-25,16.671341265644283,16.13 2022-08-26,16.684386139860493,16.15 2022-08-29,16.680012704288483,15.87 2022-08-30,16.663688354612074,15.93 2022-08-31,16.636334894613583,16.01 2022-09-01,16.601937882450706,15.84 2022-09-02,16.564350910327114,15.81 2022-09-05,16.52029059958198,15.91 2022-09-06,16.474991186321173,15.75 2022-09-07,16.428039970033492,15.81 " 1657,CN,technical,在2024年04月06日至2024年11月29日期间,对于首创证券的赫尔移动平均线,开盘价小于60日线的天数占总天数的百分比?使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,39.6739,medium,moving average,HMA = WMA_{\sqrt{n}}(2 * WMA_{n/2}(P) - WMA_n(P)),"date,close,high,open 2023-11-21,21.62,22.39,22.28 2023-11-22,21.13,21.69,21.44 2023-11-23,21.21,21.29,21.01 2023-11-24,20.82,21.29,21.25 2023-11-27,20.78,20.88,20.58 2023-11-28,20.61,20.88,20.75 2023-11-29,20.71,20.74,20.51 2023-11-30,21.52,21.81,20.74 2023-12-01,21.4,21.64,21.33 2023-12-04,21.21,21.48,21.44 2023-12-05,21.59,21.98,21.06 2023-12-06,21.39,21.99,21.42 2023-12-07,21.7,21.85,21.27 2023-12-08,21.24,21.73,21.68 2023-12-11,21.95,22.21,21.06 2023-12-12,21.55,21.86,21.71 2023-12-13,21.11,21.49,21.49 2023-12-14,20.8,21.38,21.3 2023-12-15,20.98,21.27,20.8 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2024-08-28,19.432254778273023,18.74 2024-08-29,19.368544093576084,18.8 2024-08-30,19.32091847347083,18.96 2024-09-02,19.270470096446825,19.11 2024-09-03,19.21962418473471,18.5 2024-09-04,19.170192024879753,18.55 2024-09-05,19.121096950467123,18.78 2024-09-06,19.070607363199112,19.4 2024-09-09,18.99919264813276,17.88 2024-09-10,18.900447646747754,18.01 2024-09-11,18.782186170078823,17.5 2024-09-12,18.645506761350763,17.62 2024-09-13,18.488440495076933,17.46 2024-09-18,18.32045450882627,17.1 2024-09-19,18.156921482712598,17.4 2024-09-20,17.99691728991967,17.39 2024-09-23,17.840862191836013,17.28 2024-09-24,17.73228871093652,17.46 2024-09-25,17.670864596711244,19.51 2024-09-26,17.67540134345648,19.12 2024-09-27,17.767260053889355,20.76 2024-09-30,17.980737119437944,23.5 2024-10-08,18.347590233184764,26.13 2024-10-09,18.768448792525998,24.5 2024-10-10,19.17931511420009,23.15 2024-10-11,19.565435131323813,21.51 2024-10-14,19.91837623076729,21.68 2024-10-15,20.21633035556899,21.48 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2024-11-25,23.963130990153868,22.77 2024-11-26,23.960056010928962,22.6 2024-11-27,23.987986263252,23.15 2024-11-28,24.023957977638442,23.96 2024-11-29,24.073592663241925,23.53 " 1658,CN,technical,2020年02月22日-2020年12月09日,阳光电源的最高价大于10日赫尔移动平均线的天数占比多少?(%)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,20.5,medium,moving average,HMA = WMA_{\sqrt{n}}(2 * WMA_{n/2}(P) - WMA_n(P)),"date,close,high,open 2020-02-03,10.25,10.25,10.25 2020-02-04,10.19,10.26,9.4 2020-02-05,10.17,10.5,10.13 2020-02-06,10.42,10.55,10.11 2020-02-07,10.72,10.72,10.3 2020-02-10,10.86,10.9,10.59 2020-02-11,10.67,10.87,10.81 2020-02-12,11.62,11.73,11.25 2020-02-13,11.61,12.14,11.8 2020-02-14,11.29,11.7,11.43 2020-02-17,11.77,11.88,11.37 2020-02-18,12.75,12.95,11.95 2020-02-19,12.8,13.2,12.97 2020-02-20,13.4,13.86,13.3 2020-02-21,13.75,14.27,13.37 2020-02-24,13.51,13.85,13.58 2020-02-25,13.4,13.75,13.19 2020-02-26,12.53,13.25,13.02 2020-02-27,12.53,12.81,12.66 2020-02-28,11.42,12.25,12.03 2020-03-02,11.88,12.08,11.69 2020-03-03,12.05,12.42,12.19 2020-03-04,12.11,12.27,12.04 2020-03-05,12.49,12.71,12.3 2020-03-06,12.22,12.44,12.26 2020-03-09,11.29,11.95,11.85 2020-03-10,11.73,11.79,11.23 2020-03-11,11.8,12.46,11.79 2020-03-12,11.84,12.05,11.5 2020-03-13,11.93,12.15,11.25 2020-03-16,10.74,12.1,12.1 2020-03-17,10.47,10.99,10.86 2020-03-18,10.2,10.76,10.62 2020-03-19,10.39,10.41,10.2 2020-03-20,10.38,10.53,10.52 2020-03-23,9.68,10.04,9.93 2020-03-24,9.84,9.95,9.9 2020-03-25,10.18,10.41,10.19 2020-03-26,9.99,10.16,10.09 2020-03-27,10.05,10.26,10.16 2020-03-30,9.69,9.88,9.82 2020-03-31,9.51,9.88,9.85 2020-04-01,9.61,9.9,9.53 2020-04-02,10.05,10.07,9.58 2020-04-03,9.81,10.03,10.0 2020-04-07,10.02,10.12,10.07 2020-04-08,10.02,10.07,9.94 2020-04-09,10.04,10.16,10.06 2020-04-10,9.79,10.03,10.0 2020-04-13,9.5,9.73,9.73 2020-04-14,9.78,9.82,9.6 2020-04-15,9.86,10.05,9.79 2020-04-16,9.95,10.02,9.79 2020-04-17,10.01,10.3,10.09 2020-04-20,9.9,10.07,10.0 2020-04-21,9.7,9.88,9.87 2020-04-22,9.91,9.94,9.61 2020-04-23,9.69,9.93,9.87 2020-04-24,9.57,9.78,9.61 2020-04-27,9.68,9.84,9.61 2020-04-28,9.98,10.03,9.8 2020-04-29,10.7,10.7,9.94 2020-04-30,10.9,11.16,10.6 2020-05-06,10.95,11.05,10.8 2020-05-07,11.05,11.18,10.95 2020-05-08,11.03,11.18,11.1 2020-05-11,10.96,11.18,11.11 2020-05-12,11.02,11.07,11.03 2020-05-13,10.93,11.09,10.98 2020-05-14,10.67,10.99,10.89 2020-05-15,10.52,10.86,10.76 2020-05-18,10.83,11.07,10.6 2020-05-19,11.49,11.58,11.18 2020-05-20,11.25,11.65,11.5 2020-05-21,10.7,11.46,11.37 2020-05-22,10.6,10.82,10.77 2020-05-25,10.77,10.82,10.65 2020-05-26,10.93,11.05,10.77 2020-05-27,10.85,11.19,10.95 2020-05-28,11.04,11.06,10.88 2020-05-29,11.25,11.3,10.98 2020-06-01,11.61,11.77,11.32 2020-06-02,11.61,11.84,11.69 2020-06-03,11.82,12.06,11.68 2020-06-04,11.67,11.96,11.87 2020-06-05,11.61,11.76,11.74 2020-06-08,12.0,12.19,11.72 2020-06-09,11.91,12.14,12.0 2020-06-10,11.81,11.93,11.9 2020-06-11,11.87,12.11,11.82 2020-06-12,11.85,11.99,11.51 2020-06-15,12.51,12.99,11.91 2020-06-16,12.69,12.84,12.7 2020-06-17,12.52,12.78,12.68 2020-06-18,12.42,12.6,12.55 2020-06-19,12.65,12.72,12.43 2020-06-22,12.71,12.86,12.67 2020-06-23,12.71,12.92,12.71 2020-06-24,13.58,13.62,12.89 2020-06-29,14.2,14.72,13.5 2020-06-30,14.39,14.64,14.25 2020-07-01,14.9,14.99,14.59 2020-07-02,15.28,15.36,14.91 2020-07-03,15.31,15.41,15.22 2020-07-06,15.18,15.46,15.22 2020-07-07,15.94,16.23,15.16 2020-07-08,16.13,16.29,15.93 2020-07-09,17.6,17.68,16.19 2020-07-10,17.86,18.37,17.3 2020-07-13,18.25,18.46,17.6 2020-07-14,18.14,18.36,18.23 2020-07-15,18.49,19.2,18.12 2020-07-16,17.33,18.98,18.59 2020-07-17,18.11,19.0,17.36 2020-07-20,18.62,18.94,18.5 2020-07-21,19.27,20.47,19.59 2020-07-22,19.02,19.6,18.97 2020-07-23,20.06,20.36,18.99 2020-07-24,19.46,20.13,19.62 2020-07-27,20.3,21.08,19.71 2020-07-28,19.75,20.65,20.51 2020-07-29,20.2,20.25,19.64 2020-07-30,20.8,21.0,20.29 2020-07-31,21.0,21.92,20.88 2020-08-03,20.45,21.39,21.29 2020-08-04,19.88,20.57,20.53 2020-08-05,20.16,20.47,19.9 2020-08-06,19.86,20.3,20.05 2020-08-07,19.85,20.22,19.9 2020-08-10,21.84,21.84,20.07 2020-08-11,23.1,23.57,22.65 2020-08-12,20.81,23.14,22.85 2020-08-13,20.85,21.81,21.2 2020-08-14,20.93,21.2,20.95 2020-08-17,21.05,21.24,21.11 2020-08-18,21.0,21.3,21.05 2020-08-19,19.91,21.32,21.32 2020-08-20,19.3,20.02,19.86 2020-08-21,19.5,19.95,19.33 2020-08-24,20.78,21.03,19.59 2020-08-25,20.69,21.35,20.6 2020-08-26,20.1,20.95,20.72 2020-08-27,20.95,21.1,20.5 2020-08-28,21.75,21.86,21.01 2020-08-31,21.93,22.4,22.04 2020-09-01,22.16,22.2,21.8 2020-09-02,22.26,22.95,22.35 2020-09-03,21.9,22.28,22.2 2020-09-04,21.89,21.95,21.31 2020-09-07,21.54,22.6,22.0 2020-09-08,21.53,21.84,21.78 2020-09-09,20.38,21.45,21.35 2020-09-10,20.35,21.17,20.66 2020-09-11,24.42,24.42,20.35 2020-09-14,24.52,28.5,26.82 2020-09-15,24.6,25.6,24.51 2020-09-16,26.29,28.4,24.43 2020-09-17,28.35,29.36,26.55 2020-09-18,28.01,28.6,28.6 2020-09-21,26.57,28.68,28.5 2020-09-22,26.12,26.96,26.49 2020-09-23,29.83,31.27,26.39 2020-09-24,26.88,30.5,28.83 2020-09-25,26.85,28.1,27.1 2020-09-28,27.74,29.36,27.5 2020-09-29,26.85,28.5,28.23 2020-09-30,27.49,28.81,27.14 2020-10-09,31.96,32.69,31.48 2020-10-12,32.22,33.33,32.4 2020-10-13,31.4,32.12,31.84 2020-10-14,31.6,33.3,31.46 2020-10-15,30.42,31.84,31.25 2020-10-16,30.42,31.26,30.4 2020-10-19,28.8,30.74,30.68 2020-10-20,29.95,30.44,29.24 2020-10-21,29.28,30.94,30.39 2020-10-22,28.8,29.3,28.41 2020-10-23,27.97,29.75,29.19 2020-10-26,30.02,30.5,28.01 2020-10-27,30.52,30.56,29.95 2020-10-28,31.53,32.18,30.5 2020-10-29,32.36,33.58,31.0 2020-10-30,38.83,38.83,38.82 2020-11-02,45.33,46.5,38.88 2020-11-03,45.78,46.48,46.03 2020-11-04,44.3,47.4,45.52 2020-11-05,45.5,46.5,45.7 2020-11-06,43.4,46.34,46.3 2020-11-09,44.3,46.0,43.81 2020-11-10,47.2,49.3,43.66 2020-11-11,43.52,46.46,46.04 2020-11-12,47.77,47.77,45.27 2020-11-13,46.36,47.7,47.58 2020-11-16,45.85,47.22,46.55 2020-11-17,44.99,46.5,45.45 2020-11-18,44.1,46.24,44.48 2020-11-19,43.92,45.35,43.9 2020-11-20,45.67,46.6,44.67 2020-11-23,50.9,52.44,45.71 2020-11-24,51.26,52.26,50.1 2020-11-25,48.36,51.27,51.0 2020-11-26,47.99,48.49,48.0 2020-11-27,46.92,48.2,48.2 2020-11-30,48.06,48.06,47.3 2020-12-01,48.89,50.45,47.3 2020-12-02,47.33,49.28,48.3 2020-12-03,47.75,48.13,47.1 2020-12-04,47.0,48.3,47.49 2020-12-07,48.8,50.54,47.5 2020-12-08,51.88,53.26,49.2 2020-12-09,50.87,54.8,52.84 ","date,10日,high 2020-02-18,12.079050505050505,12.95 2020-02-19,12.486989898989899,13.2 2020-02-20,12.980353535353538,13.86 2020-02-21,13.492363636363637,14.27 2020-02-24,13.835040404040406,13.85 2020-02-25,13.926919191919191,13.75 2020-02-26,13.645444444444443,13.25 2020-02-27,13.197767676767677,12.81 2020-02-28,12.48840404040404,12.25 2020-03-02,11.920676767676767,12.08 2020-03-03,11.614939393939395,12.42 2020-03-04,11.597313131313134,12.27 2020-03-05,11.80928282828283,12.71 2020-03-06,12.058818181818184,12.44 2020-03-09,12.006232323232325,11.95 2020-03-10,11.860646464646464,11.79 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2022-05-11,4.294149783549782,4.37 2022-05-12,4.329433766233765,4.38 2022-05-13,4.360038528138527,4.4 2022-05-16,4.382458008658008,4.4 2022-05-17,4.3970887445887445,4.38 2022-05-18,4.4009883116883115,4.38 2022-05-19,4.404302597402598,4.34 2022-05-20,4.4116978354978365,4.4 2022-05-23,4.4201099567099575,4.43 2022-05-24,4.419681385281384,4.44 2022-05-25,4.414025108225108,4.36 2022-05-26,4.410352813852813,4.39 2022-05-27,4.410860173160173,4.41 2022-05-30,4.413216883116883,4.44 2022-05-31,4.431708658008658,4.42 2022-06-01,4.456085714285715,4.54 2022-06-02,4.503224242424242,4.51 2022-06-06,4.5610930735930735,4.73 2022-06-07,4.612625974025974,4.7 2022-06-08,4.649223376623377,4.64 2022-06-09,4.665994805194806,4.6 2022-06-10,4.688754112554113,4.55 2022-06-13,4.70471341991342,4.67 2022-06-14,4.721789610389609,4.61 2022-06-15,4.733581818181818,4.7 2022-06-16,4.736019480519481,4.74 2022-06-17,4.733514285714287,4.67 2022-06-20,4.722038528138528,4.66 2022-06-21,4.707105627705628,4.65 2022-06-22,4.680578787878789,4.64 2022-06-23,4.651517748917749,4.54 2022-06-24,4.623283982683984,4.59 2022-06-27,4.596901298701299,4.57 2022-06-28,4.5778008658008655,4.56 2022-06-29,4.560865367965367,4.6 2022-06-30,4.54494632034632,4.55 2022-07-01,4.529237662337662,4.55 2022-07-04,4.510952380952381,4.51 2022-07-05,4.489747186147187,4.48 2022-07-06,4.465618614718615,4.44 2022-07-07,4.439967532467532,4.41 2022-07-08,4.417033766233766,4.4 2022-07-11,4.399380086580086,4.41 2022-07-12,4.386128138528138,4.42 2022-07-13,4.379704329004328,4.44 2022-07-14,4.378629870129869,4.44 2022-07-15,4.378454978354979,4.43 2022-07-18,4.38789393939394,4.41 2022-07-19,4.388285281385282,4.38 2022-07-20,4.389755411255412,4.36 2022-07-21,4.390914718614718,4.4 2022-07-22,4.391116883116882,4.43 2022-07-25,4.390184848484847,4.4 2022-07-26,4.390466666666666,4.36 2022-07-27,4.3906735930735925,4.42 2022-07-28,4.39325974025974,4.4 2022-07-29,4.394441125541126,4.43 2022-08-01,4.397091341991343,4.37 2022-08-02,4.394289177489178,4.4 2022-08-03,4.383643722943724,4.34 2022-08-04,4.367824675324675,4.32 2022-08-05,4.362621212121212,4.33 2022-08-08,4.364535497835497,4.44 2022-08-09,4.370038095238095,4.43 2022-08-10,4.3756792207792214,4.38 2022-08-11,4.385719913419914,4.4 2022-08-12,4.398316017316017,4.44 2022-08-15,4.4111021645021635,4.45 2022-08-16,4.422172294372293,4.45 2022-08-17,4.4312341991342,4.44 2022-08-18,4.435654545454546,4.43 2022-08-19,4.435632900432901,4.42 2022-08-22,4.435189177489178,4.41 2022-08-23,4.430453246753248,4.43 2022-08-24,4.4147380952380955,4.41 2022-08-25,4.393096969696971,4.32 2022-08-26,4.372563203463203,4.34 2022-08-29,4.3580129870129864,4.33 2022-08-30,4.357267532467533,4.4 2022-08-31,4.364468831168831,4.42 2022-09-01,4.3652402597402595,4.4 2022-09-02,4.369383982683983,4.36 2022-09-05,4.375270995670997,4.42 2022-09-06,4.385831168831169,4.43 2022-09-07,4.40012380952381,4.43 2022-09-08,4.414636796536797,4.44 2022-09-09,4.429432900432902,4.44 2022-09-13,4.440377922077923,4.46 2022-09-14,4.442216450216451,4.4 2022-09-15,4.436043722943724,4.4 2022-09-16,4.4125277056277055,4.37 2022-09-19,4.373078787878788,4.27 2022-09-20,4.326470995670995,4.23 2022-09-21,4.2834792207792205,4.2 2022-09-22,4.244054112554112,4.22 2022-09-23,4.214816017316016,4.24 2022-09-26,4.188285281385281,4.22 2022-09-27,4.170295238095237,4.19 2022-09-28,4.155899134199134,4.22 2022-09-29,4.141154545454546,4.17 2022-09-30,4.131054112554113,4.12 2022-10-10,4.124447619047619,4.13 2022-10-11,4.128553246753246,4.17 2022-10-12,4.146080519480519,4.22 2022-10-13,4.1744541125541135,4.28 2022-10-14,4.208668831168832,4.33 2022-10-17,4.248916883116883,4.3 2022-10-18,4.287275324675325,4.41 2022-10-19,4.320485281385283,4.35 2022-10-20,4.350448917748919,4.32 2022-10-21,4.3788670995671,4.36 2022-10-24,4.399658874458875,4.4 2022-10-25,4.4133844155844155,4.39 2022-10-26,4.42545670995671,4.35 2022-10-27,4.433255411255411,4.45 2022-10-28,4.4275294372294365,4.42 2022-10-31,4.4357207792207785,4.44 2022-11-01,4.455435064935064,4.51 2022-11-02,4.480087878787878,4.55 2022-11-03,4.506633333333333,4.52 2022-11-04,4.5318623376623375,4.54 2022-11-07,4.549733766233766,4.57 2022-11-08,4.561470129870129,4.55 2022-11-09,4.566494805194805,4.52 2022-11-10,4.566427705627705,4.49 2022-11-11,4.567398701298701,4.56 2022-11-14,4.569955844155844,4.55 2022-11-15,4.571593506493507,4.59 2022-11-16,4.571445454545455,4.56 2022-11-17,4.573891341991342,4.55 2022-11-18,4.575082683982683,4.58 2022-11-21,4.5717610389610375,4.57 2022-11-22,4.573752813852813,4.52 2022-11-23,4.587430735930736,4.58 2022-11-24,4.59558354978355,4.64 2022-11-25,4.611158874458875,4.58 2022-11-28,4.626179653679654,4.65 2022-11-29,4.64497445887446,4.65 2022-11-30,4.666359307359308,4.69 2022-12-01,4.682539826839827,4.68 2022-12-02,4.694264502164502,4.66 2022-12-05,4.72024025974026,4.7 2022-12-06,4.753753246753248,4.8 2022-12-07,4.783416883116885,4.85 2022-12-08,4.801951948051949,4.8 2022-12-09,4.813081385281386,4.75 2022-12-12,4.812364069264069,4.8 2022-12-13,4.8065341991342,4.72 2022-12-14,4.794759307359307,4.74 2022-12-15,4.776935064935064,4.71 2022-12-16,4.772242424242424,4.66 2022-12-19,4.765018181818181,4.82 2022-12-20,4.765326406926407,4.77 2022-12-21,4.768209523809523,4.8 2022-12-22,4.759538095238095,4.75 2022-12-23,4.7533419913419905,4.69 2022-12-26,4.755368398268398,4.73 2022-12-27,4.764871428571429,4.84 2022-12-28,4.779523809523811,4.84 2022-12-29,4.78533852813853,4.8 2022-12-30,4.788006926406927,4.76 2023-01-03,4.794292207792209,4.79 2023-01-04,4.803064935064935,4.85 2023-01-05,4.80680173160173,4.83 " 1660,CN,technical,"中科曙光2021年10月03日至2021年11月01日, 价格突破5日简单移动平均线有多少次?使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。",2.0,medium,moving average,SMA_n = 1 / n * \sum_{i=0}^{n-1} P_{t-i},"date,close,low,open 2021-09-27,27.82,27.6,27.77 2021-09-28,27.3,27.09,27.7 2021-09-29,26.61,26.52,27.23 2021-09-30,26.82,26.6,26.6 2021-10-08,27.38,27.0,27.1 2021-10-11,27.68,27.42,27.42 2021-10-12,27.57,27.27,27.69 2021-10-13,27.67,27.3,27.68 2021-10-14,27.68,27.53,27.67 2021-10-15,28.19,27.8,27.8 2021-10-18,27.91,27.76,28.19 2021-10-19,27.84,27.79,27.92 2021-10-20,27.06,26.83,28.15 2021-10-21,27.5,26.86,26.86 2021-10-22,27.85,27.31,27.33 2021-10-25,27.87,27.53,27.85 2021-10-26,28.11,27.69,27.87 2021-10-27,27.3,26.99,28.15 2021-10-28,27.19,27.0,27.3 2021-10-29,27.47,27.11,27.25 2021-11-01,27.88,27.23,27.32 ","date,5日,close 2021-10-08,27.186,27.38 2021-10-11,27.158000000000005,27.68 2021-10-12,27.212,27.57 2021-10-13,27.424,27.67 2021-10-14,27.596000000000004,27.68 2021-10-15,27.758000000000003,28.19 2021-10-18,27.804000000000002,27.91 2021-10-19,27.858000000000004,27.84 2021-10-20,27.736,27.06 2021-10-21,27.7,27.5 2021-10-22,27.631999999999998,27.85 2021-10-25,27.624000000000002,27.87 2021-10-26,27.678000000000004,28.11 2021-10-27,27.726,27.3 2021-10-28,27.663999999999998,27.19 2021-10-29,27.588,27.47 2021-11-01,27.589999999999996,27.88 " 1661,CN,technical,国泰海通在2022年02月16日到2022年09月22日期间,收盘价跌破20日简单移动平均线共几次?使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,7.0,medium,moving average,SMA_n = 1 / n * \sum_{i=0}^{n-1} P_{t-i},"date,close,low,open 2022-01-13,17.79,17.78,18.04 2022-01-14,17.24,17.17,17.69 2022-01-17,17.29,17.15,17.22 2022-01-18,17.48,17.22,17.3 2022-01-19,17.85,17.44,17.44 2022-01-20,18.54,17.85,17.85 2022-01-21,18.37,18.28,18.4 2022-01-24,18.37,18.14,18.28 2022-01-25,17.95,17.92,18.28 2022-01-26,18.62,18.0,18.0 2022-01-27,18.1,17.99,18.39 2022-01-28,17.63,17.55,18.18 2022-02-07,17.98,17.76,17.88 2022-02-08,18.41,17.88,17.91 2022-02-09,18.31,18.2,18.37 2022-02-10,18.37,18.19,18.29 2022-02-11,18.35,18.25,18.29 2022-02-14,17.66,17.55,18.2 2022-02-15,17.65,17.51,17.68 2022-02-16,17.63,17.57,17.73 2022-02-17,17.41,17.35,17.59 2022-02-18,17.59,17.26,17.3 2022-02-21,17.59,17.44,17.59 2022-02-22,17.2,17.12,17.41 2022-02-23,17.3,17.16,17.2 2022-02-24,16.7,16.6,17.15 2022-02-25,16.7,16.63,16.8 2022-02-28,16.69,16.57,16.7 2022-03-01,16.75,16.62,16.74 2022-03-02,16.7,16.61,16.64 2022-03-03,16.79,16.72,16.78 2022-03-04,16.64,16.55,16.69 2022-03-07,16.26,16.24,16.58 2022-03-08,15.9,15.89,16.35 2022-03-09,15.49,15.12,15.94 2022-03-10,15.48,15.46,15.79 2022-03-11,15.69,15.0,15.25 2022-03-14,15.39,15.37,15.42 2022-03-15,14.84,14.83,15.36 2022-03-16,15.5,14.8,15.02 2022-03-17,15.43,15.4,15.7 2022-03-18,15.56,15.4,15.44 2022-03-21,15.48,15.37,15.59 2022-03-22,15.55,15.36,15.4 2022-03-23,15.55,15.44,15.56 2022-03-24,15.41,15.4,15.48 2022-03-25,15.34,15.32,15.43 2022-03-28,15.39,15.15,15.25 2022-03-29,15.33,15.28,15.4 2022-03-30,15.67,15.37,15.37 2022-03-31,15.71,15.6,15.65 2022-04-01,15.9,15.6,15.64 2022-04-06,15.91,15.78,15.82 2022-04-07,15.6,15.6,15.9 2022-04-08,15.86,15.54,15.65 2022-04-11,15.45,15.38,15.79 2022-04-12,15.79,15.38,15.45 2022-04-13,15.65,15.64,15.75 2022-04-14,15.85,15.72,15.77 2022-04-15,15.83,15.7,15.73 2022-04-18,15.54,15.44,15.7 2022-04-19,15.44,15.38,15.54 2022-04-20,15.3,15.25,15.47 2022-04-21,15.21,15.16,15.25 2022-04-22,15.23,15.17,15.17 2022-04-25,14.71,14.7,14.92 2022-04-26,14.26,14.19,14.74 2022-04-27,14.36,14.09,14.15 2022-04-28,14.15,13.97,14.3 2022-04-29,14.6,14.24,14.54 2022-05-05,14.33,14.32,14.39 2022-05-06,14.08,14.06,14.11 2022-05-09,14.04,13.94,14.02 2022-05-10,14.13,13.83,13.91 2022-05-11,14.19,14.1,14.12 2022-05-12,14.14,14.07,14.13 2022-05-13,14.24,14.15,14.2 2022-05-16,14.16,14.13,14.35 2022-05-17,14.2,14.06,14.17 2022-05-18,14.2,14.15,14.25 2022-05-19,14.17,14.02,14.09 2022-05-20,14.38,14.21,14.22 2022-05-23,14.4,14.25,14.39 2022-05-24,14.1,14.08,14.39 2022-05-25,14.18,14.07,14.11 2022-05-26,14.34,14.11,14.23 2022-05-27,14.43,14.32,14.4 2022-05-30,14.42,14.32,14.41 2022-05-31,14.49,14.34,14.42 2022-06-01,14.42,14.37,14.51 2022-06-02,14.48,14.33,14.42 2022-06-06,14.67,14.39,14.42 2022-06-07,14.66,14.6,14.65 2022-06-08,14.79,14.64,14.68 2022-06-09,14.75,14.67,14.8 2022-06-10,14.98,14.59,14.67 2022-06-13,14.78,14.68,14.82 2022-06-14,15.3,14.53,14.66 2022-06-15,15.67,15.35,15.35 2022-06-16,15.19,15.18,15.67 2022-06-17,15.16,14.94,15.08 2022-06-20,15.01,15.01,15.13 2022-06-21,15.08,14.93,15.04 2022-06-22,14.88,14.87,15.07 2022-06-23,15.23,14.85,14.85 2022-06-24,15.2,15.12,15.24 2022-06-27,15.17,15.13,15.31 2022-06-28,15.26,15.07,15.14 2022-06-29,15.12,15.11,15.27 2022-06-30,15.2,15.12,15.12 2022-07-01,15.1,15.06,15.18 2022-07-04,15.15,14.96,15.1 2022-07-05,15.08,15.0,15.15 2022-07-06,14.98,14.96,15.06 2022-07-07,15.09,15.01,15.06 2022-07-08,15.17,15.13,15.15 2022-07-11,15.14,15.12,15.17 2022-07-12,15.22,15.14,15.14 2022-07-13,15.18,15.15,15.22 2022-07-14,15.0,14.93,15.15 2022-07-15,13.92,13.92,14.4 2022-07-18,14.25,13.94,14.01 2022-07-19,14.36,14.15,14.29 2022-07-20,14.38,14.34,14.36 2022-07-21,14.25,14.24,14.37 2022-07-22,14.41,14.26,14.33 2022-07-25,14.49,14.33,14.41 2022-07-26,14.47,14.44,14.47 2022-07-27,14.37,14.36,14.47 2022-07-28,14.53,14.46,14.46 2022-07-29,14.45,14.41,14.51 2022-08-01,14.37,14.27,14.44 2022-08-02,14.08,13.89,14.26 2022-08-03,13.95,13.92,14.06 2022-08-04,14.05,14.01,14.08 2022-08-05,14.27,14.01,14.12 2022-08-08,14.29,14.2,14.23 2022-08-09,14.26,14.25,14.26 2022-08-10,14.25,14.18,14.29 2022-08-11,14.68,14.29,14.31 2022-08-12,14.6,14.53,14.55 2022-08-15,14.61,14.51,14.56 2022-08-16,14.56,14.5,14.61 2022-08-17,14.71,14.51,14.58 2022-08-18,14.58,14.57,14.63 2022-08-19,14.56,14.56,14.58 2022-08-22,14.6,14.48,14.51 2022-08-23,14.66,14.54,14.62 2022-08-24,14.48,14.45,14.64 2022-08-25,14.73,14.5,14.5 2022-08-26,14.72,14.63,14.78 2022-08-29,14.68,14.53,14.65 2022-08-30,14.68,14.61,14.75 2022-08-31,14.79,14.65,14.69 2022-09-01,14.73,14.71,14.77 2022-09-02,14.62,14.55,14.68 2022-09-05,14.84,14.57,14.61 2022-09-06,14.92,14.81,14.86 2022-09-07,14.88,14.82,14.9 2022-09-08,14.84,14.82,14.9 2022-09-09,15.07,14.83,14.87 2022-09-13,14.97,14.93,15.12 2022-09-14,14.81,14.71,14.8 2022-09-15,14.87,14.71,14.85 2022-09-16,14.12,14.11,14.84 2022-09-19,14.11,14.03,14.12 2022-09-20,14.18,14.12,14.15 2022-09-21,14.21,14.08,14.18 2022-09-22,14.25,14.16,14.18 ","date,20日,close 2022-02-16,17.979499999999998,17.63 2022-02-17,17.9605,17.41 2022-02-18,17.978,17.59 2022-02-21,17.993000000000002,17.59 2022-02-22,17.979,17.2 2022-02-23,17.951500000000003,17.3 2022-02-24,17.8595,16.7 2022-02-25,17.776,16.7 2022-02-28,17.692,16.69 2022-03-01,17.631999999999998,16.75 2022-03-02,17.536,16.7 2022-03-03,17.470499999999998,16.79 2022-03-04,17.421,16.64 2022-03-07,17.335,16.26 2022-03-08,17.2095,15.9 2022-03-09,17.0685,15.49 2022-03-10,16.924,15.48 2022-03-11,16.791000000000004,15.69 2022-03-14,16.677500000000002,15.39 2022-03-15,16.537,14.84 2022-03-16,16.430500000000002,15.5 2022-03-17,16.3315,15.43 2022-03-18,16.23,15.56 2022-03-21,16.1245,15.48 2022-03-22,16.042,15.55 2022-03-23,15.9545,15.55 2022-03-24,15.89,15.41 2022-03-25,15.822,15.34 2022-03-28,15.757000000000001,15.39 2022-03-29,15.686000000000002,15.33 2022-03-30,15.6345,15.67 2022-03-31,15.5805,15.71 2022-04-01,15.5435,15.9 2022-04-06,15.526,15.91 2022-04-07,15.511000000000001,15.6 2022-04-08,15.529499999999999,15.86 2022-04-11,15.528000000000002,15.45 2022-04-12,15.532999999999998,15.79 2022-04-13,15.546000000000001,15.65 2022-04-14,15.5965,15.85 2022-04-15,15.613,15.83 2022-04-18,15.618500000000001,15.54 2022-04-19,15.6125,15.44 2022-04-20,15.6035,15.3 2022-04-21,15.586499999999997,15.21 2022-04-22,15.570500000000001,15.23 2022-04-25,15.535499999999999,14.71 2022-04-26,15.4815,14.26 2022-04-27,15.429999999999998,14.36 2022-04-28,15.371,14.15 2022-04-29,15.317499999999999,14.6 2022-05-05,15.248500000000002,14.33 2022-05-06,15.157500000000002,14.08 2022-05-09,15.063999999999998,14.04 2022-05-10,14.990499999999997,14.13 2022-05-11,14.907000000000002,14.19 2022-05-12,14.841500000000002,14.14 2022-05-13,14.764000000000001,14.24 2022-05-16,14.689499999999999,14.16 2022-05-17,14.607,14.2 2022-05-18,14.525500000000003,14.2 2022-05-19,14.456999999999999,14.17 2022-05-20,14.404,14.38 2022-05-23,14.359,14.4 2022-05-24,14.3035,14.1 2022-05-25,14.251,14.18 2022-05-26,14.232500000000002,14.34 2022-05-27,14.241000000000003,14.43 2022-05-30,14.244,14.42 2022-05-31,14.261,14.49 2022-06-01,14.252,14.42 2022-06-02,14.259500000000003,14.48 2022-06-06,14.288999999999998,14.67 2022-06-07,14.320000000000002,14.66 2022-06-08,14.352999999999998,14.79 2022-06-09,14.380999999999997,14.75 2022-06-10,14.422999999999998,14.98 2022-06-13,14.45,14.78 2022-06-14,14.507,15.3 2022-06-15,14.5805,15.67 2022-06-16,14.629999999999999,15.19 2022-06-17,14.6795,15.16 2022-06-20,14.711000000000002,15.01 2022-06-21,14.745,15.08 2022-06-22,14.784,14.88 2022-06-23,14.836500000000001,15.23 2022-06-24,14.879499999999998,15.2 2022-06-27,14.9165,15.17 2022-06-28,14.9585,15.26 2022-06-29,14.99,15.12 2022-06-30,15.029,15.2 2022-07-01,15.059999999999999,15.1 2022-07-04,15.084,15.15 2022-07-05,15.104999999999999,15.08 2022-07-06,15.114500000000001,14.98 2022-07-07,15.131499999999999,15.09 2022-07-08,15.141,15.17 2022-07-11,15.158999999999997,15.14 2022-07-12,15.155000000000001,15.22 2022-07-13,15.130500000000001,15.18 2022-07-14,15.121,15.0 2022-07-15,15.059000000000001,13.92 2022-07-18,15.021,14.25 2022-07-19,14.985,14.36 2022-07-20,14.959999999999999,14.38 2022-07-21,14.910999999999998,14.25 2022-07-22,14.871500000000001,14.41 2022-07-25,14.8375,14.49 2022-07-26,14.797999999999998,14.47 2022-07-27,14.760499999999999,14.37 2022-07-28,14.727,14.53 2022-07-29,14.6945,14.45 2022-08-01,14.6555,14.37 2022-08-02,14.605500000000001,14.08 2022-08-03,14.553999999999998,13.95 2022-08-04,14.502,14.05 2022-08-05,14.456999999999999,14.27 2022-08-08,14.4145,14.29 2022-08-09,14.366499999999998,14.26 2022-08-10,14.319999999999999,14.25 2022-08-11,14.303999999999998,14.68 2022-08-12,14.338,14.6 2022-08-15,14.355999999999998,14.61 2022-08-16,14.366,14.56 2022-08-17,14.382500000000002,14.71 2022-08-18,14.399000000000001,14.58 2022-08-19,14.4065,14.56 2022-08-22,14.412,14.6 2022-08-23,14.4215,14.66 2022-08-24,14.427000000000001,14.48 2022-08-25,14.437000000000001,14.73 2022-08-26,14.4505,14.72 2022-08-29,14.466,14.68 2022-08-30,14.496,14.68 2022-08-31,14.538,14.79 2022-09-01,14.572,14.73 2022-09-02,14.589500000000001,14.62 2022-09-05,14.617,14.84 2022-09-06,14.65,14.92 2022-09-07,14.6815,14.88 2022-09-08,14.6895,14.84 2022-09-09,14.713,15.07 2022-09-13,14.731,14.97 2022-09-14,14.743500000000001,14.81 2022-09-15,14.751499999999998,14.87 2022-09-16,14.7285,14.12 2022-09-19,14.706,14.11 2022-09-20,14.684999999999999,14.18 2022-09-21,14.6625,14.21 2022-09-22,14.651,14.25 " 1662,CN,technical,2024年04月04日至2024年04月16日,宁沪高速股价突破10日简单移动平均线的次数是多少?使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,1.0,medium,moving average,SMA_n = 1 / n * \sum_{i=0}^{n-1} P_{t-i},"date,close,low,open 2024-03-22,11.4,11.35,11.48 2024-03-25,11.64,11.36,11.4 2024-03-26,11.78,11.61,11.65 2024-03-27,11.75,11.68,11.76 2024-03-28,11.77,11.68,11.75 2024-03-29,11.64,11.41,11.64 2024-04-01,11.3,11.23,11.56 2024-04-02,11.29,11.25,11.28 2024-04-03,11.22,11.16,11.33 2024-04-08,11.33,11.15,11.19 2024-04-09,11.33,11.27,11.31 2024-04-10,11.53,11.33,11.34 2024-04-11,11.79,11.45,11.49 2024-04-12,11.69,11.61,11.75 2024-04-15,12.05,11.73,11.75 2024-04-16,12.01,11.9,12.09 ","date,10日,close 2024-04-08,11.512,11.33 2024-04-09,11.504999999999999,11.33 2024-04-10,11.494,11.53 2024-04-11,11.495,11.79 2024-04-12,11.488999999999999,11.69 2024-04-15,11.517,12.05 2024-04-16,11.553999999999998,12.01 " 1663,CN,technical,在2021年11月21日-2022年02月15日,泸州老窖的价格有多少次跌破10日简单移动平均线?使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,5.0,medium,moving average,SMA_n = 1 / n * \sum_{i=0}^{n-1} P_{t-i},"date,close,low,open 2021-11-09,226.97,226.57,231.0 2021-11-10,219.05,216.1,229.05 2021-11-11,218.8,213.0,218.93 2021-11-12,210.0,206.7,219.77 2021-11-15,211.46,208.8,212.0 2021-11-16,221.8,212.97,214.0 2021-11-17,222.63,219.23,220.51 2021-11-18,223.15,219.45,221.7 2021-11-19,230.53,221.05,221.05 2021-11-22,227.48,226.58,230.52 2021-11-23,226.05,224.23,226.0 2021-11-24,234.95,227.41,228.0 2021-11-25,234.94,234.2,236.0 2021-11-26,233.68,231.01,234.95 2021-11-29,235.5,229.5,231.3 2021-11-30,230.05,229.46,234.8 2021-12-01,232.11,229.0,233.29 2021-12-02,237.18,231.0,232.11 2021-12-03,252.3,238.2,238.2 2021-12-06,244.38,244.1,254.5 2021-12-07,246.47,245.0,247.13 2021-12-08,252.87,243.51,245.03 2021-12-09,253.3,252.0,254.97 2021-12-10,252.17,247.33,250.79 2021-12-13,254.43,254.3,257.0 2021-12-14,260.4,252.2,253.16 2021-12-15,261.22,255.8,260.38 2021-12-16,257.88,249.0,261.08 2021-12-17,248.51,247.6,256.81 2021-12-20,247.65,246.21,246.97 2021-12-21,248.0,242.9,246.76 2021-12-22,252.28,247.01,248.7 2021-12-23,263.0,251.51,252.75 2021-12-24,261.2,259.11,262.99 2021-12-27,261.19,257.11,259.39 2021-12-28,260.8,259.29,260.74 2021-12-29,243.0,241.93,262.07 2021-12-30,254.0,245.11,245.33 2021-12-31,253.87,248.3,254.0 2022-01-04,250.64,243.06,253.0 2022-01-05,247.87,244.22,248.0 2022-01-06,241.75,235.6,247.46 2022-01-07,236.68,232.33,239.98 2022-01-10,237.2,227.75,233.0 2022-01-11,231.0,230.02,236.33 2022-01-12,230.16,228.29,233.0 2022-01-13,224.0,223.58,230.6 2022-01-14,227.15,224.0,224.0 2022-01-17,229.68,222.26,226.9 2022-01-18,235.72,227.6,229.97 2022-01-19,229.89,226.66,236.1 2022-01-20,236.2,228.0,229.55 2022-01-21,236.85,233.5,234.86 2022-01-24,232.9,230.86,234.0 2022-01-25,226.99,226.99,232.41 2022-01-26,228.03,222.22,226.99 2022-01-27,224.5,224.08,229.6 2022-01-28,216.31,214.21,225.24 2022-02-07,214.45,212.0,221.5 2022-02-08,208.36,200.0,214.01 2022-02-09,214.18,205.18,208.1 2022-02-10,213.4,207.41,213.0 2022-02-11,216.18,209.28,212.52 2022-02-14,219.4,213.0,214.0 2022-02-15,224.01,219.12,221.76 ","date,10日,close 2021-11-22,221.18699999999998,227.48 2021-11-23,221.09499999999997,226.05 2021-11-24,222.685,234.95 2021-11-25,224.29900000000004,234.94 2021-11-26,226.667,233.68 2021-11-29,229.071,235.5 2021-11-30,229.89600000000002,230.05 2021-12-01,230.84399999999997,232.11 2021-12-02,232.247,237.18 2021-12-03,234.42399999999998,252.3 2021-12-06,236.11399999999998,244.38 2021-12-07,238.15600000000003,246.47 2021-12-08,239.948,252.87 2021-12-09,241.78400000000002,253.3 2021-12-10,243.63299999999998,252.17 2021-12-13,245.526,254.43 2021-12-14,248.56099999999998,260.4 2021-12-15,251.47200000000004,261.22 2021-12-16,253.542,257.88 2021-12-17,253.163,248.51 2021-12-20,253.49,247.65 2021-12-21,253.64299999999997,248.0 2021-12-22,253.584,252.28 2021-12-23,254.554,263.0 2021-12-24,255.45700000000002,261.2 2021-12-27,256.133,261.19 2021-12-28,256.17300000000006,260.8 2021-12-29,254.35100000000003,243.0 2021-12-30,253.96300000000002,254.0 2021-12-31,254.49900000000002,253.87 2022-01-04,254.798,250.64 2022-01-05,254.785,247.87 2022-01-06,253.73199999999997,241.75 2022-01-07,251.1,236.68 2022-01-10,248.7,237.2 2022-01-11,245.68099999999998,231.0 2022-01-12,242.61700000000002,230.16 2022-01-13,240.717,224.0 2022-01-14,238.032,227.15 2022-01-17,235.613,229.68 2022-01-18,234.121,235.72 2022-01-19,232.323,229.89 2022-01-20,231.76800000000003,236.2 2022-01-21,231.785,236.85 2022-01-24,231.35500000000002,232.9 2022-01-25,230.954,226.99 2022-01-26,230.74100000000004,228.03 2022-01-27,230.79100000000003,224.5 2022-01-28,229.70700000000002,216.31 2022-02-07,228.18400000000003,214.45 2022-02-08,225.448,208.36 2022-02-09,223.877,214.18 2022-02-10,221.59700000000004,213.4 2022-02-11,219.53000000000003,216.18 2022-02-14,218.18,219.4 2022-02-15,217.882,224.01 " 1664,CN,technical,统计科伦药业从2022年02月10日到2022年08月08日,股价突破10日简单移动平均线的总次数。使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,13.0,medium,moving average,SMA_n = 1 / n * \sum_{i=0}^{n-1} P_{t-i},"date,close,low,open 2022-01-21,20.19,19.95,21.55 2022-01-24,19.1,19.03,19.45 2022-01-25,18.35,18.33,19.25 2022-01-26,18.12,18.08,18.45 2022-01-27,17.46,17.29,18.11 2022-01-28,17.55,17.28,17.58 2022-02-07,17.7,17.53,17.7 2022-02-08,17.87,17.59,17.71 2022-02-09,18.02,17.77,17.88 2022-02-10,17.95,17.85,18.1 2022-02-11,17.83,17.72,18.1 2022-02-14,18.04,17.73,17.8 2022-02-15,17.86,17.77,18.04 2022-02-16,17.8,17.75,18.0 2022-02-17,17.64,17.41,17.8 2022-02-18,17.7,17.41,17.57 2022-02-21,17.79,17.58,17.69 2022-02-22,17.68,17.58,17.67 2022-02-23,17.71,17.61,17.69 2022-02-24,17.46,17.36,17.61 2022-02-25,17.52,17.47,17.5 2022-02-28,17.37,17.21,17.43 2022-03-01,17.39,17.33,17.36 2022-03-02,17.56,17.29,17.39 2022-03-03,17.74,17.51,17.59 2022-03-04,17.88,17.63,17.68 2022-03-07,17.66,17.56,17.8 2022-03-08,16.4,16.3,17.7 2022-03-09,15.9,15.36,16.51 2022-03-10,16.6,16.15,16.15 2022-03-11,16.75,16.14,16.41 2022-03-14,16.65,16.6,16.8 2022-03-15,15.61,15.5,16.4 2022-03-16,16.02,15.17,16.11 2022-03-17,17.61,16.4,16.51 2022-03-18,17.2,16.82,17.0 2022-03-21,17.23,16.81,17.1 2022-03-22,16.81,16.71,17.02 2022-03-23,16.93,16.73,16.78 2022-03-24,17.35,16.66,16.91 2022-03-25,16.88,16.85,17.31 2022-03-28,16.77,16.45,16.8 2022-03-29,16.97,16.7,16.8 2022-03-30,17.25,16.75,16.99 2022-03-31,17.33,17.1,17.18 2022-04-01,17.28,17.0,17.14 2022-04-06,17.41,17.27,17.33 2022-04-07,16.91,16.9,17.3 2022-04-08,16.75,16.52,16.99 2022-04-11,16.4,16.33,16.81 2022-04-12,16.39,15.88,16.35 2022-04-13,16.0,15.91,16.39 2022-04-14,16.26,16.0,16.13 2022-04-15,16.15,16.05,16.26 2022-04-18,16.26,15.78,16.09 2022-04-19,16.93,16.34,16.44 2022-04-20,16.73,16.7,16.85 2022-04-21,16.18,16.11,16.69 2022-04-22,16.03,15.8,16.17 2022-04-25,15.05,14.88,15.98 2022-04-26,14.7,14.53,15.1 2022-04-27,15.99,14.8,14.88 2022-04-28,16.64,15.72,15.8 2022-04-29,16.95,16.5,16.52 2022-05-05,17.19,16.81,16.83 2022-05-06,16.93,16.83,16.95 2022-05-09,17.77,17.05,17.05 2022-05-10,17.78,17.41,17.59 2022-05-11,17.86,17.8,17.86 2022-05-12,17.94,17.71,17.79 2022-05-13,18.32,17.99,18.0 2022-05-16,17.95,17.73,18.94 2022-05-17,17.78,17.48,17.99 2022-05-18,17.73,17.66,17.87 2022-05-19,17.61,17.35,17.5 2022-05-20,17.59,17.46,17.66 2022-05-23,17.17,17.1,17.59 2022-05-24,16.62,16.62,17.17 2022-05-25,16.98,16.42,16.62 2022-05-26,17.87,16.8,16.96 2022-05-27,17.58,17.56,17.75 2022-05-30,17.36,17.18,17.66 2022-05-31,17.81,17.13,17.49 2022-06-01,17.5,17.46,17.63 2022-06-02,17.49,17.25,17.5 2022-06-06,18.23,17.41,17.52 2022-06-07,18.44,18.0,18.23 2022-06-08,18.68,18.2,18.28 2022-06-09,18.31,18.2,18.58 2022-06-10,18.62,18.17,18.2 2022-06-13,18.59,18.2,18.48 2022-06-14,18.92,18.38,18.46 2022-06-15,18.53,18.53,18.92 2022-06-16,18.83,18.55,18.6 2022-06-17,18.92,18.59,18.61 2022-06-20,19.26,18.78,18.98 2022-06-21,19.22,19.11,19.3 2022-06-22,19.16,19.1,19.2 2022-06-23,19.02,18.79,19.08 2022-06-24,19.42,18.98,18.99 2022-06-27,19.01,18.9,19.46 2022-06-28,19.18,18.77,19.1 2022-06-29,18.55,18.54,19.15 2022-06-30,18.7,18.59,18.65 2022-07-01,18.71,18.56,18.76 2022-07-04,19.08,18.62,18.65 2022-07-05,19.34,18.95,19.14 2022-07-06,19.18,19.02,19.2 2022-07-07,18.77,18.62,20.11 2022-07-08,19.74,18.7,18.77 2022-07-11,19.43,19.3,19.64 2022-07-12,19.0,18.93,19.59 2022-07-13,19.26,18.83,19.09 2022-07-14,18.72,18.68,19.01 2022-07-15,19.0,18.56,18.86 2022-07-18,19.44,18.85,19.13 2022-07-19,19.4,19.19,19.44 2022-07-20,20.02,19.35,19.49 2022-07-21,20.21,19.89,20.02 2022-07-22,20.68,20.26,20.26 2022-07-25,20.8,20.38,20.68 2022-07-26,20.68,20.61,20.88 2022-07-27,22.3,21.04,21.08 2022-07-28,22.62,22.25,22.31 2022-07-29,22.01,21.87,22.8 2022-08-01,21.86,21.71,22.2 2022-08-02,21.32,20.89,21.77 2022-08-03,21.63,21.37,21.37 2022-08-04,22.0,21.51,21.65 2022-08-05,22.21,21.78,22.02 2022-08-08,22.51,22.22,22.28 ","date,10日,close 2022-02-10,18.231,17.95 2022-02-11,17.995,17.83 2022-02-14,17.889000000000003,18.04 2022-02-15,17.839999999999996,17.86 2022-02-16,17.808,17.8 2022-02-17,17.826,17.64 2022-02-18,17.841,17.7 2022-02-21,17.85,17.79 2022-02-22,17.831,17.68 2022-02-23,17.8,17.71 2022-02-24,17.750999999999998,17.46 2022-02-25,17.72,17.52 2022-02-28,17.653,17.37 2022-03-01,17.606,17.39 2022-03-02,17.582,17.56 2022-03-03,17.592000000000002,17.74 2022-03-04,17.61,17.88 2022-03-07,17.597,17.66 2022-03-08,17.469,16.4 2022-03-09,17.288,15.9 2022-03-10,17.202,16.6 2022-03-11,17.125,16.75 2022-03-14,17.053,16.65 2022-03-15,16.875,15.61 2022-03-16,16.721,16.02 2022-03-17,16.708,17.61 2022-03-18,16.64,17.2 2022-03-21,16.597,17.23 2022-03-22,16.637999999999998,16.81 2022-03-23,16.741,16.93 2022-03-24,16.816,17.35 2022-03-25,16.829,16.88 2022-03-28,16.841,16.77 2022-03-29,16.977,16.97 2022-03-30,17.1,17.25 2022-03-31,17.072,17.33 2022-04-01,17.08,17.28 2022-04-06,17.098,17.41 2022-04-07,17.107999999999997,16.91 2022-04-08,17.089999999999996,16.75 2022-04-11,16.994999999999997,16.4 2022-04-12,16.946,16.39 2022-04-13,16.869,16.0 2022-04-14,16.798,16.26 2022-04-15,16.688,16.15 2022-04-18,16.581,16.26 2022-04-19,16.546,16.93 2022-04-20,16.478,16.73 2022-04-21,16.405,16.18 2022-04-22,16.333000000000002,16.03 2022-04-25,16.198,15.05 2022-04-26,16.029,14.7 2022-04-27,16.028,15.99 2022-04-28,16.066,16.64 2022-04-29,16.146,16.95 2022-05-05,16.239,17.19 2022-05-06,16.238999999999997,16.93 2022-05-09,16.343,17.77 2022-05-10,16.503,17.78 2022-05-11,16.686,17.86 2022-05-12,16.975,17.94 2022-05-13,17.337,18.32 2022-05-16,17.532999999999998,17.95 2022-05-17,17.647,17.78 2022-05-18,17.725,17.73 2022-05-19,17.767,17.61 2022-05-20,17.833000000000002,17.59 2022-05-23,17.773000000000003,17.17 2022-05-24,17.657,16.62 2022-05-25,17.569,16.98 2022-05-26,17.562,17.87 2022-05-27,17.488,17.58 2022-05-30,17.429000000000002,17.36 2022-05-31,17.432000000000002,17.81 2022-06-01,17.409,17.5 2022-06-02,17.397,17.49 2022-06-06,17.461000000000002,18.23 2022-06-07,17.588,18.44 2022-06-08,17.794,18.68 2022-06-09,17.927,18.31 2022-06-10,18.002,18.62 2022-06-13,18.103,18.59 2022-06-14,18.259,18.92 2022-06-15,18.331,18.53 2022-06-16,18.464,18.83 2022-06-17,18.607000000000003,18.92 2022-06-20,18.71,19.26 2022-06-21,18.788,19.22 2022-06-22,18.836,19.16 2022-06-23,18.907000000000004,19.02 2022-06-24,18.987000000000002,19.42 2022-06-27,19.029000000000003,19.01 2022-06-28,19.055,19.18 2022-06-29,19.057,18.55 2022-06-30,19.044,18.7 2022-07-01,19.023,18.71 2022-07-04,19.005000000000003,19.08 2022-07-05,19.017000000000003,19.34 2022-07-06,19.019,19.18 2022-07-07,18.994,18.77 2022-07-08,19.026,19.74 2022-07-11,19.067999999999998,19.43 2022-07-12,19.05,19.0 2022-07-13,19.121000000000002,19.26 2022-07-14,19.123,18.72 2022-07-15,19.152,19.0 2022-07-18,19.188,19.44 2022-07-19,19.194,19.4 2022-07-20,19.278,20.02 2022-07-21,19.422,20.21 2022-07-22,19.516000000000002,20.68 2022-07-25,19.653,20.8 2022-07-26,19.821,20.68 2022-07-27,20.125,22.3 2022-07-28,20.514999999999997,22.62 2022-07-29,20.816,22.01 2022-08-01,21.058,21.86 2022-08-02,21.250000000000004,21.32 2022-08-03,21.411,21.63 2022-08-04,21.59,22.0 2022-08-05,21.743000000000002,22.21 2022-08-08,21.914,22.51 " 1665,CN,technical,"民生银行2022年07月24日至2023年02月14日, 价格突破30日加权移动平均线有多少次?(权重取 1, 2, ..., n)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。",10.0,medium,moving average,WMA_n = \sum_{i=0}^{n-1} (n-i) * P_{t-i} / \sum_{j=1}^{n} j,"date,close,low,high,open 2022-06-14,3.89,3.82,3.9,3.83 2022-06-15,3.9,3.89,3.95,3.9 2022-06-16,3.89,3.87,3.91,3.9 2022-06-17,3.91,3.88,3.91,3.88 2022-06-20,3.91,3.89,3.92,3.91 2022-06-21,3.92,3.91,3.93,3.92 2022-06-22,3.9,3.9,3.94,3.93 2022-06-23,3.93,3.9,3.94,3.9 2022-06-24,3.7,3.69,3.74,3.72 2022-06-27,3.69,3.68,3.71,3.7 2022-06-28,3.7,3.68,3.7,3.69 2022-06-29,3.72,3.69,3.73,3.7 2022-06-30,3.72,3.71,3.74,3.72 2022-07-01,3.71,3.71,3.74,3.72 2022-07-04,3.7,3.68,3.72,3.71 2022-07-05,3.68,3.68,3.71,3.7 2022-07-06,3.67,3.65,3.69,3.69 2022-07-07,3.66,3.65,3.67,3.67 2022-07-08,3.68,3.66,3.68,3.67 2022-07-11,3.7,3.67,3.71,3.67 2022-07-12,3.72,3.69,3.73,3.69 2022-07-13,3.71,3.7,3.73,3.72 2022-07-14,3.68,3.66,3.71,3.7 2022-07-15,3.62,3.62,3.67,3.67 2022-07-18,3.67,3.62,3.67,3.62 2022-07-19,3.64,3.64,3.67,3.66 2022-07-20,3.64,3.63,3.66,3.65 2022-07-21,3.62,3.62,3.64,3.64 2022-07-22,3.63,3.61,3.64,3.63 2022-07-25,3.61,3.61,3.63,3.63 2022-07-26,3.63,3.61,3.63,3.61 2022-07-27,3.65,3.62,3.65,3.63 2022-07-28,3.66,3.64,3.66,3.65 2022-07-29,3.64,3.63,3.66,3.66 2022-08-01,3.61,3.61,3.64,3.63 2022-08-02,3.58,3.55,3.61,3.6 2022-08-03,3.61,3.57,3.64,3.58 2022-08-04,3.64,3.61,3.65,3.61 2022-08-05,3.68,3.63,3.68,3.64 2022-08-08,3.63,3.63,3.69,3.68 2022-08-09,3.61,3.61,3.64,3.64 2022-08-10,3.59,3.59,3.63,3.61 2022-08-11,3.65,3.59,3.65,3.6 2022-08-12,3.64,3.63,3.65,3.64 2022-08-15,3.62,3.62,3.66,3.64 2022-08-16,3.63,3.61,3.64,3.62 2022-08-17,3.66,3.63,3.66,3.64 2022-08-18,3.65,3.63,3.66,3.65 2022-08-19,3.63,3.61,3.66,3.64 2022-08-22,3.62,3.61,3.63,3.61 2022-08-23,3.6,3.6,3.62,3.62 2022-08-24,3.59,3.59,3.62,3.6 2022-08-25,3.6,3.59,3.61,3.59 2022-08-26,3.62,3.6,3.63,3.61 2022-08-29,3.58,3.57,3.61,3.6 2022-08-30,3.59,3.57,3.6,3.58 2022-08-31,3.6,3.58,3.62,3.59 2022-09-01,3.61,3.6,3.63,3.61 2022-09-02,3.62,3.61,3.63,3.62 2022-09-05,3.62,3.6,3.62,3.62 2022-09-06,3.63,3.61,3.64,3.62 2022-09-07,3.6,3.59,3.63,3.62 2022-09-08,3.59,3.59,3.61,3.6 2022-09-09,3.61,3.59,3.62,3.6 2022-09-13,3.62,3.61,3.63,3.62 2022-09-14,3.61,3.6,3.63,3.61 2022-09-15,3.62,3.6,3.63,3.61 2022-09-16,3.57,3.55,3.62,3.62 2022-09-19,3.51,3.5,3.57,3.57 2022-09-20,3.5,3.5,3.54,3.52 2022-09-21,3.51,3.47,3.52,3.5 2022-09-22,3.5,3.49,3.51,3.5 2022-09-23,3.52,3.49,3.52,3.5 2022-09-26,3.44,3.43,3.52,3.51 2022-09-27,3.44,3.41,3.45,3.44 2022-09-28,3.42,3.4,3.45,3.43 2022-09-29,3.38,3.37,3.44,3.43 2022-09-30,3.39,3.38,3.41,3.38 2022-10-10,3.4,3.38,3.44,3.39 2022-10-11,3.42,3.4,3.42,3.41 2022-10-12,3.43,3.39,3.43,3.41 2022-10-13,3.4,3.39,3.42,3.41 2022-10-14,3.42,3.4,3.44,3.41 2022-10-17,3.41,3.39,3.42,3.41 2022-10-18,3.4,3.39,3.42,3.42 2022-10-19,3.4,3.39,3.41,3.4 2022-10-20,3.38,3.38,3.41,3.4 2022-10-21,3.36,3.35,3.4,3.39 2022-10-24,3.31,3.31,3.37,3.36 2022-10-25,3.32,3.29,3.33,3.31 2022-10-26,3.31,3.31,3.35,3.32 2022-10-27,3.32,3.31,3.33,3.31 2022-10-28,3.29,3.28,3.33,3.32 2022-10-31,3.3,3.27,3.31,3.29 2022-11-01,3.35,3.29,3.35,3.3 2022-11-02,3.37,3.33,3.39,3.34 2022-11-03,3.38,3.36,3.38,3.37 2022-11-04,3.43,3.37,3.43,3.37 2022-11-07,3.41,3.4,3.43,3.42 2022-11-08,3.41,3.39,3.42,3.41 2022-11-09,3.39,3.39,3.42,3.41 2022-11-10,3.39,3.38,3.4,3.39 2022-11-11,3.44,3.41,3.46,3.41 2022-11-14,3.45,3.44,3.49,3.45 2022-11-15,3.48,3.44,3.49,3.45 2022-11-16,3.45,3.44,3.48,3.47 2022-11-17,3.43,3.41,3.45,3.44 2022-11-18,3.4,3.4,3.43,3.43 2022-11-21,3.41,3.37,3.43,3.4 2022-11-22,3.46,3.4,3.47,3.4 2022-11-23,3.46,3.44,3.51,3.47 2022-11-24,3.47,3.45,3.48,3.47 2022-11-25,3.52,3.45,3.53,3.46 2022-11-28,3.45,3.44,3.51,3.5 2022-11-29,3.52,3.46,3.55,3.46 2022-11-30,3.52,3.51,3.56,3.53 2022-12-01,3.51,3.5,3.56,3.54 2022-12-02,3.49,3.49,3.52,3.51 2022-12-05,3.55,3.5,3.56,3.51 2022-12-06,3.58,3.54,3.59,3.54 2022-12-07,3.56,3.55,3.6,3.58 2022-12-08,3.56,3.55,3.59,3.55 2022-12-09,3.57,3.56,3.59,3.57 2022-12-12,3.51,3.5,3.58,3.57 2022-12-13,3.51,3.5,3.53,3.52 2022-12-14,3.51,3.49,3.52,3.52 2022-12-15,3.47,3.47,3.51,3.5 2022-12-16,3.51,3.46,3.51,3.46 2022-12-19,3.45,3.44,3.52,3.51 2022-12-20,3.42,3.42,3.47,3.44 2022-12-21,3.42,3.41,3.44,3.42 2022-12-22,3.43,3.41,3.45,3.43 2022-12-23,3.41,3.41,3.44,3.42 2022-12-26,3.4,3.39,3.43,3.42 2022-12-27,3.43,3.4,3.44,3.4 2022-12-28,3.43,3.42,3.45,3.42 2022-12-29,3.43,3.4,3.45,3.43 2022-12-30,3.45,3.42,3.47,3.43 2023-01-03,3.44,3.42,3.46,3.46 2023-01-04,3.47,3.44,3.48,3.45 2023-01-05,3.48,3.47,3.49,3.47 2023-01-06,3.47,3.45,3.49,3.49 2023-01-09,3.46,3.45,3.48,3.47 2023-01-10,3.43,3.43,3.47,3.47 2023-01-11,3.44,3.43,3.45,3.44 2023-01-12,3.41,3.41,3.44,3.43 2023-01-13,3.45,3.41,3.45,3.41 2023-01-16,3.47,3.44,3.49,3.45 2023-01-17,3.47,3.45,3.48,3.48 2023-01-18,3.48,3.46,3.48,3.47 2023-01-19,3.48,3.45,3.49,3.47 2023-01-20,3.5,3.47,3.5,3.48 2023-01-30,3.5,3.49,3.53,3.52 2023-01-31,3.49,3.48,3.5,3.49 2023-02-01,3.5,3.47,3.5,3.49 2023-02-02,3.48,3.47,3.5,3.5 2023-02-03,3.45,3.44,3.49,3.48 2023-02-06,3.43,3.43,3.45,3.44 2023-02-07,3.44,3.43,3.45,3.44 2023-02-08,3.44,3.43,3.45,3.45 2023-02-09,3.45,3.43,3.45,3.43 2023-02-10,3.44,3.44,3.45,3.45 2023-02-13,3.44,3.43,3.45,3.45 2023-02-14,3.45,3.44,3.46,3.45 ","date,30日,close 2022-07-25,3.6861935483870965,3.61 2022-07-26,3.679268817204302,3.63 2022-07-27,3.6741935483870964,3.65 2022-07-28,3.6703010752688168,3.66 2022-07-29,3.6656129032258065,3.64 2022-08-01,3.659569892473118,3.61 2022-08-02,3.6522365591397854,3.58 2022-08-03,3.647569892473118,3.61 2022-08-04,3.6454623655913982,3.64 2022-08-05,3.6465591397849457,3.68 2022-08-08,3.6444731182795707,3.63 2022-08-09,3.6412258064516125,3.61 2022-08-10,3.636881720430108,3.59 2022-08-11,3.63668817204301,3.65 2022-08-12,3.6360000000000006,3.64 2022-08-15,3.6341720430107523,3.62 2022-08-16,3.633161290322581,3.63 2022-08-17,3.6341935483870964,3.66 2022-08-18,3.6346021505376354,3.65 2022-08-19,3.6337419354838705,3.63 2022-08-22,3.6323440860215053,3.62 2022-08-23,3.6298279569892475,3.6 2022-08-24,3.6269247311827963,3.59 2022-08-25,3.6249247311827957,3.6 2022-08-26,3.6243870967741936,3.62 2022-08-29,3.6212688172043013,3.58 2022-08-30,3.6189892473118275,3.59 2022-08-31,3.6174623655913978,3.6 2022-09-01,3.6166666666666667,3.61 2022-09-02,3.6165376344086018,3.62 2022-09-05,3.6164301075268814,3.62 2022-09-06,3.6169462365591394,3.63 2022-09-07,3.6155268817204296,3.6 2022-09-08,3.6135698924731185,3.59 2022-09-09,3.6130537634408597,3.61 2022-09-13,3.613247311827957,3.62 2022-09-14,3.6127741935483866,3.61 2022-09-15,3.612881720430107,3.62 2022-09-16,3.6097419354838705,3.57 2022-09-19,3.6028817204301067,3.51 2022-09-20,3.595741935483871,3.5 2022-09-21,3.5895268817204298,3.51 2022-09-22,3.5828817204301076,3.5 2022-09-23,3.5777204301075267,3.52 2022-09-26,3.5676774193548386,3.44 2022-09-27,3.5580645161290323,3.44 2022-09-28,3.5475483870967737,3.42 2022-09-29,3.5349032258064517,3.38 2022-09-30,3.5235053763440867,3.39 2022-10-10,3.5133118279569895,3.4 2022-10-11,3.5049032258064514,3.42 2022-10-12,3.4975698924731184,3.43 2022-10-13,3.4886666666666666,3.4 2022-10-14,3.4814623655913977,3.42 2022-10-17,3.4739999999999998,3.41 2022-10-18,3.466344086021506,3.4 2022-10-19,3.4590752688172044,3.4 2022-10-20,3.4509247311827957,3.38 2022-10-21,3.441956989247312,3.36 2022-10-24,3.4303010752688174,3.31 2022-10-25,3.4199569892473116,3.32 2022-10-26,3.4096129032258062,3.31 2022-10-27,3.4006021505376345,3.32 2022-10-28,3.3902580645161295,3.29 2022-10-31,3.3812043010752686,3.3 2022-11-01,3.3760430107526878,3.35 2022-11-02,3.3727526881720427,3.37 2022-11-03,3.3706236559139784,3.38 2022-11-04,3.3722365591397847,3.43 2022-11-07,3.372860215053764,3.41 2022-11-08,3.3736989247311824,3.41 2022-11-09,3.3734408602150543,3.39 2022-11-10,3.3734408602150534,3.39 2022-11-11,3.3769032258064517,3.44 2022-11-14,3.3811827956989253,3.45 2022-11-15,3.3873763440860216,3.48 2022-11-16,3.3915483870967744,3.45 2022-11-17,3.3943655913978503,3.43 2022-11-18,3.3951397849462372,3.4 2022-11-21,3.396537634408602,3.41 2022-11-22,3.4011397849462366,3.46 2022-11-23,3.405655913978495,3.46 2022-11-24,3.4107526881720425,3.47 2022-11-25,3.418924731182796,3.52 2022-11-28,3.422365591397849,3.45 2022-11-29,3.430236559139785,3.52 2022-11-30,3.4378494623655906,3.52 2022-12-01,3.444559139784946,3.51 2022-12-02,3.4496989247311824,3.49 2022-12-05,3.458430107526882,3.55 2022-12-06,3.4685806451612904,3.58 2022-12-07,3.4768817204301077,3.56 2022-12-08,3.484645161290323,3.56 2022-12-09,3.492537634408602,3.57 2022-12-12,3.495956989247312,3.51 2022-12-13,3.4989247311827953,3.51 2022-12-14,3.5015483870967743,3.51 2022-12-15,3.5012903225806444,3.47 2022-12-16,3.5034193548387096,3.51 2022-12-19,3.501505376344086,3.45 2022-12-20,3.4975698924731184,3.42 2022-12-21,3.493612903225806,3.42 2022-12-22,3.4902365591397855,3.43 2022-12-23,3.4854838709677414,3.41 2022-12-26,3.4801505376344086,3.4 2022-12-27,3.4768602150537635,3.43 2022-12-28,3.473677419354839,3.43 2022-12-29,3.470537634408602,3.43 2022-12-30,3.4686881720430107,3.45 2023-01-03,3.466086021505376,3.44 2023-01-04,3.4653548387096773,3.47 2023-01-05,3.4652473118279574,3.48 2023-01-06,3.464451612903226,3.47 2023-01-09,3.463010752688173,3.46 2023-01-10,3.4597634408602156,3.43 2023-01-11,3.4572043010752687,3.44 2023-01-12,3.452881720430107,3.41 2023-01-13,3.4513763440860217,3.45 2023-01-16,3.4512903225806455,3.47 2023-01-17,3.4512473118279567,3.47 2023-01-18,3.452021505376345,3.48 2023-01-19,3.453010752688173,3.48 2023-01-20,3.4554623655913983,3.5 2023-01-30,3.4580430107526885,3.5 2023-01-31,3.4601290322580645,3.49 2023-02-01,3.4629032258064516,3.5 2023-02-02,3.4644086021505376,3.48 2023-02-03,3.4640430107526887,3.45 2023-02-06,3.462430107526882,3.43 2023-02-07,3.461634408602151,3.44 2023-02-08,3.460860215053764,3.44 2023-02-09,3.4606881720430103,3.45 2023-02-10,3.4598064516129035,3.44 2023-02-13,3.458903225806451,3.44 2023-02-14,3.45858064516129,3.45 " 1666,CN,technical,"芒果超媒在2023年09月08日到2024年04月21日期间,收盘价跌破20日加权移动平均线共几次?(权重取 1, 2, ..., n)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。",9.0,medium,moving average,WMA_n = \sum_{i=0}^{n-1} (n-i) * P_{t-i} / \sum_{j=1}^{n} j,"date,close,low,high,open 2023-08-14,33.27,32.37,33.32,32.5 2023-08-15,32.25,32.01,33.3,33.27 2023-08-16,30.61,30.25,32.2,32.07 2023-08-17,31.11,30.18,31.29,30.83 2023-08-18,29.22,29.2,30.84,30.69 2023-08-21,28.92,28.92,29.75,29.14 2023-08-22,29.32,28.44,29.5,29.18 2023-08-23,28.75,28.7,29.29,29.29 2023-08-24,29.2,28.76,29.73,29.0 2023-08-25,28.66,28.49,29.15,28.9 2023-08-28,28.78,28.71,30.79,30.38 2023-08-29,29.53,28.55,29.78,28.67 2023-08-30,29.94,29.48,30.2,29.75 2023-08-31,29.54,29.5,30.06,29.75 2023-09-01,29.47,29.22,29.74,29.41 2023-09-04,29.7,29.32,29.83,29.47 2023-09-05,29.36,29.21,29.65,29.64 2023-09-06,28.88,28.75,29.21,29.15 2023-09-07,28.22,28.16,28.9,28.85 2023-09-08,28.0,27.64,28.3,28.18 2023-09-11,29.0,28.19,29.2,28.25 2023-09-12,28.48,28.37,29.03,28.99 2023-09-13,27.93,27.71,28.5,28.42 2023-09-14,27.82,27.57,28.0,27.81 2023-09-15,27.65,27.54,28.19,27.83 2023-09-18,27.67,27.29,28.05,27.65 2023-09-19,27.0,26.93,27.82,27.82 2023-09-20,26.81,26.81,27.2,26.88 2023-09-21,26.48,26.45,26.95,26.82 2023-09-22,27.39,26.41,27.57,26.52 2023-09-25,26.92,26.6,27.53,27.5 2023-09-26,27.79,26.9,28.0,26.97 2023-09-27,28.27,27.5,28.5,27.71 2023-09-28,28.31,27.96,28.42,28.39 2023-10-09,27.69,27.45,28.26,28.16 2023-10-10,27.9,27.71,28.14,27.79 2023-10-11,28.7,27.83,28.94,28.03 2023-10-12,28.33,28.16,28.9,28.8 2023-10-13,27.47,27.3,28.28,28.16 2023-10-16,27.0,26.8,27.62,27.52 2023-10-17,26.95,26.87,27.29,27.0 2023-10-18,26.49,26.18,26.99,26.92 2023-10-19,26.3,26.23,26.73,26.39 2023-10-20,25.89,25.79,26.43,26.28 2023-10-23,25.34,25.06,25.88,25.8 2023-10-24,25.9,25.34,26.19,25.5 2023-10-25,24.43,24.32,26.22,26.21 2023-10-26,24.55,24.23,24.85,24.37 2023-10-27,25.12,24.05,25.35,24.4 2023-10-30,25.36,24.77,25.45,25.0 2023-10-31,25.29,25.0,25.97,25.6 2023-11-01,25.25,25.02,25.88,25.3 2023-11-02,25.55,25.16,26.21,25.32 2023-11-03,25.74,24.8,26.09,25.21 2023-11-06,28.3,25.92,28.46,26.0 2023-11-07,28.2,27.86,28.68,28.3 2023-11-08,29.25,27.89,30.04,27.89 2023-11-09,29.05,28.59,29.33,28.9 2023-11-10,28.75,28.21,29.25,28.82 2023-11-13,28.74,28.51,29.29,29.08 2023-11-14,28.47,28.3,28.89,28.5 2023-11-15,28.36,28.08,28.75,28.74 2023-11-16,28.12,27.81,28.59,28.26 2023-11-17,27.97,27.73,28.38,27.95 2023-11-20,27.71,27.57,28.18,27.88 2023-11-21,27.9,27.61,28.37,27.78 2023-11-22,28.07,27.61,28.43,27.68 2023-11-23,27.51,26.83,27.73,27.65 2023-11-24,26.94,26.77,27.8,27.45 2023-11-27,26.28,25.93,26.61,26.58 2023-11-28,26.01,25.75,26.25,26.25 2023-11-29,25.84,25.7,26.17,26.1 2023-11-30,25.81,25.65,26.15,25.75 2023-12-01,26.9,25.73,27.15,25.84 2023-12-04,27.06,26.49,27.5,26.75 2023-12-05,27.59,26.31,29.25,26.96 2023-12-06,28.7,26.72,29.05,27.1 2023-12-07,29.76,28.05,29.98,28.56 2023-12-08,30.26,29.3,30.95,29.47 2023-12-11,30.24,29.75,31.32,29.98 2023-12-12,30.2,29.82,30.72,30.33 2023-12-13,30.69,30.01,31.31,30.09 2023-12-14,29.1,28.9,30.6,30.44 2023-12-15,29.28,28.36,29.99,29.53 2023-12-18,28.54,28.45,29.33,28.77 2023-12-19,28.65,28.15,29.05,28.53 2023-12-20,27.71,27.61,28.89,28.68 2023-12-21,27.7,27.2,27.94,27.4 2023-12-22,25.6,25.3,27.65,27.59 2023-12-25,25.79,25.18,26.28,25.6 2023-12-26,25.03,24.95,26.19,26.02 2023-12-27,24.5,24.4,25.34,25.18 2023-12-28,24.81,24.21,25.03,24.4 2023-12-29,25.2,24.64,25.65,24.71 2024-01-02,24.97,24.91,25.6,25.38 2024-01-03,25.49,24.62,25.7,24.83 2024-01-04,25.01,24.82,25.36,25.36 2024-01-05,24.16,24.01,24.92,24.91 2024-01-08,23.54,23.42,24.22,24.0 2024-01-09,23.12,22.76,23.74,23.63 2024-01-10,22.49,22.32,23.0,23.0 2024-01-11,22.97,22.3,23.15,22.53 2024-01-12,22.44,22.34,22.95,22.9 2024-01-15,22.03,22.0,22.67,22.4 2024-01-16,22.11,21.61,22.13,21.94 2024-01-17,21.55,21.54,22.1,22.0 2024-01-18,21.73,20.93,21.83,21.44 2024-01-19,22.25,21.83,22.75,22.22 2024-01-22,21.13,20.95,22.28,22.02 2024-01-23,21.87,20.95,22.03,21.01 2024-01-24,22.6,21.92,22.95,22.75 2024-01-25,23.22,22.15,23.28,22.37 2024-01-26,22.82,22.75,23.41,23.07 2024-01-29,22.4,22.23,23.01,22.77 2024-01-30,21.69,21.62,22.47,22.33 2024-01-31,21.4,21.4,22.14,21.58 2024-02-01,21.74,20.61,22.25,21.34 2024-02-02,20.96,20.0,22.2,21.72 2024-02-05,20.4,19.22,20.88,20.71 2024-02-06,22.36,19.86,22.37,20.03 2024-02-07,22.79,22.1,22.82,22.33 2024-02-08,23.52,22.46,23.53,23.0 2024-02-19,23.95,23.5,24.28,24.18 2024-02-20,23.72,23.27,24.02,23.95 2024-02-21,23.57,23.05,24.21,23.21 2024-02-22,23.89,23.22,24.02,23.27 2024-02-23,24.15,23.46,24.15,24.0 2024-02-26,23.79,23.46,24.18,24.01 2024-02-27,24.82,23.56,24.88,23.62 2024-02-28,23.32,23.31,25.09,24.82 2024-02-29,24.78,23.4,24.79,23.5 2024-03-01,25.63,24.55,25.81,24.87 2024-03-04,25.2,24.79,25.64,25.5 2024-03-05,24.88,24.63,25.3,25.0 2024-03-06,24.81,24.52,25.15,24.73 2024-03-07,23.95,23.87,24.98,24.85 2024-03-08,24.17,23.8,24.31,23.95 2024-03-11,24.52,23.94,24.64,24.14 2024-03-12,24.87,24.31,24.91,24.65 2024-03-13,24.96,24.67,25.38,24.87 2024-03-14,24.51,24.19,24.84,24.65 2024-03-15,24.41,24.0,24.54,24.4 2024-03-18,25.1,24.34,25.2,24.53 2024-03-19,24.99,24.98,25.91,25.25 2024-03-20,26.58,24.99,26.58,24.99 2024-03-21,26.21,26.18,27.12,26.88 2024-03-22,26.79,25.75,27.09,26.22 2024-03-25,25.42,25.39,27.5,27.44 2024-03-26,25.1,24.53,25.46,25.2 2024-03-27,24.15,24.11,25.18,25.0 2024-03-28,24.47,24.08,24.8,24.1 2024-03-29,24.31,23.75,24.55,24.4 2024-04-01,25.28,24.34,25.33,24.44 2024-04-02,24.84,24.53,25.28,25.19 2024-04-03,24.13,23.97,24.7,24.66 2024-04-08,23.55,23.55,24.06,24.06 2024-04-09,24.04,23.48,24.15,23.7 2024-04-10,23.14,23.0,24.0,24.0 2024-04-11,23.27,22.94,23.68,22.99 2024-04-12,22.94,22.88,23.36,23.2 2024-04-15,23.3,22.85,23.76,22.85 2024-04-16,22.63,22.52,23.47,23.09 2024-04-17,23.42,22.83,23.42,22.83 2024-04-18,23.34,22.91,23.75,23.31 2024-04-19,23.54,23.08,23.65,23.16 ","date,20日,close 2023-09-08,29.163857142857147,28.0 2023-09-11,29.103238095238098,29.0 2023-09-12,29.013428571428573,28.48 2023-09-13,28.88919047619048,27.93 2023-09-14,28.767238095238095,27.82 2023-09-15,28.644761904761904,27.65 2023-09-18,28.531666666666673,27.67 2023-09-19,28.360714285714284,27.0 2023-09-20,28.182714285714287,26.81 2023-09-21,27.982523809523812,26.48 2023-09-22,27.881952380952377,27.39 2023-09-25,27.742666666666672,26.92 2023-09-26,27.695095238095238,27.79 2023-09-27,27.70152380952381,28.27 2023-09-28,27.719714285714286,28.31 2023-10-09,27.684714285714286,27.69 2023-10-10,27.678190476190476,27.9 2023-10-11,27.75642857142857,28.7 2023-10-12,27.802571428571433,28.33 2023-10-13,27.76942857142857,27.47 2023-10-16,27.695095238095234,27.0 2023-10-17,27.620761904761903,26.95 2023-10-18,27.51238095238095,26.49 2023-10-19,27.395380952380954,26.3 2023-10-20,27.247095238095234,25.89 2023-10-23,27.055619047619043,25.34 2023-10-24,26.928476190476193,25.9 2023-10-25,26.669761904761906,24.43 2023-10-26,26.434714285714282,24.55 2023-10-27,26.26471428571428,25.12 2023-10-30,26.124047619047616,25.36 2023-10-31,25.986380952380955,25.29 2023-11-01,25.852666666666664,25.25 2023-11-02,25.759619047619044,25.55 2023-11-03,25.697619047619046,25.74 2023-11-06,25.891666666666666,28.3 2023-11-07,26.07328571428571,28.2 2023-11-08,26.35347619047619,29.25 2023-11-09,26.612000000000002,29.05 2023-11-10,26.838523809523807,28.75 2023-11-13,27.058,28.74 2023-11-14,27.243476190476187,28.47 2023-11-15,27.411238095238094,28.36 2023-11-16,27.547238095238097,28.12 2023-11-17,27.66028571428571,27.97 2023-11-20,27.738666666666667,27.71 2023-11-21,27.823857142857143,27.9 2023-11-22,27.915714285714284,28.07 2023-11-23,27.936904761904763,27.51 2023-11-24,27.88971428571429,26.94 2023-11-27,27.771,26.28 2023-11-28,27.622190476190475,26.01 2023-11-29,27.453761904761905,25.84 2023-11-30,27.279666666666667,25.81 2023-12-01,27.208142857142857,26.9 2023-12-04,27.146333333333335,27.06 2023-12-05,27.140904761904768,27.59 2023-12-06,27.244095238095237,28.7 2023-12-07,27.45085714285714,29.76 2023-12-08,27.701857142857143,30.26 2023-12-11,27.943761904761903,30.24 2023-12-12,28.174714285714288,30.2 2023-12-13,28.44409523809524,30.69 2023-12-14,28.55095238095238,29.1 2023-12-15,28.67028571428571,29.28 2023-12-18,28.712904761904763,28.54 2023-12-19,28.762047619047618,28.65 2023-12-20,28.718095238095245,27.71 2023-12-21,28.67490476190476,27.7 2023-12-22,28.430809523809526,25.6 2023-12-25,28.211190476190477,25.79 2023-12-26,27.921523809523812,25.03 2023-12-27,27.58604761904762,24.5 2023-12-28,27.28647619047619,24.81 2023-12-29,27.028809523809525,25.2 2024-01-02,26.75733333333333,24.97 2024-01-03,26.54533333333334,25.49 2024-01-04,26.297619047619044,25.01 2024-01-05,25.986523809523806,24.16 2024-01-08,25.643047619047618,23.54 2024-01-09,25.29157142857143,23.12 2024-01-10,24.913999999999998,22.49 2024-01-11,24.618857142857138,22.97 2024-01-12,24.310000000000002,22.44 2024-01-15,23.993809523809524,22.03 2024-01-16,23.719761904761903,22.11 2024-01-17,23.423,21.55 2024-01-18,23.177190476190482,21.73 2024-01-19,23.009380952380955,22.25 2024-01-22,22.760857142857144,21.13 2024-01-23,22.604095238095237,21.87 2024-01-24,22.53552380952381,22.6 2024-01-25,22.537571428571425,23.22 2024-01-26,22.50761904761905,22.82 2024-01-29,22.44714285714286,22.4 2024-01-30,22.33238095238096,21.69 2024-01-31,22.20561904761905,21.4 2024-02-01,22.13071428571429,21.74 2024-02-02,21.997095238095234,20.96 2024-02-05,21.825380952380957,20.4 2024-02-06,21.855285714285714,22.36 2024-02-07,21.929761904761904,22.79 2024-02-08,22.072333333333333,23.52 2024-02-19,22.253238095238093,23.95 2024-02-20,22.405047619047618,23.72 2024-02-21,22.534523809523805,23.57 2024-02-22,22.68752380952381,23.89 2024-02-23,22.854142857142858,24.15 2024-02-26,22.974952380952384,23.79 2024-02-27,23.18652380952381,24.82 2024-02-28,23.237666666666666,23.32 2024-02-29,23.42095238095238,24.78 2024-03-01,23.674809523809525,25.63 2024-03-04,23.876238095238097,25.2 2024-03-05,24.035857142857147,24.88 2024-03-06,24.177,24.81 2024-03-07,24.221380952380954,23.95 2024-03-08,24.274571428571427,24.17 2024-03-11,24.34952380952381,24.52 2024-03-12,24.440857142857144,24.87 2024-03-13,24.519476190476187,24.96 2024-03-14,24.542857142857137,24.51 2024-03-15,24.548523809523807,24.41 2024-03-18,24.615666666666666,25.1 2024-03-19,24.666857142857143,24.99 2024-03-20,24.863428571428578,26.58 2024-03-21,25.01042857142857,26.21 2024-03-22,25.201619047619044,26.79 2024-03-25,25.249761904761904,25.42 2024-03-26,25.25966666666667,25.1 2024-03-27,25.1777619047619,24.15 2024-03-28,25.12238095238095,24.47 2024-03-29,25.053238095238097,24.31 2024-04-01,25.08276190476191,25.28 2024-04-02,25.07,24.84 2024-04-03,24.989809523809527,24.13 2024-04-08,24.85761904761905,23.55 2024-04-09,24.774,24.04 2024-04-10,24.605285714285714,23.14 2024-04-11,24.455523809523804,23.27 2024-04-12,24.28195238095238,22.94 2024-04-15,24.15228571428571,23.3 2024-04-16,23.964571428571432,22.63 2024-04-17,23.86057142857143,23.42 2024-04-18,23.75695238095238,23.34 2024-04-19,23.680238095238096,23.54 " 1667,CN,technical,"2023年05月11日至2024年03月15日,国泰海通股价突破10日加权移动平均线的次数是多少?(权重取 1, 2, ..., n)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。",23.0,medium,moving average,WMA_n = \sum_{i=0}^{n-1} (n-i) * P_{t-i} / \sum_{j=1}^{n} j,"date,close,low,high,open 2023-04-25,14.8,14.62,14.82,14.68 2023-04-26,14.7,14.65,14.81,14.77 2023-04-27,14.83,14.61,14.87,14.65 2023-04-28,15.12,14.77,15.27,14.86 2023-05-04,15.3,15.05,15.3,15.12 2023-05-05,15.53,15.32,15.95,15.33 2023-05-08,15.78,15.4,15.95,15.55 2023-05-09,15.79,15.77,16.5,15.88 2023-05-10,15.32,15.27,15.85,15.68 2023-05-11,15.33,15.3,15.58,15.5 2023-05-12,15.22,15.21,15.49,15.35 2023-05-15,15.4,14.95,15.43,15.25 2023-05-16,15.3,15.27,15.55,15.4 2023-05-17,15.28,15.21,15.4,15.25 2023-05-18,15.34,15.27,15.48,15.36 2023-05-19,15.04,15.02,15.34,15.32 2023-05-22,14.94,14.91,15.1,15.01 2023-05-23,14.79,14.79,15.0,14.99 2023-05-24,14.53,14.53,14.8,14.76 2023-05-25,14.6,14.46,14.6,14.51 2023-05-26,14.67,14.52,14.69,14.6 2023-05-29,14.66,14.62,14.79,14.7 2023-05-30,14.78,14.55,14.78,14.66 2023-05-31,14.8,14.68,14.82,14.76 2023-06-01,14.8,14.73,14.89,14.74 2023-06-02,14.83,14.77,14.88,14.82 2023-06-05,14.78,14.74,14.87,14.85 2023-06-06,14.63,14.62,14.89,14.79 2023-06-07,14.74,14.63,14.83,14.65 2023-06-08,14.88,14.63,14.9,14.75 2023-06-09,14.88,14.81,14.92,14.89 2023-06-12,14.86,14.78,14.9,14.85 2023-06-13,14.92,14.82,14.93,14.88 2023-06-14,14.84,14.82,15.1,14.94 2023-06-15,14.88,14.73,14.97,14.84 2023-06-16,14.94,14.85,14.96,14.89 2023-06-19,14.75,14.74,14.94,14.94 2023-06-20,14.75,14.72,14.85,14.79 2023-06-21,14.61,14.59,14.77,14.72 2023-06-26,14.22,14.19,14.53,14.51 2023-06-27,14.3,14.22,14.34,14.24 2023-06-28,14.3,14.26,14.36,14.32 2023-06-29,13.78,13.78,13.85,13.84 2023-06-30,13.99,13.77,14.04,13.78 2023-07-03,14.22,14.01,14.24,14.02 2023-07-04,14.28,14.16,14.3,14.2 2023-07-05,14.2,14.18,14.31,14.28 2023-07-06,14.18,14.16,14.3,14.17 2023-07-07,14.38,14.12,14.44,14.15 2023-07-10,14.47,14.38,14.54,14.45 2023-07-11,14.48,14.41,14.53,14.46 2023-07-12,14.37,14.35,14.52,14.47 2023-07-13,14.54,14.42,14.6,14.44 2023-07-14,14.48,14.48,14.58,14.56 2023-07-17,14.5,14.37,14.52,14.45 2023-07-18,14.51,14.45,14.55,14.45 2023-07-19,14.61,14.41,14.63,14.48 2023-07-20,14.47,14.45,14.65,14.64 2023-07-21,14.49,14.44,14.6,14.47 2023-07-24,14.45,14.33,14.55,14.4 2023-07-25,14.99,14.68,15.08,14.78 2023-07-26,15.03,14.87,15.06,14.9 2023-07-27,14.91,14.88,15.1,15.05 2023-07-28,15.69,14.9,15.83,14.99 2023-07-31,15.58,15.58,16.01,15.79 2023-08-01,15.5,15.4,15.8,15.47 2023-08-02,15.47,15.4,15.8,15.45 2023-08-03,15.8,15.36,15.84,15.55 2023-08-04,15.9,15.9,16.36,15.99 2023-08-07,15.76,15.57,15.82,15.65 2023-08-08,15.84,15.35,16.1,15.61 2023-08-09,15.79,15.68,15.93,15.77 2023-08-10,15.9,15.73,15.9,15.79 2023-08-11,15.41,15.38,15.88,15.88 2023-08-14,15.33,15.14,15.48,15.2 2023-08-15,15.48,15.23,15.48,15.25 2023-08-16,15.55,15.23,15.78,15.3 2023-08-17,15.49,15.27,15.58,15.44 2023-08-18,15.3,15.26,15.66,15.51 2023-08-21,14.89,14.87,15.3,15.2 2023-08-22,15.03,14.8,15.08,14.98 2023-08-23,14.89,14.87,15.1,14.94 2023-08-24,14.97,14.91,15.18,14.99 2023-08-25,14.95,14.89,15.08,14.91 2023-08-28,15.13,15.08,16.4,16.3 2023-08-29,15.05,14.73,15.17,15.03 2023-08-30,14.71,14.7,15.03,15.03 2023-08-31,14.56,14.56,14.81,14.76 2023-09-01,14.57,14.53,14.71,14.62 2023-09-04,14.75,14.57,14.8,14.62 2023-09-05,14.65,14.61,14.73,14.69 2023-09-06,14.67,14.6,14.71,14.61 2023-09-07,14.64,14.62,14.75,14.66 2023-09-08,14.7,14.55,14.75,14.6 2023-09-11,14.95,14.68,15.02,14.74 2023-09-12,14.88,14.84,14.94,14.9 2023-09-13,14.65,14.6,14.89,14.87 2023-09-14,14.86,14.64,14.87,14.69 2023-09-15,14.72,14.69,14.97,14.9 2023-09-18,14.76,14.64,14.79,14.7 2023-09-19,14.81,14.71,14.84,14.76 2023-09-20,14.69,14.67,14.8,14.78 2023-09-21,14.63,14.62,14.77,14.67 2023-09-22,14.9,14.57,14.92,14.61 2023-09-25,14.78,14.71,14.84,14.81 2023-09-26,14.68,14.66,14.79,14.76 2023-09-27,14.75,14.66,14.8,14.68 2023-09-28,14.54,14.53,14.79,14.75 2023-10-09,14.49,14.34,14.57,14.49 2023-10-10,14.41,14.41,14.58,14.58 2023-10-11,14.39,14.39,14.56,14.48 2023-10-12,14.56,14.49,14.58,14.52 2023-10-13,14.47,14.43,14.51,14.51 2023-10-16,14.48,14.4,14.56,14.45 2023-10-17,14.6,14.51,14.7,14.55 2023-10-18,14.53,14.52,14.64,14.56 2023-10-19,14.46,14.43,14.64,14.48 2023-10-20,14.42,14.35,14.53,14.4 2023-10-23,14.15,14.07,14.36,14.35 2023-10-24,14.5,14.18,14.53,14.18 2023-10-25,14.58,14.51,14.66,14.58 2023-10-26,14.61,14.5,14.64,14.5 2023-10-27,14.69,14.54,14.72,14.57 2023-10-30,14.58,14.55,14.71,14.62 2023-10-31,14.77,14.71,14.88,14.77 2023-11-01,14.92,14.8,14.96,14.85 2023-11-02,14.87,14.86,15.11,14.9 2023-11-03,14.94,14.83,15.03,14.85 2023-11-06,15.29,15.07,15.38,15.25 2023-11-07,15.26,15.18,15.34,15.22 2023-11-08,15.19,15.08,15.29,15.25 2023-11-09,15.13,15.03,15.19,15.18 2023-11-10,15.09,15.04,15.17,15.1 2023-11-13,15.09,14.99,15.18,15.17 2023-11-14,15.25,15.09,15.4,15.14 2023-11-15,15.29,15.26,15.44,15.37 2023-11-16,15.24,15.23,15.4,15.29 2023-11-17,15.27,15.18,15.29,15.19 2023-11-20,15.26,15.07,15.32,15.29 2023-11-21,15.27,15.25,15.5,15.28 2023-11-22,15.21,15.2,15.37,15.24 2023-11-23,15.27,15.15,15.3,15.19 2023-11-24,15.22,15.18,15.36,15.26 2023-11-27,15.1,15.0,15.17,15.17 2023-11-28,15.08,15.04,15.16,15.1 2023-11-29,14.98,14.91,15.23,15.2 2023-11-30,15.1,14.92,15.11,14.92 2023-12-01,15.07,14.97,15.13,15.05 2023-12-04,15.11,15.07,15.2,15.1 2023-12-05,14.89,14.87,15.11,15.09 2023-12-06,14.8,14.74,14.98,14.9 2023-12-07,14.83,14.75,14.9,14.8 2023-12-08,14.74,14.72,14.88,14.81 2023-12-11,14.93,14.5,14.96,14.7 2023-12-12,14.95,14.86,15.05,14.88 2023-12-13,14.96,14.84,15.05,14.95 2023-12-14,15.0,14.89,15.31,14.98 2023-12-15,14.99,14.96,15.2,15.03 2023-12-18,14.97,14.87,15.02,14.92 2023-12-19,15.0,14.81,15.03,14.98 2023-12-20,14.66,14.65,14.99,14.98 2023-12-21,14.64,14.5,14.66,14.61 2023-12-22,14.68,14.5,14.7,14.61 2023-12-25,14.69,14.57,14.74,14.58 2023-12-26,14.64,14.49,14.7,14.65 2023-12-27,14.68,14.5,14.74,14.62 2023-12-28,14.84,14.56,14.88,14.67 2023-12-29,14.88,14.79,14.93,14.8 2024-01-02,14.87,14.84,14.98,14.85 2024-01-03,14.96,14.81,14.98,14.81 2024-01-04,14.89,14.7,14.98,14.95 2024-01-05,14.89,14.75,15.02,14.82 2024-01-08,14.68,14.57,14.84,14.84 2024-01-09,14.53,14.43,14.65,14.58 2024-01-10,14.41,14.37,14.56,14.5 2024-01-11,14.43,14.26,14.46,14.41 2024-01-12,14.47,14.37,14.53,14.39 2024-01-15,14.52,14.36,14.66,14.41 2024-01-16,14.75,14.47,14.75,14.5 2024-01-17,14.65,14.65,14.86,14.69 2024-01-18,14.46,13.98,14.66,14.59 2024-01-19,14.37,14.23,14.46,14.37 2024-01-22,14.14,14.04,14.49,14.33 2024-01-23,14.25,13.95,14.35,14.25 2024-01-24,14.74,14.18,14.84,14.32 2024-01-25,15.06,14.61,15.09,14.7 2024-01-26,15.06,14.91,15.11,15.03 2024-01-29,15.02,14.98,15.23,15.06 2024-01-30,14.83,14.8,15.09,14.92 2024-01-31,14.61,14.5,14.83,14.8 2024-02-01,14.64,14.37,14.75,14.57 2024-02-02,14.34,13.9,14.69,14.64 2024-02-05,14.2,13.99,14.43,14.2 2024-02-06,14.71,14.12,14.81,14.2 2024-02-07,14.77,14.6,14.85,14.75 2024-02-08,14.86,14.7,14.95,14.86 2024-02-19,14.79,14.57,14.81,14.8 2024-02-20,14.96,14.71,15.08,14.78 2024-02-21,15.09,14.84,15.33,14.88 2024-02-22,15.22,15.04,15.24,15.09 2024-02-23,15.18,15.13,15.31,15.25 2024-02-26,15.02,15.02,15.2,15.17 2024-02-27,15.09,14.98,15.09,15.02 2024-02-28,14.96,14.94,15.29,15.12 2024-02-29,15.09,14.89,15.1,14.91 2024-03-01,15.1,14.99,15.16,15.09 2024-03-04,14.96,14.94,15.14,15.11 2024-03-05,14.97,14.86,15.01,14.91 2024-03-06,14.92,14.89,15.03,14.96 2024-03-07,14.85,14.75,15.0,14.92 2024-03-08,14.82,14.79,14.88,14.82 2024-03-11,14.99,14.82,14.99,14.84 2024-03-12,15.0,14.91,15.06,15.03 2024-03-13,14.79,14.74,15.01,14.98 2024-03-14,14.7,14.64,14.86,14.76 2024-03-15,14.72,14.63,14.76,14.69 ","date,10日,close 2023-05-11,15.396545454545453,15.33 2023-05-12,15.39109090909091,15.22 2023-05-15,15.410727272727273,15.4 2023-05-16,15.399454545454546,15.3 2023-05-17,15.376000000000001,15.28 2023-05-18,15.360545454545456,15.34 2023-05-19,15.28981818181818,15.04 2023-05-22,15.20981818181818,14.94 2023-05-23,15.117818181818182,14.79 2023-05-24,14.996727272727274,14.53 2023-05-25,14.902727272727272,14.6 2023-05-26,14.83472727272727,14.67 2023-05-29,14.774909090909091,14.66 2023-05-30,14.750363636363636,14.78 2023-05-31,14.738909090909091,14.8 2023-06-01,14.736181818181818,14.8 2023-06-02,14.748727272727274,14.83 2023-06-05,14.755999999999998,14.78 2023-06-06,14.738909090909088,14.63 2023-06-07,14.744727272727271,14.74 2023-06-08,14.772181818181819,14.88 2023-06-09,14.794545454545455,14.88 2023-06-12,14.809454545454548,14.86 2023-06-13,14.831636363636363,14.92 2023-06-14,14.836727272727272,14.84 2023-06-15,14.848363636363633,14.88 2023-06-16,14.869454545454547,14.94 2023-06-19,14.854000000000001,14.75 2023-06-20,14.839090909090908,14.75 2023-06-21,14.796545454545456,14.61 2023-06-26,14.685454545454546,14.22 2023-06-27,14.60090909090909,14.3 2023-06-28,14.526909090909092,14.3 2023-06-29,14.368545454545455,13.78 2023-06-30,14.269090909090908,13.99 2023-07-03,14.226909090909091,14.22 2023-07-04,14.207636363636363,14.28 2023-07-05,14.185818181818183,14.2 2023-07-06,14.170363636363634,14.18 2023-07-07,14.201636363636366,14.38 2023-07-10,14.253454545454547,14.47 2023-07-11,14.302545454545452,14.48 2023-07-12,14.328363636363635,14.37 2023-07-13,14.383818181818182,14.54 2023-07-14,14.414545454545454,14.48 2023-07-17,14.440000000000001,14.5 2023-07-18,14.46218181818182,14.51 2023-07-19,14.498363636363639,14.61 2023-07-20,14.501636363636365,14.47 2023-07-21,14.503272727272726,14.49 2023-07-24,14.495636363636363,14.45 2023-07-25,14.586545454545453,14.99 2023-07-26,14.675454545454542,15.03 2023-07-27,14.730545454545453,14.91 2023-07-28,14.920727272727273,15.69 2023-07-31,15.06890909090909,15.58 2023-08-01,15.18290909090909,15.5 2023-08-02,15.273454545454547,15.47 2023-08-03,15.408363636363637,15.8 2023-08-04,15.537272727272729,15.9 2023-08-07,15.615090909090911,15.76 2023-08-08,15.683636363636364,15.84 2023-08-09,15.727636363636366,15.79 2023-08-10,15.777818181818182,15.9 2023-08-11,15.720909090909092,15.41 2023-08-14,15.654545454545454,15.33 2023-08-15,15.62,15.48 2023-08-16,15.598545454545455,15.55 2023-08-17,15.564727272727273,15.49 2023-08-18,15.501999999999999,15.3 2023-08-21,15.375636363636364,14.89 2023-08-22,15.290545454545455,15.03 2023-08-23,15.194727272727272,14.89 2023-08-24,15.129818181818184,14.97 2023-08-25,15.078181818181818,14.95 2023-08-28,15.067636363636364,15.13 2023-08-29,15.046181818181818,15.05 2023-08-30,14.970727272727274,14.71 2023-08-31,14.883272727272727,14.56 2023-09-01,14.814545454545454,14.57 2023-09-04,14.791818181818181,14.75 2023-09-05,14.753454545454547,14.65 2023-09-06,14.725636363636365,14.67 2023-09-07,14.696363636363635,14.64 2023-09-08,14.684,14.7 2023-09-11,14.721636363636364,14.95 2023-09-12,14.749818181818181,14.88 2023-09-13,14.739272727272729,14.65 2023-09-14,14.768,14.86 2023-09-15,14.765818181818185,14.72 2023-09-18,14.76818181818182,14.76 2023-09-19,14.779454545454547,14.81 2023-09-20,14.765999999999998,14.69 2023-09-21,14.741272727272728,14.63 2023-09-22,14.765818181818185,14.9 2023-09-25,14.76490909090909,14.78 2023-09-26,14.748909090909091,14.68 2023-09-27,14.749272727272725,14.75 2023-09-28,14.709636363636363,14.54 2023-10-09,14.666727272727272,14.49 2023-10-10,14.613454545454546,14.41 2023-10-11,14.56290909090909,14.39 2023-10-12,14.550909090909093,14.56 2023-10-13,14.524909090909091,14.47 2023-10-16,14.503636363636364,14.48 2023-10-17,14.51181818181818,14.6 2023-10-18,14.510545454545452,14.53 2023-10-19,14.499272727272725,14.46 2023-10-20,14.486,14.42 2023-10-23,14.425818181818181,14.15 2023-10-24,14.435454545454546,14.5 2023-10-25,14.458,14.58 2023-10-26,14.482545454545455,14.61 2023-10-27,14.520727272727273,14.69 2023-10-30,14.534909090909093,14.58 2023-10-31,14.581818181818182,14.77 2023-11-01,14.652909090909093,14.92 2023-11-02,14.70781818181818,14.87 2023-11-03,14.767999999999999,14.94 2023-11-06,14.882363636363635,15.29 2023-11-07,14.970545454545457,15.26 2023-11-08,15.032181818181817,15.19 2023-11-09,15.071818181818182,15.13 2023-11-10,15.09472727272727,15.09 2023-11-13,15.110363636363637,15.09 2023-11-14,15.145818181818182,15.25 2023-11-15,15.179818181818181,15.29 2023-11-16,15.198,15.24 2023-11-17,15.21490909090909,15.27 2023-11-20,15.224,15.26 2023-11-21,15.235454545454546,15.27 2023-11-22,15.235818181818184,15.21 2023-11-23,15.246727272727272,15.27 2023-11-24,15.246000000000004,15.22 2023-11-27,15.221090909090911,15.1 2023-11-28,15.192363636363636,15.08 2023-11-29,15.148545454545456,14.98 2023-11-30,15.132181818181818,15.1 2023-12-01,15.112909090909092,15.07 2023-12-04,15.104545454545455,15.11 2023-12-05,15.058909090909088,14.89 2023-12-06,15.003818181818183,14.8 2023-12-07,14.961636363636366,14.83 2023-12-08,14.911090909090909,14.74 2023-12-11,14.903818181818183,14.93 2023-12-12,14.903272727272729,14.95 2023-12-13,14.90690909090909,14.96 2023-12-14,14.918181818181818,15.0 2023-12-15,14.929454545454545,14.99 2023-12-18,14.938545454545455,14.97 2023-12-19,14.955636363636364,15.0 2023-12-20,14.908909090909091,14.66 2023-12-21,14.86109090909091,14.64 2023-12-22,14.823999999999998,14.68 2023-12-25,14.789818181818182,14.69 2023-12-26,14.750909090909092,14.64 2023-12-27,14.724909090909089,14.68 2023-12-28,14.733090909090908,14.84 2023-12-29,14.751454545454544,14.88 2024-01-02,14.770000000000003,14.87 2024-01-03,14.806727272727272,14.96 2024-01-04,14.831454545454546,14.89 2024-01-05,14.852,14.89 2024-01-08,14.829818181818183,14.68 2024-01-09,14.780363636363635,14.53 2024-01-10,14.712000000000002,14.41 2024-01-11,14.651454545454545,14.43 2024-01-12,14.602727272727272,14.47 2024-01-15,14.56981818181818,14.52 2024-01-16,14.585272727272729,14.75 2024-01-17,14.584727272727273,14.65 2024-01-18,14.555272727272728,14.46 2024-01-19,14.517272727272728,14.37 2024-01-22,14.446909090909092,14.14 2024-01-23,14.406363636363636,14.25 2024-01-24,14.459999999999999,14.74 2024-01-25,14.565818181818182,15.06 2024-01-26,14.660181818181819,15.06 2024-01-29,14.736545454545455,15.02 2024-01-30,14.769272727272726,14.83 2024-01-31,14.760545454545456,14.61 2024-02-01,14.758,14.64 2024-02-02,14.697636363636363,14.34 2024-02-05,14.612363636363638,14.2 2024-02-06,14.618727272727272,14.71 2024-02-07,14.627636363636363,14.77 2024-02-08,14.652363636363637,14.86 2024-02-19,14.667999999999997,14.79 2024-02-20,14.719454545454544,14.96 2024-02-21,14.795636363636364,15.09 2024-02-22,14.890727272727274,15.22 2024-02-23,14.967454545454546,15.18 2024-02-26,15.005272727272727,15.02 2024-02-27,15.043454545454546,15.09 2024-02-28,15.041818181818183,14.96 2024-02-29,15.059272727272727,15.09 2024-03-01,15.072727272727272,15.1 2024-03-04,15.056363636363635,14.96 2024-03-05,15.038727272727273,14.97 2024-03-06,15.011818181818184,14.92 2024-03-07,14.975272727272728,14.85 2024-03-08,14.939999999999996,14.82 2024-03-11,14.942181818181817,14.99 2024-03-12,14.946727272727271,15.0 2024-03-13,14.914727272727275,14.79 2024-03-14,14.869454545454547,14.7 2024-03-15,14.834909090909091,14.72 " 1668,CN,technical,"在2023年05月18日-2024年02月24日,晶科能源的价格有多少次突破20日加权移动平均线?(权重取 1, 2, ..., n)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。",19.0,medium,moving average,WMA_n = \sum_{i=0}^{n-1} (n-i) * P_{t-i} / \sum_{j=1}^{n} j,"date,close,low,high,open 2023-04-18,13.62,13.47,13.8,13.47 2023-04-19,13.33,13.15,13.64,13.56 2023-04-20,12.63,12.59,13.2,13.1 2023-04-21,12.43,12.38,12.93,12.6 2023-04-24,12.34,12.0,12.9,12.8 2023-04-25,12.0,11.94,12.57,12.31 2023-04-26,12.73,11.89,13.07,12.07 2023-04-27,12.6,12.46,12.83,12.7 2023-04-28,12.52,12.36,12.68,12.68 2023-05-04,12.3,12.1,12.74,12.21 2023-05-05,12.17,11.91,12.35,12.34 2023-05-08,11.99,11.91,12.26,12.26 2023-05-09,11.7,11.64,12.16,12.0 2023-05-10,11.49,11.12,11.6,11.51 2023-05-11,11.68,11.39,11.98,11.48 2023-05-12,11.31,11.31,11.83,11.62 2023-05-15,12.03,11.3,12.1,11.38 2023-05-16,12.11,11.91,12.33,12.0 2023-05-17,12.33,12.12,12.53,12.19 2023-05-18,12.19,12.1,12.42,12.35 2023-05-19,12.31,12.07,12.37,12.2 2023-05-22,12.55,12.22,12.71,12.3 2023-05-23,12.8,12.48,12.98,12.51 2023-05-24,13.03,12.68,13.44,12.74 2023-05-25,13.41,12.88,13.83,13.08 2023-05-26,13.06,12.62,13.31,13.3 2023-05-29,12.34,12.1,13.13,13.0 2023-05-30,12.31,12.12,12.68,12.4 2023-05-31,12.73,12.1,12.73,12.3 2023-06-01,12.23,12.17,12.59,12.58 2023-06-02,12.5,12.19,12.64,12.29 2023-06-05,11.97,11.96,12.53,12.52 2023-06-06,11.73,11.6,11.98,11.96 2023-06-07,11.6,11.49,11.85,11.77 2023-06-08,11.67,11.55,11.95,11.57 2023-06-09,12.71,11.56,12.89,11.67 2023-06-12,12.65,12.48,12.84,12.8 2023-06-13,12.44,12.32,12.79,12.65 2023-06-14,12.18,12.15,12.53,12.49 2023-06-15,13.16,12.11,13.29,12.21 2023-06-16,13.48,13.29,13.73,13.31 2023-06-19,13.64,13.3,13.72,13.48 2023-06-20,13.48,13.37,13.7,13.55 2023-06-21,13.35,13.29,13.65,13.45 2023-06-26,13.76,13.24,14.3,13.42 2023-06-27,14.03,13.51,14.57,13.76 2023-06-28,14.21,13.81,14.29,14.05 2023-06-29,14.0,13.88,14.53,14.25 2023-06-30,14.06,13.73,14.38,14.0 2023-07-03,14.15,13.86,14.35,14.09 2023-07-04,13.65,13.58,14.14,13.99 2023-07-05,13.26,13.19,13.64,13.64 2023-07-06,12.95,12.88,13.42,13.27 2023-07-07,12.52,12.49,12.96,12.96 2023-07-10,13.12,12.52,13.29,12.6 2023-07-11,12.84,12.78,13.15,13.05 2023-07-12,12.9,12.35,13.02,12.83 2023-07-13,13.08,12.86,13.25,12.9 2023-07-14,12.5,12.28,13.01,12.97 2023-07-17,12.56,12.43,12.87,12.73 2023-07-18,12.36,12.29,12.62,12.61 2023-07-19,12.2,12.04,12.39,12.38 2023-07-20,12.27,12.21,12.44,12.27 2023-07-21,12.07,12.01,12.3,12.26 2023-07-24,11.98,11.93,12.24,12.0 2023-07-25,12.47,12.18,12.59,12.21 2023-07-26,12.44,12.37,12.69,12.46 2023-07-27,12.37,12.33,12.56,12.46 2023-07-28,12.59,12.21,12.7,12.3 2023-07-31,12.43,12.41,12.76,12.59 2023-08-01,12.14,12.03,12.48,12.43 2023-08-02,12.13,12.06,12.24,12.13 2023-08-03,12.26,12.1,12.46,12.1 2023-08-04,12.36,12.13,12.43,12.3 2023-08-07,12.23,12.14,12.38,12.35 2023-08-08,12.09,12.07,12.39,12.25 2023-08-09,12.06,11.96,12.17,12.09 2023-08-10,12.22,12.0,12.33,12.0 2023-08-11,11.98,11.96,12.26,12.26 2023-08-14,11.84,11.59,11.9,11.83 2023-08-15,10.42,10.32,11.81,11.81 2023-08-16,10.45,10.35,10.65,10.53 2023-08-17,10.69,10.3,10.74,10.43 2023-08-18,10.71,10.71,10.96,10.79 2023-08-21,10.34,10.32,10.74,10.7 2023-08-22,10.24,9.92,10.44,10.42 2023-08-23,9.98,9.94,10.2,10.2 2023-08-24,10.37,9.96,10.49,9.96 2023-08-25,10.41,10.22,10.52,10.3 2023-08-28,10.62,10.58,11.2,11.11 2023-08-29,10.95,10.48,10.99,10.51 2023-08-30,10.91,10.78,11.29,11.15 2023-08-31,10.76,10.61,11.0,10.88 2023-09-01,10.77,10.66,10.8,10.76 2023-09-04,10.65,10.6,10.85,10.77 2023-09-05,10.77,10.54,10.89,10.65 2023-09-06,10.53,10.51,10.75,10.73 2023-09-07,10.12,10.12,10.53,10.48 2023-09-08,10.15,10.02,10.22,10.07 2023-09-11,10.12,10.06,10.27,10.17 2023-09-12,10.1,9.94,10.22,10.11 2023-09-13,9.92,9.81,10.16,10.12 2023-09-14,9.79,9.73,9.94,9.9 2023-09-15,9.97,9.74,9.98,9.83 2023-09-18,9.97,9.69,10.04,9.81 2023-09-19,9.81,9.81,10.03,9.98 2023-09-20,9.83,9.76,9.92,9.83 2023-09-21,9.84,9.73,9.92,9.76 2023-09-22,9.98,9.76,9.99,9.82 2023-09-25,9.91,9.83,10.03,9.93 2023-09-26,9.76,9.75,10.01,9.9 2023-09-27,10.12,9.8,10.31,9.81 2023-09-28,10.1,10.06,10.3,10.08 2023-10-09,9.75,9.73,10.06,9.97 2023-10-10,9.31,9.27,9.83,9.8 2023-10-11,9.52,9.32,9.63,9.47 2023-10-12,9.63,9.45,9.78,9.49 2023-10-13,9.4,9.3,9.62,9.58 2023-10-16,9.34,9.23,9.51,9.4 2023-10-17,9.28,9.23,9.4,9.34 2023-10-18,9.09,9.07,9.28,9.26 2023-10-19,9.32,9.22,9.62,9.38 2023-10-20,9.56,9.14,9.57,9.25 2023-10-23,9.25,9.14,9.46,9.42 2023-10-24,9.26,9.11,9.32,9.23 2023-10-25,9.26,9.23,9.43,9.27 2023-10-26,9.14,8.92,9.17,9.17 2023-10-27,9.4,9.03,9.47,9.11 2023-10-30,9.37,9.25,9.46,9.31 2023-10-31,9.48,9.35,9.8,9.72 2023-11-01,9.2,9.15,9.68,9.62 2023-11-02,8.88,8.88,9.17,9.11 2023-11-03,9.02,8.94,9.19,8.94 2023-11-06,9.44,9.05,9.65,9.07 2023-11-07,9.17,9.12,9.39,9.38 2023-11-08,9.58,9.13,9.79,9.15 2023-11-09,10.11,9.5,10.52,9.59 2023-11-10,10.02,9.9,10.14,10.0 2023-11-13,10.15,9.96,10.22,10.1 2023-11-14,10.45,10.11,10.59,10.26 2023-11-15,10.3,10.21,10.79,10.75 2023-11-16,10.02,9.94,10.27,10.24 2023-11-17,10.03,9.93,10.11,9.93 2023-11-20,9.77,9.68,10.05,10.02 2023-11-21,9.85,9.77,10.01,9.77 2023-11-22,9.68,9.67,9.84,9.78 2023-11-23,10.02,9.76,10.1,9.77 2023-11-24,9.88,9.84,10.05,9.95 2023-11-27,9.45,9.45,9.83,9.8 2023-11-28,9.25,9.18,9.46,9.43 2023-11-29,9.06,9.04,9.27,9.26 2023-11-30,8.88,8.79,9.13,9.07 2023-12-01,8.88,8.73,8.88,8.87 2023-12-04,8.72,8.72,8.94,8.93 2023-12-05,8.64,8.63,8.83,8.7 2023-12-06,8.69,8.57,8.85,8.6 2023-12-07,8.73,8.42,8.76,8.66 2023-12-08,8.74,8.6,8.74,8.7 2023-12-11,8.69,8.52,8.72,8.69 2023-12-12,8.59,8.55,8.74,8.7 2023-12-13,8.33,8.33,8.55,8.55 2023-12-14,8.34,8.34,8.49,8.41 2023-12-15,8.37,8.33,8.54,8.39 2023-12-18,8.15,8.11,8.41,8.33 2023-12-19,8.16,8.1,8.31,8.15 2023-12-20,8.03,8.01,8.21,8.19 2023-12-21,8.25,7.95,8.34,7.97 2023-12-22,8.37,8.16,8.47,8.25 2023-12-25,8.47,8.35,8.56,8.38 2023-12-26,8.37,8.36,8.51,8.45 2023-12-27,8.39,8.12,8.42,8.39 2023-12-28,8.98,8.33,9.06,8.35 2023-12-29,8.86,8.81,9.02,8.97 2024-01-02,8.71,8.7,8.89,8.83 2024-01-03,8.66,8.6,8.79,8.64 2024-01-04,8.52,8.44,8.67,8.64 2024-01-05,8.4,8.36,8.61,8.5 2024-01-08,8.35,8.3,8.55,8.38 2024-01-09,8.46,8.22,8.69,8.39 2024-01-10,8.49,8.36,8.65,8.4 2024-01-11,8.69,8.44,8.69,8.46 2024-01-12,8.71,8.6,8.96,8.62 2024-01-15,8.67,8.56,8.8,8.66 2024-01-16,8.92,8.56,9.04,8.65 2024-01-17,8.68,8.66,8.95,8.86 2024-01-18,9.1,8.57,9.1,8.61 2024-01-19,9.15,9.01,9.26,9.05 2024-01-22,8.83,8.72,9.1,9.04 2024-01-23,9.21,8.81,9.35,8.82 2024-01-24,9.19,8.92,9.31,9.26 2024-01-25,9.11,8.92,9.18,9.14 2024-01-26,9.04,9.0,9.22,9.0 2024-01-29,8.08,8.05,9.08,9.07 2024-01-30,7.99,7.96,8.25,8.06 2024-01-31,7.94,7.81,8.15,7.97 2024-02-01,8.0,7.89,8.14,7.9 2024-02-02,7.93,7.75,8.08,8.03 2024-02-05,7.7,7.28,7.98,7.95 2024-02-06,8.09,7.56,8.18,7.65 2024-02-07,8.06,8.0,8.28,8.11 2024-02-08,8.27,8.1,8.29,8.18 2024-02-19,8.23,8.16,8.36,8.36 2024-02-20,8.12,8.04,8.2,8.19 2024-02-21,8.24,8.0,8.39,8.06 2024-02-22,8.37,8.2,8.52,8.21 2024-02-23,8.55,8.44,8.78,8.5 ","date,20日,close 2023-05-18,12.069571428571429,12.19 2023-05-19,12.072904761904761,12.31 2023-05-22,12.105333333333332,12.55 2023-05-23,12.165285714285714,12.8 2023-05-24,12.24633333333333,13.03 2023-05-25,12.360714285714286,13.41 2023-05-26,12.436666666666666,13.06 2023-05-29,12.439,12.34 2023-05-30,12.440333333333335,12.31 2023-05-31,12.48304761904762,12.73 2023-06-01,12.477142857142857,12.23 2023-06-02,12.497285714285713,12.5 2023-06-05,12.465380952380952,11.97 2023-06-06,12.410714285714286,11.73 2023-06-07,12.34352380952381,11.6 2023-06-08,12.282476190476192,11.67 2023-06-09,12.32052380952381,12.71 2023-06-12,12.346190476190475,12.65 2023-06-13,12.348904761904764,12.44 2023-06-14,12.325285714285714,12.18 2023-06-15,12.395714285714286,13.16 2023-06-16,12.492,13.48 2023-06-19,12.597952380952382,13.64 2023-06-20,12.68347619047619,13.48 2023-06-21,12.753380952380953,13.35 2023-06-26,12.860809523809522,13.76 2023-06-27,12.992285714285714,14.03 2023-06-28,13.136285714285718,14.21 2023-06-29,13.251380952380952,14.0 2023-06-30,13.364142857142856,14.06 2023-07-03,13.479142857142856,14.15 2023-07-04,13.537380952380952,13.65 2023-07-05,13.552999999999999,13.26 2023-07-06,13.53295238095238,12.95 2023-07-07,13.466142857142856,12.52 2023-07-10,13.452095238095238,13.12 2023-07-11,13.404476190476194,12.84 2023-07-12,13.361952380952381,12.9 2023-07-13,13.335380952380952,13.08 2023-07-14,13.250523809523807,12.5 2023-07-17,13.169857142857142,12.56 2023-07-18,13.072999999999997,12.36 2023-07-19,12.966238095238097,12.2 2023-07-20,12.873000000000001,12.27 2023-07-21,12.76647619047619,12.07 2023-07-24,12.657476190476192,11.98 2023-07-25,12.603619047619047,12.47 2023-07-26,12.554333333333332,12.44 2023-07-27,12.506809523809526,12.37 2023-07-28,12.488000000000003,12.59 2023-07-31,12.46095238095238,12.43 2023-08-01,12.414476190476192,12.14 2023-08-02,12.374238095238093,12.13 2023-08-03,12.351761904761904,12.26 2023-08-04,12.342095238095238,12.36 2023-08-07,12.320809523809523,12.23 2023-08-08,12.290428571428572,12.09 2023-08-09,12.260761904761903,12.06 2023-08-10,12.250333333333334,12.22 2023-08-11,12.221142857142855,11.98 2023-08-14,12.181095238095239,11.84 2023-08-15,12.009238095238096,10.42 2023-08-16,11.84947619047619,10.45 2023-08-17,11.720904761904764,10.69 2023-08-18,11.601761904761904,10.71 2023-08-21,11.453857142857144,10.34 2023-08-22,11.304238095238096,10.24 2023-08-23,11.14047619047619,9.98 2023-08-24,11.025571428571428,10.37 2023-08-25,10.924,10.41 2023-08-28,10.852809523809524,10.62 2023-08-29,10.821666666666667,10.95 2023-08-30,10.792380952380952,10.91 2023-08-31,10.754619047619046,10.76 2023-09-01,10.724952380952383,10.77 2023-09-04,10.691428571428572,10.65 2023-09-05,10.676857142857143,10.77 2023-09-06,10.645714285714286,10.53 2023-09-07,10.582809523809523,10.12 2023-09-08,10.532761904761903,10.15 2023-09-11,10.488571428571428,10.12 2023-09-12,10.450666666666667,10.1 2023-09-13,10.397142857142857,9.92 2023-09-14,10.333761904761905,9.79 2023-09-15,10.291809523809523,9.97 2023-09-18,10.253380952380953,9.97 2023-09-19,10.20147619047619,9.81 2023-09-20,10.153523809523811,9.83 2023-09-21,10.107238095238095,9.84 2023-09-22,10.076809523809525,9.98 2023-09-25,10.041761904761902,9.91 2023-09-26,9.995809523809523,9.76 2023-09-27,9.989809523809525,10.12 2023-09-28,9.985666666666665,10.1 2023-10-09,9.951333333333336,9.75 2023-10-10,9.87995238095238,9.31 2023-10-11,9.834952380952382,9.52 2023-10-12,9.806380952380952,9.63 2023-10-13,9.760190476190475,9.4 2023-10-16,9.711714285714285,9.34 2023-10-17,9.661380952380952,9.28 2023-10-18,9.596952380952379,9.09 2023-10-19,9.559238095238095,9.32 2023-10-20,9.547238095238095,9.56 2023-10-23,9.506809523809524,9.25 2023-10-24,9.470761904761904,9.26 2023-10-25,9.438095238095238,9.26 2023-10-26,9.396619047619048,9.14 2023-10-27,9.383190476190478,9.4 2023-10-30,9.369,9.37 2023-10-31,9.368190476190478,9.48 2023-11-01,9.342761904761906,9.2 2023-11-02,9.28952380952381,8.88 2023-11-03,9.255523809523812,9.02 2023-11-06,9.266666666666666,9.44 2023-11-07,9.253571428571428,9.17 2023-11-08,9.280190476190477,9.58 2023-11-09,9.357,10.11 2023-11-10,9.42295238095238,10.02 2023-11-13,9.498333333333333,10.15 2023-11-14,9.59842857142857,10.45 2023-11-15,9.678666666666667,10.3 2023-11-16,9.72647619047619,10.02 2023-11-17,9.771904761904764,10.03 2023-11-20,9.790333333333333,9.77 2023-11-21,9.81390476190476,9.85 2023-11-22,9.818476190476192,9.68 2023-11-23,9.853428571428571,10.02 2023-11-24,9.870857142857144,9.88 2023-11-27,9.84504761904762,9.45 2023-11-28,9.799809523809524,9.25 2023-11-29,9.737571428571428,9.06 2023-11-30,9.658857142857144,8.88 2023-12-01,9.580142857142857,8.88 2023-12-04,9.486857142857144,8.72 2023-12-05,9.389380952380952,8.64 2023-12-06,9.299190476190477,8.69 2023-12-07,9.21704761904762,8.73 2023-12-08,9.142428571428573,8.74 2023-12-11,9.069142857142857,8.69 2023-12-12,8.993285714285713,8.59 2023-12-13,8.901523809523809,8.33 2023-12-14,8.820095238095238,8.34 2023-12-15,8.74952380952381,8.37 2023-12-18,8.665904761904761,8.15 2023-12-19,8.590952380952382,8.16 2023-12-20,8.511666666666665,8.03 2023-12-21,8.461190476190474,8.25 2023-12-22,8.43057142857143,8.37 2023-12-25,8.416666666666666,8.47 2023-12-26,8.397904761904762,8.37 2023-12-27,8.385238095238094,8.39 2023-12-28,8.431952380952382,8.98 2023-12-29,8.466761904761903,8.86 2024-01-02,8.487380952380953,8.71 2024-01-03,8.503285714285715,8.66 2024-01-04,8.505761904761902,8.52 2024-01-05,8.497619047619047,8.4 2024-01-08,8.486285714285714,8.35 2024-01-09,8.487285714285715,8.46 2024-01-10,8.492238095238095,8.49 2024-01-11,8.516714285714286,8.69 2024-01-12,8.541380952380953,8.71 2024-01-15,8.56047619047619,8.67 2024-01-16,8.601952380952381,8.92 2024-01-17,8.616904761904761,8.68 2024-01-18,8.669380952380953,9.1 2024-01-19,8.721523809523811,9.15 2024-01-22,8.738904761904761,8.83 2024-01-23,8.790285714285716,9.21 2024-01-24,8.836238095238095,9.19 2024-01-25,8.870666666666667,9.11 2024-01-26,8.895,9.04 2024-01-29,8.827619047619047,8.08 2024-01-30,8.755380952380953,7.99 2024-01-31,8.681809523809525,7.94 2024-02-01,8.617380952380953,8.0 2024-02-02,8.548761904761903,7.93 2024-02-05,8.460476190476191,7.7 2024-02-06,8.41242857142857,8.09 2024-02-07,8.363285714285713,8.06 2024-02-08,8.336190476190476,8.27 2024-02-19,8.307285714285713,8.23 2024-02-20,8.270190476190475,8.12 2024-02-21,8.247142857142858,8.24 2024-02-22,8.239714285714287,8.37 2024-02-23,8.250904761904762,8.55 " 1669,CN,technical,"统计康龙化成从2024年02月20日到2025年01月16日,股价突破5日加权移动平均线的总次数。(权重取 1, 2, ..., n)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。",32.0,medium,moving average,WMA_n = \sum_{i=0}^{n-1} (n-i) * P_{t-i} / \sum_{j=1}^{n} j,"date,close,low,high,open 2024-02-06,20.71,18.51,20.79,18.77 2024-02-07,20.7,20.33,21.57,20.89 2024-02-08,21.07,20.03,21.22,20.45 2024-02-19,21.27,20.62,21.3,20.92 2024-02-20,21.75,21.05,22.13,21.05 2024-02-21,21.94,21.23,22.51,21.4 2024-02-22,22.1,21.63,22.1,21.63 2024-02-23,22.16,21.68,22.38,22.15 2024-02-26,22.4,22.07,22.78,22.22 2024-02-27,22.65,21.95,22.66,22.21 2024-02-28,22.51,22.51,23.99,22.93 2024-02-29,23.35,21.9,23.35,21.91 2024-03-01,23.23,22.91,23.54,23.22 2024-03-04,24.87,23.23,25.8,23.23 2024-03-05,24.16,23.83,24.67,24.45 2024-03-06,24.27,23.69,24.54,24.18 2024-03-07,21.79,21.61,23.12,22.5 2024-03-08,21.93,21.75,22.33,21.89 2024-03-11,22.94,21.83,23.01,22.19 2024-03-12,23.42,23.26,24.05,23.26 2024-03-13,23.17,22.88,23.4,23.3 2024-03-14,23.2,23.0,24.9,24.4 2024-03-15,22.81,22.46,23.76,23.25 2024-03-18,23.6,22.3,23.67,22.99 2024-03-19,22.84,22.84,23.51,23.35 2024-03-20,22.85,22.64,23.33,22.8 2024-03-21,22.35,22.28,23.0,22.8 2024-03-22,21.27,21.26,22.21,22.1 2024-03-25,21.11,21.1,22.47,21.62 2024-03-26,20.84,20.63,21.25,21.1 2024-03-27,20.2,20.1,21.1,20.63 2024-03-28,20.43,20.05,20.66,20.35 2024-03-29,20.37,19.88,20.55,20.35 2024-04-01,21.01,20.42,21.02,20.46 2024-04-02,20.57,20.37,20.99,20.99 2024-04-03,20.39,20.33,20.83,20.45 2024-04-08,19.66,19.12,19.99,19.29 2024-04-09,20.37,19.41,20.39,19.62 2024-04-10,19.83,19.74,20.39,20.2 2024-04-11,19.38,19.36,19.85,19.57 2024-04-12,19.1,19.05,19.73,19.48 2024-04-15,19.02,18.66,19.35,19.0 2024-04-16,18.24,18.2,19.22,19.0 2024-04-17,19.0,18.31,19.08,18.38 2024-04-18,18.87,18.5,19.32,18.83 2024-04-19,18.18,18.14,18.74,18.55 2024-04-22,18.17,17.92,18.58,18.13 2024-04-23,18.46,17.88,18.64,18.21 2024-04-24,18.17,17.92,18.36,18.3 2024-04-25,18.24,17.96,18.55,18.01 2024-04-26,19.16,17.95,19.16,18.0 2024-04-29,19.95,19.08,20.24,19.1 2024-04-30,19.75,19.63,20.0,19.92 2024-05-06,20.42,19.96,20.75,20.08 2024-05-07,20.33,20.16,20.53,20.39 2024-05-08,19.96,19.82,20.47,20.22 2024-05-09,20.9,19.91,21.31,19.92 2024-05-10,21.71,20.8,21.88,20.81 2024-05-13,22.21,22.02,23.75,23.72 2024-05-14,22.46,22.0,23.15,22.21 2024-05-15,22.24,21.65,22.76,22.06 2024-05-16,22.21,21.63,22.67,22.15 2024-05-17,22.22,21.78,22.48,22.08 2024-05-20,22.13,21.96,22.76,22.29 2024-05-21,21.82,21.67,22.31,22.21 2024-05-22,22.08,21.56,22.26,21.85 2024-05-23,21.37,21.29,22.0,21.98 2024-05-24,21.1,21.05,21.61,21.55 2024-05-27,21.02,20.42,21.2,21.06 2024-05-28,20.7,20.66,21.32,20.93 2024-05-29,20.9,20.46,21.05,20.62 2024-05-30,20.88,20.45,20.96,20.7 2024-05-31,20.64,20.62,21.31,21.05 2024-06-03,19.25,19.02,20.53,20.38 2024-06-04,19.6,19.07,19.7,19.2 2024-06-05,19.79,19.31,20.04,19.41 2024-06-06,19.7,19.63,20.0,19.91 2024-06-07,19.55,19.4,19.96,19.79 2024-06-11,19.86,19.27,19.91,19.4 2024-06-12,20.99,19.72,21.5,19.75 2024-06-13,20.75,20.6,21.07,20.99 2024-06-14,20.13,19.78,20.83,20.68 2024-06-17,20.49,19.78,20.52,19.89 2024-06-18,19.96,19.5,20.35,20.26 2024-06-19,19.66,19.66,20.04,19.89 2024-06-20,19.48,19.4,20.17,19.6 2024-06-21,19.73,19.16,19.86,19.32 2024-06-24,19.21,19.15,19.68,19.51 2024-06-25,18.77,18.68,19.38,19.14 2024-06-26,19.3,18.77,19.32,18.77 2024-06-27,18.44,18.4,19.07,19.02 2024-06-28,18.58,18.3,18.9,18.5 2024-07-01,18.57,18.13,18.64,18.46 2024-07-02,18.51,18.37,18.79,18.69 2024-07-03,18.66,18.28,18.93,18.49 2024-07-04,18.08,17.88,18.75,18.6 2024-07-05,18.92,17.7,19.08,18.0 2024-07-08,18.55,18.43,18.94,18.91 2024-07-09,18.7,17.96,18.73,18.46 2024-07-10,18.7,18.49,18.96,18.58 2024-07-11,19.78,18.9,19.88,19.19 2024-07-12,19.71,19.7,20.19,19.86 2024-07-15,19.23,19.17,19.78,19.53 2024-07-16,19.44,19.2,19.49,19.23 2024-07-17,20.1,19.35,20.31,19.38 2024-07-18,20.15,19.83,20.24,19.99 2024-07-19,20.01,19.83,20.36,20.02 2024-07-22,21.19,20.0,21.47,20.33 2024-07-23,21.04,20.83,21.48,20.98 2024-07-24,20.65,20.58,21.72,20.89 2024-07-25,20.84,20.5,21.22,20.6 2024-07-26,20.7,20.51,21.03,20.84 2024-07-29,20.7,20.51,20.96,20.6 2024-07-30,21.28,20.81,21.66,20.81 2024-07-31,22.12,21.09,22.19,21.18 2024-08-01,22.06,21.88,22.3,22.07 2024-08-02,22.15,21.95,22.99,21.98 2024-08-05,21.93,21.8,22.64,22.37 2024-08-06,22.28,21.82,22.46,21.99 2024-08-07,21.7,21.66,22.27,22.1 2024-08-08,21.35,21.3,21.86,21.59 2024-08-09,20.91,20.82,21.63,21.48 2024-08-12,20.77,20.7,21.2,20.91 2024-08-13,20.91,20.48,20.91,20.69 2024-08-14,20.39,20.22,20.88,20.82 2024-08-15,20.53,20.18,20.74,20.35 2024-08-16,20.75,20.15,20.93,20.49 2024-08-19,20.51,20.3,20.85,20.66 2024-08-20,19.95,19.87,20.51,20.51 2024-08-21,19.68,19.62,20.05,19.86 2024-08-22,18.88,18.81,19.8,19.68 2024-08-23,18.74,18.62,18.98,18.88 2024-08-26,18.96,18.64,19.28,18.88 2024-08-27,18.66,18.42,18.93,18.88 2024-08-28,19.68,19.02,20.1,19.38 2024-08-29,19.84,19.59,20.05,19.63 2024-08-30,19.99,19.62,20.3,19.84 2024-09-02,19.5,19.5,20.08,19.97 2024-09-03,19.56,19.4,20.06,19.5 2024-09-04,19.72,19.41,20.08,19.51 2024-09-05,19.8,19.7,20.08,19.73 2024-09-06,19.37,19.27,19.86,19.81 2024-09-09,20.16,19.15,20.51,19.25 2024-09-10,19.99,19.37,20.17,19.91 2024-09-11,20.77,19.85,20.94,20.17 2024-09-12,20.71,20.57,21.44,20.62 2024-09-13,20.79,20.65,21.09,20.67 2024-09-18,20.69,20.24,20.84,20.7 2024-09-19,21.21,20.71,21.85,21.08 2024-09-20,21.55,20.94,21.6,21.04 2024-09-23,21.35,21.12,22.8,22.62 2024-09-24,21.54,20.42,21.67,21.32 2024-09-25,21.78,21.39,22.72,21.5 2024-09-26,22.29,20.91,22.3,21.3 2024-09-27,25.3,22.7,26.23,22.7 2024-09-30,30.35,26.55,30.36,27.5 2024-10-08,36.42,33.37,36.42,36.42 2024-10-09,31.78,31.71,35.49,34.36 2024-10-10,31.2,31.16,33.38,32.38 2024-10-11,28.05,27.36,31.2,30.33 2024-10-14,28.55,27.18,28.76,28.05 2024-10-15,27.41,27.39,28.88,28.48 2024-10-16,26.08,25.33,26.3,25.6 2024-10-17,25.51,25.48,26.3,26.08 2024-10-18,27.55,25.35,28.73,25.47 2024-10-21,28.3,27.21,28.8,27.72 2024-10-22,28.91,27.72,29.47,27.98 2024-10-23,29.71,28.21,30.19,28.75 2024-10-24,28.43,28.41,30.4,29.36 2024-10-25,30.49,28.23,30.72,28.28 2024-10-28,31.72,29.88,32.0,30.5 2024-10-29,30.01,29.89,32.54,32.0 2024-10-30,29.56,29.32,30.9,29.85 2024-10-31,29.17,28.78,29.86,29.35 2024-11-01,28.79,28.23,29.8,28.9 2024-11-04,29.61,28.91,30.28,29.03 2024-11-05,30.61,29.02,30.78,29.68 2024-11-06,30.24,29.99,31.64,30.38 2024-11-07,30.93,29.21,31.0,29.48 2024-11-08,30.55,30.47,31.76,31.48 2024-11-11,31.55,29.95,31.65,30.1 2024-11-12,31.41,31.07,33.07,31.4 2024-11-13,30.58,29.97,31.38,31.04 2024-11-14,29.44,29.38,30.73,30.38 2024-11-15,28.41,28.4,29.86,29.44 2024-11-18,27.48,27.31,28.58,28.3 2024-11-19,28.11,27.39,28.22,27.71 2024-11-20,28.64,27.96,29.2,28.0 2024-11-21,28.38,28.05,28.78,28.56 2024-11-22,26.72,26.66,28.32,28.28 2024-11-25,26.95,26.02,27.15,26.75 2024-11-26,26.68,26.53,27.36,26.58 2024-11-27,27.52,26.49,27.54,26.53 2024-11-28,26.99,26.96,27.65,27.5 2024-11-29,27.51,26.85,28.05,27.09 2024-12-02,28.02,27.31,28.16,27.58 2024-12-03,28.03,27.66,28.37,27.93 2024-12-04,27.41,27.32,27.89,27.89 2024-12-05,27.34,27.06,27.67,27.33 2024-12-06,29.55,27.2,29.76,27.33 2024-12-09,29.6,29.56,31.17,30.98 2024-12-10,29.1,28.95,30.53,30.5 2024-12-11,29.49,28.83,29.77,28.83 2024-12-12,29.38,28.84,29.43,29.35 2024-12-13,28.54,28.5,29.16,29.06 2024-12-16,28.07,27.86,28.67,28.28 2024-12-17,27.79,27.58,28.32,28.15 2024-12-18,27.98,27.76,28.28,27.9 2024-12-19,27.67,27.32,27.92,27.5 2024-12-20,27.91,27.52,28.26,27.57 2024-12-23,27.37,27.32,28.0,27.85 2024-12-24,27.55,27.27,27.77,27.35 2024-12-25,27.09,26.95,28.14,27.85 2024-12-26,27.23,26.81,27.27,26.81 2024-12-27,26.03,25.86,26.66,26.5 2024-12-30,26.48,25.83,26.74,26.0 2024-12-31,25.7,25.7,26.56,26.54 2025-01-02,25.17,24.91,25.94,25.83 2025-01-03,24.38,24.35,25.4,25.17 2025-01-06,24.66,24.42,25.1,24.52 2025-01-07,24.76,24.25,24.77,24.69 2025-01-08,24.59,23.85,24.77,24.57 2025-01-09,24.6,24.44,25.11,24.55 2025-01-10,24.17,24.17,24.97,24.55 2025-01-13,24.41,23.9,24.56,23.91 2025-01-14,25.35,24.46,25.35,24.5 2025-01-15,25.0,24.7,25.3,25.18 2025-01-16,24.85,24.7,25.49,25.18 ","date,5日,close 2024-02-20,21.276666666666664,21.75 2024-02-21,21.55666666666667,21.94 2024-02-22,21.808,22.1 2024-02-23,21.986,22.16 2024-02-26,22.171333333333333,22.4 2024-02-27,22.36466666666667,22.65 2024-02-28,22.45133333333333,22.51 2024-02-29,22.779999999999998,23.35 2024-03-01,22.985333333333333,23.23 2024-03-04,23.666000000000004,24.87 2024-03-05,23.945333333333334,24.16 2024-03-06,24.160666666666664,24.27 2024-03-07,23.432,21.79 2024-03-08,22.854,21.93 2024-03-11,22.699333333333335,22.94 2024-03-12,22.833333333333332,23.42 2024-03-13,22.933333333333337,23.17 2024-03-14,23.116666666666667,23.2 2024-03-15,23.076000000000004,22.81 2024-03-18,23.240000000000002,23.6 2024-03-19,23.10666666666667,22.84 2024-03-20,23.015333333333334,22.85 2024-03-21,22.778666666666666,22.35 2024-03-22,22.23866666666667,21.27 2024-03-25,21.748,21.11 2024-03-26,21.333333333333332,20.84 2024-03-27,20.838666666666665,20.2 2024-03-28,20.597333333333335,20.43 2024-03-29,20.464,20.37 2024-04-01,20.604,21.01 2024-04-02,20.604,20.57 2024-04-03,20.562,20.39 2024-04-08,20.264,19.66 2024-04-09,20.254,20.37 2024-04-10,20.064,19.83 2024-04-11,19.802666666666664,19.38 2024-04-12,19.52733333333333,19.1 2024-04-15,19.31133333333333,19.02 2024-04-16,18.877999999999997,18.24 2024-04-17,18.84,19.0 2024-04-18,18.814000000000004,18.87 2024-04-19,18.592,18.18 2024-04-22,18.428,18.17 2024-04-23,18.417333333333332,18.46 2024-04-24,18.295333333333335,18.17 2024-04-25,18.252,18.24 2024-04-26,18.557333333333336,19.16 2024-04-29,19.06066666666667,19.95 2024-04-30,19.378666666666668,19.75 2024-05-06,19.834,20.42 2024-05-07,20.109333333333332,20.33 2024-05-08,20.122000000000003,19.96 2024-05-09,20.39466666666667,20.9 2024-05-10,20.874000000000002,21.71 2024-05-13,21.389333333333337,22.21 2024-05-14,21.868666666666666,22.46 2024-05-15,22.13266666666667,22.24 2024-05-16,22.234666666666666,22.21 2024-05-17,22.252666666666663,22.22 2024-05-20,22.206666666666663,22.13 2024-05-21,22.06266666666666,21.82 2024-05-22,22.048000000000002,22.08 2024-05-23,21.807333333333336,21.37 2024-05-24,21.532666666666668,21.1 2024-05-27,21.305999999999997,21.02 2024-05-28,21.046666666666667,20.7 2024-05-29,20.92866666666667,20.9 2024-05-30,20.882666666666662,20.88 2024-05-31,20.78933333333333,20.64 2024-06-03,20.263333333333332,19.25 2024-06-04,19.971999999999998,19.6 2024-06-05,19.817333333333334,19.79 2024-06-06,19.706666666666667,19.7 2024-06-07,19.624666666666666,19.55 2024-06-11,19.718666666666667,19.86 2024-06-12,20.148666666666667,20.99 2024-06-13,20.406,20.75 2024-06-14,20.392666666666667,20.13 2024-06-17,20.470666666666666,20.49 2024-06-18,20.30933333333333,19.96 2024-06-19,20.041333333333334,19.66 2024-06-20,19.802,19.48 2024-06-21,19.730666666666668,19.73 2024-06-24,19.512666666666668,19.21 2024-06-25,19.233333333333334,18.77 2024-06-26,19.209999999999997,19.3 2024-06-27,18.924,18.44 2024-06-28,18.754,18.58 2024-07-01,18.657333333333334,18.57 2024-07-02,18.583333333333332,18.51 2024-07-03,18.576666666666668,18.66 2024-07-04,18.41933333333333,18.08 2024-07-05,18.566,18.92 2024-07-08,18.566666666666666,18.55 2024-07-09,18.618666666666666,18.7 2024-07-10,18.658,18.7 2024-07-11,19.05466666666667,19.78 2024-07-12,19.314666666666668,19.71 2024-07-15,19.362000000000002,19.23 2024-07-16,19.434,19.44 2024-07-17,19.676666666666666,20.1 2024-07-18,19.842666666666666,20.15 2024-07-19,19.937333333333335,20.01 2024-07-22,20.40533333333333,21.19 2024-07-23,20.692666666666664,21.04 2024-07-24,20.743333333333332,20.65 2024-07-25,20.820666666666668,20.84 2024-07-26,20.805333333333333,20.7 2024-07-29,20.743999999999996,20.7 2024-07-30,20.908666666666665,21.28 2024-07-31,21.337333333333333,22.12 2024-08-01,21.648000000000003,22.06 2024-08-02,21.907333333333334,22.15 2024-08-05,21.996666666666666,21.93 2024-08-06,22.12066666666667,22.28 2024-08-07,21.984666666666666,21.7 2024-08-08,21.759999999999998,21.35 2024-08-09,21.436,20.91 2024-08-12,21.148000000000003,20.77 2024-08-13,20.983999999999998,20.91 2024-08-14,20.738,20.39 2024-08-15,20.625999999999998,20.53 2024-08-16,20.642,20.75 2024-08-19,20.58866666666667,20.51 2024-08-20,20.366,19.95 2024-08-21,20.11733333333333,19.68 2024-08-22,19.649333333333335,18.88 2024-08-23,19.244666666666664,18.74 2024-08-26,19.047333333333334,18.96 2024-08-27,18.853333333333335,18.66 2024-08-28,19.08533333333333,19.68 2024-08-29,19.37066666666667,19.84 2024-08-30,19.642,19.99 2024-09-02,19.666666666666668,19.5 2024-09-03,19.675333333333334,19.56 2024-09-04,19.67733333333333,19.72 2024-09-05,19.70333333333333,19.8 2024-09-06,19.58866666666667,19.37 2024-09-09,19.778666666666666,20.16 2024-09-10,19.868,19.99 2024-09-11,20.18866666666667,20.77 2024-09-12,20.419333333333334,20.71 2024-09-13,20.616,20.79 2024-09-18,20.684666666666665,20.69 2024-09-19,20.891333333333332,21.21 2024-09-20,21.130000000000003,21.55 2024-09-23,21.25,21.35 2024-09-24,21.390666666666668,21.54 2024-09-25,21.561333333333334,21.78 2024-09-26,21.829333333333334,22.29 2024-09-27,23.028666666666666,25.3 2024-09-30,25.661333333333335,30.35 2024-10-08,29.717333333333332,36.42 2024-10-09,31.234666666666666,31.78 2024-10-10,31.892,31.2 2024-10-11,30.90533333333333,28.05 2024-10-14,29.901999999999997,28.55 2024-10-15,28.63866666666667,27.41 2024-10-16,27.532666666666664,26.08 2024-10-17,26.616666666666667,25.51 2024-10-18,26.76,27.55 2024-10-21,27.186666666666667,28.3 2024-10-22,27.833333333333332,28.91 2024-10-23,28.646666666666665,29.71 2024-10-24,28.791333333333334,28.43 2024-10-25,29.428,30.49 2024-10-28,30.278666666666663,31.72 2024-10-29,30.33133333333333,30.01 2024-10-30,30.160666666666664,29.56 2024-10-31,29.87,29.17 2024-11-01,29.403333333333332,28.79 2024-11-04,29.32333333333333,29.61 2024-11-05,29.717333333333336,30.61 2024-11-06,29.947999999999997,30.24 2024-11-07,30.36333333333333,30.93 2024-11-08,30.534666666666666,30.55 2024-11-11,30.922,31.55 2024-11-12,31.133333333333333,31.41 2024-11-13,31.014666666666663,30.58 2024-11-14,30.493333333333332,29.44 2024-11-15,29.728,28.41 2024-11-18,28.79533333333333,27.48 2024-11-19,28.344,28.11 2024-11-20,28.28933333333333,28.64 2024-11-21,28.27733333333333,28.38 2024-11-22,27.782666666666668,26.72 2024-11-25,27.47733333333333,26.95 2024-11-26,27.11733333333333,26.68 2024-11-27,27.13266666666667,27.52 2024-11-28,27.046,26.99 2024-11-29,27.22533333333333,27.51 2024-12-02,27.522000000000002,28.02 2024-12-03,27.750666666666667,28.03 2024-12-04,27.682666666666666,27.41 2024-12-05,27.598666666666663,27.34 2024-12-06,28.228,29.55 2024-12-09,28.738,29.6 2024-12-10,28.976,29.1 2024-12-11,29.272666666666666,29.49 2024-12-12,29.394,29.38 2024-12-13,29.099333333333334,28.54 2024-12-16,28.715333333333334,28.07 2024-12-17,28.339999999999996,27.79 2024-12-18,28.115333333333336,27.98 2024-12-19,27.888,27.67 2024-12-20,27.854666666666667,27.91 2024-12-23,27.683333333333334,27.37 2024-12-24,27.61866666666667,27.55 2024-12-25,27.416666666666668,27.09 2024-12-26,27.32066666666667,27.23 2024-12-27,26.854000000000003,26.03 2024-12-30,26.66266666666667,26.48 2024-12-31,26.270666666666667,25.7 2025-01-02,25.825333333333337,25.17 2025-01-03,25.244666666666664,24.38 2025-01-06,24.947333333333333,24.66 2025-01-07,24.77466666666667,24.76 2025-01-08,24.660000000000004,24.59 2025-01-09,24.622666666666667,24.6 2025-01-10,24.48,24.17 2025-01-13,24.431333333333335,24.41 2025-01-14,24.712666666666667,25.35 2025-01-15,24.838000000000005,25.0 2025-01-16,24.886000000000003,24.85 " 1670,CN,technical,"宝钢股份2021年07月20日至2022年04月01日, 价格突破10日指数移动平均线有多少次?(平滑系数 alpha 取 2 / (n + 1);从前 4n 个数据开始计算;初始值用首个数据点)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。",20.0,medium,moving average,EMA_t = \alpha * P_t + (1 - \alpha) * EMA_{t-1},\alpha = 2 / (n + 1),"date,close,low,high,open 2021-05-24,7.73,7.57,7.83,7.77 2021-05-25,7.74,7.55,7.77,7.73 2021-05-26,7.76,7.61,7.8,7.64 2021-05-27,7.87,7.72,7.93,7.78 2021-05-28,7.86,7.81,8.06,8.0 2021-05-31,7.88,7.78,7.92,7.9 2021-06-01,7.95,7.59,7.97,7.78 2021-06-02,7.78,7.76,7.97,7.89 2021-06-03,7.84,7.79,7.98,7.82 2021-06-04,7.9,7.76,8.0,7.81 2021-06-07,7.73,7.69,7.89,7.88 2021-06-08,7.88,7.69,7.95,7.7 2021-06-09,7.94,7.85,8.04,7.88 2021-06-10,7.94,7.91,8.08,8.02 2021-06-11,8.02,7.9,8.07,8.0 2021-06-15,7.78,7.7,8.01,8.01 2021-06-16,7.69,7.65,7.95,7.76 2021-06-17,7.35,7.28,7.7,7.69 2021-06-18,7.0,6.93,7.16,7.04 2021-06-21,7.13,7.05,7.17,7.08 2021-06-22,7.15,7.01,7.2,7.1 2021-06-23,7.49,7.1,7.59,7.14 2021-06-24,7.64,7.41,7.69,7.49 2021-06-25,7.67,7.55,7.75,7.67 2021-06-28,7.65,7.53,7.68,7.66 2021-06-29,7.57,7.54,7.66,7.63 2021-06-30,7.64,7.57,7.71,7.63 2021-07-01,7.73,7.56,7.78,7.67 2021-07-02,7.63,7.48,7.71,7.61 2021-07-05,7.5,7.33,7.66,7.61 2021-07-06,7.45,7.41,7.68,7.53 2021-07-07,7.59,7.41,7.61,7.46 2021-07-08,7.58,7.5,7.68,7.65 2021-07-09,7.7,7.51,7.77,7.54 2021-07-12,7.65,7.58,7.93,7.75 2021-07-13,7.64,7.56,7.7,7.65 2021-07-14,7.51,7.51,7.74,7.64 2021-07-15,8.05,7.51,8.12,7.57 2021-07-16,7.98,7.93,8.22,8.06 2021-07-19,7.86,7.81,8.18,8.07 2021-07-20,7.62,7.5,7.74,7.73 2021-07-21,7.66,7.54,7.73,7.69 2021-07-22,8.06,7.59,8.13,7.61 2021-07-23,8.09,8.08,8.39,8.18 2021-07-26,7.76,7.68,8.18,8.13 2021-07-27,7.37,7.36,7.9,7.8 2021-07-28,7.17,7.03,7.35,7.3 2021-07-29,7.23,7.06,7.29,7.28 2021-07-30,7.92,7.19,7.95,7.23 2021-08-02,7.3,7.15,7.63,7.6 2021-08-03,7.16,7.11,7.29,7.19 2021-08-04,7.38,7.19,7.5,7.21 2021-08-05,7.35,7.24,7.43,7.34 2021-08-06,7.46,7.3,7.56,7.32 2021-08-09,7.75,7.4,7.78,7.42 2021-08-10,7.93,7.67,7.96,7.81 2021-08-11,8.05,7.86,8.11,8.02 2021-08-12,8.29,7.98,8.58,8.04 2021-08-13,8.25,8.15,8.37,8.16 2021-08-16,8.47,8.19,8.57,8.27 2021-08-17,8.3,8.19,8.52,8.43 2021-08-18,8.36,8.23,8.51,8.29 2021-08-19,8.41,8.04,8.47,8.19 2021-08-20,8.39,8.18,8.49,8.3 2021-08-23,8.33,8.26,8.51,8.43 2021-08-24,8.4,8.3,8.68,8.36 2021-08-25,8.53,8.3,8.55,8.42 2021-08-26,8.93,8.5,9.12,8.54 2021-08-27,9.1,8.82,9.2,8.82 2021-08-30,9.64,9.37,9.75,9.4 2021-08-31,10.19,9.66,10.31,9.67 2021-09-01,10.25,9.98,10.55,10.2 2021-09-02,10.4,9.98,10.54,10.21 2021-09-03,10.05,9.89,10.35,10.32 2021-09-06,10.24,10.04,10.38,10.05 2021-09-07,10.84,10.11,10.93,10.17 2021-09-08,10.53,10.43,10.8,10.69 2021-09-09,11.42,10.51,11.57,10.51 2021-09-10,11.24,11.03,11.44,11.28 2021-09-13,11.84,11.15,12.07,11.15 2021-09-14,11.04,10.96,11.72,11.72 2021-09-15,11.03,10.83,11.36,10.97 2021-09-16,11.01,10.94,11.52,11.22 2021-09-17,10.45,10.11,11.15,10.92 2021-09-22,10.46,9.98,10.48,10.28 2021-09-23,10.35,10.09,10.62,10.46 2021-09-24,9.61,9.52,10.36,10.18 2021-09-27,9.25,9.2,9.67,9.61 2021-09-28,9.23,9.07,9.45,9.33 2021-09-29,8.61,8.52,9.23,9.2 2021-09-30,8.7,8.56,8.78,8.69 2021-10-08,8.62,8.49,8.85,8.85 2021-10-11,8.39,8.21,8.65,8.65 2021-10-12,8.04,7.91,8.5,8.42 2021-10-13,8.07,7.88,8.14,8.05 2021-10-14,8.04,7.97,8.22,8.02 2021-10-15,7.77,7.66,7.89,7.8 2021-10-18,7.82,7.67,7.88,7.75 2021-10-19,7.88,7.68,7.9,7.8 2021-10-20,7.8,7.5,7.86,7.8 2021-10-21,7.69,7.67,7.94,7.86 2021-10-22,7.44,7.37,7.72,7.61 2021-10-25,7.46,7.23,7.5,7.44 2021-10-26,7.41,7.35,7.55,7.47 2021-10-27,7.22,7.18,7.46,7.42 2021-10-28,7.07,6.95,7.25,7.25 2021-10-29,7.13,7.05,7.19,7.12 2021-11-01,7.01,6.98,7.14,7.14 2021-11-02,6.76,6.63,7.03,7.0 2021-11-03,6.85,6.67,6.89,6.77 2021-11-04,6.71,6.66,6.84,6.84 2021-11-05,6.41,6.38,6.63,6.61 2021-11-08,6.41,6.39,6.56,6.45 2021-11-09,6.31,6.27,6.44,6.43 2021-11-10,6.37,6.14,6.41,6.26 2021-11-11,6.57,6.39,6.7,6.4 2021-11-12,6.37,6.35,6.59,6.57 2021-11-15,6.5,6.27,6.51,6.36 2021-11-16,6.32,6.31,6.6,6.5 2021-11-17,6.46,6.28,6.47,6.3 2021-11-18,6.42,6.39,6.51,6.43 2021-11-19,6.53,6.32,6.56,6.4 2021-11-22,6.43,6.42,6.55,6.53 2021-11-23,6.59,6.49,6.78,6.49 2021-11-24,6.78,6.56,6.81,6.65 2021-11-25,6.72,6.69,6.81,6.8 2021-11-26,6.77,6.61,6.93,6.66 2021-11-29,6.66,6.51,6.7,6.65 2021-11-30,6.52,6.48,6.7,6.62 2021-12-01,6.77,6.48,6.77,6.54 2021-12-02,6.99,6.71,7.04,6.73 2021-12-03,7.01,6.87,7.05,6.99 2021-12-06,7.01,7.0,7.27,7.05 2021-12-07,7.23,6.95,7.24,7.09 2021-12-08,7.18,7.08,7.23,7.19 2021-12-09,7.11,7.07,7.19,7.17 2021-12-10,7.01,6.93,7.13,7.11 2021-12-13,7.08,7.03,7.17,7.05 2021-12-14,6.96,6.95,7.1,7.04 2021-12-15,7.0,6.94,7.06,6.96 2021-12-16,7.47,7.01,7.51,7.01 2021-12-17,7.49,7.42,7.62,7.49 2021-12-20,7.24,7.21,7.53,7.46 2021-12-21,7.48,7.18,7.5,7.27 2021-12-22,7.34,7.28,7.49,7.48 2021-12-23,7.38,7.3,7.39,7.33 2021-12-24,7.26,7.24,7.41,7.37 2021-12-27,7.24,7.1,7.26,7.19 2021-12-28,7.16,7.11,7.23,7.21 2021-12-29,7.13,7.11,7.21,7.13 2021-12-30,7.11,7.08,7.19,7.15 2021-12-31,7.16,7.07,7.2,7.09 2022-01-04,7.23,7.12,7.3,7.14 2022-01-05,7.16,7.13,7.3,7.27 2022-01-06,7.4,7.13,7.45,7.16 2022-01-07,7.62,7.34,7.7,7.36 2022-01-10,7.6,7.51,7.74,7.69 2022-01-11,7.65,7.56,7.78,7.58 2022-01-12,7.51,7.37,7.61,7.61 2022-01-13,7.46,7.43,7.64,7.51 2022-01-14,7.26,7.24,7.46,7.43 2022-01-17,7.32,7.18,7.35,7.22 2022-01-18,7.56,7.25,7.57,7.29 2022-01-19,7.7,7.55,7.73,7.61 2022-01-20,7.77,7.63,7.85,7.66 2022-01-21,7.5,7.46,7.73,7.71 2022-01-24,7.56,7.36,7.61,7.44 2022-01-25,7.23,7.21,7.54,7.53 2022-01-26,7.27,7.15,7.39,7.24 2022-01-27,7.23,7.17,7.35,7.22 2022-01-28,7.04,6.93,7.29,7.29 2022-02-07,7.29,7.05,7.39,7.05 2022-02-08,7.62,7.27,7.64,7.33 2022-02-09,7.62,7.51,7.66,7.6 2022-02-10,7.7,7.52,7.75,7.58 2022-02-11,7.67,7.64,7.92,7.7 2022-02-14,7.36,7.31,7.64,7.61 2022-02-15,7.28,7.21,7.39,7.34 2022-02-16,7.46,7.29,7.55,7.3 2022-02-17,7.39,7.36,7.53,7.46 2022-02-18,7.61,7.31,7.64,7.34 2022-02-21,7.53,7.45,7.65,7.62 2022-02-22,7.39,7.32,7.51,7.46 2022-02-23,7.35,7.28,7.42,7.36 2022-02-24,7.12,7.01,7.31,7.3 2022-02-25,7.17,7.11,7.32,7.12 2022-02-28,7.22,7.07,7.23,7.19 2022-03-01,7.29,7.2,7.42,7.25 2022-03-02,7.27,7.22,7.43,7.26 2022-03-03,7.5,7.28,7.51,7.34 2022-03-04,7.45,7.33,7.57,7.46 2022-03-07,7.41,7.38,7.63,7.52 2022-03-08,7.25,7.18,7.45,7.43 2022-03-09,7.13,6.8,7.28,7.26 2022-03-10,7.08,7.07,7.22,7.18 2022-03-11,6.91,6.75,7.03,7.03 2022-03-14,6.71,6.71,6.93,6.8 2022-03-15,6.18,6.17,6.68,6.68 2022-03-16,6.34,6.02,6.4,6.22 2022-03-17,6.65,6.39,6.74,6.43 2022-03-18,6.68,6.58,6.73,6.65 2022-03-21,6.63,6.56,6.75,6.74 2022-03-22,6.73,6.6,6.76,6.64 2022-03-23,6.66,6.58,6.74,6.7 2022-03-24,6.68,6.63,6.75,6.68 2022-03-25,6.61,6.6,6.7,6.69 2022-03-28,6.7,6.45,6.76,6.56 2022-03-29,6.62,6.6,6.71,6.67 2022-03-30,6.73,6.58,6.73,6.64 2022-03-31,6.75,6.68,6.83,6.69 2022-04-01,6.87,6.69,6.88,6.72 ","date,10日,close 2021-06-04,7.83549439845907,7.9 2021-06-07,7.816313598739239,7.73 2021-06-08,7.827892944423013,7.88 2021-06-09,7.848276045437011,7.94 2021-06-10,7.864953128084826,7.94 2021-06-11,7.893143468433039,8.02 2021-06-15,7.8725719287179405,7.78 2021-06-16,7.8393770325874055,7.69 2021-06-17,7.750399390298785,7.35 2021-06-18,7.613963137517187,7.0 2021-06-21,7.525969839786789,7.13 2021-06-22,7.457611687098281,7.15 2021-06-23,7.463500471262229,7.49 2021-06-24,7.4955912946690955,7.64 2021-06-25,7.527301968365623,7.67 2021-06-28,7.549610701390055,7.65 2021-06-29,7.553317846591863,7.57 2021-06-30,7.569078238120614,7.64 2021-07-01,7.5983367402805015,7.73 2021-07-02,7.604093696593138,7.63 2021-07-05,7.5851675699398395,7.5 2021-07-06,7.560591648132595,7.45 2021-07-07,7.565938621199395,7.59 2021-07-08,7.568495235526777,7.58 2021-07-09,7.592405192703727,7.7 2021-07-12,7.602876975848504,7.65 2021-07-13,7.609626616603322,7.64 2021-07-14,7.591512686311808,7.51 2021-07-15,7.674874016073297,8.05 2021-07-16,7.730351467696334,7.98 2021-07-19,7.7539239281151815,7.86 2021-07-20,7.72957412300333,7.62 2021-07-21,7.716924282457269,7.66 2021-07-22,7.779301685646856,8.06 2021-07-23,7.835792288256518,8.09 2021-07-26,7.822011872209878,7.76 2021-07-27,7.739827895444446,7.37 2021-07-28,7.636222823545455,7.17 2021-07-29,7.562364128355371,7.23 2021-07-30,7.627388832290757,7.92 2021-08-02,7.567863590056073,7.3 2021-08-03,7.493706573682242,7.16 2021-08-04,7.473032651194561,7.38 2021-08-05,7.450663078250095,7.35 2021-08-06,7.452360700386441,7.46 2021-08-09,7.506476936679815,7.75 2021-08-10,7.583481130010757,7.93 2021-08-11,7.668302742736073,8.05 2021-08-12,7.78133860769315,8.29 2021-08-13,7.866549769930758,8.25 2021-08-16,7.976267993579711,8.47 2021-08-17,8.0351283583834,8.3 2021-08-18,8.094195929586418,8.36 2021-08-19,8.151614851479795,8.41 2021-08-20,8.194957605756196,8.39 2021-08-23,8.219510768345978,8.33 2021-08-24,8.252326992283074,8.4 2021-08-25,8.30281299368615,8.53 2021-08-26,8.416846994834122,8.93 2021-08-27,8.541056632137009,9.1 2021-08-30,8.740864517203008,9.64 2021-08-31,9.00434369589337,10.19 2021-09-01,9.230826660276394,10.25 2021-09-02,9.443403631135231,10.4 2021-09-03,9.553693880019734,10.05 2021-09-06,9.678476810925236,10.24 2021-09-07,9.889662845302466,10.84 2021-09-08,10.006087782520199,10.53 2021-09-09,10.263162731152889,11.42 2021-09-10,10.440769507306907,11.24 2021-09-13,10.695175051432923,11.84 2021-09-14,10.757870496626937,11.04 2021-09-15,10.807348588149312,11.03 2021-09-16,10.844194299394891,11.01 2021-09-17,10.77252260859582,10.45 2021-09-22,10.715700316123852,10.46 2021-09-23,10.649209349555878,10.35 2021-09-24,10.460262195091174,9.61 2021-09-27,10.240214523256414,9.25 2021-09-28,10.05653915539161,9.23 2021-09-29,9.793532036229497,8.61 2021-09-30,9.594708029642314,8.7 2021-10-08,9.417488387889165,8.62 2021-10-11,9.230672317363862,8.39 2021-10-12,9.014186441479522,8.04 2021-10-13,8.842516179392335,8.07 2021-10-14,8.696604146775547,8.04 2021-10-15,8.528130665543628,7.77 2021-10-18,8.399379635444786,7.82 2021-10-19,8.304946974454825,7.88 2021-10-20,8.213138433644858,7.8 2021-10-21,8.118022354800337,7.69 2021-10-22,7.994745563018457,7.44 2021-10-25,7.897519097015101,7.46 2021-10-26,7.808879261194173,7.41 2021-10-27,7.701810304613414,7.22 2021-10-28,7.586935703774611,7.07 2021-10-29,7.5038564849065,7.13 2021-11-01,7.414064396741681,7.01 2021-11-02,7.295143597334102,6.76 2021-11-03,7.21420839781881,6.85 2021-11-04,7.1225341436699345,6.71 2021-11-05,6.992982481184491,6.41 2021-11-08,6.886985666423675,6.41 2021-11-09,6.78207918161937,6.31 2021-11-10,6.7071556940522115,6.37 2021-11-11,6.682218295133627,6.57 2021-11-12,6.625451332382058,6.37 2021-11-15,6.602641999221683,6.5 2021-11-16,6.551252544817741,6.32 2021-11-17,6.534661173032697,6.46 2021-11-18,6.513813687026752,6.42 2021-11-19,6.516756653021887,6.53 2021-11-22,6.500982716108816,6.43 2021-11-23,6.517167676816304,6.59 2021-11-24,6.564955371940613,6.78 2021-11-25,6.593145304315047,6.72 2021-11-26,6.625300703530492,6.77 2021-11-29,6.631609666524947,6.66 2021-11-30,6.611316999884047,6.52 2021-12-01,6.640168454450583,6.77 2021-12-02,6.7037741900050225,6.99 2021-12-03,6.759451610004109,7.01 2021-12-06,6.805005862730634,7.01 2021-12-07,6.882277524052337,7.23 2021-12-08,6.936408883315548,7.18 2021-12-09,6.967970904530903,7.11 2021-12-10,6.975612558252556,7.01 2021-12-13,6.9945920931157275,7.08 2021-12-14,6.98830262164014,6.96 2021-12-15,6.990429417705569,7.0 2021-12-16,7.077624069031828,7.47 2021-12-17,7.152601511026042,7.49 2021-12-20,7.168492145384943,7.24 2021-12-21,7.225129937133135,7.48 2021-12-22,7.246015403108927,7.34 2021-12-23,7.2703762389073034,7.38 2021-12-24,7.268489650015066,7.26 2021-12-27,7.26330971364869,7.24 2021-12-28,7.244526129348928,7.16 2021-12-29,7.223703196740031,7.13 2021-12-30,7.2030298882418435,7.11 2021-12-31,7.195206272197871,7.16 2022-01-04,7.201532404525531,7.23 2022-01-05,7.193981058248161,7.16 2022-01-06,7.231439047657586,7.4 2022-01-07,7.302086493538025,7.62 2022-01-10,7.35625258562202,7.6 2022-01-11,7.409661206418017,7.65 2022-01-12,7.427904623432922,7.51 2022-01-13,7.433740146445118,7.46 2022-01-14,7.402151028909642,7.26 2022-01-17,7.387214478198797,7.32 2022-01-18,7.418630027617198,7.56 2022-01-19,7.469788204414071,7.7 2022-01-20,7.524372167247876,7.77 2022-01-21,7.5199408641118985,7.5 2022-01-24,7.52722434336428,7.56 2022-01-25,7.473183553661682,7.23 2022-01-26,7.436241089359557,7.27 2022-01-27,7.398742709476001,7.23 2022-01-28,7.333516762298546,7.04 2022-02-07,7.32560462369881,7.29 2022-02-08,7.379131055753572,7.62 2022-02-09,7.422925409252922,7.62 2022-02-10,7.473302607570573,7.7 2022-02-11,7.509065769830468,7.67 2022-02-14,7.481962902588565,7.36 2022-02-15,7.44524237484519,7.28 2022-02-16,7.447925579418792,7.46 2022-02-17,7.437393655888102,7.39 2022-02-18,7.468776627544811,7.61 2022-02-21,7.479908149809391,7.53 2022-02-22,7.463561213480411,7.39 2022-02-23,7.442913720120336,7.35 2022-02-24,7.384202134643911,7.12 2022-02-25,7.345256291981381,7.17 2022-02-28,7.3224824207120385,7.22 2022-03-01,7.316576526037122,7.29 2022-03-02,7.3081080667576455,7.27 2022-03-03,7.342997509165347,7.5 2022-03-04,7.3624525074989196,7.45 2022-03-07,7.371097506135479,7.41 2022-03-08,7.349079777747209,7.25 2022-03-09,7.30924709088408,7.13 2022-03-10,7.267565801632428,7.08 2022-03-11,7.202553837699259,6.91 2022-03-14,7.112998594481211,6.71 2022-03-15,6.943362486393717,6.18 2022-03-16,6.833660216140313,6.34 2022-03-17,6.800267449569346,6.65 2022-03-18,6.778400640556738,6.68 2022-03-21,6.7514187059100585,6.63 2022-03-22,6.747524395744593,6.73 2022-03-23,6.731610869245576,6.66 2022-03-24,6.722227074837289,6.68 2022-03-25,6.7018221521396,6.61 2022-03-28,6.701490851750583,6.7 2022-03-29,6.686674333250476,6.62 2022-03-30,6.694551727204934,6.73 2022-03-31,6.704633231349492,6.75 2022-04-01,6.734699916558674,6.87 " 1671,CN,technical,春秋航空在2023年03月21日到2023年08月17日期间,收盘价跌破60日指数移动平均线共几次?(平滑系数 alpha 取 2 / (n + 1);从前 4n 个数据开始计算;初始值用首个数据点)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,15.0,medium,moving average,EMA_t = \alpha * P_t + (1 - \alpha) * EMA_{t-1},\alpha = 2 / (n + 1),"date,close,low,high,open 2022-03-24,46.84,46.3,47.19,46.3 2022-03-25,45.67,45.06,46.83,46.83 2022-03-28,44.88,44.06,45.39,44.78 2022-03-29,44.19,44.04,45.16,44.37 2022-03-30,45.01,44.19,45.45,44.19 2022-03-31,44.0,43.9,45.21,44.95 2022-04-01,45.91,43.32,46.2,43.5 2022-04-06,45.93,44.8,47.05,45.05 2022-04-07,44.61,44.53,46.45,45.21 2022-04-08,44.84,44.2,45.35,44.7 2022-04-11,43.11,43.0,44.6,44.49 2022-04-12,46.75,42.86,47.41,42.97 2022-04-13,47.81,45.0,48.35,45.76 2022-04-14,49.5,47.9,49.99,48.21 2022-04-15,47.85,47.5,49.2,49.09 2022-04-18,48.9,46.8,49.3,47.66 2022-04-19,49.11,48.53,49.74,48.72 2022-04-20,49.25,48.21,49.81,49.03 2022-04-21,47.44,47.06,49.3,48.8 2022-04-22,47.02,45.81,47.73,47.01 2022-04-25,45.16,45.11,46.75,46.01 2022-04-26,44.51,44.24,45.86,45.26 2022-04-27,44.99,43.8,45.02,44.33 2022-04-28,45.93,44.77,47.0,45.02 2022-04-29,45.98,44.25,46.39,45.59 2022-05-05,44.94,44.94,46.46,45.62 2022-05-06,42.7,41.77,44.25,44.0 2022-05-09,41.41,41.11,42.08,41.81 2022-05-10,44.2,40.14,44.2,41.39 2022-05-11,45.55,43.66,46.67,44.01 2022-05-12,45.9,45.0,46.8,45.55 2022-05-13,45.4,44.7,46.2,45.95 2022-05-16,46.23,45.5,48.45,46.44 2022-05-17,46.55,45.6,46.86,46.21 2022-05-18,45.28,45.18,46.83,46.76 2022-05-19,44.91,44.25,45.16,44.36 2022-05-20,46.07,45.02,46.6,45.03 2022-05-23,45.29,45.2,46.1,46.1 2022-05-24,45.33,45.25,46.59,45.8 2022-05-25,46.69,45.06,47.33,45.33 2022-05-26,46.62,45.83,48.0,46.79 2022-05-27,47.4,46.62,48.15,46.65 2022-05-30,48.3,47.61,48.93,48.36 2022-05-31,48.51,47.6,49.2,48.3 2022-06-01,47.42,47.2,48.73,48.5 2022-06-02,47.7,47.23,48.13,47.23 2022-06-06,47.32,46.11,47.92,47.91 2022-06-07,47.43,46.8,47.85,47.3 2022-06-08,48.75,47.22,49.68,47.22 2022-06-09,47.06,46.98,49.28,48.5 2022-06-10,46.64,46.01,47.05,46.8 2022-06-13,45.73,45.2,46.32,46.16 2022-06-14,45.5,44.92,45.72,45.29 2022-06-15,46.5,45.28,47.26,45.5 2022-06-16,47.5,46.8,48.3,47.09 2022-06-17,47.9,47.32,48.8,47.32 2022-06-20,49.95,47.68,50.0,49.0 2022-06-21,49.74,49.3,51.3,49.53 2022-06-22,49.86,49.02,50.99,50.1 2022-06-23,52.0,49.72,52.02,49.85 2022-06-24,52.48,50.8,53.0,51.71 2022-06-27,54.78,52.61,55.53,53.34 2022-06-28,56.9,53.99,57.75,54.8 2022-06-29,56.2,55.66,59.28,57.1 2022-06-30,58.35,57.02,59.44,57.87 2022-07-01,56.63,55.8,58.26,57.79 2022-07-04,55.25,54.55,57.48,56.13 2022-07-05,54.42,53.59,55.59,55.28 2022-07-06,53.35,52.76,55.24,54.69 2022-07-07,52.85,52.32,53.89,53.79 2022-07-08,53.21,52.87,54.64,53.36 2022-07-11,51.37,50.71,52.5,52.5 2022-07-12,51.21,50.9,51.96,51.3 2022-07-13,53.5,51.55,54.82,51.55 2022-07-14,53.22,52.33,54.3,52.87 2022-07-15,52.0,51.6,53.58,52.88 2022-07-18,52.93,51.56,54.59,51.6 2022-07-19,51.85,51.0,53.68,53.35 2022-07-20,52.04,51.4,53.2,52.53 2022-07-21,52.06,51.4,52.8,51.89 2022-07-22,53.51,52.01,53.99,52.06 2022-07-25,52.78,51.96,53.98,53.66 2022-07-26,54.0,52.25,54.88,53.09 2022-07-27,53.6,53.5,54.46,54.12 2022-07-28,52.8,52.32,53.84,53.82 2022-07-29,51.97,50.17,52.46,52.2 2022-08-01,51.6,50.8,52.52,51.38 2022-08-02,50.78,50.25,51.8,50.89 2022-08-03,49.8,49.38,51.29,51.2 2022-08-04,49.5,48.92,50.13,50.05 2022-08-05,49.65,48.8,49.85,49.6 2022-08-08,48.96,48.05,49.56,49.0 2022-08-09,48.86,48.14,49.18,48.94 2022-08-10,47.76,47.56,48.75,48.68 2022-08-11,48.36,47.4,48.48,48.03 2022-08-12,48.94,47.84,49.6,48.31 2022-08-15,48.19,47.27,48.84,48.78 2022-08-16,49.34,47.9,49.6,48.43 2022-08-17,49.86,49.02,50.56,49.37 2022-08-18,48.88,48.27,49.9,49.9 2022-08-19,49.45,48.88,49.8,48.9 2022-08-22,49.99,48.87,51.05,49.45 2022-08-23,48.77,48.64,50.35,49.99 2022-08-24,48.06,47.86,49.42,48.76 2022-08-25,49.46,48.16,49.47,48.3 2022-08-26,49.89,49.43,51.4,49.46 2022-08-29,49.99,49.04,50.48,49.81 2022-08-30,49.33,49.17,50.52,50.3 2022-08-31,49.18,49.0,49.99,49.33 2022-09-01,46.69,46.69,49.48,49.35 2022-09-02,47.01,46.01,47.48,46.88 2022-09-05,46.91,46.1,47.29,46.52 2022-09-06,47.39,46.43,47.97,47.09 2022-09-07,46.75,46.3,47.49,47.49 2022-09-08,48.15,46.56,48.49,46.56 2022-09-09,49.29,47.44,49.65,48.02 2022-09-13,50.7,49.02,51.3,49.48 2022-09-14,50.56,49.82,50.99,50.0 2022-09-15,50.85,50.1,51.8,50.88 2022-09-16,49.51,49.41,51.4,50.83 2022-09-19,50.69,49.17,51.19,49.86 2022-09-20,50.36,49.88,50.96,50.86 2022-09-21,51.23,50.06,51.79,50.43 2022-09-22,49.89,49.48,50.88,50.88 2022-09-23,49.59,49.0,50.22,49.5 2022-09-26,51.79,49.37,53.45,49.37 2022-09-27,55.1,51.36,55.9,51.5 2022-09-28,54.1,53.81,56.0,54.57 2022-09-29,52.57,52.2,54.6,54.2 2022-09-30,51.8,51.73,53.36,52.79 2022-10-10,52.14,51.3,53.7,51.85 2022-10-11,50.57,49.75,52.56,52.56 2022-10-12,50.99,49.01,51.12,50.25 2022-10-13,52.39,49.88,53.4,50.8 2022-10-14,52.03,51.8,53.26,52.77 2022-10-17,53.04,50.98,53.25,51.7 2022-10-18,53.54,52.88,55.3,53.88 2022-10-19,53.41,52.98,54.76,53.39 2022-10-20,52.23,51.3,55.1,52.9 2022-10-21,52.67,51.42,53.22,51.79 2022-10-24,50.98,50.91,52.72,52.0 2022-10-25,52.51,50.37,52.98,50.47 2022-10-26,53.66,52.1,53.86,52.11 2022-10-27,53.38,52.2,54.28,53.66 2022-10-28,51.23,50.81,52.97,52.51 2022-10-31,48.55,48.23,51.19,50.64 2022-11-01,53.4,47.66,53.4,48.11 2022-11-02,56.0,53.0,58.74,53.0 2022-11-03,55.39,54.8,57.1,56.0 2022-11-04,57.01,55.07,58.66,55.48 2022-11-07,56.15,54.75,56.66,56.0 2022-11-08,55.47,55.3,56.78,56.0 2022-11-09,54.91,54.52,56.18,55.57 2022-11-10,54.0,53.76,54.84,54.79 2022-11-11,53.8,51.65,56.2,56.0 2022-11-14,52.48,50.2,53.34,53.34 2022-11-15,52.21,51.81,53.42,52.2 2022-11-16,52.75,51.61,53.86,52.73 2022-11-17,53.2,51.8,54.1,52.3 2022-11-18,51.25,51.07,53.1,53.01 2022-11-21,49.73,49.07,50.67,50.66 2022-11-22,48.75,48.59,50.0,49.62 2022-11-23,49.55,48.05,49.66,48.97 2022-11-24,48.83,48.43,49.63,49.28 2022-11-25,49.5,48.51,49.7,48.8 2022-11-28,51.83,48.52,51.9,49.16 2022-11-29,55.18,51.11,57.01,51.86 2022-11-30,56.66,54.55,56.88,55.19 2022-12-01,54.79,54.5,59.5,58.9 2022-12-02,55.5,54.5,56.25,54.98 2022-12-05,57.1,55.52,58.0,57.0 2022-12-06,57.68,55.9,59.45,56.0 2022-12-07,58.76,57.7,60.0,57.9 2022-12-08,59.06,57.86,59.58,58.88 2022-12-09,59.28,58.31,60.39,59.18 2022-12-12,64.3,59.28,65.2,59.78 2022-12-13,65.0,63.01,66.78,64.27 2022-12-14,66.0,64.24,66.7,64.78 2022-12-15,65.94,65.01,66.98,66.94 2022-12-16,66.79,65.33,67.64,65.86 2022-12-19,65.17,64.63,67.5,66.96 2022-12-20,63.65,63.11,66.0,66.0 2022-12-21,64.63,63.85,66.15,63.86 2022-12-22,66.07,64.7,67.1,65.27 2022-12-23,64.97,64.12,67.3,65.8 2022-12-26,65.22,64.3,67.0,64.95 2022-12-27,64.8,62.28,66.2,65.98 2022-12-28,64.02,63.7,65.3,63.88 2022-12-29,63.19,62.8,64.26,64.0 2022-12-30,64.25,62.54,64.96,63.3 2023-01-03,62.03,62.02,64.91,64.22 2023-01-04,63.18,61.94,63.63,62.12 2023-01-05,63.42,63.0,65.3,63.8 2023-01-06,62.15,61.9,63.34,63.08 2023-01-09,62.8,61.76,63.62,62.76 2023-01-10,62.81,62.21,63.96,62.8 2023-01-11,61.64,61.46,63.42,62.82 2023-01-12,62.53,61.54,63.2,61.97 2023-01-13,63.68,62.06,63.96,62.47 2023-01-16,61.84,61.61,65.0,63.91 2023-01-17,61.9,61.58,62.31,62.0 2023-01-18,61.61,61.4,62.97,61.71 2023-01-19,62.36,60.8,62.91,61.74 2023-01-20,63.36,62.31,63.57,62.55 2023-01-30,61.07,60.56,63.89,63.85 2023-01-31,60.21,59.92,62.49,61.0 2023-02-01,59.99,59.1,60.67,60.21 2023-02-02,60.25,59.54,60.46,60.05 2023-02-03,59.94,58.85,60.5,60.39 2023-02-06,60.25,59.52,61.29,59.56 2023-02-07,60.11,59.39,60.6,60.42 2023-02-08,61.95,60.33,63.09,60.74 2023-02-09,63.6,61.29,64.89,61.91 2023-02-10,64.35,62.73,64.7,63.52 2023-02-13,65.44,63.7,66.28,64.21 2023-02-14,65.38,64.31,66.0,66.0 2023-02-15,64.7,64.08,65.66,65.44 2023-02-16,64.89,64.62,66.55,64.9 2023-02-17,63.7,63.5,65.65,65.08 2023-02-20,63.68,63.1,65.25,63.85 2023-02-21,62.88,62.28,63.55,63.55 2023-02-22,62.48,62.21,63.12,62.71 2023-02-23,61.7,61.5,62.88,62.48 2023-02-24,60.5,60.45,61.94,61.71 2023-02-27,61.58,59.86,61.93,60.48 2023-02-28,61.69,61.13,61.88,61.35 2023-03-01,62.51,60.86,62.91,61.69 2023-03-02,62.83,62.22,63.6,62.38 2023-03-03,62.9,62.56,63.88,63.08 2023-03-06,61.85,61.5,63.9,62.92 2023-03-07,60.97,60.8,62.02,61.95 2023-03-08,62.06,60.34,62.14,60.96 2023-03-09,62.15,61.85,63.28,62.0 2023-03-10,61.63,61.25,62.36,62.15 2023-03-13,62.54,61.32,62.88,61.83 2023-03-14,61.92,61.83,63.4,62.69 2023-03-15,58.97,58.8,61.96,61.96 2023-03-16,58.04,57.68,59.34,58.8 2023-03-17,58.17,57.68,59.1,58.12 2023-03-20,57.37,57.32,58.52,58.45 2023-03-21,57.69,56.82,57.95,57.36 2023-03-22,57.39,57.22,58.28,57.9 2023-03-23,56.65,56.16,57.15,57.0 2023-03-24,56.5,55.86,57.24,56.54 2023-03-27,57.65,55.31,58.0,56.6 2023-03-28,58.1,57.16,58.35,57.6 2023-03-29,60.03,57.81,60.27,58.06 2023-03-30,63.04,59.73,63.18,60.0 2023-03-31,62.56,61.98,63.33,62.5 2023-04-03,63.87,62.0,64.1,62.68 2023-04-04,64.49,63.03,65.41,64.12 2023-04-06,64.03,63.28,64.66,64.3 2023-04-07,64.77,63.67,65.86,64.22 2023-04-10,64.35,63.0,65.48,64.9 2023-04-11,63.61,62.71,64.55,64.29 2023-04-12,62.93,62.87,64.15,63.6 2023-04-13,62.9,61.8,63.38,62.93 2023-04-14,62.0,61.89,63.2,62.99 2023-04-17,63.74,62.01,64.64,62.25 2023-04-18,64.3,63.19,64.77,63.75 2023-04-19,62.99,62.41,64.63,64.63 2023-04-20,62.67,62.36,63.6,63.26 2023-04-21,61.11,60.9,62.75,62.67 2023-04-24,60.1,59.6,61.73,61.11 2023-04-25,59.27,58.9,62.06,60.38 2023-04-26,59.98,59.13,60.49,59.73 2023-04-27,60.76,59.69,61.78,60.86 2023-04-28,62.39,58.88,63.45,62.5 2023-05-04,59.25,58.91,63.18,62.0 2023-05-05,60.76,58.56,61.5,59.48 2023-05-08,58.4,58.28,61.0,60.96 2023-05-09,58.2,58.2,59.26,58.59 2023-05-10,57.85,56.36,58.4,57.71 2023-05-11,58.56,57.67,58.84,58.18 2023-05-12,57.61,57.52,59.09,58.45 2023-05-15,57.93,56.99,58.1,57.51 2023-05-16,57.35,57.06,58.57,57.84 2023-05-17,56.52,56.12,58.13,57.09 2023-05-18,56.59,56.11,57.35,56.32 2023-05-19,57.92,56.0,58.16,56.12 2023-05-22,58.78,57.5,59.79,57.85 2023-05-23,56.42,56.42,58.9,58.3 2023-05-24,54.89,54.73,56.35,56.35 2023-05-25,55.06,54.65,55.51,55.4 2023-05-26,56.35,54.68,56.66,55.58 2023-05-29,56.15,55.05,56.55,56.34 2023-05-30,56.26,55.62,56.77,56.09 2023-05-31,57.8,55.5,57.8,55.7 2023-06-01,54.22,54.12,56.77,56.69 2023-06-02,54.62,53.63,55.18,54.33 2023-06-05,53.66,53.29,54.97,54.4 2023-06-06,53.49,52.05,53.88,53.68 2023-06-07,52.68,52.21,54.23,53.59 2023-06-08,54.67,52.6,54.97,52.83 2023-06-09,55.31,54.68,55.95,54.68 2023-06-12,56.8,55.03,57.23,55.24 2023-06-13,56.91,56.55,57.2,56.73 2023-06-14,56.68,56.45,57.75,57.2 2023-06-15,57.22,56.06,57.24,56.5 2023-06-16,58.95,57.04,59.08,57.31 2023-06-19,59.97,58.6,60.49,58.96 2023-06-20,59.24,58.6,59.85,59.85 2023-06-21,59.53,59.1,60.3,59.16 2023-06-26,57.78,57.5,58.72,58.72 2023-06-27,58.31,57.84,58.86,57.98 2023-06-28,58.39,58.05,59.2,58.56 2023-06-29,56.9,56.66,58.3,58.3 2023-06-30,57.47,56.66,57.5,57.04 2023-07-03,61.0,57.3,61.7,57.3 2023-07-04,61.88,60.41,62.17,60.99 2023-07-05,61.79,61.34,62.3,61.8 2023-07-06,62.05,61.35,63.22,61.77 2023-07-07,63.04,61.83,63.8,61.83 2023-07-10,63.07,62.66,64.3,63.14 2023-07-11,62.9,62.6,63.43,63.3 2023-07-12,61.86,61.3,63.02,62.93 2023-07-13,61.16,60.89,62.3,62.25 2023-07-14,61.16,60.6,61.5,61.36 2023-07-17,60.79,60.16,61.97,61.97 2023-07-18,61.17,60.58,61.55,61.0 2023-07-19,60.52,60.07,61.6,61.35 2023-07-20,60.51,60.3,61.08,60.68 2023-07-21,60.19,60.06,61.18,60.68 2023-07-24,61.66,60.06,62.48,60.19 2023-07-25,61.13,60.92,62.96,62.85 2023-07-26,60.81,59.81,61.77,61.25 2023-07-27,60.66,60.26,61.2,61.0 2023-07-28,61.39,60.02,61.89,60.35 2023-07-31,61.15,60.79,63.15,61.31 2023-08-01,61.6,60.66,61.76,61.15 2023-08-02,59.71,59.33,61.6,61.6 2023-08-03,58.88,58.44,59.83,59.5 2023-08-04,58.15,58.0,59.35,59.16 2023-08-07,57.83,57.56,58.34,58.2 2023-08-08,58.15,57.5,58.39,57.7 2023-08-09,57.66,57.31,58.65,58.65 2023-08-10,61.4,57.6,61.58,58.18 2023-08-11,61.11,60.84,62.38,61.5 2023-08-14,60.2,59.72,61.57,61.0 2023-08-15,59.82,59.28,60.72,60.18 2023-08-16,59.74,59.34,60.01,59.78 2023-08-17,59.53,58.98,59.94,59.65 ","date,60日,close 2022-06-23,47.00155440487908,52.0 2022-06-24,47.18117557193222,52.48 2022-06-27,47.430317356459035,54.78 2022-06-28,47.74079875460792,56.9 2022-06-29,48.018149615112584,56.2 2022-06-30,48.35689880805971,58.35 2022-07-01,48.62814802746759,56.63 2022-07-04,48.84525792820635,55.25 2022-07-05,49.02803635678975,54.42 2022-07-06,49.169740082796636,53.35 2022-07-07,49.29040434237707,52.85 2022-07-08,49.418915675413885,53.21 2022-07-11,49.482885653269165,51.37 2022-07-12,49.539512353161975,51.21 2022-07-13,49.669364407156664,53.5 2022-07-14,49.78577868888923,53.22 2022-07-15,49.85837610892565,52.0 2022-07-18,49.95908508896087,52.93 2022-07-19,50.02108229915888,51.85 2022-07-20,50.08727632213727,52.04 2022-07-21,50.151955786985226,52.06 2022-07-22,50.26205559724801,53.51 2022-07-25,50.344611151436595,52.78 2022-07-26,50.464459966143586,54.0 2022-07-27,50.567264557417566,53.6 2022-07-28,50.64046899815797,52.8 2022-07-29,50.68406017854623,51.97 2022-08-01,50.71409099236439,51.6 2022-08-02,50.71625194343441,50.78 2022-08-03,50.68621089610868,49.8 2022-08-04,50.647318735580534,49.5 2022-08-05,50.614619760643464,49.65 2022-08-08,50.560369932425644,48.96 2022-08-09,50.50462009857562,48.86 2022-08-10,50.414632554360026,47.76 2022-08-11,50.34726755257773,48.36 2022-08-12,50.301127632821085,48.94 2022-08-15,50.23191033338433,48.19 2022-08-16,50.20266737163402,49.34 2022-08-17,50.191432375842744,49.86 2022-08-18,50.14843459302823,48.88 2022-08-19,50.125535098174836,49.45 2022-08-22,50.12109132446419,49.99 2022-08-23,50.07679324825225,48.77 2022-08-24,50.01066887945709,48.06 2022-08-25,49.99261416209784,49.46 2022-08-26,49.98924976334053,49.89 2022-08-29,49.98927436126379,49.99 2022-08-30,49.967658808435466,49.33 2022-08-31,49.94183392947037,49.18 2022-09-01,49.83521642358609,46.69 2022-09-02,49.742586376911134,47.01 2022-09-05,49.64971469242224,46.91 2022-09-06,49.57562568611331,47.39 2022-09-07,49.48298222099484,46.75 2022-09-08,49.43927788588025,48.15 2022-09-09,49.434383528966144,49.29 2022-09-13,49.47587915096725,50.7 2022-09-14,49.511424096837175,50.56 2022-09-15,49.5553118313671,50.85 2022-09-16,49.553826197551786,49.51 2022-09-19,49.59107779763205,50.69 2022-09-20,49.616288361644116,50.36 2022-09-21,49.669196939950865,51.23 2022-09-22,49.67643638454264,49.89 2022-09-23,49.67360240472157,49.59 2022-09-26,49.742992489812664,51.79 2022-09-27,49.91863208031061,55.1 2022-09-28,50.055726110464356,54.1 2022-09-29,50.13816131995732,52.57 2022-09-30,50.19264783405708,51.8 2022-10-10,50.256495446055204,52.14 2022-10-11,50.266774283889454,50.57 2022-10-12,50.29048660245045,50.99 2022-10-13,50.35932310728814,52.39 2022-10-14,50.414099398852464,52.03 2022-10-17,50.50019450052943,53.04 2022-10-18,50.599860254610434,53.54 2022-10-19,50.69199598396747,53.41 2022-10-20,50.74242234514887,52.23 2022-10-21,50.80562161252104,52.67 2022-10-24,50.81133893670067,50.98 2022-10-25,50.86703274205475,52.51 2022-10-26,50.95860543903655,53.66 2022-10-27,51.03799542464191,53.38 2022-10-28,51.044290656620866,51.23 2022-10-31,50.96251063509231,48.55 2022-11-01,51.04242831918764,53.4 2022-11-02,51.20497165298477,56.0 2022-11-03,51.342185697149205,55.39 2022-11-04,51.52801567429185,57.01 2022-11-07,51.6795561439872,56.15 2022-11-08,51.80383299172532,55.47 2022-11-09,51.90567453298023,54.91 2022-11-10,51.97434094173497,54.0 2022-11-11,52.03419861577645,53.8 2022-11-14,52.048815054603445,52.48 2022-11-15,52.05409980691153,52.21 2022-11-16,52.07691620668492,52.75 2022-11-17,52.113738626137874,53.2 2022-11-18,52.08541932692024,51.25 2022-11-21,52.008192463742525,49.73 2022-11-22,51.901366481324736,48.75 2022-11-23,51.82427249833048,49.55 2022-11-24,51.72609962953276,48.83 2022-11-25,51.65311275643333,49.5 2022-11-28,51.658912338189616,51.83 2022-11-29,51.77435783529815,55.18 2022-11-30,51.93454282430476,56.66 2022-12-01,52.02816437104887,54.79 2022-12-02,52.14199504740792,55.5 2022-12-05,52.30455258683716,57.1 2022-12-06,52.48079676431791,57.68 2022-12-07,52.68667228024191,58.76 2022-12-08,52.89563384482414,59.06 2022-12-09,53.104957325321706,59.28 2022-12-12,53.47200790481935,64.3 2022-12-13,53.849974858759694,65.0 2022-12-14,54.24833633880036,66.0 2022-12-15,54.63166957359379,65.94 2022-12-16,55.03030335806612,66.79 2022-12-19,55.36275242829346,65.17 2022-12-20,55.63446546343138,63.65 2022-12-21,55.9294010220074,64.63 2022-12-22,56.26187967702354,66.07 2022-12-23,56.547391818760474,64.97 2022-12-26,56.83173962798144,65.22 2022-12-27,57.09299406640828,64.8 2022-12-28,57.32010901505063,64.02 2022-12-29,57.51256445718012,63.19 2022-12-30,57.73346398317421,64.25 2023-01-03,57.87433401651276,62.03 2023-01-04,58.04829027826644,63.18 2023-01-05,58.22441190848721,63.42 2023-01-06,58.35311971476632,62.15 2023-01-09,58.498919068380545,62.8 2023-01-10,58.64026598417135,62.81 2023-01-11,58.73861791911655,61.64 2023-01-12,58.86292552832584,62.53 2023-01-13,59.02086239624958,63.68 2023-01-16,59.11329313735615,61.84 2023-01-17,59.20466057547562,61.9 2023-01-18,59.28352416316495,61.61 2023-01-19,59.38439222338904,62.36 2023-01-20,59.5147400193435,63.36 2023-01-30,59.56573214985682,61.07 2023-01-31,59.586855685927084,60.21 2023-02-01,59.600073532290125,59.99 2023-02-02,59.6213825968052,60.25 2023-02-03,59.63182906904109,59.94 2023-02-06,59.652096968416785,60.25 2023-02-07,59.66711018256706,60.11 2023-02-08,59.74195902904027,61.95 2023-02-09,59.86845217562911,63.6 2023-02-10,60.015388169870775,64.35 2023-02-13,60.19324429544878,65.44 2023-02-14,60.36330185953242,65.38 2023-02-15,60.50548868381004,64.7 2023-02-16,60.64924315319332,64.89 2023-02-17,60.74926796784271,63.7 2023-02-20,60.84535754266754,63.68 2023-02-21,60.91206713143254,62.88 2023-02-22,60.96347476646754,62.48 2023-02-23,60.98762313478008,61.7 2023-02-24,60.9716354910168,60.5 2023-02-27,60.99158186836051,61.58 2023-02-28,61.014480823496235,61.69 2023-03-01,61.06351423911931,62.51 2023-03-02,61.12143180504982,62.83 2023-03-03,61.17974551635967,62.9 2023-03-06,61.20172107320033,61.85 2023-03-07,61.19412366096425,60.97 2023-03-08,61.22251304912936,62.06 2023-03-09,61.25292245735463,62.15 2023-03-10,61.26528565547415,61.63 2023-03-13,61.30707956840942,62.54 2023-03-14,61.32717532026484,61.92 2023-03-15,61.249890883534846,58.97 2023-03-16,61.144648559484516,58.04 2023-03-17,61.04711909851781,58.17 2023-03-20,60.92655781659919,57.37 2023-03-21,60.82044116687463,57.69 2023-03-22,60.707967685993495,57.39 2023-03-23,60.57491956514125,56.65 2023-03-24,60.44131564497269,56.5 2023-03-27,60.34979709923587,57.65 2023-03-28,60.276033259916666,58.1 2023-03-29,60.26796659565711,60.03 2023-03-30,60.3588529367831,63.04 2023-03-31,60.43102169295415,62.56 2023-04-03,60.5437750800704,63.87 2023-04-04,60.67315950367465,64.49 2023-04-06,60.78321984781646,64.03 2023-04-07,60.91393395116674,64.77 2023-04-10,61.02659185440717,64.35 2023-04-11,61.111293760820054,63.61 2023-04-12,61.170923473580054,62.93 2023-04-13,61.22761450723316,62.9 2023-04-14,61.25293862175011,62.0 2023-04-17,61.3344816177583,63.74 2023-04-18,61.431711728651464,64.3 2023-04-19,61.4828031473842,62.99 2023-04-20,61.52172763435521,62.67 2023-04-21,61.508228367655036,61.11 2023-04-24,61.46205694576471,60.1 2023-04-25,61.39018622623144,59.27 2023-04-26,61.343950612256634,59.98 2023-04-27,61.324804690543296,60.76 2023-04-28,61.35972912691893,62.39 2023-05-04,61.290557680134704,59.25 2023-05-05,61.27316234635979,60.76 2023-05-08,61.178960302216844,58.4 2023-05-09,61.081289472635966,58.2 2023-05-10,60.97534555550036,57.85 2023-05-11,60.89615389794297,58.56 2023-05-12,60.78841114719074,57.61 2023-05-15,60.69469274892219,57.93 2023-05-16,60.585030691580485,57.35 2023-05-17,60.45175099677457,56.52 2023-05-18,60.32513620999508,56.59 2023-05-19,60.24627928507721,57.92 2023-05-22,60.198204554418936,58.78 2023-05-23,60.07432899525765,56.42 2023-05-24,59.90435099541313,54.89 2023-05-25,59.74551981523565,55.06 2023-05-26,59.634191296703335,56.35 2023-05-29,59.519955516483556,56.15 2023-05-30,59.41307172905786,56.26 2023-05-31,59.36018413138383,57.8 2023-06-01,59.19165350412535,54.22 2023-06-02,59.041763225301565,54.62 2023-06-05,58.86531197201298,53.66 2023-06-06,58.68907223522567,53.49 2023-06-07,58.492053473415,52.68 2023-06-08,58.36674024477844,54.67 2023-06-09,58.266519253146356,55.31 2023-06-12,58.218436654682534,56.8 2023-06-13,58.17553709223393,56.91 2023-06-14,58.12650308920987,56.68 2023-06-15,58.096781676448884,57.22 2023-06-16,58.12475604771286,58.95 2023-06-19,58.185255849427186,59.97 2023-06-20,58.219837624855806,59.24 2023-06-21,58.262793768303155,59.53 2023-06-26,58.246964464424366,57.78 2023-06-27,58.249031203295694,58.31 2023-06-28,58.25365313105649,58.39 2023-06-29,58.20927106118579,56.9 2023-06-30,58.18503266573707,57.47 2023-07-03,58.277326676696504,61.0 2023-07-04,58.395447113526124,61.88 2023-07-05,58.50674392947609,61.79 2023-07-06,58.6229162596572,62.05 2023-07-07,58.76773867737336,63.04 2023-07-10,58.90879642565619,63.07 2023-07-11,59.03965555924123,62.9 2023-07-12,59.1321258687743,61.86 2023-07-13,59.19861354520793,61.16 2023-07-14,59.26292129782406,61.16 2023-07-17,59.31298945199376,60.79 2023-07-18,59.373875043731665,61.17 2023-07-19,59.4114529111503,60.52 2023-07-20,59.44747084848963,60.51 2023-07-21,59.47181606657193,60.19 2023-07-24,59.543559802094165,61.66 2023-07-25,59.59557423481238,61.13 2023-07-26,59.635391473015254,60.81 2023-07-27,59.66898519521147,60.66 2023-07-28,59.72541191012257,61.39 2023-07-31,59.77211971634805,61.15 2023-08-01,59.832050217451396,61.6 2023-08-02,59.82804857097758,59.71 2023-08-03,59.7969650112734,58.88 2023-08-04,59.742966158444766,58.15 2023-08-07,59.680245956528545,57.83 2023-08-08,59.63007395795384,58.15 2023-08-09,59.56548136916846,57.66 2023-08-10,59.625629520999,61.4 2023-08-11,59.6742974055564,61.11 2023-08-14,59.691533556193896,60.2 2023-08-15,59.69574557074491,59.82 2023-08-16,59.69719653563852,59.74 2023-08-17,59.691714682011025,59.53 " 1672,CN,technical,2024年08月05日至2025年02月25日,中国卫通股价突破60日指数移动平均线的次数是多少?(平滑系数 alpha 取 2 / (n + 1);从前 4n 个数据开始计算;初始值用首个数据点)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,9.0,medium,moving average,EMA_t = \alpha * P_t + (1 - \alpha) * EMA_{t-1},\alpha = 2 / (n + 1),"date,close,low,high,open 2023-08-08,17.39,17.28,17.7,17.7 2023-08-09,17.25,17.22,17.45,17.26 2023-08-10,17.3,17.18,17.37,17.18 2023-08-11,16.84,16.83,17.47,17.3 2023-08-14,16.94,16.54,17.03,16.7 2023-08-15,16.67,16.5,17.06,16.95 2023-08-16,16.44,16.43,16.83,16.64 2023-08-17,16.95,16.08,17.08,16.36 2023-08-18,16.52,16.51,16.97,16.97 2023-08-21,16.42,16.38,16.74,16.44 2023-08-22,16.76,16.41,16.85,16.5 2023-08-23,16.22,16.2,16.7,16.7 2023-08-24,16.28,16.11,16.52,16.22 2023-08-25,15.55,15.47,16.21,16.21 2023-08-28,15.85,15.74,16.66,16.42 2023-08-29,16.57,15.73,16.64,15.75 2023-08-30,17.39,16.81,17.81,16.83 2023-08-31,17.05,16.87,17.34,16.99 2023-09-01,17.35,16.85,17.65,17.0 2023-09-04,17.64,17.31,17.96,17.35 2023-09-05,17.9,17.5,18.5,17.5 2023-09-06,18.26,17.26,18.38,17.6 2023-09-07,17.51,17.51,18.44,18.1 2023-09-08,19.26,17.47,19.26,17.52 2023-09-11,19.47,19.39,20.68,19.85 2023-09-12,19.88,18.5,20.05,19.0 2023-09-13,18.51,18.39,19.3,19.3 2023-09-14,18.51,18.03,18.99,18.58 2023-09-15,17.91,17.86,18.45,18.35 2023-09-18,17.78,17.62,18.1,17.82 2023-09-19,17.0,16.88,17.77,17.74 2023-09-20,16.9,16.74,17.16,16.85 2023-09-21,17.08,16.8,17.24,16.8 2023-09-22,17.35,16.81,17.4,17.0 2023-09-25,16.96,16.91,17.35,17.35 2023-09-26,17.04,16.75,17.17,16.96 2023-09-27,16.86,16.83,17.09,17.0 2023-09-28,16.97,16.84,17.1,16.84 2023-10-09,17.77,17.01,18.53,17.01 2023-10-10,18.0,17.66,18.09,17.68 2023-10-11,18.04,17.64,18.32,17.88 2023-10-12,17.88,17.66,18.37,18.19 2023-10-13,17.92,17.49,18.18,17.73 2023-10-16,17.81,17.64,18.1,17.8 2023-10-17,19.59,17.66,19.59,17.77 2023-10-18,19.75,19.0,20.55,19.59 2023-10-19,20.14,19.5,21.29,19.5 2023-10-20,18.56,18.55,20.05,19.52 2023-10-23,20.42,18.56,20.42,18.56 2023-10-24,20.26,19.85,21.2,20.67 2023-10-25,20.19,20.02,20.77,20.05 2023-10-26,20.34,19.71,21.2,19.79 2023-10-27,19.52,18.88,20.13,20.09 2023-10-30,19.4,19.14,19.65,19.21 2023-10-31,19.0,18.77,19.61,19.33 2023-11-01,18.55,18.46,19.17,18.98 2023-11-02,18.06,18.01,18.75,18.58 2023-11-03,18.51,17.86,18.7,18.0 2023-11-06,18.79,18.39,18.82,18.51 2023-11-07,18.96,18.5,19.16,18.78 2023-11-08,18.89,18.66,19.15,18.82 2023-11-09,18.59,18.54,19.03,18.79 2023-11-10,19.4,18.76,19.47,18.8 2023-11-13,19.84,19.17,19.87,19.44 2023-11-14,19.55,19.41,19.77,19.73 2023-11-15,19.84,19.2,20.1,19.61 2023-11-16,19.37,19.32,19.8,19.8 2023-11-17,19.04,18.9,19.53,19.37 2023-11-20,19.2,18.88,19.37,18.98 2023-11-21,18.68,18.63,19.25,19.25 2023-11-22,18.54,18.41,18.84,18.61 2023-11-23,18.68,18.3,18.75,18.5 2023-11-24,18.2,18.16,18.77,18.75 2023-11-27,18.16,18.01,18.27,18.1 2023-11-28,18.47,17.96,18.48,18.12 2023-11-29,18.15,18.12,18.39,18.36 2023-11-30,18.2,18.07,18.4,18.1 2023-12-01,18.12,17.6,18.2,18.16 2023-12-04,18.48,18.08,18.52,18.12 2023-12-05,17.83,17.83,18.46,18.46 2023-12-06,17.66,17.65,17.95,17.8 2023-12-07,17.69,17.46,17.8,17.62 2023-12-08,18.08,17.7,18.28,17.7 2023-12-11,18.27,17.81,18.3,18.01 2023-12-12,18.25,18.13,18.35,18.28 2023-12-13,18.0,18.0,18.3,18.2 2023-12-14,17.8,17.8,18.16,18.05 2023-12-15,17.71,17.68,17.92,17.8 2023-12-18,17.23,17.21,17.68,17.65 2023-12-19,17.19,17.01,17.32,17.15 2023-12-20,16.83,16.82,17.25,17.25 2023-12-21,17.12,16.71,17.14,16.78 2023-12-22,17.03,17.01,17.32,17.23 2023-12-25,17.22,17.02,17.3,17.02 2023-12-26,16.06,15.76,16.69,16.69 2023-12-27,16.22,16.06,16.35,16.19 2023-12-28,16.9,16.25,17.17,16.25 2023-12-29,17.31,16.81,17.4,16.9 2024-01-02,17.17,17.15,17.42,17.4 2024-01-03,16.97,16.75,17.17,17.17 2024-01-04,16.66,16.64,17.09,17.0 2024-01-05,16.14,16.0,16.73,16.65 2024-01-08,15.72,15.68,16.12,16.04 2024-01-09,15.35,15.09,15.89,15.72 2024-01-10,15.02,14.85,15.32,15.2 2024-01-11,15.28,14.94,15.3,15.02 2024-01-12,15.74,15.01,15.92,15.27 2024-01-15,15.08,15.0,15.48,15.36 2024-01-16,15.04,14.72,15.08,15.08 2024-01-17,14.6,14.6,15.04,14.99 2024-01-18,14.69,14.05,14.76,14.48 2024-01-19,14.71,14.5,15.05,14.58 2024-01-22,14.15,14.0,14.86,14.7 2024-01-23,14.34,14.05,14.44,14.18 2024-01-24,14.79,14.15,14.84,14.35 2024-01-25,16.12,14.74,16.19,14.8 2024-01-26,15.62,15.54,15.94,15.93 2024-01-29,15.68,15.26,16.13,15.4 2024-01-30,14.96,14.93,15.55,15.3 2024-01-31,14.29,14.28,14.93,14.9 2024-02-01,14.34,14.1,14.69,14.39 2024-02-02,13.9,13.31,14.59,14.34 2024-02-05,13.05,12.75,13.78,13.78 2024-02-06,13.85,12.8,14.05,12.88 2024-02-07,14.09,13.81,14.47,13.85 2024-02-08,14.66,14.07,14.66,14.4 2024-02-19,14.88,14.63,15.5,14.72 2024-02-20,15.15,14.57,15.37,14.72 2024-02-21,15.1,14.89,15.43,15.0 2024-02-22,15.58,15.06,15.78,15.1 2024-02-23,15.57,15.37,15.68,15.58 2024-02-26,15.43,15.32,15.92,15.58 2024-02-27,16.97,15.65,16.97,16.0 2024-02-28,16.22,16.19,17.15,17.0 2024-02-29,16.89,15.9,16.98,16.0 2024-03-01,17.24,16.63,17.25,16.7 2024-03-04,17.08,16.77,17.35,17.29 2024-03-05,16.66,16.6,17.17,16.85 2024-03-06,16.67,16.51,16.92,16.62 2024-03-07,16.17,16.1,16.84,16.59 2024-03-08,16.65,16.1,16.73,16.17 2024-03-11,16.62,16.41,16.65,16.47 2024-03-12,16.66,16.54,16.85,16.6 2024-03-13,16.74,16.5,17.06,16.66 2024-03-14,16.41,16.26,16.7,16.64 2024-03-15,16.52,16.3,16.6,16.5 2024-03-18,16.75,16.48,16.8,16.5 2024-03-19,16.67,16.58,17.16,16.68 2024-03-20,16.71,16.45,16.8,16.61 2024-03-21,16.56,16.51,16.84,16.71 2024-03-22,16.13,16.1,16.56,16.56 2024-03-25,15.81,15.7,16.49,16.12 2024-03-26,15.91,15.75,16.21,15.8 2024-03-27,15.12,15.0,15.9,15.89 2024-03-28,15.8,15.05,16.11,15.12 2024-03-29,16.0,15.66,16.1,15.88 2024-04-01,16.02,15.88,16.24,16.2 2024-04-02,15.76,15.44,15.92,15.9 2024-04-03,15.75,15.36,15.78,15.67 2024-04-08,15.55,15.38,15.89,15.89 2024-04-09,15.42,15.36,15.7,15.58 2024-04-10,15.04,14.91,15.45,15.45 2024-04-11,14.85,14.82,15.23,15.06 2024-04-12,14.73,14.71,14.96,14.84 2024-04-15,15.07,14.51,15.34,14.78 2024-04-16,14.54,14.54,15.36,15.07 2024-04-17,14.97,14.41,14.97,14.41 2024-04-18,15.02,14.83,15.23,14.84 2024-04-19,15.14,14.78,15.44,14.81 2024-04-22,15.63,15.18,15.88,15.3 2024-04-23,15.11,15.05,15.56,15.56 2024-04-24,15.29,15.01,15.39,15.01 2024-04-25,15.1,15.05,15.32,15.3 2024-04-26,15.26,15.03,15.43,15.05 2024-04-29,15.45,15.23,15.56,15.28 2024-04-30,15.24,15.12,15.45,15.33 2024-05-06,15.42,15.31,15.54,15.4 2024-05-07,16.3,15.33,16.64,15.39 2024-05-08,16.03,15.94,16.33,16.31 2024-05-09,16.22,15.97,16.28,15.99 2024-05-10,16.09,16.06,16.34,16.19 2024-05-13,15.66,15.6,15.95,15.89 2024-05-14,15.58,15.51,15.81,15.64 2024-05-15,15.25,15.2,15.63,15.55 2024-05-16,15.34,15.15,15.39,15.24 2024-05-17,15.49,15.21,15.5,15.35 2024-05-20,15.57,15.38,15.62,15.42 2024-05-21,15.28,15.2,15.68,15.53 2024-05-22,15.47,15.22,15.71,15.27 2024-05-23,15.2,15.2,15.48,15.48 2024-05-24,14.76,14.75,15.2,15.1 2024-05-27,14.92,14.69,14.93,14.7 2024-05-28,14.9,14.76,15.25,14.8 2024-05-29,15.1,15.0,15.63,15.49 2024-05-30,15.23,14.87,15.34,14.97 2024-05-31,15.59,15.18,15.73,15.18 2024-06-03,15.33,15.18,15.65,15.51 2024-06-04,15.1,14.98,15.29,15.22 2024-06-05,15.1,15.0,15.35,15.03 2024-06-06,14.7,14.7,15.2,15.15 2024-06-07,14.72,14.58,14.85,14.78 2024-06-11,14.85,14.5,14.94,14.62 2024-06-12,14.86,14.8,15.05,14.83 2024-06-13,14.85,14.66,14.98,14.8 2024-06-14,14.79,14.72,14.89,14.8 2024-06-17,14.79,14.66,14.9,14.7 2024-06-18,15.0,14.74,15.04,14.81 2024-06-19,14.87,14.84,15.08,15.01 2024-06-20,14.42,14.4,14.82,14.82 2024-06-21,14.42,14.26,14.49,14.29 2024-06-24,13.88,13.86,14.44,14.31 2024-06-25,13.76,13.69,14.04,13.95 2024-06-26,14.24,13.66,14.28,13.76 2024-06-27,13.88,13.87,14.18,14.15 2024-06-28,14.09,13.85,14.22,13.88 2024-07-01,14.05,13.78,14.2,14.09 2024-07-02,13.92,13.84,14.13,14.05 2024-07-03,13.72,13.68,13.93,13.93 2024-07-04,13.46,13.46,13.82,13.76 2024-07-05,13.65,13.3,13.65,13.45 2024-07-08,13.28,13.24,13.64,13.64 2024-07-09,13.97,13.4,14.04,13.45 2024-07-10,14.27,13.85,14.63,13.85 2024-07-11,14.5,14.36,14.59,14.51 2024-07-12,14.41,14.3,14.53,14.53 2024-07-15,14.54,14.45,14.68,14.45 2024-07-16,14.61,14.44,14.63,14.45 2024-07-17,14.68,14.56,14.81,14.57 2024-07-18,14.6,14.38,14.69,14.55 2024-07-19,15.01,14.6,15.06,14.6 2024-07-22,15.04,14.9,15.22,15.01 2024-07-23,14.67,14.67,15.1,14.99 2024-07-24,14.69,14.6,14.97,14.6 2024-07-25,14.79,14.52,14.85,14.61 2024-07-26,15.19,14.76,15.22,14.84 2024-07-29,15.33,15.15,15.56,15.19 2024-07-30,16.86,15.19,16.86,15.4 2024-07-31,17.57,16.91,17.97,17.38 2024-08-01,17.48,17.21,18.44,17.27 2024-08-02,17.92,17.02,18.21,17.49 2024-08-05,16.96,16.8,18.73,18.07 2024-08-06,17.15,16.54,17.44,17.08 2024-08-07,17.63,17.03,17.95,17.19 2024-08-08,16.39,16.33,17.38,17.37 2024-08-09,16.03,16.01,16.64,16.4 2024-08-12,15.68,15.47,15.94,15.93 2024-08-13,15.74,15.51,15.8,15.67 2024-08-14,15.52,15.5,15.82,15.76 2024-08-15,15.63,15.31,15.79,15.46 2024-08-16,15.25,15.22,15.75,15.69 2024-08-19,15.28,15.2,15.43,15.26 2024-08-20,15.23,15.15,15.38,15.29 2024-08-21,15.09,15.06,15.28,15.1 2024-08-22,14.94,14.82,15.22,15.09 2024-08-23,14.86,14.72,15.04,14.86 2024-08-26,14.83,14.76,14.97,14.86 2024-08-27,14.55,14.47,14.86,14.86 2024-08-28,14.62,14.51,14.72,14.51 2024-08-29,14.77,14.54,14.84,14.56 2024-08-30,15.0,14.76,15.11,14.85 2024-09-02,14.5,14.5,15.04,15.01 2024-09-03,14.57,14.5,14.71,14.5 2024-09-04,14.4,14.34,14.59,14.5 2024-09-05,14.57,14.34,14.6,14.4 2024-09-06,14.35,14.34,14.61,14.58 2024-09-09,14.25,14.19,14.41,14.21 2024-09-10,14.46,14.12,14.49,14.28 2024-09-11,14.38,14.28,14.55,14.43 2024-09-12,14.27,14.26,14.52,14.39 2024-09-13,14.2,14.2,14.37,14.28 2024-09-18,14.14,13.92,14.31,14.27 2024-09-19,14.45,14.04,14.48,14.24 2024-09-20,14.32,14.17,14.5,14.41 2024-09-23,14.5,14.21,14.55,14.21 2024-09-24,14.81,14.3,14.82,14.5 2024-09-25,14.85,14.83,15.3,15.0 2024-09-26,15.36,14.75,15.36,14.83 2024-09-27,16.1,15.47,16.13,15.47 2024-09-30,17.28,16.21,17.49,16.99 2024-10-08,18.3,17.13,19.0,19.0 2024-10-09,16.47,16.47,17.74,17.74 2024-10-10,16.92,16.4,17.68,16.4 2024-10-11,16.25,16.08,17.0,17.0 2024-10-14,16.91,16.31,16.97,16.35 2024-10-15,16.82,16.61,17.3,16.8 2024-10-16,16.48,16.28,16.73,16.63 2024-10-17,16.68,16.5,16.93,16.5 2024-10-18,17.06,16.51,17.49,16.8 2024-10-21,18.03,17.2,18.29,17.2 2024-10-22,17.51,17.33,18.28,18.28 2024-10-23,17.59,17.36,18.03,17.49 2024-10-24,17.36,17.26,17.74,17.5 2024-10-25,17.28,17.15,17.48,17.43 2024-10-28,17.33,17.15,17.47,17.27 2024-10-29,17.33,17.21,17.58,17.33 2024-10-30,17.18,17.0,17.38,17.28 2024-10-31,17.0,16.59,17.11,17.1 2024-11-01,16.56,16.41,16.93,16.88 2024-11-04,16.9,16.53,17.1,16.54 2024-11-05,17.45,16.91,17.6,16.92 2024-11-06,18.96,17.36,19.2,17.58 2024-11-07,20.4,19.05,20.86,19.05 2024-11-08,22.44,19.5,22.44,20.4 2024-11-11,24.68,24.68,24.68,24.68 2024-11-12,25.72,24.99,27.15,25.25 2024-11-13,28.29,25.38,28.29,25.38 2024-11-14,25.46,25.46,26.84,26.84 2024-11-15,23.35,22.91,25.3,24.0 2024-11-18,21.55,21.2,23.22,23.01 2024-11-19,22.21,21.06,22.64,21.9 2024-11-20,22.57,21.7,23.14,21.85 2024-11-21,22.7,22.17,23.25,22.88 2024-11-22,21.17,21.13,22.57,22.3 2024-11-25,20.59,20.03,20.94,20.8 2024-11-26,20.17,20.15,20.95,20.65 2024-11-27,22.19,19.95,22.19,20.01 2024-11-28,22.02,21.75,23.16,22.0 2024-11-29,23.17,22.02,23.94,22.02 2024-12-02,23.0,22.58,23.27,23.1 2024-12-03,22.46,22.12,23.15,22.8 2024-12-04,22.12,21.89,22.44,22.2 2024-12-05,22.6,21.96,22.91,22.09 2024-12-06,22.29,22.0,22.86,22.81 2024-12-09,21.57,21.45,22.2,22.2 2024-12-10,22.98,21.78,23.59,22.22 2024-12-11,22.92,22.37,22.92,22.6 2024-12-12,23.34,22.34,23.75,22.8 2024-12-13,23.55,22.71,24.5,22.98 2024-12-16,23.08,22.74,24.46,23.2 2024-12-17,21.6,21.5,22.8,22.8 2024-12-18,21.81,21.62,22.42,22.03 2024-12-19,21.75,21.15,21.94,21.2 2024-12-20,21.86,21.63,22.13,21.8 2024-12-23,21.48,21.44,21.94,21.9 2024-12-24,21.46,20.98,21.7,21.55 2024-12-25,21.2,21.1,21.66,21.48 2024-12-26,21.72,21.26,21.72,21.35 2024-12-27,21.43,21.3,21.93,21.79 2024-12-30,21.11,21.02,21.43,21.33 2024-12-31,20.4,20.38,21.16,21.08 2025-01-02,19.61,19.31,20.34,20.13 2025-01-03,18.73,18.71,19.73,19.66 2025-01-06,18.68,18.46,18.84,18.66 2025-01-07,19.05,18.68,19.06,18.84 2025-01-08,18.96,18.3,19.05,18.87 2025-01-09,19.32,18.75,19.59,18.81 2025-01-10,18.85,18.85,19.46,19.22 2025-01-13,18.94,18.51,19.08,18.63 2025-01-14,19.92,18.86,19.93,19.01 2025-01-15,19.5,19.43,20.0,19.9 2025-01-16,19.4,19.2,19.86,19.6 2025-01-17,19.61,19.2,20.18,19.26 2025-01-20,19.74,19.61,20.05,19.83 2025-01-21,19.97,19.5,20.35,19.88 2025-01-22,19.36,19.2,19.88,19.83 2025-01-23,19.44,19.42,20.03,19.59 2025-01-24,19.67,19.35,19.69,19.6 2025-01-27,19.19,19.16,19.86,19.68 2025-02-05,19.79,19.21,20.07,19.21 2025-02-06,21.03,19.61,21.5,19.81 2025-02-07,20.96,20.67,21.28,20.8 2025-02-10,21.51,20.94,21.75,21.08 2025-02-11,21.45,20.93,21.79,21.38 2025-02-12,21.47,21.09,21.55,21.33 2025-02-13,21.02,21.01,21.57,21.48 2025-02-14,21.27,20.78,21.33,21.03 2025-02-17,21.18,20.96,21.48,21.24 2025-02-18,20.15,20.12,21.18,21.18 2025-02-19,20.64,20.1,20.67,20.14 2025-02-20,21.42,20.48,21.55,20.66 2025-02-21,21.67,21.07,21.97,21.28 2025-02-24,22.08,21.57,22.96,21.98 2025-02-25,22.02,21.53,22.44,21.6 ","date,60日,close 2023-11-07,18.230134952606768,18.96 2023-11-08,18.25176987219343,18.89 2023-11-09,18.26285938458053,18.59 2023-11-10,18.30014268344674,19.4 2023-11-13,18.350629808579633,19.84 2023-11-14,18.389953421413086,19.55 2023-11-15,18.43749593218643,19.84 2023-11-16,18.468069836049168,19.37 2023-11-17,18.48682164470329,19.04 2023-11-20,18.510204541598263,19.2 2023-11-21,18.51577160580816,18.68 2023-11-22,18.51656597938822,18.54 2023-11-23,18.521924471867294,18.68 2023-11-24,18.511369571150333,18.2 2023-11-27,18.499849257342124,18.16 2023-11-28,18.49887059316697,18.47 2023-11-29,18.487432213063133,18.15 2023-11-30,18.478008206077455,18.2 2023-12-01,18.466270232107703,18.12 2023-12-04,18.46672038843204,18.48 2023-12-05,18.44584431012279,17.83 2023-12-06,18.42007892290565,17.66 2023-12-07,18.39614190903989,17.69 2023-12-08,18.385776600546777,18.08 2023-12-11,18.38198064643049,18.27 2023-12-12,18.37765341212129,18.25 2023-12-13,18.365271333035345,18.0 2023-12-14,18.346737846706315,17.8 2023-12-15,18.325861195994634,17.71 2023-12-18,18.28993132071612,17.23 2023-12-19,18.25386799872543,17.19 2023-12-20,18.207183802045908,16.83 2023-12-21,18.171538431487026,17.12 2023-12-22,18.13411094193007,17.03 2023-12-25,18.104140091374987,17.22 2023-12-26,18.037119104772525,16.06 2023-12-27,17.977541429206212,16.22 2023-12-28,17.94221220201912,16.9 2023-12-29,17.92148393310046,17.31 2024-01-02,17.89684511562176,17.17 2024-01-03,17.866456751175143,16.97 2024-01-04,17.82690079212022,16.66 2024-01-05,17.771592569427757,16.14 2024-01-08,17.70432723928258,15.72 2024-01-09,17.62713618225692,15.35 2024-01-10,17.541656307428823,15.02 2024-01-11,17.467503641611483,15.28 2024-01-12,17.410864177952092,15.74 2024-01-15,17.334442401625793,15.08 2024-01-16,17.259214781900358,15.04 2024-01-17,17.172027412001984,14.6 2024-01-18,17.090649464067493,14.69 2024-01-19,17.012595383278395,14.71 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2024-03-08,16.140365102295416,16.65 2024-03-11,16.156090836646385,16.62 2024-03-12,16.17261244855962,16.66 2024-03-13,16.191215319098646,16.74 2024-03-14,16.198388587324917,16.41 2024-03-15,16.208933223806067,16.52 2024-03-18,16.226673118107506,16.75 2024-03-19,16.24120842571054,16.67 2024-03-20,16.25657864126101,16.71 2024-03-21,16.266526882531142,16.56 2024-03-22,16.262050591300614,16.13 2024-03-25,16.2472292604383,15.81 2024-03-26,16.236172563374748,15.91 2024-03-27,16.199576741624757,15.12 2024-03-28,16.186475864850173,15.8 2024-03-29,16.1803619020682,16.0 2024-04-01,16.175104134787272,16.02 2024-04-02,16.161494163154902,15.76 2024-04-03,16.148002551248183,15.75 2024-04-08,16.128395910223652,15.55 2024-04-09,16.105169814806484,15.42 2024-04-10,16.070246214321024,15.04 2024-04-11,16.030238141720332,14.85 2024-04-12,15.987607382975403,14.73 2024-04-15,15.957521895008995,15.07 2024-04-16,15.911045767303781,14.54 2024-04-17,15.880191807720049,14.97 2024-04-18,15.851988797630867,15.02 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2024-10-09,15.204690397308603,16.47 2024-10-10,15.260930056413239,16.92 2024-10-11,15.293358579153788,16.25 2024-10-14,15.346363215902842,16.91 2024-10-15,15.394679176037174,16.82 2024-10-16,15.430263465347432,16.48 2024-10-17,15.471238433696696,16.68 2024-10-18,15.523328976854181,17.06 2024-10-21,15.60551491203929,18.03 2024-10-22,15.667957046070788,17.51 2024-10-23,15.730974847838958,17.59 2024-10-24,15.78438550856555,17.36 2024-10-25,15.833422049268318,17.28 2024-10-28,15.882490178800504,17.33 2024-10-29,15.929949517200486,17.33 2024-10-30,15.970934778931618,17.18 2024-10-31,16.004674622245332,17.0 2024-11-01,16.02288201167991,16.56 2024-11-04,16.051639978510078,16.9 2024-11-05,16.097487848067125,17.45 2024-11-06,16.191340705507546,18.96 2024-11-07,16.329329534835168,20.4 2024-11-08,16.529679386152047,22.44 2024-11-11,16.796903012835585,24.68 2024-11-12,17.089463569791796,25.72 2024-11-13,17.456694272421572,28.29 2024-11-14,17.719097738899553,25.46 2024-11-15,17.90371748516514,23.35 2024-11-18,18.023267731553165,21.55 2024-11-19,18.160537641994047,22.21 2024-11-20,18.30511017832211,22.57 2024-11-21,18.44920492657384,22.7 2024-11-22,18.53841132242388,21.17 2024-11-25,18.605676524967357,20.59 2024-11-26,18.65696581923072,20.17 2024-11-27,18.77280300548545,22.19 2024-11-28,18.879268480715435,22.02 2024-11-29,19.019948202659194,23.17 2024-12-02,19.150441704211353,23.0 2024-12-03,19.25895181227,22.46 2024-12-04,19.352756670884094,22.12 2024-12-05,19.45922366528134,22.6 2024-12-06,19.552036004124574,22.29 2024-12-09,19.6181987580877,21.57 2024-12-10,19.72842174962581,22.98 2024-12-11,19.833063659474142,22.92 2024-12-12,19.948045178835642,23.34 2024-12-13,20.066142058218077,23.55 2024-12-16,20.16495707270273,23.08 2024-12-17,20.212007660482968,21.6 2024-12-18,20.264400851942543,21.81 2024-12-19,20.31310902073131,21.75 2024-12-20,20.363826757756513,21.86 2024-12-23,20.400422601764497,21.48 2024-12-24,20.435162844329597,21.46 2024-12-25,20.460239472384362,21.2 2024-12-26,20.50154309624061,21.72 2024-12-27,20.531984306199934,21.43 2024-12-30,20.550935640422885,21.11 2024-12-31,20.54598693090082,20.4 2025-01-02,20.51529883480571,19.61 2025-01-03,20.456764446779292,18.73 2025-01-06,20.398509874753742,18.68 2025-01-07,20.354296436237224,19.05 2025-01-08,20.308581798983543,18.96 2025-01-09,20.27616928098408,19.32 2025-01-10,20.229409632427224,18.85 2025-01-13,20.187133906773873,18.94 2025-01-14,20.178375418027187,19.92 2025-01-15,20.15613360104269,19.5 2025-01-16,20.13134233543473,19.4 2025-01-17,20.114249144109,19.61 2025-01-20,20.10197868036772,19.74 2025-01-21,20.097651510519594,19.97 2025-01-22,20.073466215092722,19.36 2025-01-23,20.05269683099132,19.44 2025-01-24,20.040149393909637,19.67 2025-01-27,20.012275643289648,19.19 2025-02-05,20.00498791728015,19.79 2025-02-06,20.03859487081195,21.03 2025-02-07,20.068804875047622,20.96 2025-02-10,20.116057174226388,21.51 2025-02-11,20.159793004579623,21.45 2025-02-12,20.202750610986847,21.47 2025-02-13,20.229545672921706,21.02 2025-02-14,20.263658929547223,21.27 2025-02-17,20.29370289907026,21.18 2025-02-18,20.28899132860894,20.15 2025-02-19,20.300499809638158,20.64 2025-02-20,20.337204733912316,21.42 2025-02-21,20.380902939357814,21.67 2025-02-24,20.436611039706737,22.08 2025-02-25,20.4885254318475,22.02 " 1673,CN,technical,在2025年07月17日-2025年09月20日,海尔智家的价格有多少次跌破20日指数移动平均线?(平滑系数 alpha 取 2 / (n + 1);从前 4n 个数据开始计算;初始值用首个数据点)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,7.0,medium,moving average,EMA_t = \alpha * P_t + (1 - \alpha) * EMA_{t-1},\alpha = 2 / (n + 1),"date,close,low,high,open 2025-03-20,27.68,27.68,28.15,28.1 2025-03-21,27.5,27.38,28.05,27.57 2025-03-24,28.29,27.6,28.47,27.71 2025-03-25,28.2,28.19,29.07,28.22 2025-03-26,27.93,27.8,28.28,28.05 2025-03-27,28.06,27.6,28.14,27.8 2025-03-28,27.16,26.92,27.8,27.8 2025-03-31,27.34,26.93,27.76,27.0 2025-04-01,26.95,26.88,27.48,27.4 2025-04-02,27.02,26.92,27.22,26.98 2025-04-03,26.2,26.1,26.54,26.5 2025-04-07,23.58,23.58,24.87,24.48 2025-04-08,24.75,23.6,24.75,23.66 2025-04-09,25.04,23.88,25.04,24.26 2025-04-10,25.51,25.06,25.87,25.87 2025-04-11,25.07,24.66,25.48,25.48 2025-04-14,24.77,24.74,25.18,25.15 2025-04-15,24.77,24.42,25.0,24.62 2025-04-16,24.99,24.2,24.99,24.7 2025-04-17,24.65,24.47,24.7,24.7 2025-04-18,24.55,24.41,24.74,24.5 2025-04-21,24.78,24.5,24.89,24.52 2025-04-22,24.68,24.56,24.86,24.69 2025-04-23,24.88,24.85,25.25,24.87 2025-04-24,24.78,24.68,24.98,24.9 2025-04-25,25.02,24.79,25.05,24.85 2025-04-28,24.96,24.82,25.14,25.03 2025-04-29,25.04,24.71,25.04,24.92 2025-04-30,24.79,24.75,25.36,25.03 2025-05-06,25.12,24.77,25.15,24.9 2025-05-07,25.18,25.08,25.69,25.62 2025-05-08,25.41,25.05,25.5,25.14 2025-05-09,25.39,25.17,25.53,25.36 2025-05-12,26.13,25.77,26.23,25.77 2025-05-13,25.99,25.96,26.52,26.5 2025-05-14,26.13,25.85,26.29,25.95 2025-05-15,26.02,25.88,26.18,26.13 2025-05-16,25.68,25.5,25.96,25.9 2025-05-19,25.72,25.56,25.79,25.59 2025-05-20,26.3,25.6,26.39,25.73 2025-05-21,26.22,26.12,26.49,26.25 2025-05-22,26.19,26.01,26.3,26.07 2025-05-23,25.76,25.76,26.31,26.13 2025-05-26,25.51,25.44,25.85,25.75 2025-05-27,25.22,25.2,25.62,25.58 2025-05-28,25.11,25.02,25.39,25.28 2025-05-29,25.4,25.23,25.73,25.24 2025-05-30,25.04,25.03,25.32,25.3 2025-06-03,24.73,24.65,25.01,24.95 2025-06-04,24.84,24.76,24.92,24.8 2025-06-05,24.71,24.7,24.92,24.85 2025-06-06,24.83,24.66,24.87,24.76 2025-06-09,24.98,24.77,25.1,24.9 2025-06-10,24.88,24.71,25.27,25.0 2025-06-11,25.15,24.85,25.3,24.87 2025-06-12,24.97,24.85,25.09,25.09 2025-06-13,24.44,24.1,24.8,24.8 2025-06-16,24.42,24.27,24.49,24.35 2025-06-17,24.91,24.46,24.95,24.48 2025-06-18,25.0,24.83,25.19,24.86 2025-06-19,24.7,24.62,25.07,24.95 2025-06-20,24.65,24.6,24.83,24.7 2025-06-23,24.55,24.25,24.67,24.47 2025-06-24,24.72,24.55,24.92,24.55 2025-06-25,24.93,24.65,24.95,24.78 2025-06-26,24.72,24.71,25.01,24.93 2025-06-27,24.84,24.62,25.04,24.8 2025-06-30,24.78,24.74,24.97,24.88 2025-07-01,24.76,24.71,24.82,24.8 2025-07-02,25.58,24.73,25.69,24.77 2025-07-03,25.75,25.33,25.78,25.59 2025-07-04,25.85,25.55,26.0,25.69 2025-07-07,25.61,25.43,25.91,25.85 2025-07-08,25.52,25.45,25.7,25.66 2025-07-09,25.29,25.25,25.73,25.55 2025-07-10,25.25,25.16,25.46,25.31 2025-07-11,25.35,25.26,25.76,25.3 2025-07-14,25.41,25.35,25.62,25.41 2025-07-15,25.8,25.43,25.91,25.53 2025-07-16,25.68,25.62,26.03,25.83 2025-07-17,25.81,25.63,26.1,25.68 2025-07-18,25.79,25.63,25.99,25.88 2025-07-21,26.05,25.78,26.05,25.85 2025-07-22,26.81,25.95,26.85,26.04 2025-07-23,27.5,26.81,27.58,26.81 2025-07-24,27.41,27.04,27.56,27.5 2025-07-25,25.83,25.8,26.49,26.45 2025-07-28,25.65,25.6,25.93,25.83 2025-07-29,25.41,25.32,25.69,25.61 2025-07-30,25.58,25.3,25.82,25.43 2025-07-31,24.84,24.75,25.57,25.57 2025-08-01,24.9,24.79,25.07,24.92 2025-08-04,24.96,24.77,25.02,24.79 2025-08-05,25.03,24.83,25.12,25.01 2025-08-06,25.23,24.91,25.25,25.04 2025-08-07,25.06,24.95,25.21,25.19 2025-08-08,25.12,25.0,25.37,25.06 2025-08-11,25.11,24.98,25.2,25.14 2025-08-12,25.53,25.17,25.87,25.18 2025-08-13,25.5,25.41,25.9,25.67 2025-08-14,25.51,25.46,25.8,25.5 2025-08-15,25.46,25.2,25.74,25.46 2025-08-18,25.39,25.39,25.71,25.51 2025-08-19,25.2,25.2,25.83,25.57 2025-08-20,25.3,24.91,25.3,25.28 2025-08-21,25.59,25.12,25.73,25.32 2025-08-22,25.78,25.55,25.83,25.68 2025-08-25,26.19,25.79,26.24,25.79 2025-08-26,26.26,26.02,26.49,26.2 2025-08-27,25.78,25.78,26.52,26.26 2025-08-28,26.0,25.61,26.12,25.77 2025-08-29,26.26,26.23,27.16,26.6 2025-09-01,25.95,25.94,26.8,26.49 2025-09-02,26.3,25.74,26.4,25.99 2025-09-03,26.19,26.0,26.58,26.35 2025-09-04,25.69,25.48,26.14,26.11 2025-09-05,26.46,25.65,26.52,25.7 2025-09-08,26.44,26.34,26.82,26.39 2025-09-09,26.93,26.36,27.0,26.58 2025-09-10,26.58,26.51,26.88,26.83 2025-09-11,26.62,26.2,26.63,26.54 2025-09-12,26.19,26.13,26.75,26.74 2025-09-15,26.0,25.9,26.21,26.15 2025-09-16,25.92,25.74,26.1,26.03 2025-09-17,26.78,25.91,26.79,25.91 2025-09-18,26.05,25.93,26.94,26.89 2025-09-19,26.32,25.88,26.44,26.05 ","date,20日,close 2025-04-17,25.889160231762492,24.65 2025-04-18,25.761621162070828,24.55 2025-04-21,25.668133432349798,24.78 2025-04-22,25.57402548641172,24.68 2025-04-23,25.507927821039175,24.88 2025-04-24,25.438601361892587,24.78 2025-04-25,25.398734565521863,25.02 2025-04-28,25.35695032118645,24.96 2025-04-29,25.32676457631155,25.04 2025-04-30,25.275644140472355,24.79 2025-05-06,25.2608208889988,25.12 2025-05-07,25.253123661475104,25.18 2025-05-08,25.26806426514414,25.41 2025-05-09,25.27967719227327,25.39 2025-05-12,25.360660316818674,26.13 2025-05-13,25.420597429502607,25.99 2025-05-14,25.488159579073788,26.13 2025-05-15,25.53881104773343,26.02 2025-05-16,25.552257614615957,25.68 2025-05-19,25.56823307989063,25.72 2025-05-20,25.637925167520095,26.3 2025-05-21,25.693360865851517,26.22 2025-05-22,25.740659831008514,26.19 2025-05-23,25.742501751864847,25.76 2025-05-26,25.720358727877716,25.51 2025-05-27,25.672705515698887,25.22 2025-05-28,25.61911451420376,25.11 2025-05-29,25.59824646523197,25.4 2025-05-30,25.54508013520988,25.04 2025-06-03,25.46745345566608,24.73 2025-06-04,25.407695983697884,24.84 2025-06-05,25.341248747155227,24.71 2025-06-06,25.2925583902833,24.83 2025-06-09,25.262790924542035,24.98 2025-06-10,25.226334646014223,24.88 2025-06-11,25.219064679727154,25.15 2025-06-12,25.195344234038853,24.97 2025-06-13,25.123406687939916,24.44 2025-06-16,25.056415574802784,24.42 2025-06-17,25.042471234345378,24.91 2025-06-18,25.038426354883914,25.0 2025-06-19,25.006195273466396,24.7 2025-06-20,24.972271914088644,24.65 2025-06-23,24.9320555413183,24.55 2025-06-24,24.91185977547846,24.72 2025-06-25,24.913587415909085,24.93 2025-06-26,24.89515051915584,24.72 2025-06-27,24.88989808876005,24.84 2025-06-30,24.879431604116235,24.78 2025-07-01,24.868057165628976,24.76 2025-07-02,24.935861245092884,25.58 2025-07-03,25.013398269369752,25.75 2025-07-04,25.09307462466787,25.85 2025-07-07,25.142305612794743,25.61 2025-07-08,25.178276506814292,25.52 2025-07-09,25.188916839498646,25.29 2025-07-10,25.194734283355917,25.25 2025-07-11,25.209521494464877,25.35 2025-07-14,25.228614685468223,25.41 2025-07-15,25.28303233447125,25.8 2025-07-16,25.32083877880732,25.68 2025-07-17,25.36742556177805,25.81 2025-07-18,25.407670746370613,25.79 2025-07-21,25.468844961001984,26.05 2025-07-22,25.59657401233513,26.81 2025-07-23,25.777852677827024,27.5 2025-07-24,25.933295279938736,27.41 2025-07-25,25.923457634230285,25.83 2025-07-28,25.89741405001788,25.65 2025-07-29,25.85099366430189,25.41 2025-07-30,25.825184743892184,25.58 2025-07-31,25.731357625426263,24.84 2025-08-01,25.652180708718998,24.9 2025-08-04,25.586258736460046,24.96 2025-08-05,25.533281713940042,25.03 2025-08-06,25.504397741183848,25.23 2025-08-07,25.462074146785387,25.06 2025-08-08,25.42949565661535,25.12 2025-08-11,25.399067498842463,25.11 2025-08-12,25.411537260857468,25.53 2025-08-13,25.419962283632945,25.5 2025-08-14,25.428537304239327,25.51 2025-08-15,25.43153375145463,25.46 2025-08-18,25.427578156078,25.39 2025-08-19,25.40590404597533,25.2 2025-08-20,25.39581794635863,25.3 2025-08-21,25.414311475276854,25.59 2025-08-22,25.449138953821915,25.78 2025-08-25,25.519697148696018,26.19 2025-08-26,25.59020218215354,26.26 2025-08-27,25.608278164805583,25.78 2025-08-28,25.645585006252674,26.0 2025-08-29,25.704100719942893,26.26 2025-09-01,25.727519698995952,25.95 2025-09-02,25.782041632424907,26.3 2025-09-03,25.8208948102892,26.19 2025-09-04,25.808428637880702,25.69 2025-09-05,25.870483053320633,26.46 2025-09-08,25.92472276252819,26.44 2025-09-09,26.02046345181122,26.93 2025-09-10,26.07375264687682,26.58 2025-09-11,26.125776204317123,26.62 2025-09-12,26.13189275628692,26.19 2025-09-15,26.119331541402453,26.0 2025-09-16,26.10034758507841,25.92 2025-09-17,26.165076386499514,26.78 2025-09-18,26.154116730642418,26.05 2025-09-19,26.1699151372479,26.32 " 1674,CN,technical,统计中航沈飞从2025年03月04日到2025年07月09日,股价跌破10日指数移动平均线的总次数。(平滑系数 alpha 取 2 / (n + 1);从前 4n 个数据开始计算;初始值用首个数据点)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,10.0,medium,moving average,EMA_t = \alpha * P_t + (1 - \alpha) * EMA_{t-1},\alpha = 2 / (n + 1),"date,close,low,high,open 2024-12-27,50.46,50.22,52.5,52.01 2024-12-30,50.1,49.6,51.4,50.59 2024-12-31,50.72,49.6,51.31,49.9 2025-01-02,48.32,47.88,50.17,50.17 2025-01-03,46.34,46.21,48.33,48.03 2025-01-06,45.75,44.91,46.67,46.34 2025-01-07,46.4,45.51,46.5,45.64 2025-01-08,45.06,43.6,46.25,46.2 2025-01-09,47.49,44.51,49.49,44.69 2025-01-10,47.15,46.85,48.48,46.85 2025-01-13,46.93,46.07,47.86,46.5 2025-01-14,48.28,46.88,48.38,46.95 2025-01-15,47.5,47.5,48.43,48.29 2025-01-16,47.16,46.99,47.99,47.59 2025-01-17,47.98,46.9,48.19,47.0 2025-01-20,47.71,47.4,48.09,48.0 2025-01-21,47.0,46.77,47.87,47.76 2025-01-22,46.9,45.59,47.0,46.9 2025-01-23,47.17,46.8,47.45,47.26 2025-01-24,46.93,46.68,47.24,46.83 2025-01-27,46.56,46.35,47.2,47.2 2025-02-05,46.59,45.8,46.97,46.8 2025-02-06,47.95,46.12,48.48,46.55 2025-02-07,47.94,47.44,48.35,47.65 2025-02-10,48.18,47.6,48.28,47.94 2025-02-11,47.2,47.11,48.01,48.01 2025-02-12,47.22,46.57,47.27,47.03 2025-02-13,47.22,47.06,48.02,47.22 2025-02-14,46.31,46.14,47.2,47.0 2025-02-17,45.4,45.1,46.5,46.32 2025-02-18,44.62,44.25,45.46,45.4 2025-02-19,44.92,44.39,44.98,44.61 2025-02-20,45.41,44.43,45.69,44.88 2025-02-21,45.9,45.0,46.23,45.3 2025-02-24,45.36,45.13,45.98,45.86 2025-02-25,44.7,44.25,45.28,45.08 2025-02-26,44.25,43.93,44.67,44.44 2025-02-27,44.05,43.51,44.39,44.3 2025-02-28,43.54,43.49,44.36,44.05 2025-03-03,43.58,43.33,44.07,43.58 2025-03-04,44.88,43.6,45.1,43.8 2025-03-05,44.29,44.11,45.09,44.68 2025-03-06,44.36,44.0,44.54,44.48 2025-03-07,45.32,44.01,46.32,44.25 2025-03-10,45.17,45.01,46.29,45.59 2025-03-11,46.31,44.69,46.61,44.88 2025-03-12,45.45,45.39,46.98,46.31 2025-03-13,45.08,44.77,45.66,45.48 2025-03-14,45.17,44.59,45.44,45.08 2025-03-17,45.24,44.97,46.07,45.17 2025-03-18,44.75,44.7,45.35,45.26 2025-03-19,44.19,44.08,44.79,44.76 2025-03-20,44.45,44.08,45.1,44.1 2025-03-21,43.97,43.68,44.49,44.02 2025-03-24,43.85,43.35,44.25,44.03 2025-03-25,43.77,43.6,44.18,43.83 2025-03-26,43.93,43.56,44.02,43.78 2025-03-27,43.6,43.34,43.99,43.93 2025-03-28,43.42,43.03,43.67,43.6 2025-03-31,42.28,42.26,43.13,42.91 2025-04-01,44.49,43.68,45.13,43.68 2025-04-02,42.9,42.73,44.49,44.49 2025-04-03,42.94,42.53,43.16,42.68 2025-04-07,41.24,39.06,42.63,41.68 2025-04-08,42.0,41.13,42.0,41.22 2025-04-09,44.27,41.66,44.81,41.91 2025-04-10,44.6,43.57,45.1,44.26 2025-04-11,44.83,44.03,44.83,44.6 2025-04-14,44.73,44.16,44.95,44.83 2025-04-15,44.0,43.8,44.51,44.5 2025-04-16,44.48,43.58,44.75,44.7 2025-04-17,44.2,43.96,44.6,44.1 2025-04-18,44.04,43.31,44.18,43.93 2025-04-21,44.2,43.74,44.4,43.83 2025-04-22,43.88,43.73,44.22,44.0 2025-04-23,43.05,43.01,43.97,43.88 2025-04-24,42.68,42.67,43.07,42.99 2025-04-25,42.84,42.31,42.93,42.71 2025-04-28,42.48,42.4,42.83,42.8 2025-04-29,42.67,41.28,43.0,41.5 2025-04-30,42.66,42.4,42.78,42.43 2025-05-06,43.22,42.9,43.5,42.98 2025-05-07,46.01,44.35,47.47,44.4 2025-05-08,48.66,45.13,49.66,46.15 2025-05-09,46.18,46.03,48.5,48.49 2025-05-12,50.07,46.25,50.7,46.58 2025-05-13,47.81,47.54,49.5,49.5 2025-05-14,47.38,46.89,48.19,47.82 2025-05-15,46.92,46.69,47.75,47.09 2025-05-16,47.2,46.83,48.05,46.93 2025-05-19,47.69,47.47,48.96,47.76 2025-05-20,47.68,46.4,48.2,47.29 2025-05-21,47.99,46.89,48.29,47.16 2025-05-22,48.13,47.74,49.86,48.0 2025-05-23,48.01,47.8,48.85,47.8 2025-05-26,48.33,47.55,48.94,48.21 2025-05-27,47.65,47.11,48.59,48.03 2025-05-28,47.25,47.17,48.18,47.51 2025-05-29,47.58,46.93,47.83,47.13 2025-05-30,48.03,46.95,48.66,47.35 2025-06-03,49.38,48.25,50.0,48.5 2025-06-04,49.36,48.8,49.43,49.4 2025-06-05,49.6,48.7,49.93,49.38 2025-06-06,50.0,49.97,51.5,50.5 2025-06-09,54.65,52.57,55.0,53.0 2025-06-10,52.89,52.37,53.81,53.55 2025-06-11,53.39,52.45,53.77,52.87 2025-06-12,53.28,52.96,54.45,53.0 2025-06-13,54.9,53.18,55.35,54.43 2025-06-16,54.49,53.25,55.15,54.9 2025-06-17,55.51,53.75,56.55,54.41 2025-06-18,55.28,54.71,56.87,55.5 2025-06-19,53.47,52.57,54.65,54.65 2025-06-20,53.07,52.77,53.8,53.4 2025-06-23,53.04,52.68,53.77,53.2 2025-06-24,52.9,51.84,54.0,52.0 2025-06-25,53.78,52.92,54.45,52.94 2025-06-26,53.77,53.74,55.28,53.81 2025-06-27,55.05,54.38,56.0,54.47 2025-06-30,58.62,55.6,58.91,55.6 2025-07-01,57.94,56.94,58.64,58.64 2025-07-02,56.67,56.49,57.75,57.46 2025-07-03,57.03,56.18,57.13,56.57 2025-07-04,58.58,56.71,59.82,57.01 2025-07-07,60.1,57.98,60.71,58.59 2025-07-08,59.98,58.55,60.17,59.68 2025-07-09,59.44,59.41,61.28,60.08 ","date,10日,close 2025-01-10,47.57813148205245,47.15 2025-01-13,47.460289394406544,46.93 2025-01-14,47.60932768633263,48.28 2025-01-15,47.58944992518124,47.5 2025-01-16,47.511368120602825,47.16 2025-01-17,47.596573916856855,47.98 2025-01-20,47.6171968410647,47.71 2025-01-21,47.504979233598384,47.0 2025-01-22,47.394983009307765,46.9 2025-01-23,47.354077007615444,47.17 2025-01-24,47.276972097139904,46.93 2025-01-27,47.14661353402356,46.56 2025-02-05,47.045411073292,46.59 2025-02-06,47.209881787238906,47.95 2025-02-07,47.34263055319547,47.94 2025-02-10,47.49487954352356,48.18 2025-02-11,47.44126508106473,47.2 2025-02-12,47.40103506632568,47.22 2025-02-13,47.36811959972101,47.22 2025-02-14,47.175734217953554,46.31 2025-02-17,46.8528734510529,45.4 2025-02-18,46.44689645995237,44.62 2025-02-19,46.16927892177921,44.92 2025-02-20,46.03122820872844,45.41 2025-02-21,46.00736853441418,45.9 2025-02-24,45.88966516452069,45.36 2025-02-25,45.673362407335105,44.7 2025-02-26,45.41456924236508,44.25 2025-02-27,45.16646574375324,44.05 2025-02-28,44.87074469943447,43.54 2025-03-03,44.63606384499183,43.58 2025-03-04,44.680415873175136,44.88 2025-03-05,44.60943116896147,44.29 2025-03-06,44.56408004733211,44.36 2025-03-07,44.70152003872627,45.32 2025-03-10,44.78669821350331,45.17 2025-03-11,45.063662174684524,46.31 2025-03-12,45.13390541565097,45.45 2025-03-13,45.12410443098715,45.08 2025-03-14,45.13244907989858,45.17 2025-03-17,45.15200379264429,45.24 2025-03-18,45.078912193981694,44.75 2025-03-19,44.917291795075926,44.19 2025-03-20,44.83232965051667,44.45 2025-03-21,44.675542441331814,43.97 2025-03-24,44.52544381563512,43.85 2025-03-25,44.38809039461055,43.77 2025-03-26,44.30480123195408,43.93 2025-03-27,44.17665555341697,43.6 2025-03-28,44.039081816432066,43.42 2025-03-31,43.719248758898964,42.28 2025-04-01,43.85938534819006,44.49 2025-04-02,43.68495164851913,42.9 2025-04-03,43.54950589424292,42.94 2025-04-07,43.129595731653296,41.24 2025-04-08,42.92421468953451,42.0 2025-04-09,43.16890292780096,44.27 2025-04-10,43.42910239547351,44.6 2025-04-11,43.68381105084195,44.83 2025-04-14,43.87402722341614,44.73 2025-04-15,43.8969313646132,44.0 2025-04-16,44.00294384377443,44.48 2025-04-17,44.03877223581544,44.2 2025-04-18,44.03899546566718,44.04 2025-04-21,44.06826901736405,44.2 2025-04-22,44.03403828693422,43.88 2025-04-23,43.85512223476436,43.05 2025-04-24,43.64146364662538,42.68 2025-04-25,43.49574298360258,42.84 2025-04-28,43.31106244112939,42.48 2025-04-29,43.19450563365131,42.67 2025-04-30,43.097322791169255,42.66 2025-05-06,43.11962773822939,43.22 2025-05-07,43.645149967642226,46.01 2025-05-08,44.55694088261636,48.66 2025-05-09,44.85204254032247,46.18 2025-05-12,45.80076207844566,50.07 2025-05-13,46.16607806418281,47.81 2025-05-14,46.3867911434223,47.38 2025-05-15,46.48373820825461,46.92 2025-05-16,46.61396762493558,47.2 2025-05-19,46.80960987494729,47.69 2025-05-20,46.96786262495687,47.68 2025-05-21,47.153705784055624,47.99 2025-05-22,47.33121382331824,48.13 2025-05-23,47.454629491805825,48.01 2025-05-26,47.613787766022945,48.33 2025-05-27,47.62037180856422,47.65 2025-05-28,47.553031479734365,47.25 2025-05-29,47.557934847055385,47.58 2025-05-30,47.64376487486349,48.03 2025-06-03,47.95944398852467,49.38 2025-06-04,48.21409053606564,49.36 2025-06-05,48.46607407496279,49.6 2025-06-06,48.74496969769683,50.0 2025-06-09,49.81861157084286,54.65 2025-06-10,50.37704583068961,52.89 2025-06-11,50.92485567965514,53.39 2025-06-12,51.35306373789965,53.28 2025-06-13,51.99796124009971,54.9 2025-06-16,52.451059196445215,54.49 2025-06-17,53.00723025163699,55.51 2025-06-18,53.42046111497572,55.28 2025-06-19,53.42946818498014,53.47 2025-06-20,53.36411033316556,53.07 2025-06-23,53.30518118168091,53.04 2025-06-24,53.23151187592074,52.9 2025-06-25,53.331236989389694,53.78 2025-06-26,53.41101208222793,53.77 2025-06-27,53.70900988545921,55.05 2025-06-30,54.60191717901208,58.62 2025-07-01,55.2088413282826,57.94 2025-07-02,55.47450654132213,56.67 2025-07-03,55.75732353380901,57.03 2025-07-04,56.27053743675282,58.58 2025-07-07,56.96680335734322,60.1 2025-07-08,57.51465729237172,59.98 2025-07-09,57.86471960284958,59.44 " 1675,CN,technical,"中国化学2021年02月06日至2021年04月10日, 价格突破60日双指数移动平均线有多少次?(平滑系数 alpha 取 2 / (n + 1);从前 5n 个数据开始计算;初始值用首个数据点)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。",11.0,medium,moving average,DEMA = 2 * EMA1 - EMA2;EMA1 = EMA_n(P);EMA2 = EMA_n(EMA1),"date,close,high,low 2019-11-18,6.23,6.25,6.14 2019-11-19,6.25,6.28,6.21 2019-11-20,6.15,6.27,6.15 2019-11-21,6.18,6.21,6.12 2019-11-22,6.13,6.22,5.98 2019-11-25,6.3,6.32,6.11 2019-11-26,6.42,6.42,6.26 2019-11-27,6.31,6.42,6.29 2019-11-28,6.28,6.38,6.24 2019-11-29,6.23,6.3,6.19 2019-12-02,6.25,6.26,6.15 2019-12-03,6.3,6.31,6.19 2019-12-04,6.25,6.31,6.22 2019-12-05,6.21,6.28,6.18 2019-12-06,6.18,6.23,6.13 2019-12-09,6.23,6.25,6.18 2019-12-10,6.32,6.36,6.2 2019-12-11,6.3,6.36,6.27 2019-12-12,6.32,6.35,6.28 2019-12-13,6.42,6.45,6.33 2019-12-16,6.45,6.52,6.4 2019-12-17,6.5,6.51,6.4 2019-12-18,6.44,6.53,6.42 2019-12-19,6.51,6.55,6.44 2019-12-20,6.45,6.55,6.43 2019-12-23,6.33,6.44,6.33 2019-12-24,6.35,6.36,6.31 2019-12-25,6.31,6.37,6.29 2019-12-26,6.42,6.46,6.31 2019-12-27,6.37,6.46,6.35 2019-12-30,6.43,6.43,6.35 2019-12-31,6.44,6.46,6.4 2020-01-02,6.52,6.58,6.45 2020-01-03,6.49,6.55,6.46 2020-01-06,6.56,6.65,6.44 2020-01-07,6.6,6.62,6.54 2020-01-08,6.56,6.65,6.55 2020-01-09,6.68,6.7,6.58 2020-01-10,6.69,6.69,6.62 2020-01-13,6.84,6.84,6.66 2020-01-14,6.73,6.89,6.72 2020-01-15,6.68,6.73,6.62 2020-01-16,6.7,6.76,6.68 2020-01-17,6.74,6.78,6.68 2020-01-20,7.18,7.25,6.8 2020-01-21,7.26,7.41,7.1 2020-01-22,7.33,7.42,7.08 2020-01-23,7.02,7.3,6.97 2020-02-03,6.32,6.58,6.32 2020-02-04,6.73,6.81,6.21 2020-02-05,6.74,6.84,6.65 2020-02-06,7.04,7.17,6.72 2020-02-07,7.12,7.17,6.96 2020-02-10,7.25,7.49,7.15 2020-02-11,7.15,7.3,7.11 2020-02-12,7.35,7.45,7.08 2020-02-13,7.15,7.35,7.09 2020-02-14,7.13,7.22,7.07 2020-02-17,7.31,7.34,7.13 2020-02-18,7.21,7.31,7.17 2020-02-19,7.09,7.29,7.08 2020-02-20,7.32,7.34,7.08 2020-02-21,7.36,7.42,7.22 2020-02-24,7.21,7.34,7.11 2020-02-25,6.99,7.06,6.85 2020-02-26,7.18,7.22,6.79 2020-02-27,7.16,7.22,7.06 2020-02-28,6.95,7.08,6.8 2020-03-02,7.58,7.59,6.96 2020-03-03,7.48,7.74,7.42 2020-03-04,7.57,7.65,7.39 2020-03-05,7.59,7.69,7.52 2020-03-06,7.35,7.6,7.34 2020-03-09,6.91,7.3,6.82 2020-03-10,7.04,7.12,6.85 2020-03-11,6.9,7.08,6.9 2020-03-12,6.84,6.98,6.68 2020-03-13,6.65,6.75,6.49 2020-03-16,6.25,6.69,6.24 2020-03-17,6.32,6.43,6.12 2020-03-18,6.17,6.44,6.14 2020-03-19,6.05,6.22,5.99 2020-03-20,6.09,6.14,5.91 2020-03-23,5.8,5.94,5.77 2020-03-24,5.9,5.94,5.77 2020-03-25,6.05,6.12,5.93 2020-03-26,5.9,6.02,5.88 2020-03-27,5.93,6.08,5.9 2020-03-30,5.96,5.98,5.8 2020-03-31,5.97,6.09,5.95 2020-04-01,5.89,6.06,5.88 2020-04-02,6.0,6.01,5.85 2020-04-03,5.89,5.99,5.87 2020-04-07,6.02,6.03,5.95 2020-04-08,6.05,6.11,5.97 2020-04-09,6.04,6.11,6.03 2020-04-10,5.94,6.05,5.94 2020-04-13,5.95,5.95,5.88 2020-04-14,6.03,6.04,5.94 2020-04-15,6.1,6.21,6.01 2020-04-16,6.15,6.22,6.06 2020-04-17,6.14,6.26,6.12 2020-04-20,6.15,6.26,6.11 2020-04-21,6.09,6.13,6.02 2020-04-22,6.08,6.11,6.01 2020-04-23,6.08,6.12,6.01 2020-04-24,6.14,6.22,6.04 2020-04-27,6.04,6.19,6.04 2020-04-28,5.96,6.05,5.81 2020-04-29,6.11,6.19,5.92 2020-04-30,6.17,6.18,6.1 2020-05-06,6.1,6.19,6.04 2020-05-07,6.0,6.08,5.99 2020-05-08,6.02,6.04,5.96 2020-05-11,5.98,6.04,5.97 2020-05-12,5.93,5.98,5.84 2020-05-13,5.84,5.89,5.81 2020-05-14,5.8,5.85,5.79 2020-05-15,5.81,5.83,5.78 2020-05-18,5.82,5.85,5.78 2020-05-19,5.83,5.86,5.81 2020-05-20,5.77,5.82,5.77 2020-05-21,5.61,5.79,5.59 2020-05-22,5.55,5.63,5.5 2020-05-25,5.57,5.66,5.53 2020-05-26,5.61,5.64,5.56 2020-05-27,5.61,5.65,5.58 2020-05-28,5.58,5.64,5.54 2020-05-29,5.56,5.57,5.49 2020-06-01,5.7,5.74,5.53 2020-06-02,5.7,5.7,5.65 2020-06-03,5.66,5.74,5.65 2020-06-04,5.59,5.67,5.58 2020-06-05,5.58,5.61,5.55 2020-06-08,5.57,5.64,5.56 2020-06-09,5.59,5.62,5.55 2020-06-10,5.53,5.58,5.51 2020-06-11,5.5,5.55,5.49 2020-06-12,5.44,5.46,5.4 2020-06-15,5.38,5.46,5.38 2020-06-16,5.45,5.47,5.38 2020-06-17,5.45,5.48,5.42 2020-06-18,5.59,5.62,5.43 2020-06-19,5.58,5.62,5.56 2020-06-22,5.57,5.63,5.56 2020-06-23,5.48,5.58,5.47 2020-06-24,5.53,5.54,5.48 2020-06-29,5.46,5.52,5.45 2020-06-30,5.48,5.5,5.46 2020-07-01,5.63,5.63,5.48 2020-07-02,5.77,5.77,5.62 2020-07-03,5.83,5.89,5.77 2020-07-06,6.18,6.18,5.9 2020-07-07,6.03,6.34,6.03 2020-07-08,6.24,6.36,5.98 2020-07-09,6.27,6.31,6.14 2020-07-10,6.21,6.45,6.17 2020-07-13,6.33,6.38,6.12 2020-07-14,6.22,6.35,6.13 2020-07-15,5.86,6.08,5.83 2020-07-16,5.74,5.97,5.73 2020-07-17,5.76,5.82,5.73 2020-07-20,6.02,6.04,5.78 2020-07-21,6.04,6.1,6.0 2020-07-22,5.97,6.07,5.95 2020-07-23,5.95,5.95,5.77 2020-07-24,5.73,5.98,5.73 2020-07-27,5.71,5.78,5.65 2020-07-28,5.68,5.76,5.65 2020-07-29,5.77,5.78,5.64 2020-07-30,5.72,5.8,5.7 2020-07-31,5.76,5.78,5.68 2020-08-03,5.86,5.87,5.77 2020-08-04,5.89,5.94,5.81 2020-08-05,5.83,5.88,5.78 2020-08-06,5.78,5.85,5.73 2020-08-07,5.68,5.78,5.64 2020-08-10,5.83,5.87,5.68 2020-08-11,5.76,5.91,5.75 2020-08-12,5.74,5.81,5.65 2020-08-13,5.75,5.8,5.72 2020-08-14,5.81,5.81,5.72 2020-08-17,5.98,5.98,5.8 2020-08-18,6.0,6.03,5.91 2020-08-19,5.94,6.03,5.93 2020-08-20,5.85,5.96,5.82 2020-08-21,5.82,5.89,5.78 2020-08-24,5.99,6.02,5.81 2020-08-25,5.88,6.0,5.87 2020-08-26,5.81,5.89,5.77 2020-08-27,5.82,5.84,5.77 2020-08-28,5.88,5.88,5.77 2020-08-31,5.86,5.93,5.8 2020-09-01,5.77,5.84,5.74 2020-09-02,5.79,5.84,5.69 2020-09-03,5.76,5.82,5.74 2020-09-04,5.7,5.74,5.68 2020-09-07,5.59,5.72,5.58 2020-09-08,5.63,5.65,5.57 2020-09-09,5.58,5.65,5.56 2020-09-10,5.52,5.63,5.48 2020-09-11,5.52,5.54,5.48 2020-09-14,5.52,5.54,5.48 2020-09-15,5.54,5.55,5.5 2020-09-16,5.55,5.58,5.51 2020-09-17,5.54,5.56,5.47 2020-09-18,5.62,5.65,5.52 2020-09-21,5.6,5.65,5.59 2020-09-22,5.51,5.59,5.5 2020-09-23,5.5,5.55,5.48 2020-09-24,5.34,5.48,5.34 2020-09-25,5.37,5.38,5.33 2020-09-28,5.43,5.47,5.37 2020-09-29,5.39,5.44,5.38 2020-09-30,5.38,5.42,5.36 2020-10-09,5.44,5.47,5.42 2020-10-12,5.54,5.54,5.45 2020-10-13,5.48,5.54,5.48 2020-10-14,5.43,5.5,5.42 2020-10-15,5.41,5.46,5.39 2020-10-16,5.42,5.45,5.41 2020-10-19,5.44,5.51,5.43 2020-10-20,5.45,5.46,5.41 2020-10-21,5.44,5.46,5.39 2020-10-22,5.43,5.45,5.4 2020-10-23,5.48,5.51,5.42 2020-10-26,5.46,5.52,5.43 2020-10-27,5.41,5.44,5.36 2020-10-28,5.4,5.42,5.37 2020-10-29,5.36,5.39,5.34 2020-10-30,5.29,5.39,5.24 2020-11-02,5.52,5.53,5.35 2020-11-03,5.59,5.64,5.49 2020-11-04,5.57,5.61,5.53 2020-11-05,5.66,5.69,5.59 2020-11-06,5.73,5.76,5.63 2020-11-09,5.78,5.83,5.74 2020-11-10,5.78,5.89,5.77 2020-11-11,5.82,5.89,5.74 2020-11-12,5.74,5.82,5.73 2020-11-13,5.74,5.75,5.66 2020-11-16,6.06,6.08,5.79 2020-11-17,6.03,6.12,5.98 2020-11-18,6.1,6.18,5.97 2020-11-19,6.03,6.2,6.0 2020-11-20,6.08,6.09,5.93 2020-11-23,6.35,6.45,6.1 2020-11-24,6.38,6.51,6.29 2020-11-25,6.39,6.54,6.34 2020-11-26,6.37,6.5,6.33 2020-11-27,6.46,6.46,6.26 2020-11-30,6.49,6.71,6.41 2020-12-01,6.5,6.54,6.38 2020-12-02,6.38,6.5,6.36 2020-12-03,6.4,6.49,6.27 2020-12-04,6.29,6.43,6.27 2020-12-07,6.26,6.34,6.22 2020-12-08,6.16,6.31,6.15 2020-12-09,6.01,6.18,6.01 2020-12-10,5.93,6.07,5.89 2020-12-11,5.83,5.96,5.78 2020-12-14,5.74,5.86,5.68 2020-12-15,5.76,5.82,5.73 2020-12-16,5.74,5.81,5.67 2020-12-17,5.82,5.83,5.63 2020-12-18,5.88,6.03,5.86 2020-12-21,5.8,5.86,5.75 2020-12-22,5.58,5.75,5.58 2020-12-23,5.66,5.7,5.45 2020-12-24,5.63,5.77,5.62 2020-12-25,5.75,5.77,5.6 2020-12-28,5.76,5.83,5.69 2020-12-29,5.79,5.86,5.74 2020-12-30,5.79,5.83,5.73 2020-12-31,5.87,5.92,5.76 2021-01-04,5.85,5.93,5.79 2021-01-05,5.75,5.82,5.65 2021-01-06,5.88,5.95,5.7 2021-01-07,5.8,5.88,5.71 2021-01-08,5.75,5.82,5.7 2021-01-11,5.58,5.77,5.55 2021-01-12,5.68,5.72,5.55 2021-01-13,6.25,6.25,5.6 2021-01-14,6.41,6.88,6.16 2021-01-15,6.49,6.67,6.23 2021-01-18,6.32,6.56,6.23 2021-01-19,6.11,6.31,6.08 2021-01-20,6.05,6.15,6.03 2021-01-21,5.98,6.1,5.97 2021-01-22,5.98,6.08,5.93 2021-01-25,5.8,5.95,5.73 2021-01-26,5.77,5.87,5.73 2021-01-27,5.81,5.98,5.76 2021-01-28,5.63,5.78,5.61 2021-01-29,5.53,5.69,5.48 2021-02-01,5.61,5.62,5.45 2021-02-02,5.61,5.67,5.56 2021-02-03,5.48,5.61,5.47 2021-02-04,5.52,5.52,5.38 2021-02-05,5.64,5.73,5.48 2021-02-08,5.68,5.75,5.59 2021-02-09,6.25,6.25,5.73 2021-02-10,6.29,6.35,6.17 2021-02-18,6.46,6.61,6.35 2021-02-19,6.63,6.77,6.5 2021-02-22,6.83,7.08,6.72 2021-02-23,6.54,6.88,6.53 2021-02-24,6.33,6.68,6.27 2021-02-25,6.32,6.46,6.3 2021-02-26,6.12,6.22,6.09 2021-03-01,6.25,6.28,6.15 2021-03-02,6.16,6.26,6.12 2021-03-03,6.78,6.78,6.11 2021-03-04,6.86,7.11,6.72 2021-03-05,6.68,6.85,6.63 2021-03-08,6.7,7.08,6.7 2021-03-09,6.72,7.05,6.66 2021-03-10,6.63,6.83,6.43 2021-03-11,6.91,6.96,6.57 2021-03-12,6.88,6.95,6.75 2021-03-15,7.08,7.25,6.78 2021-03-16,7.13,7.25,7.03 2021-03-17,6.86,7.27,6.78 2021-03-18,6.82,6.97,6.75 2021-03-19,6.63,6.8,6.6 2021-03-22,6.79,6.87,6.58 2021-03-23,6.72,6.83,6.63 2021-03-24,6.59,6.76,6.56 2021-03-25,6.5,6.64,6.43 2021-03-26,6.56,6.63,6.52 2021-03-29,6.69,6.83,6.52 2021-03-30,6.72,6.8,6.62 2021-03-31,6.99,7.05,6.68 2021-04-01,7.04,7.15,6.92 2021-04-02,6.9,7.07,6.85 2021-04-06,6.89,6.96,6.85 2021-04-07,6.9,6.96,6.8 2021-04-08,6.77,6.88,6.74 2021-04-09,6.72,6.84,6.69 ","date,60日,close 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2020-06-29,5.456900126185898,5.46 2020-06-30,5.446896815079186,5.48 2020-07-01,5.447249109295048,5.63 2020-07-02,5.456804965174714,5.77 2020-07-03,5.469951085695116,5.83 2020-07-06,5.505210919392707,6.18 2020-07-07,5.5292471025219045,6.03 2020-07-08,5.565816026215172,6.24 2020-07-09,5.60268599645742,6.27 2020-07-10,5.63402531987248,6.21 2020-07-13,5.671702310877139,6.33 2020-07-14,5.700561971302751,6.22 2020-07-15,5.704899039310369,5.86 2020-07-16,5.701383247205364,5.74 2020-07-17,5.699425707483154,5.76 2020-07-20,5.714429228417594,6.02 2020-07-21,5.730083498629667,6.04 2020-07-22,5.740546325991586,5.97 2020-07-23,5.749290995903674,5.95 2020-07-24,5.743497669373269,5.73 2020-07-27,5.736773519862431,5.71 2020-07-28,5.728519325149535,5.68 2020-07-29,5.726550249875096,5.77 2020-07-30,5.721529945647785,5.72 2020-07-31,5.719411751936994,5.76 2020-08-03,5.72392368977225,5.86 2020-08-04,5.730225856083844,5.89 2020-08-05,5.73242336683534,5.83 2020-08-06,5.731359094182454,5.78 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2020-09-17,5.6479428279764985,5.54 2020-09-18,5.642319367880176,5.62 2020-09-21,5.6357446454757625,5.6 2020-09-22,5.6237506687835666,5.51 2020-09-23,5.611763021500399,5.5 2020-09-24,5.590108613470645,5.34 2020-09-25,5.571516990572108,5.37 2020-09-28,5.55777780560245,5.43 2020-09-29,5.542207471256364,5.39 2020-09-30,5.526832796775379,5.38 2020-10-09,5.516161855346887,5.44 2020-10-12,5.512547183340984,5.54 2020-10-13,5.505325237093762,5.48 2020-10-14,5.495316933993802,5.43 2020-10-15,5.484593964139747,5.41 2020-10-16,5.475127413771963,5.42 2020-10-19,5.467502159408795,5.44 2020-10-20,5.460984148369877,5.45 2020-10-21,5.454229745515816,5.44 2020-10-22,5.447250708881297,5.43 2020-10-23,5.4439282070376285,5.48 2020-10-26,5.439568803182225,5.46 2020-10-27,5.432287599195828,5.41 2020-10-28,5.424807077434625,5.4 2020-10-29,5.415202421546294,5.36 2020-10-30,5.401642997511497,5.29 2020-11-02,5.403672847805727,5.52 2020-11-03,5.410211739900054,5.59 2020-11-04,5.415232174304987,5.57 2020-11-05,5.425900060213709,5.66 2020-11-06,5.44064644844467,5.73 2020-11-09,5.4579777012364445,5.78 2020-11-10,5.474537276663272,5.78 2020-11-11,5.492937097398056,5.82 2020-11-12,5.505341834723556,5.74 2020-11-13,5.517198734291192,5.74 2020-11-16,5.549169998053026,6.06 2020-11-17,5.57769332220318,6.03 2020-11-18,5.609378062347733,6.1 2020-11-19,5.635031668419701,6.03 2020-11-20,5.662680170452175,6.08 2020-11-23,5.706408661420527,6.35 2020-11-24,5.7499435290408325,6.38 2020-11-25,5.79199273626204,6.39 2020-11-26,5.830682690411994,6.37 2020-11-27,5.873261835704749,6.46 2020-11-30,5.915660373039138,6.49 2020-12-01,5.956586647419373,6.5 2020-12-02,5.9877175301197,6.38 2020-12-03,6.018552180095342,6.4 2020-12-04,6.04071321418425,6.29 2020-12-07,6.05977790292565,6.26 2020-12-08,6.071378297953092,6.16 2020-12-09,6.072650929476529,6.01 2020-12-10,6.068614226067547,5.93 2020-12-11,6.058238998582749,5.83 2020-12-14,6.042482717242003,5.74 2020-12-15,6.028707509981563,5.76 2020-12-16,6.014241955960192,5.74 2020-12-17,6.00557451135599,5.82 2020-12-18,6.001136545026334,5.88 2020-12-21,5.991694699561772,5.8 2020-12-22,5.968466039830413,5.58 2020-12-23,5.951477910648961,5.66 2020-12-24,5.933337198656692,5.63 2020-12-25,5.923780314152604,5.75 2020-12-28,5.915298014712845,5.76 2020-12-29,5.909130834812642,5.79 2020-12-30,5.903233367311472,5.79 2020-12-31,5.9027544589962835,5.87 2021-01-04,5.900981253492076,5.85 2021-01-05,5.892817734713759,5.75 2021-01-06,5.893412069622069,5.88 2021-01-07,5.888793749691228,5.8 2021-01-08,5.881152914787164,5.75 2021-01-11,5.86289912334395,5.58 2021-01-12,5.85196844758281,5.68 2021-01-13,5.878322235243424,6.25 2021-01-14,5.913695588080192,6.41 2021-01-15,5.952480822929017,6.49 2021-01-18,5.9783774849061855,6.32 2021-01-19,5.989426334786028,6.11 2021-01-20,5.996022234031551,6.05 2021-01-21,5.997735815417614,5.98 2021-01-22,5.999319807232505,5.98 2021-01-25,5.989171082770992,5.8 2021-01-26,5.9775386199433616,5.77 2021-01-27,5.969013288692957,5.81 2021-01-28,5.9492571126012,5.63 2021-01-29,5.923982111949274,5.53 2021-02-01,5.90507369869554,5.61 2021-02-02,5.887067656951109,5.61 2021-02-03,5.861540298192665,5.48 2021-02-04,5.839829226698195,5.52 2021-02-05,5.8269145379642415,5.64 2021-02-08,5.8172118533002415,5.68 2021-02-09,5.844751790755607,6.25 2021-02-10,5.873531020833303,6.29 2021-02-18,5.911866515543629,6.46 2021-02-19,5.959283444064045,6.63 2021-02-22,6.0172628029469575,6.83 2021-02-23,6.053671590116974,6.54 2021-02-24,6.074710101747815,6.33 2021-02-25,6.094021098409993,6.32 2021-02-26,6.09942972377613,6.12 2021-03-01,6.112896454763613,6.25 2021-03-02,6.119837090277822,6.16 2021-03-03,6.166362487715031,6.78 2021-03-04,6.215706604492257,6.86 2021-03-05,6.250950905509069,6.68 2021-03-08,6.285673186674746,6.7 2021-03-09,6.31989129148287,6.72 2021-03-10,6.346527587551439,6.63 2021-03-11,6.389810263247348,6.91 2021-03-12,6.428925488467578,6.88 2021-03-15,6.478902483102824,7.08 2021-03-16,6.529527129271296,7.13 2021-03-17,6.560117369743039,6.86 2021-03-18,6.586476992855959,6.82 2021-03-19,6.599132714458928,6.63 2021-03-22,6.621325145537159,6.79 2021-03-23,6.637752598372735,6.72 2021-03-24,6.644824071881776,6.59 2021-03-25,6.645575617970851,6.5 2021-03-26,6.649992126829809,6.56 2021-03-29,6.662411879270206,6.69 2021-03-30,6.675995193091205,6.72 2021-03-31,6.706164377353106,6.99 2021-04-01,6.737917742821063,7.04 2021-04-02,6.758917956264403,6.9 2021-04-06,6.778070353784212,6.89 2021-04-07,6.79675275484611,6.9 2021-04-08,6.805956309556426,6.77 2021-04-09,6.81130265427784,6.72 " 1676,CN,technical,海康威视在2019年10月26日到2020年03月26日期间,收盘价突破5日双指数移动平均线共几次?(平滑系数 alpha 取 2 / (n + 1);从前 5n 个数据开始计算;初始值用首个数据点)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,23.0,medium,moving average,DEMA = 2 * EMA1 - EMA2;EMA1 = EMA_n(P);EMA2 = EMA_n(EMA1),"date,close,high,low 2019-09-11,34.0,34.85,33.5 2019-09-12,34.5,34.6,33.9 2019-09-16,34.5,35.16,34.1 2019-09-17,33.6,34.29,33.31 2019-09-18,33.76,33.82,33.33 2019-09-19,34.45,34.48,33.78 2019-09-20,34.41,34.73,34.2 2019-09-23,34.04,34.42,33.61 2019-09-24,34.09,34.49,33.74 2019-09-25,33.06,33.92,33.0 2019-09-26,33.2,33.81,32.84 2019-09-27,33.19,33.5,32.92 2019-09-30,32.3,33.28,32.22 2019-10-10,30.9,31.05,29.33 2019-10-11,30.68,31.0,30.18 2019-10-14,30.97,31.4,30.76 2019-10-15,30.31,30.92,30.13 2019-10-16,30.67,31.28,30.32 2019-10-17,30.93,30.99,30.38 2019-10-18,30.44,31.09,30.25 2019-10-21,31.61,32.09,30.9 2019-10-22,31.7,32.0,31.24 2019-10-23,31.68,31.94,31.38 2019-10-24,31.83,31.88,31.5 2019-10-25,32.26,32.36,31.31 2019-10-28,32.8,32.97,32.11 2019-10-29,32.54,33.15,32.45 2019-10-30,32.53,32.83,32.24 2019-10-31,32.35,32.74,32.18 2019-11-01,32.9,33.1,32.2 2019-11-04,32.85,33.12,32.68 2019-11-05,33.3,33.75,32.96 2019-11-06,33.57,33.9,33.32 2019-11-07,33.68,33.93,33.16 2019-11-08,34.4,35.1,34.04 2019-11-11,34.2,34.75,33.89 2019-11-12,34.03,34.74,33.54 2019-11-13,34.21,34.22,33.7 2019-11-14,33.37,33.7,32.66 2019-11-15,32.8,33.54,32.79 2019-11-18,33.1,33.44,32.54 2019-11-19,33.99,34.34,33.09 2019-11-20,33.69,34.2,33.47 2019-11-21,33.46,33.75,32.9 2019-11-22,31.99,33.66,31.92 2019-11-25,31.71,32.15,30.93 2019-11-26,32.0,32.37,31.5 2019-11-27,31.79,31.98,31.41 2019-11-28,31.75,31.94,31.54 2019-11-29,31.41,31.68,31.06 2019-12-02,31.08,31.72,30.81 2019-12-03,31.03,31.05,30.56 2019-12-04,30.52,31.08,30.31 2019-12-05,31.13,31.18,30.61 2019-12-06,31.28,31.33,30.81 2019-12-09,30.69,31.28,30.51 2019-12-10,30.59,30.7,30.13 2019-12-11,31.35,31.75,30.65 2019-12-12,31.13,31.37,30.91 2019-12-13,31.9,32.24,31.51 2019-12-16,32.13,32.41,31.82 2019-12-17,32.77,33.1,31.82 2019-12-18,33.1,33.6,32.54 2019-12-19,32.57,33.25,32.17 2019-12-20,32.21,32.62,32.05 2019-12-23,31.41,32.1,31.37 2019-12-24,31.8,31.93,31.28 2019-12-25,32.21,32.52,31.66 2019-12-26,32.36,32.59,32.14 2019-12-27,32.0,32.57,31.96 2019-12-30,32.58,32.65,31.61 2019-12-31,32.74,32.88,32.32 2020-01-02,33.91,34.37,32.57 2020-01-03,34.17,34.3,33.69 2020-01-06,34.41,35.12,33.56 2020-01-07,34.4,34.96,34.17 2020-01-08,34.08,34.79,33.9 2020-01-09,34.65,34.78,34.13 2020-01-10,34.36,34.66,34.01 2020-01-13,35.23,35.5,34.5 2020-01-14,35.36,35.6,34.85 2020-01-15,36.7,37.0,35.02 2020-01-16,36.8,36.9,36.16 2020-01-17,35.67,36.55,35.6 2020-01-20,36.12,36.67,35.5 2020-01-21,34.99,36.06,34.88 2020-01-22,36.61,36.8,34.61 2020-01-23,36.0,36.82,35.12 2020-02-03,32.47,34.2,32.4 2020-02-04,34.18,34.29,32.8 2020-02-05,35.1,36.1,33.93 2020-02-06,35.5,35.73,34.41 2020-02-07,35.2,35.5,34.48 2020-02-10,35.03,35.15,34.5 2020-02-11,35.56,35.85,34.58 2020-02-12,36.0,36.11,35.03 2020-02-13,35.96,36.65,35.61 2020-02-14,35.74,36.76,35.35 2020-02-17,37.15,37.24,35.6 2020-02-18,36.83,37.08,36.26 2020-02-19,38.17,38.51,36.57 2020-02-20,38.79,39.13,37.9 2020-02-21,39.4,40.09,38.56 2020-02-24,39.05,39.59,38.51 2020-02-25,38.35,38.6,36.99 2020-02-26,36.9,38.14,36.75 2020-02-27,36.8,37.59,36.2 2020-02-28,35.0,36.7,34.88 2020-03-02,35.6,36.18,34.31 2020-03-03,35.85,36.95,35.5 2020-03-04,35.53,35.82,34.8 2020-03-05,36.18,36.5,35.34 2020-03-06,35.22,35.87,35.08 2020-03-09,33.48,34.69,33.4 2020-03-10,34.4,34.57,33.01 2020-03-11,33.86,34.75,33.8 2020-03-12,32.88,33.38,32.75 2020-03-13,32.04,32.5,30.18 2020-03-16,30.1,32.2,29.88 2020-03-17,29.02,30.6,27.91 2020-03-18,29.0,30.3,29.0 2020-03-19,29.03,29.3,27.76 2020-03-20,29.08,29.76,28.59 2020-03-23,27.18,28.18,27.17 2020-03-24,27.84,28.25,27.0 2020-03-25,28.85,29.25,28.57 2020-03-26,28.32,28.85,28.14 ","date,5日,close 2019-09-24,34.1552136361327,34.09 2019-09-25,33.55123135023455,33.06 2019-09-26,33.30599129536486,33.2 2019-09-27,33.17966334927113,33.19 2019-09-30,32.6302216677549,32.3 2019-10-10,31.571556290663807,30.9 2019-10-11,30.904198757438458,30.68 2019-10-14,30.7437955474007,30.97 2019-10-15,30.33097239322828,30.31 2019-10-16,30.345165169904064,30.67 2019-10-17,30.532010273992846,30.93 2019-10-18,30.38705140092199,30.44 2019-10-21,30.978508412788052,31.61 2019-10-22,31.36154392775208,31.7 2019-10-23,31.558277053541413,31.68 2019-10-24,31.742572103498738,31.83 2019-10-25,32.07308411420213,32.26 2019-10-28,32.54074677293674,32.8 2019-10-29,32.63295831315915,32.54 2019-10-30,32.65805696290698,32.53 2019-10-31,32.55498336691635,32.35 2019-11-01,32.791952505707584,32.9 2019-11-04,32.88149962231395,32.85 2019-11-05,33.1677983827708,33.3 2019-11-06,33.4597313448882,33.57 2019-11-07,33.66284251195279,33.68 2019-11-08,34.15502052932007,34.4 2019-11-11,34.2898751448922,34.2 2019-11-12,34.24537995793624,34.03 2019-11-13,34.30167321285178,34.21 2019-11-14,33.84983985805293,33.37 2019-11-15,33.27904282724756,32.8 2019-11-18,33.13879494386211,33.1 2019-11-19,33.5665964463728,33.99 2019-11-20,33.63710862011389,33.69 2019-11-21,33.54654640620839,33.46 2019-11-22,32.680013599338345,31.99 2019-11-25,32.06266417413629,31.71 2019-11-26,31.910212854698003,32.0 2019-11-27,31.73576639553677,31.79 2019-11-28,31.6420383697388,31.75 2019-11-29,31.42348831719095,31.41 2019-12-02,31.14152292525958,31.08 2019-12-03,30.981591314927904,31.03 2019-12-04,30.63255600867739,30.52 2019-12-05,30.803811871601898,31.13 2019-12-06,30.999502047168136,31.28 2019-12-09,30.789864119956675,30.69 2019-12-10,30.63004013897861,30.59 2019-12-11,30.976780576435186,31.35 2019-12-12,31.050134040145302,31.13 2019-12-13,31.519387352889215,31.9 2019-12-16,31.898012452676596,32.13 2019-12-17,32.44762222450693,32.77 2019-12-18,32.91104632037519,33.1 2019-12-19,32.843562994052725,32.57 2019-12-20,32.583174516347995,32.21 2019-12-23,31.981538024440553,31.41 2019-12-24,31.867306469766078,31.8 2019-12-25,32.03683617104786,32.21 2019-12-26,32.21475646372333,32.36 2019-12-27,32.10997032005428,32.0 2019-12-30,32.37340199841756,32.58 2019-12-31,32.60232696675486,32.74 2020-01-02,33.36936840082088,33.91 2020-01-03,33.91479032698125,34.17 2020-01-06,34.31889003561015,34.41 2020-01-07,34.50305767993298,34.4 2020-01-08,34.39568133519502,34.08 2020-01-09,34.62954947806759,34.65 2020-01-10,34.57465204400344,34.36 2020-01-13,35.00973629064123,35.23 2020-01-14,35.29980303463121,35.36 2020-01-15,36.17985458366774,36.7 2020-01-16,36.684338096165334,36.8 2020-01-17,36.29362653547923,35.67 2020-01-20,36.3006851156766,36.12 2020-01-21,35.65596836068914,34.99 2020-01-22,36.19543109617369,36.61 2020-01-23,36.14236663459198,36.0 2020-02-03,34.14185280337877,32.47 2020-02-04,34.016974122464156,34.18 2020-02-05,34.49069758400608,35.1 2020-02-06,34.991163835357376,35.5 2020-02-07,35.10346396536269,35.2 2020-02-10,35.0696569158803,35.03 2020-02-11,35.34466968101254,35.56 2020-02-12,35.735267612069926,36.0 2020-02-13,35.916059180087665,35.96 2020-02-14,35.879071079196905,35.74 2020-02-17,36.630512914445816,37.15 2020-02-18,36.84443007295134,36.83 2020-02-19,37.68234546862587,38.17 2020-02-20,38.45338059241168,38.79 2020-02-21,39.17235391493742,39.4 2020-02-24,39.32274717884469,39.05 2020-02-25,38.97039449848741,38.35 2020-02-26,37.93930502960779,36.9 2020-02-27,37.31000915126042,36.8 2020-02-28,35.97365441074377,35.0 2020-03-02,35.6048684804315,35.6 2020-03-03,35.579311569133665,35.85 2020-03-04,35.42025165643089,35.53 2020-03-05,35.722863733404,36.18 2020-03-06,35.37481757501382,35.22 2020-03-09,34.236261774061106,33.48 2020-03-10,34.15731899874199,34.4 2020-03-11,33.84919787651772,33.86 2020-03-12,33.169010947027196,32.88 2020-03-13,32.36792665091727,32.04 2020-03-16,30.89767511365539,30.1 2020-03-17,29.5555994177995,29.02 2020-03-18,28.88849917321916,29.0 2020-03-19,28.621065823047992,29.03 2020-03-20,28.575421464855474,29.08 2020-03-23,27.555643809563747,27.18 2020-03-24,27.427337761704784,27.84 2020-03-25,27.977275322466937,28.85 2020-03-26,28.024216980309347,28.32 " 1677,CN,technical,2025年02月21日至2025年04月25日,浪潮信息股价跌破20日双指数移动平均线的次数是多少?(平滑系数 alpha 取 2 / (n + 1);从前 5n 个数据开始计算;初始值用首个数据点)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,4.0,medium,moving average,DEMA = 2 * EMA1 - EMA2;EMA1 = EMA_n(P);EMA2 = EMA_n(EMA1),"date,close,high,low 2024-09-18,31.18,31.33,30.7 2024-09-19,31.64,31.98,30.93 2024-09-20,32.37,32.57,31.59 2024-09-23,32.21,32.79,32.02 2024-09-24,33.5,33.52,32.03 2024-09-25,33.3,34.37,33.27 2024-09-26,34.3,34.3,33.2 2024-09-27,37.73,37.73,34.68 2024-09-30,41.5,41.5,38.88 2024-10-08,45.65,45.65,42.2 2024-10-09,43.2,47.0,42.0 2024-10-10,41.27,43.99,40.56 2024-10-11,39.5,41.27,39.0 2024-10-14,40.45,40.59,38.8 2024-10-15,41.79,44.15,41.71 2024-10-16,40.91,41.66,40.58 2024-10-17,41.63,43.23,41.18 2024-10-18,43.4,44.77,41.31 2024-10-21,43.62,45.15,43.41 2024-10-22,43.29,43.95,42.8 2024-10-23,43.85,45.12,42.93 2024-10-24,43.02,43.57,42.51 2024-10-25,43.2,43.59,42.71 2024-10-28,43.58,43.9,42.97 2024-10-29,44.51,46.44,42.89 2024-10-30,44.83,45.5,43.77 2024-10-31,46.78,47.5,45.03 2024-11-01,43.7,48.42,43.51 2024-11-04,46.1,46.61,43.25 2024-11-05,47.45,48.38,45.4 2024-11-06,46.4,47.7,46.0 2024-11-07,47.01,47.18,45.25 2024-11-08,51.71,51.71,47.55 2024-11-11,54.72,56.88,52.8 2024-11-12,55.88,56.7,53.12 2024-11-13,57.01,59.5,54.78 2024-11-14,52.4,56.16,52.3 2024-11-15,49.21,53.4,49.19 2024-11-18,46.92,49.75,46.24 2024-11-19,48.9,49.84,46.12 2024-11-20,48.89,49.81,48.15 2024-11-21,49.26,50.05,48.5 2024-11-22,47.71,50.97,47.48 2024-11-25,46.45,47.87,44.9 2024-11-26,45.29,46.58,45.26 2024-11-27,46.62,46.63,44.56 2024-11-28,47.21,48.99,46.32 2024-11-29,47.8,48.6,46.31 2024-12-02,48.03,48.37,47.51 2024-12-03,46.5,48.15,45.9 2024-12-04,46.12,47.03,45.9 2024-12-05,46.26,46.69,45.96 2024-12-06,47.84,48.32,46.75 2024-12-09,46.9,48.05,46.46 2024-12-10,47.09,48.61,47.0 2024-12-11,47.1,47.44,46.73 2024-12-12,47.18,47.48,46.39 2024-12-13,45.76,47.03,45.75 2024-12-16,45.6,46.3,45.41 2024-12-17,45.78,46.92,45.5 2024-12-18,46.54,47.17,45.2 2024-12-19,51.19,51.19,45.81 2024-12-20,51.56,53.0,50.97 2024-12-23,50.85,53.0,50.26 2024-12-24,53.88,54.23,50.5 2024-12-25,53.86,55.33,52.72 2024-12-26,55.05,56.37,52.31 2024-12-27,53.43,55.55,52.72 2024-12-30,53.07,54.55,52.99 2024-12-31,51.88,54.15,51.6 2025-01-02,48.69,52.1,47.92 2025-01-03,45.88,48.8,45.8 2025-01-06,45.91,47.19,45.36 2025-01-07,48.58,48.74,45.89 2025-01-08,48.03,48.35,46.13 2025-01-09,49.04,49.95,47.55 2025-01-10,46.86,48.84,46.86 2025-01-13,46.63,47.27,46.0 2025-01-14,50.45,50.45,46.0 2025-01-15,50.97,52.23,50.2 2025-01-16,49.85,51.7,49.1 2025-01-17,50.0,51.25,49.01 2025-01-20,50.42,51.2,49.88 2025-01-21,52.33,52.94,50.99 2025-01-22,52.96,54.0,51.71 2025-01-23,51.74,53.91,51.42 2025-01-24,52.96,53.19,51.5 2025-01-27,51.94,55.56,51.73 2025-02-05,55.71,56.98,53.84 2025-02-06,56.28,57.08,54.2 2025-02-07,60.28,61.91,55.7 2025-02-10,60.82,64.46,60.1 2025-02-11,62.9,64.33,60.2 2025-02-12,62.94,65.75,61.62 2025-02-13,60.67,62.38,59.95 2025-02-14,63.27,63.67,60.3 2025-02-17,67.87,69.6,64.7 2025-02-18,63.14,66.47,62.92 2025-02-19,64.57,64.57,62.8 2025-02-20,63.36,64.28,62.22 2025-02-21,67.75,69.0,64.33 2025-02-24,67.13,68.88,66.0 2025-02-25,64.97,66.21,63.88 2025-02-26,65.08,65.99,63.26 2025-02-27,62.8,65.1,61.61 2025-02-28,59.21,62.65,59.0 2025-03-03,58.24,59.8,57.13 2025-03-04,58.81,58.87,57.01 2025-03-05,60.0,60.1,58.23 2025-03-06,61.39,62.0,60.45 2025-03-07,59.88,61.25,59.3 2025-03-10,59.3,60.19,58.79 2025-03-11,58.82,59.09,57.9 2025-03-12,59.49,60.88,58.91 2025-03-13,57.79,59.2,57.5 2025-03-14,59.27,59.5,57.53 2025-03-17,59.37,60.16,58.67 2025-03-18,59.85,60.86,59.5 2025-03-19,59.06,60.2,58.84 2025-03-20,58.3,59.5,58.21 2025-03-21,56.63,58.18,56.5 2025-03-24,57.62,57.85,55.77 2025-03-25,55.43,57.71,55.26 2025-03-26,53.83,54.94,53.58 2025-03-27,53.57,54.16,53.17 2025-03-28,53.54,54.1,53.45 2025-03-31,53.48,53.8,52.22 2025-04-01,53.07,53.88,53.06 2025-04-02,53.08,53.67,52.9 2025-04-03,52.2,53.19,51.88 2025-04-07,46.98,49.06,46.98 2025-04-08,44.63,46.78,43.26 2025-04-09,45.7,46.06,41.57 2025-04-10,47.25,48.44,47.1 2025-04-11,47.78,48.2,46.35 2025-04-14,48.22,49.3,48.08 2025-04-15,48.35,48.79,47.52 2025-04-16,47.19,48.05,46.59 2025-04-17,47.12,48.0,46.8 2025-04-18,47.29,47.6,46.9 2025-04-21,48.69,48.69,46.97 2025-04-22,47.97,48.69,47.8 2025-04-23,48.58,49.13,48.01 2025-04-24,47.75,48.68,47.53 2025-04-25,48.16,48.58,47.85 ","date,20日,close 2024-11-18,51.65065603457001,46.92 2024-11-19,51.475095667666395,48.9 2024-11-20,51.30621205060773,48.89 2024-11-21,51.21316934321407,49.26 2024-11-22,50.83811017146356,47.71 2024-11-25,50.27414463475656,46.45 2024-11-26,49.56736881323671,45.29 2024-11-27,49.19127913790426,46.62 2024-11-28,48.96712156568967,47.21 2024-11-29,48.874719366523635,47.8 2024-12-02,48.831054805605184,48.03 2024-12-03,48.51049442983652,46.5 2024-12-04,48.160915578653224,46.12 2024-12-05,47.88163751155167,46.26 2024-12-06,47.924934717288934,47.84 2024-12-09,47.789085629765125,46.9 2024-12-10,47.704283219073154,47.09 2024-12-11,47.63110679472828,47.1 2024-12-12,47.580900181650236,47.18 2024-12-13,47.27856868947841,45.76 2024-12-16,46.988283103464944,45.6 2024-12-17,46.77071795842022,45.78 2024-12-18,46.72150279017798,46.54 2024-12-19,47.52310667476719,51.19 2024-12-20,48.27967487349199,51.56 2024-12-23,48.799952470420976,50.85 2024-12-24,49.79410304323205,53.88 2024-12-25,50.64134101287347,53.86 2024-12-26,51.57995222146543,55.05 2024-12-27,52.08589062830407,53.43 2024-12-30,52.44693417106037,53.07 2024-12-31,52.53226066142497,51.88 2025-01-02,52.017507419647,48.69 2025-01-03,51.05620141066643,45.88 2025-01-06,50.22777448349035,45.91 2025-01-07,49.9948193391717,48.58 2025-01-08,49.691517560360545,48.03 2025-01-09,49.611386012985776,49.04 2025-01-10,49.145143308554424,46.86 2025-01-13,48.70102950008744,46.63 2025-01-14,49.011666228303014,50.45 2025-01-15,49.37332879966948,50.97 2025-01-16,49.48069132362553,49.85 2025-01-17,49.59913827567457,50.0 2025-01-20,49.77592466249319,50.42 2025-01-21,50.27296817041053,52.33 2025-01-22,50.812788654937776,52.96 2025-01-23,51.05284316807743,51.74 2025-01-24,51.4768982850187,52.96 2025-01-27,51.65244545979358,51.94 2025-02-05,52.48265577329599,55.71 2025-02-06,53.29493536531682,56.28 2025-02-07,54.712561649349134,60.28 2025-02-10,56.02147965827945,60.82 2025-02-11,57.51380048048063,62.9 2025-02-12,58.79151616050945,62.94 2025-02-13,59.46328327127673,60.67 2025-02-14,60.49578847286829,63.27 2025-02-17,62.20062118008616,67.87 2025-02-18,62.78956023356757,63.14 2025-02-19,63.534251293369195,64.57 2025-02-20,63.933744416759026,63.36 2025-02-21,65.05193498337283,67.75 2025-02-24,65.87927977841613,67.13 2025-02-25,66.17604701627774,64.97 2025-02-26,66.4279943741075,65.08 2025-02-27,66.20840484730503,62.8 2025-02-28,65.34648775305354,59.21 2025-03-03,64.40930402961362,58.24 2025-03-04,63.689574913331846,58.81 2025-03-05,63.27202273503015,60.0 2025-03-06,63.15269296789401,61.39 2025-03-07,62.76509927672004,59.88 2025-03-10,62.31643324583414,59.3 2025-03-11,61.83472310947781,58.82 2025-03-12,61.534595554687456,59.49 2025-03-13,60.961977800723574,57.79 2025-03-14,60.73294623522731,59.27 2025-03-17,60.5503335819732,59.37 2025-03-18,60.477216797046616,59.85 2025-03-19,60.268364129140295,59.06 2025-03-20,59.94856986693906,58.3 2025-03-21,59.368887308838374,56.63 2025-03-24,59.04911190586854,57.62 2025-03-25,58.37710426846358,55.43 2025-03-26,57.510022240851235,53.83 2025-03-27,56.719689585677855,53.57 2025-03-28,56.03871714381775,53.54 2025-03-31,55.447728662895386,53.48 2025-04-01,54.87172468043607,53.07 2025-04-02,54.38568310132143,53.08 2025-04-03,53.816332211376604,52.2 2025-04-07,52.388665544447825,46.98 2025-04-08,50.744623982227694,44.63 2025-04-09,49.53746411853069,45.7 2025-04-10,48.79566237869227,47.25 2025-04-11,48.27055335919921,47.78 2025-04-14,47.91607134225184,48.22 2025-04-15,47.65223394205454,48.35 2025-04-16,47.232156306590966,47.19 2025-04-17,46.87520244802245,47.12 2025-04-18,46.616061512114676,47.29 2025-04-21,46.66401134451566,48.69 2025-04-22,46.59102686405919,47.97 2025-04-23,46.65444748786639,48.58 2025-04-24,46.57326167209072,47.75 2025-04-25,46.59185322269532,48.16 " 1678,CN,technical,在2019年10月06日-2020年05月25日,立讯精密的价格有多少次跌破60日双指数移动平均线?(平滑系数 alpha 取 2 / (n + 1);从前 5n 个数据开始计算;初始值用首个数据点)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,19.0,medium,moving average,DEMA = 2 * EMA1 - EMA2;EMA1 = EMA_n(P);EMA2 = EMA_n(EMA1),"date,close,high,low 2018-07-11,22.29,22.45,21.2 2018-07-12,23.79,24.4,22.24 2018-07-13,24.4,24.81,23.57 2018-07-16,24.52,25.1,24.11 2018-07-17,18.97,19.27,18.66 2018-07-18,18.53,18.93,18.42 2018-07-19,18.37,18.86,18.13 2018-07-20,18.56,18.86,18.19 2018-07-23,19.32,19.6,18.66 2018-07-24,19.18,19.58,19.01 2018-07-25,19.48,19.64,19.12 2018-07-26,18.69,19.6,18.55 2018-07-27,18.76,19.08,18.52 2018-07-30,18.35,18.96,18.15 2018-07-31,18.05,18.64,17.88 2018-08-01,17.92,18.85,17.75 2018-08-02,18.4,18.53,17.58 2018-08-03,17.7,18.62,17.39 2018-08-06,16.91,17.76,16.88 2018-08-07,18.05,18.09,17.05 2018-08-08,17.54,18.29,17.54 2018-08-09,18.6,18.61,17.45 2018-08-10,18.52,18.74,18.15 2018-08-13,18.99,19.0,18.12 2018-08-14,18.43,18.98,18.22 2018-08-15,17.76,18.42,17.54 2018-08-16,17.49,18.08,17.2 2018-08-17,16.42,17.79,16.36 2018-08-20,16.32,16.95,15.6 2018-08-21,17.03,17.16,16.48 2018-08-22,16.85,17.12,15.88 2018-08-23,16.65,16.92,16.38 2018-08-24,17.57,17.63,16.93 2018-08-27,18.55,18.6,17.57 2018-08-28,18.6,18.65,18.14 2018-08-29,18.54,18.76,18.25 2018-08-30,18.66,19.13,18.5 2018-08-31,18.6,19.04,18.2 2018-09-03,17.77,18.67,17.35 2018-09-04,18.75,18.75,17.35 2018-09-05,18.2,18.75,18.12 2018-09-06,18.07,18.46,17.71 2018-09-07,17.88,18.56,17.76 2018-09-10,16.09,17.51,16.09 2018-09-11,16.24,16.55,15.82 2018-09-12,16.0,16.58,15.88 2018-09-13,16.13,16.8,15.56 2018-09-14,15.95,16.28,15.1 2018-09-17,14.98,15.71,14.72 2018-09-18,15.1,15.13,14.42 2018-09-19,14.77,15.19,14.08 2018-09-20,15.17,15.38,14.84 2018-09-21,15.26,15.35,14.58 2018-09-25,15.58,15.71,15.05 2018-09-26,15.63,15.95,15.45 2018-09-27,15.24,15.84,14.9 2018-09-28,15.42,15.52,14.88 2018-10-08,14.11,14.91,14.08 2018-10-09,14.93,15.21,14.54 2018-10-10,14.95,15.15,14.73 2018-10-11,14.68,14.8,14.13 2018-10-12,15.18,15.18,14.21 2018-10-15,15.35,15.85,15.2 2018-10-16,14.99,15.32,14.91 2018-10-17,15.11,15.4,14.51 2018-10-18,15.17,15.67,14.73 2018-10-19,16.12,16.12,14.86 2018-10-22,17.73,17.73,16.7 2018-10-23,17.1,17.81,17.02 2018-10-24,16.83,17.38,16.69 2018-10-25,17.19,17.57,16.08 2018-10-26,16.49,17.3,16.18 2018-10-29,16.19,16.58,15.9 2018-10-30,16.49,16.71,15.5 2018-10-31,16.6,16.68,16.2 2018-11-01,16.51,17.05,16.5 2018-11-02,17.05,17.35,16.45 2018-11-05,16.04,16.7,15.69 2018-11-06,15.31,15.74,15.12 2018-11-07,15.49,15.98,15.37 2018-11-08,15.53,15.9,15.28 2018-11-09,15.15,15.45,15.11 2018-11-12,15.69,15.7,14.8 2018-11-13,15.4,15.5,14.42 2018-11-14,15.09,15.33,14.93 2018-11-15,15.35,15.51,15.01 2018-11-16,15.84,15.85,15.3 2018-11-19,16.18,16.49,15.98 2018-11-20,15.58,16.05,15.54 2018-11-21,15.55,15.58,15.23 2018-11-22,15.53,15.66,15.42 2018-11-23,15.19,15.55,14.95 2018-11-26,14.88,15.34,14.75 2018-11-27,14.8,15.0,14.4 2018-11-28,14.89,15.09,14.5 2018-11-29,14.65,15.27,14.62 2018-11-30,15.09,15.18,14.56 2018-12-03,15.73,16.15,15.55 2018-12-04,15.82,16.0,15.61 2018-12-05,15.73,15.84,15.32 2018-12-06,15.04,15.3,15.03 2018-12-07,15.15,15.29,15.05 2018-12-10,14.95,15.09,14.83 2018-12-11,14.94,15.05,14.76 2018-12-12,14.75,15.25,14.6 2018-12-13,14.86,14.96,14.55 2018-12-14,14.15,14.79,14.01 2018-12-17,13.5,14.12,12.86 2018-12-18,13.65,13.71,13.24 2018-12-19,13.13,13.74,13.07 2018-12-20,13.29,13.45,13.02 2018-12-21,13.2,13.38,12.92 2018-12-24,13.6,13.8,13.09 2018-12-25,13.77,13.93,13.32 2018-12-26,14.01,14.1,13.65 2018-12-27,13.96,14.46,13.96 2018-12-28,14.06,14.25,13.78 2019-01-02,14.14,14.47,14.02 2019-01-03,13.45,13.87,13.0 2019-01-04,13.21,13.37,12.81 2019-01-07,13.71,13.76,13.15 2019-01-08,13.91,14.12,13.52 2019-01-09,13.99,14.3,13.85 2019-01-10,14.91,15.03,14.16 2019-01-11,14.75,15.08,14.69 2019-01-14,14.82,15.0,14.73 2019-01-15,15.04,15.04,14.58 2019-01-16,14.92,15.25,14.75 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2019-04-25,25.902675778481914,26.95 2019-04-26,26.022460878363557,26.06 2019-04-29,26.14294518074855,26.19 2019-04-30,26.249259095255173,26.09 2019-05-06,26.18020284693928,23.48 2019-05-07,26.15784713294428,24.18 2019-05-08,26.079338229706337,23.32 2019-05-09,25.986802125140336,23.07 2019-05-10,26.007391915923783,24.78 2019-05-13,25.920201239775828,23.15 2019-05-14,25.807921866319735,22.72 2019-05-15,25.75245393123079,23.54 2019-05-16,25.627881585686712,22.45 2019-05-17,25.442784068572585,21.44 2019-05-20,25.17244394673743,20.0 2019-05-21,24.99589362695912,21.27 2019-05-22,24.826080340838146,21.26 2019-05-23,24.581472877696392,19.99 2019-05-24,24.37415106347784,20.4 2019-05-27,24.18882888139004,20.6 2019-05-28,24.067715785079056,21.47 2019-05-29,23.93678712305303,21.24 2019-05-30,23.813984161213522,21.28 2019-05-31,23.707987642318553,21.46 2019-06-03,23.627050842307085,21.78 2019-06-04,23.533869115833248,21.54 2019-06-05,23.470998633081635,21.95 2019-06-06,23.363464060388623,21.22 2019-06-10,23.323769971760317,22.2 2019-06-11,23.329932239322215,22.89 2019-06-12,23.324259335378564,22.72 2019-06-13,23.269283679380344,21.96 2019-06-14,23.193871856416813,21.61 2019-06-17,23.084857063844463,21.04 2019-06-18,23.000670038528753,21.35 2019-06-19,23.020756650923786,22.91 2019-06-20,23.089737696648964,23.69 2019-06-21,23.160719709382846,23.78 2019-06-24,23.203279641521817,23.4 2019-06-25,23.210411596697757,22.89 2019-06-26,23.26253325474147,23.6 2019-06-27,23.40840408479554,25.1 2019-06-28,23.52669022913283,24.79 2019-07-01,23.79866209355679,27.27 2019-07-02,24.037474082722497,26.97 2019-07-03,24.187281832777565,25.78 2019-07-04,24.31494957010909,25.56 2019-07-05,24.063563274857966,19.79 2019-07-08,23.808962375403897,19.56 2019-07-09,23.56879532877632,19.6 2019-07-10,23.35791205260709,19.88 2019-07-11,23.132382266916284,19.5 2019-07-12,22.91749414193446,19.5 2019-07-15,22.761811384710736,20.26 2019-07-16,22.604450749549592,20.12 2019-07-17,22.484238394270324,20.58 2019-07-18,22.334903225685483,20.04 2019-07-19,22.19015306853778,20.0 2019-07-22,22.05238475106793,20.0 2019-07-23,21.945160603764297,20.37 2019-07-24,21.897982990440195,21.22 2019-07-25,21.883433889676166,21.69 2019-07-26,21.885094960539295,21.93 2019-07-29,21.880247287288125,21.83 2019-07-30,21.8575986068967,21.55 2019-07-31,21.839305016230178,21.6 2019-08-01,21.834188862192264,21.79 2019-08-02,21.784206038313,21.09 2019-08-05,21.681231828671248,20.23 2019-08-06,21.60204393534213,20.52 2019-08-07,21.524220438319823,20.48 2019-08-08,21.518017676995463,21.53 2019-08-09,21.477398520081163,20.99 2019-08-12,21.5201437822959,22.25 2019-08-13,21.548016849385476,22.05 2019-08-14,21.597206335851823,22.4 2019-08-15,21.72470963524605,23.65 2019-08-16,21.836383955764816,23.5 2019-08-19,21.989727888552448,24.23 2019-08-20,22.212988119264498,25.43 2019-08-21,22.39241217479569,24.92 2019-08-22,22.53008631846807,24.41 2019-08-23,22.742169991902536,25.67 2019-08-26,22.909537524086836,25.14 2019-08-27,23.074312646214548,25.23 2019-08-28,23.20304281271326,24.8 2019-08-29,23.33228160291244,24.91 2019-08-30,23.427146182937076,24.48 2019-09-02,23.533793594475387,24.74 2019-09-03,23.69032798447456,25.6 2019-09-04,23.806569559225764,25.1 2019-09-05,23.945083572521128,25.54 2019-09-06,24.08218299364208,25.63 2019-09-09,24.240483007871447,26.07 2019-09-10,24.338940523996392,25.27 2019-09-11,24.373999607988594,24.37 2019-09-12,24.43968750719442,24.88 2019-09-16,24.573850588921566,26.0 2019-09-17,24.7054083113447,26.07 2019-09-18,24.889931503634294,27.0 2019-09-19,25.071271333342853,27.1 2019-09-20,25.282440068059902,27.71 2019-09-23,25.49291805926597,27.87 2019-09-24,25.651096563740914,27.23 2019-09-25,25.756265869793676,26.54 2019-09-26,25.828404889113884,26.12 2019-09-27,26.011012335149136,27.9 2019-09-30,26.11034382407902,26.76 2019-10-08,26.167847596631727,26.2 2019-10-09,26.20555231092075,25.95 2019-10-10,26.311499072865494,27.05 2019-10-11,26.42108108900046,27.2 2019-10-14,26.601831068524728,28.4 2019-10-15,26.75737617856232,28.16 2019-10-16,26.88440198434749,27.85 2019-10-17,27.104245903186722,29.4 2019-10-18,27.287223516158132,29.01 2019-10-21,27.45960625646688,29.0 2019-10-22,27.67928534649345,29.88 2019-10-23,27.92263545963415,30.43 2019-10-24,28.158145054367886,30.51 2019-10-25,28.47451600815737,31.96 2019-10-28,28.781323110040884,32.07 2019-10-29,29.14347044388027,33.18 2019-10-30,29.529813090297726,33.85 2019-10-31,29.76430368417518,31.81 2019-11-01,30.050367791283673,32.81 2019-11-04,30.322882622156968,32.84 2019-11-05,30.7043641044954,34.76 2019-11-06,31.03206084827452,34.24 2019-11-07,31.35174483690715,34.39 2019-11-08,31.658590573290528,34.46 2019-11-11,31.9305969280493,34.18 2019-11-12,32.1713525671794,33.93 2019-11-13,32.47973874550327,35.19 2019-11-14,32.771147864493706,35.19 2019-11-15,33.01862718503864,34.76 2019-11-18,33.222991873583865,34.31 2019-11-19,33.48693745631205,35.42 2019-11-20,33.68949774216305,34.7 2019-11-21,33.87620947666417,34.64 2019-11-22,33.944631597032824,32.98 2019-11-25,33.97341925481706,32.45 2019-11-26,34.05353647054608,33.3 2019-11-27,34.21023463826188,34.58 2019-11-28,34.34174374421879,34.34 2019-11-29,34.44477417229166,34.03 2019-12-02,34.52265372709749,33.75 2019-12-03,34.579844835770075,33.52 2019-12-04,34.685741871498706,34.35 2019-12-05,34.89409570484601,36.05 2019-12-06,35.17087703004423,37.3 2019-12-09,35.37146619556287,36.36 2019-12-10,35.58984970010146,36.82 2019-12-11,35.729036365110446,35.79 2019-12-12,35.841896519755934,35.52 2019-12-13,36.0232398716081,36.7 2019-12-16,36.21038398563953,36.96 2019-12-17,36.43463744573114,37.71 2019-12-18,36.57097922073676,36.55 2019-12-19,36.669480108108885,36.1 2019-12-20,36.75263078494573,35.97 2019-12-23,36.79216773279021,35.39 2019-12-24,36.837967099765606,35.55 2019-12-25,36.87620298475413,35.5 2019-12-26,36.902108468147304,35.37 2019-12-27,36.92534108137468,35.38 2019-12-30,36.93315923840747,35.19 2019-12-31,37.02309268846861,36.5 2020-01-02,37.177611895377765,37.6 2020-01-03,37.30133425809456,37.27 2020-01-06,37.470576990581755,38.1 2020-01-07,37.6424801466757,38.3 2020-01-08,37.7433737144737,37.36 2020-01-09,38.00504450583273,39.96 2020-01-10,38.2371046635047,39.73 2020-01-13,38.568674937678885,41.48 2020-01-14,38.90456352264249,41.83 2020-01-15,39.34254522384318,43.7 2020-01-16,39.69891289946377,42.8 2020-01-17,39.97757998552597,41.9 2020-01-20,40.3499878884124,43.6 2020-01-21,40.73540900058494,44.12 2020-01-22,41.2982655594321,47.2 2020-01-23,41.69894027566677,45.15 2020-02-03,41.79046215852359,40.7 2020-02-04,42.12387409767718,44.56 2020-02-05,42.441625095743,44.61 2020-02-06,42.73605259477126,44.53 2020-02-07,42.900545449847385,42.78 2020-02-10,43.08267859865702,43.22 2020-02-11,43.40026924004688,45.5 2020-02-12,43.67383332113205,45.1 2020-02-13,43.86678715960907,44.1 2020-02-14,44.06431609352469,44.36 2020-02-17,44.36552032749034,46.16 2020-02-18,44.62923165700511,45.85 2020-02-19,44.89208094789812,46.08 2020-02-20,45.37273938858799,49.7 2020-02-21,45.86897187299731,50.35 2020-02-24,46.37993919112062,51.0 2020-02-25,46.86549615903859,51.04 2020-02-26,47.102991945302044,47.61 2020-02-27,47.270890591956686,46.76 2020-02-28,47.49448952413538,47.8 2020-03-02,47.754949057813825,48.59 2020-03-03,47.96790252207166,48.1 2020-03-04,48.02020550487017,45.82 2020-03-05,48.044840243140015,45.48 2020-03-06,48.070288822270584,45.56 2020-03-09,47.89274121374181,42.48 2020-03-10,47.89432837038151,45.17 2020-03-11,47.815486010473215,43.97 2020-03-12,47.68986596239941,43.23 2020-03-13,47.5501393160155,42.96 2020-03-16,47.13714576231315,38.66 2020-03-17,46.677178241892,37.66 2020-03-18,46.22170507565883,37.42 2020-03-19,45.770668012514435,37.18 2020-03-20,45.406566241792675,38.22 2020-03-23,44.8118378008226,34.4 2020-03-24,44.309419887836825,35.41 2020-03-25,44.058166344527265,38.95 2020-03-26,43.71442911001002,37.35 2020-03-27,43.36667124121277,37.05 2020-03-30,43.10743667355675,38.18 2020-03-31,42.85833555108837,38.16 2020-04-01,42.67765445742624,39.05 2020-04-02,42.69370887697271,41.98 2020-04-03,42.65958649023078,41.23 2020-04-07,42.68611205480764,42.16 2020-04-08,42.725195914542326,42.39 2020-04-09,42.6872249744935,41.24 2020-04-10,42.547594299350266,39.65 2020-04-13,42.38676528635081,39.23 2020-04-14,42.36513861196315,41.28 2020-04-15,42.34309534187679,41.27 2020-04-16,42.321965268096065,41.28 2020-04-17,42.353321987283614,42.09 2020-04-20,42.40172280737034,42.39 2020-04-21,42.38313542857229,41.4 2020-04-22,42.39371451824971,41.85 2020-04-23,42.37722727102964,41.45 2020-04-24,42.347261934653076,41.24 2020-04-27,42.36512315914503,41.97 2020-04-28,42.60908833781202,45.5 2020-04-29,42.87912500365146,46.1 2020-04-30,43.21325054349895,47.31 2020-05-06,43.543129071323506,47.51 2020-05-07,43.81471591332081,46.87 2020-05-08,44.096579641710846,47.25 2020-05-11,44.324309101522424,46.64 2020-05-12,44.60562837408303,47.66 2020-05-13,44.98753911697128,49.45 2020-05-14,45.30833490829781,48.81 2020-05-15,45.574794679857725,48.23 2020-05-18,45.64632579678346,45.43 2020-05-19,45.805243967928675,46.86 2020-05-20,45.91312173677705,46.21 2020-05-21,46.000815912110056,46.0 2020-05-22,45.98932979565902,44.55 2020-05-25,45.94994777723691,44.13 " 1679,CN,technical,统计信达证券从2024年12月01日到2025年07月27日,股价跌破10日双指数移动平均线的总次数。(平滑系数 alpha 取 2 / (n + 1);从前 5n 个数据开始计算;初始值用首个数据点)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,19.0,medium,moving average,DEMA = 2 * EMA1 - EMA2;EMA1 = EMA_n(P);EMA2 = EMA_n(EMA1),"date,close,high,low 2024-09-12,12.39,12.56,12.39 2024-09-13,12.31,12.54,12.27 2024-09-18,12.32,12.4,12.12 2024-09-19,12.56,12.73,12.27 2024-09-20,12.7,12.7,12.41 2024-09-23,12.57,12.71,12.5 2024-09-24,13.46,13.5,12.55 2024-09-25,13.59,14.09,13.57 2024-09-26,14.35,14.46,13.46 2024-09-27,15.5,15.53,14.6 2024-09-30,17.05,17.05,16.13 2024-10-08,18.76,18.76,17.39 2024-10-09,16.88,18.49,16.88 2024-10-10,15.75,17.15,15.42 2024-10-11,15.62,16.14,15.36 2024-10-14,15.7,16.31,14.91 2024-10-15,15.1,15.69,15.06 2024-10-16,15.11,15.48,14.85 2024-10-17,14.88,15.38,14.87 2024-10-18,15.48,16.12,14.77 2024-10-21,15.17,15.41,15.08 2024-10-22,15.42,15.48,15.11 2024-10-23,15.36,15.67,15.26 2024-10-24,15.51,15.69,15.24 2024-10-25,15.6,15.78,15.31 2024-10-28,15.64,15.67,15.41 2024-10-29,15.21,15.88,15.18 2024-10-30,15.16,15.37,14.97 2024-10-31,15.31,15.68,14.88 2024-11-01,14.94,15.37,14.9 2024-11-04,16.05,16.1,15.03 2024-11-05,16.55,16.66,15.71 2024-11-06,16.48,17.1,16.26 2024-11-07,17.4,17.53,16.18 2024-11-08,16.69,17.68,16.67 2024-11-11,17.05,17.21,16.36 2024-11-12,16.54,17.19,16.33 2024-11-13,16.74,16.97,16.41 2024-11-14,16.29,16.87,16.21 2024-11-15,15.58,16.38,15.57 2024-11-18,15.19,15.7,15.07 2024-11-19,15.56,15.65,15.23 2024-11-20,15.47,15.59,15.37 2024-11-21,15.44,15.57,15.31 2024-11-22,14.71,15.45,14.68 2024-11-25,14.71,14.8,14.45 2024-11-26,14.67,14.98,14.61 2024-11-27,15.02,15.04,14.6 2024-11-28,14.87,15.09,14.84 2024-11-29,15.19,15.5,14.8 2024-12-02,15.39,15.45,14.99 2024-12-03,15.37,15.48,15.18 2024-12-04,15.15,15.45,15.04 2024-12-05,15.38,15.44,15.05 2024-12-06,15.48,15.66,15.23 2024-12-09,15.36,15.55,15.18 2024-12-10,15.6,16.13,15.54 2024-12-11,15.96,16.11,15.53 2024-12-12,16.36,16.68,15.91 2024-12-13,15.73,16.24,15.69 2024-12-16,15.46,15.73,15.35 2024-12-17,15.32,15.51,15.27 2024-12-18,15.27,15.41,15.14 2024-12-19,15.26,15.3,14.99 2024-12-20,15.33,15.47,15.23 2024-12-23,14.93,15.33,14.9 2024-12-24,15.19,15.2,14.95 2024-12-25,15.72,16.08,15.21 2024-12-26,16.11,16.24,15.61 2024-12-27,16.06,16.37,15.91 2024-12-30,16.03,16.19,15.91 2024-12-31,14.98,16.03,14.97 2025-01-02,14.27,14.98,14.12 2025-01-03,13.85,14.37,13.8 2025-01-06,14.05,14.26,13.7 2025-01-07,14.08,14.12,13.81 2025-01-08,13.91,14.08,13.57 2025-01-09,13.76,13.97,13.73 2025-01-10,13.41,13.84,13.41 2025-01-13,13.46,13.54,13.21 2025-01-14,13.9,13.93,13.44 2025-01-15,13.72,13.88,13.67 2025-01-16,13.66,13.94,13.55 2025-01-17,13.63,13.74,13.57 2025-01-20,13.67,13.84,13.62 2025-01-21,13.68,13.8,13.53 2025-01-22,13.65,13.69,13.54 2025-01-23,13.65,14.12,13.65 2025-01-24,13.74,13.77,13.61 2025-01-27,13.27,13.84,13.25 2025-02-05,13.38,13.44,13.27 2025-02-06,13.84,13.92,13.32 2025-02-07,14.03,14.3,13.75 2025-02-10,14.06,14.1,13.96 2025-02-11,13.92,14.06,13.81 2025-02-12,14.12,14.12,13.84 2025-02-13,13.96,14.23,13.91 2025-02-14,14.02,14.11,13.91 2025-02-17,15.04,15.42,14.72 2025-02-18,15.3,16.16,14.55 2025-02-19,16.35,16.83,15.17 2025-02-20,16.57,16.93,15.89 2025-02-21,16.44,16.99,16.16 2025-02-24,16.0,16.53,15.79 2025-02-25,15.83,16.42,15.74 2025-02-26,16.73,16.92,15.68 2025-02-27,16.44,16.68,16.0 2025-02-28,15.8,17.2,15.8 2025-03-03,16.0,16.58,15.79 2025-03-04,15.97,16.24,15.78 2025-03-05,15.89,16.08,15.75 2025-03-06,16.73,17.1,15.84 2025-03-07,16.36,16.85,16.23 2025-03-10,16.13,16.35,16.02 2025-03-11,16.22,16.49,15.95 2025-03-12,16.54,16.95,16.24 2025-03-13,16.78,17.39,16.36 2025-03-14,18.46,18.46,16.8 2025-03-17,17.67,18.46,17.64 2025-03-18,17.87,18.45,17.72 2025-03-19,18.18,18.38,17.7 2025-03-20,17.65,18.02,17.56 2025-03-21,17.49,18.07,17.37 2025-03-24,17.37,17.69,17.08 2025-03-25,16.75,17.3,16.6 2025-03-26,16.61,16.87,16.6 2025-03-27,16.66,16.98,16.35 2025-03-28,16.74,16.99,16.57 2025-03-31,16.2,16.74,16.08 2025-04-01,16.0,16.39,15.88 2025-04-02,15.97,16.12,15.88 2025-04-03,15.91,16.08,15.76 2025-04-07,14.32,15.17,14.32 2025-04-08,14.31,14.65,14.03 2025-04-09,14.5,14.65,13.71 2025-04-10,14.67,14.99,14.59 2025-04-11,15.05,15.27,14.62 2025-04-14,14.95,15.11,14.88 2025-04-15,14.91,14.95,14.79 2025-04-16,14.75,14.92,14.55 2025-04-17,14.73,14.88,14.64 2025-04-18,14.82,14.91,14.65 2025-04-21,14.88,14.9,14.59 2025-04-22,14.85,14.95,14.78 2025-04-23,14.83,15.06,14.76 2025-04-24,15.07,15.43,14.97 2025-04-25,14.94,15.1,14.78 2025-04-28,14.66,14.88,14.6 2025-04-29,14.69,14.77,14.56 2025-04-30,14.55,14.8,14.53 2025-05-06,14.99,14.99,14.6 2025-05-07,15.05,15.7,14.95 2025-05-08,15.13,15.22,14.92 2025-05-09,15.07,15.38,14.96 2025-05-12,15.37,15.42,15.05 2025-05-13,15.12,15.45,15.1 2025-05-14,15.57,15.79,15.0 2025-05-15,15.11,15.46,15.1 2025-05-16,15.15,15.38,15.05 2025-05-19,15.16,15.31,15.0 2025-05-20,15.14,15.22,15.05 2025-05-21,15.06,15.15,15.01 2025-05-22,14.8,15.03,14.74 2025-05-23,14.5,14.86,14.49 2025-05-26,14.53,14.53,14.35 2025-05-27,14.47,14.51,14.38 2025-05-28,14.35,14.5,14.32 2025-05-29,14.56,14.59,14.34 2025-05-30,14.38,14.52,14.38 2025-06-03,14.48,14.56,14.3 2025-06-04,14.64,14.73,14.44 2025-06-05,14.74,14.77,14.6 2025-06-06,14.58,14.78,14.55 2025-06-09,16.04,16.04,15.08 2025-06-10,15.58,16.22,15.48 2025-06-11,16.57,17.14,15.6 2025-06-12,16.31,16.75,16.1 2025-06-13,15.99,16.35,15.91 2025-06-16,16.24,16.3,15.9 2025-06-17,16.74,16.97,16.21 2025-06-18,16.4,16.77,16.26 2025-06-19,15.93,16.46,15.87 2025-06-20,15.77,16.08,15.72 2025-06-23,16.0,16.13,15.64 2025-06-24,16.53,16.76,15.95 2025-06-25,17.58,18.0,16.53 2025-06-26,17.2,17.65,17.05 2025-06-27,16.91,17.51,16.9 2025-06-30,17.1,17.32,16.72 2025-07-01,16.93,17.1,16.8 2025-07-02,16.75,16.95,16.67 2025-07-03,16.8,16.87,16.66 2025-07-04,16.51,17.07,16.5 2025-07-07,16.55,16.67,16.4 2025-07-08,17.0,17.05,16.51 2025-07-09,16.82,17.12,16.73 2025-07-10,16.86,16.98,16.64 2025-07-11,17.13,17.5,16.75 2025-07-14,16.8,17.27,16.73 2025-07-15,16.69,17.05,16.56 2025-07-16,16.66,16.77,16.55 2025-07-17,16.83,16.84,16.62 2025-07-18,16.76,16.87,16.71 2025-07-21,16.89,16.94,16.67 2025-07-22,16.82,16.9,16.58 2025-07-23,16.84,17.17,16.79 2025-07-24,17.14,17.18,16.75 2025-07-25,17.06,17.29,17.03 ","date,10日,close 2024-10-17,15.540249893299798,14.88 2024-10-18,15.558758758691972,15.48 2024-10-21,15.466066056725014,15.17 2024-10-22,15.476872890723165,15.42 2024-10-23,15.462392411309594,15.36 2024-10-24,15.498900770997711,15.51 2024-10-25,15.553459234227024,15.6 2024-10-28,15.60474352005071,15.64 2024-10-29,15.498091066096295,15.21 2024-10-30,15.400643024487264,15.16 2024-10-31,15.377040847063457,15.31 2024-11-01,15.236710766405754,14.94 2024-11-04,15.499904323439662,16.05 2024-11-05,15.859565983158571,16.55 2024-11-06,16.10001499559326,16.48 2024-11-07,16.577670450343973,17.4 2024-11-08,16.689896979545892,16.69 2024-11-11,16.884035499770455,17.05 2024-11-12,16.850887385217625,16.54 2024-11-13,16.88453575860895,16.74 2024-11-14,16.753522330594585,16.29 2024-11-15,16.415785330664484,15.58 2024-11-18,16.033142038788483,15.19 2024-11-19,15.871433982614018,15.56 2024-11-20,15.723135730708336,15.47 2024-11-21,15.605576215607563,15.44 2024-11-22,15.28008344217291,14.71 2024-11-25,15.043345851950608,14.71 2024-11-26,14.860625784051363,14.67 2024-11-27,14.847709844910497,15.02 2024-11-28,14.795172403174531,14.87 2024-11-29,14.868261474304191,15.19 2024-12-02,14.993940555827212,15.39 2024-12-03,15.084554137480568,15.37 2024-12-04,15.081921770240895,15.15 2024-12-05,15.158443184890668,15.38 2024-12-06,15.25005030759372,15.48 2024-12-09,15.279306305185226,15.36 2024-12-10,15.380897301748623,15.6 2024-12-11,15.575155826663009,15.96 2024-12-12,15.850150183782127,16.36 2024-12-13,15.842827391976504,15.73 2024-12-16,15.744939328305751,15.46 2024-12-17,15.623710481441666,15.32 2024-12-18,15.515988344898219,15.27 2024-12-19,15.43243920076919,15.26 2024-12-20,15.393949634839206,15.33 2024-12-23,15.233838449883127,14.93 2024-12-24,15.202562749213913,15.19 2024-12-25,15.356417437221666,15.72 2024-12-26,15.600355949450936,16.11 2024-12-27,15.763972442779586,16.06 2024-12-30,15.873369518717626,16.03 2024-12-31,15.604672701164821,14.98 2025-01-02,15.169440196814103,14.27 2025-01-03,14.709509670866463,13.85 2025-01-06,14.439324453633201,14.05 2025-01-07,14.255503789084218,14.08 2025-01-08,14.070450161110626,13.91 2025-01-09,13.891680371769276,13.76 2025-01-10,13.651952483969884,13.41 2025-01-13,13.500003981096906,13.46 2025-01-14,13.542418488063031,13.9 2025-01-15,13.523128414608516,13.72 2025-01-16,13.496888665780011,13.66 2025-01-17,13.474797968935142,13.63 2025-01-20,13.478363767941957,13.67 2025-01-21,13.490391657593067,13.68 2025-01-22,13.494794074381232,13.65 2025-01-23,13.502871921177235,13.65 2025-01-24,13.542895209654649,13.74 2025-01-27,13.42083161897739,13.27 2025-02-05,13.370497095665266,13.38 2025-02-06,13.489182345492178,13.84 2025-02-07,13.64303999717822,14.03 2025-02-10,13.76874503682993,14.06 2025-02-11,13.816241962982566,13.92 2025-02-12,13.917583146176229,14.12 2025-02-13,13.93922201604385,13.96 2025-02-14,13.974229126747169,14.02 2025-02-17,14.336366808234608,15.04 2025-02-18,14.688000568296957,15.3 2025-02-19,15.290730587237968,16.35 2025-02-20,15.80195545653772,16.57 2025-02-21,16.12659506469581,16.44 2025-02-24,16.208821742398474,16.0 2025-02-25,16.200764502103613,15.83 2025-02-26,16.480634795720988,16.73 2025-02-27,16.58036169324266,16.44 2025-02-28,16.430910717426837,15.8 2025-03-03,16.37612417270957,16.0 2025-03-04,16.317097670123317,15.97 2025-03-05,16.239663476817697,15.89 2025-03-06,16.453954191156328,16.73 2025-03-07,16.484216431625782,16.36 2025-03-10,16.424335239489604,16.13 2025-03-11,16.404271458324402,16.22 2025-03-12,16.490533837599788,16.54 2025-03-13,16.629253815871746,16.78 2025-03-14,17.282471195843165,18.46 2025-03-17,17.49751849331682,17.67 2025-03-18,17.71329334556557,17.87 2025-03-19,17.965397392258843,18.18 2025-03-20,17.96604894773918,17.65 2025-03-21,17.90314465189579,17.49 2025-03-24,17.807708068665235,17.37 2025-03-25,17.524392403240967,16.75 2025-03-26,17.26285406842833,16.61 2025-03-27,17.082721660217278,16.66 2025-03-28,16.974609166779555,16.74 2025-03-31,16.715968268964897,16.2 2025-04-01,16.459655989635582,16.0 2025-04-02,16.262962447617262,15.97 2025-04-03,16.101772144361455,15.91 2025-04-07,15.46190848203777,14.32 2025-04-08,14.99251517148926,14.31 2025-04-09,14.718540635618297,14.5 2025-04-10,14.584110057535476,14.67 2025-04-11,14.622578511627623,15.05 2025-04-14,14.62940190613137,14.95 2025-04-15,14.631344776629534,14.91 2025-04-16,14.588964556826504,14.75 2025-04-17,14.559306242517811,14.73 2025-04-18,14.574847164591574,14.82 2025-04-21,14.613189528472631,14.88 2025-04-22,14.637759556245156,14.85 2025-04-23,14.654611903555846,14.83 2025-04-24,14.751030023538844,15.07 2025-04-25,14.78314364026998,14.94 2025-04-28,14.717264536089337,14.66 2025-04-29,14.681187961023307,14.69 2025-04-30,14.611047841813049,14.55 2025-05-06,14.707530973852027,14.99 2025-05-07,14.801291385420202,15.05 2025-05-08,14.89872467298501,15.13 2025-05-09,14.951759363900788,15.07 2025-05-12,15.090344260665871,15.37 2025-05-13,15.109716158147755,15.12 2025-05-14,15.271784414870414,15.57 2025-05-15,15.238068639127054,15.11 2025-05-16,15.224488040848376,15.15 2025-05-19,15.216240267096584,15.16 2025-05-20,15.202248277490952,15.14 2025-05-21,15.164377663705665,15.06 2025-05-22,15.049625346586403,14.8 2025-05-23,14.865382048462386,14.5 2025-05-26,14.73988423571945,14.53 2025-05-27,14.629100270636348,14.47 2025-05-28,14.510010169361337,14.35 2025-05-29,14.494420591834713,14.56 2025-05-30,14.426648375743842,14.38 2025-06-03,14.412795954203876,14.48 2025-06-04,14.458637028901787,14.64 2025-06-05,14.528377350678014,14.74 2025-06-06,14.529166248704147,14.58 2025-06-09,15.014019436681838,16.04 2025-06-10,15.220441176181556,15.58 2025-06-11,15.697783293493542,16.57 2025-06-12,15.960209560669549,16.31 2025-06-13,16.0416615391702,15.99 2025-06-16,16.17712405240881,16.24 2025-06-17,16.435173369455853,16.74 2025-06-18,16.505597346340043,16.4 2025-06-19,16.39387794751574,15.93 2025-06-20,16.25086321119482,15.77 2025-06-23,16.215262827006597,16.0 2025-06-24,16.359521649921714,16.53 2025-06-25,16.808834691710448,17.58 2025-06-26,17.009487729876117,17.2 2025-06-27,17.05423934286715,16.91 2025-06-30,17.142238708824213,17.1 2025-07-01,17.143552707231034,16.93 2025-07-02,17.07786860014036,16.75 2025-07-03,17.039588541670064,16.8 2025-07-04,16.910174997019034,16.51 2025-07-07,16.823537004417304,16.55 2025-07-08,16.90525745550483,17.0 2025-07-09,16.903590734150036,16.82 2025-07-10,16.91293480550261,16.86 2025-07-11,17.00669621506912,17.13 2025-07-14,16.964447366429546,16.8 2025-07-15,16.894365166383896,16.69 2025-07-16,16.830777407134036,16.66 2025-07-17,16.838763207730935,16.83 2025-07-18,16.820678885560895,16.76 2025-07-21,16.84954214475084,16.89 2025-07-22,16.84706078454738,16.82 2025-07-23,16.851116707566643,16.84 2025-07-24,16.9526378888418,17.14 2025-07-25,17.00034585684114,17.06 " 1680,CN,technical,"中信证券2024年02月09日至2024年08月24日, 价格跌破20日三指数移动平均线有多少次?(平滑系数 alpha 取 2 / (n + 1);从前 6n 个数据开始计算;初始值用首个数据点)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。",23.0,medium,moving average,TEMA = 3 * EMA1 - 3 * EMA2 + EMA3;EMA1 = EMA_n(P);EMA2 = EMA_n(EMA1);EMA3 = EMA_n(EMA2),"date,close,open,low 2023-08-16,24.01,23.76,23.44 2023-08-17,23.95,23.8,23.5 2023-08-18,23.97,24.26,23.97 2023-08-21,22.94,23.67,22.89 2023-08-22,23.22,23.23,22.9 2023-08-23,22.8,23.11,22.79 2023-08-24,23.56,23.01,22.95 2023-08-25,23.43,22.99,22.83 2023-08-28,23.79,25.77,23.66 2023-08-29,23.38,23.37,22.9 2023-08-30,22.56,23.38,22.53 2023-08-31,22.2,22.56,22.18 2023-09-01,22.38,22.32,22.21 2023-09-04,22.57,22.51,22.3 2023-09-05,22.38,22.47,22.24 2023-09-06,22.13,22.24,21.96 2023-09-07,22.12,22.13,22.01 2023-09-08,22.25,22.03,21.78 2023-09-11,22.6,22.3,22.11 2023-09-12,22.39,22.51,22.36 2023-09-13,22.28,22.44,22.18 2023-09-14,22.29,22.27,22.16 2023-09-15,22.05,22.34,21.95 2023-09-18,22.14,21.95,21.82 2023-09-19,22.02,22.14,21.96 2023-09-20,21.9,21.99,21.73 2023-09-21,21.73,21.82,21.72 2023-09-22,22.61,21.69,21.67 2023-09-25,21.9,22.48,21.85 2023-09-26,21.98,21.87,21.83 2023-09-27,22.03,21.91,21.91 2023-09-28,21.66,22.07,21.65 2023-10-09,21.68,21.42,21.09 2023-10-10,21.43,21.81,21.41 2023-10-11,21.51,21.58,21.45 2023-10-12,21.76,21.88,21.65 2023-10-13,21.52,21.58,21.46 2023-10-16,21.51,21.47,21.32 2023-10-17,21.95,21.59,21.51 2023-10-18,21.86,21.81,21.76 2023-10-19,21.56,21.7,21.52 2023-10-20,21.53,21.43,21.4 2023-10-23,21.18,21.36,21.05 2023-10-24,21.62,21.3,21.25 2023-10-25,21.84,21.92,21.73 2023-10-26,21.8,21.71,21.51 2023-10-27,22.03,21.66,21.4 2023-10-30,21.6,21.86,21.33 2023-10-31,21.71,21.58,21.5 2023-11-01,21.73,21.93,21.5 2023-11-02,21.53,21.73,21.48 2023-11-03,21.86,21.53,21.42 2023-11-06,22.83,22.55,22.26 2023-11-07,22.79,22.61,22.58 2023-11-08,22.58,22.78,22.41 2023-11-09,22.46,22.47,22.3 2023-11-10,22.46,22.35,22.3 2023-11-13,22.29,22.46,22.21 2023-11-14,22.62,22.31,22.3 2023-11-15,22.6,22.89,22.52 2023-11-16,22.43,22.6,22.42 2023-11-17,22.52,22.33,22.24 2023-11-20,22.35,22.51,22.07 2023-11-21,22.44,22.47,22.36 2023-11-22,22.21,22.31,22.2 2023-11-23,22.24,22.21,21.92 2023-11-24,22.05,22.19,22.03 2023-11-27,21.69,22.0,21.51 2023-11-28,21.61,21.68,21.52 2023-11-29,21.4,21.66,21.3 2023-11-30,21.45,21.4,21.28 2023-12-01,21.56,21.41,21.31 2023-12-04,21.41,21.51,21.4 2023-12-05,21.13,21.34,21.1 2023-12-06,20.95,21.09,20.95 2023-12-07,21.03,20.9,20.82 2023-12-08,20.95,21.02,20.95 2023-12-11,21.21,20.8,20.59 2023-12-12,21.13,21.07,21.03 2023-12-13,20.71,21.12,20.7 2023-12-14,20.5,20.8,20.48 2023-12-15,20.46,20.57,20.44 2023-12-18,20.44,20.4,20.32 2023-12-19,20.64,20.43,20.36 2023-12-20,20.16,20.61,20.14 2023-12-21,20.27,20.11,20.03 2023-12-22,20.28,20.2,20.02 2023-12-25,20.01,20.18,19.99 2023-12-26,19.85,20.0,19.73 2023-12-27,19.9,19.83,19.62 2023-12-28,20.37,19.83,19.81 2023-12-29,20.37,20.33,20.28 2024-01-02,20.07,20.38,20.06 2024-01-03,20.18,20.0,19.98 2024-01-04,20.0,20.12,19.84 2024-01-05,19.79,19.95,19.66 2024-01-08,19.42,19.72,19.4 2024-01-09,19.46,19.42,19.33 2024-01-10,19.46,19.45,19.26 2024-01-11,19.6,19.48,19.34 2024-01-12,19.52,19.5,19.45 2024-01-15,19.48,19.36,19.33 2024-01-16,19.58,19.45,19.22 2024-01-17,19.22,19.5,19.22 2024-01-18,19.49,19.07,18.78 2024-01-19,19.47,19.3,19.25 2024-01-22,19.13,19.4,18.92 2024-01-23,19.78,19.05,18.94 2024-01-24,20.52,19.88,19.61 2024-01-25,20.56,20.34,20.13 2024-01-26,20.83,20.4,20.31 2024-01-29,20.58,20.72,20.53 2024-01-30,20.44,20.45,20.28 2024-01-31,20.5,20.35,20.25 2024-02-01,20.44,20.3,20.28 2024-02-02,20.18,20.44,19.67 2024-02-05,20.18,20.08,19.76 2024-02-06,21.14,20.16,20.0 2024-02-07,21.18,21.02,20.9 2024-02-08,21.25,21.3,21.08 2024-02-19,20.85,21.12,20.55 2024-02-20,20.99,20.73,20.68 2024-02-21,21.38,20.9,20.81 2024-02-22,21.73,21.27,21.23 2024-02-23,21.52,21.74,21.46 2024-02-26,21.34,21.54,21.31 2024-02-27,21.46,21.32,21.23 2024-02-28,21.0,21.52,21.0 2024-02-29,21.3,21.0,20.95 2024-03-01,21.32,21.3,21.1 2024-03-04,21.16,21.33,21.06 2024-03-05,21.18,21.03,21.02 2024-03-06,21.1,21.17,21.03 2024-03-07,20.81,21.07,20.71 2024-03-08,20.8,20.8,20.71 2024-03-11,21.19,20.89,20.87 2024-03-12,21.4,21.3,21.16 2024-03-13,21.07,21.4,21.05 2024-03-14,20.8,21.01,20.71 2024-03-15,20.87,20.71,20.59 2024-03-18,21.26,20.89,20.87 2024-03-19,20.83,21.22,20.81 2024-03-20,20.84,20.77,20.74 2024-03-21,20.83,20.87,20.8 2024-03-22,20.5,20.83,20.44 2024-03-25,19.5,19.8,19.5 2024-03-26,19.6,19.41,19.41 2024-03-27,19.35,19.52,19.32 2024-03-28,19.31,19.3,19.23 2024-03-29,19.2,19.28,19.1 2024-04-01,19.41,19.3,19.3 2024-04-02,19.31,19.42,19.28 2024-04-03,19.16,19.28,19.13 2024-04-08,18.92,19.0,18.78 2024-04-09,18.93,18.9,18.88 2024-04-10,18.41,18.89,18.35 2024-04-11,18.34,18.34,18.29 2024-04-12,17.94,18.35,17.9 2024-04-15,17.74,17.5,17.26 2024-04-16,17.63,17.51,17.48 2024-04-17,18.1,17.58,17.45 2024-04-18,18.21,18.01,17.98 2024-04-19,18.13,18.1,18.06 2024-04-22,18.28,18.13,18.13 2024-04-23,18.27,18.32,18.2 2024-04-24,18.27,18.25,18.05 2024-04-25,18.18,18.25,18.11 2024-04-26,19.16,18.55,18.37 2024-04-29,19.38,19.17,19.05 2024-04-30,19.01,19.25,18.95 2024-05-06,19.21,19.25,19.12 2024-05-07,19.12,19.2,19.07 2024-05-08,18.78,19.03,18.75 2024-05-09,18.91,18.83,18.82 2024-05-10,19.06,18.94,18.85 2024-05-13,18.98,19.03,18.76 2024-05-14,19.01,19.01,18.83 2024-05-15,18.75,19.06,18.74 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2024-04-26,18.07156643424006,19.16 2024-04-29,18.36241397804612,19.38 2024-04-30,18.508748145160006,19.01 2024-05-06,18.683165445916924,19.21 2024-05-07,18.804272564956076,19.12 2024-05-08,18.815947657538576,18.78 2024-05-09,18.8594835456533,18.91 2024-05-10,18.934050948571517,19.06 2024-05-13,18.973977907192165,18.98 2024-05-14,19.01372849253463,19.01 2024-05-15,18.977880253733247,18.75 2024-05-16,18.9553485906283,18.78 2024-05-17,19.042426373206272,19.19 2024-05-20,19.13863723215453,19.29 2024-05-21,19.20293457315166,19.24 2024-05-22,19.27183914137185,19.31 2024-05-23,19.211939561043497,18.87 2024-05-24,19.0881606080313,18.59 2024-05-27,19.0215933957391,18.73 2024-05-28,18.937569369337574,18.62 2024-05-29,18.875991388427924,18.65 2024-05-30,18.802052096473673,18.56 2024-05-31,18.757244326350182,18.62 2024-06-03,18.671722787451763,18.43 2024-06-04,18.63617355833126,18.56 2024-06-05,18.602883297180988,18.54 2024-06-06,18.563769442095083,18.49 2024-06-07,18.504439269490444,18.38 2024-06-11,18.44689321142177,18.34 2024-06-12,18.3858359737413,18.28 2024-06-13,18.332488447684323,18.26 2024-06-14,18.386791393562728,18.63 2024-06-17,18.440894011250773,18.66 2024-06-18,18.49961066404064,18.71 2024-06-19,18.502049771359463,18.53 2024-06-20,18.465963912488455,18.38 2024-06-21,18.452835164976626,18.44 2024-06-24,18.43781229478969,18.42 2024-06-25,18.348621528217606,18.12 2024-06-26,18.349362998701956,18.4 2024-06-27,18.351248548977473,18.4 2024-06-28,18.309883075068868,18.23 2024-07-01,18.269448862618333,18.2 2024-07-02,18.23509762237145,18.19 2024-07-03,18.257706669141534,18.38 2024-07-04,18.18940903415573,18.04 2024-07-05,18.075260415412203,17.81 2024-07-08,17.903222269955126,17.5 2024-07-09,17.85822126524311,17.86 2024-07-10,17.9046620287376,18.17 2024-07-11,17.98427434732485,18.32 2024-07-12,18.062007926512003,18.36 2024-07-15,18.15320792815403,18.46 2024-07-16,18.298963304788533,18.73 2024-07-17,18.449757591016954,18.85 2024-07-18,18.603844865975173,18.97 2024-07-19,18.83762885337048,19.39 2024-07-22,19.234220928310705,20.19 2024-07-23,19.298232415340163,19.2 2024-07-24,19.26275542134796,18.88 2024-07-25,19.26532173109011,19.02 2024-07-26,19.32529121515101,19.26 2024-07-29,19.27149903683125,18.88 2024-07-30,19.233734471028495,18.92 2024-07-31,19.427419635926018,19.8 2024-08-01,19.525031444476483,19.58 2024-08-02,19.504536807766378,19.21 2024-08-05,19.46003054507197,19.12 2024-08-06,19.41703680705186,19.11 2024-08-07,19.34202110968152,18.97 2024-08-08,19.303559663096056,19.07 2024-08-09,19.222875349673636,18.89 2024-08-12,19.14959972338387,18.87 2024-08-13,19.13739443885633,19.06 2024-08-14,19.071758937914268,18.85 2024-08-15,19.09495812570255,19.15 2024-08-16,19.100273980878555,19.1 2024-08-19,19.088341319473603,19.04 2024-08-20,19.049398810569148,18.93 2024-08-21,19.014474733542215,18.92 2024-08-22,18.936394270440136,18.73 2024-08-23,18.968566067681326,19.1 " 1681,CN,technical,中国卫通在2020年12月09日到2021年10月16日期间,收盘价突破20日三指数移动平均线共几次?(平滑系数 alpha 取 2 / (n + 1);从前 6n 个数据开始计算;初始值用首个数据点)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,30.0,medium,moving average,TEMA = 3 * EMA1 - 3 * EMA2 + EMA3;EMA1 = EMA_n(P);EMA2 = EMA_n(EMA1);EMA3 = EMA_n(EMA2),"date,close,open,low 2020-06-12,19.44,18.5,18.4 2020-06-15,18.99,19.6,18.92 2020-06-16,18.99,18.78,18.6 2020-06-17,18.71,18.9,18.65 2020-06-18,17.96,18.6,17.66 2020-06-19,18.29,17.9,17.79 2020-06-22,18.47,18.36,18.11 2020-06-23,18.14,18.84,18.13 2020-06-24,17.82,17.8,17.63 2020-06-29,17.99,17.78,17.51 2020-06-30,18.01,18.08,17.6 2020-07-01,17.85,18.09,17.71 2020-07-02,18.06,17.78,17.65 2020-07-03,17.99,18.23,17.85 2020-07-06,19.0,18.13,17.99 2020-07-07,19.15,19.15,18.76 2020-07-08,21.07,19.37,19.37 2020-07-09,23.18,23.18,23.18 2020-07-10,23.97,24.78,23.21 2020-07-13,23.66,23.0,22.08 2020-07-14,24.26,23.48,23.11 2020-07-15,22.62,24.68,22.6 2020-07-16,20.9,22.09,20.5 2020-07-17,22.0,20.89,20.56 2020-07-20,24.2,22.51,22.51 2020-07-21,22.91,24.09,22.68 2020-07-22,22.95,22.95,22.66 2020-07-23,23.52,23.17,22.58 2020-07-24,21.77,23.75,21.76 2020-07-27,21.59,21.7,20.9 2020-07-28,22.24,21.63,21.5 2020-07-29,22.91,22.1,21.86 2020-07-30,23.39,23.8,23.25 2020-07-31,23.07,23.39,22.74 2020-08-03,25.38,23.2,23.11 2020-08-04,24.86,26.0,24.48 2020-08-05,25.31,24.16,24.15 2020-08-06,26.0,25.22,24.9 2020-08-07,25.07,25.51,24.68 2020-08-10,25.19,24.9,24.77 2020-08-11,23.95,24.8,23.86 2020-08-12,22.84,23.8,22.06 2020-08-13,22.67,22.82,22.53 2020-08-14,23.23,22.76,22.7 2020-08-17,24.66,24.2,23.56 2020-08-18,24.66,24.37,24.37 2020-08-19,25.54,24.49,24.23 2020-08-20,23.63,24.8,23.58 2020-08-21,23.4,23.81,23.0 2020-08-24,23.66,23.5,23.02 2020-08-25,22.8,23.66,22.58 2020-08-26,22.33,22.5,22.0 2020-08-27,22.5,22.34,22.0 2020-08-28,23.1,22.5,22.5 2020-08-31,22.93,23.25,22.9 2020-09-01,23.06,22.87,22.75 2020-09-02,22.51,23.14,22.26 2020-09-03,22.2,22.58,22.0 2020-09-04,22.51,21.8,21.5 2020-09-07,21.86,22.52,21.7 2020-09-08,21.07,21.86,20.0 2020-09-09,20.43,20.67,20.0 2020-09-10,19.98,20.47,19.9 2020-09-11,20.11,19.89,19.47 2020-09-14,20.06,20.29,19.91 2020-09-15,20.24,20.15,19.94 2020-09-16,19.96,20.24,19.91 2020-09-17,19.95,19.95,19.63 2020-09-18,20.36,20.06,19.95 2020-09-21,20.78,20.48,20.44 2020-09-22,20.17,20.51,20.15 2020-09-23,19.84,20.19,19.77 2020-09-24,19.19,19.81,19.12 2020-09-25,19.43,19.56,19.3 2020-09-28,18.87,19.44,18.85 2020-09-29,19.38,18.93,18.87 2020-09-30,19.39,19.4,19.21 2020-10-09,19.65,19.74,19.55 2020-10-12,20.3,19.7,19.6 2020-10-13,19.99,20.29,19.72 2020-10-14,19.41,20.01,19.23 2020-10-15,19.36,19.33,19.13 2020-10-16,19.12,19.21,19.0 2020-10-19,19.67,19.5,19.27 2020-10-20,19.43,19.37,19.08 2020-10-21,19.15,19.44,19.03 2020-10-22,18.99,19.01,18.87 2020-10-23,18.98,18.99,18.91 2020-10-26,18.4,18.97,18.05 2020-10-27,18.15,18.19,18.01 2020-10-28,17.88,18.22,17.61 2020-10-29,17.77,17.45,17.41 2020-10-30,17.31,17.81,17.24 2020-11-02,16.76,17.12,16.69 2020-11-03,17.79,16.9,16.75 2020-11-04,17.71,18.0,17.57 2020-11-05,17.95,17.92,17.5 2020-11-06,17.78,18.12,17.68 2020-11-09,18.54,17.86,17.86 2020-11-10,18.21,18.56,18.1 2020-11-11,17.62,18.21,17.58 2020-11-12,17.4,17.76,17.32 2020-11-13,17.61,17.41,17.19 2020-11-16,17.75,17.7,17.43 2020-11-17,19.0,17.74,17.74 2020-11-18,19.0,18.94,18.62 2020-11-19,19.24,18.88,18.66 2020-11-20,19.01,19.28,18.86 2020-11-23,19.5,19.01,18.51 2020-11-24,18.97,19.3,18.82 2020-11-25,18.75,19.01,18.72 2020-11-26,19.09,18.91,18.91 2020-11-27,19.03,18.98,18.65 2020-11-30,19.39,19.05,18.79 2020-12-01,19.5,19.4,19.2 2020-12-02,20.06,19.58,19.42 2020-12-03,20.16,19.99,19.73 2020-12-04,20.0,20.14,19.89 2020-12-07,19.18,19.97,19.07 2020-12-08,18.93,19.28,18.9 2020-12-09,18.66,18.95,18.61 2020-12-10,18.33,18.55,18.03 2020-12-11,18.08,18.3,17.97 2020-12-14,18.58,18.14,18.08 2020-12-15,18.94,18.59,18.35 2020-12-16,18.46,18.78,18.41 2020-12-17,18.55,18.35,18.16 2020-12-18,18.39,18.55,18.29 2020-12-21,18.51,18.24,18.2 2020-12-22,17.61,18.4,17.5 2020-12-23,17.8,17.54,17.5 2020-12-24,18.25,17.76,17.71 2020-12-25,17.99,18.13,17.71 2020-12-28,17.7,17.79,17.52 2020-12-29,17.71,17.58,17.35 2020-12-30,17.72,17.3,16.72 2020-12-31,18.14,17.68,17.46 2021-01-04,19.24,18.4,18.25 2021-01-05,20.0,19.23,18.72 2021-01-06,19.3,19.37,19.01 2021-01-07,19.0,19.1,18.62 2021-01-08,18.8,19.0,18.59 2021-01-11,18.8,18.81,18.62 2021-01-12,19.4,18.85,18.68 2021-01-13,19.2,19.4,18.85 2021-01-14,19.29,19.15,19.02 2021-01-15,18.47,19.3,18.31 2021-01-18,18.45,18.17,18.11 2021-01-19,18.16,18.4,18.01 2021-01-20,18.09,18.0,17.92 2021-01-21,19.69,18.08,18.01 2021-01-22,19.53,19.59,19.28 2021-01-25,18.95,19.34,18.89 2021-01-26,17.4,18.75,17.08 2021-01-27,17.43,17.34,17.14 2021-01-28,18.31,17.22,17.2 2021-01-29,17.41,18.31,17.31 2021-02-01,17.36,17.28,17.0 2021-02-02,17.5,17.37,17.26 2021-02-03,16.85,17.38,16.73 2021-02-04,17.05,16.85,16.85 2021-02-05,16.87,17.12,16.79 2021-02-08,15.65,16.66,15.55 2021-02-09,15.7,15.68,15.05 2021-02-10,15.56,15.69,15.31 2021-02-18,15.97,15.73,15.72 2021-02-19,16.27,16.0,15.77 2021-02-22,16.42,16.3,16.3 2021-02-23,16.3,16.12,15.95 2021-02-24,16.2,16.15,16.11 2021-02-25,16.7,16.36,16.23 2021-02-26,16.38,16.43,16.27 2021-03-01,16.44,16.36,16.25 2021-03-02,16.53,16.5,16.27 2021-03-03,16.5,16.52,16.3 2021-03-04,16.35,16.5,16.35 2021-03-05,16.16,16.17,15.88 2021-03-08,16.24,16.24,16.2 2021-03-09,15.31,16.17,15.12 2021-03-10,15.19,15.34,15.1 2021-03-11,15.39,15.19,15.15 2021-03-12,15.24,15.43,15.1 2021-03-15,15.19,15.25,15.15 2021-03-16,15.28,15.29,15.2 2021-03-17,15.33,15.19,15.13 2021-03-18,15.28,15.48,15.24 2021-03-19,15.2,15.27,15.1 2021-03-22,15.41,15.25,15.14 2021-03-23,15.25,15.35,15.18 2021-03-24,15.38,15.24,15.0 2021-03-25,15.33,15.21,15.11 2021-03-26,15.35,15.31,15.18 2021-03-29,15.83,15.48,15.41 2021-03-30,15.83,15.75,15.59 2021-03-31,15.55,15.85,15.5 2021-04-01,15.66,15.63,15.46 2021-04-02,15.78,15.63,15.52 2021-04-06,16.17,15.75,15.65 2021-04-07,16.67,16.18,16.08 2021-04-08,17.66,16.72,16.57 2021-04-09,17.49,17.41,17.1 2021-04-12,17.61,17.37,17.21 2021-04-13,17.8,17.59,17.46 2021-04-14,18.02,17.71,17.64 2021-04-15,17.8,18.02,17.75 2021-04-16,18.54,17.92,17.62 2021-04-19,18.37,18.51,17.9 2021-04-20,17.98,18.24,17.91 2021-04-21,18.84,17.98,17.58 2021-04-22,18.65,18.78,18.57 2021-04-23,18.82,18.71,18.55 2021-04-26,17.18,19.3,17.05 2021-04-27,17.3,17.38,16.98 2021-04-28,17.27,17.32,16.8 2021-04-29,16.55,17.15,16.37 2021-04-30,15.61,16.2,15.3 2021-05-06,15.62,15.61,15.56 2021-05-07,15.44,15.61,15.38 2021-05-10,15.58,15.42,15.25 2021-05-11,16.05,15.64,15.48 2021-05-12,15.9,16.03,15.78 2021-05-13,15.72,15.8,15.71 2021-05-14,16.05,15.71,15.67 2021-05-17,16.14,16.59,16.1 2021-05-18,16.07,16.06,15.7 2021-05-19,16.18,16.09,15.9 2021-05-20,15.98,16.0,15.86 2021-05-21,15.8,16.01,15.78 2021-05-24,15.88,15.8,15.78 2021-05-25,16.13,15.88,15.78 2021-05-26,16.18,16.14,16.14 2021-05-27,16.35,16.2,16.14 2021-05-28,16.07,16.33,15.98 2021-05-31,16.45,16.1,16.08 2021-06-01,16.48,16.39,16.33 2021-06-02,16.12,16.39,16.05 2021-06-03,15.96,16.07,15.94 2021-06-04,15.94,15.95,15.83 2021-06-07,15.93,15.88,15.88 2021-06-08,15.87,15.93,15.65 2021-06-09,16.34,15.95,15.87 2021-06-10,16.4,16.24,16.15 2021-06-11,16.0,16.4,15.98 2021-06-15,15.98,15.92,15.83 2021-06-16,16.29,15.99,15.9 2021-06-17,16.18,16.3,15.99 2021-06-18,16.38,16.19,16.03 2021-06-21,16.64,16.45,16.25 2021-06-22,16.39,16.65,16.29 2021-06-23,16.27,16.33,16.11 2021-06-24,16.15,16.27,16.13 2021-06-25,16.22,16.15,16.1 2021-06-28,16.28,16.23,16.16 2021-06-29,16.14,16.28,16.11 2021-06-30,16.19,16.14,16.11 2021-07-01,15.51,16.25,15.5 2021-07-02,14.79,15.49,14.62 2021-07-05,15.0,14.79,14.79 2021-07-06,14.94,15.0,14.85 2021-07-07,14.96,14.75,14.75 2021-07-08,15.12,15.02,14.91 2021-07-09,14.91,15.08,14.8 2021-07-12,14.99,14.95,14.89 2021-07-13,14.93,14.99,14.82 2021-07-14,14.71,14.93,14.68 2021-07-15,14.38,14.69,14.0 2021-07-16,14.54,14.3,14.24 2021-07-19,14.4,14.64,14.36 2021-07-20,14.5,14.39,14.3 2021-07-21,14.54,14.58,14.46 2021-07-22,14.57,14.5,14.3 2021-07-23,14.42,14.56,14.2 2021-07-26,14.32,14.49,14.25 2021-07-27,14.03,14.32,14.03 2021-07-28,13.18,14.03,13.13 2021-07-29,13.3,13.22,13.2 2021-07-30,13.56,13.3,13.15 2021-08-02,13.9,13.5,13.47 2021-08-03,14.07,13.85,13.77 2021-08-04,14.11,14.07,13.98 2021-08-05,14.35,14.1,14.05 2021-08-06,14.15,14.26,13.95 2021-08-09,14.17,14.2,14.13 2021-08-10,14.43,14.17,14.17 2021-08-11,14.36,14.46,14.3 2021-08-12,14.2,14.31,14.18 2021-08-13,14.05,14.15,14.0 2021-08-16,13.93,14.07,13.85 2021-08-17,13.66,13.85,13.58 2021-08-18,13.83,13.67,13.6 2021-08-19,13.93,13.83,13.66 2021-08-20,13.82,13.93,13.64 2021-08-23,14.11,13.82,13.81 2021-08-24,14.15,14.02,13.98 2021-08-25,14.18,14.14,14.05 2021-08-26,14.1,14.18,14.09 2021-08-27,13.7,14.14,13.6 2021-08-30,15.07,14.4,14.37 2021-08-31,15.78,15.48,14.68 2021-09-01,17.36,15.5,15.09 2021-09-02,17.01,17.0,16.32 2021-09-03,16.45,16.72,16.15 2021-09-06,17.21,16.5,15.87 2021-09-07,17.15,17.05,16.7 2021-09-08,17.06,17.15,16.7 2021-09-09,17.88,17.53,17.36 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2020-10-12,3.75,3.74,3.72 2020-10-13,3.75,3.75,3.73 2020-10-14,3.75,3.75,3.72 2020-10-15,3.7,3.74,3.69 2020-10-16,3.71,3.71,3.68 2020-10-19,3.69,3.71,3.66 2020-10-20,3.65,3.67,3.62 2020-10-21,3.64,3.64,3.62 2020-10-22,3.67,3.64,3.62 2020-10-23,3.64,3.66,3.63 2020-10-26,3.61,3.64,3.6 2020-10-27,3.61,3.6,3.59 2020-10-28,3.61,3.6,3.59 2020-10-29,3.58,3.59,3.55 2020-10-30,3.59,3.62,3.58 2020-11-02,3.64,3.59,3.59 2020-11-03,3.65,3.66,3.64 2020-11-04,3.65,3.65,3.62 2020-11-05,3.68,3.66,3.65 2020-11-06,3.69,3.69,3.66 2020-11-09,3.71,3.69,3.68 2020-11-10,3.69,3.72,3.66 2020-11-11,3.7,3.68,3.68 2020-11-12,3.73,3.7,3.69 2020-11-13,3.69,3.72,3.66 2020-11-16,3.78,3.7,3.69 2020-11-17,3.76,3.78,3.74 2020-11-18,3.77,3.77,3.76 2020-11-19,3.77,3.77,3.75 2020-11-20,3.79,3.79,3.75 2020-11-23,3.8,3.79,3.76 2020-11-24,3.78,3.79,3.77 2020-11-25,3.76,3.79,3.75 2020-11-26,3.81,3.77,3.75 2020-11-27,3.79,3.8,3.75 2020-11-30,3.77,3.79,3.77 2020-12-01,3.74,3.76,3.71 2020-12-02,3.71,3.73,3.69 2020-12-03,3.67,3.7,3.65 2020-12-04,3.65,3.68,3.61 2020-12-07,3.62,3.65,3.61 2020-12-08,3.63,3.62,3.6 2020-12-09,3.62,3.63,3.61 2020-12-10,3.62,3.61,3.58 2020-12-11,3.67,3.61,3.59 2020-12-14,3.62,3.64,3.6 2020-12-15,3.62,3.62,3.59 2020-12-16,3.61,3.61,3.59 2020-12-17,3.68,3.61,3.6 2020-12-18,3.74,3.7,3.69 2020-12-21,3.71,3.72,3.68 2020-12-22,3.63,3.7,3.62 2020-12-23,3.66,3.63,3.62 2020-12-24,3.6,3.66,3.59 2020-12-25,3.63,3.6,3.6 2020-12-28,3.75,3.65,3.64 2020-12-29,3.64,3.76,3.63 2020-12-30,3.64,3.63,3.62 2020-12-31,3.63,3.64,3.62 ","date,10日,close 2020-08-18,3.5787635756932468,3.59 2020-08-19,3.616461133530265,3.65 2020-08-20,3.631596374665656,3.63 2020-08-21,3.6403481538592604,3.63 2020-08-24,3.6357328891964453,3.61 2020-08-25,3.6268238098198724,3.6 2020-08-26,3.6379212456970813,3.64 2020-08-27,3.6851224209376925,3.73 2020-08-28,3.75609768355659,3.82 2020-08-31,3.7923842893509385,3.8 2020-09-01,3.85456394442249,3.89 2020-09-02,3.8792880633403195,3.86 2020-09-03,3.914795511967201,3.91 2020-09-04,3.9212599998288273,3.88 2020-09-07,3.890299785219789,3.81 2020-09-08,3.9254149864723433,3.94 2020-09-09,3.91461906445369,3.87 2020-09-10,3.891340922730921,3.84 2020-09-11,3.8648546659771212,3.82 2020-09-14,3.864044481798829,3.86 2020-09-15,3.862738040984802,3.86 2020-09-16,3.852211368554771,3.84 2020-09-17,3.8538273363992537,3.86 2020-09-18,3.8818249073984794,3.92 2020-09-21,3.877538384637158,3.87 2020-09-22,3.847017320336979,3.81 2020-09-23,3.799335718181273,3.75 2020-09-24,3.7454079462343866,3.7 2020-09-25,3.701697229282381,3.68 2020-09-28,3.6745643473592593,3.68 2020-09-29,3.6770003168713448,3.72 2020-09-30,3.640365751220318,3.63 2020-10-09,3.672599903429434,3.75 2020-10-12,3.696393285117395,3.75 2020-10-13,3.7138121361767613,3.75 2020-10-14,3.7264390138022114,3.75 2020-10-15,3.712867860963125,3.7 2020-10-16,3.7088331067964493,3.71 2020-10-19,3.6976829516238774,3.69 2020-10-20,3.6727723359357016,3.65 2020-10-21,3.652441793137432,3.64 2020-10-22,3.65353700673003,3.67 2020-10-23,3.6418478744010323,3.64 2020-10-26,3.6215497023861705,3.61 2020-10-27,3.6091900731238558,3.61 2020-10-28,3.602260492002822,3.61 2020-10-29,3.5853866979358893,3.58 2020-10-30,3.5799816756876774,3.59 2020-11-02,3.6003526593231188,3.64 2020-11-03,3.6195702642304473,3.65 2020-11-04,3.633012799734404,3.65 2020-11-05,3.6557915770780394,3.68 2020-11-06,3.675412916038983,3.69 2020-11-09,3.697076966323169,3.71 2020-11-10,3.7017008144969807,3.69 2020-11-11,3.7083439863052043,3.7 2020-11-12,3.7253813933570723,3.73 2020-11-13,3.7176088884087455,3.69 2020-11-16,3.7520710293045916,3.78 2020-11-17,3.7649215099765856,3.76 2020-11-18,3.776611263269946,3.77 2020-11-19,3.7829553578501534,3.77 2020-11-20,3.7947866477451644,3.79 2020-11-23,3.8057835594093046,3.8 2020-11-24,3.8026330841774105,3.78 2020-11-25,3.790129449972017,3.76 2020-11-26,3.8033289961395518,3.81 2020-11-27,3.8021933350699086,3.79 2020-11-30,3.791488796410194,3.77 2020-12-01,3.7700811054965984,3.74 2020-12-02,3.741881562824118,3.71 2020-12-03,3.7050906110721398,3.67 2020-12-04,3.672149312434885,3.65 2020-12-07,3.637788324288298,3.62 2020-12-08,3.6210145745927953,3.63 2020-12-09,3.6072150812449815,3.62 2020-12-10,3.5999755078489724,3.62 2020-12-11,3.6196947384319396,3.67 2020-12-14,3.611891789785444,3.62 2020-12-15,3.608000440738077,3.62 2020-12-16,3.602139857334098,3.61 2020-12-17,3.631070511323219,3.68 2020-12-18,3.6784070947685783,3.74 2020-12-21,3.696592380043977,3.71 2020-12-22,3.6720777941712175,3.63 2020-12-23,3.6688395896214208,3.66 2020-12-24,3.6393920665105752,3.6 2020-12-25,3.633396221023904,3.63 2020-12-28,3.6840680098695184,3.75 2020-12-29,3.668188509341125,3.64 2020-12-30,3.657238102751815,3.64 2020-12-31,3.6453152332203005,3.63 " 1683,CN,technical,在2023年07月21日-2023年11月29日,红塔证券的价格有多少次突破5日三指数移动平均线?(平滑系数 alpha 取 2 / (n + 1);从前 6n 个数据开始计算;初始值用首个数据点)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,23.0,medium,moving average,TEMA = 3 * EMA1 - 3 * EMA2 + EMA3;EMA1 = EMA_n(P);EMA2 = EMA_n(EMA1);EMA3 = EMA_n(EMA2),"date,close,open,low 2023-06-07,7.81,7.85,7.77 2023-06-08,7.84,7.82,7.72 2023-06-09,7.75,7.81,7.68 2023-06-12,7.73,7.73,7.63 2023-06-13,7.74,7.69,7.68 2023-06-14,7.68,7.73,7.67 2023-06-15,7.77,7.68,7.66 2023-06-16,7.79,7.77,7.73 2023-06-19,7.81,7.79,7.75 2023-06-20,7.69,7.8,7.68 2023-06-21,7.5,7.72,7.49 2023-06-26,7.36,7.45,7.35 2023-06-27,7.45,7.37,7.36 2023-06-28,7.43,7.44,7.35 2023-06-29,7.37,7.43,7.37 2023-06-30,7.45,7.36,7.36 2023-07-03,7.59,7.48,7.46 2023-07-04,7.58,7.57,7.55 2023-07-05,7.5,7.57,7.49 2023-07-06,7.45,7.49,7.44 2023-07-07,7.49,7.41,7.41 2023-07-10,7.51,7.51,7.49 2023-07-11,7.56,7.51,7.5 2023-07-12,7.46,7.54,7.44 2023-07-13,7.57,7.48,7.47 2023-07-14,7.56,7.58,7.55 2023-07-17,7.53,7.53,7.47 2023-07-18,7.53,7.56,7.51 2023-07-19,7.56,7.53,7.49 2023-07-20,7.48,7.59,7.46 2023-07-21,7.47,7.46,7.45 2023-07-24,7.43,7.47,7.4 2023-07-25,7.74,7.65,7.56 2023-07-26,7.74,7.74,7.65 2023-07-27,7.65,7.74,7.63 2023-07-28,8.11,7.63,7.62 2023-07-31,8.14,8.15,8.07 2023-08-01,8.26,8.09,8.05 2023-08-02,8.4,8.19,8.15 2023-08-03,8.8,8.47,8.33 2023-08-04,8.78,8.9,8.71 2023-08-07,9.03,8.68,8.59 2023-08-08,8.73,8.87,8.47 2023-08-09,9.06,8.72,8.71 2023-08-10,9.97,9.3,9.18 2023-08-11,8.97,9.35,8.97 2023-08-14,8.51,8.55,8.39 2023-08-15,8.67,8.43,8.36 2023-08-16,8.65,8.5,8.41 2023-08-17,8.7,8.55,8.5 2023-08-18,8.48,8.7,8.48 2023-08-21,8.26,8.35,8.24 2023-08-22,8.38,8.31,8.15 2023-08-23,8.13,8.32,8.12 2023-08-24,8.15,8.22,8.13 2023-08-25,8.15,8.0,7.97 2023-08-28,8.37,8.97,8.32 2023-08-29,8.44,8.3,8.12 2023-08-30,8.2,8.37,8.17 2023-08-31,7.99,8.12,7.98 2023-09-01,7.95,8.02,7.85 2023-09-04,7.97,7.94,7.86 2023-09-05,7.92,7.98,7.87 2023-09-06,7.92,7.9,7.86 2023-09-07,7.83,7.9,7.82 2023-09-08,7.83,7.8,7.73 2023-09-11,7.93,7.86,7.75 2023-09-12,7.86,7.89,7.83 2023-09-13,7.72,7.86,7.7 2023-09-14,7.7,7.73,7.67 2023-09-15,7.74,7.72,7.65 2023-09-18,7.71,7.7,7.63 2023-09-19,7.7,7.69,7.67 2023-09-20,7.66,7.71,7.64 2023-09-21,7.63,7.63,7.61 2023-09-22,7.79,7.6,7.6 2023-09-25,7.61,7.73,7.6 2023-09-26,7.61,7.62,7.61 2023-09-27,7.63,7.6,7.6 2023-09-28,7.74,7.66,7.63 2023-10-09,7.69,7.65,7.57 2023-10-10,7.68,7.74,7.65 2023-10-11,7.64,7.71,7.62 2023-10-12,7.73,7.74,7.66 2023-10-13,7.64,7.68,7.63 2023-10-16,7.66,7.63,7.57 2023-10-17,7.72,7.69,7.65 2023-10-18,7.66,7.7,7.65 2023-10-19,7.71,7.63,7.6 2023-10-20,7.81,7.67,7.65 2023-10-23,7.75,7.78,7.61 2023-10-24,7.96,7.73,7.7 2023-10-25,7.86,7.98,7.83 2023-10-26,7.85,7.8,7.75 2023-10-27,7.84,7.8,7.77 2023-10-30,7.79,7.82,7.76 2023-10-31,7.8,7.78,7.76 2023-11-01,7.79,7.85,7.77 2023-11-02,7.64,7.8,7.63 2023-11-03,7.69,7.61,7.61 2023-11-06,7.92,7.89,7.77 2023-11-07,8.06,7.91,7.86 2023-11-08,7.97,8.03,7.91 2023-11-09,7.92,7.96,7.88 2023-11-10,7.94,7.89,7.88 2023-11-13,8.05,7.9,7.87 2023-11-14,8.12,8.0,8.0 2023-11-15,8.08,8.17,8.07 2023-11-16,8.02,8.06,8.01 2023-11-17,8.01,7.99,7.94 2023-11-20,8.0,8.0,7.95 2023-11-21,7.95,8.02,7.94 2023-11-22,7.83,7.94,7.82 2023-11-23,7.88,7.81,7.81 2023-11-24,7.8,7.88,7.8 2023-11-27,7.78,7.8,7.72 2023-11-28,7.78,7.77,7.75 2023-11-29,7.78,7.78,7.76 ","date,5日,close 2023-06-27,7.396965727772855,7.45 2023-06-28,7.394233261808722,7.43 2023-06-29,7.359501667269851,7.37 2023-06-30,7.4076451270237325,7.45 2023-07-03,7.532394182668022,7.59 2023-07-04,7.5803731344213965,7.58 2023-07-05,7.5413007295887535,7.5 2023-07-06,7.485405926665438,7.45 2023-07-07,7.4880769944485035,7.49 2023-07-10,7.503775932480496,7.51 2023-07-11,7.545791702486082,7.56 2023-07-12,7.492645715575506,7.46 2023-07-13,7.545724993015639,7.57 2023-07-14,7.561490277111664,7.56 2023-07-17,7.545390405187812,7.53 2023-07-18,7.536786364749892,7.53 2023-07-19,7.553493752838008,7.56 2023-07-20,7.503980620879958,7.48 2023-07-21,7.475313679383277,7.47 2023-07-24,7.436355050286025,7.43 2023-07-25,7.6401379712847,7.74 2023-07-26,7.728932521264567,7.74 2023-07-27,7.697712206826866,7.65 2023-07-28,8.000962673089042,8.11 2023-07-31,8.145400187820647,8.14 2023-08-01,8.276246354286087,8.26 2023-08-02,8.413725842763629,8.4 2023-08-03,8.736278824351924,8.8 2023-08-04,8.84055174110377,8.78 2023-08-07,9.03568752166828,9.03 2023-08-08,8.884722003154321,8.73 2023-08-09,9.030172271077976,9.06 2023-08-10,9.720548544370425,9.97 2023-08-11,9.294488728238166,8.97 2023-08-14,8.756815625783304,8.51 2023-08-15,8.63336436780326,8.67 2023-08-16,8.580823079966013,8.65 2023-08-17,8.609550151241251,8.7 2023-08-18,8.481221934469529,8.48 2023-08-21,8.282546802088799,8.26 2023-08-22,8.295923662289704,8.38 2023-08-23,8.142517346822356,8.13 2023-08-24,8.104187381581044,8.15 2023-08-25,8.102699385855159,8.15 2023-08-28,8.269079995327404,8.37 2023-08-29,8.397282996649711,8.44 2023-08-30,8.28251841015331,8.2 2023-08-31,8.081349860426231,7.99 2023-09-01,7.968536802618331,7.95 2023-09-04,7.942316283232305,7.97 2023-09-05,7.905501973470159,7.92 2023-09-06,7.897852399702675,7.92 2023-09-07,7.838314400180636,7.83 2023-09-08,7.818529889193311,7.83 2023-09-11,7.886448696576194,7.93 2023-09-12,7.870654400207421,7.86 2023-09-13,7.7663490240001565,7.72 2023-09-14,7.709291794857442,7.7 2023-09-15,7.717719528146501,7.74 2023-09-18,7.70530155914979,7.71 2023-09-19,7.696396871839786,7.7 2023-09-20,7.667271525004745,7.66 2023-09-21,7.636103238415636,7.63 2023-09-22,7.738110183295994,7.79 2023-09-25,7.657274278335508,7.61 2023-09-26,7.621469271806911,7.61 2023-09-27,7.621938819402331,7.63 2023-09-28,7.701851729235606,7.74 2023-10-09,7.701924076099774,7.69 2023-10-10,7.693064756004615,7.68 2023-10-11,7.659668293279342,7.64 2023-10-12,7.708042564063578,7.73 2023-10-13,7.665583627756064,7.64 2023-10-16,7.660345553287904,7.66 2023-10-17,7.700814436697673,7.72 2023-10-18,7.676155877235493,7.66 2023-10-19,7.69984674355198,7.71 2023-10-20,7.780245483885585,7.81 2023-10-23,7.771037791845707,7.75 2023-10-24,7.911332492155669,7.96 2023-10-25,7.8976502941127915,7.86 2023-10-26,7.877905499972302,7.85 2023-10-27,7.857857272136639,7.84 2023-10-30,7.811514705528815,7.79 2023-10-31,7.797858381533904,7.8 2023-11-01,7.78602523632913,7.79 2023-11-02,7.676836247066042,7.64 2023-11-03,7.667596884666244,7.69 2023-11-06,7.830826991416037,7.92 2023-11-07,8.002439246852198,8.06 2023-11-08,8.008619359865607,7.97 2023-11-09,7.967564758421924,7.92 2023-11-10,7.957693110164428,7.94 2023-11-13,8.027483389800551,8.05 2023-11-14,8.103987746321687,8.12 2023-11-15,8.1039807833284,8.08 2023-11-16,8.055972983353968,8.02 2023-11-17,8.024486476735756,8.01 2023-11-20,8.002929207763529,8.0 2023-11-21,7.959053626799078,7.95 2023-11-22,7.857382821538858,7.83 2023-11-23,7.852450942979247,7.88 2023-11-24,7.799962902217523,7.8 2023-11-27,7.768475012770526,7.78 2023-11-28,7.76068865754117,7.78 2023-11-29,7.762658898712017,7.78 " 1684,CN,technical,统计中国联通从2021年12月23日到2022年11月13日,股价跌破10日三指数移动平均线的总次数。(平滑系数 alpha 取 2 / (n + 1);从前 6n 个数据开始计算;初始值用首个数据点)使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,41.0,medium,moving average,TEMA = 3 * EMA1 - 3 * EMA2 + EMA3;EMA1 = EMA_n(P);EMA2 = EMA_n(EMA1);EMA3 = EMA_n(EMA2),"date,close,open,low 2021-09-23,4.17,4.18,4.16 2021-09-24,4.14,4.18,4.14 2021-09-27,4.09,4.14,4.08 2021-09-28,4.11,4.09,4.08 2021-09-29,4.1,4.1,4.07 2021-09-30,4.11,4.1,4.08 2021-10-08,4.18,4.13,4.12 2021-10-11,4.21,4.18,4.17 2021-10-12,4.2,4.21,4.17 2021-10-13,4.19,4.2,4.18 2021-10-14,4.18,4.2,4.16 2021-10-15,4.22,4.18,4.16 2021-10-18,4.23,4.22,4.21 2021-10-19,4.22,4.22,4.21 2021-10-20,4.19,4.22,4.17 2021-10-21,4.17,4.19,4.15 2021-10-22,4.11,4.16,4.1 2021-10-25,4.11,4.1,4.08 2021-10-26,4.08,4.11,4.08 2021-10-27,4.04,4.08,4.01 2021-10-28,4.05,4.03,4.01 2021-10-29,4.08,4.04,4.04 2021-11-01,4.1,4.08,4.05 2021-11-02,4.04,4.09,4.02 2021-11-03,4.03,4.04,4.03 2021-11-04,4.04,4.04,4.03 2021-11-05,4.05,4.04,4.02 2021-11-08,4.03,4.03,4.02 2021-11-09,4.04,4.03,4.02 2021-11-10,4.01,4.03,3.98 2021-11-11,4.03,4.0,3.99 2021-11-12,4.01,4.04,4.01 2021-11-15,4.02,4.02,4.01 2021-11-16,4.02,4.02,4.01 2021-11-17,3.98,3.98,3.97 2021-11-18,3.94,3.98,3.94 2021-11-19,3.97,3.94,3.93 2021-11-22,3.96,3.97,3.94 2021-11-23,3.95,3.95,3.94 2021-11-24,3.95,3.95,3.93 2021-11-25,3.94,3.95,3.93 2021-11-26,3.91,3.93,3.9 2021-11-29,3.87,3.88,3.85 2021-11-30,3.88,3.87,3.86 2021-12-01,3.91,3.88,3.87 2021-12-02,3.9,3.91,3.89 2021-12-03,3.91,3.9,3.87 2021-12-06,3.9,3.91,3.88 2021-12-07,3.92,3.91,3.9 2021-12-08,3.92,3.93,3.9 2021-12-09,3.94,3.92,3.91 2021-12-10,3.95,3.93,3.93 2021-12-13,3.94,3.95,3.93 2021-12-14,3.93,3.94,3.92 2021-12-15,3.93,3.93,3.92 2021-12-16,3.95,3.93,3.91 2021-12-17,3.96,3.94,3.93 2021-12-20,3.97,3.96,3.95 2021-12-21,3.97,3.98,3.95 2021-12-22,3.94,3.98,3.93 2021-12-23,3.93,3.94,3.92 2021-12-24,3.92,3.93,3.91 2021-12-27,3.93,3.92,3.91 2021-12-28,3.93,3.94,3.92 2021-12-29,3.92,3.93,3.91 2021-12-30,3.92,3.92,3.91 2021-12-31,3.93,3.93,3.91 2022-01-04,3.99,3.94,3.92 2022-01-05,3.98,3.99,3.95 2022-01-06,3.96,3.98,3.94 2022-01-07,3.99,3.96,3.95 2022-01-10,4.03,4.0,3.99 2022-01-11,4.03,4.03,4.01 2022-01-12,4.01,4.02,3.99 2022-01-13,4.01,4.02,4.0 2022-01-14,3.97,4.01,3.97 2022-01-17,3.97,3.98,3.97 2022-01-18,4.02,3.98,3.97 2022-01-19,4.01,4.01,3.99 2022-01-20,4.01,4.01,3.99 2022-01-21,4.0,4.0,3.97 2022-01-24,3.97,4.0,3.96 2022-01-25,3.82,3.96,3.82 2022-01-26,3.81,3.83,3.79 2022-01-27,3.71,3.8,3.7 2022-01-28,3.71,3.72,3.7 2022-02-07,3.76,3.73,3.71 2022-02-08,3.92,3.76,3.75 2022-02-09,4.05,3.93,3.9 2022-02-10,4.01,4.03,3.97 2022-02-11,4.0,4.0,3.98 2022-02-14,3.96,4.0,3.95 2022-02-15,3.93,3.96,3.93 2022-02-16,3.97,3.96,3.95 2022-02-17,3.94,3.96,3.92 2022-02-18,3.96,3.94,3.92 2022-02-21,3.97,3.95,3.93 2022-02-22,3.93,3.95,3.92 2022-02-23,3.93,3.93,3.92 2022-02-24,3.87,3.93,3.82 2022-02-25,3.85,3.88,3.84 2022-02-28,3.82,3.84,3.8 2022-03-01,3.85,3.83,3.82 2022-03-02,3.84,3.83,3.82 2022-03-03,3.86,3.85,3.84 2022-03-04,3.84,3.86,3.83 2022-03-07,3.77,3.83,3.77 2022-03-08,3.72,3.77,3.71 2022-03-09,3.67,3.73,3.55 2022-03-10,3.66,3.72,3.65 2022-03-11,3.69,3.63,3.57 2022-03-14,3.62,3.65,3.62 2022-03-15,3.42,3.59,3.41 2022-03-16,3.52,3.45,3.39 2022-03-17,3.51,3.54,3.49 2022-03-18,3.59,3.49,3.47 2022-03-21,3.53,3.57,3.5 2022-03-22,3.52,3.5,3.49 2022-03-23,3.54,3.53,3.52 2022-03-24,3.54,3.52,3.5 2022-03-25,3.51,3.53,3.5 2022-03-28,3.54,3.49,3.45 2022-03-29,3.53,3.55,3.52 2022-03-30,3.55,3.54,3.52 2022-03-31,3.57,3.54,3.53 2022-04-01,3.58,3.55,3.54 2022-04-06,3.61,3.57,3.56 2022-04-07,3.55,3.6,3.55 2022-04-08,3.56,3.55,3.52 2022-04-11,3.51,3.56,3.49 2022-04-12,3.54,3.5,3.47 2022-04-13,3.53,3.54,3.52 2022-04-14,3.54,3.54,3.53 2022-04-15,3.53,3.53,3.52 2022-04-18,3.51,3.52,3.5 2022-04-19,3.54,3.51,3.5 2022-04-20,3.55,3.55,3.53 2022-04-21,3.48,3.54,3.46 2022-04-22,3.52,3.48,3.45 2022-04-25,3.43,3.5,3.43 2022-04-26,3.43,3.44,3.43 2022-04-27,3.47,3.41,3.39 2022-04-28,3.49,3.46,3.42 2022-04-29,3.52,3.48,3.47 2022-05-05,3.53,3.52,3.51 2022-05-06,3.46,3.5,3.46 2022-05-09,3.48,3.45,3.45 2022-05-10,3.5,3.46,3.44 2022-05-11,3.49,3.49,3.48 2022-05-12,3.49,3.48,3.47 2022-05-13,3.51,3.48,3.48 2022-05-16,3.49,3.51,3.48 2022-05-17,3.51,3.48,3.48 2022-05-18,3.49,3.51,3.48 2022-05-19,3.51,3.47,3.46 2022-05-20,3.54,3.51,3.5 2022-05-23,3.52,3.53,3.5 2022-05-24,3.47,3.51,3.46 2022-05-25,3.48,3.46,3.45 2022-05-26,3.48,3.48,3.45 2022-05-27,3.49,3.48,3.47 2022-05-30,3.48,3.48,3.47 2022-05-31,3.48,3.49,3.46 2022-06-01,3.47,3.48,3.46 2022-06-02,3.47,3.46,3.45 2022-06-06,3.47,3.47,3.45 2022-06-07,3.48,3.47,3.46 2022-06-08,3.48,3.48,3.46 2022-06-09,3.48,3.47,3.46 2022-06-10,3.5,3.47,3.46 2022-06-13,3.46,3.49,3.45 2022-06-14,3.47,3.45,3.41 2022-06-15,3.57,3.46,3.45 2022-06-16,3.52,3.57,3.51 2022-06-17,3.53,3.51,3.47 2022-06-20,3.49,3.52,3.48 2022-06-21,3.49,3.49,3.48 2022-06-22,3.46,3.49,3.46 2022-06-23,3.48,3.46,3.46 2022-06-24,3.48,3.48,3.46 2022-06-27,3.48,3.48,3.47 2022-06-28,3.49,3.48,3.47 2022-06-29,3.45,3.46,3.45 2022-06-30,3.46,3.46,3.45 2022-07-01,3.47,3.47,3.45 2022-07-04,3.46,3.46,3.45 2022-07-05,3.44,3.47,3.43 2022-07-06,3.43,3.44,3.41 2022-07-07,3.42,3.42,3.41 2022-07-08,3.42,3.42,3.42 2022-07-11,3.43,3.43,3.42 2022-07-12,3.44,3.43,3.43 2022-07-13,3.44,3.44,3.43 2022-07-14,3.42,3.44,3.42 2022-07-15,3.38,3.42,3.38 2022-07-18,3.41,3.38,3.38 2022-07-19,3.43,3.41,3.4 2022-07-20,3.44,3.43,3.42 2022-07-21,3.42,3.44,3.42 2022-07-22,3.43,3.43,3.42 2022-07-25,3.43,3.44,3.42 2022-07-26,3.44,3.43,3.41 2022-07-27,3.42,3.44,3.42 2022-07-28,3.43,3.43,3.42 2022-07-29,3.44,3.44,3.42 2022-08-01,3.41,3.43,3.41 2022-08-02,3.34,3.41,3.3 2022-08-03,3.31,3.32,3.3 2022-08-04,3.35,3.32,3.31 2022-08-05,3.39,3.35,3.34 2022-08-08,3.44,3.39,3.38 2022-08-09,3.53,3.46,3.45 2022-08-10,3.57,3.53,3.52 2022-08-11,3.59,3.58,3.57 2022-08-12,3.59,3.6,3.55 2022-08-15,3.55,3.58,3.54 2022-08-16,3.54,3.56,3.52 2022-08-17,3.56,3.54,3.5 2022-08-18,3.52,3.55,3.51 2022-08-19,3.58,3.52,3.51 2022-08-22,3.58,3.57,3.57 2022-08-23,3.55,3.58,3.54 2022-08-24,3.5,3.54,3.5 2022-08-25,3.53,3.51,3.5 2022-08-26,3.53,3.54,3.52 2022-08-29,3.52,3.5,3.49 2022-08-30,3.58,3.51,3.5 2022-08-31,3.55,3.57,3.53 2022-09-01,3.54,3.54,3.53 2022-09-02,3.53,3.54,3.52 2022-09-05,3.56,3.53,3.51 2022-09-06,3.58,3.57,3.55 2022-09-07,3.55,3.58,3.54 2022-09-08,3.58,3.56,3.54 2022-09-09,3.6,3.57,3.56 2022-09-13,3.59,3.6,3.58 2022-09-14,3.54,3.57,3.54 2022-09-15,3.56,3.55,3.53 2022-09-16,3.48,3.55,3.47 2022-09-19,3.45,3.47,3.42 2022-09-20,3.43,3.45,3.43 2022-09-21,3.44,3.43,3.38 2022-09-22,3.42,3.42,3.4 2022-09-23,3.48,3.42,3.4 2022-09-26,3.36,3.47,3.35 2022-09-27,3.41,3.36,3.35 2022-09-28,3.37,3.4,3.37 2022-09-29,3.34,3.39,3.32 2022-09-30,3.35,3.33,3.32 2022-10-10,3.38,3.36,3.35 2022-10-11,3.37,3.38,3.36 2022-10-12,3.42,3.37,3.36 2022-10-13,3.43,3.41,3.39 2022-10-14,3.43,3.43,3.42 2022-10-17,3.43,3.42,3.41 2022-10-18,3.42,3.44,3.41 2022-10-19,3.38,3.42,3.38 2022-10-20,3.41,3.38,3.37 2022-10-21,3.44,3.41,3.4 2022-10-24,3.36,3.44,3.36 2022-10-25,3.34,3.36,3.34 2022-10-26,3.35,3.35,3.34 2022-10-27,3.38,3.36,3.35 2022-10-28,3.34,3.37,3.33 2022-10-31,3.36,3.34,3.32 2022-11-01,3.41,3.36,3.35 2022-11-02,3.75,3.41,3.39 2022-11-03,3.71,3.86,3.65 2022-11-04,3.65,3.65,3.56 2022-11-07,3.58,3.61,3.56 2022-11-08,3.54,3.58,3.52 2022-11-09,3.45,3.47,3.45 2022-11-10,3.46,3.44,3.41 2022-11-11,3.47,3.49,3.45 ","date,10日,close 2021-11-08,4.023857452936864,4.03 2021-11-09,4.025753880742328,4.04 2021-11-10,4.0144343576187005,4.01 2021-11-11,4.016836218111962,4.03 2021-11-12,4.010274579803272,4.01 2021-11-15,4.011199464994773,4.02 2021-11-16,4.012545682439824,4.02 2021-11-17,3.99595848480575,3.98 2021-11-18,3.9674126000600527,3.94 2021-11-19,3.962814227655185,3.97 2021-11-22,3.9562989761174787,3.96 2021-11-23,3.948452374077587,3.95 2021-11-24,3.9442211231480764,3.95 2021-11-25,3.937850613827959,3.94 2021-11-26,3.92095918399977,3.91 2021-11-29,3.892574126326121,3.87 2021-11-30,3.8793605329501357,3.88 2021-12-01,3.885529276193992,3.91 2021-12-02,3.886446265095271,3.9 2021-12-03,3.8926626756726947,3.91 2021-12-06,3.893169749938731,3.9 2021-12-07,3.9032438529159887,3.92 2021-12-08,3.910477848576779,3.92 2021-12-09,3.924628895688387,3.94 2021-12-10,3.938647694773837,3.95 2021-12-13,3.943266215074037,3.94 2021-12-14,3.941442450393125,3.93 2021-12-15,3.9398317520898263,3.93 2021-12-16,3.947464864737505,3.95 2021-12-17,3.956731018856429,3.96 2021-12-20,3.9669752084403367,3.97 2021-12-21,3.973229060078879,3.97 2021-12-22,3.9631641772073696,3.94 2021-12-23,3.951330590757811,3.93 2021-12-24,3.938559864108163,3.92 2021-12-27,3.9344516094139093,3.93 2021-12-28,3.9317677624767606,3.93 2021-12-29,3.9255644395064233,3.92 2021-12-30,3.921592049609197,3.92 2021-12-31,3.923701110532035,3.93 2022-01-04,3.952481183999213,3.99 2022-01-05,3.9671551944691257,3.98 2022-01-06,3.967507081201046,3.96 2022-01-07,3.9808103550738325,3.99 2022-01-10,4.007240524976561,4.03 2022-01-11,4.024088187965166,4.03 2022-01-12,4.025208817181576,4.01 2022-01-13,4.024829317813092,4.01 2022-01-14,4.005480467314525,3.97 2022-01-17,3.9918205469027197,3.97 2022-01-18,4.0049504209505695,4.02 2022-01-19,4.008919582304154,4.01 2022-01-20,4.011183304942813,4.01 2022-01-21,4.007785627815269,4.0 2022-01-24,3.9916191190534054,3.97 2022-01-25,3.9128484658907343,3.82 2022-01-26,3.8563439184918167,3.81 2022-01-27,3.7751029077210854,3.71 2022-01-28,3.7235164816157083,3.71 2022-02-07,3.7152013446135146,3.76 2022-02-08,3.7856899002421045,3.92 2022-02-09,3.894379583047991,4.05 2022-02-10,3.9498953979668645,4.01 2022-02-11,3.9818929954522604,4.0 2022-02-14,3.983889356438086,3.96 2022-02-15,3.970173024610954,3.93 2022-02-16,3.977850499872038,3.97 2022-02-17,3.96835494300543,3.94 2022-02-18,3.970110704419363,3.96 2022-02-21,3.975035254012967,3.97 2022-02-22,3.9594928740784106,3.93 2022-02-23,3.9485234328769496,3.93 2022-02-24,3.9137658174101126,3.87 2022-02-25,3.8816078847497444,3.85 2022-02-28,3.8472205199905956,3.82 2022-03-01,3.8389683273968283,3.85 2022-03-02,3.8303390110091233,3.84 2022-03-03,3.8350104950475004,3.86 2022-03-04,3.8303613986214016,3.84 2022-03-07,3.79671282874516,3.77 2022-03-08,3.7528981546844866,3.72 2022-03-09,3.702778617365446,3.67 2022-03-10,3.6671109148133025,3.66 2022-03-11,3.6596445298589093,3.69 2022-03-14,3.625842836823823,3.62 2022-03-15,3.515629283613423,3.42 2022-03-16,3.4908518625109823,3.52 2022-03-17,3.4741663319077905,3.51 2022-03-18,3.503417074083452,3.59 2022-03-21,3.4994500252529113,3.53 2022-03-22,3.4952040942426557,3.52 2022-03-23,3.5040217170522583,3.54 2022-03-24,3.5121393494428865,3.54 2022-03-25,3.505764830692807,3.51 2022-03-28,3.5165567637442923,3.54 2022-03-29,3.5204741851649883,3.53 2022-03-30,3.5330394402859326,3.55 2022-03-31,3.55109108582849,3.57 2022-04-01,3.5679082152536834,3.58 2022-04-06,3.592573567830712,3.61 2022-04-07,3.5814008927864833,3.55 2022-04-08,3.5778156715566363,3.56 2022-04-11,3.5523255773898184,3.51 2022-04-12,3.548630820513141,3.54 2022-04-13,3.5416666016666007,3.53 2022-04-14,3.5416228026523857,3.54 2022-04-15,3.5371891346090214,3.53 2022-04-18,3.525299852661753,3.51 2022-04-19,3.531142813651109,3.54 2022-04-20,3.539810627470533,3.55 2022-04-21,3.514019663145935,3.48 2022-04-22,3.5150499950568657,3.52 2022-04-25,3.475398739059141,3.43 2022-04-26,3.4495111781762593,3.43 2022-04-27,3.4513926641571793,3.47 2022-04-28,3.4628716268298128,3.49 2022-04-29,3.4850358095051477,3.52 2022-05-05,3.5048996118015103,3.53 2022-05-06,3.4866113665719047,3.46 2022-05-09,3.483466399229327,3.48 2022-05-10,3.4906118410509435,3.5 2022-05-11,3.491001416832731,3.49 2022-05-12,3.491302165816329,3.49 2022-05-13,3.500566056088805,3.51 2022-05-16,3.497639856413327,3.49 2022-05-17,3.504594757217931,3.51 2022-05-18,3.500039361778282,3.49 2022-05-19,3.505864961841802,3.51 2022-05-20,3.5231594247300437,3.54 2022-05-23,3.5253294457748217,3.52 2022-05-24,3.503682730447484,3.47 2022-05-25,3.493455366223923,3.48 2022-05-26,3.486641554423197,3.48 2022-05-27,3.48677421102949,3.49 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2022-09-30,3.3353351181081803,3.35 2022-10-10,3.3444315729610534,3.38 2022-10-11,3.3477646275520896,3.37 2022-10-12,3.374050146347586,3.42 2022-10-13,3.397158223410555,3.43 2022-10-14,3.413058067754057,3.43 2022-10-17,3.4237260201829307,3.43 2022-10-18,3.426113476857507,3.42 2022-10-19,3.4092805472105168,3.38 2022-10-20,3.411385794748316,3.41 2022-10-21,3.426286411253312,3.44 2022-10-24,3.399841468909681,3.36 2022-10-25,3.3729817776253546,3.34 2022-10-26,3.359863271908431,3.35 2022-10-27,3.365272312973275,3.38 2022-10-28,3.3514003279949938,3.34 2022-10-31,3.3517598078161743,3.36 2022-11-01,3.3752439756291057,3.41 2022-11-02,3.5450780925589807,3.75 2022-11-03,3.6392606171537065,3.71 2022-11-04,3.6716931277720657,3.65 2022-11-07,3.6575956034973567,3.58 2022-11-08,3.6262434981188427,3.54 2022-11-09,3.5615542827585758,3.45 2022-11-10,3.520958802592167,3.46 2022-11-11,3.497602795179244,3.47 " 1685,CN,technical,"东方盛虹2022年07月22日至2023年01月27日, 价格跌破5日赫尔移动平均线有多少次?使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。",30.0,medium,moving average,HMA = WMA_{\sqrt{n}}(2 * WMA_{n/2}(P) - WMA_n(P)),"date,close,high,open 2022-07-13,16.82,17.21,16.68 2022-07-14,17.85,18.03,16.82 2022-07-15,17.85,18.16,17.8 2022-07-18,17.14,17.88,17.8 2022-07-19,17.09,17.28,17.1 2022-07-20,16.78,17.09,17.09 2022-07-21,16.77,17.05,16.79 2022-07-22,17.15,17.55,16.7 2022-07-25,16.66,17.14,17.01 2022-07-26,16.86,16.89,16.66 2022-07-27,18.55,18.55,16.79 2022-07-28,20.06,20.41,18.55 2022-07-29,19.72,20.4,20.18 2022-08-01,20.01,20.23,19.63 2022-08-02,22.01,22.01,19.77 2022-08-03,20.6,22.46,22.29 2022-08-04,20.59,21.35,20.6 2022-08-05,21.01,21.47,20.8 2022-08-08,22.3,23.0,20.96 2022-08-09,22.93,23.72,22.25 2022-08-10,24.09,24.52,22.8 2022-08-11,23.56,24.83,24.0 2022-08-12,23.23,24.23,23.3 2022-08-15,23.72,24.46,23.1 2022-08-16,23.05,24.04,23.54 2022-08-17,22.55,23.8,23.16 2022-08-18,22.04,22.45,22.42 2022-08-19,22.65,23.23,22.26 2022-08-22,21.84,22.32,21.87 2022-08-23,22.35,22.68,21.79 2022-08-24,21.26,22.32,22.29 2022-08-25,21.0,21.7,21.27 2022-08-26,21.16,21.48,21.11 2022-08-29,21.01,21.66,20.9 2022-08-30,20.23,21.22,21.1 2022-08-31,19.26,20.45,20.25 2022-09-01,18.81,19.39,19.1 2022-09-02,19.16,19.61,18.98 2022-09-05,19.38,20.07,19.16 2022-09-06,20.4,20.65,19.57 2022-09-07,21.79,21.84,20.4 2022-09-08,21.73,21.95,21.67 2022-09-09,20.81,22.23,21.81 2022-09-13,20.39,21.2,21.05 2022-09-14,19.75,20.71,19.81 2022-09-15,18.7,19.9,19.8 2022-09-16,18.48,18.94,18.7 2022-09-19,18.14,18.6,18.15 2022-09-20,18.9,19.38,18.48 2022-09-21,18.79,19.13,18.85 2022-09-22,18.9,19.4,18.63 2022-09-23,19.06,19.47,18.92 2022-09-26,19.54,19.85,18.72 2022-09-27,18.34,19.54,19.5 2022-09-28,17.99,18.83,18.21 2022-09-29,17.78,18.58,18.29 2022-09-30,17.42,17.97,17.82 2022-10-10,16.53,17.58,17.45 2022-10-11,16.6,16.79,16.71 2022-10-12,16.75,16.75,16.6 2022-10-13,15.94,16.88,16.61 2022-10-14,16.07,16.43,16.15 2022-10-17,15.92,16.05,15.8 2022-10-18,15.96,16.28,15.91 2022-10-19,15.5,16.17,15.91 2022-10-20,15.46,15.72,15.45 2022-10-21,15.1,15.55,15.48 2022-10-24,14.97,15.61,15.19 2022-10-25,13.48,14.65,14.59 2022-10-26,13.33,13.66,13.62 2022-10-27,13.47,14.1,13.3 2022-10-28,12.77,13.49,13.1 2022-10-31,12.24,12.9,12.8 2022-11-01,12.57,12.57,12.35 2022-11-02,12.91,13.13,12.57 2022-11-03,12.78,13.13,12.8 2022-11-04,13.7,13.83,12.88 2022-11-07,13.98,14.24,13.7 2022-11-08,13.68,14.03,13.99 2022-11-09,13.47,13.85,13.68 2022-11-10,13.25,13.43,13.31 2022-11-11,13.91,14.03,13.7 2022-11-14,13.58,14.58,14.08 2022-11-15,13.97,14.08,13.7 2022-11-16,13.7,14.04,13.98 2022-11-17,13.41,13.59,13.57 2022-11-18,13.35,13.68,13.49 2022-11-21,13.4,13.46,13.21 2022-11-22,13.11,13.5,13.44 2022-11-23,13.4,13.53,13.08 2022-11-24,13.62,13.66,13.45 2022-11-25,13.66,13.76,13.67 2022-11-28,13.07,13.47,13.47 2022-11-29,13.37,13.52,13.12 2022-11-30,13.28,13.78,13.62 2022-12-01,13.79,13.95,13.3 2022-12-02,14.18,14.4,13.85 2022-12-05,14.14,14.52,14.47 2022-12-06,14.11,14.15,14.07 2022-12-07,13.82,14.2,14.03 2022-12-08,13.89,14.17,13.93 2022-12-09,14.74,14.84,13.94 2022-12-12,14.56,15.14,14.74 2022-12-13,14.56,14.67,14.54 2022-12-14,14.52,14.64,14.4 2022-12-15,14.58,14.8,14.45 2022-12-16,14.44,14.51,14.4 2022-12-19,14.06,14.51,14.4 2022-12-20,14.14,14.17,14.06 2022-12-21,14.76,14.85,14.03 2022-12-22,13.34,14.8,14.75 2022-12-23,12.81,13.33,13.01 2022-12-26,13.28,13.33,12.7 2022-12-27,13.38,13.58,13.26 2022-12-28,13.22,13.43,13.37 2022-12-29,13.21,13.52,13.16 2022-12-30,13.04,13.34,13.23 2023-01-03,13.13,13.23,12.96 2023-01-04,12.94,13.2,13.13 2023-01-05,13.22,13.55,12.97 2023-01-06,14.54,14.54,13.58 2023-01-09,14.8,15.41,14.99 2023-01-10,14.46,14.99,14.95 2023-01-11,14.58,14.83,14.51 2023-01-12,14.36,14.93,14.58 2023-01-13,14.25,14.53,14.4 2023-01-16,14.69,14.8,14.22 2023-01-17,14.72,15.06,14.65 2023-01-18,14.76,14.89,14.71 2023-01-19,14.67,14.74,14.66 2023-01-20,14.68,14.7,14.58 ","date,5日,close 2022-07-20,16.703555555555557,16.78 2022-07-21,16.598444444444443,16.77 2022-07-22,16.91666666666666,17.15 2022-07-25,16.886444444444443,16.66 2022-07-26,16.756,16.86 2022-07-27,17.951333333333334,18.55 2022-07-28,20.01466666666667,20.06 2022-07-29,20.697999999999997,19.72 2022-08-01,20.417555555555555,20.01 2022-08-02,21.53533333333333,22.01 2022-08-03,21.676444444444453,20.6 2022-08-04,20.775333333333336,20.59 2022-08-05,20.72,21.01 2022-08-08,21.867111111111114,22.3 2022-08-09,23.143555555555555,22.93 2022-08-10,24.26177777777778,24.09 2022-08-11,24.366666666666664,23.56 2022-08-12,23.606666666666666,23.23 2022-08-15,23.47022222222223,23.72 2022-08-16,23.28288888888889,23.05 2022-08-17,22.620222222222225,22.55 2022-08-18,21.945111111111107,22.04 2022-08-19,22.11377777777778,22.65 2022-08-22,22.066222222222223,21.84 2022-08-23,22.05888888888889,22.35 2022-08-24,21.599777777777778,21.26 2022-08-25,20.855555555555558,21.0 2022-08-26,20.78533333333333,21.16 2022-08-29,20.923555555555556,21.01 2022-08-30,20.439555555555554,20.23 2022-08-31,19.347333333333328,19.26 2022-09-01,18.480222222222217,18.81 2022-09-02,18.574666666666662,19.16 2022-09-05,19.15488888888889,19.38 2022-09-06,20.140444444444444,20.4 2022-09-07,21.686222222222217,21.79 2022-09-08,22.424888888888887,21.73 2022-09-09,21.589555555555553,20.81 2022-09-13,20.445777777777778,20.39 2022-09-14,19.630222222222226,19.75 2022-09-15,18.66377777777778,18.7 2022-09-16,18.035555555555554,18.48 2022-09-19,17.83422222222222,18.14 2022-09-20,18.366444444444443,18.9 2022-09-21,18.890888888888885,18.79 2022-09-22,18.994,18.9 2022-09-23,19.083555555555552,19.06 2022-09-26,19.456666666666663,19.54 2022-09-27,18.920444444444442,18.34 2022-09-28,17.93488888888889,17.99 2022-09-29,17.493555555555556,17.78 2022-09-30,17.268,17.42 2022-10-10,16.609111111111115,16.53 2022-10-11,16.212222222222223,16.6 2022-10-12,16.436666666666664,16.75 2022-10-13,16.161777777777772,15.94 2022-10-14,15.838666666666667,16.07 2022-10-17,15.80688888888889,15.92 2022-10-18,15.854666666666667,15.96 2022-10-19,15.620444444444445,15.5 2022-10-20,15.347555555555559,15.46 2022-10-21,15.087777777777776,15.1 2022-10-24,14.856444444444442,14.97 2022-10-25,13.831333333333333,13.48 2022-10-26,12.907111111111112,13.33 2022-10-27,12.963555555555558,13.47 2022-10-28,12.83222222222222,12.77 2022-10-31,12.217555555555554,12.24 2022-11-01,12.144222222222224,12.57 2022-11-02,12.668666666666667,12.91 2022-11-03,12.927555555555555,12.78 2022-11-04,13.474222222222219,13.7 2022-11-07,14.142444444444443,13.98 2022-11-08,14.093111111111112,13.68 2022-11-09,13.634000000000002,13.47 2022-11-10,13.238888888888889,13.25 2022-11-11,13.548222222222222,13.91 2022-11-14,13.777333333333331,13.58 2022-11-15,13.89888888888889,13.97 2022-11-16,13.874444444444444,13.7 2022-11-17,13.516666666666666,13.41 2022-11-18,13.256666666666666,13.35 2022-11-21,13.268666666666666,13.4 2022-11-22,13.165777777777777,13.11 2022-11-23,13.226222222222221,13.4 2022-11-24,13.55088888888889,13.62 2022-11-25,13.751555555555557,13.66 2022-11-28,13.36177777777778,13.07 2022-11-29,13.154222222222224,13.37 2022-11-30,13.242000000000004,13.28 2022-12-01,13.611333333333334,13.79 2022-12-02,14.18222222222222,14.18 2022-12-05,14.39,14.14 2022-12-06,14.268,14.11 2022-12-07,13.952666666666667,13.82 2022-12-08,13.785555555555556,13.89 2022-12-09,14.393777777777784,14.74 2022-12-12,14.832444444444443,14.56 2022-12-13,14.74,14.56 2022-12-14,14.581333333333333,14.52 2022-12-15,14.548222222222222,14.58 2022-12-16,14.488,14.44 2022-12-19,14.160888888888891,14.06 2022-12-20,13.98044444444445,14.14 2022-12-21,14.459111111111111,14.76 2022-12-22,13.954666666666663,13.34 2022-12-23,12.773777777777775,12.81 2022-12-26,12.674,13.28 2022-12-27,13.186666666666666,13.38 2022-12-28,13.334888888888889,13.22 2022-12-29,13.237777777777778,13.21 2022-12-30,13.072888888888889,13.04 2023-01-03,13.036444444444442,13.13 2023-01-04,12.977333333333329,12.94 2023-01-05,13.080888888888888,13.22 2023-01-06,14.130222222222221,14.54 2023-01-09,15.12088888888889,14.8 2023-01-10,15.021555555555553,14.46 2023-01-11,14.671555555555555,14.58 2023-01-12,14.432888888888888,14.36 2023-01-13,14.228,14.25 2023-01-16,14.461111111111109,14.69 2023-01-17,14.776222222222222,14.72 2023-01-18,14.854888888888889,14.76 2023-01-19,14.765111111111116,14.67 2023-01-20,14.676444444444448,14.68 " 1686,CN,technical,包钢股份在2024年07月26日到2025年02月04日期间,收盘价跌破5日赫尔移动平均线共几次?使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,32.0,medium,moving average,HMA = WMA_{\sqrt{n}}(2 * WMA_{n/2}(P) - WMA_n(P)),"date,close,high,open 2024-07-17,1.42,1.43,1.42 2024-07-18,1.44,1.44,1.42 2024-07-19,1.45,1.45,1.43 2024-07-22,1.44,1.45,1.44 2024-07-23,1.42,1.45,1.44 2024-07-24,1.42,1.43,1.42 2024-07-25,1.41,1.43,1.41 2024-07-26,1.43,1.43,1.41 2024-07-29,1.43,1.44,1.43 2024-07-30,1.44,1.44,1.43 2024-07-31,1.46,1.46,1.44 2024-08-01,1.45,1.47,1.45 2024-08-02,1.46,1.5,1.45 2024-08-05,1.45,1.48,1.46 2024-08-06,1.46,1.47,1.46 2024-08-07,1.45,1.47,1.45 2024-08-08,1.45,1.46,1.45 2024-08-09,1.44,1.46,1.46 2024-08-12,1.43,1.45,1.44 2024-08-13,1.43,1.44,1.43 2024-08-14,1.42,1.44,1.43 2024-08-15,1.43,1.44,1.42 2024-08-16,1.44,1.45,1.44 2024-08-19,1.44,1.46,1.44 2024-08-20,1.44,1.45,1.44 2024-08-21,1.43,1.44,1.43 2024-08-22,1.43,1.44,1.43 2024-08-23,1.42,1.44,1.42 2024-08-26,1.44,1.44,1.42 2024-08-27,1.42,1.44,1.43 2024-08-28,1.42,1.43,1.42 2024-08-29,1.42,1.43,1.43 2024-08-30,1.44,1.44,1.42 2024-09-02,1.42,1.45,1.44 2024-09-03,1.42,1.44,1.42 2024-09-04,1.41,1.43,1.42 2024-09-05,1.42,1.43,1.41 2024-09-06,1.41,1.43,1.42 2024-09-09,1.4,1.42,1.41 2024-09-10,1.39,1.4,1.4 2024-09-11,1.38,1.4,1.39 2024-09-12,1.38,1.39,1.38 2024-09-13,1.39,1.4,1.38 2024-09-18,1.38,1.39,1.39 2024-09-19,1.4,1.41,1.38 2024-09-20,1.39,1.4,1.4 2024-09-23,1.4,1.4,1.39 2024-09-24,1.44,1.45,1.4 2024-09-25,1.47,1.51,1.46 2024-09-26,1.52,1.53,1.47 2024-09-27,1.57,1.58,1.55 2024-09-30,1.73,1.73,1.63 2024-10-08,1.83,1.9,1.9 2024-10-09,1.66,1.81,1.81 2024-10-10,1.7,1.73,1.66 2024-10-11,1.65,1.71,1.69 2024-10-14,1.67,1.68,1.66 2024-10-15,1.63,1.68,1.66 2024-10-16,1.63,1.66,1.61 2024-10-17,1.58,1.64,1.63 2024-10-18,1.63,1.65,1.58 2024-10-21,1.61,1.64,1.64 2024-10-22,1.62,1.64,1.61 2024-10-23,1.65,1.66,1.62 2024-10-24,1.63,1.65,1.63 2024-10-25,1.68,1.69,1.63 2024-10-28,1.75,1.76,1.67 2024-10-29,1.68,1.76,1.75 2024-10-30,1.7,1.72,1.67 2024-10-31,1.71,1.73,1.68 2024-11-01,1.88,1.88,1.72 2024-11-04,1.83,1.96,1.95 2024-11-05,2.01,2.01,1.8 2024-11-06,2.16,2.2,2.0 2024-11-07,2.13,2.19,2.1 2024-11-08,2.2,2.33,2.13 2024-11-11,2.16,2.24,2.2 2024-11-12,2.07,2.15,2.15 2024-11-13,2.07,2.15,2.05 2024-11-14,1.96,2.06,2.05 2024-11-15,1.9,1.98,1.95 2024-11-18,1.92,2.0,1.91 2024-11-19,1.92,1.93,1.91 2024-11-20,1.94,1.95,1.91 2024-11-21,1.92,1.94,1.93 2024-11-22,1.94,2.0,1.95 2024-11-25,1.99,2.04,1.93 2024-11-26,1.96,2.02,1.98 2024-11-27,1.93,1.96,1.95 2024-11-28,1.93,1.95,1.92 2024-11-29,1.92,1.94,1.92 2024-12-02,1.98,1.99,1.91 2024-12-03,1.97,2.0,1.97 2024-12-04,1.97,2.03,2.0 2024-12-05,1.97,1.98,1.96 2024-12-06,2.05,2.07,1.97 2024-12-09,2.03,2.15,2.08 2024-12-10,2.1,2.21,2.11 2024-12-11,2.11,2.15,2.07 2024-12-12,2.06,2.12,2.11 2024-12-13,2.01,2.08,2.05 2024-12-16,1.98,2.01,2.01 2024-12-17,1.95,1.99,1.98 2024-12-18,1.98,2.0,1.95 2024-12-19,1.96,1.97,1.96 2024-12-20,1.95,1.97,1.96 2024-12-23,1.9,1.95,1.95 2024-12-24,1.92,1.92,1.9 2024-12-25,1.89,1.93,1.92 2024-12-26,1.89,1.91,1.89 2024-12-27,1.92,1.95,1.89 2024-12-30,1.9,1.92,1.92 2024-12-31,1.86,1.91,1.9 2025-01-02,1.81,1.88,1.86 2025-01-03,1.78,1.84,1.82 2025-01-06,1.8,1.84,1.78 2025-01-07,1.83,1.85,1.8 2025-01-08,1.8,1.83,1.82 2025-01-09,1.79,1.82,1.79 2025-01-10,1.77,1.82,1.8 2025-01-13,1.79,1.8,1.76 2025-01-14,1.84,1.85,1.79 2025-01-15,1.82,1.85,1.83 2025-01-16,1.82,1.86,1.83 2025-01-17,1.82,1.83,1.82 2025-01-20,1.8,1.84,1.83 2025-01-21,1.78,1.82,1.81 2025-01-22,1.77,1.79,1.79 2025-01-23,1.77,1.82,1.79 2025-01-24,1.8,1.81,1.77 2025-01-27,1.78,1.86,1.8 ","date,5日,close 2024-07-24,1.4135555555555557,1.42 2024-07-25,1.4071111111111112,1.41 2024-07-26,1.418222222222222,1.43 2024-07-29,1.4322222222222223,1.43 2024-07-30,1.4408888888888889,1.44 2024-07-31,1.458,1.46 2024-08-01,1.4617777777777776,1.45 2024-08-02,1.4604444444444447,1.46 2024-08-05,1.4557777777777776,1.45 2024-08-06,1.4560000000000002,1.46 2024-08-07,1.4542222222222219,1.45 2024-08-08,1.449111111111111,1.45 2024-08-09,1.4415555555555557,1.44 2024-08-12,1.4297777777777778,1.43 2024-08-13,1.4244444444444444,1.43 2024-08-14,1.4195555555555555,1.42 2024-08-15,1.4226666666666663,1.43 2024-08-16,1.4364444444444444,1.44 2024-08-19,1.4442222222222227,1.44 2024-08-20,1.443555555555556,1.44 2024-08-21,1.4346666666666668,1.43 2024-08-22,1.4275555555555555,1.43 2024-08-23,1.4206666666666663,1.42 2024-08-26,1.4295555555555552,1.44 2024-08-27,1.429111111111111,1.42 2024-08-28,1.4188888888888886,1.42 2024-08-29,1.4166666666666667,1.42 2024-08-30,1.4315555555555557,1.44 2024-09-02,1.4315555555555555,1.42 2024-09-03,1.42,1.42 2024-09-04,1.410222222222222,1.41 2024-09-05,1.412222222222222,1.42 2024-09-06,1.412888888888889,1.41 2024-09-09,1.4022222222222223,1.4 2024-09-10,1.3888888888888886,1.39 2024-09-11,1.3771111111111107,1.38 2024-09-12,1.373333333333333,1.38 2024-09-13,1.382666666666667,1.39 2024-09-18,1.3846666666666667,1.38 2024-09-19,1.393111111111111,1.4 2024-09-20,1.397111111111111,1.39 2024-09-23,1.3984444444444444,1.4 2024-09-24,1.4286666666666665,1.44 2024-09-25,1.4726666666666668,1.47 2024-09-26,1.5228888888888885,1.52 2024-09-27,1.5793333333333333,1.57 2024-09-30,1.7075555555555555,1.73 2024-10-08,1.858888888888889,1.83 2024-10-09,1.792666666666667,1.66 2024-10-10,1.6868888888888887,1.7 2024-10-11,1.6466666666666665,1.65 2024-10-14,1.644,1.67 2024-10-15,1.6360000000000001,1.63 2024-10-16,1.6199999999999999,1.63 2024-10-17,1.587111111111111,1.58 2024-10-18,1.596,1.63 2024-10-21,1.6157777777777775,1.61 2024-10-22,1.619111111111111,1.62 2024-10-23,1.6417777777777778,1.65 2024-10-24,1.646222222222222,1.63 2024-10-25,1.6666666666666667,1.68 2024-10-28,1.7382222222222223,1.75 2024-10-29,1.7337777777777774,1.68 2024-10-30,1.6984444444444442,1.7 2024-10-31,1.7022222222222225,1.71 2024-11-01,1.8251111111111111,1.88 2024-11-04,1.8953333333333333,1.83 2024-11-05,1.9835555555555555,2.01 2024-11-06,2.1637777777777774,2.16 2024-11-07,2.2262222222222223,2.13 2024-11-08,2.2275555555555555,2.2 2024-11-11,2.2046666666666668,2.16 2024-11-12,2.108,2.07 2024-11-13,2.042444444444444,2.07 2024-11-14,1.969777777777778,1.96 2024-11-15,1.879777777777778,1.9 2024-11-18,1.8660000000000003,1.92 2024-11-19,1.897111111111111,1.92 2024-11-20,1.9295555555555557,1.94 2024-11-21,1.9328888888888889,1.92 2024-11-22,1.933777777777778,1.94 2024-11-25,1.9755555555555555,1.99 2024-11-26,1.986888888888889,1.96 2024-11-27,1.9471111111111112,1.93 2024-11-28,1.92,1.93 2024-11-29,1.913111111111111,1.92 2024-12-02,1.9533333333333331,1.98 2024-12-03,1.986,1.97 2024-12-04,1.9822222222222223,1.97 2024-12-05,1.973777777777778,1.97 2024-12-06,2.023555555555555,2.05 2024-12-09,2.0577777777777775,2.03 2024-12-10,2.0926666666666667,2.1 2024-12-11,2.1288888888888895,2.11 2024-12-12,2.0975555555555556,2.06 2024-12-13,2.0233333333333334,2.01 2024-12-16,1.9660000000000002,1.98 2024-12-17,1.9333333333333333,1.95 2024-12-18,1.9473333333333336,1.98 2024-12-19,1.9622222222222223,1.96 2024-12-20,1.9519999999999997,1.95 2024-12-23,1.9113333333333333,1.9 2024-12-24,1.8957777777777778,1.92 2024-12-25,1.8904444444444441,1.89 2024-12-26,1.8815555555555552,1.89 2024-12-27,1.9031111111111108,1.92 2024-12-30,1.9117777777777778,1.9 2024-12-31,1.875333333333333,1.86 2025-01-02,1.814,1.81 2025-01-03,1.7644444444444447,1.78 2025-01-06,1.767111111111111,1.8 2025-01-07,1.8108888888888888,1.83 2025-01-08,1.8188888888888888,1.8 2025-01-09,1.7948888888888888,1.79 2025-01-10,1.7697777777777777,1.77 2025-01-13,1.7726666666666666,1.79 2025-01-14,1.8215555555555554,1.84 2025-01-15,1.8428888888888892,1.82 2025-01-16,1.8297777777777782,1.82 2025-01-17,1.8206666666666667,1.82 2025-01-20,1.8055555555555554,1.8 2025-01-21,1.780888888888889,1.78 2025-01-22,1.7626666666666668,1.77 2025-01-23,1.759777777777778,1.77 2025-01-24,1.784666666666667,1.8 2025-01-27,1.793111111111111,1.78 " 1687,CN,technical,2021年04月01日至2021年06月30日,北新建材股价突破20日赫尔移动平均线的次数是多少?使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,5.0,medium,moving average,HMA = WMA_{\sqrt{n}}(2 * WMA_{n/2}(P) - WMA_n(P)),"date,close,high,open 2021-02-18,54.38,57.0,56.71 2021-02-19,54.3,55.08,54.15 2021-02-22,52.45,54.68,54.21 2021-02-23,51.7,53.63,52.0 2021-02-24,47.94,52.75,52.0 2021-02-25,48.85,49.49,49.0 2021-02-26,48.36,49.57,48.25 2021-03-01,49.7,50.88,49.11 2021-03-02,50.46,52.36,50.54 2021-03-03,50.35,51.15,50.47 2021-03-04,48.0,50.05,49.85 2021-03-05,46.8,48.1,47.0 2021-03-08,44.86,48.6,47.5 2021-03-09,43.0,44.73,44.54 2021-03-10,44.29,45.11,43.87 2021-03-11,44.66,46.33,44.91 2021-03-12,45.11,45.54,44.67 2021-03-15,43.65,45.29,44.98 2021-03-16,44.25,45.08,43.66 2021-03-17,45.42,45.88,44.24 2021-03-18,46.84,46.97,45.68 2021-03-19,46.25,47.1,46.07 2021-03-22,43.11,45.23,44.89 2021-03-23,43.0,43.88,43.19 2021-03-24,41.8,43.05,42.43 2021-03-25,41.12,41.72,41.7 2021-03-26,43.58,44.15,41.68 2021-03-29,42.79,44.31,43.99 2021-03-30,44.12,44.15,42.81 2021-03-31,43.16,44.4,44.15 2021-04-01,44.51,44.92,43.44 2021-04-02,46.35,47.5,45.35 2021-04-06,45.46,46.72,46.72 2021-04-07,43.86,45.9,45.56 2021-04-08,44.6,45.2,43.87 2021-04-09,44.05,44.92,44.5 2021-04-12,41.75,44.13,43.5 2021-04-13,42.46,42.91,41.67 2021-04-14,44.38,45.69,43.35 2021-04-15,44.98,45.2,44.4 2021-04-16,44.14,45.18,44.86 2021-04-19,44.51,44.88,43.46 2021-04-20,45.13,45.5,44.2 2021-04-21,44.7,44.95,44.8 2021-04-22,44.65,45.5,45.39 2021-04-23,45.31,45.99,44.66 2021-04-26,45.71,47.58,45.33 2021-04-27,46.8,46.85,45.67 2021-04-28,47.06,47.19,46.52 2021-04-29,48.07,48.18,46.66 2021-04-30,46.16,47.99,47.7 2021-05-06,46.36,47.33,45.8 2021-05-07,46.11,47.9,46.87 2021-05-10,44.25,45.85,45.8 2021-05-11,43.08,44.59,44.0 2021-05-12,43.61,43.67,42.88 2021-05-13,41.28,43.2,43.0 2021-05-14,42.28,42.38,41.36 2021-05-17,43.13,43.66,42.19 2021-05-18,42.83,43.45,43.12 2021-05-19,43.0,43.35,42.4 2021-05-20,43.26,43.65,43.04 2021-05-21,42.6,43.28,43.11 2021-05-24,42.78,42.93,42.15 2021-05-25,43.91,44.12,42.6 2021-05-26,44.73,45.18,43.28 2021-05-27,44.35,44.82,44.6 2021-05-28,43.55,44.9,44.33 2021-05-31,46.0,46.3,43.8 2021-06-01,46.06,46.53,46.03 2021-06-02,48.8,48.83,45.9 2021-06-03,48.25,49.78,48.61 2021-06-04,48.36,48.81,48.25 2021-06-07,47.97,48.78,48.35 2021-06-08,47.71,49.16,47.94 2021-06-09,46.78,48.14,48.11 2021-06-10,46.64,47.74,47.23 2021-06-11,45.36,46.59,46.51 2021-06-15,44.99,45.52,45.08 2021-06-16,43.83,45.29,45.2 2021-06-17,44.27,44.5,44.14 2021-06-18,43.37,44.4,44.37 2021-06-21,42.3,43.2,43.2 2021-06-22,42.2,43.31,42.65 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2023-03-22,17.355111111111114,17.44 2023-03-23,17.433111111111117,17.38 2023-03-24,17.111333333333338,16.94 2023-03-27,16.73733333333334,16.81 2023-03-28,16.627777777777776,16.77 2023-03-29,16.90111111111111,17.11 2023-03-30,17.232444444444443,17.21 2023-03-31,17.24,17.09 2023-04-03,17.52155555555555,17.69 2023-04-04,17.843333333333334,17.7 2023-04-06,17.791555555555558,17.61 2023-04-07,17.512666666666664,17.4 2023-04-10,17.087777777777777,17.03 2023-04-11,17.192222222222217,17.52 2023-04-12,17.439999999999998,17.39 2023-04-13,17.22688888888889,17.07 2023-04-14,16.942888888888884,16.99 2023-04-17,17.099777777777778,17.32 2023-04-18,17.328222222222223,17.29 2023-04-19,17.167333333333335,17.01 2023-04-20,16.88888888888889,16.9 2023-04-21,16.599999999999998,16.6 2023-04-24,16.058888888888887,16.0 2023-04-25,15.854888888888889,16.17 2023-04-26,15.926222222222222,16.03 2023-04-27,16.091333333333335,16.22 2023-04-28,16.418888888888887,16.49 2023-05-04,16.494222222222216,16.33 2023-05-05,16.317333333333334,16.24 2023-05-08,16.274222222222225,16.34 2023-05-09,16.237555555555556,16.2 2023-05-10,16.195777777777778,16.23 2023-05-11,16.116444444444443,16.09 2023-05-12,15.794000000000002,15.71 2023-05-15,15.844888888888889,16.12 2023-05-16,16.046444444444443,16.02 2023-05-17,16.177333333333333,16.2 2023-05-18,16.16511111111111,16.06 2023-05-19,15.921999999999997,15.84 2023-05-22,15.928444444444443,16.09 2023-05-23,15.946444444444445,15.88 2023-05-24,15.636444444444445,15.54 2023-05-25,15.249555555555558,15.29 2023-05-26,15.048222222222224,15.19 2023-05-29,15.014222222222223,15.13 2023-05-30,14.99866666666667,15.05 2023-05-31,14.749333333333334,14.68 2023-06-01,14.717777777777776,14.93 2023-06-02,15.114444444444443,15.27 2023-06-05,15.297777777777776,15.14 2023-06-06,15.175555555555555,15.08 2023-06-07,15.006,14.98 2023-06-08,15.403777777777778,15.69 2023-06-09,15.709777777777779,15.49 2023-06-12,15.760222222222225,15.71 2023-06-13,15.771999999999998,15.68 2023-06-14,16.09755555555555,16.24 2023-06-15,16.854666666666663,16.92 2023-06-16,17.33888888888889,17.05 2023-06-19,17.194222222222226,16.85 2023-06-20,16.906000000000002,16.83 2023-06-21,16.63422222222222,16.58 2023-06-26,16.335333333333327,16.35 2023-06-27,16.35533333333333,16.56 2023-06-28,16.506444444444448,16.53 2023-06-29,16.466888888888892,16.41 2023-06-30,16.534888888888894,16.63 2023-07-03,16.638,16.6 2023-07-04,16.669999999999998,16.65 2023-07-05,16.69711111111111,16.68 2023-07-06,16.596222222222224,16.52 2023-07-07,16.503555555555554,16.54 2023-07-10,16.567111111111107,16.63 2023-07-11,16.695555555555554,16.71 2023-07-12,16.68733333333333,16.61 2023-07-13,16.668444444444447,16.69 2023-07-14,17.015555555555554,17.17 2023-07-17,17.303333333333335,17.16 2023-07-18,17.372,17.28 2023-07-19,17.424444444444443,17.37 2023-07-20,17.36222222222222,17.26 2023-07-21,17.374444444444446,17.42 2023-07-24,17.25266666666667,17.13 2023-07-25,17.451777777777775,17.68 2023-07-26,17.517999999999997,17.31 2023-07-27,17.169333333333338,17.07 2023-07-28,17.288666666666668,17.56 2023-07-31,17.724444444444444,17.75 2023-08-01,17.576444444444444,17.27 2023-08-02,17.33511111111111,17.41 2023-08-03,17.451333333333338,17.56 2023-08-04,17.548222222222225,17.5 2023-08-07,17.45555555555556,17.39 2023-08-08,17.131111111111114,17.04 2023-08-09,16.54066666666667,16.48 2023-08-10,16.237111111111115,16.5 2023-08-11,15.914666666666667,15.9 2023-08-14,15.648666666666665,15.86 2023-08-15,15.62577777777778,15.78 2023-08-16,15.695111111111112,15.8 2023-08-17,15.952888888888888,16.08 2023-08-18,15.930222222222222,15.75 2023-08-21,15.630444444444445,15.59 2023-08-22,15.55088888888889,15.68 2023-08-23,15.344222222222221,15.25 2023-08-24,15.047555555555554,15.12 2023-08-25,15.010444444444445,15.17 2023-08-28,15.369555555555557,15.57 2023-08-29,15.639333333333331,15.53 2023-08-30,15.588666666666667,15.47 2023-08-31,15.502222222222223,15.49 2023-09-01,15.790444444444445,15.95 2023-09-04,16.817111111111114,17.07 2023-09-05,17.43888888888889,16.99 2023-09-06,17.17888888888889,16.78 2023-09-07,16.817333333333334,16.75 2023-09-08,16.575333333333333,16.56 2023-09-11,16.569555555555553,16.7 2023-09-12,16.62533333333333,16.62 2023-09-13,16.534222222222223,16.5 2023-09-14,16.48466666666667,16.54 2023-09-15,16.406222222222222,16.38 2023-09-18,16.29288888888889,16.32 2023-09-19,16.24977777777778,16.3 2023-09-20,16.095111111111116,16.05 2023-09-21,15.941111111111118,16.01 2023-09-22,16.17577777777778,16.38 2023-09-25,16.253111111111107,16.1 2023-09-26,16.154,16.16 2023-09-27,16.048222222222222,16.02 2023-09-28,15.889111111111111,15.89 2023-10-09,15.811777777777777,15.88 2023-10-10,15.441777777777778,15.3 2023-10-11,15.065111111111113,15.21 2023-10-12,15.167333333333332,15.42 2023-10-13,15.320666666666666,15.32 2023-10-16,15.15311111111111,15.06 2023-10-17,14.998666666666665,15.08 2023-10-18,14.896222222222221,14.91 2023-10-19,14.645555555555555,14.62 2023-10-20,14.380444444444445,14.45 2023-10-23,14.168888888888889,14.24 2023-10-24,14.12933333333333,14.28 2023-10-25,14.422666666666665,14.6 2023-10-26,14.68222222222222,14.62 2023-10-27,14.903777777777776,14.91 2023-10-30,15.109111111111112,15.03 2023-10-31,14.775333333333334,14.47 2023-11-01,14.211999999999998,14.21 2023-11-02,13.897777777777776,14.04 2023-11-03,13.99911111111111,14.24 2023-11-06,14.366666666666665,14.48 2023-11-07,14.506,14.38 2023-11-08,14.422444444444446,14.36 2023-11-09,14.319111111111113,14.3 2023-11-10,14.186222222222222,14.17 2023-11-13,14.161555555555557,14.24 2023-11-14,14.216888888888889,14.24 2023-11-15,14.309555555555557,14.34 2023-11-16,14.258222222222223,14.17 2023-11-17,14.179555555555558,14.21 2023-11-20,14.173111111111112,14.19 2023-11-21,14.245333333333333,14.29 2023-11-22,14.191999999999998,14.11 2023-11-23,14.127333333333333,14.17 2023-11-24,14.095333333333334,14.09 2023-11-27,13.893555555555556,13.83 2023-11-28,13.768666666666668,13.87 2023-11-29,13.67711111111111,13.68 2023-11-30,13.589333333333336,13.65 2023-12-01,13.63666666666667,13.72 2023-12-04,13.57711111111111,13.52 2023-12-05,13.32444444444444,13.29 2023-12-06,13.18911111111111,13.3 2023-12-07,13.107333333333335,13.13 2023-12-08,12.963999999999999,12.99 2023-12-11,12.956666666666669,13.07 2023-12-12,13.068666666666667,13.12 2023-12-13,12.955333333333334,12.85 2023-12-14,12.743777777777778,12.77 " 1689,CN,technical,统计国电南瑞从2023年07月10日到2023年11月30日,股价突破5日赫尔移动平均线的总次数。使用不复权价格,写出指标公式,搜集原始数据,计算得出答案,保留四位小数。注意列出原始数据和关键计算过程。,26.0,medium,moving average,HMA = WMA_{\sqrt{n}}(2 * WMA_{n/2}(P) - WMA_n(P)),"date,close,high,open 2023-06-29,23.29,23.39,22.93 2023-06-30,23.1,23.45,23.29 2023-07-03,23.09,23.52,23.15 2023-07-04,23.43,23.59,23.09 2023-07-05,23.75,24.25,23.67 2023-07-06,23.45,24.09,23.92 2023-07-07,23.5,23.91,23.63 2023-07-10,23.56,23.82,23.56 2023-07-11,23.5,23.63,23.35 2023-07-12,23.87,24.1,23.8 2023-07-13,24.18,24.25,23.86 2023-07-14,23.63,24.41,24.1 2023-07-17,24.34,24.37,23.64 2023-07-18,24.46,24.47,24.28 2023-07-19,24.6,24.84,24.46 2023-07-20,24.23,24.85,24.6 2023-07-21,24.06,24.32,24.15 2023-07-24,23.83,23.98,23.89 2023-07-25,23.78,24.07,24.06 2023-07-26,23.92,23.95,23.62 2023-07-27,23.7,24.27,23.95 2023-07-28,23.99,23.99,23.69 2023-07-31,24.32,24.41,24.15 2023-08-01,23.99,24.42,24.28 2023-08-02,23.52,24.12,23.92 2023-08-03,23.84,23.85,23.47 2023-08-04,23.82,24.01,23.88 2023-08-07,24.3,24.3,23.8 2023-08-08,24.4,24.67,24.2 2023-08-09,24.16,24.46,24.46 2023-08-10,24.39,24.47,24.2 2023-08-11,23.59,24.34,24.22 2023-08-14,23.4,23.71,23.51 2023-08-15,23.57,23.86,23.41 2023-08-16,23.43,23.67,23.58 2023-08-17,23.18,23.44,23.25 2023-08-18,23.01,23.39,23.29 2023-08-21,22.8,23.24,23.01 2023-08-22,23.11,23.33,22.85 2023-08-23,22.64,23.32,23.16 2023-08-24,22.7,22.88,22.6 2023-08-25,22.58,22.79,22.52 2023-08-28,22.87,23.51,23.38 2023-08-29,23.4,23.52,22.75 2023-08-30,23.66,23.8,23.5 2023-08-31,23.82,23.98,23.67 2023-09-01,23.24,23.79,23.7 2023-09-04,23.57,23.6,23.39 2023-09-05,23.51,23.66,23.57 2023-09-06,23.37,23.53,23.36 2023-09-07,23.01,23.42,23.32 2023-09-08,23.0,23.2,23.1 2023-09-11,23.16,23.33,22.89 2023-09-12,23.2,23.26,23.07 2023-09-13,22.76,23.21,23.21 2023-09-14,22.95,23.1,22.78 2023-09-15,23.05,23.05,22.95 2023-09-18,22.55,22.8,22.74 2023-09-19,22.63,22.65,22.55 2023-09-20,22.22,22.69,22.69 2023-09-21,22.03,22.37,22.08 2023-09-22,22.78,22.78,22.22 2023-09-25,22.71,22.95,22.95 2023-09-26,22.46,22.93,22.76 2023-09-27,22.04,22.57,22.12 2023-09-28,22.19,22.26,22.22 2023-10-09,22.29,22.58,22.19 2023-10-10,22.38,22.56,22.56 2023-10-11,22.33,22.79,22.58 2023-10-12,22.6,22.67,22.65 2023-10-13,22.13,22.44,22.35 2023-10-16,21.78,22.18,22.11 2023-10-17,22.14,22.2,21.9 2023-10-18,22.33,22.35,22.0 2023-10-19,22.43,22.6,22.26 2023-10-20,22.1,22.48,22.4 2023-10-23,21.66,22.05,22.05 2023-10-24,21.58,21.65,21.29 2023-10-25,21.69,22.18,21.86 2023-10-26,22.09,22.15,21.65 2023-10-27,22.54,22.63,21.95 2023-10-30,22.5,22.71,22.42 2023-10-31,22.55,22.66,22.5 2023-11-01,22.66,22.78,22.43 2023-11-02,22.67,22.94,22.85 2023-11-03,22.58,22.82,22.65 2023-11-06,22.66,23.0,22.62 2023-11-07,22.62,22.72,22.62 2023-11-08,22.51,22.73,22.61 2023-11-09,22.67,22.71,22.65 2023-11-10,22.52,22.72,22.52 2023-11-13,22.32,22.71,22.59 2023-11-14,22.01,22.56,22.43 2023-11-15,22.43,22.65,22.15 2023-11-16,22.21,22.48,22.37 2023-11-17,22.2,22.29,22.05 2023-11-20,22.46,22.58,22.3 2023-11-21,22.22,22.63,22.63 2023-11-22,22.06,22.34,22.1 2023-11-23,22.24,22.28,22.03 2023-11-24,22.06,22.24,22.2 2023-11-27,22.1,22.14,22.01 2023-11-28,22.01,22.14,22.14 2023-11-29,21.9,22.07,22.07 2023-11-30,22.01,22.29,21.97 ","date,5日,close 2023-07-06,23.72066666666667,23.45 2023-07-07,23.526222222222227,23.5 2023-07-10,23.51644444444445,23.56 2023-07-11,23.52311111111111,23.5 2023-07-12,23.74555555555556,23.87 2023-07-13,24.167111111111115,24.18 2023-07-14,23.989333333333335,23.63 2023-07-17,24.079111111111114,24.34 2023-07-18,24.505333333333336,24.46 2023-07-19,24.720444444444443,24.6 2023-07-20,24.489333333333335,24.23 2023-07-21,24.084444444444443,24.06 2023-07-24,23.780888888888892,23.83 2023-07-25,23.652,23.78 2023-07-26,23.771555555555555,23.92 2023-07-27,23.767999999999997,23.7 2023-07-28,23.86133333333333,23.99 2023-07-31,24.24311111111111,24.32 2023-08-01,24.243999999999996,23.99 2023-08-02,23.703999999999997,23.52 2023-08-03,23.563111111111112,23.84 2023-08-04,23.757333333333335,23.82 2023-08-07,24.160444444444447,24.3 2023-08-08,24.51444444444444,24.4 2023-08-09,24.39955555555555,24.16 2023-08-10,24.328888888888887,24.39 2023-08-11,23.875777777777774,23.59 2023-08-14,23.286888888888893,23.4 2023-08-15,23.269555555555556,23.57 2023-08-16,23.38755555555556,23.43 2023-08-17,23.232444444444443,23.18 2023-08-18,22.97733333333333,23.01 2023-08-21,22.74622222222222,22.8 2023-08-22,22.87444444444444,23.11 2023-08-23,22.798888888888886,22.64 2023-08-24,22.610222222222216,22.7 2023-08-25,22.540444444444443,22.58 2023-08-28,22.711999999999993,22.87 2023-08-29,23.264888888888887,23.4 2023-08-30,23.78,23.66 2023-08-31,24.00688888888889,23.82 2023-09-01,23.61066666666667,23.24 2023-09-04,23.388666666666666,23.57 2023-09-05,23.48688888888889,23.51 2023-09-06,23.427777777777777,23.37 2023-09-07,23.100444444444445,23.01 2023-09-08,22.870666666666665,23.0 2023-09-11,22.99111111111111,23.16 2023-09-12,23.183555555555557,23.2 2023-09-13,22.950888888888887,22.76 2023-09-14,22.797555555555558,22.95 2023-09-15,22.958,23.05 2023-09-18,22.746,22.55 2023-09-19,22.508000000000006,22.63 2023-09-20,22.260000000000005,22.22 2023-09-21,21.951999999999998,22.03 2023-09-22,22.36777777777778,22.78 2023-09-25,22.83888888888889,22.71 2023-09-26,22.694444444444443,22.46 2023-09-27,22.173777777777772,22.04 2023-09-28,21.97022222222222,22.19 2023-10-09,22.15533333333333,22.29 2023-10-10,22.36444444444444,22.38 2023-10-11,22.40466666666666,22.33 2023-10-12,22.53511111111111,22.6 2023-10-13,22.357555555555553,22.13 2023-10-16,21.839777777777773,21.78 2023-10-17,21.830222222222222,22.14 2023-10-18,22.22311111111111,22.33 2023-10-19,22.493999999999996,22.43 2023-10-20,22.31955555555555,22.1 2023-10-23,21.774444444444445,21.66 2023-10-24,21.416666666666668,21.58 2023-10-25,21.480222222222224,21.69 2023-10-26,21.908444444444445,22.09 2023-10-27,22.507333333333335,22.54 2023-10-30,22.75044444444444,22.5 2023-10-31,22.689555555555554,22.55 2023-11-01,22.68488888888889,22.66 2023-11-02,22.71488888888889,22.67 2023-11-03,22.646666666666665,22.58 2023-11-06,22.62533333333334,22.66 2023-11-07,22.634222222222224,22.62 2023-11-08,22.547555555555558,22.51 2023-11-09,22.58355555555556,22.67 2023-11-10,22.580666666666673,22.52 2023-11-13,22.37622222222222,22.32 2023-11-14,22.03533333333333,22.01 2023-11-15,22.14088888888889,22.43 2023-11-16,22.287111111111106,22.21 2023-11-17,22.217777777777773,22.2 2023-11-20,22.35177777777778,22.46 2023-11-21,22.35155555555556,22.22 2023-11-22,22.112666666666666,22.06 2023-11-23,22.101999999999993,22.24 2023-11-24,22.104444444444443,22.06 2023-11-27,22.063555555555563,22.1 2023-11-28,22.01911111111112,22.01 2023-11-29,21.907333333333337,21.9 2023-11-30,21.920444444444442,22.01 " 1690,US,fundamental,"What is the Gross Margin of Roper Technologies in 2016? (Unit: %) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",61.5424,easy,profitability,(Revenue - COGS) / Revenue * 100%,"year,Revenue,CostOfGoodsAndServicesSold 2016,3789925000.0,1457515000.0 ", 1691,US,fundamental,"What was Schlumberger's Gross Margin in 2016? (Unit: %) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",35.721,easy,profitability,(Revenue - COGS) / Revenue * 100%,"year,Revenue,CostOfGoodsAndServicesSold 2016,27810000000.0,17876000000.0 ", 1692,US,fundamental,"In 2020, what was the Gross Margin reported by Cencora? (Unit: %) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",2.7341,easy,profitability,(Revenue - COGS) / Revenue * 100%,"year,Revenue,CostOfGoodsAndServicesSold 2020,189893926000.0,184702042000.0 ", 1693,US,fundamental,"For Phillips 66, what is the value of Gross Margin in 2023? (Unit: %) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",13.1025,easy,profitability,(Revenue - COGS) / Revenue * 100%,"year,Revenue,CostOfGoodsAndServicesSold 2023,147399000000.0,128086000000.0 ", 1694,US,fundamental,"Calculate the Gross Margin for Altria in 2020. (Unit: %) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",70.1067,easy,profitability,(Revenue - COGS) / Revenue * 100%,"year,Revenue,CostOfGoodsAndServicesSold 2020,26153000000.0,7818000000.0 ", 1695,US,fundamental,"What is the EBIT Margin of Marsh McLennan in 2016? (Unit: %; Use the sum of Pretax Income and Interest Expense as EBIT) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",20.2029,easy,profitability,EBIT / Revenue * 100% = (Pretax Income + Interest Expense) / Revenue * 100%,"year,Revenue,PretaxIncomeLoss,InterestExpense 2016,13211000000.0,2480000000.0,189000000.0 ", 1696,US,fundamental,"What was Hershey Company (The)'s EBIT Margin in 2020? (Unit: %; Use the sum of Pretax Income and Interest Expense as EBIT) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",20.1961,easy,profitability,EBIT / Revenue * 100% = (Pretax Income + Interest Expense) / Revenue * 100%,"year,Revenue,PretaxIncomeLoss,InterestExpense 2020,8149719000.0,1494997000.0,150930000.0 ", 1697,US,fundamental,"In 2016, what was the EBIT Margin reported by Monster Beverage? (Unit: %; Use the sum of Pretax Income and Interest Expense as EBIT) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",35.4088,easy,profitability,EBIT / Revenue * 100% = (Pretax Income + Interest Expense) / Revenue * 100%,"year,Revenue,PretaxIncomeLoss,InterestExpense 2016,3049393000.0,1079685000.0,68000.0 ", 1698,US,fundamental,"For Arthur J. Gallagher & Co., what is the value of EBIT Margin in 2022? (Unit: %; Use the sum of Pretax Income and Interest Expense as EBIT) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",18.5238,easy,profitability,EBIT / Revenue * 100% = (Pretax Income + Interest Expense) / Revenue * 100%,"year,Revenue,PretaxIncomeLoss,InterestExpense 2022,8550600000.0,1327000000.0,256900000.0 ", 1699,US,fundamental,"Calculate the EBIT Margin for NXP Semiconductors in 2020. (Unit: %; Use the sum of Pretax Income and Interest Expense as EBIT) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",3.9131,easy,profitability,EBIT / Revenue * 100% = (Pretax Income + Interest Expense) / Revenue * 100%,"year,Revenue,PretaxIncomeLoss,InterestExpense 2020,8612000000.0,1000000.0,336000000.0 ", 1700,US,fundamental,"What is the EBITDA Margin of Public Service Enterprise Group in 2024? (Unit: %; Use the sum of Pretax Income and Interest Expense as EBIT) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",37.794,easy,profitability,(Pretax Income + Interest Expense + D&A) / Revenue * 100%,"year,Revenue,PretaxIncomeLoss,InterestExpense,Depreciation & Amortization 2024,10290000000.0,1825000000.0,882000000.0,1182000000.0 ", 1701,US,fundamental,"What was Invesco's EBITDA Margin in 2018? (Unit: %; Use the sum of Pretax Income and Interest Expense as EBIT) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",26.1888,easy,profitability,(Pretax Income + Interest Expense + D&A) / Revenue * 100%,"year,Revenue,PretaxIncomeLoss,InterestExpense,Depreciation & Amortization 2018,5314100000.0,1138100000.0,111500000.0,142100000.0 ", 1702,US,fundamental,"In 2022, what was the EBITDA Margin reported by ResMed? (Unit: %; Use the sum of Pretax Income and Interest Expense as EBIT) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",33.0356,easy,profitability,(Pretax Income + Interest Expense + D&A) / Revenue * 100%,"year,Revenue,PretaxIncomeLoss,InterestExpense,DepreciationExpense,AmortizationOfIntangibles 2022,3578127000.0,960483000.0,22312000.0,159609000.0,39650000.0 ", 1703,US,fundamental,"For Snap-on, what is the value of EBITDA Margin in 2024? (Unit: %; Use the sum of Pretax Income and Interest Expense as EBIT) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",29.7686,easy,profitability,(Pretax Income + Interest Expense + D&A) / Revenue * 100%,"year,Revenue,PretaxIncomeLoss,InterestExpense,DepreciationExpense,AmortizationOfIntangibles 2024,5108400000.0,1373100000.0,49600000.0,72700000.0,25300000.0 ", 1704,US,fundamental,"Calculate the EBITDA Margin for TE Connectivity in 2021. (Unit: %; Use the sum of Pretax Income and Interest Expense as EBIT) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",21.4769,easy,profitability,(Pretax Income + Interest Expense + D&A) / Revenue * 100%,"year,Revenue,PretaxIncomeLoss,InterestExpense,Depreciation & Amortization 2021,14923000000.0,2378000000.0,58000000.0,769000000.0 ", 1705,US,fundamental,"What is the Net Profit Margin of Extra Space Storage in 2020? (Unit: %) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",35.5239,easy,profitability,Net Income / Revenue * 100%,"year,Revenue,NetIncome 2020,1356212000.0,481779000.0 ", 1706,US,fundamental,"What was Prologis's Net Profit Margin in 2025? (Unit: %) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",37.8633,easy,profitability,Net Income / Revenue * 100%,"year,Revenue,NetIncome 2025,8790127000.0,3328231000.0 ", 1707,US,fundamental,"In 2019, what was the Net Profit Margin reported by Archer Daniels Midland? (Unit: %) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",2.1328,easy,profitability,Net Income / Revenue * 100%,"year,Revenue,NetIncome 2019,64656000000.0,1379000000.0 ", 1708,US,fundamental,"For Nike, what is the value of Net Profit Margin in 2021? (Unit: %) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",12.8587,easy,profitability,Net Income / Revenue * 100%,"year,Revenue,NetIncome 2021,44538000000.0,5727000000.0 ", 1709,US,fundamental,"Calculate the Net Profit Margin for Marriott International in 2025. (Unit: %) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",9.9328,easy,profitability,Net Income / Revenue * 100%,"year,Revenue,NetIncome 2025,26186000000.0,2601000000.0 ", 1710,US,fundamental,"What is the Return on Equity of IQVIA in 2019? (Unit: %; Use the average of beginning and ending stockholders’ equity) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",3.0039,easy,profitability,Net Income / Average Stockholders Equity * 100%,"year,NetIncome,AllEquityBalance 2018,259000000.0,6714000000.0 2019,191000000.0,6003000000.0 ", 1711,US,fundamental,"What was Parker Hannifin's Return on Equity in 2019? (Unit: %; Use the average of beginning and ending stockholders’ equity) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",25.5859,easy,profitability,Net Income / Average Stockholders Equity * 100%,"year,NetIncome,AllEquityBalance 2018,1060801000.0,5859866000.0 2019,1512364000.0,5961969000.0 ", 1712,US,fundamental,"In 2023, what was the Return on Equity reported by CME Group? (Unit: %; Use the average of beginning and ending stockholders’ equity) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",12.0343,easy,profitability,Net Income / Average Stockholders Equity * 100%,"year,NetIncome,AllEquityBalance 2022,2691000000.0,26878700000.0 2023,3226200000.0,26737900000.0 ", 1713,US,fundamental,"For NiSource, what is the value of Return on Equity in 2025? (Unit: %; Use the average of beginning and ending stockholders’ equity) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",10.2513,easy,profitability,Net Income / Average Stockholders Equity * 100%,"year,NetIncome,AllEquityBalance 2024,760400000.0,8684200000.0 2025,929500000.0,9450100000.0 ", 1714,US,fundamental,"Calculate the Return on Equity for Analog Devices in 2024. (Unit: %; Use the average of beginning and ending stockholders’ equity) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",4.6232,easy,profitability,Net Income / Average Stockholders Equity * 100%,"year,NetIncome,AllEquityBalance 2023,3314579000.0,35565122000.0 2024,1635273000.0,35176317000.0 ", 1715,US,fundamental,"What is the Return on Assets of Lockheed Martin in 2023? (Unit: %; Use the average of beginning and ending total assets) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",13.1389,easy,profitability,Net Income / Average Total Assets * 100%,"year,NetIncome,Assets 2022,5732000000.0,52880000000.0 2023,6920000000.0,52456000000.0 ", 1716,US,fundamental,"What was CME Group's Return on Assets in 2021? (Unit: %; Use the average of beginning and ending total assets) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.6404,easy,profitability,Net Income / Average Total Assets * 100%,"year,NetIncome,Assets 2020,2105200000.0,124659600000.0 2021,2636400000.0,196780300000.0 ", 1717,US,fundamental,"In 2024, what was the Return on Assets reported by Cintas? (Unit: %; Use the average of beginning and ending total assets) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",17.7429,easy,profitability,Net Income / Average Total Assets * 100%,"year,NetIncome,Assets 2023,1348010000.0,8546356000.0 2024,1571592000.0,9168817000.0 ", 1718,US,fundamental,"For Builders FirstSource, what is the value of Return on Assets in 2023? (Unit: %; Use the average of beginning and ending total assets) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",14.6061,easy,profitability,Net Income / Average Total Assets * 100%,"year,NetIncome,Assets 2022,2749369000.0,10595160000.0 2023,1540555000.0,10499452000.0 ", 1719,US,fundamental,"Calculate the Return on Assets for JPMorgan Chase in 2017. (Unit: %; Use the average of beginning and ending total assets) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.9729,easy,profitability,Net Income / Average Total Assets * 100%,"year,NetIncome,Assets 2016,24733000000.0,2490972000000.0 2017,24441000000.0,2533600000000.0 ", 1720,US,fundamental,"What is the Return on Invested Capital of United Parcel Service in 2024? (Unit: %; Use the sum of Pretax Income and Interest Expense as EBIT; Use the average of beginning and ending invested capital. Total cash is deducted rather than excess cash. Operating lease liabilities are capitalized and included in debt per ASC 842.) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",17.4342,easy,profitability,ROIC = NOPAT / Average Invested Capital * 100%; NOPAT = EBIT x (1 - effective tax rate); EBIT = Pretax Income + Interest Expense; effective tax rate = Income Taxes / Pretax Income; Invested Capital = Equity (incl. minority) + Total Debt (short + long-term debt + operating lease liabilities) - Cash and Short-Term Investments,"year,PretaxIncomeLoss,InterestExpense,IncomeTaxes,AllEquityBalanceIncludingMinorityInterest,ShortTermDebt,LongTermDebt,OperatingLeaseCurrentDebtEquivalent,OperatingLeaseNonCurrentDebtEquivalent,CashAndMarketableSecurities,ShortTermInvestments 2023,8573000000.0,785000000.0,1865000000.0,17314000000.0,3348000000.0,18916000000.0,709000000.0,3756000000.0,3206000000.0,2866000000.0 2024,7442000000.0,866000000.0,1660000000.0,16743000000.0,1838000000.0,19446000000.0,733000000.0,3635000000.0,6112000000.0,206000000.0 ", 1721,US,fundamental,"What was Synopsys's Return on Invested Capital in 2022? (Unit: %; Use the sum of Pretax Income and Interest Expense as EBIT; Use the average of beginning and ending invested capital. Total cash is deducted rather than excess cash. Operating lease liabilities are capitalized and included in debt per ASC 842.) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",22.517,easy,profitability,ROIC = NOPAT / Average Invested Capital * 100%; NOPAT = EBIT x (1 - effective tax rate); EBIT = Pretax Income + Interest Expense; effective tax rate = Income Taxes / Pretax Income; Invested Capital = Equity (incl. minority) + Total Debt (short + long-term debt + operating lease liabilities) - Cash and Short-Term Investments,"year,PretaxIncomeLoss,InterestExpense,IncomeTaxes,AllEquityBalanceIncludingMinorityInterest,ShortTermDebt,LongTermDebt,OperatingLeaseCurrentDebtEquivalent,OperatingLeaseNonCurrentDebtEquivalent,CashAndMarketableSecurities,ShortTermInvestments 2021,805514000.0,3365000.0,49155000.0,5298943000.0,74992000.0,25094000.0,79678000.0,487003000.0,1580789000.0,147949000.0 2022,1115514000.0,1258000.0,137078000.0,5520526000.0,0.0,20824000.0,54274000.0,581273000.0,1565521000.0,147913000.0 ", 1722,US,fundamental,"In 2024, what was the Return on Invested Capital reported by American Electric Power? (Unit: %; Use the sum of Pretax Income and Interest Expense as EBIT; Use the average of beginning and ending invested capital. Total cash is deducted rather than excess cash. Operating lease liabilities are capitalized and included in debt per ASC 842.) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",6.8358,easy,profitability,ROIC = NOPAT / Average Invested Capital * 100%; NOPAT = EBIT x (1 - effective tax rate); EBIT = Pretax Income + Interest Expense; effective tax rate = Income Taxes / Pretax Income; Invested Capital = Equity (incl. minority) + Total Debt (short + long-term debt + operating lease liabilities) - Cash and Short-Term Investments,"year,PretaxIncomeLoss,InterestExpense,IncomeTaxes,AllEquityBalanceIncludingMinorityInterest,ShortTermDebt,LongTermDebt,OperatingLeaseCurrentDebtEquivalent,OperatingLeaseNonCurrentDebtEquivalent,CashAndMarketableSecurities,ShortTermInvestments 2023,2208700000.0,1806900000.0,185100000.0,25285900000.0,2830200000.0,37652700000.0,115700000.0,519400000.0,330100000.0,214300000.0 2024,2842900000.0,1862800000.0,58300000.0,26986100000.0,2523800000.0,39307800000.0,91900000.0,504300000.0,202900000.0,215400000.0 ", 1723,US,fundamental,"For PPG Industries, what is the value of Return on Invested Capital in 2018? (Unit: %; Use the sum of Pretax Income and Interest Expense as EBIT; Use the average of beginning and ending invested capital. Total cash is deducted rather than excess cash. Operating lease liabilities are capitalized and included in debt per ASC 842.) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",16.7521,easy,profitability,ROIC = NOPAT / Average Invested Capital * 100%; NOPAT = EBIT x (1 - effective tax rate); EBIT = Pretax Income + Interest Expense; effective tax rate = Income Taxes / Pretax Income; Invested Capital = Equity (incl. minority) + Total Debt (short + long-term debt + operating lease liabilities) - Cash and Short-Term Investments,"year,PretaxIncomeLoss,InterestExpense,IncomeTaxes,AllEquityBalanceIncludingMinorityInterest,ShortTermDebt,LongTermDebt,OperatingLeaseCurrentDebtEquivalent,OperatingLeaseNonCurrentDebtEquivalent,CashAndMarketableSecurities,ShortTermInvestments 2017,2008000000.0,105000000.0,616000000.0,5673000000.0,12000000.0,4134000000.0,0.0,0.0,1436000000.0,55000000.0 2018,1693000000.0,118000000.0,353000000.0,4732000000.0,651000000.0,4365000000.0,0.0,0.0,902000000.0,61000000.0 ", 1724,US,fundamental,"Calculate the Return on Invested Capital for 3M in 2021. (Unit: %; Use the sum of Pretax Income and Interest Expense as EBIT; Use the average of beginning and ending invested capital. Total cash is deducted rather than excess cash. Operating lease liabilities are capitalized and included in debt per ASC 842.) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",18.3495,easy,profitability,ROIC = NOPAT / Average Invested Capital * 100%; NOPAT = EBIT x (1 - effective tax rate); EBIT = Pretax Income + Interest Expense; effective tax rate = Income Taxes / Pretax Income; Invested Capital = Equity (incl. minority) + Total Debt (short + long-term debt + operating lease liabilities) - Cash and Short-Term Investments,"year,PretaxIncomeLoss,InterestExpense,IncomeTaxes,AllEquityBalanceIncludingMinorityInterest,ShortTermDebt,LongTermDebt,OperatingLeaseCurrentDebtEquivalent,OperatingLeaseNonCurrentDebtEquivalent,CashAndMarketableSecurities,ShortTermInvestments 2020,6711000000.0,0.0,1318000000.0,12931000000.0,0.0,17989000000.0,256000000.0,609000000.0,0.0,404000000.0 2021,7204000000.0,0.0,1285000000.0,15117000000.0,1307000000.0,16056000000.0,263000000.0,591000000.0,201000000.0,0.0 ", 1725,US,fundamental,"What is the Days Inventory Outstanding of Coca-Cola Company (The) in 2023? (Use the average of beginning and ending inventory; one year is assumed to have 365 days) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",85.3079,easy,operational efficiency,Average Inventory / COGS * 365,"year,CostOfGoodsAndServicesSold,Inventories 2022,18000000000.0,4233000000.0 2023,18520000000.0,4424000000.0 ", 1726,US,fundamental,"What was Mondelez International's Days Inventory Outstanding in 2025? (Use the average of beginning and ending inventory; one year is assumed to have 365 days) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",54.5212,easy,operational efficiency,Average Inventory / COGS * 365,"year,CostOfGoodsAndServicesSold,Inventories 2024,22184000000.0,3827000000.0 2025,27602000000.0,4419000000.0 ", 1727,US,fundamental,"In 2023, what was the Days Inventory Outstanding reported by Qualcomm? (Use the average of beginning and ending inventory; one year is assumed to have 365 days) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",146.7797,easy,operational efficiency,Average Inventory / COGS * 365,"year,CostOfGoodsAndServicesSold,Inventories 2022,18635000000.0,6341000000.0 2023,15869000000.0,6422000000.0 ", 1728,US,fundamental,"For Analog Devices, what is the value of Days Inventory Outstanding in 2024? (Use the average of beginning and ending inventory; one year is assumed to have 365 days) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",139.3803,easy,operational efficiency,Average Inventory / COGS * 365,"year,CostOfGoodsAndServicesSold,Inventories 2023,4428321000.0,1642214000.0 2024,4045814000.0,1447687000.0 ", 1729,US,fundamental,"Calculate the Days Inventory Outstanding for Philip Morris International in 2025. (Use the average of beginning and ending inventory; one year is assumed to have 365 days) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",285.7929,easy,operational efficiency,Average Inventory / COGS * 365,"year,CostOfGoodsAndServicesSold,Inventories 2024,13329000000.0,9453000000.0 2025,13366000000.0,11478000000.0 ", 1730,US,fundamental,"What is the Days Sales Outstanding of Alphabet Inc. (Class C) in 2020? (Use the average of beginning and ending trade receivables; one year is assumed to have 365 days) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",56.2477,easy,operational efficiency,Average Trade Receivables / Revenue * 365,"year,Revenue,TradeReceivables 2019,161857000000.0,25326000000.0 2020,182527000000.0,30930000000.0 ", 1731,US,fundamental,"What was Deere & Company's Days Sales Outstanding in 2023? (Use the average of beginning and ending trade receivables; one year is assumed to have 365 days) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",42.1576,easy,operational efficiency,Average Trade Receivables / Revenue * 365,"year,Revenue,TradeReceivables 2022,52577000000.0,6410000000.0 2023,61251000000.0,7739000000.0 ", 1732,US,fundamental,"In 2023, what was the Days Sales Outstanding reported by W. W. Grainger? (Use the average of beginning and ending trade receivables; one year is assumed to have 365 days) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",47.901,easy,operational efficiency,Average Trade Receivables / Revenue * 365,"year,Revenue,TradeReceivables 2022,15228000000.0,2133000000.0 2023,16478000000.0,2192000000.0 ", 1733,US,fundamental,"For Edwards Lifesciences, what is the value of Days Sales Outstanding in 2017? (Use the average of beginning and ending trade receivables; one year is assumed to have 365 days) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",41.8146,easy,operational efficiency,Average Trade Receivables / Revenue * 365,"year,Revenue,TradeReceivables 2016,2963700000.0,365500000.0 2017,3435300000.0,421600000.0 ", 1734,US,fundamental,"Calculate the Days Sales Outstanding for Fair Isaac in 2020. (Use the average of beginning and ending trade receivables; one year is assumed to have 365 days) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",89.0404,easy,operational efficiency,Average Trade Receivables / Revenue * 365,"year,Revenue,TradeReceivables 2019,1160083000.0,297427000.0 2020,1294562000.0,334180000.0 ", 1735,US,fundamental,"What is the Days Payable Outstanding of Microchip Technology in 2023? (Use the average of beginning and ending trade payables; one year is assumed to have 365 days) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",42.1824,easy,operational efficiency,Average Trade Payables / COGS * 365,"year,CostOfGoodsAndServicesSold,TradePayables 2022,2740800000.0,396900000.0 2023,2638700000.0,213000000.0 ", 1736,US,fundamental,"What was Generac's Days Payable Outstanding in 2019? (Use the average of beginning and ending trade payables; one year is assumed to have 365 days) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",76.5595,easy,operational efficiency,Average Trade Payables / COGS * 365,"year,CostOfGoodsAndServicesSold,TradePayables 2018,1298424000.0,328091000.0 2019,1406584000.0,261977000.0 ", 1737,US,fundamental,"In 2018, what was the Days Payable Outstanding reported by Thermo Fisher Scientific? (Use the average of beginning and ending trade payables; one year is assumed to have 365 days) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",41.1338,easy,operational efficiency,Average Trade Payables / COGS * 365,"year,CostOfGoodsAndServicesSold,TradePayables 2017,8976000000.0,1428000000.0 2018,13501000000.0,1615000000.0 ", 1738,US,fundamental,"For J.M. Smucker Company (The), what is the value of Days Payable Outstanding in 2017? (Use the average of beginning and ending trade payables; one year is assumed to have 365 days) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",37.5092,easy,operational efficiency,Average Trade Payables / COGS * 365,"year,CostOfGoodsAndServicesSold,TradePayables 2016,4843400000.0,459400000.0 2017,4557000000.0,477200000.0 ", 1739,US,fundamental,"Calculate the Days Payable Outstanding for Howmet Aerospace in 2025. (Use the average of beginning and ending trade payables; one year is assumed to have 365 days) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",60.2398,easy,operational efficiency,Average Trade Payables / COGS * 365,"year,CostOfGoodsAndServicesSold,TradePayables 2024,5119000000.0,948000000.0 2025,5432000000.0,845000000.0 ", 1740,US,fundamental,"What is the Operating Cycle of Wabtec in 2018? (Use the average of beginning and ending inventory and trade receivables; one year is assumed to have 365 days) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",159.5669,easy,operational efficiency,Days Inventory Outstanding + Days Sales Outstanding,"year,CostOfGoodsAndServicesSold,Inventories,Revenue,TradeReceivables 2017,2816443000.0,742634000.0,3881756000.0,800619000.0 2018,3129662000.0,844886000.0,4363547000.0,801193000.0 ", 1741,US,fundamental,"What was Keurig Dr Pepper's Operating Cycle in 2017? (Use the average of beginning and ending inventory and trade receivables; one year is assumed to have 365 days) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",63.6405,easy,operational efficiency,Days Inventory Outstanding + Days Sales Outstanding,"year,CostOfGoodsAndServicesSold,Inventories,Revenue,TradeReceivables 2016,2582000000.0,202000000.0,6440000000.0,595000000.0 2017,2695000000.0,229000000.0,6690000000.0,668000000.0 ", 1742,US,fundamental,"In 2017, what was the Operating Cycle reported by Southwest Airlines? (Use the average of beginning and ending inventory and trade receivables; one year is assumed to have 365 days) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",29.2892,easy,operational efficiency,Days Inventory Outstanding + Days Sales Outstanding,"year,CostOfGoodsAndServicesSold,Inventories,Revenue,TradeReceivables 2016,6798000000.0,337000000.0,20425000000.0,546000000.0 2017,7319000000.0,420000000.0,21171000000.0,662000000.0 ", 1743,US,fundamental,"For KLA Corporation, what is the value of Operating Cycle in 2017? (Use the average of beginning and ending inventory and trade receivables; one year is assumed to have 365 days) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",265.0317,easy,operational efficiency,Days Inventory Outstanding + Days Sales Outstanding,"year,CostOfGoodsAndServicesSold,Inventories,Revenue,TradeReceivables 2016,1163391000.0,698635000.0,2984493000.0,613233000.0 2017,1287547000.0,732988000.0,3480014000.0,571117000.0 ", 1744,US,fundamental,"Calculate the Operating Cycle for Boston Scientific in 2017. (Use the average of beginning and ending inventory and trade receivables; one year is assumed to have 365 days) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",204.0002,easy,operational efficiency,Days Inventory Outstanding + Days Sales Outstanding,"year,CostOfGoodsAndServicesSold,Inventories,Revenue,TradeReceivables 2016,2424000000.0,955000000.0,8386000000.0,1472000000.0 2017,2593000000.0,1078000000.0,9048000000.0,1548000000.0 ", 1745,US,fundamental,"What is the Cash Conversion Cycle of Williams Companies in 2020? (Use the average of beginning and ending inventory, trade receivables, and trade payables; one year is assumed to have 365 days) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",-40.292,easy,operational efficiency,Days Inventory Outstanding + Days Sales Outstanding - Days Payable Outstanding,"year,CostOfGoodsAndServicesSold,Inventories,Revenue,TradeReceivables,TradePayables 2019,2066000000.0,125000000.0,8201000000.0,996000000.0,552000000.0 2020,1613000000.0,136000000.0,7719000000.0,999000000.0,482000000.0 ", 1746,US,fundamental,"What was Teradyne's Cash Conversion Cycle in 2017? (Use the average of beginning and ending inventory, trade receivables, and trade payables; one year is assumed to have 365 days) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",52.0802,easy,operational efficiency,Days Inventory Outstanding + Days Sales Outstanding - Days Payable Outstanding,"year,CostOfGoodsAndServicesSold,Inventories,Revenue,TradeReceivables,TradePayables 2016,793683000.0,135958000.0,1753250000.0,192444000.0,95362000.0 2017,912734000.0,107525000.0,2136606000.0,272783000.0,86393000.0 ", 1747,US,fundamental,"In 2020, what was the Cash Conversion Cycle reported by Conagra Brands? (Use the average of beginning and ending inventory, trade receivables, and trade payables; one year is assumed to have 365 days) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",31.7977,easy,operational efficiency,Days Inventory Outstanding + Days Sales Outstanding - Days Payable Outstanding,"year,CostOfGoodsAndServicesSold,Inventories,Revenue,TradeReceivables,TradePayables 2019,6885400000.0,1571700000.0,9538400000.0,831700000.0,1255300000.0 2020,7984800000.0,1377900000.0,11054400000.0,860800000.0,1525600000.0 ", 1748,US,fundamental,"For Pfizer, what is the value of Cash Conversion Cycle in 2024? (Use the average of beginning and ending inventory, trade receivables, and trade payables; one year is assumed to have 365 days) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",153.8518,easy,operational efficiency,Days Inventory Outstanding + Days Sales Outstanding - Days Payable Outstanding,"year,CostOfGoodsAndServicesSold,Inventories,Revenue,TradeReceivables,TradePayables 2023,24954000000.0,10189000000.0,58496000000.0,11177000000.0,6710000000.0 2024,17851000000.0,10851000000.0,63627000000.0,11463000000.0,5633000000.0 ", 1749,US,fundamental,"Calculate the Cash Conversion Cycle for Kenvue in 2025. (Use the average of beginning and ending inventory, trade receivables, and trade payables; one year is assumed to have 365 days) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",12.5001,easy,operational efficiency,Days Inventory Outstanding + Days Sales Outstanding - Days Payable Outstanding,"year,CostOfGoodsAndServicesSold,Inventories,Revenue,TradeReceivables,TradePayables 2024,6496000000.0,1591000000.0,15455000000.0,2165000000.0,2254000000.0 2025,6332000000.0,1666000000.0,15124000000.0,2382000000.0,2473000000.0 ", 1750,US,fundamental,"What is the Inventory Turnover of Vertex Pharmaceuticals in 2017? (Use the average of beginning and ending inventory) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",2.8788,easy,operational efficiency,COGS / Average Inventory,"year,CostOfGoodsAndServicesSold,Inventories 2016,206811000.0,77604000.0 2017,272675000.0,111830000.0 ", 1751,US,fundamental,"What was 3M's Inventory Turnover in 2022? (Use the average of beginning and ending inventory) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",3.7138,easy,operational efficiency,COGS / Average Inventory,"year,CostOfGoodsAndServicesSold,Inventories 2021,18795000000.0,4985000000.0 2022,19232000000.0,5372000000.0 ", 1752,US,fundamental,"In 2025, what was the Inventory Turnover reported by Qualcomm? (Use the average of beginning and ending inventory) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",3.0486,easy,operational efficiency,COGS / Average Inventory,"year,CostOfGoodsAndServicesSold,Inventories 2024,17060000000.0,6423000000.0 2025,19738000000.0,6526000000.0 ", 1753,US,fundamental,"For Paycom, what is the value of Inventory Turnover in 2022? (Use the average of beginning and ending inventory) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",155.3988,easy,operational efficiency,COGS / Average Inventory,"year,CostOfGoodsAndServicesSold,Inventories 2021,161886000.0,1131000.0 2022,212741000.0,1607000.0 ", 1754,US,fundamental,"Calculate the Inventory Turnover for Starbucks in 2023. (Use the average of beginning and ending inventory) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",5.7289,easy,operational efficiency,COGS / Average Inventory,"year,CostOfGoodsAndServicesSold,Inventories 2022,10317400000.0,2176600000.0 2023,11409100000.0,1806400000.0 ", 1755,US,fundamental,"What is the Receivables Turnover of Procter & Gamble in 2019? (Use the average of beginning and ending trade receivables) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",14.0467,easy,operational efficiency,Revenue / Average Trade Receivables,"year,Revenue,TradeReceivables 2018,66832000000.0,4686000000.0 2019,67684000000.0,4951000000.0 ", 1756,US,fundamental,"What was Evergy's Receivables Turnover in 2020? (Use the average of beginning and ending trade receivables) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",19.5597,easy,operational efficiency,Revenue / Average Trade Receivables,"year,Revenue,TradeReceivables 2019,5147800000.0,228500000.0 2020,4913400000.0,273900000.0 ", 1757,US,fundamental,"In 2022, what was the Receivables Turnover reported by Hershey Company (The)? (Use the average of beginning and ending trade receivables) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",15.0713,easy,operational efficiency,Revenue / Average Trade Receivables,"year,Revenue,TradeReceivables 2021,8971337000.0,671464000.0 2022,10419294000.0,711203000.0 ", 1758,US,fundamental,"For Medtronic, what is the value of Receivables Turnover in 2025? (Use the average of beginning and ending trade receivables) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",5.3052,easy,operational efficiency,Revenue / Average Trade Receivables,"year,Revenue,TradeReceivables 2024,32364000000.0,6128000000.0 2025,33537000000.0,6515000000.0 ", 1759,US,fundamental,"Calculate the Receivables Turnover for Albemarle Corporation in 2017. (Use the average of beginning and ending trade receivables) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",6.0214,easy,operational efficiency,Revenue / Average Trade Receivables,"year,Revenue,TradeReceivables 2016,2677203000.0,486035000.0 2017,3071976000.0,534326000.0 ", 1760,US,fundamental,"What is the Payables Turnover of Norfolk Southern in 2017? (Use the average of beginning and ending trade payables) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",2.2286,easy,operational efficiency,COGS / Average Trade Payables,"year,CostOfGoodsAndServicesSold,TradePayables 2016,2743000000.0,1215000000.0 2017,2915000000.0,1401000000.0 ", 1761,US,fundamental,"What was Intuitive Surgical's Payables Turnover in 2024? (Use the average of beginning and ending trade payables) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",14.2261,easy,operational efficiency,COGS / Average Trade Payables,"year,CostOfGoodsAndServicesSold,TradePayables 2023,2394600000.0,188700000.0 2024,2717900000.0,193400000.0 ", 1762,US,fundamental,"In 2017, what was the Payables Turnover reported by Ford Motor Company? (Use the average of beginning and ending trade payables) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",5.8922,easy,operational efficiency,COGS / Average Trade Payables,"year,CostOfGoodsAndServicesSold,TradePayables 2016,126584000000.0,21296000000.0 2017,131332000000.0,23282000000.0 ", 1763,US,fundamental,"For Align Technology, what is the value of Payables Turnover in 2024? (Use the average of beginning and ending trade payables) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",10.8184,easy,operational efficiency,COGS / Average Trade Payables,"year,CostOfGoodsAndServicesSold,TradePayables 2023,1155397000.0,113125000.0 2024,1199853000.0,108693000.0 ", 1764,US,fundamental,"Calculate the Payables Turnover for Kinder Morgan in 2017. (Use the average of beginning and ending trade payables) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",3.3462,easy,operational efficiency,COGS / Average Trade Payables,"year,CostOfGoodsAndServicesSold,TradePayables 2016,3498000000.0,1257000000.0 2017,4345000000.0,1340000000.0 ", 1765,US,fundamental,"What is the Total Asset Turnover of Chevron Corporation in 2018? (Use the average of beginning and ending total assets) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.626,easy,operational efficiency,Revenue / Average Total Assets,"year,Revenue,Assets 2017,141722000000.0,253806000000.0 2018,158902000000.0,253863000000.0 ", 1766,US,fundamental,"What was Arch Capital Group's Total Asset Turnover in 2019? (Use the average of beginning and ending total assets) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.1977,easy,operational efficiency,Revenue / Average Total Assets,"year,Revenue,Assets 2018,5450568000.0,32218329000.0 2019,6928200000.0,37885361000.0 ", 1767,US,fundamental,"In 2024, what was the Total Asset Turnover reported by Ingersoll Rand? (Use the average of beginning and ending total assets) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.431,easy,operational efficiency,Revenue / Average Total Assets,"year,Revenue,Assets 2023,6876100000.0,15563500000.0 2024,7235000000.0,18009800000.0 ", 1768,US,fundamental,"For Philip Morris International, what is the value of Total Asset Turnover in 2018? (Use the average of beginning and ending total assets) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.9288,easy,operational efficiency,Revenue / Average Total Assets,"year,Revenue,Assets 2017,78098000000.0,42968000000.0 2018,79823000000.0,39801000000.0 ", 1769,US,fundamental,"Calculate the Total Asset Turnover for Hubbell Incorporated in 2022. (Use the average of beginning and ending total assets) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.9262,easy,operational efficiency,Revenue / Average Total Assets,"year,Revenue,Assets 2021,4194100000.0,5281500000.0 2022,4947900000.0,5402600000.0 ", 1770,US,fundamental,"What is the Fixed Asset Turnover of Bunge Global in 2025? (Use the average of beginning and ending fixed assets) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",8.3072,easy,operational efficiency,Revenue / Average Net PP&E,"year,Revenue,PlantPropertyEquipmentNet 2024,53108000000.0,5254000000.0 2025,70329000000.0,11678000000.0 ", 1771,US,fundamental,"What was Dow Inc.'s Fixed Asset Turnover in 2024? (Use the average of beginning and ending fixed assets) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.9951,easy,operational efficiency,Revenue / Average Net PP&E,"year,Revenue,PlantPropertyEquipmentNet 2023,44622000000.0,21066000000.0 2024,42964000000.0,22004000000.0 ", 1772,US,fundamental,"In 2018, what was the Fixed Asset Turnover reported by EQT Corporation? (Use the average of beginning and ending fixed assets) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.2228,easy,operational efficiency,Revenue / Average Net PP&E,"year,Revenue,PlantPropertyEquipmentNet 2017,2651318000.0,24885015000.0 2018,4709384000.0,17392507000.0 ", 1773,US,fundamental,"For CSX Corporation, what is the value of Fixed Asset Turnover in 2018? (Use the average of beginning and ending fixed assets) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.3842,easy,operational efficiency,Revenue / Average Net PP&E,"year,Revenue,PlantPropertyEquipmentNet 2017,11408000000.0,31764000000.0 2018,12250000000.0,31998000000.0 ", 1774,US,fundamental,"Calculate the Fixed Asset Turnover for Gartner in 2020. (Use the average of beginning and ending fixed assets) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",12.0333,easy,operational efficiency,Revenue / Average Net PP&E,"year,Revenue,PlantPropertyEquipmentNet 2019,4245321000.0,344579000.0 2020,4099403000.0,336765000.0 ", 1775,US,fundamental,"What is the Working Capital Turnover of Live Nation Entertainment in 2021? (Use the average of beginning and ending net working capital) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",-39.371,easy,operational efficiency,Revenue / Average Net Working Capital,"year,Revenue,CurrentAssetsTotal,CurrentLiabilitiesTotal 2020,1861178000.0,3649768000.0,3796569000.0 2021,6268447000.0,6684093000.0,6855722000.0 ", 1776,US,fundamental,"What was Motorola Solutions's Working Capital Turnover in 2019? (Use the average of beginning and ending net working capital) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",8.2371,easy,operational efficiency,Revenue / Average Net Working Capital,"year,Revenue,CurrentAssetsTotal,CurrentLiabilitiesTotal 2018,7343000000.0,4272000000.0,3096000000.0 2019,7887000000.0,4178000000.0,3439000000.0 ", 1777,US,fundamental,"In 2024, what was the Working Capital Turnover reported by Republic Services? (Use the average of beginning and ending net working capital) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",-8.9833,easy,operational efficiency,Revenue / Average Net Working Capital,"year,Revenue,CurrentAssetsTotal,CurrentLiabilitiesTotal 2023,14964500000.0,2381000000.0,4228300000.0 2024,16032000000.0,2406000000.0,4128000000.0 ", 1778,US,fundamental,"For Marriott International, what is the value of Working Capital Turnover in 2020? (Use the average of beginning and ending net working capital) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",-3.2642,easy,operational efficiency,Revenue / Average Net Working Capital,"year,Revenue,CurrentAssetsTotal,CurrentLiabilitiesTotal 2019,20972000000.0,3127000000.0,6677000000.0 2020,10571000000.0,2825000000.0,5752000000.0 ", 1779,US,fundamental,"Calculate the Working Capital Turnover for McDonald's in 2020. (Use the average of beginning and ending net working capital) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",-34923.2727,easy,operational efficiency,Revenue / Average Net Working Capital,"year,Revenue,CurrentAssetsTotal,CurrentLiabilitiesTotal 2019,21076500000.0,3557900000.0,3621000000.0 2020,19207800000.0,6243200000.0,6181200000.0 ", 1780,US,fundamental,"What is the Current Ratio of FedEx in 2025? According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.193,easy,solvency,Current Assets / Current Liabilities,"year,CurrentAssetsTotal,CurrentLiabilitiesTotal 2025,18386000000.0,15411000000.0 ", 1781,US,fundamental,"What was Southwest Airlines's Current Ratio in 2022? According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.4269,easy,solvency,Current Assets / Current Liabilities,"year,CurrentAssetsTotal,CurrentLiabilitiesTotal 2022,14808000000.0,10378000000.0 ", 1782,US,fundamental,"In 2018, what was the Current Ratio reported by Tyson Foods? According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.1306,easy,solvency,Current Assets / Current Liabilities,"year,CurrentAssetsTotal,CurrentLiabilitiesTotal 2018,5688000000.0,5031000000.0 ", 1783,US,fundamental,"For LyondellBasell, what is the value of Current Ratio in 2025? According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.7732,easy,solvency,Current Assets / Current Liabilities,"year,CurrentAssetsTotal,CurrentLiabilitiesTotal 2025,10868000000.0,6129000000.0 ", 1784,US,fundamental,"Calculate the Current Ratio for Biogen in 2018. According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",2.3188,easy,solvency,Current Assets / Current Liabilities,"year,CurrentAssetsTotal,CurrentLiabilitiesTotal 2018,7640900000.0,3295200000.0 ", 1785,US,fundamental,"What is the Quick Ratio of Take-Two Interactive in 2021? According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.8327,easy,solvency,(Current Assets - Inventory) / Current Liabilities,"year,CurrentAssetsTotal,CurrentLiabilitiesTotal,Inventories 2021,3871088000.0,2104964000.0,13224000.0 ", 1786,US,fundamental,"What was Leidos's Quick Ratio in 2020? According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.0537,easy,solvency,(Current Assets - Inventory) / Current Liabilities,"year,CurrentAssetsTotal,CurrentLiabilitiesTotal,Inventories 2020,3339000000.0,2907000000.0,276000000.0 ", 1787,US,fundamental,"In 2022, what was the Quick Ratio reported by Microsoft? According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.7453,easy,solvency,(Current Assets - Inventory) / Current Liabilities,"year,CurrentAssetsTotal,CurrentLiabilitiesTotal,Inventories 2022,169684000000.0,95082000000.0,3742000000.0 ", 1788,US,fundamental,"For Procter & Gamble, what is the value of Quick Ratio in 2025? According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.4948,easy,solvency,(Current Assets - Inventory) / Current Liabilities,"year,CurrentAssetsTotal,CurrentLiabilitiesTotal,Inventories 2025,25392000000.0,36058000000.0,7551000000.0 ", 1789,US,fundamental,"Calculate the Quick Ratio for Gilead Sciences in 2019. According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",3.0099,easy,solvency,(Current Assets - Inventory) / Current Liabilities,"year,CurrentAssetsTotal,CurrentLiabilitiesTotal,Inventories 2019,30296000000.0,9759000000.0,922000000.0 ", 1790,US,fundamental,"What is the Cash Ratio of Regeneron Pharmaceuticals in 2017? According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.2414,easy,solvency,(Cash + Short-Term Investments) / Current Liabilities,"year,CashAndMarketableSecurities,ShortTermInvestments,CurrentLiabilitiesTotal 2017,812733000.0,596847000.0,1135483000.0 ", 1791,US,fundamental,"What was Skyworks Solutions's Cash Ratio in 2021? According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.5491,easy,solvency,(Cash + Short-Term Investments) / Current Liabilities,"year,CashAndMarketableSecurities,ShortTermInvestments,CurrentLiabilitiesTotal 2021,882900000.0,137200000.0,658500000.0 ", 1792,US,fundamental,"In 2021, what was the Cash Ratio reported by Lilly (Eli)? According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.2597,easy,solvency,(Cash + Short-Term Investments) / Current Liabilities,"year,CashAndMarketableSecurities,ShortTermInvestments,CurrentLiabilitiesTotal 2021,3818500000.0,90100000.0,15052700000.0 ", 1793,US,fundamental,"For Air Products, what is the value of Cash Ratio in 2016? According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.4573,easy,solvency,(Cash + Short-Term Investments) / Current Liabilities,"year,CashAndMarketableSecurities,ShortTermInvestments,CurrentLiabilitiesTotal 2016,1501300000.0,0.0,3283300000.0 ", 1794,US,fundamental,"Calculate the Cash Ratio for Corteva in 2023. According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.2634,easy,solvency,(Cash + Short-Term Investments) / Current Liabilities,"year,CashAndMarketableSecurities,ShortTermInvestments,CurrentLiabilitiesTotal 2023,2644000000.0,98000000.0,10409000000.0 ", 1795,US,fundamental,"What is the Liability-to-Asset Ratio of Kinder Morgan in 2024? (Unit: %) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",55.3727,easy,solvency,Total Liabilities / Total Assets * 100%,"year,Liabilities,Assets 2024,39540000000.0,71407000000.0 ", 1796,US,fundamental,"What was Extra Space Storage's Liability-to-Asset Ratio in 2021? (Unit: %) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",63.8552,easy,solvency,Total Liabilities / Total Assets * 100%,"year,Liabilities,Assets 2021,6688501000.0,10474477000.0 ", 1797,US,fundamental,"In 2017, what was the Liability-to-Asset Ratio reported by Dominion Energy? (Unit: %) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",74.7078,easy,solvency,Total Liabilities / Total Assets * 100%,"year,Liabilities,Assets 2017,57215000000.0,76585000000.0 ", 1798,US,fundamental,"For Constellation Energy, what is the value of Liability-to-Asset Ratio in 2025? (Unit: %) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",74.0554,easy,solvency,Total Liabilities / Total Assets * 100%,"year,Liabilities,Assets 2025,42396000000.0,57249000000.0 ", 1799,US,fundamental,"Calculate the Liability-to-Asset Ratio for Freeport-McMoRan in 2025. (Unit: %) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",47.1075,easy,solvency,Total Liabilities / Total Assets * 100%,"year,Liabilities,Assets 2025,27401000000.0,58167000000.0 ", 1800,US,fundamental,"What is the Liability-to-Equity Ratio of GE Aerospace in 2021? (Unit: %; Total equity includes minority interest) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",377.9246,easy,solvency,Total Liabilities / Total Equity * 100%,"year,Liabilities,AllEquityBalanceIncludingMinorityInterest 2021,157262000000.0,41612000000.0 ", 1801,US,fundamental,"What was Emcor's Liability-to-Equity Ratio in 2022? (Unit: %; Total equity includes minority interest) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",179.8274,easy,solvency,Total Liabilities / Total Equity * 100%,"year,Liabilities,AllEquityBalanceIncludingMinorityInterest 2022,3550316000.0,1974291000.0 ", 1802,US,fundamental,"In 2020, what was the Liability-to-Equity Ratio reported by BNY Mellon? (Unit: %; Total equity includes minority interest) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",921.8026,easy,solvency,Total Liabilities / Total Equity * 100%,"year,Liabilities,AllEquityBalanceIncludingMinorityInterest 2020,423513000000.0,45944000000.0 ", 1803,US,fundamental,"For Uber, what is the value of Liability-to-Equity Ratio in 2023? (Unit: %; Total equity includes minority interest) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",216.3036,easy,solvency,Total Liabilities / Total Equity * 100%,"year,Liabilities,AllEquityBalanceIncludingMinorityInterest 2023,26017000000.0,12028000000.0 ", 1804,US,fundamental,"Calculate the Liability-to-Equity Ratio for Kroger in 2022. (Unit: %; Total equity includes minority interest) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",395.5362,easy,solvency,Total Liabilities / Total Equity * 100%,"year,Liabilities,AllEquityBalanceIncludingMinorityInterest 2022,39609000000.0,10014000000.0 ", 1805,US,fundamental,"What is the Net Debt to Equity of Equinix in 2024? According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.9188,easy,solvency,Net Debt / Total Equity; Net Debt = Total Debt (short + long-term debt + operating lease liabilities) - Cash - Short-Term Investments,"year,ShortTermDebt,LongTermDebt,OperatingLeaseCurrentDebtEquivalent,OperatingLeaseNonCurrentDebtEquivalent,CashAndMarketableSecurities,ShortTermInvestments,AllEquityBalanceIncludingMinorityInterest 2024,1199000000.0,13363000000.0,144000000.0,1331000000.0,3081000000.0,527000000.0,13527000000.0 ", 1806,US,fundamental,"What was CVS Health's Net Debt to Equity in 2022? According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.7464,easy,solvency,Net Debt / Total Equity; Net Debt = Total Debt (short + long-term debt + operating lease liabilities) - Cash - Short-Term Investments,"year,ShortTermDebt,LongTermDebt,OperatingLeaseCurrentDebtEquivalent,OperatingLeaseNonCurrentDebtEquivalent,CashAndMarketableSecurities,ShortTermInvestments,AllEquityBalanceIncludingMinorityInterest 2022,0.0,50476000000.0,1678000000.0,16800000000.0,12945000000.0,2778000000.0,71315000000.0 ", 1807,US,fundamental,"In 2021, what was the Net Debt to Equity reported by Dow Inc.? According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.6893,easy,solvency,Net Debt / Total Equity; Net Debt = Total Debt (short + long-term debt + operating lease liabilities) - Cash - Short-Term Investments,"year,ShortTermDebt,LongTermDebt,OperatingLeaseCurrentDebtEquivalent,OperatingLeaseNonCurrentDebtEquivalent,CashAndMarketableSecurities,ShortTermInvestments,AllEquityBalanceIncludingMinorityInterest 2021,161000000.0,14280000000.0,314000000.0,1149000000.0,2988000000.0,0.0,18739000000.0 ", 1808,US,fundamental,"For EPAM Systems, what is the value of Net Debt to Equity in 2022? According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",-0.4955,easy,solvency,Net Debt / Total Equity; Net Debt = Total Debt (short + long-term debt + operating lease liabilities) - Cash - Short-Term Investments,"year,ShortTermDebt,LongTermDebt,OperatingLeaseCurrentDebtEquivalent,OperatingLeaseNonCurrentDebtEquivalent,CashAndMarketableSecurities,ShortTermInvestments,AllEquityBalanceIncludingMinorityInterest 2022,2861000.0,27693000.0,40352000.0,122317000.0,1681344000.0,0.0,3003010000.0 ", 1809,US,fundamental,"Calculate the Net Debt to Equity for United Parcel Service in 2025. According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.3967,easy,solvency,Net Debt / Total Equity; Net Debt = Total Debt (short + long-term debt + operating lease liabilities) - Cash - Short-Term Investments,"year,ShortTermDebt,LongTermDebt,OperatingLeaseCurrentDebtEquivalent,OperatingLeaseNonCurrentDebtEquivalent,CashAndMarketableSecurities,ShortTermInvestments,AllEquityBalanceIncludingMinorityInterest 2025,608000000.0,23519000000.0,763000000.0,3700000000.0,5887000000.0,0.0,16255000000.0 ", 1810,US,fundamental,"What is the Interest Coverage Ratio of Trimble Inc. in 2022? ( Use the sum of Pretax Income and Interest Expense as EBIT) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",8.7852,easy,solvency,EBIT / Interest Expense = (Pretax Income + Interest Expense) / Interest Expense,"year,PretaxIncomeLoss,InterestExpense 2022,569100000.0,73100000.0 ", 1811,US,fundamental,"What was Chevron Corporation's Interest Coverage Ratio in 2021? ( Use the sum of Pretax Income and Interest Expense as EBIT) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",31.3919,easy,solvency,EBIT / Interest Expense = (Pretax Income + Interest Expense) / Interest Expense,"year,PretaxIncomeLoss,InterestExpense 2021,21639000000.0,712000000.0 ", 1812,US,fundamental,"In 2016, what was the Interest Coverage Ratio reported by Bank of America? ( Use the sum of Pretax Income and Interest Expense as EBIT) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",3.5251,easy,solvency,EBIT / Interest Expense = (Pretax Income + Interest Expense) / Interest Expense,"year,PretaxIncomeLoss,InterestExpense 2016,25153000000.0,9961000000.0 ", 1813,US,fundamental,"For Lockheed Martin, what is the value of Interest Coverage Ratio in 2024? ( Use the sum of Pretax Income and Interest Expense as EBIT) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",7.0039,easy,solvency,EBIT / Interest Expense = (Pretax Income + Interest Expense) / Interest Expense,"year,PretaxIncomeLoss,InterestExpense 2024,6220000000.0,1036000000.0 ", 1814,US,fundamental,"Calculate the Interest Coverage Ratio for Ingersoll Rand in 2023. ( Use the sum of Pretax Income and Interest Expense as EBIT) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",7.5801,easy,solvency,EBIT / Interest Expense = (Pretax Income + Interest Expense) / Interest Expense,"year,PretaxIncomeLoss,InterestExpense 2023,1031100000.0,156700000.0 ", 1815,US,fundamental,"What is the Net Debt to EBITDA of Dow Inc. in 2022? ( Use the sum of Pretax Income and Interest Expense as EBIT) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.2653,easy,solvency,Net Debt / EBITDA; Net Debt = Total Debt (short + long-term debt + operating lease liabilities) - Cash - Short-Term Investments; EBITDA = Pretax Income + Interest Expense + D&A,"year,ShortTermDebt,LongTermDebt,OperatingLeaseCurrentDebtEquivalent,OperatingLeaseNonCurrentDebtEquivalent,CashAndMarketableSecurities,ShortTermInvestments,PretaxIncomeLoss,InterestExpense,DepreciationExpense,AmortizationOfIntangibles 2022,362000000.0,14698000000.0,287000000.0,997000000.0,3886000000.0,0.0,6090000000.0,662000000.0,2758000000.0,336000000.0 ", 1816,US,fundamental,"What was United Parcel Service's Net Debt to EBITDA in 2025? ( Use the sum of Pretax Income and Interest Expense as EBIT) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.9035,easy,solvency,Net Debt / EBITDA; Net Debt = Total Debt (short + long-term debt + operating lease liabilities) - Cash - Short-Term Investments; EBITDA = Pretax Income + Interest Expense + D&A,"year,ShortTermDebt,LongTermDebt,OperatingLeaseCurrentDebtEquivalent,OperatingLeaseNonCurrentDebtEquivalent,CashAndMarketableSecurities,ShortTermInvestments,PretaxIncomeLoss,InterestExpense,Depreciation & Amortization 2025,608000000.0,23519000000.0,763000000.0,3700000000.0,5887000000.0,0.0,7164000000.0,1017000000.0,3746000000.0 ", 1817,US,fundamental,"In 2022, what was the Net Debt to EBITDA reported by Tyler Technologies? ( Use the sum of Pretax Income and Interest Expense as EBIT) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.6545,easy,solvency,Net Debt / EBITDA; Net Debt = Total Debt (short + long-term debt + operating lease liabilities) - Cash - Short-Term Investments; EBITDA = Pretax Income + Interest Expense + D&A,"year,ShortTermDebt,LongTermDebt,OperatingLeaseCurrentDebtEquivalent,OperatingLeaseNonCurrentDebtEquivalent,CashAndMarketableSecurities,ShortTermInvestments,PretaxIncomeLoss,InterestExpense,Depreciation & Amortization 2022,30000000.0,362905000.0,10736000.0,48049000.0,173857000.0,37030000.0,187593000.0,21256000.0,159072000.0 ", 1818,US,fundamental,"For T-Mobile US, what is the value of Net Debt to EBITDA in 2018? ( Use the sum of Pretax Income and Interest Expense as EBIT) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.9861,easy,solvency,Net Debt / EBITDA; Net Debt = Total Debt (short + long-term debt + operating lease liabilities) - Cash - Short-Term Investments; EBITDA = Pretax Income + Interest Expense + D&A,"year,ShortTermDebt,LongTermDebt,OperatingLeaseCurrentDebtEquivalent,OperatingLeaseNonCurrentDebtEquivalent,CashAndMarketableSecurities,ShortTermInvestments,PretaxIncomeLoss,InterestExpense,Depreciation & Amortization 2018,841000000.0,12124000000.0,0.0,0.0,1203000000.0,0.0,3917000000.0,1525000000.0,6486000000.0 ", 1819,US,fundamental,"Calculate the Net Debt to EBITDA for Carnival in 2025. ( Use the sum of Pretax Income and Interest Expense as EBIT) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",3.3949,easy,solvency,Net Debt / EBITDA; Net Debt = Total Debt (short + long-term debt + operating lease liabilities) - Cash - Short-Term Investments; EBITDA = Pretax Income + Interest Expense + D&A,"year,ShortTermDebt,LongTermDebt,OperatingLeaseCurrentDebtEquivalent,OperatingLeaseNonCurrentDebtEquivalent,CashAndMarketableSecurities,ShortTermInvestments,PretaxIncomeLoss,InterestExpense,Depreciation & Amortization 2025,0.0,24037000000.0,175000000.0,1178000000.0,1928000000.0,0.0,2772000000.0,1349000000.0,2790000000.0 ", 1820,US,fundamental,"What is the Revenue Growth of PTC Inc. in 2020? (Unit: %) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",16.15,easy,growth,(Revenue_t - Revenue_{t-1}) / Revenue_{t-1} * 100%,"year,Revenue 2019,1255631000.0 2020,1458415000.0 ", 1821,US,fundamental,"What was Analog Devices's Revenue Growth in 2017? (Unit: %) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",49.2807,easy,growth,(Revenue_t - Revenue_{t-1}) / Revenue_{t-1} * 100%,"year,Revenue 2016,3421409000.0 2017,5107503000.0 ", 1822,US,fundamental,"In 2024, what was the Revenue Growth reported by TransDigm Group? (Unit: %) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",20.5771,easy,growth,(Revenue_t - Revenue_{t-1}) / Revenue_{t-1} * 100%,"year,Revenue 2023,6585000000.0 2024,7940000000.0 ", 1823,US,fundamental,"For Regency Centers, what is the value of Revenue Growth in 2017? (Unit: %) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",60.2169,easy,growth,(Revenue_t - Revenue_{t-1}) / Revenue_{t-1} * 100%,"year,Revenue 2016,1228742000.0 2017,1968652000.0 ", 1824,US,fundamental,"Calculate the Revenue Growth for Target Corporation in 2019. (Unit: %) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",3.6573,easy,growth,(Revenue_t - Revenue_{t-1}) / Revenue_{t-1} * 100%,"year,Revenue 2018,75356000000.0 2019,78112000000.0 ", 1825,US,fundamental,"What is the EBITDA Growth of D. R. Horton in 2020? (Unit: %; Use the sum of Pretax Income and Interest Expense as EBIT) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",39.1903,easy,growth,(EBITDA_t - EBITDA_{t-1}) / EBITDA_{t-1} * 100%; EBITDA = Pretax Income + Interest Expense + D&A,"year,PretaxIncomeLoss,InterestExpense,Depreciation & Amortization 2019,2125300000.0,10900000.0,72000000.0 2020,2983000000.0,10200000.0,80400000.0 ", 1826,US,fundamental,"What was Huntington Ingalls Industries's EBITDA Growth in 2021? (Unit: %; Use the sum of Pretax Income and Interest Expense as EBIT) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",-14.2613,easy,growth,(EBITDA_t - EBITDA_{t-1}) / EBITDA_{t-1} * 100%; EBITDA = Pretax Income + Interest Expense + D&A,"year,PretaxIncomeLoss,InterestExpense,DepreciationExpense,AmortizationOfIntangibles 2020,810000000.0,114000000.0,191000000.0,56000000.0 2021,622000000.0,89000000.0,207000000.0,86000000.0 ", 1827,US,fundamental,"In 2021, what was the EBITDA Growth reported by Arista Networks? (Unit: %; Use the sum of Pretax Income and Interest Expense as EBIT) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",25.2421,easy,growth,(EBITDA_t - EBITDA_{t-1}) / EBITDA_{t-1} * 100%; EBITDA = Pretax Income + Interest Expense + D&A,"year,PretaxIncomeLoss,InterestExpense,Depreciation & Amortization 2020,738863000.0,0.0,44590000.0 2021,930879000.0,0.0,50334000.0 ", 1828,US,fundamental,"For Assurant, what is the value of EBITDA Growth in 2020? (Unit: %; Use the sum of Pretax Income and Interest Expense as EBIT) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",-4.9932,easy,growth,(EBITDA_t - EBITDA_{t-1}) / EBITDA_{t-1} * 100%; EBITDA = Pretax Income + Interest Expense + D&A,"year,PretaxIncomeLoss,InterestExpense,DepreciationExpense,AmortizationOfIntangibles 2019,554500000.0,110600000.0,125800000.0,16200000.0 2020,515300000.0,104500000.0,144300000.0,2700000.0 ", 1829,US,fundamental,"Calculate the EBITDA Growth for Merck & Co. in 2025. (Unit: %; Use the sum of Pretax Income and Interest Expense as EBIT) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",9.457,easy,growth,(EBITDA_t - EBITDA_{t-1}) / EBITDA_{t-1} * 100%; EBITDA = Pretax Income + Interest Expense + D&A,"year,PretaxIncomeLoss,InterestExpense,DepreciationExpense,AmortizationOfIntangibles 2024,19936000000.0,0.0,2104000000.0,39000000.0 2025,21067000000.0,0.0,3045000000.0,55000000.0 ", 1830,US,fundamental,"What is the Net Income Growth of Zebra Technologies in 2023? (Unit: %) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",-36.0691,easy,growth,(Net Income_t - Net Income_{t-1}) / |Net Income_{t-1}| * 100%,"year,NetIncome 2022,463000000.0 2023,296000000.0 ", 1831,US,fundamental,"What was Archer Daniels Midland's Net Income Growth in 2017? (Unit: %) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",24.7068,easy,growth,(Net Income_t - Net Income_{t-1}) / |Net Income_{t-1}| * 100%,"year,NetIncome 2016,1279000000.0 2017,1595000000.0 ", 1832,US,fundamental,"In 2024, what was the Net Income Growth reported by Emcor? (Unit: %) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",59.1081,easy,growth,(Net Income_t - Net Income_{t-1}) / |Net Income_{t-1}| * 100%,"year,NetIncome 2023,632994000.0 2024,1007145000.0 ", 1833,US,fundamental,"For EOG Resources, what is the value of Net Income Growth in 2025? (Unit: %) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",-22.224,easy,growth,(Net Income_t - Net Income_{t-1}) / |Net Income_{t-1}| * 100%,"year,NetIncome 2024,6403000000.0 2025,4980000000.0 ", 1834,US,fundamental,"Calculate the Net Income Growth for Live Nation Entertainment in 2025. (Unit: %) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",-44.6637,easy,growth,(Net Income_t - Net Income_{t-1}) / |Net Income_{t-1}| * 100%,"year,NetIncome 2024,896287000.0 2025,495972000.0 ", 1835,US,fundamental,"What is the EPS Growth of Realty Income in 2023? (Unit: %) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",-11.3377,easy,growth,(EPS_t - EPS_{t-1}) / |EPS_{t-1}| * 100%; EPS = Net Income / Weighted-Average Basic Shares,"year,NetIncome,SharesAverage 2022,869408000.0,611765815.0 2023,872309000.0,692298000.0 ", 1836,US,fundamental,"What was ConocoPhillips's EPS Growth in 2019? (Unit: %) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",19.9589,easy,growth,(EPS_t - EPS_{t-1}) / |EPS_{t-1}| * 100%; EPS = Net Income / Weighted-Average Basic Shares,"year,NetIncome,SharesAverage 2018,6257000000.0,1166499.0 2019,7189000000.0,1117260.0 ", 1837,US,fundamental,"In 2017, what was the EPS Growth reported by Northrop Grumman? (Unit: %) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",-6.0458,easy,growth,(EPS_t - EPS_{t-1}) / |EPS_{t-1}| * 100%; EPS = Net Income / Weighted-Average Basic Shares,"year,NetIncome,SharesAverage 2016,2200000000.0,178900000.0 2017,2015000000.0,174400000.0 ", 1838,US,fundamental,"For BNY Mellon, what is the value of EPS Growth in 2021? (Unit: %) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",8.6756,easy,growth,(EPS_t - EPS_{t-1}) / |EPS_{t-1}| * 100%; EPS = Net Income / Weighted-Average Basic Shares,"year,NetIncome,SharesAverage 2020,3617000000.0,890839000.0 2021,3759000000.0,851905000.0 ", 1839,US,fundamental,"Calculate the EPS Growth for Quanta Services in 2021. (Unit: %) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",9.4881,easy,growth,(EPS_t - EPS_{t-1}) / |EPS_{t-1}| * 100%; EPS = Net Income / Weighted-Average Basic Shares,"year,NetIncome,SharesAverage 2020,445596000.0,141380000.0 2021,485956000.0,140824000.0 ", 1840,US,fundamental,"What is the Free Cash Flow of RTX Corporation in 2025? (Unit: $) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",7940000000.0,easy,cash flow,CFO - Capex,"year,NetCashFromOperatingActivities,CapitalExpenses 2025,10567000000.0,2627000000.0 ", 1841,US,fundamental,"What was Mettler Toledo's Free Cash Flow in 2019? (Unit: $) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",506109000.0,easy,cash flow,CFO - Capex,"year,NetCashFromOperatingActivities,CapitalExpenses 2019,603450000.0,97341000.0 ", 1842,US,fundamental,"In 2023, what was the Free Cash Flow reported by Cognizant? (Unit: $) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",2013000000.0,easy,cash flow,CFO - Capex,"year,NetCashFromOperatingActivities,CapitalExpenses 2023,2330000000.0,317000000.0 ", 1843,US,fundamental,"For Verisk Analytics, what is the value of Free Cash Flow in 2023? (Unit: $) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",830700000.0,easy,cash flow,CFO - Capex,"year,NetCashFromOperatingActivities,CapitalExpenses 2023,1060700000.0,230000000.0 ", 1844,US,fundamental,"Calculate the Free Cash Flow for Republic Services in 2016. (Unit: $) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",920000000.0,easy,cash flow,CFO - Capex,"year,NetCashFromOperatingActivities,CapitalExpenses 2016,1847800000.0,927800000.0 ", 1845,US,fundamental,"What is the Free Cash Flow to Firm of CoStar Group in 2024? (Unit: $) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",-46115611.6135,easy,cash flow,CFO - Capex + Interest Expense x (1 - effective tax rate),"year,NetCashFromOperatingActivities,CapitalExpenses,InterestExpense,IncomeTaxes,PretaxIncomeLoss 2024,392600000.0,579000000.0,212500000.0,71400000.0,210100000.0 ", 1846,US,fundamental,"What was Williams-Sonoma's Free Cash Flow to Firm in 2021? (Unit: $) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1146077453.6142,easy,cash flow,CFO - Capex + Interest Expense x (1 - effective tax rate),"year,NetCashFromOperatingActivities,CapitalExpenses,InterestExpense,IncomeTaxes,PretaxIncomeLoss 2021,1371147000.0,226517000.0,1865000.0,324914000.0,1451251000.0 ", 1847,US,fundamental,"In 2017, what was the Free Cash Flow to Firm reported by Jabil? (Unit: $) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",604991417.417,easy,cash flow,CFO - Capex + Interest Expense x (1 - effective tax rate),"year,NetCashFromOperatingActivities,CapitalExpenses,InterestExpense,IncomeTaxes,PretaxIncomeLoss 2017,1256643000.0,716485000.0,130635000.0,129066000.0,256233000.0 ", 1848,US,fundamental,"For Universal Health Services, what is the value of Free Cash Flow to Firm in 2020? (Unit: $) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1710848481.1358,easy,cash flow,CFO - Capex + Interest Expense x (1 - effective tax rate),"year,NetCashFromOperatingActivities,CapitalExpenses,InterestExpense,IncomeTaxes,PretaxIncomeLoss 2020,2360169000.0,731307000.0,106285000.0,286247000.0,1252083000.0 ", 1849,US,fundamental,"Calculate the Free Cash Flow to Firm for ServiceNow in 2025. (Unit: $) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",4593008403.3613,easy,cash flow,CFO - Capex + Interest Expense x (1 - effective tax rate),"year,NetCashFromOperatingActivities,CapitalExpenses,InterestExpense,IncomeTaxes,PretaxIncomeLoss 2025,5444000000.0,868000000.0,22000000.0,513000000.0,2261000000.0 ", 1850,US,fundamental,"What is the Free Cash Flow to Equity of Cigna in 2019? (Unit: $; Net Borrowing is approximated as the year-over-year change in (short-term debt + long-term debt)) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",3364000000.0,easy,cash flow,CFO - Capex + Net Borrowing; Net Borrowing = delta(Short-Term Debt + Long-Term Debt),"year,NetCashFromOperatingActivities,CapitalExpenses,ShortTermDebt,LongTermDebt 2018,3770000000.0,528000000.0,2955000000.0,39523000000.0 2019,9485000000.0,1050000000.0,5514000000.0,31893000000.0 ", 1851,US,fundamental,"What was Lamb Weston's Free Cash Flow to Equity in 2019? (Unit: $; Net Borrowing is approximated as the year-over-year change in (short-term debt + long-term debt)) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",289000000.0,easy,cash flow,CFO - Capex + Net Borrowing; Net Borrowing = delta(Short-Term Debt + Long-Term Debt),"year,NetCashFromOperatingActivities,CapitalExpenses,ShortTermDebt,LongTermDebt 2018,481200000.0,306800000.0,9600000.0,2336700000.0 2019,680900000.0,334200000.0,8400000.0,2280200000.0 ", 1852,US,fundamental,"In 2018, what was the Free Cash Flow to Equity reported by CBRE Group? (Unit: $; Net Borrowing is approximated as the year-over-year change in (short-term debt + long-term debt)) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",20188509000.0,easy,cash flow,CFO - Capex + Net Borrowing; Net Borrowing = delta(Short-Term Debt + Long-Term Debt),"year,NetCashFromOperatingActivities,CapitalExpenses,ShortTermDebt,LongTermDebt 2017,18052756000.0,178042000.0,910782000.0,1999603000.0 2018,20230676000.0,227803000.0,1328761000.0,1767260000.0 ", 1853,US,fundamental,"For CVS Health, what is the value of Free Cash Flow to Equity in 2021? (Unit: $; Net Borrowing is approximated as the year-over-year change in (short-term debt + long-term debt)) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",8509000000.0,easy,cash flow,CFO - Capex + Net Borrowing; Net Borrowing = delta(Short-Term Debt + Long-Term Debt),"year,NetCashFromOperatingActivities,CapitalExpenses,ShortTermDebt,LongTermDebt 2020,15865000000.0,2437000000.0,0.0,59207000000.0 2021,18265000000.0,2520000000.0,0.0,51971000000.0 ", 1854,US,fundamental,"Calculate the Free Cash Flow to Equity for PepsiCo in 2022. (Unit: $; Net Borrowing is approximated as the year-over-year change in (short-term debt + long-term debt)) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",4341000000.0,easy,cash flow,CFO - Capex + Net Borrowing; Net Borrowing = delta(Short-Term Debt + Long-Term Debt),"year,NetCashFromOperatingActivities,CapitalExpenses,ShortTermDebt,LongTermDebt 2021,11616000000.0,4625000000.0,4308000000.0,36026000000.0 2022,10811000000.0,5207000000.0,3414000000.0,35657000000.0 ", 1855,US,fundamental,"What is the Operating Cash Flow Margin of Amcor in 2025? (Unit: %) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",9.2611,easy,cash flow,CFO / Revenue * 100%,"year,NetCashFromOperatingActivities,Revenue 2025,1390000000.0,15009000000.0 ", 1856,US,fundamental,"What was Qualcomm's Operating Cash Flow Margin in 2023? (Unit: %) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",31.5438,easy,cash flow,CFO / Revenue * 100%,"year,NetCashFromOperatingActivities,Revenue 2023,11299000000.0,35820000000.0 ", 1857,US,fundamental,"In 2021, what was the Operating Cash Flow Margin reported by Crown Castle? (Unit: %) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",43.9905,easy,cash flow,CFO / Revenue * 100%,"year,NetCashFromOperatingActivities,Revenue 2021,2789000000.0,6340000000.0 ", 1858,US,fundamental,"For News Corp (Class B), what is the value of Operating Cash Flow Margin in 2020? (Unit: %) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",8.659,easy,cash flow,CFO / Revenue * 100%,"year,NetCashFromOperatingActivities,Revenue 2020,780000000.0,9008000000.0 ", 1859,US,fundamental,"Calculate the Operating Cash Flow Margin for Martin Marietta Materials in 2016. (Unit: %) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",17.7716,easy,cash flow,CFO / Revenue * 100%,"year,NetCashFromOperatingActivities,Revenue 2016,678654000.0,3818749000.0 ", 1860,US,fundamental,"What is the Capex Intensity of Cencora in 2016? (Unit: %) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.3164,easy,cash flow,Capex / Revenue * 100%,"year,CapitalExpenses,Revenue 2016,464616000.0,146849686000.0 ", 1861,US,fundamental,"What was Revvity's Capex Intensity in 2022? (Unit: %) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",2.5856,easy,cash flow,Capex / Revenue * 100%,"year,CapitalExpenses,Revenue 2022,85632000.0,3311822000.0 ", 1862,US,fundamental,"In 2024, what was the Capex Intensity reported by Bunge Global? (Unit: %) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",2.5909,easy,cash flow,Capex / Revenue * 100%,"year,CapitalExpenses,Revenue 2024,1376000000.0,53108000000.0 ", 1863,US,fundamental,"For Ventas, what is the value of Capex Intensity in 2016? (Unit: %) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",3.4109,easy,cash flow,Capex / Revenue * 100%,"year,CapitalExpenses,Revenue 2016,117456000.0,3443522000.0 ", 1864,US,fundamental,"Calculate the Capex Intensity for Bio-Techne in 2022. (Unit: %) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",4.0619,easy,cash flow,Capex / Revenue * 100%,"year,CapitalExpenses,Revenue 2022,44908000.0,1105599000.0 ", 1865,US,fundamental,"What is the Cash Flow to Net Income of Kraft Heinz in 2017? According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.0479,easy,cash flow,CFO / Net Income,"year,NetCashFromOperatingActivities,NetIncome 2017,527000000.0,10999000000.0 ", 1866,US,fundamental,"What was CoStar Group's Cash Flow to Net Income in 2021? According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.6056,easy,cash flow,CFO / Net Income,"year,NetCashFromOperatingActivities,NetIncome 2021,469731000.0,292564000.0 ", 1867,US,fundamental,"In 2019, what was the Cash Flow to Net Income reported by Live Nation Entertainment? According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",6.7218,easy,cash flow,CFO / Net Income,"year,NetCashFromOperatingActivities,NetIncome 2019,469783000.0,69889000.0 ", 1868,US,fundamental,"For Ameriprise Financial, what is the value of Cash Flow to Net Income in 2022? According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.7222,easy,cash flow,CFO / Net Income,"year,NetCashFromOperatingActivities,NetIncome 2022,4407000000.0,2559000000.0 ", 1869,US,fundamental,"Calculate the Cash Flow to Net Income for Autodesk in 2022. According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",2.5164,easy,cash flow,CFO / Net Income,"year,NetCashFromOperatingActivities,NetIncome 2022,2071000000.0,823000000.0 ", 1870,US,fundamental,"What is the Cash Flow to Debt of ServiceNow in 2016? According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.3149,easy,cash flow,CFO / Total Debt; Total Debt = Short-Term Debt + Long-Term Debt,"year,NetCashFromOperatingActivities,ShortTermDebt,LongTermDebt 2016,159921000.0,0.0,507812000.0 ", 1871,US,fundamental,"What was Baker Hughes's Cash Flow to Debt in 2020? According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.1708,easy,cash flow,CFO / Total Debt; Total Debt = Short-Term Debt + Long-Term Debt,"year,NetCashFromOperatingActivities,ShortTermDebt,LongTermDebt 2020,1304000000.0,889000000.0,6744000000.0 ", 1872,US,fundamental,"In 2023, what was the Cash Flow to Debt reported by Block? According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.0245,easy,cash flow,CFO / Total Debt; Total Debt = Short-Term Debt + Long-Term Debt,"year,NetCashFromOperatingActivities,ShortTermDebt,LongTermDebt 2023,100961000.0,0.0,4120091000.0 ", 1873,US,fundamental,"For Axon Enterprise, what is the value of Cash Flow to Debt in 2022? According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.3492,easy,cash flow,CFO / Total Debt; Total Debt = Short-Term Debt + Long-Term Debt,"year,NetCashFromOperatingActivities,ShortTermDebt,LongTermDebt 2022,235361000.0,0.0,673967000.0 ", 1874,US,fundamental,"Calculate the Cash Flow to Debt for BNY Mellon in 2025. According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.1987,easy,cash flow,CFO / Total Debt; Total Debt = Short-Term Debt + Long-Term Debt,"year,NetCashFromOperatingActivities,ShortTermDebt,LongTermDebt 2025,6730000000.0,2003000000.0,31873000000.0 ", 1875,US,fundamental,"What is the Earnings Per Share Basic of Targa Resources in 2022? According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",5.1276,easy,per share,(Net Income - Preferred Dividends) / Weighted-Average Basic Shares,"year,NetIncome,SharesAverage,PreferredDividendExpense 2022,1195500000.0,227300000.0,30000000.0 ", 1876,US,fundamental,"What was Prologis's Earnings Per Share Basic in 2017? According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",3.103,easy,per share,(Net Income - Preferred Dividends) / Weighted-Average Basic Shares,"year,NetIncome,SharesAverage,PreferredDividendExpense 2017,1652325000.0,530400000.0,6499000.0 ", 1877,US,fundamental,"In 2021, what was the Earnings Per Share Basic reported by Alliant Energy? According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",2.6339,easy,per share,(Net Income - Preferred Dividends) / Weighted-Average Basic Shares,"year,NetIncome,SharesAverage,PreferredDividendExpense 2021,674000000.0,250200000.0,15000000.0 ", 1878,US,fundamental,"For Progressive Corporation, what is the value of Earnings Per Share Basic in 2022? According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.1886,easy,per share,(Net Income - Preferred Dividends) / Weighted-Average Basic Shares,"year,NetIncome,SharesAverage,PreferredDividendExpense 2022,721500000.0,584400000.0,26900000.0 ", 1879,US,fundamental,"Calculate the Earnings Per Share Basic for Wells Fargo in 2022. According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",3.1712,easy,per share,(Net Income - Preferred Dividends) / Weighted-Average Basic Shares,"year,NetIncome,SharesAverage,PreferredDividendExpense 2022,13182000000.0,3805200000.0,1115000000.0 ", 1880,US,fundamental,"What is the Earnings Per Share Diluted of Fifth Third Bancorp in 2025? According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",3.5331,easy,per share,(Net Income - Preferred Dividends) / Weighted-Average Diluted Shares,"year,NetIncome,SharesFullyDilutedAverage,PreferredDividendExpense 2025,2522000000.0,672502856.0,146000000.0 ", 1881,US,fundamental,"What was Williams Companies's Earnings Per Share Diluted in 2022? According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.6734,easy,per share,(Net Income - Preferred Dividends) / Weighted-Average Diluted Shares,"year,NetIncome,SharesFullyDilutedAverage,PreferredDividendExpense 2022,2049000000.0,1222672000.0,3000000.0 ", 1882,US,fundamental,"In 2016, what was the Earnings Per Share Diluted reported by Prologis? According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",2.201,easy,per share,(Net Income - Preferred Dividends) / Weighted-Average Diluted Shares,"year,NetIncome,SharesFullyDilutedAverage,PreferredDividendExpense 2016,1209932000.0,546666000.0,6714000.0 ", 1883,US,fundamental,"For Charles Schwab Corporation, what is the value of Earnings Per Share Diluted in 2018? According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",2.446,easy,per share,(Net Income - Preferred Dividends) / Weighted-Average Diluted Shares,"year,NetIncome,SharesFullyDilutedAverage,PreferredDividendExpense 2018,3507000000.0,1361000000.0,178000000.0 ", 1884,US,fundamental,"Calculate the Earnings Per Share Diluted for Ameren in 2016. According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",2.6582,easy,per share,(Net Income - Preferred Dividends) / Weighted-Average Diluted Shares,"year,NetIncome,SharesFullyDilutedAverage,PreferredDividendExpense 2016,653000000.0,243400000.0,6000000.0 ", 1885,US,fundamental,"What is the Operating Cash Flow Per Share of Trimble Inc. in 2025? According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.6145,easy,per share,CFO / Weighted-Average Basic Shares,"year,NetCashFromOperatingActivities,SharesAverage 2025,386200000.0,239200000.0 ", 1886,US,fundamental,"What was Chipotle Mexican Grill's Operating Cash Flow Per Share in 2024? According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.5384,easy,per share,CFO / Weighted-Average Basic Shares,"year,NetCashFromOperatingActivities,SharesAverage 2024,2105076000.0,1368343000.0 ", 1887,US,fundamental,"In 2018, what was the Operating Cash Flow Per Share reported by Target Corporation? According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",11.294,easy,per share,CFO / Weighted-Average Basic Shares,"year,NetCashFromOperatingActivities,SharesAverage 2018,5970000000.0,528600000.0 ", 1888,US,fundamental,"For Accenture, what is the value of Operating Cash Flow Per Share in 2017? According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",8.0197,easy,per share,CFO / Weighted-Average Basic Shares,"year,NetCashFromOperatingActivities,SharesAverage 2017,4973039000.0,620104250.0 ", 1889,US,fundamental,"Calculate the Operating Cash Flow Per Share for Ecolab in 2020. According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",6.4815,easy,per share,CFO / Weighted-Average Basic Shares,"year,NetCashFromOperatingActivities,SharesAverage 2020,1860200000.0,287000000.0 ", 1890,US,fundamental,"What is the Equity Multiplier of Public Storage in 2017? (Use the average of beginning and ending values) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.1368,easy,solvency,Average Total Assets / Average Stockholders Equity,"year,Assets,AllEquityBalance 2016,10130338000.0,9411910000.0 2017,10732892000.0,8940009000.0 ", 1891,US,fundamental,"What was Lockheed Martin's Equity Multiplier in 2020? (Use the average of beginning and ending values) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",10.7458,easy,solvency,Average Total Assets / Average Stockholders Equity,"year,Assets,AllEquityBalance 2019,47528000000.0,3127000000.0 2020,50710000000.0,6015000000.0 ", 1892,US,fundamental,"In 2020, what was the Equity Multiplier reported by American Water Works? (Use the average of beginning and ending values) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",3.7732,easy,solvency,Average Total Assets / Average Stockholders Equity,"year,Assets,AllEquityBalance 2019,22682000000.0,6121000000.0 2020,24766000000.0,6454000000.0 ", 1893,US,fundamental,"For Tyler Technologies, what is the value of Equity Multiplier in 2019? (Use the average of beginning and ending values) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.3537,easy,solvency,Average Total Assets / Average Stockholders Equity,"year,Assets,AllEquityBalance 2018,1790963000.0,1324846000.0 2019,2191614000.0,1617058000.0 ", 1894,US,fundamental,"Calculate the Equity Multiplier for Insulet Corporation in 2020. (Use the average of beginning and ending values) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",4.4383,easy,solvency,Average Total Assets / Average Stockholders Equity,"year,Assets,AllEquityBalance 2019,1142900000.0,75900000.0 2020,1872900000.0,603600000.0 ", 1895,US,fundamental,"What is the EBITDA of Xylem Inc. in 2023? (Unit: $; Use the sum of Pretax Income and Interest Expense as EBIT) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",897000000.0,easy,valuation,EBITDA = EBIT + D&A = Pretax Income + Interest Expense + D&A,"year,PretaxIncomeLoss,InterestExpense,Depreciation & Amortization 2023,635000000.0,69000000.0,193000000.0 ", 1896,US,fundamental,"What was PNC Financial Services's EBITDA in 2019? (Unit: $; Use the sum of Pretax Income and Interest Expense as EBIT) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",11592000000.0,easy,valuation,EBITDA = EBIT + D&A = Pretax Income + Interest Expense + D&A,"year,PretaxIncomeLoss,InterestExpense,Depreciation & Amortization 2019,6480000000.0,3797000000.0,1315000000.0 ", 1897,US,fundamental,"In 2017, what was the EBITDA reported by Coca-Cola Company (The)? (Unit: $; Use the sum of Pretax Income and Interest Expense as EBIT) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",8843000000.0,easy,valuation,EBITDA = EBIT + D&A = Pretax Income + Interest Expense + D&A,"year,PretaxIncomeLoss,InterestExpense,Depreciation & Amortization 2017,6742000000.0,841000000.0,1260000000.0 ", 1898,US,fundamental,"For Weyerhaeuser, what is the value of EBITDA in 2022? (Unit: $; Use the sum of Pretax Income and Interest Expense as EBIT) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",3055000000.0,easy,valuation,EBITDA = EBIT + D&A = Pretax Income + Interest Expense + D&A,"year,PretaxIncomeLoss,InterestExpense,Depreciation & Amortization 2022,2305000000.0,270000000.0,480000000.0 ", 1899,US,fundamental,"Calculate the EBITDA for Moody's Corporation in 2019. (Unit: $; Use the sum of Pretax Income and Interest Expense as EBIT) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",2218000000.0,easy,valuation,EBITDA = EBIT + D&A = Pretax Income + Interest Expense + D&A,"year,PretaxIncomeLoss,InterestExpense,Depreciation & Amortization 2019,1810000000.0,208000000.0,200000000.0 ", 1900,US,fundamental,"What is the NOPAT of Dominion Energy in 2016? (Unit: $; Use the sum of Pretax Income and Interest Expense as EBIT) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",2991253575.1657,easy,valuation,NOPAT = EBIT x (1 - effective tax rate); EBIT = Pretax Income + Interest Expense; effective tax rate = Income Taxes / Pretax Income,"year,PretaxIncomeLoss,InterestExpense,IncomeTaxes 2016,2867000000.0,1010000000.0,655000000.0 ", 1901,US,fundamental,"What was Hormel Foods's NOPAT in 2017? (Unit: $; Use the sum of Pretax Income and Interest Expense as EBIT) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",855505494.3194,easy,valuation,NOPAT = EBIT x (1 - effective tax rate); EBIT = Pretax Income + Interest Expense; effective tax rate = Income Taxes / Pretax Income,"year,PretaxIncomeLoss,InterestExpense,IncomeTaxes 2017,1278645000.0,12683000.0,431542000.0 ", 1902,US,fundamental,"In 2024, what was the NOPAT reported by APA Corporation? (Unit: $; Use the sum of Pretax Income and Interest Expense as EBIT) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",544147231.2704,easy,valuation,NOPAT = EBIT x (1 - effective tax rate); EBIT = Pretax Income + Interest Expense; effective tax rate = Income Taxes / Pretax Income,"year,PretaxIncomeLoss,InterestExpense,IncomeTaxes 2024,1535000000.0,372000000.0,1097000000.0 ", 1903,US,fundamental,"For Jabil, what is the value of NOPAT in 2022? (Unit: $; Use the sum of Pretax Income and Interest Expense as EBIT) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1117364744.1105,easy,valuation,NOPAT = EBIT x (1 - effective tax rate); EBIT = Pretax Income + Interest Expense; effective tax rate = Income Taxes / Pretax Income,"year,PretaxIncomeLoss,InterestExpense,IncomeTaxes 2022,1231000000.0,150000000.0,235000000.0 ", 1904,US,fundamental,"Calculate the NOPAT for Rollins in 2020. (Unit: $; Use the sum of Pretax Income and Interest Expense as EBIT) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",277434844.2039,easy,valuation,NOPAT = EBIT x (1 - effective tax rate); EBIT = Pretax Income + Interest Expense; effective tax rate = Income Taxes / Pretax Income,"year,PretaxIncomeLoss,InterestExpense,IncomeTaxes 2020,354720000.0,5056000.0,81184000.0 ", 1905,US,fundamental,"Comparing the maximum of Gross Margin from 2021 to 2023, what is the ratio of CenterPoint Energy to Healthpeak Properties? (Indicator unit: %) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.1754,hard,profitability,(Revenue - COGS) / Revenue * 100%,"corporate,year,Revenue,CostOfGoodsAndServicesSold CenterPoint Energy,2021,8352000000.0,2810000000.0 CenterPoint Energy,2022,9321000000.0,2833000000.0 CenterPoint Energy,2023,8696000000.0,2850000000.0 Healthpeak Properties,2021,1896184000.0,773279000.0 Healthpeak Properties,2022,2061178000.0,862991000.0 Healthpeak Properties,2023,2181003000.0,902060000.0 ","corporate,year,Gross Margin CenterPoint Energy,2021,66.35536398467433 CenterPoint Energy,2022,69.60626542216501 CenterPoint Energy,2023,67.2263109475621 Healthpeak Properties,2021,59.21920024638959 Healthpeak Properties,2022,58.13117547344285 Healthpeak Properties,2023,58.640130251998734 " 1906,US,fundamental,"What is the ratio of Amgen to NiSource in terms of the average of Gross Margin from 2023 to 2025? (Indicator unit: %) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.8812,hard,profitability,(Revenue - COGS) / Revenue * 100%,"corporate,year,Revenue,CostOfGoodsAndServicesSold Amgen,2023,28190000000.0,8451000000.0 Amgen,2024,33424000000.0,12858000000.0 Amgen,2025,36751000000.0,12037000000.0 NiSource,2023,5347800000.0,1533300000.0 NiSource,2024,5282900000.0,1132200000.0 NiSource,2025,6522800000.0,1584400000.0 ","corporate,year,Gross Margin Amgen,2023,70.02128414331324 Amgen,2024,61.53063666826233 Amgen,2025,67.2471497374221 NiSource,2023,71.32839672388646 NiSource,2024,78.56858922182892 NiSource,2025,75.70981786962653 " 1907,US,fundamental,"From 2018 to 2022, how does the maximum of Gross Margin for Hershey Company (The) compare to AT&T as a ratio? (Indicator unit: %) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.5684,hard,profitability,(Revenue - COGS) / Revenue * 100%,"corporate,year,Revenue,CostOfGoodsAndServicesSold Hershey Company (The),2018,7791069000.0,4215744000.0 Hershey Company (The),2019,7986252000.0,4363774000.0 Hershey Company (The),2020,8149719000.0,4448450000.0 Hershey Company (The),2021,8971337000.0,4922739000.0 Hershey Company (The),2022,10419294000.0,5920509000.0 AT&T,2018,170756000000.0,32906000000.0 AT&T,2019,181193000000.0,49785000000.0 AT&T,2020,171760000000.0,47011000000.0 AT&T,2021,168864000000.0,48575000000.0 AT&T,2022,120741000000.0,24009000000.0 ","corporate,year,Gross Margin AT&T,2018,80.72922766989154 AT&T,2019,72.52377299343794 AT&T,2020,72.62983232417326 AT&T,2021,71.23424767860527 AT&T,2022,80.11528809600715 Hershey Company (The),2018,45.89004410049506 Hershey Company (The),2019,45.35892431142919 Hershey Company (The),2020,45.41590943196937 Hershey Company (The),2021,45.12814533664269 Hershey Company (The),2022,43.17744561195797 " 1908,US,fundamental,"Over 2021-2023, what is the ratio of Tesla to Nvidia for the maximum of Gross Margin? (Indicator unit: %) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.0131,hard,profitability,(Revenue - COGS) / Revenue * 100%,"corporate,year,Revenue,CostOfGoodsAndServicesSold Tesla,2021,152726000000.0,40217000000.0 Tesla,2022,90929000000.0,60609000000.0 Tesla,2023,96773000000.0,79113000000.0 Nvidia,2021,26914000000.0,9439000000.0 Nvidia,2022,26974000000.0,11618000000.0 Nvidia,2023,60922000000.0,16621000000.0 ","corporate,year,Gross Margin Nvidia,2021,64.92903321691314 Nvidia,2022,56.928894490991325 Nvidia,2023,72.71757329043696 Tesla,2021,73.66722103636579 Tesla,2022,33.34469751124504 Tesla,2023,18.248891736331416 " 1909,US,fundamental,"Calculate the maximum of Gross Margin for Bio-Techne and General Motors separately from 2021 to 2025, and compute the ratio of Bio-Techne to General Motors. (Indicator unit: %) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",3.2843,hard,profitability,(Revenue - COGS) / Revenue * 100%,"corporate,year,Revenue,CostOfGoodsAndServicesSold Bio-Techne,2021,931032000.0,298182000.0 Bio-Techne,2022,1105599000.0,349103000.0 Bio-Techne,2023,1136702000.0,366887000.0 Bio-Techne,2024,1159060000.0,389335000.0 Bio-Techne,2025,1219635000.0,429363000.0 General Motors,2021,127004000000.0,100544000000.0 General Motors,2022,156735000000.0,126892000000.0 General Motors,2023,171842000000.0,141330000000.0 General Motors,2024,187442000000.0,151065000000.0 General Motors,2025,185019000000.0,159128000000.0 ","corporate,year,Gross Margin Bio-Techne,2021,67.97295903900188 Bio-Techne,2022,68.42408504349225 Bio-Techne,2023,67.72355463437208 Bio-Techne,2024,66.40941797663625 Bio-Techne,2025,64.79577906504815 General Motors,2021,20.833989480646277 General Motors,2022,19.040418540849206 General Motors,2023,17.755845485969672 General Motors,2024,19.407069920295346 General Motors,2025,13.993697944535427 " 1910,US,fundamental,"Comparing the minimum of EBIT Margin from 2018 to 2022, what is the ratio of Idexx Laboratories to Eaton Corporation? (Indicator unit: %; Use the sum of Pretax Income and Interest Expense as EBIT) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",2.2759,hard,profitability,EBIT / Revenue * 100% = (Pretax Income + Interest Expense) / Revenue * 100%,"corporate,year,Revenue,PretaxIncomeLoss,InterestExpense Idexx Laboratories,2018,2213242000.0,457742000.0,34744000.0 Idexx Laboratories,2019,2406908000.0,522218000.0,31055000.0 Idexx Laboratories,2020,2706655000.0,661985000.0,33125000.0 Idexx Laboratories,2021,3215360000.0,902654000.0,29808000.0 Idexx Laboratories,2022,3367324000.0,859972000.0,39858000.0 Eaton Corporation,2018,21609000000.0,2424000000.0,0.0 Eaton Corporation,2019,21390000000.0,2591000000.0,0.0 Eaton Corporation,2020,17858000000.0,1746000000.0,0.0 Eaton Corporation,2021,19628000000.0,2896000000.0,0.0 Eaton Corporation,2022,20752000000.0,2911000000.0,0.0 ","corporate,year,EBIT Margin Eaton Corporation,2018,11.217548243787311 Eaton Corporation,2019,12.113136979897149 Eaton Corporation,2020,9.77713069772651 Eaton Corporation,2021,14.754432443448135 Eaton Corporation,2022,14.02756360832691 Idexx Laboratories,2018,22.25179171550151 Idexx Laboratories,2019,22.98687777015158 Idexx Laboratories,2020,25.681514637070478 Idexx Laboratories,2021,29.000236365445858 Idexx Laboratories,2022,26.722406278694894 " 1911,US,fundamental,"What is the ratio of Microchip Technology to UDR in terms of the maximum of EBIT Margin from 2017 to 2021? (Indicator unit: %; Use the sum of Pretax Income and Interest Expense as EBIT) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.7491,hard,profitability,EBIT / Revenue * 100% = (Pretax Income + Interest Expense) / Revenue * 100%,"corporate,year,Revenue,PretaxIncomeLoss,InterestExpense Microchip Technology,2017,3980800000.0,737300000.0,199000000.0 Microchip Technology,2018,5349500000.0,204500000.0,502900000.0 Microchip Technology,2019,5274200000.0,150400000.0,497300000.0 Microchip Technology,2020,5438400000.0,339500000.0,356900000.0 Microchip Technology,2021,6820900000.0,1482500000.0,257000000.0 UDR,2017,984309000.0,89011000.0,128711000.0 UDR,2018,1046859000.0,222230000.0,134168000.0 UDR,2019,1152193000.0,203417000.0,170917000.0 UDR,2020,1241165000.0,71515000.0,202706000.0 UDR,2021,1290767000.0,162432000.0,186267000.0 ","corporate,year,EBIT Margin Microchip Technology,2017,23.520397909967848 Microchip Technology,2018,13.223665763155434 Microchip Technology,2019,12.2805354366539 Microchip Technology,2020,12.805236834363049 Microchip Technology,2021,25.502499670131506 UDR,2017,22.11927352081511 UDR,2018,34.04450838174004 UDR,2019,32.48882782658808 UDR,2020,22.09383925586042 UDR,2021,27.014867904122124 " 1912,US,fundamental,"From 2023 to 2025, how does the minimum of EBIT Margin for Datadog compare to Tractor Supply as a ratio? (Indicator unit: %; Use the sum of Pretax Income and Interest Expense as EBIT) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.3161,hard,profitability,EBIT / Revenue * 100% = (Pretax Income + Interest Expense) / Revenue * 100%,"corporate,year,Revenue,PretaxIncomeLoss,InterestExpense Datadog,2023,2128359000.0,60235000.0,3388000.0 Datadog,2024,2684275000.0,203940000.0,3761000.0 Datadog,2025,3427158000.0,127021000.0,5602000.0 Tractor Supply,2023,14555741000.0,1432402000.0,56315000.0 Tractor Supply,2024,14883231000.0,1412940000.0,65865000.0 Tractor Supply,2025,15524046000.0,1398245000.0,69757000.0 ","corporate,year,EBIT Margin Datadog,2023,2.9892983279606495 Datadog,2024,7.737694535768504 Datadog,2025,3.8697661444263733 Tractor Supply,2023,10.227696412020522 Tractor Supply,2024,9.936048160510309 Tractor Supply,2025,9.456310552030057 " 1913,US,fundamental,"Over 2016-2018, what is the ratio of Avery Dennison to Coca-Cola Company (The) for the minimum of EBIT Margin? (Indicator unit: %; Use the sum of Pretax Income and Interest Expense as EBIT) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.4044,hard,profitability,EBIT / Revenue * 100% = (Pretax Income + Interest Expense) / Revenue * 100%,"corporate,year,Revenue,PretaxIncomeLoss,InterestExpense Avery Dennison,2016,6086500000.0,477100000.0,59900000.0 Avery Dennison,2017,6613800000.0,589500000.0,63000000.0 Avery Dennison,2018,7159000000.0,554800000.0,58500000.0 Coca-Cola Company (The),2016,41863000000.0,8136000000.0,733000000.0 Coca-Cola Company (The),2017,35410000000.0,6742000000.0,841000000.0 Coca-Cola Company (The),2018,31856000000.0,8350000000.0,919000000.0 ","corporate,year,EBIT Margin Avery Dennison,2016,8.822804567485418 Avery Dennison,2017,9.865735280776558 Avery Dennison,2018,8.56683894398659 Coca-Cola Company (The),2016,21.18577263932351 Coca-Cola Company (The),2017,21.414854560858515 Coca-Cola Company (The),2018,29.096559517830233 " 1914,US,fundamental,"Calculate the minimum of EBIT Margin for Campbell's Company (The) and Regeneron Pharmaceuticals separately from 2021 to 2025, and compute the ratio of Campbell's Company (The) to Regeneron Pharmaceuticals. (Indicator unit: %; Use the sum of Pretax Income and Interest Expense as EBIT) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.3205,hard,profitability,EBIT / Revenue * 100% = (Pretax Income + Interest Expense) / Revenue * 100%,"corporate,year,Revenue,PretaxIncomeLoss,InterestExpense Campbell's Company (The),2021,8476000000.0,1336000000.0,210000000.0 Campbell's Company (The),2022,8562000000.0,975000000.0,189000000.0 Campbell's Company (The),2023,9357000000.0,1128000000.0,188000000.0 Campbell's Company (The),2024,9636000000.0,757000000.0,249000000.0 Campbell's Company (The),2025,10253000000.0,796000000.0,345000000.0 Regeneron Pharmaceuticals,2021,16071700000.0,9325800000.0,57300000.0 Regeneron Pharmaceuticals,2022,12172900000.0,4858800000.0,59400000.0 Regeneron Pharmaceuticals,2023,13117200000.0,4199300000.0,73000000.0 Regeneron Pharmaceuticals,2024,14202000000.0,4779900000.0,55200000.0 Regeneron Pharmaceuticals,2025,14342900000.0,5230700000.0,43800000.0 ","corporate,year,EBIT Margin Campbell's Company (The),2021,18.2397357243983 Campbell's Company (The),2022,13.594954449894884 Campbell's Company (The),2023,14.064336860104735 Campbell's Company (The),2024,10.440016604400167 Campbell's Company (The),2025,11.128450209694723 Regeneron Pharmaceuticals,2021,58.38274731360092 Regeneron Pharmaceuticals,2022,40.40286209531007 Regeneron Pharmaceuticals,2023,32.57021315524655 Regeneron Pharmaceuticals,2024,34.045204900718204 Regeneron Pharmaceuticals,2025,36.7742925070941 " 1915,US,fundamental,"Comparing the average of EBITDA Margin from 2019 to 2023, what is the ratio of Consolidated Edison to ResMed? (Indicator unit: %; Use the sum of Pretax Income and Interest Expense as EBIT) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.0893,hard,profitability,(Pretax Income + Interest Expense + D&A) / Revenue * 100%,"corporate,year,Revenue,PretaxIncomeLoss,InterestExpense,DepreciationExpense,AmortizationOfIntangibles Consolidated Edison,2019,12574000000.0,1736000000.0,991000000.0,1684000000.0,0.0 Consolidated Edison,2020,12246000000.0,1234000000.0,1019000000.0,1920000000.0,0.0 Consolidated Edison,2021,13676000000.0,1383000000.0,905000000.0,2032000000.0,0.0 Consolidated Edison,2022,15670000000.0,2098000000.0,852000000.0,2056000000.0,0.0 Consolidated Edison,2023,14663000000.0,3003000000.0,1023000000.0,2031000000.0,0.0 ResMed,2019,2606572000.0,518847000.0,36156000.0,150795000.0,0.0 ResMed,2020,2957013000.0,733088000.0,40377000.0,154850000.0,49603000.0 ResMed,2021,3196825000.0,883662000.0,23989000.0,156758000.0,45127000.0 ResMed,2022,3578127000.0,960483000.0,22312000.0,159609000.0,39650000.0 ResMed,2023,4222993000.0,1101664000.0,47379000.0,165156000.0,30396000.0 ","corporate,year,EBITDA Margin Consolidated Edison,2019,35.08032447908383 Consolidated Edison,2020,34.07643312101911 Consolidated Edison,2021,31.58818367943843 Consolidated Edison,2022,31.946394384173583 Consolidated Edison,2023,41.30805428629885 ResMed,2019,27.077632998436265 ResMed,2020,33.0711430757998 ResMed,2021,34.707436284438465 ResMed,2022,33.035551840390234 ResMed,2023,31.839858602654562 " 1916,US,fundamental,"What is the ratio of Tyson Foods to C.H. Robinson in terms of the minimum of EBITDA Margin from 2018 to 2022? (Indicator unit: %; Use the sum of Pretax Income and Interest Expense as EBIT) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.8245,hard,profitability,(Pretax Income + Interest Expense + D&A) / Revenue * 100%,"corporate,year,Revenue,PretaxIncomeLoss,InterestExpense,Depreciation & Amortization Tyson Foods,2018,40052000000.0,2745000000.0,350000000.0,723000000.0 Tyson Foods,2019,42405000000.0,2431000000.0,462000000.0,819000000.0 Tyson Foods,2020,43185000000.0,2770000000.0,485000000.0,900000000.0 Tyson Foods,2021,47049000000.0,4041000000.0,428000000.0,934000000.0 Tyson Foods,2022,53282000000.0,4149000000.0,365000000.0,945000000.0 C.H. Robinson,2018,16631172000.0,880273000.0,47544000.0,96729000.0 C.H. Robinson,2019,15309508000.0,742257000.0,50854000.0,100449000.0 C.H. Robinson,2020,16207106000.0,628331000.0,47518000.0,101727000.0 C.H. Robinson,2021,23102138000.0,1022291000.0,51367000.0,91259000.0 C.H. Robinson,2022,24696625000.0,1166765000.0,71563000.0,92776000.0 ","corporate,year,EBITDA Margin C.H. Robinson,2018,6.160395671453581 C.H. Robinson,2019,5.836634332076511 C.H. Robinson,2020,4.797747358473499 C.H. Robinson,2021,5.042464035146877 C.H. Robinson,2022,5.389821483704757 Tyson Foods,2018,9.532607610106862 Tyson Foods,2019,8.7536847069921 Tyson Foods,2020,9.62139631816603 Tyson Foods,2021,11.483772237454568 Tyson Foods,2022,10.245486280545023 " 1917,US,fundamental,"From 2019 to 2021, how does the maximum of EBITDA Margin for AutoZone compare to F5 as a ratio? (Indicator unit: %; Use the sum of Pretax Income and Interest Expense as EBIT) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.8429,hard,profitability,(Pretax Income + Interest Expense + D&A) / Revenue * 100%,"corporate,year,Revenue,PretaxIncomeLoss,InterestExpense,Depreciation & Amortization AutoZone,2019,11863743000.0,2031333000.0,184804000.0,369957000.0 AutoZone,2020,12631967000.0,2216514000.0,201165000.0,397466000.0 AutoZone,2021,14629585000.0,2749190000.0,195337000.0,407683000.0 F5,2019,2242447000.0,541111000.0,0.0,68507000.0 F5,2020,2350822000.0,396397000.0,6568000.0,95857000.0 F5,2021,2603416000.0,386937000.0,5280000.0,115424000.0 ","corporate,year,EBITDA Margin AutoZone,2019,21.79829755246721 AutoZone,2020,22.28587994252993 AutoZone,2021,22.913910408258335 F5,2019,27.185391672579108 F5,2020,21.219045933720203 F5,2021,19.49903511386578 " 1918,US,fundamental,"Over 2018-2022, what is the ratio of Revvity to Microchip Technology for the maximum of EBITDA Margin? (Indicator unit: %; Use the sum of Pretax Income and Interest Expense as EBIT) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.7289,hard,profitability,(Pretax Income + Interest Expense + D&A) / Revenue * 100%,"corporate,year,Revenue,PretaxIncomeLoss,InterestExpense,DepreciationExpense,AmortizationOfIntangibles Revvity,2018,2777996000.0,257683000.0,56451000.0,180588000.0,0.0 Revvity,2019,2883673000.0,237142000.0,82693000.0,214025000.0,0.0 Revvity,2020,3782745000.0,906364000.0,42142000.0,246507000.0,0.0 Revvity,2021,5067169000.0,1279886000.0,54120000.0,358004000.0,0.0 Revvity,2022,3311822000.0,651837000.0,97934000.0,427000000.0,0.0 Microchip Technology,2018,5349500000.0,204500000.0,502900000.0,876400000.0,3100000.0 Microchip Technology,2019,5274200000.0,150400000.0,497300000.0,1215600000.0,2200000.0 Microchip Technology,2020,5438400000.0,339500000.0,356900000.0,1153300000.0,0.0 Microchip Technology,2021,6820900000.0,1482500000.0,257000000.0,1143500000.0,3000000.0 Microchip Technology,2022,8438700000.0,2909700000.0,203900000.0,998400000.0,1800000.0 ","corporate,year,EBITDA Margin Microchip Technology,2018,29.664454621927284 Microchip Technology,2019,35.3702931250237 Microchip Technology,2020,34.0118417181524 Microchip Technology,2021,42.31113196205779 Microchip Technology,2022,48.74921492646972 Revvity,2018,17.808592956937304 Revvity,2019,18.51319480398783 Revvity,2020,31.591159330063224 Revvity,2021,33.391623606791086 Revvity,2022,35.532435016133114 " 1919,US,fundamental,"Calculate the minimum of EBITDA Margin for 3M and Las Vegas Sands separately from 2016 to 2018, and compute the ratio of 3M to Las Vegas Sands. (Indicator unit: %; Use the sum of Pretax Income and Interest Expense as EBIT) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.812,hard,profitability,(Pretax Income + Interest Expense + D&A) / Revenue * 100%,"corporate,year,Revenue,PretaxIncomeLoss,InterestExpense,Depreciation & Amortization 3M,2016,30109000000.0,7053000000.0,199000000.0,1474000000.0 3M,2017,31657000000.0,7548000000.0,0.0,1544000000.0 3M,2018,32765000000.0,7000000000.0,0.0,1488000000.0 Las Vegas Sands,2016,11410000000.0,2255000000.0,274000000.0,1111000000.0 Las Vegas Sands,2017,12882000000.0,3052000000.0,327000000.0,1171000000.0 Las Vegas Sands,2018,13729000000.0,3326000000.0,446000000.0,1111000000.0 ","corporate,year,EBITDA Margin 3M,2016,28.981367697366235 3M,2017,28.720346210948605 3M,2018,25.905692049443 Las Vegas Sands,2016,31.901840490797547 Las Vegas Sands,2017,35.32060239093309 Las Vegas Sands,2018,35.567047854905674 " 1920,US,fundamental,"Comparing the average of Net Profit Margin from 2018 to 2022, what is the ratio of Lockheed Martin to NVR? (Indicator unit: %) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.7418,hard,profitability,Net Income / Revenue * 100%,"corporate,year,Revenue,NetIncome Lockheed Martin,2018,53762000000.0,5046000000.0 Lockheed Martin,2019,59812000000.0,6230000000.0 Lockheed Martin,2020,65398000000.0,6833000000.0 Lockheed Martin,2021,67044000000.0,6315000000.0 Lockheed Martin,2022,65984000000.0,5732000000.0 NVR,2018,7163674000.0,797197000.0 NVR,2019,7388664000.0,878539000.0 NVR,2020,7536923000.0,901248000.0 NVR,2021,8951025000.0,1236719000.0 NVR,2022,10526434000.0,1725575000.0 ","corporate,year,Net Profit Margin Lockheed Martin,2018,9.385811539749266 Lockheed Martin,2019,10.415970039456965 Lockheed Martin,2020,10.448331753264625 Lockheed Martin,2021,9.41918739931985 Lockheed Martin,2022,8.686954413191076 NVR,2018,11.128326051688003 NVR,2019,11.890363399932653 NVR,2020,11.957771095711074 NVR,2021,13.816507048075499 NVR,2022,16.392778409098465 " 1921,US,fundamental,"What is the ratio of Abbott Laboratories to Travelers Companies (The) in terms of the maximum of Net Profit Margin from 2018 to 2020? (Indicator unit: %) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.5402,hard,profitability,Net Income / Revenue * 100%,"corporate,year,Revenue,NetIncome Abbott Laboratories,2018,30578000000.0,2368000000.0 Abbott Laboratories,2019,31904000000.0,3687000000.0 Abbott Laboratories,2020,34608000000.0,4495000000.0 Travelers Companies (The),2018,30282000000.0,2523000000.0 Travelers Companies (The),2019,31581000000.0,2622000000.0 Travelers Companies (The),2020,31981000000.0,2697000000.0 ","corporate,year,Net Profit Margin Abbott Laboratories,2018,7.744129766498791 Abbott Laboratories,2019,11.556544633901705 Abbott Laboratories,2020,12.988326398520572 Travelers Companies (The),2018,8.331682187438082 Travelers Companies (The),2019,8.302460340077895 Travelers Companies (The),2020,8.43313217222726 " 1922,US,fundamental,"From 2017 to 2019, how does the maximum of Net Profit Margin for Willis Towers Watson compare to DuPont as a ratio? (Indicator unit: %) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",2.5833,hard,profitability,Net Income / Revenue * 100%,"corporate,year,Revenue,NetIncome Willis Towers Watson,2017,8202000000.0,568000000.0 Willis Towers Watson,2018,8513000000.0,695000000.0 Willis Towers Watson,2019,9039000000.0,1044000000.0 DuPont,2017,62484000000.0,1460000000.0 DuPont,2018,85977000000.0,3844000000.0 DuPont,2019,21512000000.0,498000000.0 ","corporate,year,Net Profit Margin DuPont,2017,2.336598169131298 DuPont,2018,4.4709631645672685 DuPont,2019,2.314986984008925 Willis Towers Watson,2017,6.925140209704949 Willis Towers Watson,2018,8.16398449430283 Willis Towers Watson,2019,11.549950215731828 " 1923,US,fundamental,"Over 2019-2021, what is the ratio of Salesforce to Microsoft for the maximum of Net Profit Margin? (Indicator unit: %) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.5256,hard,profitability,Net Income / Revenue * 100%,"corporate,year,Revenue,NetIncome Salesforce,2019,17098000000.0,126000000.0 Salesforce,2020,21252000000.0,4072000000.0 Salesforce,2021,26492000000.0,1444000000.0 Microsoft,2019,125843000000.0,39240000000.0 Microsoft,2020,143015000000.0,44281000000.0 Microsoft,2021,168088000000.0,61271000000.0 ","corporate,year,Net Profit Margin Microsoft,2019,31.181710544090652 Microsoft,2020,30.962486452470024 Microsoft,2021,36.451739564989765 Salesforce,2019,0.7369282957071003 Salesforce,2020,19.160549595332206 Salesforce,2021,5.450702098746792 " 1924,US,fundamental,"Calculate the average of Net Profit Margin for Leidos and Nike separately from 2017 to 2019, and compute the ratio of Leidos to Nike. (Indicator unit: %) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.5477,hard,profitability,Net Income / Revenue * 100%,"corporate,year,Revenue,NetIncome Leidos,2017,10170000000.0,366000000.0 Leidos,2018,10194000000.0,581000000.0 Leidos,2019,11094000000.0,667000000.0 Nike,2017,34350000000.0,4240000000.0 Nike,2018,36397000000.0,1933000000.0 Nike,2019,39117000000.0,4029000000.0 ","corporate,year,Net Profit Margin Leidos,2017,3.5988200589970503 Leidos,2018,5.699431037865411 Leidos,2019,6.012258878673157 Nike,2017,12.343522561863175 Nike,2018,5.310877270104679 Nike,2019,10.29986962190352 " 1925,US,fundamental,"Comparing the average of Return on Equity from 2022 to 2024, what is the ratio of Eaton Corporation to Mosaic Company (The)? (Indicator unit: %; Use the average of beginning and ending stockholders’ equity) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.2371,hard,profitability,Net Income / Average Stockholders Equity * 100%,"corporate,year,NetIncome,AllEquityBalance Eaton Corporation,2021,2144000000.0,16413000000.0 Eaton Corporation,2022,2462000000.0,17038000000.0 Eaton Corporation,2023,3218000000.0,19036000000.0 Eaton Corporation,2024,3794000000.0,18488000000.0 Mosaic Company (The),2021,1630600000.0,10604100000.0 Mosaic Company (The),2022,3582800000.0,12054600000.0 Mosaic Company (The),2023,1164900000.0,12290200000.0 Mosaic Company (The),2024,174900000.0,11482400000.0 ","corporate,year,Return on Equity Eaton Corporation,2022,14.720038264924815 Eaton Corporation,2023,17.84110439651827 Eaton Corporation,2024,20.221724762818464 Mosaic Company (The),2022,31.62405610207117 Mosaic Company (The),2023,9.570010844204923 Mosaic Company (The),2024,1.4714419121173117 " 1926,US,fundamental,"What is the ratio of IQVIA to Mettler Toledo in terms of the maximum of Return on Equity from 2019 to 2021? (Indicator unit: %; Use the average of beginning and ending stockholders’ equity) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.0474,hard,profitability,Net Income / Average Stockholders Equity * 100%,"corporate,year,NetIncome,AllEquityBalance IQVIA,2018,259000000.0,6714000000.0 IQVIA,2019,191000000.0,6003000000.0 IQVIA,2020,279000000.0,6001000000.0 IQVIA,2021,966000000.0,6042000000.0 Mettler Toledo,2018,512611000.0,590063000.0 Mettler Toledo,2019,561109000.0,420780000.0 Mettler Toledo,2020,602739000.0,282675000.0 Mettler Toledo,2021,768985000.0,171421000.0 ","corporate,year,Return on Equity IQVIA,2019,3.0038531100102226 IQVIA,2020,4.648450516494502 IQVIA,2021,16.042514323673505 Mettler Toledo,2019,111.01803148461235 Mettler Toledo,2020,171.3653325372625 Mettler Toledo,2021,338.6882949860822 " 1927,US,fundamental,"From 2021 to 2023, how does the minimum of Return on Equity for Lilly (Eli) compare to W. R. Berkley Corporation as a ratio? (Indicator unit: %; Use the average of beginning and ending stockholders’ equity) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",3.1016,hard,profitability,Net Income / Average Stockholders Equity * 100%,"corporate,year,NetIncome,AllEquityBalance Lilly (Eli),2020,6193700000.0,5641600000.0 Lilly (Eli),2021,5581700000.0,8979200000.0 Lilly (Eli),2022,6244800000.0,10649800000.0 Lilly (Eli),2023,5240400000.0,10771900000.0 W. R. Berkley Corporation,2020,530670000.0,6310802000.0 W. R. Berkley Corporation,2021,1022490000.0,6653011000.0 W. R. Berkley Corporation,2022,1381062000.0,6748332000.0 W. R. Berkley Corporation,2023,1381359000.0,7455431000.0 ","corporate,year,Return on Equity Lilly (Eli),2021,76.35286714817246 Lilly (Eli),2022,63.628305058841505 Lilly (Eli),2023,48.926088965861716 W. R. Berkley Corporation,2021,15.774525596751513 W. R. Berkley Corporation,2022,20.61079997728586 W. R. Berkley Corporation,2023,19.450606152749803 " 1928,US,fundamental,"Over 2020-2022, what is the ratio of Hartford (The) to Emcor for the minimum of Return on Equity? (Indicator unit: %; Use the average of beginning and ending stockholders’ equity) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.5419,hard,profitability,Net Income / Average Stockholders Equity * 100%,"corporate,year,NetIncome,AllEquityBalance Hartford (The),2019,2085000000.0,16270000000.0 Hartford (The),2020,1737000000.0,18556000000.0 Hartford (The),2021,2365000000.0,17843000000.0 Hartford (The),2022,1815000000.0,13631000000.0 Emcor,2019,325140000.0,2057134000.0 Emcor,2020,132943000.0,2052668000.0 Emcor,2021,383532000.0,2252387000.0 Emcor,2022,406122000.0,1973589000.0 ","corporate,year,Return on Equity Emcor,2020,6.4695574142014625 Emcor,2021,17.817751457298456 Emcor,2022,19.220270063057622 Hartford (The),2020,9.975305806007007 Hartford (The),2021,12.994862496222423 Hartford (The),2022,11.533329097032471 " 1929,US,fundamental,"Calculate the maximum of Return on Equity for Walmart and Dollar General separately from 2023 to 2025, and compute the ratio of Walmart to Dollar General. (Indicator unit: %; Use the average of beginning and ending stockholders’ equity) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.8497,hard,profitability,Net Income / Average Stockholders Equity * 100%,"corporate,year,NetIncome,AllEquityBalance Walmart,2022,11680000000.0,76693000000.0 Walmart,2023,15511000000.0,83861000000.0 Walmart,2024,19436000000.0,91013000000.0 Walmart,2025,21893000000.0,99617000000.0 Dollar General,2022,2415989000.0,5541772000.0 Dollar General,2023,1661274000.0,6749119000.0 Dollar General,2024,1125253000.0,7413707000.0 Dollar General,2025,1512311000.0,8511962000.0 ","corporate,year,Return on Equity Dollar General,2023,27.03260487787256 Dollar General,2024,15.890232641423399 Dollar General,2025,18.99211894960268 Walmart,2023,19.321848100950458 Walmart,2024,22.228576003293803 Walmart,2025,22.969102449771807 " 1930,US,fundamental,"Comparing the minimum of Return on Assets from 2018 to 2020, what is the ratio of Xcel Energy to Blackstone Inc.? (Indicator unit: %; Use the average of beginning and ending total assets) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.7943,hard,profitability,Net Income / Average Total Assets * 100%,"corporate,year,NetIncome,Assets Xcel Energy,2017,1148000000.0,43030000000.0 Xcel Energy,2018,1261000000.0,45987000000.0 Xcel Energy,2019,1372000000.0,50448000000.0 Xcel Energy,2020,1473000000.0,53957000000.0 Blackstone Inc.,2017,1470830000.0,34428910000.0 Blackstone Inc.,2018,1541788000.0,28924650000.0 Blackstone Inc.,2019,2049682000.0,32585506000.0 Blackstone Inc.,2020,1045363000.0,26269252000.0 ","corporate,year,Return on Assets Blackstone Inc.,2018,4.867249764654109 Blackstone Inc.,2019,6.664531951439044 Blackstone Inc.,2020,3.55234830801615 Xcel Energy,2018,2.833166698495793 Xcel Energy,2019,2.845439933634054 Xcel Energy,2020,2.821703941382118 " 1931,US,fundamental,"What is the ratio of News Corp (Class A) to Intuitive Surgical in terms of the maximum of Return on Assets from 2022 to 2024? (Indicator unit: %; Use the average of beginning and ending total assets) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.2698,hard,profitability,Net Income / Average Total Assets * 100%,"corporate,year,NetIncome,Assets News Corp (Class A),2021,330000000.0,16771000000.0 News Corp (Class A),2022,623000000.0,17221000000.0 News Corp (Class A),2023,149000000.0,16921000000.0 News Corp (Class A),2024,266000000.0,16684000000.0 Intuitive Surgical,2021,1704600000.0,13555000000.0 Intuitive Surgical,2022,1322300000.0,12974000000.0 Intuitive Surgical,2023,1798000000.0,15441500000.0 Intuitive Surgical,2024,2322600000.0,18743200000.0 ","corporate,year,Return on Assets Intuitive Surgical,2022,9.968713483357835 Intuitive Surgical,2023,12.65506501733209 Intuitive Surgical,2024,13.588535221897516 News Corp (Class A),2022,3.6655683690280063 News Corp (Class A),2023,0.8728252592115283 News Corp (Class A),2024,1.583097753310519 " 1932,US,fundamental,"From 2023 to 2025, how does the average of Return on Assets for CMS Energy compare to Mosaic Company (The) as a ratio? (Indicator unit: %; Use the average of beginning and ending total assets) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.0479,hard,profitability,Net Income / Average Total Assets * 100%,"corporate,year,NetIncome,Assets CMS Energy,2022,837000000.0,31353000000.0 CMS Energy,2023,887000000.0,33517000000.0 CMS Energy,2024,1003000000.0,35920000000.0 CMS Energy,2025,1071000000.0,39941000000.0 Mosaic Company (The),2022,3582800000.0,23386000000.0 Mosaic Company (The),2023,1164900000.0,23032800000.0 Mosaic Company (The),2024,174900000.0,22924000000.0 Mosaic Company (The),2025,540700000.0,24480100000.0 ","corporate,year,Return on Assets CMS Energy,2023,2.7347001695699094 CMS Energy,2024,2.888949695407348 CMS Energy,2025,2.8235852414284017 Mosaic Company (The),2023,5.019087094022249 Mosaic Company (The),2024,0.76114960136476 Mosaic Company (The),2025,2.2812372769443994 " 1933,US,fundamental,"Over 2021-2023, what is the ratio of Jacobs Solutions to Johnson & Johnson for the maximum of Return on Assets? (Indicator unit: %; Use the average of beginning and ending total assets) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.2296,hard,profitability,Net Income / Average Total Assets * 100%,"corporate,year,NetIncome,Assets Jacobs Solutions,2020,491845000.0,12354353000.0 Jacobs Solutions,2021,477030000.0,14632609000.0 Jacobs Solutions,2022,644039000.0,14660419000.0 Jacobs Solutions,2023,665777000.0,14617109000.0 Johnson & Johnson,2020,14714000000.0,174894000000.0 Johnson & Johnson,2021,20878000000.0,182018000000.0 Johnson & Johnson,2022,17941000000.0,187378000000.0 Johnson & Johnson,2023,35153000000.0,167558000000.0 ","corporate,year,Return on Assets Jacobs Solutions,2021,3.535262694630096 Jacobs Solutions,2022,4.397216975998521 Jacobs Solutions,2023,4.5480410777849825 Johnson & Johnson,2021,11.699242390281078 Johnson & Johnson,2022,9.713694788248924 Johnson & Johnson,2023,19.808078076047515 " 1934,US,fundamental,"Calculate the minimum of Return on Assets for Kraft Heinz and CMS Energy separately from 2020 to 2024, and compute the ratio of Kraft Heinz to CMS Energy. (Indicator unit: %; Use the average of beginning and ending total assets) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.1324,hard,profitability,Net Income / Average Total Assets * 100%,"corporate,year,NetIncome,Assets Kraft Heinz,2019,1935000000.0,101450000000.0 Kraft Heinz,2020,356000000.0,99830000000.0 Kraft Heinz,2021,1012000000.0,93394000000.0 Kraft Heinz,2022,2363000000.0,90513000000.0 Kraft Heinz,2023,2855000000.0,90339000000.0 Kraft Heinz,2024,2744000000.0,88287000000.0 CMS Energy,2019,680000000.0,26837000000.0 CMS Energy,2020,755000000.0,29666000000.0 CMS Energy,2021,1353000000.0,28753000000.0 CMS Energy,2022,837000000.0,31353000000.0 CMS Energy,2023,887000000.0,33517000000.0 CMS Energy,2024,1003000000.0,35920000000.0 ","corporate,year,Return on Assets CMS Energy,2020,2.6724244730368296 CMS Energy,2021,4.632054639757613 CMS Energy,2022,2.785079692543174 CMS Energy,2023,2.7347001695699094 CMS Energy,2024,2.888949695407348 Kraft Heinz,2020,0.35373608903020665 Kraft Heinz,2021,1.04748892477125 Kraft Heinz,2022,2.5697771156073452 Kraft Heinz,2023,3.157277774091522 Kraft Heinz,2024,3.0723410925621133 " 1935,US,fundamental,"Comparing the average of Return on Invested Capital from 2017 to 2021, what is the ratio of Archer Daniels Midland to United Parcel Service? (Indicator unit: %; Use the sum of Pretax Income and Interest Expense as EBIT; Use the average of beginning and ending invested capital. Total cash is deducted rather than excess cash. Operating lease liabilities are capitalized and included in debt per ASC 842.) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.3389,hard,profitability,ROIC = NOPAT / Average Invested Capital * 100%; NOPAT = EBIT x (1 - effective tax rate); EBIT = Pretax Income + Interest Expense; effective tax rate = Income Taxes / Pretax Income; Invested Capital = Equity (incl. minority) + Total Debt (short + long-term debt + operating lease liabilities) - Cash and Short-Term Investments,"corporate,year,PretaxIncomeLoss,InterestExpense,IncomeTaxes,AllEquityBalanceIncludingMinorityInterest,ShortTermDebt,LongTermDebt,OperatingLeaseCurrentDebtEquivalent,OperatingLeaseNonCurrentDebtEquivalent,CashAndMarketableSecurities,ShortTermInvestments Archer Daniels Midland,2016,1822000000.0,283000000.0,534000000.0,17181000000.0,154000000.0,6504000000.0,0.0,0.0,5011000000.0,0.0 Archer Daniels Midland,2017,1609000000.0,338000000.0,7000000.0,18322000000.0,857000000.0,6623000000.0,0.0,0.0,4826000000.0,0.0 Archer Daniels Midland,2018,2060000000.0,351000000.0,245000000.0,18996000000.0,108000000.0,7698000000.0,0.0,0.0,4506000000.0,6000000.0 Archer Daniels Midland,2019,1588000000.0,373000000.0,209000000.0,19225000000.0,1202000000.0,7672000000.0,0.0,0.0,4458000000.0,0.0 Archer Daniels Midland,2020,1883000000.0,345000000.0,101000000.0,20022000000.0,2042000000.0,7885000000.0,261000000.0,863000000.0,5890000000.0,0.0 Archer Daniels Midland,2021,3313000000.0,276000000.0,578000000.0,22508000000.0,958000000.0,8011000000.0,277000000.0,765000000.0,8016000000.0,0.0 United Parcel Service,2016,5136000000.0,381000000.0,1705000000.0,429000000.0,3681000000.0,12394000000.0,0.0,0.0,3476000000.0,1091000000.0 United Parcel Service,2017,7148000000.0,453000000.0,2238000000.0,1030000000.0,4011000000.0,20278000000.0,0.0,0.0,3320000000.0,749000000.0 United Parcel Service,2018,6019000000.0,605000000.0,1228000000.0,3037000000.0,2805000000.0,19931000000.0,0.0,0.0,4225000000.0,810000000.0 United Parcel Service,2019,5652000000.0,653000000.0,1212000000.0,3283000000.0,3420000000.0,21818000000.0,538000000.0,2391000000.0,5238000000.0,503000000.0 United Parcel Service,2020,1844000000.0,701000000.0,501000000.0,669000000.0,2623000000.0,22031000000.0,560000000.0,2540000000.0,5910000000.0,406000000.0 United Parcel Service,2021,16595000000.0,694000000.0,3705000000.0,14269000000.0,0.0,19784000000.0,580000000.0,3033000000.0,10255000000.0,338000000.0 ","corporate,year,Return on Invested Capital Archer Daniels Midland,2017,9.740375446899254 Archer Daniels Midland,2018,9.81951118369589 Archer Daniels Midland,2019,7.415073437009088 Archer Daniels Midland,2020,8.63712499942351 Archer Daniels Midland,2021,11.926288580361945 United Parcel Service,2017,31.465140922201908 United Parcel Service,2018,25.11464006923678 United Parcel Service,2019,21.327415760547478 United Parcel Service,2020,7.752818831551315 United Parcel Service,2021,54.6118647720783 " 1936,US,fundamental,"What is the ratio of Accenture to PPG Industries in terms of the average of Return on Invested Capital from 2019 to 2021? (Indicator unit: %; Use the sum of Pretax Income and Interest Expense as EBIT; Use the average of beginning and ending invested capital. Total cash is deducted rather than excess cash. Operating lease liabilities are capitalized and included in debt per ASC 842.) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",4.0683,hard,profitability,ROIC = NOPAT / Average Invested Capital * 100%; NOPAT = EBIT x (1 - effective tax rate); EBIT = Pretax Income + Interest Expense; effective tax rate = Income Taxes / Pretax Income; Invested Capital = Equity (incl. minority) + Total Debt (short + long-term debt + operating lease liabilities) - Cash and Short-Term Investments,"corporate,year,PretaxIncomeLoss,InterestExpense,IncomeTaxes,AllEquityBalanceIncludingMinorityInterest,ShortTermDebt,LongTermDebt,OperatingLeaseCurrentDebtEquivalent,OperatingLeaseNonCurrentDebtEquivalent,CashAndMarketableSecurities,ShortTermInvestments Accenture,2018,5808093000.0,19539000.0,1593499000.0,10724588000.0,5337000.0,19676000.0,0.0,0.0,5061360000.0,3192000.0 Accenture,2019,6251797000.0,22963000.0,1405556000.0,14827691000.0,6411000.0,16247000.0,0.0,0.0,6126853000.0,3313000.0 Accenture,2020,6774331000.0,33071000.0,1589018000.0,17499173000.0,7820000.0,54052000.0,756057000.0,2667584000.0,8415330000.0,94309000.0 Accenture,2021,7761116000.0,59492000.0,1770571000.0,20097114000.0,12080000.0,53473000.0,744164000.0,2696917000.0,8168174000.0,4294000.0 PPG Industries,2018,1693000000.0,118000000.0,353000000.0,4732000000.0,651000000.0,4365000000.0,0.0,0.0,902000000.0,61000000.0 PPG Industries,2019,1661000000.0,132000000.0,392000000.0,5403000000.0,513000000.0,4539000000.0,170000000.0,622000000.0,1216000000.0,57000000.0 PPG Industries,2020,1362000000.0,138000000.0,291000000.0,5815000000.0,578000000.0,5171000000.0,180000000.0,677000000.0,1826000000.0,96000000.0 PPG Industries,2021,1815000000.0,121000000.0,374000000.0,6411000000.0,9000000.0,6572000000.0,192000000.0,693000000.0,1005000000.0,67000000.0 ","corporate,year,Return on Invested Capital Accenture,2019,67.53159350955278 Accenture,2020,49.16791858631679 Accenture,2021,43.262338884096955 PPG Industries,2019,14.604698354061574 PPG Industries,2020,11.522643662406121 PPG Industries,2021,13.191440668268681 " 1937,US,fundamental,"From 2020 to 2022, how does the average of Return on Invested Capital for Archer Daniels Midland compare to 3M as a ratio? (Indicator unit: %; Use the sum of Pretax Income and Interest Expense as EBIT; Use the average of beginning and ending invested capital. Total cash is deducted rather than excess cash. Operating lease liabilities are capitalized and included in debt per ASC 842.) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.7309,hard,profitability,ROIC = NOPAT / Average Invested Capital * 100%; NOPAT = EBIT x (1 - effective tax rate); EBIT = Pretax Income + Interest Expense; effective tax rate = Income Taxes / Pretax Income; Invested Capital = Equity (incl. minority) + Total Debt (short + long-term debt + operating lease liabilities) - Cash and Short-Term Investments,"corporate,year,PretaxIncomeLoss,InterestExpense,IncomeTaxes,AllEquityBalanceIncludingMinorityInterest,ShortTermDebt,LongTermDebt,OperatingLeaseCurrentDebtEquivalent,OperatingLeaseNonCurrentDebtEquivalent,CashAndMarketableSecurities,ShortTermInvestments Archer Daniels Midland,2019,1588000000.0,373000000.0,209000000.0,19225000000.0,1202000000.0,7672000000.0,0.0,0.0,4458000000.0,0.0 Archer Daniels Midland,2020,1883000000.0,345000000.0,101000000.0,20022000000.0,2042000000.0,7885000000.0,261000000.0,863000000.0,5890000000.0,0.0 Archer Daniels Midland,2021,3313000000.0,276000000.0,578000000.0,22508000000.0,958000000.0,8011000000.0,277000000.0,765000000.0,8016000000.0,0.0 Archer Daniels Midland,2022,5233000000.0,409000000.0,868000000.0,24317000000.0,503000000.0,7735000000.0,292000000.0,816000000.0,9010000000.0,0.0 3M,2019,5712000000.0,0.0,1130000000.0,10126000000.0,0.0,17518000000.0,247000000.0,607000000.0,0.0,98000000.0 3M,2020,6711000000.0,0.0,1318000000.0,12931000000.0,0.0,17989000000.0,256000000.0,609000000.0,0.0,404000000.0 3M,2021,7204000000.0,0.0,1285000000.0,15117000000.0,1307000000.0,16056000000.0,263000000.0,591000000.0,201000000.0,0.0 3M,2022,6392000000.0,0.0,612000000.0,14770000000.0,1938000000.0,14001000000.0,261000000.0,580000000.0,238000000.0,0.0 ","corporate,year,Return on Invested Capital 3M,2020,18.042521871497634 3M,2021,18.34950553368261 3M,2022,17.937776398479325 Archer Daniels Midland,2020,8.63712499942351 Archer Daniels Midland,2021,11.926288580361945 Archer Daniels Midland,2022,19.14785170078337 " 1938,US,fundamental,"Over 2022-2024, what is the ratio of EPAM Systems to Moody's Corporation for the minimum of Return on Invested Capital? (Indicator unit: %; Use the sum of Pretax Income and Interest Expense as EBIT; Use the average of beginning and ending invested capital. Total cash is deducted rather than excess cash. Operating lease liabilities are capitalized and included in debt per ASC 842.) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.096,hard,profitability,ROIC = NOPAT / Average Invested Capital * 100%; NOPAT = EBIT x (1 - effective tax rate); EBIT = Pretax Income + Interest Expense; effective tax rate = Income Taxes / Pretax Income; Invested Capital = Equity (incl. minority) + Total Debt (short + long-term debt + operating lease liabilities) - Cash and Short-Term Investments,"corporate,year,PretaxIncomeLoss,InterestExpense,IncomeTaxes,AllEquityBalanceIncludingMinorityInterest,ShortTermDebt,LongTermDebt,OperatingLeaseCurrentDebtEquivalent,OperatingLeaseNonCurrentDebtEquivalent,CashAndMarketableSecurities,ShortTermInvestments EPAM Systems,2021,533392000.0,413000.0,87317000.0,2495837000.0,16018000.0,30234000.0,50104000.0,142802000.0,1446625000.0,0.0 EPAM Systems,2022,507258000.0,1659000.0,113188000.0,3003010000.0,2861000.0,27693000.0,40352000.0,122317000.0,1681344000.0,0.0 EPAM Systems,2023,536585000.0,4698000.0,177426000.0,3471470000.0,0.0,26126000.0,36558000.0,109261000.0,2036235000.0,60739000.0 EPAM Systems,2024,584412000.0,3738000.0,196392000.0,3631151000.0,0.0,25194000.0,39634000.0,98426000.0,1286267000.0,1690000.0 Moody's Corporation,2021,2755000000.0,171000000.0,541000000.0,2916000000.0,0.0,7413000000.0,105000000.0,455000000.0,1811000000.0,91000000.0 Moody's Corporation,2022,1760000000.0,231000000.0,386000000.0,2689000000.0,0.0,7389000000.0,106000000.0,368000000.0,1769000000.0,90000000.0 Moody's Corporation,2023,1935000000.0,251000000.0,327000000.0,3476000000.0,0.0,7001000000.0,108000000.0,306000000.0,2130000000.0,63000000.0 Moody's Corporation,2024,2699000000.0,237000000.0,640000000.0,3727000000.0,0.0,6731000000.0,102000000.0,216000000.0,2408000000.0,566000000.0 ","corporate,year,Return on Invested Capital EPAM Systems,2022,28.207084383548313 EPAM Systems,2023,23.669684077985558 EPAM Systems,2024,19.27029547949473 Moody's Corporation,2022,17.58300339366516 Moody's Corporation,2023,20.891069469684712 Moody's Corporation,2024,27.149107974895305 " 1939,US,fundamental,"Calculate the average of Return on Invested Capital for Accenture and 3M separately from 2018 to 2022, and compute the ratio of Accenture to 3M. (Indicator unit: %; Use the sum of Pretax Income and Interest Expense as EBIT; Use the average of beginning and ending invested capital. Total cash is deducted rather than excess cash. Operating lease liabilities are capitalized and included in debt per ASC 842.) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",2.8433,hard,profitability,ROIC = NOPAT / Average Invested Capital * 100%; NOPAT = EBIT x (1 - effective tax rate); EBIT = Pretax Income + Interest Expense; effective tax rate = Income Taxes / Pretax Income; Invested Capital = Equity (incl. minority) + Total Debt (short + long-term debt + operating lease liabilities) - Cash and Short-Term Investments,"corporate,year,PretaxIncomeLoss,InterestExpense,IncomeTaxes,AllEquityBalanceIncludingMinorityInterest,ShortTermDebt,LongTermDebt,OperatingLeaseCurrentDebtEquivalent,OperatingLeaseNonCurrentDebtEquivalent,CashAndMarketableSecurities,ShortTermInvestments Accenture,2017,4616032000.0,15545000.0,981100000.0,9710200000.0,2907000.0,22163000.0,0.0,0.0,4126860000.0,3011000.0 Accenture,2018,5808093000.0,19539000.0,1593499000.0,10724588000.0,5337000.0,19676000.0,0.0,0.0,5061360000.0,3192000.0 Accenture,2019,6251797000.0,22963000.0,1405556000.0,14827691000.0,6411000.0,16247000.0,0.0,0.0,6126853000.0,3313000.0 Accenture,2020,6774331000.0,33071000.0,1589018000.0,17499173000.0,7820000.0,54052000.0,756057000.0,2667584000.0,8415330000.0,94309000.0 Accenture,2021,7761116000.0,59492000.0,1770571000.0,20097114000.0,12080000.0,53473000.0,744164000.0,2696917000.0,8168174000.0,4294000.0 Accenture,2022,9196167000.0,47320000.0,2207207000.0,22747088000.0,9175000.0,45893000.0,707598000.0,2563090000.0,7889833000.0,3973000.0 3M,2017,7548000000.0,0.0,2679000000.0,11622000000.0,1853000000.0,12096000000.0,0.0,0.0,3053000000.0,0.0 3M,2018,7000000000.0,0.0,1637000000.0,9848000000.0,1211000000.0,13411000000.0,0.0,0.0,2853000000.0,380000000.0 3M,2019,5712000000.0,0.0,1130000000.0,10126000000.0,0.0,17518000000.0,247000000.0,607000000.0,0.0,98000000.0 3M,2020,6711000000.0,0.0,1318000000.0,12931000000.0,0.0,17989000000.0,256000000.0,609000000.0,0.0,404000000.0 3M,2021,7204000000.0,0.0,1285000000.0,15117000000.0,1307000000.0,16056000000.0,263000000.0,591000000.0,201000000.0,0.0 3M,2022,6392000000.0,0.0,612000000.0,14770000000.0,1938000000.0,14001000000.0,261000000.0,580000000.0,238000000.0,0.0 ","corporate,year,Return on Invested Capital 3M,2018,24.51376985487373 3M,2019,18.462034369522733 3M,2020,18.042521871497634 3M,2021,18.34950553368261 3M,2022,17.937776398479325 Accenture,2018,74.90884881746632 Accenture,2019,67.53159350955278 Accenture,2020,49.16791858631679 Accenture,2021,43.262338884096955 Accenture,2022,41.80217840793797 " 1940,US,fundamental,"Comparing the average of Days Inventory Outstanding from 2021 to 2023, what is the ratio of A. O. Smith to Amgen? (Use the average of beginning and ending inventory; one year is assumed to have 365 days) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.2668,hard,operational efficiency,Average Inventory / COGS * 365,"corporate,year,CostOfGoodsAndServicesSold,Inventories A. O. Smith,2020,1787100000.0,300100000.0 A. O. Smith,2021,2228000000.0,447700000.0 A. O. Smith,2022,2424300000.0,516400000.0 A. O. Smith,2023,2368000000.0,497400000.0 Amgen,2020,6159000000.0,3893000000.0 Amgen,2021,6454000000.0,4086000000.0 Amgen,2022,6406000000.0,4930000000.0 Amgen,2023,8451000000.0,9518000000.0 ","corporate,year,Days Inventory Outstanding A. O. Smith,2021,61.25381508078994 A. O. Smith,2022,72.57692942292621 A. O. Smith,2023,78.1328125 Amgen,2021,225.6224821815928 Amgen,2022,256.8560724320949 Amgen,2023,312.00567980120695 " 1941,US,fundamental,"What is the ratio of Idexx Laboratories to Applied Materials in terms of the maximum of Days Inventory Outstanding from 2020 to 2024? (Use the average of beginning and ending inventory; one year is assumed to have 365 days) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.6166,hard,operational efficiency,Average Inventory / COGS * 365,"corporate,year,CostOfGoodsAndServicesSold,Inventories Idexx Laboratories,2019,1041359000.0,195019000.0 Idexx Laboratories,2020,1135615000.0,209873000.0 Idexx Laboratories,2021,1325928000.0,269030000.0 Idexx Laboratories,2022,1362986000.0,367823000.0 Idexx Laboratories,2023,1470983000.0,380282000.0 Idexx Laboratories,2024,1518577000.0,381877000.0 Applied Materials,2019,8222000000.0,3474000000.0 Applied Materials,2020,9510000000.0,3904000000.0 Applied Materials,2021,12149000000.0,4309000000.0 Applied Materials,2022,13792000000.0,5932000000.0 Applied Materials,2023,14133000000.0,5725000000.0 Applied Materials,2024,14279000000.0,5421000000.0 ","corporate,year,Days Inventory Outstanding Applied Materials,2020,141.5862250262881 Applied Materials,2021,123.37414602024859 Applied Materials,2022,135.51207221577727 Applied Materials,2023,150.5273119649048 Applied Materials,2024,142.45710483927445 Idexx Laboratories,2020,65.06852234251926 Idexx Laboratories,2021,65.91594528511352 Idexx Laboratories,2022,85.27282928804846 Idexx Laboratories,2023,92.81491526414649 Idexx Laboratories,2024,91.59497180584192 " 1942,US,fundamental,"From 2017 to 2021, how does the maximum of Days Inventory Outstanding for NiSource compare to T-Mobile US as a ratio? (Use the average of beginning and ending inventory; one year is assumed to have 365 days) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.7281,hard,operational efficiency,Average Inventory / COGS * 365,"corporate,year,CostOfGoodsAndServicesSold,Inventories NiSource,2016,1390200000.0,279900000.0 NiSource,2017,1518700000.0,285100000.0 NiSource,2018,1761300000.0,286800000.0 NiSource,2019,1534800000.0,250900000.0 NiSource,2020,1109300000.0,191200000.0 NiSource,2021,1392300000.0,327400000.0 T-Mobile US,2016,10819000000.0,1111000000.0 T-Mobile US,2017,11608000000.0,1566000000.0 T-Mobile US,2018,30401000000.0,1084000000.0 T-Mobile US,2019,30420000000.0,964000000.0 T-Mobile US,2020,28266000000.0,2527000000.0 T-Mobile US,2021,36605000000.0,2567000000.0 ","corporate,year,Days Inventory Outstanding NiSource,2017,67.8952393494436 NiSource,2018,59.258360302049624 NiSource,2019,63.93683216054209 NiSource,2020,72.73348057333453 NiSource,2021,67.97708827120591 T-Mobile US,2017,42.087568917987596 T-Mobile US,2018,15.908193809414163 T-Mobile US,2019,12.286653517422748 T-Mobile US,2020,22.539712021509942 T-Mobile US,2021,25.396940308700994 " 1943,US,fundamental,"Over 2018-2020, what is the ratio of Generac to Lilly (Eli) for the average of Days Inventory Outstanding? (Use the average of beginning and ending inventory; one year is assumed to have 365 days) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.5272,hard,operational efficiency,Average Inventory / COGS * 365,"corporate,year,CostOfGoodsAndServicesSold,Inventories Generac,2017,1090328000.0,380341000.0 Generac,2018,1298424000.0,544750000.0 Generac,2019,1406584000.0,522024000.0 Generac,2020,1527546000.0,603317000.0 Lilly (Eli),2017,6070200000.0,4458300000.0 Lilly (Eli),2018,6430000000.0,4111800000.0 Lilly (Eli),2019,4721200000.0,3190700000.0 Lilly (Eli),2020,5483300000.0,3980300000.0 ","corporate,year,Days Inventory Outstanding Generac,2018,130.02617596409186 Generac,2019,138.41068503551867 Generac,2020,134.44749454353584 Lilly (Eli),2018,243.24156298600312 Lilly (Eli),2019,282.28125264763196 Lilly (Eli),2020,238.6715116809221 " 1944,US,fundamental,"Calculate the average of Days Inventory Outstanding for Starbucks and Tractor Supply separately from 2018 to 2020, and compute the ratio of Starbucks to Tractor Supply. (Use the average of beginning and ending inventory; one year is assumed to have 365 days) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.6117,hard,operational efficiency,Average Inventory / COGS * 365,"corporate,year,CostOfGoodsAndServicesSold,Inventories Starbucks,2017,9038200000.0,1364000000.0 Starbucks,2018,10174500000.0,1400500000.0 Starbucks,2019,8526900000.0,1529400000.0 Starbucks,2020,7694900000.0,1551400000.0 Tractor Supply,2017,4764417000.0,1453208000.0 Tractor Supply,2018,5208518000.0,1589542000.0 Tractor Supply,2019,5480161000.0,1602781000.0 Tractor Supply,2020,6858803000.0,1783270000.0 ","corporate,year,Days Inventory Outstanding Starbucks,2018,49.586834733893554 Starbucks,2019,62.70822338716298 Starbucks,2020,73.06735630092658 Tractor Supply,2018,106.6141798876379 Tractor Supply,2019,106.31055319360144 Tractor Supply,2020,90.09652376661059 " 1945,US,fundamental,"Comparing the average of Days Sales Outstanding from 2023 to 2025, what is the ratio of Datadog to Aptiv? (Use the average of beginning and ending trade receivables; one year is assumed to have 365 days) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.2024,hard,operational efficiency,Average Trade Receivables / Revenue * 365,"corporate,year,Revenue,TradeReceivables Datadog,2022,1675100000.0,399551000.0 Datadog,2023,2128359000.0,509279000.0 Datadog,2024,2684275000.0,598919000.0 Datadog,2025,3427158000.0,741262000.0 Aptiv,2022,17489000000.0,3433000000.0 Aptiv,2023,20051000000.0,3546000000.0 Aptiv,2024,19713000000.0,3261000000.0 Aptiv,2025,20398000000.0,3477000000.0 ","corporate,year,Days Sales Outstanding Aptiv,2023,63.52139544162386 Aptiv,2024,63.01818596865013 Aptiv,2025,60.28458672418864 Datadog,2023,77.92927555924541 Datadog,2024,75.3447895614272 Datadog,2025,71.3661385030979 " 1946,US,fundamental,"What is the ratio of Coca-Cola Company (The) to Colgate-Palmolive in terms of the minimum of Days Sales Outstanding from 2018 to 2020? (Use the average of beginning and ending trade receivables; one year is assumed to have 365 days) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.2042,hard,operational efficiency,Average Trade Receivables / Revenue * 365,"corporate,year,Revenue,TradeReceivables Coca-Cola Company (The),2017,35410000000.0,3667000000.0 Coca-Cola Company (The),2018,31856000000.0,3396000000.0 Coca-Cola Company (The),2019,37266000000.0,3971000000.0 Coca-Cola Company (The),2020,33014000000.0,3144000000.0 Colgate-Palmolive,2017,15454000000.0,1480000000.0 Colgate-Palmolive,2018,15544000000.0,1400000000.0 Colgate-Palmolive,2019,15693000000.0,1440000000.0 Colgate-Palmolive,2020,16471000000.0,1264000000.0 ","corporate,year,Days Sales Outstanding Coca-Cola Company (The),2018,40.46325652938222 Coca-Cola Company (The),2019,36.07785917458273 Coca-Cola Company (The),2020,39.331420003634825 Colgate-Palmolive,2018,33.813690169840456 Colgate-Palmolive,2019,33.02746447460651 Colgate-Palmolive,2020,29.96053670086819 " 1947,US,fundamental,"From 2017 to 2019, how does the maximum of Days Sales Outstanding for Vulcan Materials Company compare to Healthpeak Properties as a ratio? (Use the average of beginning and ending trade receivables; one year is assumed to have 365 days) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",4.0087,hard,operational efficiency,Average Trade Receivables / Revenue * 365,"corporate,year,Revenue,TradeReceivables Vulcan Materials Company,2016,3592667000.0,398488000.0 Vulcan Materials Company,2017,3890296000.0,434089000.0 Vulcan Materials Company,2018,4382869000.0,512279000.0 Vulcan Materials Company,2019,4929103000.0,532012000.0 Healthpeak Properties,2016,2129294000.0,45116000.0 Healthpeak Properties,2017,1848378000.0,40733000.0 Healthpeak Properties,2018,1846689000.0,48171000.0 Healthpeak Properties,2019,1997383000.0,59417000.0 ","corporate,year,Days Sales Outstanding Healthpeak Properties,2017,8.476319508239115 Healthpeak Properties,2018,8.785983996222427 Healthpeak Properties,2019,9.830267905554418 Vulcan Materials Company,2017,39.05751708867397 Vulcan Materials Company,2018,39.40618804714446 Vulcan Materials Company,2019,38.664866102412546 " 1948,US,fundamental,"Over 2021-2023, what is the ratio of Yum! Brands to Alexandria Real Estate Equities for the average of Days Sales Outstanding? (Use the average of beginning and ending trade receivables; one year is assumed to have 365 days) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",30.1186,hard,operational efficiency,Average Trade Receivables / Revenue * 365,"corporate,year,Revenue,TradeReceivables Yum! Brands,2020,5652000000.0,534000000.0 Yum! Brands,2021,6584000000.0,596000000.0 Yum! Brands,2022,6842000000.0,648000000.0 Yum! Brands,2023,7076000000.0,737000000.0 Alexandria Real Estate Equities,2020,1885637000.0,7333000.0 Alexandria Real Estate Equities,2021,2114150000.0,7379000.0 Alexandria Real Estate Equities,2022,2588962000.0,7614000.0 Alexandria Real Estate Equities,2023,2885699000.0,8211000.0 ","corporate,year,Days Sales Outstanding Alexandria Real Estate Equities,2021,1.2699855733982925 Alexandria Real Estate Equities,2022,1.0568801318829708 Alexandria Real Estate Equities,2023,1.0008190389919391 Yum! Brands,2021,31.32214459295261 Yum! Brands,2022,33.18181818181818 Yum! Brands,2023,35.721099491237986 " 1949,US,fundamental,"Calculate the maximum of Days Sales Outstanding for Diamondback Energy and FedEx separately from 2019 to 2021, and compute the ratio of Diamondback Energy to FedEx. (Use the average of beginning and ending trade receivables; one year is assumed to have 365 days) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.9279,hard,operational efficiency,Average Trade Receivables / Revenue * 365,"corporate,year,Revenue,TradeReceivables Diamondback Energy,2018,2176256000.0,296525000.0 Diamondback Energy,2019,7505000000.0,429000000.0 Diamondback Energy,2020,2756000000.0,281000000.0 Diamondback Energy,2021,6747000000.0,598000000.0 FedEx,2018,65450000000.0,8481000000.0 FedEx,2019,69693000000.0,9116000000.0 FedEx,2020,69217000000.0,10102000000.0 FedEx,2021,83959000000.0,12069000000.0 ","corporate,year,Days Sales Outstanding Diamondback Energy,2019,17.642679880079946 Diamondback Energy,2020,47.01560232220609 Diamondback Energy,2021,23.77612272120943 FedEx,2019,46.07998651227526 FedEx,2020,50.67086120461737 FedEx,2021,48.19265951238104 " 1950,US,fundamental,"Comparing the maximum of Days Payable Outstanding from 2018 to 2022, what is the ratio of AES Corporation to Cognizant? (Use the average of beginning and ending trade payables; one year is assumed to have 365 days) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",5.4786,hard,operational efficiency,Average Trade Payables / COGS * 365,"corporate,year,CostOfGoodsAndServicesSold,TradePayables AES Corporation,2017,8066000000.0,1371000000.0 AES Corporation,2018,8163000000.0,1329000000.0 AES Corporation,2019,7840000000.0,1311000000.0 AES Corporation,2020,6967000000.0,1156000000.0 AES Corporation,2021,8430000000.0,1153000000.0 AES Corporation,2022,10069000000.0,1730000000.0 Cognizant,2017,9152000000.0,210000000.0 Cognizant,2018,9838000000.0,215000000.0 Cognizant,2019,10634000000.0,239000000.0 Cognizant,2020,10671000000.0,389000000.0 Cognizant,2021,11604000000.0,361000000.0 Cognizant,2022,12448000000.0,360000000.0 ","corporate,year,Days Payable Outstanding AES Corporation,2018,60.363836824696804 AES Corporation,2019,61.45408163265306 AES Corporation,2020,64.62286493469212 AES Corporation,2021,49.98724792408067 AES Corporation,2022,52.25419604727381 Cognizant,2018,7.8839703191705635 Cognizant,2019,7.791517773180365 Cognizant,2020,10.74032424327617 Cognizant,2021,11.795501551189245 Cognizant,2022,10.570573586118252 " 1951,US,fundamental,"What is the ratio of Qualcomm to Axon Enterprise in terms of the average of Days Payable Outstanding from 2019 to 2021? (Use the average of beginning and ending trade payables; one year is assumed to have 365 days) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",2.0326,hard,operational efficiency,Average Trade Payables / COGS * 365,"corporate,year,CostOfGoodsAndServicesSold,TradePayables Qualcomm,2018,10244000000.0,1825000000.0 Qualcomm,2019,8599000000.0,1368000000.0 Qualcomm,2020,9255000000.0,2248000000.0 Qualcomm,2021,14262000000.0,2750000000.0 Axon Enterprise,2018,161485000.0,15164000.0 Axon Enterprise,2019,223574000.0,25874000.0 Axon Enterprise,2020,264672000.0,24142000.0 Axon Enterprise,2021,322471000.0,32220000.0 ","corporate,year,Days Payable Outstanding Axon Enterprise,2019,33.49868499915017 Axon Enterprise,2020,34.48766775480595 Axon Enterprise,2021,31.897643509028722 Qualcomm,2019,67.7663100360507 Qualcomm,2020,71.30415991356024 Qualcomm,2021,63.955616323096336 " 1952,US,fundamental,"From 2017 to 2019, how does the average of Days Payable Outstanding for Targa Resources compare to Martin Marietta Materials as a ratio? (Use the average of beginning and ending trade payables; one year is assumed to have 365 days) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",3.1733,hard,operational efficiency,Average Trade Payables / COGS * 365,"corporate,year,CostOfGoodsAndServicesSold,TradePayables Targa Resources,2016,4922900000.0,843500000.0 Targa Resources,2017,6906100000.0,1186900000.0 Targa Resources,2018,8238200000.0,1737300000.0 Targa Resources,2019,6118500000.0,1379900000.0 Martin Marietta Materials,2016,2909783000.0,178598000.0 Martin Marietta Materials,2017,2993654000.0,183638000.0 Martin Marietta Materials,2018,3277688000.0,210808000.0 Martin Marietta Materials,2019,3560100000.0,229600000.0 ","corporate,year,Days Payable Outstanding Martin Marietta Materials,2017,22.08273568020887 Martin Marietta Materials,2018,21.96255256754151 Martin Marietta Materials,2019,22.57646133535575 Targa Resources,2017,53.655174411027936 Targa Resources,2018,64.77950280401059 Targa Resources,2019,92.97850780420039 " 1953,US,fundamental,"Over 2019-2021, what is the ratio of EPAM Systems to Cooper Companies (The) for the minimum of Days Payable Outstanding? (Use the average of beginning and ending trade payables; one year is assumed to have 365 days) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.031,hard,operational efficiency,Average Trade Payables / COGS * 365,"corporate,year,CostOfGoodsAndServicesSold,TradePayables EPAM Systems,2018,1186921000.0,7444000.0 EPAM Systems,2019,1488198000.0,7831000.0 EPAM Systems,2020,1732522000.0,10189000.0 EPAM Systems,2021,2483697000.0,24847000.0 Cooper Companies (The),2018,900500000.0,146400000.0 Cooper Companies (The),2019,896600000.0,150100000.0 Cooper Companies (The),2020,896100000.0,176000000.0 Cooper Companies (The),2021,966700000.0,161400000.0 ","corporate,year,Days Payable Outstanding Cooper Companies (The),2019,60.3516060673656 Cooper Companies (The),2020,66.41362571141613 Cooper Companies (The),2021,63.69659666908038 EPAM Systems,2019,1.8731966445325152 EPAM Systems,2020,1.8981865742541797 EPAM Systems,2021,2.57441628346775 " 1954,US,fundamental,"Calculate the maximum of Days Payable Outstanding for Molina Healthcare and Coterra separately from 2020 to 2024, and compute the ratio of Molina Healthcare to Coterra. (Use the average of beginning and ending trade payables; one year is assumed to have 365 days) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.0444,hard,operational efficiency,Average Trade Payables / COGS * 365,"corporate,year,CostOfGoodsAndServicesSold,TradePayables Molina Healthcare,2019,13905000000.0,455000000.0 Molina Healthcare,2020,15820000000.0,641000000.0 Molina Healthcare,2021,23704000000.0,842000000.0 Molina Healthcare,2022,27175000000.0,889000000.0 Molina Healthcare,2023,28669000000.0,1252000000.0 Molina Healthcare,2024,34428000000.0,1331000000.0 Coterra,2019,574677000.0,189811000.0 Coterra,2020,571102000.0,162081000.0 Coterra,2021,663000000.0,747000000.0 Coterra,2022,955000000.0,844000000.0 Coterra,2023,975000000.0,803000000.0 Coterra,2024,976000000.0,833000000.0 ","corporate,year,Days Payable Outstanding Coterra,2020,112.44977254500947 Coterra,2021,250.23722850678735 Coterra,2022,304.0392670157068 Coterra,2023,308.2846153846154 Coterra,2024,305.91188524590166 Molina Healthcare,2020,12.643489254108722 Molina Healthcare,2021,11.417798683766453 Molina Healthcare,2022,11.62493100275989 Molina Healthcare,2023,13.629094143499946 Molina Healthcare,2024,13.692270826071802 " 1955,US,fundamental,"Comparing the maximum of Operating Cycle from 2021 to 2025, what is the ratio of Idexx Laboratories to Best Buy? (Use the average of beginning and ending inventory and trade receivables; one year is assumed to have 365 days) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",2.0122,hard,operational efficiency,Days Inventory Outstanding + Days Sales Outstanding,"corporate,year,CostOfGoodsAndServicesSold,Inventories,Revenue,TradeReceivables Idexx Laboratories,2020,1135615000.0,209873000.0,2706655000.0,331429000.0 Idexx Laboratories,2021,1325928000.0,269030000.0,3215360000.0,368348000.0 Idexx Laboratories,2022,1362986000.0,367823000.0,3367324000.0,400619000.0 Idexx Laboratories,2023,1470983000.0,380282000.0,3660953000.0,457445000.0 Idexx Laboratories,2024,1518577000.0,381877000.0,3897504000.0,473575000.0 Idexx Laboratories,2025,1644123000.0,377756000.0,4303702000.0,552378000.0 Best Buy,2020,36689000000.0,5612000000.0,47262000000.0,1061000000.0 Best Buy,2021,40121000000.0,5965000000.0,51761000000.0,1042000000.0 Best Buy,2022,36386000000.0,5140000000.0,46298000000.0,1141000000.0 Best Buy,2023,33849000000.0,4958000000.0,43452000000.0,939000000.0 Best Buy,2024,32143000000.0,5085000000.0,41528000000.0,1044000000.0 Best Buy,2025,32318000000.0,5230000000.0,41691000000.0,1043000000.0 ","corporate,year,Operating Cycle Best Buy,2021,60.07556440852605 Best Buy,2022,64.3040332206579 Best Buy,2023,63.18037331985371 Best Buy,2024,65.73621078834503 Best Buy,2025,67.38461080643626 Idexx Laboratories,2021,105.63445347704226 Idexx Laboratories,2022,126.94879438674404 Idexx Laboratories,2023,135.5897555857786 Idexx Laboratories,2024,135.18983405614364 Idexx Laboratories,2025,127.82624590920022 " 1956,US,fundamental,"What is the ratio of Teradyne to General Mills in terms of the maximum of Operating Cycle from 2021 to 2023? (Use the average of beginning and ending inventory and trade receivables; one year is assumed to have 365 days) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.9187,hard,operational efficiency,Days Inventory Outstanding + Days Sales Outstanding,"corporate,year,CostOfGoodsAndServicesSold,Inventories,Revenue,TradeReceivables Teradyne,2020,1335728000.0,222189000.0,3121469000.0,497506000.0 Teradyne,2021,1496225000.0,243330000.0,3702881000.0,550749000.0 Teradyne,2022,1287894000.0,325019000.0,3155045000.0,491145000.0 Teradyne,2023,1139550000.0,309974000.0,2676298000.0,422124000.0 General Mills,2020,11496700000.0,1426300000.0,17626600000.0,1615100000.0 General Mills,2021,11678700000.0,1820500000.0,18127000000.0,1638500000.0 General Mills,2022,12590600000.0,1867300000.0,18992800000.0,1692100000.0 General Mills,2023,13548400000.0,2172000000.0,20094200000.0,1683200000.0 ","corporate,year,Operating Cycle General Mills,2021,83.49366875272301 General Mills,2022,85.4578592872821 General Mills,2023,85.0655073025127 Teradyne,2021,108.4452852635549 Teradyne,2022,140.80462209490534 Teradyne,2023,163.97164232149035 " 1957,US,fundamental,"From 2018 to 2022, how does the maximum of Operating Cycle for Mosaic Company (The) compare to ResMed as a ratio? (Use the average of beginning and ending inventory and trade receivables; one year is assumed to have 365 days) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.6301,hard,operational efficiency,Days Inventory Outstanding + Days Sales Outstanding,"corporate,year,CostOfGoodsAndServicesSold,Inventories,Revenue,TradeReceivables Mosaic Company (The),2017,6566600000.0,1547200000.0,7409400000.0,642600000.0 Mosaic Company (The),2018,8088900000.0,2270200000.0,10407400000.0,838500000.0 Mosaic Company (The),2019,8009000000.0,2076400000.0,9858800000.0,803900000.0 Mosaic Company (The),2020,7616800000.0,1739200000.0,8681700000.0,881100000.0 Mosaic Company (The),2021,9157100000.0,2741400000.0,12357400000.0,1531900000.0 Mosaic Company (The),2022,13369400000.0,3543100000.0,19125200000.0,1699900000.0 ResMed,2017,864992000.0,268319000.0,2066737000.0,450530000.0 ResMed,2018,978032000.0,268701000.0,2340196000.0,483681000.0 ResMed,2019,1069987000.0,349641000.0,2606572000.0,528484000.0 ResMed,2020,1189624000.0,416915000.0,2957013000.0,474643000.0 ResMed,2021,1312598000.0,457033000.0,3196825000.0,614292000.0 ResMed,2022,1514166000.0,743910000.0,3578127000.0,575950000.0 ","corporate,year,Operating Cycle Mosaic Company (The),2018,112.09932402299087 Mosaic Company (The),2019,129.4484780944114 Mosaic Company (The),2020,126.8432835171171 Mosaic Company (The),2021,124.93420658811993 Mosaic Company (The),2022,116.62611599998846 ResMed,2018,173.06187950644943 ResMed,2019,176.33322217160045 ResMed,2020,179.5078928519501 ResMed,2021,183.6763192847389 ResMed,2022,205.4552396968852 " 1958,US,fundamental,"Over 2022-2024, what is the ratio of Danaher Corporation to Motorola Solutions for the average of Operating Cycle? (Use the average of beginning and ending inventory and trade receivables; one year is assumed to have 365 days) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.2502,hard,operational efficiency,Days Inventory Outstanding + Days Sales Outstanding,"corporate,year,CostOfGoodsAndServicesSold,Inventories,Revenue,TradeReceivables Danaher Corporation,2021,11501000000.0,2767000000.0,29453000000.0,4631000000.0 Danaher Corporation,2022,12522000000.0,3110000000.0,31471000000.0,4918000000.0 Danaher Corporation,2023,9856000000.0,2594000000.0,23890000000.0,3922000000.0 Danaher Corporation,2024,9669000000.0,2330000000.0,23875000000.0,3537000000.0 Motorola Solutions,2021,4131000000.0,788000000.0,8171000000.0,1386000000.0 Motorola Solutions,2022,4883000000.0,1055000000.0,9112000000.0,1518000000.0 Motorola Solutions,2023,5008000000.0,827000000.0,9978000000.0,1710000000.0 Motorola Solutions,2024,5305000000.0,766000000.0,10817000000.0,1952000000.0 ","corporate,year,Operating Cycle Danaher Corporation,2022,141.0280011022233 Danaher Corporation,2023,173.1492597633635 Danaher Corporation,2024,149.95573030665827 Motorola Solutions,2022,127.04418511698772 Motorola Solutions,2023,127.62415673107033 Motorola Solutions,2024,116.58536855581377 " 1959,US,fundamental,"Calculate the maximum of Operating Cycle for Cummins and Amazon separately from 2021 to 2023, and compute the ratio of Cummins to Amazon. (Use the average of beginning and ending inventory and trade receivables; one year is assumed to have 365 days) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.9781,hard,operational efficiency,Days Inventory Outstanding + Days Sales Outstanding,"corporate,year,CostOfGoodsAndServicesSold,Inventories,Revenue,TradeReceivables Cummins,2020,14917000000.0,3425000000.0,19811000000.0,3440000000.0 Cummins,2021,18326000000.0,4355000000.0,24021000000.0,3565000000.0 Cummins,2022,21355000000.0,5603000000.0,28074000000.0,4826000000.0 Cummins,2023,25816000000.0,5677000000.0,34065000000.0,5583000000.0 Amazon,2020,233307000000.0,23795000000.0,386064000000.0,24542000000.0 Amazon,2021,272344000000.0,32640000000.0,469822000000.0,32891000000.0 Amazon,2022,288831000000.0,34405000000.0,513983000000.0,42360000000.0 Amazon,2023,304739000000.0,33318000000.0,574785000000.0,52253000000.0 ","corporate,year,Operating Cycle Amazon,2021,60.12712797595613 Amazon,2022,69.08225908879122 Amazon,2023,70.59806129935279 Cummins,2021,130.6979740361692 Cummins,2022,139.6483261566786 Cummins,2023,135.5064739792057 " 1960,US,fundamental,"Comparing the maximum of Cash Conversion Cycle from 2021 to 2023, what is the ratio of TransDigm Group to Leidos? (Use the average of beginning and ending inventory, trade receivables, and trade payables; one year is assumed to have 365 days) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",105.3324,hard,operational efficiency,Days Inventory Outstanding + Days Sales Outstanding - Days Payable Outstanding,"corporate,year,CostOfGoodsAndServicesSold,Inventories,Revenue,TradeReceivables,TradePayables TransDigm Group,2020,2456000000.0,1283000000.0,5103000000.0,720000000.0,218000000.0 TransDigm Group,2021,2285000000.0,1185000000.0,4798000000.0,791000000.0,227000000.0 TransDigm Group,2022,2330000000.0,1332000000.0,5429000000.0,967000000.0,279000000.0 TransDigm Group,2023,2743000000.0,1616000000.0,6585000000.0,1230000000.0,305000000.0 Leidos,2020,10560000000.0,276000000.0,12297000000.0,2137000000.0,2175000000.0 Leidos,2021,11723000000.0,274000000.0,13737000000.0,2189000000.0,2141000000.0 Leidos,2022,12312000000.0,287000000.0,14396000000.0,2350000000.0,2254000000.0 Leidos,2023,13194000000.0,310000000.0,15438000000.0,2429000000.0,2277000000.0 ","corporate,year,Cash Conversion Cycle Leidos,2021,-1.1557554518319364 Leidos,2022,0.7103642337296492 Leidos,2023,2.079585855045707 TransDigm Group,2021,219.04782467713113 TransDigm Group,2022,216.61046719374653 TransDigm Group,2023,218.1727579638763 " 1961,US,fundamental,"What is the ratio of Alphabet Inc. (Class C) to Ecolab in terms of the average of Cash Conversion Cycle from 2020 to 2022? (Use the average of beginning and ending inventory, trade receivables, and trade payables; one year is assumed to have 365 days) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.4772,hard,operational efficiency,Days Inventory Outstanding + Days Sales Outstanding - Days Payable Outstanding,"corporate,year,CostOfGoodsAndServicesSold,Inventories,Revenue,TradeReceivables,TradePayables Alphabet Inc. (Class C),2019,71896000000.0,999000000.0,161857000000.0,25326000000.0,5561000000.0 Alphabet Inc. (Class C),2020,84732000000.0,728000000.0,182527000000.0,30930000000.0,5589000000.0 Alphabet Inc. (Class C),2021,110939000000.0,1170000000.0,257637000000.0,39304000000.0,6037000000.0 Alphabet Inc. (Class C),2022,126203000000.0,2670000000.0,282836000000.0,40258000000.0,5128000000.0 Ecolab,2019,8723400000.0,1505600000.0,14906300000.0,2796500000.0,1284300000.0 Ecolab,2020,6905800000.0,1285200000.0,11790200000.0,2273800000.0,1160600000.0 Ecolab,2021,7615800000.0,1491800000.0,12733100000.0,2478400000.0,1384200000.0 Ecolab,2022,8831000000.0,1792800000.0,14187800000.0,2698100000.0,1728200000.0 ","corporate,year,Cash Conversion Cycle Alphabet Inc. (Class C),2020,35.95195189966975 Alphabet Inc. (Class C),2021,33.74799697645403 Alphabet Inc. (Class C),2022,40.74484324313261 Ecolab,2020,87.62407669134895 Ecolab,2021,73.67625542286171 Ecolab,2022,70.14482610676902 " 1962,US,fundamental,"From 2018 to 2020, how does the minimum of Cash Conversion Cycle for Lamb Weston compare to Mondelez International as a ratio? (Use the average of beginning and ending inventory, trade receivables, and trade payables; one year is assumed to have 365 days) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",-1.2751,hard,operational efficiency,Days Inventory Outstanding + Days Sales Outstanding - Days Payable Outstanding,"corporate,year,CostOfGoodsAndServicesSold,Inventories,Revenue,TradeReceivables,TradePayables Lamb Weston,2017,2381500000.0,525000000.0,3168000000.0,185200000.0,295000000.0 Lamb Weston,2018,2544200000.0,549700000.0,3423700000.0,225900000.0,254400000.0 Lamb Weston,2019,2753000000.0,498300000.0,3756500000.0,340100000.0,289200000.0 Lamb Weston,2020,2897200000.0,486700000.0,3792400000.0,342100000.0,244400000.0 Mondelez International,2017,15831000000.0,2557000000.0,25896000000.0,2691000000.0,5705000000.0 Mondelez International,2018,15586000000.0,2592000000.0,25938000000.0,2262000000.0,5794000000.0 Mondelez International,2019,15531000000.0,2546000000.0,25868000000.0,2212000000.0,5853000000.0 Mondelez International,2020,16135000000.0,2647000000.0,26581000000.0,2297000000.0,6209000000.0 ","corporate,year,Cash Conversion Cycle Lamb Weston,2018,59.594351188681344 Lamb Weston,2019,60.93501178656836 Lamb Weston,2020,61.263734041398585 Mondelez International,2018,-39.504234250391505 Mondelez International,2019,-44.92096737255697 Mondelez International,2020,-46.736067152914984 " 1963,US,fundamental,"Over 2020-2022, what is the ratio of Dell Technologies to Texas Instruments for the maximum of Cash Conversion Cycle? (Use the average of beginning and ending inventory, trade receivables, and trade payables; one year is assumed to have 365 days) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",-0.2467,hard,operational efficiency,Days Inventory Outstanding + Days Sales Outstanding - Days Payable Outstanding,"corporate,year,CostOfGoodsAndServicesSold,Inventories,Revenue,TradeReceivables,TradePayables Dell Technologies,2019,63221000000.0,3281000000.0,92154000000.0,12484000000.0,20065000000.0 Dell Technologies,2020,64807000000.0,3402000000.0,94224000000.0,12788000000.0,21696000000.0 Dell Technologies,2021,79306000000.0,5898000000.0,101197000000.0,12912000000.0,27143000000.0 Dell Technologies,2022,79615000000.0,4776000000.0,102301000000.0,12482000000.0,18598000000.0 Texas Instruments,2019,5219000000.0,2001000000.0,14383000000.0,1074000000.0,388000000.0 Texas Instruments,2020,5192000000.0,1955000000.0,14461000000.0,1414000000.0,415000000.0 Texas Instruments,2021,5968000000.0,1910000000.0,18344000000.0,1701000000.0,653000000.0 Texas Instruments,2022,6257000000.0,2757000000.0,20028000000.0,1895000000.0,851000000.0 ","corporate,year,Cash Conversion Cycle Dell Technologies,2020,-49.83286044850237 Dell Technologies,2021,-44.639943897659066 Dell Technologies,2022,-35.08178022011572 Texas Instruments,2020,142.22761380324891 Texas Instruments,2021,116.52196344598141 Texas Instruments,2022,125.02389829881447 " 1964,US,fundamental,"Calculate the minimum of Cash Conversion Cycle for Western Digital and Marathon Petroleum separately from 2023 to 2025, and compute the ratio of Western Digital to Marathon Petroleum. (Use the average of beginning and ending inventory, trade receivables, and trade payables; one year is assumed to have 365 days) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",7.1352,hard,operational efficiency,Days Inventory Outstanding + Days Sales Outstanding - Days Payable Outstanding,"corporate,year,CostOfGoodsAndServicesSold,Inventories,Revenue,TradeReceivables,TradePayables Western Digital,2022,12919000000.0,3638000000.0,18793000000.0,2804000000.0,1902000000.0 Western Digital,2023,10431000000.0,3698000000.0,12318000000.0,1598000000.0,1877000000.0 Western Digital,2024,10058000000.0,3342000000.0,13003000000.0,2166000000.0,2037000000.0 Western Digital,2025,5828000000.0,1291000000.0,9520000000.0,1486000000.0,1266000000.0 Marathon Petroleum,2022,151671000000.0,8827000000.0,177453000000.0,13477000000.0,15312000000.0 Marathon Petroleum,2023,128566000000.0,9317000000.0,148379000000.0,11619000000.0,13761000000.0 Marathon Petroleum,2024,126240000000.0,9568000000.0,138864000000.0,11145000000.0,13906000000.0 Marathon Petroleum,2025,119446000000.0,10129000000.0,132699000000.0,10317000000.0,12974000000.0 ","corporate,year,Cash Conversion Cycle Marathon Petroleum,2023,15.353273081569263 Marathon Petroleum,2024,17.2214792890886 Marathon Petroleum,2025,18.541724540650286 Western Digital,2023,127.45179289897202 Western Digital,2024,109.54909899878251 Western Digital,2025,111.6575320244776 " 1965,US,fundamental,"Comparing the maximum of Inventory Turnover from 2020 to 2024, what is the ratio of Tractor Supply to Bristol Myers Squibb? (Use the average of beginning and ending inventory) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.776,hard,operational efficiency,COGS / Average Inventory,"corporate,year,CostOfGoodsAndServicesSold,Inventories Tractor Supply,2019,5480161000.0,1602781000.0 Tractor Supply,2020,6858803000.0,1783270000.0 Tractor Supply,2021,8253952000.0,2191192000.0 Tractor Supply,2022,9232513000.0,2709597000.0 Tractor Supply,2023,9327522000.0,2645854000.0 Tractor Supply,2024,9486674000.0,2840177000.0 Bristol Myers Squibb,2019,8078000000.0,4293000000.0 Bristol Myers Squibb,2020,11773000000.0,2074000000.0 Bristol Myers Squibb,2021,9940000000.0,2095000000.0 Bristol Myers Squibb,2022,10137000000.0,2339000000.0 Bristol Myers Squibb,2023,10693000000.0,2662000000.0 Bristol Myers Squibb,2024,13968000000.0,2557000000.0 ","corporate,year,Inventory Turnover Bristol Myers Squibb,2020,3.698130987906392 Bristol Myers Squibb,2021,4.76852962341089 Bristol Myers Squibb,2022,4.572395128552097 Bristol Myers Squibb,2023,4.276344731053789 Bristol Myers Squibb,2024,5.352749568882928 Tractor Supply,2020,4.0512106876122065 Tractor Supply,2021,4.153493982330187 Tractor Supply,2022,3.76776596584754 Tractor Supply,2023,3.4833749762625033 Tractor Supply,2024,3.458483555780126 " 1966,US,fundamental,"What is the ratio of Lamb Weston to First Solar in terms of the average of Inventory Turnover from 2021 to 2023? (Use the average of beginning and ending inventory) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.6369,hard,operational efficiency,COGS / Average Inventory,"corporate,year,CostOfGoodsAndServicesSold,Inventories Lamb Weston,2020,2897200000.0,486700000.0 Lamb Weston,2021,2838900000.0,513500000.0 Lamb Weston,2022,3266900000.0,574400000.0 Lamb Weston,2023,3918500000.0,932000000.0 First Solar,2020,2030659000.0,567587000.0 First Solar,2021,2193423000.0,666299000.0 First Solar,2022,2549461000.0,621376000.0 First Solar,2023,2017923000.0,819899000.0 ","corporate,year,Inventory Turnover First Solar,2021,3.5553089993727136 First Solar,2022,3.9597895431688896 First Solar,2023,2.800191497111932 Lamb Weston,2021,5.676664667066587 Lamb Weston,2022,6.005882893648313 Lamb Weston,2023,5.20246946362188 " 1967,US,fundamental,"From 2019 to 2023, how does the minimum of Inventory Turnover for Campbell's Company (The) compare to Axon Enterprise as a ratio? (Use the average of beginning and ending inventory) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.972,hard,operational efficiency,COGS / Average Inventory,"corporate,year,CostOfGoodsAndServicesSold,Inventories Campbell's Company (The),2018,5869000000.0,1199000000.0 Campbell's Company (The),2019,5414000000.0,863000000.0 Campbell's Company (The),2020,5692000000.0,871000000.0 Campbell's Company (The),2021,5665000000.0,933000000.0 Campbell's Company (The),2022,5935000000.0,1246000000.0 Campbell's Company (The),2023,6440000000.0,1291000000.0 Axon Enterprise,2018,161485000.0,33763000.0 Axon Enterprise,2019,223574000.0,38845000.0 Axon Enterprise,2020,264672000.0,89958000.0 Axon Enterprise,2021,322471000.0,108688000.0 Axon Enterprise,2022,461297000.0,202471000.0 Axon Enterprise,2023,608009000.0,269855000.0 ","corporate,year,Inventory Turnover Axon Enterprise,2019,6.158384750991626 Axon Enterprise,2020,4.109717941352297 Axon Enterprise,2021,3.2466900919223143 Axon Enterprise,2022,2.9650243123290663 Axon Enterprise,2023,2.574531150095485 Campbell's Company (The),2019,5.251212415130941 Campbell's Company (The),2020,6.565167243367935 Campbell's Company (The),2021,6.280487804878049 Campbell's Company (The),2022,5.447452960073428 Campbell's Company (The),2023,5.07686243594797 " 1968,US,fundamental,"Over 2020-2024, what is the ratio of Deere & Company to United Rentals for the minimum of Inventory Turnover? (Use the average of beginning and ending inventory) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.1199,hard,operational efficiency,COGS / Average Inventory,"corporate,year,CostOfGoodsAndServicesSold,Inventories Deere & Company,2019,28370000000.0,7567000000.0 Deere & Company,2020,25289000000.0,4999000000.0 Deere & Company,2021,30459000000.0,6988000000.0 Deere & Company,2022,35338000000.0,6623000000.0 Deere & Company,2023,37715000000.0,6917000000.0 Deere & Company,2024,30775000000.0,7451000000.0 United Rentals,2019,5681000000.0,120000000.0 United Rentals,2020,5347000000.0,125000000.0 United Rentals,2021,5863000000.0,164000000.0 United Rentals,2022,6646000000.0,232000000.0 United Rentals,2023,8519000000.0,205000000.0 United Rentals,2024,9195000000.0,200000000.0 ","corporate,year,Inventory Turnover Deere & Company,2020,4.024988063027216 Deere & Company,2021,5.082005505964795 Deere & Company,2022,5.192564837263978 Deere & Company,2023,5.570901033973412 Deere & Company,2024,4.283825167037862 United Rentals,2020,43.648979591836735 United Rentals,2021,40.57439446366782 United Rentals,2022,33.56565656565657 United Rentals,2023,38.98855835240275 United Rentals,2024,45.407407407407405 " 1969,US,fundamental,"Calculate the average of Inventory Turnover for Textron and PPL Corporation separately from 2017 to 2021, and compute the ratio of Textron to PPL Corporation. (Use the average of beginning and ending inventory) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.5096,hard,operational efficiency,COGS / Average Inventory,"corporate,year,CostOfGoodsAndServicesSold,Inventories Textron,2016,11311000000.0,4464000000.0 Textron,2017,11795000000.0,4150000000.0 Textron,2018,11594000000.0,3818000000.0 Textron,2019,11406000000.0,4069000000.0 Textron,2020,10094000000.0,3513000000.0 Textron,2021,10297000000.0,3468000000.0 PPL Corporation,2016,1745000000.0,356000000.0 PPL Corporation,2017,1635000000.0,320000000.0 PPL Corporation,2018,1983000000.0,303000000.0 PPL Corporation,2019,1985000000.0,332000000.0 PPL Corporation,2020,1944000000.0,361000000.0 PPL Corporation,2021,1608000000.0,322000000.0 ","corporate,year,Inventory Turnover PPL Corporation,2017,4.837278106508876 PPL Corporation,2018,6.365971107544142 PPL Corporation,2019,6.251968503937008 PPL Corporation,2020,5.6103896103896105 PPL Corporation,2021,4.708638360175695 Textron,2017,2.7385651265381936 Textron,2018,2.910140562248996 Textron,2019,2.8923545074172687 Textron,2020,2.6626219994724347 Textron,2021,2.950007162297665 " 1970,US,fundamental,"Comparing the maximum of Receivables Turnover from 2019 to 2021, what is the ratio of McDonald's to Ross Stores? (Use the average of beginning and ending trade receivables) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.0722,hard,operational efficiency,Revenue / Average Trade Receivables,"corporate,year,Revenue,TradeReceivables McDonald's,2018,21025200000.0,2441500000.0 McDonald's,2019,21076500000.0,2224200000.0 McDonald's,2020,19207800000.0,2110300000.0 McDonald's,2021,23222900000.0,1872400000.0 Ross Stores,2018,14983541000.0,96711000.0 Ross Stores,2019,16039073000.0,102236000.0 Ross Stores,2020,12531565000.0,115067000.0 Ross Stores,2021,18916244000.0,119247000.0 ","corporate,year,Receivables Turnover McDonald's,2019,9.034657178987075 McDonald's,2020,8.862752335909564 McDonald's,2021,11.661887664147438 Ross Stores,2019,161.23965679301523 Ross Stores,2020,115.33724799013359 Ross Stores,2021,161.46063828879196 " 1971,US,fundamental,"What is the ratio of Pfizer to Deere & Company in terms of the average of Receivables Turnover from 2019 to 2021? (Use the average of beginning and ending trade receivables) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.761,hard,operational efficiency,Revenue / Average Trade Receivables,"corporate,year,Revenue,TradeReceivables Pfizer,2018,53647000000.0,8025000000.0 Pfizer,2019,51750000000.0,8724000000.0 Pfizer,2020,41908000000.0,7930000000.0 Pfizer,2021,81288000000.0,11479000000.0 Deere & Company,2018,37357700000.0,5004300000.0 Deere & Company,2019,39258000000.0,5230000000.0 Deere & Company,2020,35540000000.0,4171000000.0 Deere & Company,2021,44024000000.0,4208000000.0 ","corporate,year,Receivables Turnover Deere & Company,2019,7.671848587592703 Deere & Company,2020,7.560897776832252 Deere & Company,2021,10.508175199904523 Pfizer,2019,6.179473401397098 Pfizer,2020,5.032784916536568 Pfizer,2021,8.376320263795147 " 1972,US,fundamental,"From 2021 to 2025, how does the minimum of Receivables Turnover for Clorox compare to AutoZone as a ratio? (Use the average of beginning and ending trade receivables) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.3008,hard,operational efficiency,Revenue / Average Trade Receivables,"corporate,year,Revenue,TradeReceivables Clorox,2020,6721000000.0,648000000.0 Clorox,2021,7341000000.0,604000000.0 Clorox,2022,7107000000.0,681000000.0 Clorox,2023,7389000000.0,688000000.0 Clorox,2024,7093000000.0,695000000.0 Clorox,2025,7104000000.0,821000000.0 AutoZone,2020,12631967000.0,364774000.0 AutoZone,2021,14629585000.0,378392000.0 AutoZone,2022,16252230000.0,504886000.0 AutoZone,2023,17457209000.0,520385000.0 AutoZone,2024,18490268000.0,545575000.0 AutoZone,2025,18938717000.0,670137000.0 ","corporate,year,Receivables Turnover AutoZone,2021,39.37097499078268 AutoZone,2022,36.799807082254965 AutoZone,2023,34.053843325325694 AutoZone,2024,34.6922361064205 AutoZone,2025,31.156584783238134 Clorox,2021,11.726837060702875 Clorox,2022,11.06147859922179 Clorox,2023,10.79474068663258 Clorox,2024,10.257411424439624 Clorox,2025,9.37203166226913 " 1973,US,fundamental,"Over 2023-2025, what is the ratio of Tyson Foods to Entergy for the minimum of Receivables Turnover? (Use the average of beginning and ending trade receivables) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",2.4887,hard,operational efficiency,Revenue / Average Trade Receivables,"corporate,year,Revenue,TradeReceivables Tyson Foods,2022,53282000000.0,2577000000.0 Tyson Foods,2023,52881000000.0,2476000000.0 Tyson Foods,2024,53309000000.0,2406000000.0 Tyson Foods,2025,54441000000.0,2524000000.0 Entergy,2022,13764237000.0,1495257000.0 Entergy,2023,12147412000.0,1393455000.0 Entergy,2024,11879653000.0,1390399000.0 Entergy,2025,12946686000.0,1470232000.0 ","corporate,year,Receivables Turnover Entergy,2023,8.410261736026298 Entergy,2024,8.53468105726809 Entergy,2025,9.051629518102825 Tyson Foods,2023,20.930536315060362 Tyson Foods,2024,21.83900040966817 Tyson Foods,2025,22.085598377281947 " 1974,US,fundamental,"Calculate the minimum of Receivables Turnover for Uber and Aptiv separately from 2022 to 2024, and compute the ratio of Uber to Aptiv. (Use the average of beginning and ending trade receivables) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",2.1434,hard,operational efficiency,Revenue / Average Trade Receivables,"corporate,year,Revenue,TradeReceivables Uber,2021,17455000000.0,2439000000.0 Uber,2022,31877000000.0,2779000000.0 Uber,2023,37281000000.0,3404000000.0 Uber,2024,43978000000.0,3333000000.0 Aptiv,2021,15618000000.0,2784000000.0 Aptiv,2022,17489000000.0,3433000000.0 Aptiv,2023,20051000000.0,3546000000.0 Aptiv,2024,19713000000.0,3261000000.0 ","corporate,year,Receivables Turnover Aptiv,2022,5.626186263471127 Aptiv,2023,5.746095429144576 Aptiv,2024,5.791978845306303 Uber,2022,12.218091222690687 Uber,2023,12.059194565744784 Uber,2024,13.055662757904111 " 1975,US,fundamental,"Comparing the maximum of Payables Turnover from 2023 to 2025, what is the ratio of Abbott Laboratories to Labcorp? (Use the average of beginning and ending trade payables) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.3956,hard,operational efficiency,COGS / Average Trade Payables,"corporate,year,CostOfGoodsAndServicesSold,TradePayables Abbott Laboratories,2022,19142000000.0,4607000000.0 Abbott Laboratories,2023,17975000000.0,4295000000.0 Abbott Laboratories,2024,18706000000.0,4195000000.0 Abbott Laboratories,2025,19319000000.0,4240000000.0 Labcorp,2022,10491700000.0,934800000.0 Labcorp,2023,8796700000.0,827500000.0 Labcorp,2024,9384500000.0,875800000.0 Labcorp,2025,9939200000.0,840800000.0 ","corporate,year,Payables Turnover Abbott Laboratories,2023,4.038418332958885 Abbott Laboratories,2024,4.4065959952885745 Abbott Laboratories,2025,4.58067575577949 Labcorp,2023,9.983203767803438 Labcorp,2024,11.019198027358657 Labcorp,2025,11.580100198065944 " 1976,US,fundamental,"What is the ratio of EPAM Systems to Masco in terms of the maximum of Payables Turnover from 2017 to 2019? (Use the average of beginning and ending trade payables) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",32.3623,hard,operational efficiency,COGS / Average Trade Payables,"corporate,year,CostOfGoodsAndServicesSold,TradePayables EPAM Systems,2016,737186000.0,3213000.0 EPAM Systems,2017,921352000.0,5574000.0 EPAM Systems,2018,1186921000.0,7444000.0 EPAM Systems,2019,1488198000.0,7831000.0 Masco,2016,4901000000.0,800000000.0 Masco,2017,5033000000.0,824000000.0 Masco,2018,5670000000.0,926000000.0 Masco,2019,4336000000.0,697000000.0 ","corporate,year,Payables Turnover EPAM Systems,2017,209.70797769432116 EPAM Systems,2018,182.3507451221386 EPAM Systems,2019,194.8540752864157 Masco,2017,6.198275862068965 Masco,2018,6.48 Masco,2019,5.343191620455946 " 1977,US,fundamental,"From 2021 to 2025, how does the maximum of Payables Turnover for ON Semiconductor compare to Amcor as a ratio? (Use the average of beginning and ending trade payables) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.6386,hard,operational efficiency,COGS / Average Trade Payables,"corporate,year,CostOfGoodsAndServicesSold,TradePayables ON Semiconductor,2020,3539200000.0,572900000.0 ON Semiconductor,2021,4025500000.0,635100000.0 ON Semiconductor,2022,4249000000.0,852100000.0 ON Semiconductor,2023,4369500000.0,725600000.0 ON Semiconductor,2024,3866200000.0,574500000.0 ON Semiconductor,2025,4011500000.0,572300000.0 Amcor,2020,9932000000.0,2170800000.0 Amcor,2021,10129000000.0,2574000000.0 Amcor,2022,11724000000.0,3073000000.0 Amcor,2023,11969000000.0,2690000000.0 Amcor,2024,10928000000.0,2580000000.0 Amcor,2025,12175000000.0,3490000000.0 ","corporate,year,Payables Turnover Amcor,2021,4.269516101837802 Amcor,2022,4.15229325305472 Amcor,2023,4.153739371854937 Amcor,2024,4.147248576850095 Amcor,2025,4.011532125205931 ON Semiconductor,2021,6.664735099337748 ON Semiconductor,2022,5.714093598708983 ON Semiconductor,2023,5.539075869937251 ON Semiconductor,2024,5.947542496731021 ON Semiconductor,2025,6.9959888385071505 " 1978,US,fundamental,"Over 2022-2024, what is the ratio of Snap-on to Dollar Tree for the minimum of Payables Turnover? (Use the average of beginning and ending trade payables) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.4173,hard,operational efficiency,COGS / Average Trade Payables,"corporate,year,CostOfGoodsAndServicesSold,TradePayables Snap-on,2021,2218900000.0,277600000.0 Snap-on,2022,2395400000.0,287000000.0 Snap-on,2023,2488700000.0,238000000.0 Snap-on,2024,2329500000.0,265900000.0 Dollar Tree,2021,18583900000.0,1884200000.0 Dollar Tree,2022,19396300000.0,1899800000.0 Dollar Tree,2023,21272000000.0,2063800000.0 Dollar Tree,2024,11284100000.0,1705800000.0 ","corporate,year,Payables Turnover Dollar Tree,2022,10.251744186046512 Dollar Tree,2023,10.7336764557473 Dollar Tree,2024,5.986895161290323 Snap-on,2022,8.485299326957138 Snap-on,2023,9.480761904761906 Snap-on,2024,9.245882119468149 " 1979,US,fundamental,"Calculate the average of Payables Turnover for Visa Inc. and Dell Technologies separately from 2020 to 2024, and compute the ratio of Visa Inc. to Dell Technologies. (Use the average of beginning and ending trade payables) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",5.248,hard,operational efficiency,COGS / Average Trade Payables,"corporate,year,CostOfGoodsAndServicesSold,TradePayables Visa Inc.,2019,3444000000.0,156000000.0 Visa Inc.,2020,3785000000.0,174000000.0 Visa Inc.,2021,4240000000.0,266000000.0 Visa Inc.,2022,4990000000.0,340000000.0 Visa Inc.,2023,5831000000.0,375000000.0 Visa Inc.,2024,6264000000.0,479000000.0 Dell Technologies,2019,63221000000.0,20065000000.0 Dell Technologies,2020,64807000000.0,21696000000.0 Dell Technologies,2021,79306000000.0,27143000000.0 Dell Technologies,2022,79615000000.0,18598000000.0 Dell Technologies,2023,67556000000.0,19389000000.0 Dell Technologies,2024,74317000000.0,20832000000.0 ","corporate,year,Payables Turnover Dell Technologies,2020,3.103709202365844 Dell Technologies,2021,3.24765044329327 Dell Technologies,2022,3.4811219693491617 Dell Technologies,2023,3.5567957459130755 Dell Technologies,2024,3.6954327341438553 Visa Inc.,2020,22.939393939393938 Visa Inc.,2021,19.272727272727273 Visa Inc.,2022,16.46864686468647 Visa Inc.,2023,16.31048951048951 Visa Inc.,2024,14.669789227166277 " 1980,US,fundamental,"Comparing the average of Total Asset Turnover from 2020 to 2024, what is the ratio of Kraft Heinz to Charter Communications? (Use the average of beginning and ending total assets) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.774,hard,operational efficiency,Revenue / Average Total Assets,"corporate,year,Revenue,Assets Kraft Heinz,2019,24977000000.0,101450000000.0 Kraft Heinz,2020,26185000000.0,99830000000.0 Kraft Heinz,2021,26042000000.0,93394000000.0 Kraft Heinz,2022,26485000000.0,90513000000.0 Kraft Heinz,2023,26640000000.0,90339000000.0 Kraft Heinz,2024,25846000000.0,88287000000.0 Charter Communications,2019,45764000000.0,148188000000.0 Charter Communications,2020,48097000000.0,144206000000.0 Charter Communications,2021,51682000000.0,142491000000.0 Charter Communications,2022,54022000000.0,144523000000.0 Charter Communications,2023,54607000000.0,147193000000.0 Charter Communications,2024,55085000000.0,150020000000.0 ","corporate,year,Total Asset Turnover Charter Communications,2020,0.32898759892473856 Charter Communications,2021,0.36053394350132717 Charter Communications,2022,0.3764415673103054 Charter Communications,2023,0.3743846755063144 Charter Communications,2024,0.3706769219381386 Kraft Heinz,2020,0.26018481717011127 Kraft Heinz,2021,0.269552436550325 Kraft Heinz,2022,0.2880260131479498 Kraft Heinz,2023,0.29460553380664856 Kraft Heinz,2024,0.2893867634051034 " 1981,US,fundamental,"What is the ratio of Aon plc to Jacobs Solutions in terms of the maximum of Total Asset Turnover from 2017 to 2021? (Use the average of beginning and ending total assets) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.2741,hard,operational efficiency,Revenue / Average Total Assets,"corporate,year,Revenue,Assets Aon plc,2016,11627000000.0,26615000000.0 Aon plc,2017,9998000000.0,26088000000.0 Aon plc,2018,10770000000.0,26422000000.0 Aon plc,2019,11013000000.0,29405000000.0 Aon plc,2020,11066000000.0,32114000000.0 Aon plc,2021,12193000000.0,31917000000.0 Jacobs Solutions,2016,10964157000.0,7360022000.0 Jacobs Solutions,2017,10022788000.0,7380859000.0 Jacobs Solutions,2018,14984646000.0,12645795000.0 Jacobs Solutions,2019,12737868000.0,11462711000.0 Jacobs Solutions,2020,13566975000.0,12354353000.0 Jacobs Solutions,2021,14092632000.0,14632609000.0 ","corporate,year,Total Asset Turnover Aon plc,2017,0.37940914179458474 Aon plc,2018,0.41020757950866504 Aon plc,2019,0.3945402762104358 Aon plc,2020,0.35975877371218645 Aon plc,2021,0.3808467773422249 Jacobs Solutions,2017,1.3598628195967393 Jacobs Solutions,2018,1.496470254092371 Jacobs Solutions,2019,1.0567115191625727 Jacobs Solutions,2020,1.1392651084113474 Jacobs Solutions,2021,1.0444029972695703 " 1982,US,fundamental,"From 2019 to 2023, how does the CAGR of Total Asset Turnover for Dominion Energy compare to CSX Corporation as a ratio? (Use the average of beginning and ending total assets) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",-3.2603,hard,operational efficiency,Revenue / Average Total Assets,"corporate,year,Revenue,Assets Dominion Energy,2018,13366000000.0,77914000000.0 Dominion Energy,2019,16572000000.0,103823000000.0 Dominion Energy,2020,14172000000.0,95905000000.0 Dominion Energy,2021,13964000000.0,99590000000.0 Dominion Energy,2022,17174000000.0,104243000000.0 Dominion Energy,2023,14393000000.0,109032000000.0 CSX Corporation,2018,12250000000.0,36729000000.0 CSX Corporation,2019,11937000000.0,38257000000.0 CSX Corporation,2020,10583000000.0,39793000000.0 CSX Corporation,2021,12522000000.0,40531000000.0 CSX Corporation,2022,14853000000.0,41912000000.0 CSX Corporation,2023,14657000000.0,42408000000.0 ","corporate,year,Total Asset Turnover CSX Corporation,2019,0.31837943082708775 CSX Corporation,2020,0.2711851377322229 CSX Corporation,2021,0.31178726159055825 CSX Corporation,2022,0.3603216767948765 CSX Corporation,2023,0.3476518026565465 Dominion Energy,2019,0.1823734297363773 Dominion Energy,2020,0.1419130016822879 Dominion Energy,2021,0.14285787360290544 Dominion Energy,2022,0.1685104963376882 Dominion Energy,2023,0.13497128120970578 " 1983,US,fundamental,"Over 2019-2023, what is the ratio of Regeneron Pharmaceuticals to Emerson Electric for the CAGR of Total Asset Turnover? (Use the average of beginning and ending total assets) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.4306,hard,operational efficiency,Revenue / Average Total Assets,"corporate,year,Revenue,Assets Regeneron Pharmaceuticals,2018,6710800000.0,11734500000.0 Regeneron Pharmaceuticals,2019,7863400000.0,14805200000.0 Regeneron Pharmaceuticals,2020,8497100000.0,17163300000.0 Regeneron Pharmaceuticals,2021,16071700000.0,25434800000.0 Regeneron Pharmaceuticals,2022,12172900000.0,29214500000.0 Regeneron Pharmaceuticals,2023,13117200000.0,33080200000.0 Emerson Electric,2018,17408000000.0,20390000000.0 Emerson Electric,2019,18372000000.0,20497000000.0 Emerson Electric,2020,16785000000.0,22882000000.0 Emerson Electric,2021,18236000000.0,24715000000.0 Emerson Electric,2022,19629000000.0,35672000000.0 Emerson Electric,2023,15165000000.0,42746000000.0 ","corporate,year,Total Asset Turnover Emerson Electric,2019,0.8986719495194071 Emerson Electric,2020,0.7738767606445515 Emerson Electric,2021,0.7662667815198437 Emerson Electric,2022,0.6501068110686075 Emerson Electric,2023,0.3867734448723507 Regeneron Pharmaceuticals,2019,0.5925764044054755 Regeneron Pharmaceuticals,2020,0.5315920359103492 Regeneron Pharmaceuticals,2021,0.7545735607926175 Regeneron Pharmaceuticals,2022,0.44549152505155604 Regeneron Pharmaceuticals,2023,0.4211337401095117 " 1984,US,fundamental,"Calculate the minimum of Total Asset Turnover for Fastenal and CDW Corporation separately from 2018 to 2022, and compute the ratio of Fastenal to CDW Corporation. (Use the average of beginning and ending total assets) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.8064,hard,operational efficiency,Revenue / Average Total Assets,"corporate,year,Revenue,Assets Fastenal,2017,4390500000.0,2910500000.0 Fastenal,2018,4965100000.0,3321500000.0 Fastenal,2019,5333700000.0,3799900000.0 Fastenal,2020,5647300000.0,3964700000.0 Fastenal,2021,6010900000.0,4299000000.0 Fastenal,2022,6980600000.0,4548600000.0 CDW Corporation,2017,15191500000.0,6956600000.0 CDW Corporation,2018,16240500000.0,7167700000.0 CDW Corporation,2019,18032400000.0,7999400000.0 CDW Corporation,2020,18467500000.0,9344700000.0 CDW Corporation,2021,20820800000.0,13199400000.0 CDW Corporation,2022,23748700000.0,13131500000.0 ","corporate,year,Total Asset Turnover CDW Corporation,2018,2.2996537881523333 CDW Corporation,2019,2.3778309630713848 CDW Corporation,2020,2.1295426110319937 CDW Corporation,2021,1.8471174276196434 CDW Corporation,2022,1.8038654204755629 Fastenal,2018,1.5934210526315788 Fastenal,2019,1.4979357991406184 Fastenal,2020,1.4546274115859155 Fastenal,2021,1.4547720754625653 Fastenal,2022,1.5779646457796466 " 1985,US,fundamental,"Comparing the average of Fixed Asset Turnover from 2023 to 2025, what is the ratio of Take-Two Interactive to Zimmer Biomet? (Use the average of beginning and ending fixed assets) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",3.6335,hard,operational efficiency,Revenue / Average Net PP&E,"corporate,year,Revenue,PlantPropertyEquipmentNet Take-Two Interactive,2022,5349900000.0,402800000.0 Take-Two Interactive,2023,5349600000.0,411100000.0 Take-Two Interactive,2024,5633600000.0,443800000.0 Take-Two Interactive,2025,6656400000.0,445400000.0 Zimmer Biomet,2022,6939900000.0,1872500000.0 Zimmer Biomet,2023,7394200000.0,2060400000.0 Zimmer Biomet,2024,7678600000.0,2048800000.0 Zimmer Biomet,2025,8231500000.0,2207100000.0 ","corporate,year,Fixed Asset Turnover Take-Two Interactive,2023,13.145595281975673 Take-Two Interactive,2024,13.179553164112761 Take-Two Interactive,2025,14.97165991902834 Zimmer Biomet,2023,3.7601769686490885 Zimmer Biomet,2024,3.73727246179305 Zimmer Biomet,2025,3.8682769801922037 " 1986,US,fundamental,"What is the ratio of Allegion to Royal Caribbean Group in terms of the minimum of Fixed Asset Turnover from 2018 to 2020? (Use the average of beginning and ending fixed assets) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",106.512,hard,operational efficiency,Revenue / Average Net PP&E,"corporate,year,Revenue,PlantPropertyEquipmentNet Allegion,2017,2408200000.0,252200000.0 Allegion,2018,2731700000.0,276700000.0 Allegion,2019,2854000000.0,291400000.0 Allegion,2020,2719900000.0,294900000.0 Royal Caribbean Group,2017,8777845000.0,19735180000.0 Royal Caribbean Group,2018,9493849000.0,23466163000.0 Royal Caribbean Group,2019,10950661000.0,25466808000.0 Royal Caribbean Group,2020,2208805000.0,25246595000.0 ","corporate,year,Fixed Asset Turnover Allegion,2018,10.329740971828324 Allegion,2019,10.047526843865517 Allegion,2020,9.278185229404741 Royal Caribbean Group,2018,0.43951638262727155 Royal Caribbean Group,2019,0.44757801442303596 Royal Caribbean Group,2020,0.08710931900980891 " 1987,US,fundamental,"From 2017 to 2019, how does the average of Fixed Asset Turnover for Equity Residential compare to Zoetis as a ratio? (Use the average of beginning and ending fixed assets) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.1187,hard,operational efficiency,Revenue / Average Net PP&E,"corporate,year,Revenue,PlantPropertyEquipmentNet Equity Residential,2016,2425800000.0,5899862000.0 Equity Residential,2017,2471406000.0,5996024000.0 Equity Residential,2018,2578434000.0,5875803000.0 Equity Residential,2019,2701075000.0,5936188000.0 Zoetis,2016,4888000000.0,1381000000.0 Zoetis,2017,5307000000.0,1435000000.0 Zoetis,2018,5825000000.0,1658000000.0 Zoetis,2019,6260000000.0,1940000000.0 ","corporate,year,Fixed Asset Turnover Equity Residential,2017,0.4155059993009348 Equity Residential,2018,0.43437863439216223 Equity Residential,2019,0.4573445746783925 Zoetis,2017,3.7691761363636362 Zoetis,2018,3.7665696734561913 Zoetis,2019,3.4797109505280712 " 1988,US,fundamental,"Over 2019-2021, what is the ratio of JPMorgan Chase to Digital Realty for the maximum of Fixed Asset Turnover? (Use the average of beginning and ending fixed assets) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.1567,hard,operational efficiency,Revenue / Average Net PP&E,"corporate,year,Revenue,PlantPropertyEquipmentNet JPMorgan Chase,2018,12059000000.0,14934000000.0 JPMorgan Chase,2019,14018000000.0,25813000000.0 JPMorgan Chase,2020,18021000000.0,27109000000.0 JPMorgan Chase,2021,16304000000.0,27070000000.0 Digital Realty,2018,3046478000.0,175108000.0 Digital Realty,2019,3209241000.0,1287109000.0 Digital Realty,2020,3903609000.0,1148158000.0 Digital Realty,2021,4427882000.0,1807689000.0 ","corporate,year,Fixed Asset Turnover Digital Realty,2019,4.389555038684409 Digital Realty,2020,3.205898162295962 Digital Realty,2021,2.996015693640435 JPMorgan Chase,2019,0.68805065403588 JPMorgan Chase,2020,0.6810400211632214 JPMorgan Chase,2021,0.601856807988335 " 1989,US,fundamental,"Calculate the minimum of Fixed Asset Turnover for Amgen and Constellation Energy separately from 2022 to 2024, and compute the ratio of Amgen to Constellation Energy. (Use the average of beginning and ending fixed assets) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",4.5613,hard,operational efficiency,Revenue / Average Net PP&E,"corporate,year,Revenue,PlantPropertyEquipmentNet Amgen,2021,25979000000.0,5184000000.0 Amgen,2022,26323000000.0,5427000000.0 Amgen,2023,28190000000.0,5941000000.0 Amgen,2024,33424000000.0,6543000000.0 Constellation Energy,2021,55588000000.0,19612000000.0 Constellation Energy,2022,24440000000.0,19822000000.0 Constellation Energy,2023,24918000000.0,22116000000.0 Constellation Energy,2024,23568000000.0,21235000000.0 ","corporate,year,Fixed Asset Turnover Amgen,2022,4.961455093770615 Amgen,2023,4.959535538353272 Amgen,2024,5.354694008330664 Constellation Energy,2022,1.239539483694274 Constellation Energy,2023,1.1883256235395108 Constellation Energy,2024,1.0873105580032756 " 1990,US,fundamental,"Comparing the maximum of Working Capital Turnover from 2022 to 2024, what is the ratio of Dayforce to Kimberly-Clark? (Use the average of beginning and ending net working capital) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",-0.2265,hard,operational efficiency,Revenue / Average Net Working Capital,"corporate,year,Revenue,CurrentAssetsTotal,CurrentLiabilitiesTotal Dayforce,2021,1024200000.0,4144100000.0,3741900000.0 Dayforce,2022,1246200000.0,4894000000.0,4533500000.0 Dayforce,2023,1513700000.0,5955200000.0,5334900000.0 Dayforce,2024,1760000000.0,5983500000.0,5314800000.0 Kimberly-Clark,2021,19440000000.0,5565000000.0,6749000000.0 Kimberly-Clark,2022,20175000000.0,5729000000.0,7334000000.0 Kimberly-Clark,2023,20431000000.0,5703000000.0,6930000000.0 Kimberly-Clark,2024,20058000000.0,5580000000.0,7004000000.0 ","corporate,year,Working Capital Turnover Dayforce,2022,3.2678641667759276 Dayforce,2023,3.086663947797716 Dayforce,2024,2.730799069045772 Kimberly-Clark,2022,-14.467551093581928 Kimberly-Clark,2023,-14.42867231638418 Kimberly-Clark,2024,-15.132402866842702 " 1991,US,fundamental,"What is the ratio of Pinnacle West Capital to Tyler Technologies in terms of the minimum of Working Capital Turnover from 2018 to 2022? (Use the average of beginning and ending net working capital) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",-12.8174,hard,operational efficiency,Revenue / Average Net Working Capital,"corporate,year,Revenue,CurrentAssetsTotal,CurrentLiabilitiesTotal Pinnacle West Capital,2017,3565296000.0,1016288000.0,1197852000.0 Pinnacle West Capital,2018,3691247000.0,924991000.0,1648964000.0 Pinnacle West Capital,2019,3471209000.0,1030030000.0,2078365000.0 Pinnacle West Capital,2020,3586982000.0,1198319000.0,1360433000.0 Pinnacle West Capital,2021,3803835000.0,1551100000.0,1756869000.0 Pinnacle West Capital,2022,4324385000.0,1750554000.0,1762141000.0 Tyler Technologies,2017,840662000.0,496800000.0,382310000.0 Tyler Technologies,2018,935282000.0,518858000.0,423902000.0 Tyler Technologies,2019,1086427000.0,679697000.0,509093000.0 Tyler Technologies,2020,1116663000.0,1113070000.0,564277000.0 Tyler Technologies,2021,1592287000.0,964331000.0,829501000.0 Tyler Technologies,2022,1850204000.0,847242000.0,889695000.0 ","corporate,year,Working Capital Turnover Pinnacle West Capital,2018,-8.15261441553465 Pinnacle West Capital,2019,-3.9171622539648863 Pinnacle West Capital,2020,-5.926696622492976 Pinnacle West Capital,2021,-20.679591065637716 Pinnacle West Capital,2022,-39.790804026573916 Tyler Technologies,2018,8.931008469963619 Tyler Technologies,2019,8.182158457599035 Tyler Technologies,2020,3.1044416365372665 Tyler Technologies,2021,4.658377497538848 Tyler Technologies,2022,40.05767669441528 " 1992,US,fundamental,"From 2018 to 2020, how does the average of Working Capital Turnover for Comcast compare to Waste Management as a ratio? (Use the average of beginning and ending net working capital) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",12.7907,hard,operational efficiency,Revenue / Average Net Working Capital,"corporate,year,Revenue,CurrentAssetsTotal,CurrentLiabilitiesTotal Comcast,2017,84526000000.0,16060000000.0,21561000000.0 Comcast,2018,94507000000.0,21848000000.0,27603000000.0 Comcast,2019,108942000000.0,25392000000.0,30292000000.0 Comcast,2020,103564000000.0,26741000000.0,28796000000.0 Waste Management,2017,14485000000.0,2624000000.0,3262000000.0 Waste Management,2018,14914000000.0,2645000000.0,3108000000.0 Waste Management,2019,15455000000.0,6209000000.0,3144000000.0 Waste Management,2020,15218000000.0,3540000000.0,3553000000.0 ","corporate,year,Working Capital Turnover Comcast,2018,-16.79228855721393 Comcast,2019,-20.448991083998123 Comcast,2020,-29.78116462976276 Waste Management,2018,-27.091734786557677 Waste Management,2019,11.879323597232897 Waste Management,2020,9.972477064220184 " 1993,US,fundamental,"Over 2017-2021, what is the ratio of Moody's Corporation to Campbell's Company (The) for the average of Working Capital Turnover? (Use the average of beginning and ending net working capital) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",-0.3454,hard,operational efficiency,Revenue / Average Net Working Capital,"corporate,year,Revenue,CurrentAssetsTotal,CurrentLiabilitiesTotal Moody's Corporation,2016,3604200000.0,3253100000.0,2428200000.0 Moody's Corporation,2017,4204100000.0,2580600000.0,2063300000.0 Moody's Corporation,2018,4442700000.0,3386900000.0,2098500000.0 Moody's Corporation,2019,4829000000.0,3679000000.0,1912000000.0 Moody's Corporation,2020,5371000000.0,4509000000.0,2222000000.0 Moody's Corporation,2021,6218000000.0,4011000000.0,2496000000.0 Campbell's Company (The),2016,7961000000.0,1908000000.0,2555000000.0 Campbell's Company (The),2017,7890000000.0,1900000000.0,2395000000.0 Campbell's Company (The),2018,8685000000.0,2296000000.0,3594000000.0 Campbell's Company (The),2019,8107000000.0,1967000000.0,3385000000.0 Campbell's Company (The),2020,8691000000.0,2385000000.0,3075000000.0 Campbell's Company (The),2021,8476000000.0,1695000000.0,1814000000.0 ","corporate,year,Working Capital Turnover Campbell's Company (The),2017,-13.81786339754816 Campbell's Company (The),2018,-9.687674288901283 Campbell's Company (The),2019,-5.9698085419734905 Campbell's Company (The),2020,-8.24573055028463 Campbell's Company (The),2021,-20.95426452410383 Moody's Corporation,2017,6.264491133959171 Moody's Corporation,2018,4.920750955308191 Moody's Corporation,2019,3.1609609216469203 Moody's Corporation,2020,2.649728663048841 Moody's Corporation,2021,3.2709100473435035 " 1994,US,fundamental,"Calculate the minimum of Working Capital Turnover for Cooper Companies (The) and Brown & Brown separately from 2021 to 2025, and compute the ratio of Cooper Companies (The) to Brown & Brown. (Use the average of beginning and ending net working capital) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.8838,hard,operational efficiency,Revenue / Average Net Working Capital,"corporate,year,Revenue,CurrentAssetsTotal,CurrentLiabilitiesTotal Cooper Companies (The),2020,2430900000.0,1274200000.0,1004400000.0 Cooper Companies (The),2021,2922500000.0,1465300000.0,732100000.0 Cooper Companies (The),2022,3308400000.0,1533600000.0,1280200000.0 Cooper Companies (The),2023,3593200000.0,1704900000.0,969000000.0 Cooper Companies (The),2024,3895400000.0,1951500000.0,1022800000.0 Cooper Companies (The),2025,4092400000.0,2106400000.0,1112800000.0 Brown & Brown,2020,2613375000.0,2958249000.0,2354352000.0 Brown & Brown,2021,3051398000.0,3330284000.0,2667366000.0 Brown & Brown,2022,3573400000.0,4996000000.0,4596600000.0 Brown & Brown,2023,4257100000.0,5129900000.0,4956900000.0 Brown & Brown,2024,4805000000.0,6924000000.0,6314000000.0 Brown & Brown,2025,5902000000.0,8614000000.0,8294000000.0 ","corporate,year,Working Capital Turnover Brown & Brown,2021,4.817432695381725 Brown & Brown,2022,6.727552390150596 Brown & Brown,2023,14.87456324248777 Brown & Brown,2024,12.27330779054917 Brown & Brown,2025,12.69247311827957 Cooper Companies (The),2021,5.827517447657029 Cooper Companies (The),2022,6.706669369551997 Cooper Companies (The),2023,7.264126149802891 Cooper Companies (The),2024,4.680283551603989 Cooper Companies (The),2025,4.257816157727722 " 1995,US,fundamental,"Comparing the maximum of Current Ratio from 2019 to 2021, what is the ratio of Keurig Dr Pepper to MSCI Inc.? According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.204,hard,solvency,Current Assets / Current Liabilities,"corporate,year,CurrentAssetsTotal,CurrentLiabilitiesTotal Keurig Dr Pepper,2019,2273000000.0,6474000000.0 Keurig Dr Pepper,2020,2388000000.0,7694000000.0 Keurig Dr Pepper,2021,3057000000.0,6485000000.0 MSCI Inc.,2019,2081777000.0,900786000.0 MSCI Inc.,2020,1925598000.0,1021769000.0 MSCI Inc.,2021,2143410000.0,1250937000.0 ","corporate,year,Current Ratio Keurig Dr Pepper,2019,0.35109669447018843 Keurig Dr Pepper,2020,0.31037171822199117 Keurig Dr Pepper,2021,0.47139552814186586 MSCI Inc.,2019,2.311067223513687 MSCI Inc.,2020,1.884572736107672 MSCI Inc.,2021,1.7134436026754345 " 1996,US,fundamental,"What is the ratio of Republic Services to Cigna in terms of the average of Current Ratio from 2020 to 2024? According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.8161,hard,solvency,Current Assets / Current Liabilities,"corporate,year,CurrentAssetsTotal,CurrentLiabilitiesTotal Republic Services,2020,1521800000.0,2282000000.0 Republic Services,2021,1710800000.0,2415600000.0 Republic Services,2022,2357100000.0,3390700000.0 Republic Services,2023,2381000000.0,4228300000.0 Republic Services,2024,2406000000.0,4128000000.0 Cigna,2020,27799000000.0,36022000000.0 Cigna,2021,36134000000.0,43572000000.0 Cigna,2022,30120000000.0,41229000000.0 Cigna,2023,37351000000.0,48716000000.0 Cigna,2024,48870000000.0,57979000000.0 ","corporate,year,Current Ratio Cigna,2020,0.7717228360446394 Cigna,2021,0.8292940420453502 Cigna,2022,0.7305537364476461 Cigna,2023,0.7667090894162082 Cigna,2024,0.8428913917107919 Republic Services,2020,0.6668711656441718 Republic Services,2021,0.7082298393773804 Republic Services,2022,0.6951661898722977 Republic Services,2023,0.563110469928813 Republic Services,2024,0.5828488372093024 " 1997,US,fundamental,"From 2020 to 2022, how does the maximum of Current Ratio for Trimble Inc. compare to PTC Inc. as a ratio? According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.8863,hard,solvency,Current Assets / Current Liabilities,"corporate,year,CurrentAssetsTotal,CurrentLiabilitiesTotal Trimble Inc.,2020,1281400000.0,1311300000.0 Trimble Inc.,2021,1450600000.0,1188600000.0 Trimble Inc.,2022,1518200000.0,1462100000.0 PTC Inc.,2020,833447000.0,680760000.0 PTC Inc.,2021,1073010000.0,779282000.0 PTC Inc.,2022,1068657000.0,792258000.0 ","corporate,year,Current Ratio PTC Inc.,2020,1.2242890299077502 PTC Inc.,2021,1.3769213198816346 PTC Inc.,2022,1.348874987693403 Trimble Inc.,2020,0.9771982002592847 Trimble Inc.,2021,1.2204273935722698 Trimble Inc.,2022,1.038369468572601 " 1998,US,fundamental,"Over 2022-2024, what is the ratio of Biogen to Cintas for the average of Current Ratio? According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.062,hard,solvency,Current Assets / Current Liabilities,"corporate,year,CurrentAssetsTotal,CurrentLiabilitiesTotal Biogen,2022,9791200000.0,3272800000.0 Biogen,2023,6859300000.0,3434300000.0 Biogen,2024,7456800000.0,5528800000.0 Cintas,2022,2631983000.0,1432890000.0 Cintas,2023,2938459000.0,1230062000.0 Cintas,2024,3185207000.0,1828519000.0 ","corporate,year,Current Ratio Biogen,2022,2.9916890735761426 Biogen,2023,1.997292024575605 Biogen,2024,1.3487194327883085 Cintas,2022,1.8368353467467844 Cintas,2023,2.3888706422928276 Cintas,2024,1.7419600233850454 " 1999,US,fundamental,"Calculate the average of Current Ratio for Lululemon Athletica and Paycom separately from 2019 to 2021, and compute the ratio of Lululemon Athletica to Paycom. According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",2.1865,hard,solvency,Current Assets / Current Liabilities,"corporate,year,CurrentAssetsTotal,CurrentLiabilitiesTotal Lululemon Athletica,2019,1807938000.0,620418000.0 Lululemon Athletica,2020,2124379000.0,883178000.0 Lululemon Athletica,2021,2614853000.0,1405334000.0 Paycom,2019,1871100000.0,1753522000.0 Paycom,2020,1864605000.0,1718030000.0 Paycom,2021,2252038000.0,1990410000.0 ","corporate,year,Current Ratio Lululemon Athletica,2019,2.914064388847519 Lululemon Athletica,2020,2.4053803423545426 Lululemon Athletica,2021,1.8606630167632747 Paycom,2019,1.0670524806646282 Paycom,2020,1.0853157395388904 Paycom,2021,1.1314442753000638 " 2000,US,fundamental,"Comparing the maximum of Quick Ratio from 2016 to 2020, what is the ratio of Seagate Technology to Emcor? According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.0751,hard,solvency,(Current Assets - Inventory) / Current Liabilities,"corporate,year,CurrentAssetsTotal,CurrentLiabilitiesTotal,Inventories Seagate Technology,2016,3533000000.0,2249000000.0,868000000.0 Seagate Technology,2017,5041000000.0,2626000000.0,982000000.0 Seagate Technology,2018,4310000000.0,3190000000.0,1053000000.0 Seagate Technology,2019,4363000000.0,2232000000.0,970000000.0 Seagate Technology,2020,4114000000.0,2722000000.0,1142000000.0 Emcor,2016,2210847000.0,1511774000.0,37426000.0 Emcor,2017,2284509000.0,1650952000.0,42724000.0 Emcor,2018,2386207000.0,1734398000.0,42321000.0 Emcor,2019,2659883000.0,1938610000.0,40446000.0 Emcor,2020,3120936000.0,2163232000.0,53338000.0 ","corporate,year,Quick Ratio Emcor,2016,1.4376626400506953 Emcor,2017,1.3578741235359961 Emcor,2018,1.3514118443402263 Emcor,2019,1.3511933808244052 Emcor,2020,1.4180624177157142 Seagate Technology,2016,1.1849710982658959 Seagate Technology,2017,1.5456968773800457 Seagate Technology,2018,1.0210031347962383 Seagate Technology,2019,1.5201612903225807 Seagate Technology,2020,1.091844232182219 " 2001,US,fundamental,"What is the ratio of Monster Beverage to Dow Inc. in terms of the maximum of Quick Ratio from 2023 to 2025? According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",3.1832,hard,solvency,(Current Assets - Inventory) / Current Liabilities,"corporate,year,CurrentAssetsTotal,CurrentLiabilitiesTotal,Inventories Monster Beverage,2023,5588996000.0,1161689000.0,971406000.0 Monster Beverage,2024,3641504000.0,1097519000.0,737107000.0 Monster Beverage,2025,5361084000.0,1447780000.0,799623000.0 Dow Inc.,2023,17614000000.0,9957000000.0,6076000000.0 Dow Inc.,2024,16590000000.0,10288000000.0,6544000000.0 Dow Inc.,2025,18062000000.0,9183000000.0,6595000000.0 ","corporate,year,Quick Ratio Dow Inc.,2023,1.1587827658933414 Dow Inc.,2024,0.9764774494556765 Dow Inc.,2025,1.2487204617227485 Monster Beverage,2023,3.9748934525505537 Monster Beverage,2024,2.64632958518258 Monster Beverage,2025,3.150658939894183 " 2002,US,fundamental,"From 2022 to 2024, how does the average of Quick Ratio for Procter & Gamble compare to Mettler Toledo as a ratio? According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.6233,hard,solvency,(Current Assets - Inventory) / Current Liabilities,"corporate,year,CurrentAssetsTotal,CurrentLiabilitiesTotal,Inventories Procter & Gamble,2022,21653000000.0,33081000000.0,6924000000.0 Procter & Gamble,2023,22648000000.0,35756000000.0,7073000000.0 Procter & Gamble,2024,24709000000.0,33627000000.0,7016000000.0 Mettler Toledo,2022,1375089000.0,1147731000.0,441694000.0 Mettler Toledo,2023,1230203000.0,1181082000.0,385865000.0 Mettler Toledo,2024,1193906000.0,1168193000.0,342274000.0 ","corporate,year,Quick Ratio Mettler Toledo,2022,0.813252408447624 Mettler Toledo,2023,0.7148851646202381 Mettler Toledo,2024,0.7290165238107059 Procter & Gamble,2022,0.44524047036062997 Procter & Gamble,2023,0.4355912294440094 Procter & Gamble,2024,0.5261545781663545 " 2003,US,fundamental,"Over 2021-2025, what is the ratio of Genuine Parts Company to PPL Corporation for the minimum of Quick Ratio? According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.7305,hard,solvency,(Current Assets - Inventory) / Current Liabilities,"corporate,year,CurrentAssetsTotal,CurrentLiabilitiesTotal,Inventories Genuine Parts Company,2021,7756422000.0,6581583000.0,3889919000.0 Genuine Parts Company,2022,8816739000.0,7686110000.0,4441649000.0 Genuine Parts Company,2023,9605852000.0,7827109000.0,4676686000.0 Genuine Parts Company,2024,9852584000.0,8525380000.0,5514427000.0 Genuine Parts Company,2025,10564734000.0,9787705000.0,6071996000.0 PPL Corporation,2021,5007000000.0,2323000000.0,322000000.0 PPL Corporation,2022,2824000000.0,3789000000.0,443000000.0 PPL Corporation,2023,2932000000.0,3340000000.0,505000000.0 PPL Corporation,2024,2880000000.0,3333000000.0,511000000.0 PPL Corporation,2025,3931000000.0,4546000000.0,551000000.0 ","corporate,year,Quick Ratio Genuine Parts Company,2021,0.5874731048746176 Genuine Parts Company,2022,0.5692203208124786 Genuine Parts Company,2023,0.6297556351904643 Genuine Parts Company,2024,0.5088520394398842 Genuine Parts Company,2025,0.4590185339668492 PPL Corporation,2021,2.0167886353852778 PPL Corporation,2022,0.6283979941937187 PPL Corporation,2023,0.7266467065868264 PPL Corporation,2024,0.7107710771077108 PPL Corporation,2025,0.7435107787065552 " 2004,US,fundamental,"Calculate the minimum of Quick Ratio for Zoetis and Alliant Energy separately from 2020 to 2022, and compute the ratio of Zoetis to Alliant Energy. According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",3.5013,hard,solvency,(Current Assets - Inventory) / Current Liabilities,"corporate,year,CurrentAssetsTotal,CurrentLiabilitiesTotal,Inventories Zoetis,2020,6611000000.0,2170000000.0,1628000000.0 Zoetis,2021,6930000000.0,1797000000.0,1923000000.0 Zoetis,2022,7506000000.0,3167000000.0,2345000000.0 Alliant Energy,2020,887000000.0,1297000000.0,105000000.0 Alliant Energy,2021,1069000000.0,2054000000.0,113000000.0 Alliant Energy,2022,1250000000.0,2363000000.0,140000000.0 ","corporate,year,Quick Ratio Alliant Energy,2020,0.6029298380878951 Alliant Energy,2021,0.46543330087633883 Alliant Energy,2022,0.46974185357596276 Zoetis,2020,2.2963133640552997 Zoetis,2021,2.7863105175292153 Zoetis,2022,1.6296179349542153 " 2005,US,fundamental,"Comparing the maximum of Cash Ratio from 2022 to 2024, what is the ratio of S&P Global to Ford Motor Company? According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.5798,hard,solvency,(Cash + Short-Term Investments) / Current Liabilities,"corporate,year,CashAndMarketableSecurities,ShortTermInvestments,CurrentLiabilitiesTotal S&P Global,2022,1286000000.0,14000000.0,5999000000.0 S&P Global,2023,1290000000.0,26000000.0,6125000000.0 S&P Global,2024,1666000000.0,20000000.0,6392000000.0 Ford Motor Company,2022,25134000000.0,18936000000.0,96866000000.0 Ford Motor Company,2023,24862000000.0,15309000000.0,101531000000.0 Ford Motor Company,2024,22935000000.0,15413000000.0,106859000000.0 ","corporate,year,Cash Ratio Ford Motor Company,2022,0.4549583961348667 Ford Motor Company,2023,0.3956525593168589 Ford Motor Company,2024,0.3588654207881414 S&P Global,2022,0.21670278379729954 S&P Global,2023,0.21485714285714286 S&P Global,2024,0.2637672090112641 " 2006,US,fundamental,"What is the ratio of Nvidia to Johnson & Johnson in terms of the average of Cash Ratio from 2016 to 2018? According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",8.2492,hard,solvency,(Cash + Short-Term Investments) / Current Liabilities,"corporate,year,CashAndMarketableSecurities,ShortTermInvestments,CurrentLiabilitiesTotal Nvidia,2016,1766000000.0,5032000000.0,1788000000.0 Nvidia,2017,4002000000.0,3106000000.0,1153000000.0 Nvidia,2018,782000000.0,6640000000.0,1329000000.0 Johnson & Johnson,2016,18972000000.0,0.0,26287000000.0 Johnson & Johnson,2017,17824000000.0,0.0,30537000000.0 Johnson & Johnson,2018,18107000000.0,0.0,31230000000.0 ","corporate,year,Cash Ratio Johnson & Johnson,2016,0.7217255677711416 Johnson & Johnson,2017,0.5836853652945607 Johnson & Johnson,2018,0.5797950688440602 Nvidia,2016,3.802013422818792 Nvidia,2017,6.1647875108412835 Nvidia,2018,5.584650112866817 " 2007,US,fundamental,"From 2016 to 2018, how does the minimum of Cash Ratio for Hubbell Incorporated compare to Cadence Design Systems as a ratio? According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.3139,hard,solvency,(Cash + Short-Term Investments) / Current Liabilities,"corporate,year,CashAndMarketableSecurities,ShortTermInvestments,CurrentLiabilitiesTotal Hubbell Incorporated,2016,437600000.0,11200000.0,589600000.0 Hubbell Incorporated,2017,375000000.0,14500000.0,706100000.0 Hubbell Incorporated,2018,189000000.0,9200000.0,839300000.0 Cadence Design Systems,2016,465232000.0,3057000.0,585562000.0 Cadence Design Systems,2017,688087000.0,4455000.0,642398000.0 Cadence Design Systems,2018,533298000.0,0.0,708982000.0 ","corporate,year,Cash Ratio Cadence Design Systems,2016,0.7997257335687766 Cadence Design Systems,2017,1.0780575281990292 Cadence Design Systems,2018,0.7522024536589081 Hubbell Incorporated,2016,0.7611940298507462 Hubbell Incorporated,2017,0.5516215833451352 Hubbell Incorporated,2018,0.23614917192898843 " 2008,US,fundamental,"Over 2021-2023, what is the ratio of Tyler Technologies to ConocoPhillips for the average of Cash Ratio? According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.5366,hard,solvency,(Cash + Short-Term Investments) / Current Liabilities,"corporate,year,CashAndMarketableSecurities,ShortTermInvestments,CurrentLiabilitiesTotal Tyler Technologies,2021,309171000.0,52300000.0,829501000.0 Tyler Technologies,2022,173857000.0,37030000.0,889695000.0 Tyler Technologies,2023,165493000.0,10385000.0,1001138000.0 ConocoPhillips,2021,5028000000.0,0.0,12021000000.0 ConocoPhillips,2022,6458000000.0,0.0,12847000000.0 ConocoPhillips,2023,5635000000.0,971000000.0,10005000000.0 ","corporate,year,Cash Ratio ConocoPhillips,2021,0.41826803094584475 ConocoPhillips,2022,0.5026854518564645 ConocoPhillips,2023,0.6602698650674663 Tyler Technologies,2021,0.43576921546809466 Tyler Technologies,2022,0.237032915774507 Tyler Technologies,2023,0.1756780783468413 " 2009,US,fundamental,"Calculate the minimum of Cash Ratio for Take-Two Interactive and Coca-Cola Company (The) separately from 2019 to 2021, and compute the ratio of Take-Two Interactive to Coca-Cola Company (The). According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",2.37,hard,solvency,(Cash + Short-Term Investments) / Current Liabilities,"corporate,year,CashAndMarketableSecurities,ShortTermInvestments,CurrentLiabilitiesTotal Take-Two Interactive,2019,1357664000.0,644003000.0,2038539000.0 Take-Two Interactive,2020,1422884000.0,1308692000.0,2234715000.0 Take-Two Interactive,2021,1732047000.0,820060000.0,2104964000.0 Coca-Cola Company (The),2019,7947000000.0,3228000000.0,26973000000.0 Coca-Cola Company (The),2020,8566000000.0,2348000000.0,14601000000.0 Coca-Cola Company (The),2021,10926000000.0,0.0,19950000000.0 ","corporate,year,Cash Ratio Coca-Cola Company (The),2019,0.4143031920809699 Coca-Cola Company (The),2020,0.7474830491062256 Coca-Cola Company (The),2021,0.5476691729323309 Take-Two Interactive,2019,0.9819125363802214 Take-Two Interactive,2020,1.2223375240243164 Take-Two Interactive,2021,1.212423110323977 " 2010,US,fundamental,"Comparing the minimum of Liability-to-Asset Ratio from 2020 to 2022, what is the ratio of Exelon to Medtronic? (Indicator unit: %) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.7368,hard,solvency,Total Liabilities / Total Assets * 100%,"corporate,year,Liabilities,Assets Exelon,2020,94449000000.0,129317000000.0 Exelon,2021,98218000000.0,133013000000.0 Exelon,2022,70605000000.0,95349000000.0 Medtronic,2020,39817000000.0,90689000000.0 Medtronic,2021,41481000000.0,93083000000.0 Medtronic,2022,38260000000.0,90981000000.0 ","corporate,year,Liability-to-Asset Ratio Exelon,2020,73.03680103930651 Exelon,2021,73.84090276890228 Exelon,2022,74.04901991630746 Medtronic,2020,43.90499399045088 Medtronic,2021,44.563454121590404 Medtronic,2022,42.052736285598094 " 2011,US,fundamental,"What is the ratio of J.B. Hunt to RTX Corporation in terms of the average of Liability-to-Asset Ratio from 2021 to 2025? (Indicator unit: %) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.9107,hard,solvency,Total Liabilities / Total Assets * 100%,"corporate,year,Liabilities,Assets J.B. Hunt,2021,3676532000.0,6794348000.0 J.B. Hunt,2022,4119814000.0,7786582000.0 J.B. Hunt,2023,4434502000.0,8538260000.0 J.B. Hunt,2024,4297765000.0,8312270000.0 J.B. Hunt,2025,4362070000.0,7927155000.0 RTX Corporation,2021,86705000000.0,161404000000.0 RTX Corporation,2022,84650000000.0,158864000000.0 RTX Corporation,2023,100424000000.0,161869000000.0 RTX Corporation,2024,100903000000.0,162861000000.0 RTX Corporation,2025,103941000000.0,171079000000.0 ","corporate,year,Liability-to-Asset Ratio J.B. Hunt,2021,54.11162336695147 J.B. Hunt,2022,52.90914550183893 J.B. Hunt,2023,51.93683490547254 J.B. Hunt,2024,51.70386669345437 J.B. Hunt,2025,55.02692958570887 RTX Corporation,2021,53.71923868057793 RTX Corporation,2022,53.28457045019639 RTX Corporation,2023,62.0402918409331 RTX Corporation,2024,61.95651506499408 RTX Corporation,2025,60.75614189935644 " 2012,US,fundamental,"From 2016 to 2018, how does the minimum of Liability-to-Asset Ratio for Truist Financial compare to Intuitive Surgical as a ratio? (Indicator unit: %) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",7.8996,hard,solvency,Total Liabilities / Total Assets * 100%,"corporate,year,Liabilities,Assets Truist Financial,2016,189350000000.0,219276000000.0 Truist Financial,2017,191947000000.0,221642000000.0 Truist Financial,2018,195519000000.0,225697000000.0 Intuitive Surgical,2016,709100000.0,6486900000.0 Intuitive Surgical,2017,1031200000.0,5758000000.0 Intuitive Surgical,2018,1159200000.0,7846700000.0 ","corporate,year,Liability-to-Asset Ratio Intuitive Surgical,2016,10.931261465414913 Intuitive Surgical,2017,17.908996179228897 Intuitive Surgical,2018,14.773089324174492 Truist Financial,2016,86.35235958335613 Truist Financial,2017,86.60226852311385 Truist Financial,2018,86.62897601651773 " 2013,US,fundamental,"Over 2021-2025, what is the ratio of Microsoft to Waste Management for the minimum of Liability-to-Asset Ratio? (Indicator unit: %) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.5895,hard,solvency,Total Liabilities / Total Assets * 100%,"corporate,year,Liabilities,Assets Microsoft,2021,191791000000.0,333779000000.0 Microsoft,2022,198298000000.0,364840000000.0 Microsoft,2023,205753000000.0,411976000000.0 Microsoft,2024,243686000000.0,512163000000.0 Microsoft,2025,275524000000.0,619003000000.0 Waste Management,2021,21971000000.0,29097000000.0 Waste Management,2022,24503000000.0,31367000000.0 Waste Management,2023,25927000000.0,32823000000.0 Waste Management,2024,36313000000.0,44567000000.0 Waste Management,2025,35844000000.0,45835000000.0 ","corporate,year,Liability-to-Asset Ratio Microsoft,2021,57.46047534446445 Microsoft,2022,54.35204473193729 Microsoft,2023,49.9429578422044 Microsoft,2024,47.5797744077569 Microsoft,2025,44.5109312878936 Waste Management,2021,75.50950269787263 Waste Management,2022,78.11712946727452 Waste Management,2023,78.99034213813484 Waste Management,2024,81.47957008548926 Waste Management,2025,78.20224719101122 " 2014,US,fundamental,"Calculate the minimum of Liability-to-Asset Ratio for GE Aerospace and Cognizant separately from 2019 to 2023, and compute the ratio of GE Aerospace to Cognizant. (Indicator unit: %) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",2.7808,hard,solvency,Total Liabilities / Total Assets * 100%,"corporate,year,Liabilities,Assets GE Aerospace,2019,236187000000.0,266048000000.0 GE Aerospace,2020,216378000000.0,253452000000.0 GE Aerospace,2021,157262000000.0,198874000000.0 GE Aerospace,2022,150206000000.0,187788000000.0 GE Aerospace,2023,134466000000.0,163045000000.0 Cognizant,2019,5182000000.0,16204000000.0 Cognizant,2020,6087000000.0,16923000000.0 Cognizant,2021,5861000000.0,17852000000.0 Cognizant,2022,5543000000.0,17852000000.0 Cognizant,2023,5256000000.0,18483000000.0 ","corporate,year,Liability-to-Asset Ratio Cognizant,2019,31.979758084423597 Cognizant,2020,35.96879985818117 Cognizant,2021,32.831055343939056 Cognizant,2022,31.049742325789826 Cognizant,2023,28.436942054861227 GE Aerospace,2019,88.7760855184027 GE Aerospace,2020,85.37237820178969 GE Aerospace,2021,79.0761990003721 GE Aerospace,2022,79.98700662449146 GE Aerospace,2023,82.47171026403754 " 2015,US,fundamental,"Comparing the average of Liability-to-Equity Ratio from 2017 to 2021, what is the ratio of Ecolab to Vertex Pharmaceuticals? (Indicator unit: %; Total equity includes minority interest) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",3.7949,hard,solvency,Total Liabilities / Total Equity * 100%,"corporate,year,Liabilities,AllEquityBalanceIncludingMinorityInterest Ecolab,2017,12273700000.0,7688700000.0 Ecolab,2018,12020900000.0,8053600000.0 Ecolab,2019,12143300000.0,8725800000.0 Ecolab,2020,11924500000.0,6201500000.0 Ecolab,2021,13953300000.0,7253100000.0 Vertex Pharmaceuticals,2017,1503708000.0,2042306000.0 Vertex Pharmaceuticals,2018,1810695000.0,4435203000.0 Vertex Pharmaceuticals,2019,2233221000.0,6085244000.0 Vertex Pharmaceuticals,2020,3064993000.0,8686815000.0 Vertex Pharmaceuticals,2021,3332500000.0,10100000000.0 ","corporate,year,Liability-to-Equity Ratio Ecolab,2017,159.63296786192726 Ecolab,2018,149.2611999602662 Ecolab,2019,139.16546333860506 Ecolab,2020,192.28412480851406 Ecolab,2021,192.37705257062498 Vertex Pharmaceuticals,2017,73.62794801562548 Vertex Pharmaceuticals,2018,40.82552703901039 Vertex Pharmaceuticals,2019,36.69895570333745 Vertex Pharmaceuticals,2020,35.28327701234572 Vertex Pharmaceuticals,2021,32.995049504950494 " 2016,US,fundamental,"What is the ratio of Interactive Brokers to Truist Financial in terms of the maximum of Liability-to-Equity Ratio from 2019 to 2023? (Indicator unit: %; Total equity includes minority interest) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.1838,hard,solvency,Total Liabilities / Total Equity * 100%,"corporate,year,Liabilities,AllEquityBalanceIncludingMinorityInterest Interactive Brokers,2019,63736000000.0,7940000000.0 Interactive Brokers,2020,86676000000.0,9003000000.0 Interactive Brokers,2021,98891000000.0,10222000000.0 Interactive Brokers,2022,103528000000.0,11615000000.0 Interactive Brokers,2023,114356000000.0,14067000000.0 Truist Financial,2019,406520000000.0,66558000000.0 Truist Financial,2020,438316000000.0,70912000000.0 Truist Financial,2021,471970000000.0,69271000000.0 Truist Financial,2022,494718000000.0,60537000000.0 Truist Financial,2023,476096000000.0,59253000000.0 ","corporate,year,Liability-to-Equity Ratio Interactive Brokers,2019,802.7204030226701 Interactive Brokers,2020,962.7457514161947 Interactive Brokers,2021,967.4329876736451 Interactive Brokers,2022,891.3301764959105 Interactive Brokers,2023,812.9380820359706 Truist Financial,2019,610.7755641695965 Truist Financial,2020,618.1125902527076 Truist Financial,2021,681.3385110652366 Truist Financial,2022,817.2159175380345 Truist Financial,2023,803.4968693568258 " 2017,US,fundamental,"From 2018 to 2022, how does the average of Liability-to-Equity Ratio for Parker Hannifin compare to Cooper Companies (The) as a ratio? (Indicator unit: %; Total equity includes minority interest) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",2.7445,hard,solvency,Total Liabilities / Total Equity * 100%,"corporate,year,Liabilities,AllEquityBalanceIncludingMinorityInterest Parker Hannifin,2018,9454594000.0,5865493000.0 Parker Hannifin,2019,11608538000.0,5968152000.0 Parker Hannifin,2020,13609660000.0,6128529000.0 Parker Hannifin,2021,11927530000.0,8413670000.0 Parker Hannifin,2022,17084023000.0,8859920000.0 Cooper Companies (The),2018,2805000000.0,3307800000.0 Cooper Companies (The),2019,2645900000.0,3628600000.0 Cooper Companies (The),2020,2912700000.0,3824800000.0 Cooper Companies (The),2021,2664200000.0,6942000000.0 Cooper Companies (The),2022,4317600000.0,7174700000.0 ","corporate,year,Liability-to-Equity Ratio Cooper Companies (The),2018,84.79956466533648 Cooper Companies (The),2019,72.91792978008047 Cooper Companies (The),2020,76.15300146412885 Cooper Companies (The),2021,38.377989052146354 Cooper Companies (The),2022,60.178125914672385 Parker Hannifin,2018,161.1900994511459 Parker Hannifin,2019,194.50808223383052 Parker Hannifin,2020,222.07058170076377 Parker Hannifin,2021,141.76370121480878 Parker Hannifin,2022,192.82367109409566 " 2018,US,fundamental,"Over 2017-2021, what is the ratio of Aon plc to CSX Corporation for the maximum of Liability-to-Equity Ratio? (Indicator unit: %; Total equity includes minority interest) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",11.9386,hard,solvency,Total Liabilities / Total Equity * 100%,"corporate,year,Liabilities,AllEquityBalanceIncludingMinorityInterest Aon plc,2017,21440000000.0,4648000000.0 Aon plc,2018,22203000000.0,4219000000.0 Aon plc,2019,25956000000.0,3449000000.0 Aon plc,2020,28531000000.0,3583000000.0 Aon plc,2021,30759000000.0,1158000000.0 CSX Corporation,2017,21018000000.0,14721000000.0 CSX Corporation,2018,24149000000.0,12580000000.0 CSX Corporation,2019,26394000000.0,11863000000.0 CSX Corporation,2020,26683000000.0,13110000000.0 CSX Corporation,2021,27031000000.0,13500000000.0 ","corporate,year,Liability-to-Equity Ratio Aon plc,2017,461.2736660929432 Aon plc,2018,526.2621474283005 Aon plc,2019,752.5659611481589 Aon plc,2020,796.28802679319 Aon plc,2021,2656.2176165803107 CSX Corporation,2017,142.77562665579785 CSX Corporation,2018,191.96343402225756 CSX Corporation,2019,222.49009525415158 CSX Corporation,2020,203.53165522501908 CSX Corporation,2021,200.2296296296296 " 2019,US,fundamental,"Calculate the minimum of Liability-to-Equity Ratio for Mid-America Apartment Communities and Block separately from 2021 to 2025, and compute the ratio of Mid-America Apartment Communities to Block. (Indicator unit: %; Total equity includes minority interest) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.1104,hard,solvency,Total Liabilities / Total Equity * 100%,"corporate,year,Liabilities,AllEquityBalanceIncludingMinorityInterest Mid-America Apartment Communities,2021,5101090000.0,6153907000.0 Mid-America Apartment Communities,2022,5030746000.0,6189748000.0 Mid-America Apartment Communities,2023,5185381000.0,6279955000.0 Mid-America Apartment Communities,2024,5664705000.0,6125434000.0 Mid-America Apartment Communities,2025,6135738000.0,5819243000.0 Block,2021,10612175000.0,3313589000.0 Block,2022,14112985000.0,17251355000.0 Block,2023,15377057000.0,18692836000.0 Block,2024,15542633000.0,21234962000.0 Block,2025,17380005000.0,22169882000.0 ","corporate,year,Liability-to-Equity Ratio Block,2021,320.26225944134893 Block,2022,81.80797972101323 Block,2023,82.26176595140512 Block,2024,73.19359931042024 Block,2025,78.39466624134491 Mid-America Apartment Communities,2021,82.8918929064089 Mid-America Apartment Communities,2022,81.27545741765255 Mid-America Apartment Communities,2023,82.57035281303767 Mid-America Apartment Communities,2024,92.4784268347353 Mid-America Apartment Communities,2025,105.43876583260057 " 2020,US,fundamental,"Comparing the maximum of Net Debt to Equity from 2020 to 2024, what is the ratio of Synopsys to Archer Daniels Midland? According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",-0.2433,hard,solvency,Net Debt / Total Equity; Net Debt = Total Debt (short + long-term debt + operating lease liabilities) - Cash - Short-Term Investments,"corporate,year,ShortTermDebt,LongTermDebt,OperatingLeaseCurrentDebtEquivalent,OperatingLeaseNonCurrentDebtEquivalent,CashAndMarketableSecurities,ShortTermInvestments,AllEquityBalanceIncludingMinorityInterest Synopsys,2020,27084000.0,100823000.0,73173000.0,462411000.0,1235653000.0,0.0,4912367000.0 Synopsys,2021,74992000.0,25094000.0,79678000.0,487003000.0,1580789000.0,147949000.0,5298943000.0 Synopsys,2022,0.0,20824000.0,54274000.0,581273000.0,1565521000.0,147913000.0,5520526000.0 Synopsys,2023,0.0,18078000.0,85690000.0,584035000.0,1590552000.0,151639000.0,6153258000.0 Synopsys,2024,0.0,15601000.0,94791000.0,574065000.0,4050401000.0,153869000.0,8993206000.0 Archer Daniels Midland,2020,2042000000.0,7885000000.0,261000000.0,863000000.0,5890000000.0,0.0,20022000000.0 Archer Daniels Midland,2021,958000000.0,8011000000.0,277000000.0,765000000.0,8016000000.0,0.0,22508000000.0 Archer Daniels Midland,2022,503000000.0,7735000000.0,292000000.0,816000000.0,9010000000.0,0.0,24317000000.0 Archer Daniels Midland,2023,105000000.0,8259000000.0,300000000.0,931000000.0,7228000000.0,0.0,24145000000.0 Archer Daniels Midland,2024,1903000000.0,7580000000.0,324000000.0,1057000000.0,246000000.0,0.0,22178000000.0 ","corporate,year,Net Debt to Equity Archer Daniels Midland,2020,0.25776645689741284 Archer Daniels Midland,2021,0.08863515194597477 Archer Daniels Midland,2022,0.013817493934284657 Archer Daniels Midland,2023,0.09803271898943881 Archer Daniels Midland,2024,0.47876273784831813 Synopsys,2020,-0.11647378951939055 Synopsys,2021,-0.20041185572292436 Synopsys,2022,-0.19147867431473015 Synopsys,2023,-0.17135442719937957 Synopsys,2024,-0.3913857861145402 " 2021,US,fundamental,"What is the ratio of CVS Health to United Parcel Service in terms of the average of Net Debt to Equity from 2022 to 2024? According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.8236,hard,solvency,Net Debt / Total Equity; Net Debt = Total Debt (short + long-term debt + operating lease liabilities) - Cash - Short-Term Investments,"corporate,year,ShortTermDebt,LongTermDebt,OperatingLeaseCurrentDebtEquivalent,OperatingLeaseNonCurrentDebtEquivalent,CashAndMarketableSecurities,ShortTermInvestments,AllEquityBalanceIncludingMinorityInterest CVS Health,2022,0.0,50476000000.0,1678000000.0,16800000000.0,12945000000.0,2778000000.0,71315000000.0 CVS Health,2023,200000000.0,58638000000.0,1741000000.0,16034000000.0,8196000000.0,3259000000.0,76636000000.0 CVS Health,2024,2119000000.0,60527000000.0,1751000000.0,14899000000.0,8586000000.0,2407000000.0,75730000000.0 United Parcel Service,2022,0.0,17321000000.0,621000000.0,3238000000.0,5602000000.0,1993000000.0,19803000000.0 United Parcel Service,2023,3348000000.0,18916000000.0,709000000.0,3756000000.0,3206000000.0,2866000000.0,17314000000.0 United Parcel Service,2024,1838000000.0,19446000000.0,733000000.0,3635000000.0,6112000000.0,206000000.0,16743000000.0 ","corporate,year,Net Debt to Equity CVS Health,2022,0.7464208090864475 CVS Health,2023,0.8502270473406754 CVS Health,2024,0.9019279017562393 United Parcel Service,2022,0.6860071706307125 United Parcel Service,2023,1.193080743906665 United Parcel Service,2024,1.1547512393238966 " 2022,US,fundamental,"From 2019 to 2021, how does the maximum of Net Debt to Equity for Moody's Corporation compare to PPG Industries as a ratio? According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",5.0978,hard,solvency,Net Debt / Total Equity; Net Debt = Total Debt (short + long-term debt + operating lease liabilities) - Cash - Short-Term Investments,"corporate,year,ShortTermDebt,LongTermDebt,OperatingLeaseCurrentDebtEquivalent,OperatingLeaseNonCurrentDebtEquivalent,CashAndMarketableSecurities,ShortTermInvestments,AllEquityBalanceIncludingMinorityInterest Moody's Corporation,2019,0.0,5581000000.0,89000000.0,485000000.0,1832000000.0,98000000.0,831000000.0 Moody's Corporation,2020,0.0,6422000000.0,94000000.0,427000000.0,2597000000.0,99000000.0,1763000000.0 Moody's Corporation,2021,0.0,7413000000.0,105000000.0,455000000.0,1811000000.0,91000000.0,2916000000.0 PPG Industries,2019,513000000.0,4539000000.0,170000000.0,622000000.0,1216000000.0,57000000.0,5403000000.0 PPG Industries,2020,578000000.0,5171000000.0,180000000.0,677000000.0,1826000000.0,96000000.0,5815000000.0 PPG Industries,2021,9000000.0,6572000000.0,192000000.0,693000000.0,1005000000.0,67000000.0,6411000000.0 ","corporate,year,Net Debt to Equity Moody's Corporation,2019,5.084235860409145 Moody's Corporation,2020,2.40896199659671 Moody's Corporation,2021,2.0819615912208507 PPG Industries,2019,0.8460114751064224 PPG Industries,2020,0.8055030094582976 PPG Industries,2021,0.9973483075963189 " 2023,US,fundamental,"Over 2022-2024, what is the ratio of Equinix to Archer Daniels Midland for the minimum of Net Debt to Equity? According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",66.4975,hard,solvency,Net Debt / Total Equity; Net Debt = Total Debt (short + long-term debt + operating lease liabilities) - Cash - Short-Term Investments,"corporate,year,ShortTermDebt,LongTermDebt,OperatingLeaseCurrentDebtEquivalent,OperatingLeaseNonCurrentDebtEquivalent,CashAndMarketableSecurities,ShortTermInvestments,AllEquityBalanceIncludingMinorityInterest Equinix,2022,151420000.0,12109539000.0,139538000.0,1272812000.0,1906421000.0,0.0,11505832000.0 Equinix,2023,998580000.0,12062346000.0,130745000.0,1331333000.0,2095712000.0,0.0,12488499000.0 Equinix,2024,1199000000.0,13363000000.0,144000000.0,1331000000.0,3081000000.0,527000000.0,13527000000.0 Archer Daniels Midland,2022,503000000.0,7735000000.0,292000000.0,816000000.0,9010000000.0,0.0,24317000000.0 Archer Daniels Midland,2023,105000000.0,8259000000.0,300000000.0,931000000.0,7228000000.0,0.0,24145000000.0 Archer Daniels Midland,2024,1903000000.0,7580000000.0,324000000.0,1057000000.0,246000000.0,0.0,22178000000.0 ","corporate,year,Net Debt to Equity Archer Daniels Midland,2022,0.013817493934284657 Archer Daniels Midland,2023,0.09803271898943881 Archer Daniels Midland,2024,0.47876273784831813 Equinix,2022,1.022689015448861 Equinix,2023,0.9950989306240886 Equinix,2024,0.9188290086493679 " 2024,US,fundamental,"Calculate the maximum of Net Debt to Equity for Synopsys and IBM separately from 2018 to 2020, and compute the ratio of Synopsys to IBM. According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",-0.0258,hard,solvency,Net Debt / Total Equity; Net Debt = Total Debt (short + long-term debt + operating lease liabilities) - Cash - Short-Term Investments,"corporate,year,ShortTermDebt,LongTermDebt,OperatingLeaseCurrentDebtEquivalent,OperatingLeaseNonCurrentDebtEquivalent,CashAndMarketableSecurities,ShortTermInvestments,AllEquityBalanceIncludingMinorityInterest Synopsys,2018,343769000.0,125535000.0,0.0,0.0,723115000.0,0.0,3485015000.0 Synopsys,2019,17614000.0,120093000.0,0.0,0.0,728597000.0,0.0,4088876000.0 Synopsys,2020,27084000.0,100823000.0,73173000.0,462411000.0,1235653000.0,0.0,4912367000.0 IBM,2018,10207000000.0,35605000000.0,0.0,0.0,11379000000.0,618000000.0,16929000000.0 IBM,2019,8797000000.0,54102000000.0,1380000000.0,3879000000.0,8172000000.0,696000000.0,20985000000.0 IBM,2020,7183000000.0,54355000000.0,1357000000.0,3574000000.0,13212000000.0,600000000.0,20727000000.0 ","corporate,year,Net Debt to Equity IBM,2018,1.9974599799161203 IBM,2019,2.8253514415058376 IBM,2020,2.5405027259130604 Synopsys,2018,-0.07282924176796944 Synopsys,2019,-0.14451159683003348 Synopsys,2020,-0.11647378951939055 " 2025,US,fundamental,"Comparing the maximum of Interest Coverage Ratio from 2021 to 2023, what is the ratio of Atmos Energy to Equinix? ( Use the sum of Pretax Income and Interest Expense as EBIT) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",3.1926,hard,solvency,EBIT / Interest Expense = (Pretax Income + Interest Expense) / Interest Expense,"corporate,year,PretaxIncomeLoss,InterestExpense Atmos Energy,2021,819299000.0,83554000.0 Atmos Energy,2022,851908000.0,102811000.0 Atmos Energy,2023,999641000.0,137281000.0 Equinix,2021,608952000.0,426439000.0 Equinix,2022,829369000.0,430217000.0 Equinix,2023,1124230000.0,471456000.0 ","corporate,year,Interest Coverage Ratio Atmos Energy,2021,10.80562271106111 Atmos Energy,2022,9.286156150606452 Atmos Energy,2023,8.281714148352648 Equinix,2021,2.427993218256304 Equinix,2022,2.9277922536766328 Equinix,2023,3.3845915631575374 " 2026,US,fundamental,"What is the ratio of Moody's Corporation to Cisco in terms of the minimum of Interest Coverage Ratio from 2021 to 2025? ( Use the sum of Pretax Income and Interest Expense as EBIT) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.0817,hard,solvency,EBIT / Interest Expense = (Pretax Income + Interest Expense) / Interest Expense,"corporate,year,PretaxIncomeLoss,InterestExpense Moody's Corporation,2021,2755000000.0,171000000.0 Moody's Corporation,2022,1760000000.0,231000000.0 Moody's Corporation,2023,1935000000.0,251000000.0 Moody's Corporation,2024,2699000000.0,237000000.0 Moody's Corporation,2025,3130000000.0,213000000.0 Cisco,2021,13262000000.0,434000000.0 Cisco,2022,14477000000.0,360000000.0 Cisco,2023,15318000000.0,427000000.0 Cisco,2024,12234000000.0,1006000000.0 Cisco,2025,11100000000.0,1593000000.0 ","corporate,year,Interest Coverage Ratio Cisco,2021,31.557603686635943 Cisco,2022,41.21388888888889 Cisco,2023,36.87353629976581 Cisco,2024,13.1610337972167 Cisco,2025,7.967984934086629 Moody's Corporation,2021,17.11111111111111 Moody's Corporation,2022,8.619047619047619 Moody's Corporation,2023,8.709163346613545 Moody's Corporation,2024,12.388185654008439 Moody's Corporation,2025,15.694835680751174 " 2027,US,fundamental,"From 2021 to 2023, how does the maximum of Interest Coverage Ratio for Hormel Foods compare to U.S. Bancorp as a ratio? ( Use the sum of Pretax Income and Interest Expense as EBIT) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",2.403,hard,solvency,EBIT / Interest Expense = (Pretax Income + Interest Expense) / Interest Expense,"corporate,year,PretaxIncomeLoss,InterestExpense Hormel Foods,2021,1126170000.0,43307000.0 Hormel Foods,2022,1278103000.0,62515000.0 Hormel Foods,2023,1013472000.0,73402000.0 U.S. Bancorp,2021,10166000000.0,993000000.0 U.S. Bancorp,2022,7301000000.0,3217000000.0 U.S. Bancorp,2023,6865000000.0,12611000000.0 ","corporate,year,Interest Coverage Ratio Hormel Foods,2021,27.00434109959129 Hormel Foods,2022,21.444741262097097 Hormel Foods,2023,14.807144219503556 U.S. Bancorp,2021,11.23766364551863 U.S. Bancorp,2022,3.2695057506994094 U.S. Bancorp,2023,1.544366029656649 " 2028,US,fundamental,"Over 2017-2019, what is the ratio of Kinder Morgan to Lockheed Martin for the maximum of Interest Coverage Ratio? ( Use the sum of Pretax Income and Interest Expense as EBIT) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.2235,hard,solvency,EBIT / Interest Expense = (Pretax Income + Interest Expense) / Interest Expense,"corporate,year,PretaxIncomeLoss,InterestExpense Kinder Morgan,2017,2161000000.0,1854000000.0 Kinder Morgan,2018,2506000000.0,1879000000.0 Kinder Morgan,2019,3165000000.0,1860000000.0 Lockheed Martin,2017,5269000000.0,651000000.0 Lockheed Martin,2018,5838000000.0,668000000.0 Lockheed Martin,2019,7241000000.0,653000000.0 ","corporate,year,Interest Coverage Ratio Kinder Morgan,2017,2.1655879180151025 Kinder Morgan,2018,2.3336881319850984 Kinder Morgan,2019,2.7016129032258065 Lockheed Martin,2017,9.093701996927804 Lockheed Martin,2018,9.739520958083832 Lockheed Martin,2019,12.088820826952526 " 2029,US,fundamental,"Calculate the maximum of Interest Coverage Ratio for McCormick & Company and Wells Fargo separately from 2019 to 2021, and compute the ratio of McCormick & Company to Wells Fargo. ( Use the sum of Pretax Income and Interest Expense as EBIT) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.904,hard,solvency,EBIT / Interest Expense = (Pretax Income + Interest Expense) / Interest Expense,"corporate,year,PretaxIncomeLoss,InterestExpense McCormick & Company,2019,819200000.0,165200000.0 McCormick & Company,2020,881500000.0,135600000.0 McCormick & Company,2021,895800000.0,136600000.0 Wells Fargo,2019,24198000000.0,18852000000.0 Wells Fargo,2020,581000000.0,7963000000.0 Wells Fargo,2021,28816000000.0,3915000000.0 ","corporate,year,Interest Coverage Ratio McCormick & Company,2019,5.958837772397095 McCormick & Company,2020,7.5007374631268435 McCormick & Company,2021,7.55783308931186 Wells Fargo,2019,2.2835773392743475 Wells Fargo,2020,1.0729624513374356 Wells Fargo,2021,8.360408684546616 " 2030,US,fundamental,"Comparing the minimum of Net Debt to EBITDA from 2018 to 2022, what is the ratio of Tyler Technologies to PPG Industries? ( Use the sum of Pretax Income and Interest Expense as EBIT) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",-1.5398,hard,solvency,Net Debt / EBITDA; Net Debt = Total Debt (short + long-term debt + operating lease liabilities) - Cash - Short-Term Investments; EBITDA = Pretax Income + Interest Expense + D&A,"corporate,year,ShortTermDebt,LongTermDebt,OperatingLeaseCurrentDebtEquivalent,OperatingLeaseNonCurrentDebtEquivalent,CashAndMarketableSecurities,ShortTermInvestments,PretaxIncomeLoss,InterestExpense,DepreciationExpense,AmortizationOfIntangibles Tyler Technologies,2018,0.0,0.0,0.0,0.0,134279000.0,44306000.0,155870000.0,0.0,61759000.0,0.0 Tyler Technologies,2019,0.0,0.0,6387000.0,16822000.0,232682000.0,39399000.0,159838000.0,0.0,76672000.0,0.0 Tyler Technologies,2020,0.0,0.0,5904000.0,16279000.0,603623000.0,72187000.0,175042000.0,0.0,81657000.0,0.0 Tyler Technologies,2021,30000000.0,718511000.0,10560000.0,36336000.0,309171000.0,52300000.0,158981000.0,0.0,135624000.0,0.0 Tyler Technologies,2022,30000000.0,362905000.0,10736000.0,48049000.0,173857000.0,37030000.0,187593000.0,21256000.0,159072000.0,0.0 PPG Industries,2018,651000000.0,4365000000.0,0.0,0.0,902000000.0,61000000.0,1693000000.0,118000000.0,497000000.0,143000000.0 PPG Industries,2019,513000000.0,4539000000.0,170000000.0,622000000.0,1216000000.0,57000000.0,1661000000.0,132000000.0,511000000.0,136000000.0 PPG Industries,2020,578000000.0,5171000000.0,180000000.0,677000000.0,1826000000.0,96000000.0,1362000000.0,138000000.0,509000000.0,138000000.0 PPG Industries,2021,9000000.0,6572000000.0,192000000.0,693000000.0,1005000000.0,67000000.0,1815000000.0,121000000.0,561000000.0,172000000.0 PPG Industries,2022,313000000.0,6503000000.0,183000000.0,636000000.0,1099000000.0,55000000.0,1381000000.0,167000000.0,554000000.0,166000000.0 ","corporate,year,Net Debt to EBITDA PPG Industries,2018,1.653610771113831 PPG Industries,2019,1.873360655737705 PPG Industries,2020,2.181648812296227 PPG Industries,2021,2.395653802922443 PPG Industries,2022,2.857583774250441 Tyler Technologies,2018,-0.8205937627797766 Tyler Technologies,2019,-1.0522684030273561 Tyler Technologies,2020,-2.546277936415802 Tyler Technologies,2021,1.4729417355442032 Tyler Technologies,2022,0.6544964815816439 " 2031,US,fundamental,"What is the ratio of 3M to Bio-Techne in terms of the minimum of Net Debt to EBITDA from 2018 to 2022? ( Use the sum of Pretax Income and Interest Expense as EBIT) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",8.3558,hard,solvency,Net Debt / EBITDA; Net Debt = Total Debt (short + long-term debt + operating lease liabilities) - Cash - Short-Term Investments; EBITDA = Pretax Income + Interest Expense + D&A,"corporate,year,ShortTermDebt,LongTermDebt,OperatingLeaseCurrentDebtEquivalent,OperatingLeaseNonCurrentDebtEquivalent,CashAndMarketableSecurities,ShortTermInvestments,PretaxIncomeLoss,InterestExpense,Depreciation & Amortization 3M,2018,1211000000.0,13411000000.0,0.0,0.0,2853000000.0,380000000.0,7000000000.0,0.0,1488000000.0 3M,2019,0.0,17518000000.0,247000000.0,607000000.0,0.0,98000000.0,5712000000.0,0.0,1593000000.0 3M,2020,0.0,17989000000.0,256000000.0,609000000.0,0.0,404000000.0,6711000000.0,0.0,1911000000.0 3M,2021,1307000000.0,16056000000.0,263000000.0,591000000.0,201000000.0,0.0,7204000000.0,0.0,1915000000.0 3M,2022,1938000000.0,14001000000.0,261000000.0,580000000.0,238000000.0,0.0,6392000000.0,0.0,1831000000.0 Bio-Techne,2018,0.0,339000000.0,0.0,0.0,121990000.0,0.0,125952000.0,10188000.0,64463000.0 Bio-Techne,2019,0.0,492660000.0,0.0,0.0,100886000.0,0.0,112015000.0,21705000.0,78171000.0 Bio-Techne,2020,0.0,344243000.0,9535000.0,67248000.0,146625000.0,0.0,276477000.0,19197000.0,82737000.0 Bio-Techne,2021,0.0,328827000.0,11602000.0,67625000.0,199091000.0,0.0,148175000.0,13952000.0,87747000.0 Bio-Techne,2022,0.0,243410000.0,11928000.0,58133000.0,172567000.0,74462000.0,301386000.0,11309000.0,101069000.0 ","corporate,year,Net Debt to EBITDA 3M,2018,1.3417766258246937 3M,2019,2.501574264202601 3M,2020,2.139874739039666 3M,2021,1.9756552253536572 3M,2022,2.0116745713243342 Bio-Techne,2018,1.0817884079500306 Bio-Techne,2019,1.8489412009004629 Bio-Techne,2020,0.725140125419187 Bio-Techne,2021,0.8362734818348447 Bio-Techne,2022,0.16057946075540647 " 2032,US,fundamental,"From 2023 to 2025, how does the minimum of Net Debt to EBITDA for Verizon compare to PPG Industries as a ratio? ( Use the sum of Pretax Income and Interest Expense as EBIT) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.6065,hard,solvency,Net Debt / EBITDA; Net Debt = Total Debt (short + long-term debt + operating lease liabilities) - Cash - Short-Term Investments; EBITDA = Pretax Income + Interest Expense + D&A,"corporate,year,ShortTermDebt,LongTermDebt,OperatingLeaseCurrentDebtEquivalent,OperatingLeaseNonCurrentDebtEquivalent,CashAndMarketableSecurities,ShortTermInvestments,PretaxIncomeLoss,InterestExpense,DepreciationExpense,AmortizationOfIntangibles Verizon,2023,0.0,137701000000.0,4266000000.0,20002000000.0,2065000000.0,0.0,16987000000.0,5524000000.0,17624000000.0,0.0 Verizon,2024,0.0,121381000000.0,4415000000.0,19928000000.0,4194000000.0,0.0,22979000000.0,6649000000.0,17892000000.0,0.0 Verizon,2025,0.0,139532000000.0,4542000000.0,18951000000.0,19048000000.0,0.0,22672000000.0,6694000000.0,18349000000.0,0.0 PPG Industries,2023,306000000.0,5748000000.0,194000000.0,622000000.0,1514000000.0,75000000.0,1748000000.0,247000000.0,558000000.0,167000000.0 PPG Industries,2024,939000000.0,4876000000.0,126000000.0,454000000.0,1270000000.0,88000000.0,1852000000.0,241000000.0,492000000.0,132000000.0 PPG Industries,2025,706000000.0,6602000000.0,138000000.0,450000000.0,2163000000.0,56000000.0,2045000000.0,241000000.0,528000000.0,125000000.0 ","corporate,year,Net Debt to EBITDA PPG Industries,2023,1.941544117647059 PPG Industries,2024,1.853882959146117 PPG Industries,2025,1.9316093909493024 Verizon,2023,3.984153481998256 Verizon,2024,2.9783249158249157 Verizon,2025,3.017436864717594 " 2033,US,fundamental,"Over 2019-2021, what is the ratio of CVS Health to Bio-Techne for the minimum of Net Debt to EBITDA? ( Use the sum of Pretax Income and Interest Expense as EBIT) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",4.688,hard,solvency,Net Debt / EBITDA; Net Debt = Total Debt (short + long-term debt + operating lease liabilities) - Cash - Short-Term Investments; EBITDA = Pretax Income + Interest Expense + D&A,"corporate,year,ShortTermDebt,LongTermDebt,OperatingLeaseCurrentDebtEquivalent,OperatingLeaseNonCurrentDebtEquivalent,CashAndMarketableSecurities,ShortTermInvestments,PretaxIncomeLoss,InterestExpense,Depreciation & Amortization CVS Health,2019,0.0,64699000000.0,1596000000.0,18926000000.0,5683000000.0,2373000000.0,8997000000.0,3035000000.0,4371000000.0 CVS Health,2020,0.0,59207000000.0,1638000000.0,18757000000.0,7854000000.0,3000000000.0,9770000000.0,2907000000.0,4441000000.0 CVS Health,2021,0.0,51971000000.0,1646000000.0,18177000000.0,9408000000.0,3117000000.0,10420000000.0,2503000000.0,4512000000.0 Bio-Techne,2019,0.0,492660000.0,0.0,0.0,100886000.0,0.0,112015000.0,21705000.0,78171000.0 Bio-Techne,2020,0.0,344243000.0,9535000.0,67248000.0,146625000.0,0.0,276477000.0,19197000.0,82737000.0 Bio-Techne,2021,0.0,328827000.0,11602000.0,67625000.0,199091000.0,0.0,148175000.0,13952000.0,87747000.0 ","corporate,year,Net Debt to EBITDA Bio-Techne,2019,1.8489412009004629 Bio-Techne,2020,0.725140125419187 Bio-Techne,2021,0.8362734818348447 CVS Health,2019,4.70432238005243 CVS Health,2020,4.016123378899404 CVS Health,2021,3.3994264410668196 " 2034,US,fundamental,"Calculate the minimum of Net Debt to EBITDA for Salesforce and CVS Health separately from 2019 to 2023, and compute the ratio of Salesforce to CVS Health. ( Use the sum of Pretax Income and Interest Expense as EBIT) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",-0.3039,hard,solvency,Net Debt / EBITDA; Net Debt = Total Debt (short + long-term debt + operating lease liabilities) - Cash - Short-Term Investments; EBITDA = Pretax Income + Interest Expense + D&A,"corporate,year,ShortTermDebt,LongTermDebt,OperatingLeaseCurrentDebtEquivalent,OperatingLeaseNonCurrentDebtEquivalent,CashAndMarketableSecurities,ShortTermInvestments,PretaxIncomeLoss,InterestExpense,Depreciation & Amortization Salesforce,2019,0.0,2673000000.0,750000000.0,2445000000.0,4145000000.0,3802000000.0,706000000.0,106000000.0,2135000000.0 Salesforce,2020,0.0,2673000000.0,766000000.0,2842000000.0,6195000000.0,5771000000.0,2561000000.0,96000000.0,2846000000.0 Salesforce,2021,0.0,10592000000.0,686000000.0,2703000000.0,5464000000.0,5073000000.0,1532000000.0,187000000.0,3298000000.0 Salesforce,2022,1182000000.0,9419000000.0,590000000.0,2897000000.0,7016000000.0,5492000000.0,660000000.0,275000000.0,3786000000.0 Salesforce,2023,999000000.0,8427000000.0,518000000.0,2644000000.0,8472000000.0,5722000000.0,4950000000.0,254000000.0,3959000000.0 CVS Health,2019,0.0,64699000000.0,1596000000.0,18926000000.0,5683000000.0,2373000000.0,8997000000.0,3035000000.0,4371000000.0 CVS Health,2020,0.0,59207000000.0,1638000000.0,18757000000.0,7854000000.0,3000000000.0,9770000000.0,2907000000.0,4441000000.0 CVS Health,2021,0.0,51971000000.0,1646000000.0,18177000000.0,9408000000.0,3117000000.0,10420000000.0,2503000000.0,4512000000.0 CVS Health,2022,0.0,50476000000.0,1678000000.0,16800000000.0,12945000000.0,2778000000.0,5628000000.0,2287000000.0,4247000000.0 CVS Health,2023,200000000.0,58638000000.0,1741000000.0,16034000000.0,8196000000.0,3259000000.0,11173000000.0,2658000000.0,4366000000.0 ","corporate,year,Net Debt to EBITDA CVS Health,2019,4.70432238005243 CVS Health,2020,4.016123378899404 CVS Health,2021,3.3994264410668196 CVS Health,2022,4.376829468837363 CVS Health,2023,3.580700115403638 Salesforce,2019,-0.7054631828978623 Salesforce,2020,-1.0330728693439941 Salesforce,2021,0.6864660155471397 Salesforce,2022,0.33467485702181743 Salesforce,2023,-0.1752701080432173 " 2035,US,fundamental,"Comparing the maximum of Revenue Growth from 2020 to 2022, what is the ratio of Franklin Resources to Gartner? (Indicator unit: %) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",3.2773,hard,growth,(Revenue_t - Revenue_{t-1}) / Revenue_{t-1} * 100%,"corporate,year,Revenue Franklin Resources,2019,5669400000.0 Franklin Resources,2020,5566500000.0 Franklin Resources,2021,8425500000.0 Franklin Resources,2022,8275300000.0 Gartner,2019,4245321000.0 Gartner,2020,4099403000.0 Gartner,2021,4733962000.0 Gartner,2022,5475846000.0 ","corporate,year,Revenue Growth Franklin Resources,2020,-1.8150068790348184 Franklin Resources,2021,51.36081918620318 Franklin Resources,2022,-1.7826835202658597 Gartner,2020,-3.437148804530918 Gartner,2021,15.479302717981131 Gartner,2022,15.671524190519484 " 2036,US,fundamental,"What is the ratio of Hilton Worldwide to Baxter International in terms of the maximum of Revenue Growth from 2020 to 2022? (Indicator unit: %) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",2.8308,hard,growth,(Revenue_t - Revenue_{t-1}) / Revenue_{t-1} * 100%,"corporate,year,Revenue Hilton Worldwide,2019,9452000000.0 Hilton Worldwide,2020,4307000000.0 Hilton Worldwide,2021,5788000000.0 Hilton Worldwide,2022,8773000000.0 Baxter International,2019,11362000000.0 Baxter International,2020,11673000000.0 Baxter International,2021,12784000000.0 Baxter International,2022,15113000000.0 ","corporate,year,Revenue Growth Baxter International,2020,2.737194155958458 Baxter International,2021,9.517690396641823 Baxter International,2022,18.21808510638298 Hilton Worldwide,2020,-54.43292424883622 Hilton Worldwide,2021,34.38588344555375 Hilton Worldwide,2022,51.57221838286109 " 2037,US,fundamental,"From 2018 to 2022, how does the average of Revenue Growth for Hubbell Incorporated compare to McKesson Corporation as a ratio? (Indicator unit: %) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.1542,hard,growth,(Revenue_t - Revenue_{t-1}) / Revenue_{t-1} * 100%,"corporate,year,Revenue Hubbell Incorporated,2017,3668800000.0 Hubbell Incorporated,2018,4481700000.0 Hubbell Incorporated,2019,4591000000.0 Hubbell Incorporated,2020,4186000000.0 Hubbell Incorporated,2021,4194100000.0 Hubbell Incorporated,2022,4947900000.0 McKesson Corporation,2017,208357000000.0 McKesson Corporation,2018,214319000000.0 McKesson Corporation,2019,231051000000.0 McKesson Corporation,2020,238228000000.0 McKesson Corporation,2021,263966000000.0 McKesson Corporation,2022,276711000000.0 ","corporate,year,Revenue Growth Hubbell Incorporated,2018,22.157108591365024 Hubbell Incorporated,2019,2.4388067028136646 Hubbell Incorporated,2020,-8.821607492920933 Hubbell Incorporated,2021,0.19350215002388915 Hubbell Incorporated,2022,17.972866646002718 McKesson Corporation,2018,2.8614349409907036 McKesson Corporation,2019,7.807053970949846 McKesson Corporation,2020,3.1062406135441956 McKesson Corporation,2021,10.803935725439494 McKesson Corporation,2022,4.828273338232955 " 2038,US,fundamental,"Over 2017-2021, what is the ratio of Microsoft to Newmont for the maximum of Revenue Growth? (Indicator unit: %) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.6617,hard,growth,(Revenue_t - Revenue_{t-1}) / Revenue_{t-1} * 100%,"corporate,year,Revenue Microsoft,2016,85320000000.0 Microsoft,2017,89950000000.0 Microsoft,2018,110360000000.0 Microsoft,2019,125843000000.0 Microsoft,2020,143015000000.0 Microsoft,2021,168088000000.0 Newmont,2016,6711000000.0 Newmont,2017,7348000000.0 Newmont,2018,7253000000.0 Newmont,2019,9740000000.0 Newmont,2020,11497000000.0 Newmont,2021,12222000000.0 ","corporate,year,Revenue Growth Microsoft,2017,5.426629160806376 Microsoft,2018,22.690383546414676 Microsoft,2019,14.02953968829286 Microsoft,2020,13.645574247276368 Microsoft,2021,17.531727441177498 Newmont,2017,9.491879004619282 Newmont,2018,-1.2928688078388677 Newmont,2019,34.289259616710325 Newmont,2020,18.039014373716633 Newmont,2021,6.305992867704618 " 2039,US,fundamental,"Calculate the average of Revenue Growth for Raymond James Financial and Baker Hughes separately from 2020 to 2024, and compute the ratio of Raymond James Financial to Baker Hughes. (Indicator unit: %) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",2.6226,hard,growth,(Revenue_t - Revenue_{t-1}) / Revenue_{t-1} * 100%,"corporate,year,Revenue Raymond James Financial,2019,9105000000.0 Raymond James Financial,2020,9401000000.0 Raymond James Financial,2021,12060000000.0 Raymond James Financial,2022,12922000000.0 Raymond James Financial,2023,12123000000.0 Raymond James Financial,2024,14140000000.0 Baker Hughes,2019,23838000000.0 Baker Hughes,2020,20705000000.0 Baker Hughes,2021,20502000000.0 Baker Hughes,2022,21156000000.0 Baker Hughes,2023,25506000000.0 Baker Hughes,2024,27829000000.0 ","corporate,year,Revenue Growth Baker Hughes,2020,-13.142881114187432 Baker Hughes,2021,-0.9804395073653707 Baker Hughes,2022,3.189932689493708 Baker Hughes,2023,20.561542824730573 Baker Hughes,2024,9.107660942523328 Raymond James Financial,2020,3.2509610104338273 Raymond James Financial,2021,28.284225082438034 Raymond James Financial,2022,7.14759535655058 Raymond James Financial,2023,-6.183253366351958 Raymond James Financial,2024,16.63779592510105 " 2040,US,fundamental,"Comparing the maximum of EBITDA Growth from 2017 to 2019, what is the ratio of NextEra Energy to Universal Health Services? (Indicator unit: %; Use the sum of Pretax Income and Interest Expense as EBIT) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",11.0908,hard,growth,(EBITDA_t - EBITDA_{t-1}) / EBITDA_{t-1} * 100%; EBITDA = Pretax Income + Interest Expense + D&A,"corporate,year,PretaxIncomeLoss,InterestExpense,Depreciation & Amortization NextEra Energy,2016,4388000000.0,1193000000.0,3077000000.0 NextEra Energy,2017,4667000000.0,1184000000.0,2357000000.0 NextEra Energy,2018,7352000000.0,1209000000.0,3911000000.0 NextEra Energy,2019,3836000000.0,1799000000.0,4216000000.0 Universal Health Services,2016,1156358000.0,125053000.0,416608000.0 Universal Health Services,2017,1135009000.0,145169000.0,447765000.0 Universal Health Services,2018,1034525000.0,154956000.0,453045000.0 Universal Health Services,2019,1066337000.0,162733000.0,490392000.0 ","corporate,year,EBITDA Growth NextEra Energy,2017,-5.197505197505198 NextEra Energy,2018,51.94931773879142 NextEra Energy,2019,-21.015073765234124 Universal Health Services,2017,1.7622888789819195 Universal Health Services,2018,-4.943276485393326 Universal Health Services,2019,4.684005002051718 " 2041,US,fundamental,"What is the ratio of UnitedHealth Group to Target Corporation in terms of the average of EBITDA Growth from 2022 to 2024? (Indicator unit: %; Use the sum of Pretax Income and Interest Expense as EBIT) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",-0.8316,hard,growth,(EBITDA_t - EBITDA_{t-1}) / EBITDA_{t-1} * 100%; EBITDA = Pretax Income + Interest Expense + D&A,"corporate,year,PretaxIncomeLoss,InterestExpense,Depreciation & Amortization UnitedHealth Group,2021,22310000000.0,1660000000.0,3103000000.0 UnitedHealth Group,2022,26343000000.0,2092000000.0,3400000000.0 UnitedHealth Group,2023,29112000000.0,3246000000.0,3972000000.0 UnitedHealth Group,2024,20071000000.0,3906000000.0,4099000000.0 Target Corporation,2021,8907000000.0,414000000.0,2642000000.0 Target Corporation,2022,3418000000.0,449000000.0,2700000000.0 Target Corporation,2023,5297000000.0,605000000.0,2801000000.0 Target Corporation,2024,5261000000.0,615000000.0,2981000000.0 ","corporate,year,EBITDA Growth Target Corporation,2022,-45.105742706678924 Target Corporation,2023,32.5262677021471 Target Corporation,2024,1.7695047684706422 UnitedHealth Group,2022,17.58948029401987 UnitedHealth Group,2023,14.11967959792681 UnitedHealth Group,2024,-22.719515551885493 " 2042,US,fundamental,"From 2020 to 2022, how does the minimum of EBITDA Growth for Bio-Techne compare to Parker Hannifin as a ratio? (Indicator unit: %; Use the sum of Pretax Income and Interest Expense as EBIT) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.4682,hard,growth,(EBITDA_t - EBITDA_{t-1}) / EBITDA_{t-1} * 100%; EBITDA = Pretax Income + Interest Expense + D&A,"corporate,year,PretaxIncomeLoss,InterestExpense,Depreciation & Amortization Bio-Techne,2019,112015000.0,21705000.0,78171000.0 Bio-Techne,2020,276477000.0,19197000.0,82737000.0 Bio-Techne,2021,148175000.0,13952000.0,87747000.0 Bio-Techne,2022,301386000.0,11309000.0,101069000.0 Parker Hannifin,2019,1933425000.0,190138000.0,225675000.0 Parker Hannifin,2020,1512627000.0,308161000.0,252899000.0 Parker Hannifin,2021,2246957000.0,250036000.0,269943000.0 Parker Hannifin,2022,1614226000.0,255252000.0,257314000.0 ","corporate,year,EBITDA Growth Bio-Techne,2020,78.5875756874997 Bio-Techne,2021,-33.96756436784343 Bio-Techne,2022,65.58905688466987 Parker Hannifin,2020,-11.729377781220975 Parker Hannifin,2021,33.430744369810874 Parker Hannifin,2022,-23.135482714453822 " 2043,US,fundamental,"Over 2023-2025, what is the ratio of Universal Health Services to NXP Semiconductors for the average of EBITDA Growth? (Indicator unit: %; Use the sum of Pretax Income and Interest Expense as EBIT) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",-2.5006,hard,growth,(EBITDA_t - EBITDA_{t-1}) / EBITDA_{t-1} * 100%; EBITDA = Pretax Income + Interest Expense + D&A,"corporate,year,PretaxIncomeLoss,InterestExpense,Depreciation & Amortization Universal Health Services,2022,866260000.0,126889000.0,581861000.0 Universal Health Services,2023,940426000.0,206674000.0,568041000.0 Universal Health Services,2024,1497936000.0,186109000.0,584831000.0 Universal Health Services,2025,1972141000.0,156068000.0,618743000.0 NXP Semiconductors,2022,3363000000.0,323000000.0,1250000000.0 NXP Semiconductors,2023,3352000000.0,261000000.0,1106000000.0 NXP Semiconductors,2024,3099000000.0,243000000.0,925000000.0 NXP Semiconductors,2025,2663000000.0,306000000.0,832000000.0 ","corporate,year,EBITDA Growth NXP Semiconductors,2023,-4.396272285251215 NXP Semiconductors,2024,-9.578300487391395 NXP Semiconductors,2025,-10.921021795172251 Universal Health Services,2023,8.897149859365973 Universal Health Services,2024,32.28510075847992 Universal Health Services,2025,21.071050158757025 " 2044,US,fundamental,"Calculate the maximum of EBITDA Growth for KLA Corporation and West Pharmaceutical Services separately from 2018 to 2022, and compute the ratio of KLA Corporation to West Pharmaceutical Services. (Indicator unit: %; Use the sum of Pretax Income and Interest Expense as EBIT) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.8035,hard,growth,(EBITDA_t - EBITDA_{t-1}) / EBITDA_{t-1} * 100%; EBITDA = Pretax Income + Interest Expense + D&A,"corporate,year,PretaxIncomeLoss,InterestExpense,Depreciation & Amortization KLA Corporation,2017,1173246000.0,122476000.0,57836000.0 KLA Corporation,2018,1455931000.0,114376000.0,62684000.0 KLA Corporation,2019,1296231000.0,124604000.0,233224000.0 KLA Corporation,2020,1316711000.0,160274000.0,348049000.0 KLA Corporation,2021,2360454000.0,157328000.0,333335000.0 KLA Corporation,2022,3489237000.0,160339000.0,363344000.0 West Pharmaceutical Services,2017,222400000.0,7800000.0,94300000.0 West Pharmaceutical Services,2018,240700000.0,8400000.0,101700000.0 West Pharmaceutical Services,2019,291800000.0,8500000.0,100000000.0 West Pharmaceutical Services,2020,401300000.0,8200000.0,104700000.0 West Pharmaceutical Services,2021,748900000.0,8200000.0,116900000.0 West Pharmaceutical Services,2022,679900000.0,7900000.0,116900000.0 ","corporate,year,EBITDA Growth KLA Corporation,2018,20.644331458275154 KLA Corporation,2019,1.290147955500061 KLA Corporation,2020,10.336692947470436 KLA Corporation,2021,56.222678591193365 KLA Corporation,2022,40.74904677710525 West Pharmaceutical Services,2018,8.10477657935285 West Pharmaceutical Services,2019,14.11060433295325 West Pharmaceutical Services,2020,28.453659755183615 West Pharmaceutical Services,2021,69.97277323998445 West Pharmaceutical Services,2022,-7.929061784897025 " 2045,US,fundamental,"Comparing the maximum of Net Income Growth from 2019 to 2021, what is the ratio of Prologis to Keurig Dr Pepper? (Indicator unit: %) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.8631,hard,growth,(Net Income_t - Net Income_{t-1}) / |Net Income_{t-1}| * 100%,"corporate,year,NetIncome Prologis,2018,1649361000.0 Prologis,2019,1572959000.0 Prologis,2020,1481814000.0 Prologis,2021,2939723000.0 Keurig Dr Pepper,2018,586000000.0 Keurig Dr Pepper,2019,1254000000.0 Keurig Dr Pepper,2020,1325000000.0 Keurig Dr Pepper,2021,2146000000.0 ","corporate,year,Net Income Growth Keurig Dr Pepper,2019,113.99317406143345 Keurig Dr Pepper,2020,5.6618819776714515 Keurig Dr Pepper,2021,61.96226415094339 Prologis,2019,-4.632218174189883 Prologis,2020,-5.794493054173695 Prologis,2021,98.38677458844363 " 2046,US,fundamental,"What is the ratio of Ares Management to Marathon Petroleum in terms of the maximum of Net Income Growth from 2017 to 2019? (Indicator unit: %) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.8376,hard,growth,(Net Income_t - Net Income_{t-1}) / |Net Income_{t-1}| * 100%,"corporate,year,NetIncome Ares Management,2016,111808000.0 Ares Management,2017,76178000.0 Ares Management,2018,57020000.0 Ares Management,2019,148884000.0 Marathon Petroleum,2016,1174000000.0 Marathon Petroleum,2017,3432000000.0 Marathon Petroleum,2018,2780000000.0 Marathon Petroleum,2019,2637000000.0 ","corporate,year,Net Income Growth Ares Management,2017,-31.867129364625075 Ares Management,2018,-25.148993147627923 Ares Management,2019,161.10838302350052 Marathon Petroleum,2017,192.33390119250427 Marathon Petroleum,2018,-18.997668997669 Marathon Petroleum,2019,-5.143884892086331 " 2047,US,fundamental,"From 2021 to 2023, how does the minimum of Net Income Growth for UDR compare to Global Payments as a ratio? (Indicator unit: %) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.4755,hard,growth,(Net Income_t - Net Income_{t-1}) / |Net Income_{t-1}| * 100%,"corporate,year,NetIncome UDR,2020,64266000.0 UDR,2021,150016000.0 UDR,2022,86924000.0 UDR,2023,444353000.0 Global Payments,2020,584520000.0 Global Payments,2021,965460000.0 Global Payments,2022,111493000.0 Global Payments,2023,986233000.0 ","corporate,year,Net Income Growth Global Payments,2021,65.1714227058099 Global Payments,2022,-88.45182607254573 Global Payments,2023,784.5694348524122 UDR,2021,133.42980736314692 UDR,2022,-42.056847269624576 UDR,2023,411.19713772951087 " 2048,US,fundamental,"Over 2023-2025, what is the ratio of Ameren to Lockheed Martin for the minimum of Net Income Growth? (Indicator unit: %) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",-0.1214,hard,growth,(Net Income_t - Net Income_{t-1}) / |Net Income_{t-1}| * 100%,"corporate,year,NetIncome Ameren,2022,1075000000.0 Ameren,2023,1152000000.0 Ameren,2024,1184000000.0 Ameren,2025,1487000000.0 Lockheed Martin,2022,5732000000.0 Lockheed Martin,2023,6920000000.0 Lockheed Martin,2024,5336000000.0 Lockheed Martin,2025,5017000000.0 ","corporate,year,Net Income Growth Ameren,2023,7.162790697674419 Ameren,2024,2.7777777777777777 Ameren,2025,25.591216216216218 Lockheed Martin,2023,20.725750174459176 Lockheed Martin,2024,-22.890173410404625 Lockheed Martin,2025,-5.978260869565218 " 2049,US,fundamental,"Calculate the minimum of Net Income Growth for Home Depot (The) and Stryker Corporation separately from 2021 to 2023, and compute the ratio of Home Depot (The) to Stryker Corporation. (Indicator unit: %) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",-0.6283,hard,growth,(Net Income_t - Net Income_{t-1}) / |Net Income_{t-1}| * 100%,"corporate,year,NetIncome Home Depot (The),2020,12866000000.0 Home Depot (The),2021,16433000000.0 Home Depot (The),2022,17105000000.0 Home Depot (The),2023,15143000000.0 Stryker Corporation,2020,1599000000.0 Stryker Corporation,2021,1994000000.0 Stryker Corporation,2022,2358000000.0 Stryker Corporation,2023,3165000000.0 ","corporate,year,Net Income Growth Home Depot (The),2021,27.724234416291 Home Depot (The),2022,4.089332440820301 Home Depot (The),2023,-11.470330312774042 Stryker Corporation,2021,24.702939337085677 Stryker Corporation,2022,18.254764292878637 Stryker Corporation,2023,34.223918575063614 " 2050,US,fundamental,"Comparing the maximum of EPS Growth from 2021 to 2023, what is the ratio of Republic Services to Wabtec? (Indicator unit: %) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.9276,hard,growth,(EPS_t - EPS_{t-1}) / |EPS_{t-1}| * 100%; EPS = Net Income / Weighted-Average Basic Shares,"corporate,year,NetIncome,SharesAverage Republic Services,2020,967237000.0,319282000.0 Republic Services,2021,1290405000.0,318811000.0 Republic Services,2022,1487586000.0,316530000.0 Republic Services,2023,1730985000.0,316182000.0 Wabtec,2020,414400000.0,189900000.0 Wabtec,2021,558000000.0,187700000.0 Wabtec,2022,633000000.0,182200000.0 Wabtec,2023,815000000.0,178800000.0 ","corporate,year,EPS Growth Republic Services,2021,33.60855698454826 Republic Services,2022,16.111294000090147 Republic Services,2023,16.490083755465108 Wabtec,2021,36.23074897715282 Wabtec,2022,16.865255007495012 Wabtec,2023,31.200278493449403 " 2051,US,fundamental,"What is the ratio of Agilent Technologies to Cencora in terms of the maximum of EPS Growth from 2023 to 2025? (Indicator unit: %) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.935,hard,growth,(EPS_t - EPS_{t-1}) / |EPS_{t-1}| * 100%; EPS = Net Income / Weighted-Average Basic Shares,"corporate,year,NetIncome,SharesAverage Agilent Technologies,2022,1254000000.0,299000000.0 Agilent Technologies,2023,1240000000.0,294000000.0 Agilent Technologies,2024,1289000000.0,290000000.0 Agilent Technologies,2025,1303000000.0,284000000.0 Cencora,2022,1698820000.0,208472000.0 Cencora,2023,1745293000.0,202511000.0 Cencora,2024,1509120000.0,198503000.0 Cencora,2025,1554169000.0,193820000.0 ","corporate,year,EPS Growth Agilent Technologies,2023,0.5652659787998117 Agilent Technologies,2024,5.385428253615119 Agilent Technologies,2025,3.2217353773533493 Cencora,2023,5.759672244509511 Cencora,2024,-11.786110467976412 Cencora,2025,5.4734016638815985 " 2052,US,fundamental,"From 2019 to 2023, how does the average of EPS Growth for IQVIA compare to American Express as a ratio? (Indicator unit: %) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",2.5596,hard,growth,(EPS_t - EPS_{t-1}) / |EPS_{t-1}| * 100%; EPS = Net Income / Weighted-Average Basic Shares,"corporate,year,NetIncome,SharesAverage IQVIA,2018,259000000.0,203700000.0 IQVIA,2019,191000000.0,195100000.0 IQVIA,2020,279000000.0,191300000.0 IQVIA,2021,966000000.0,191400000.0 IQVIA,2022,1091000000.0,187600000.0 IQVIA,2023,1358000000.0,183800000.0 American Express,2018,6921000000.0,856000000.0 American Express,2019,6759000000.0,828000000.0 American Express,2020,3135000000.0,805000000.0 American Express,2021,8060000000.0,789000000.0 American Express,2022,7514000000.0,751000000.0 American Express,2023,8374000000.0,735000000.0 ","corporate,year,EPS Growth American Express,2019,0.9617861203771757 American Express,2020,-52.29218185276774 American Express,2021,162.31092190667937 American Express,2022,-2.057042223272194 American Express,2023,13.871322284569935 IQVIA,2019,-23.004142020031306 IQVIA,2020,48.9749112575024 IQVIA,2021,246.0556622959293 IQVIA,2022,15.227654981525381 IQVIA,2023,27.046395027472762 " 2053,US,fundamental,"Over 2023-2025, what is the ratio of Arista Networks to Coca-Cola Company (The) for the minimum of EPS Growth? (Indicator unit: %) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",146.7032,hard,growth,(EPS_t - EPS_{t-1}) / |EPS_{t-1}| * 100%; EPS = Net Income / Weighted-Average Basic Shares,"corporate,year,NetIncome,SharesAverage Arista Networks,2022,1352446000.0,306473000.0 Arista Networks,2023,2087321000.0,309354000.0 Arista Networks,2024,2852054000.0,1256303000.0 Arista Networks,2025,3511400000.0,1258000000.0 Coca-Cola Company (The),2022,9542000000.0,4328000000.0 Coca-Cola Company (The),2023,10714000000.0,4323000000.0 Coca-Cola Company (The),2024,10631000000.0,4309000000.0 Coca-Cola Company (The),2025,13107000000.0,4303000000.0 ","corporate,year,EPS Growth Arista Networks,2023,52.89940394322451 Arista Networks,2024,-66.35427889588672 Arista Networks,2025,22.952203521839024 Coca-Cola Company (The),2023,12.41240680681578 Coca-Cola Company (The),2024,-0.4523029254942758 Coca-Cola Company (The),2025,23.462290343818204 " 2054,US,fundamental,"Calculate the maximum of EPS Growth for Skyworks Solutions and Lilly (Eli) separately from 2019 to 2021, and compute the ratio of Skyworks Solutions to Lilly (Eli). (Indicator unit: %) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.4756,hard,growth,(EPS_t - EPS_{t-1}) / |EPS_{t-1}| * 100%; EPS = Net Income / Weighted-Average Basic Shares,"corporate,year,NetIncome,SharesAverage Skyworks Solutions,2018,918400000.0,181300000.0 Skyworks Solutions,2019,853600000.0,173500000.0 Skyworks Solutions,2020,814800000.0,168500000.0 Skyworks Solutions,2021,1498300000.0,165200000.0 Lilly (Eli),2018,3232000000.0,1027721000.0 Lilly (Eli),2019,8318400000.0,931059000.0 Lilly (Eli),2020,6193700000.0,907634000.0 Lilly (Eli),2021,5581700000.0,906963000.0 ","corporate,year,EPS Growth Lilly (Eli),2019,184.09688785236028 Lilly (Eli),2020,-23.620499806252635 Lilly (Eli),2021,-9.814335232017985 Skyworks Solutions,2019,-2.877275602727199 Skyworks Solutions,2020,-1.7129754518478642 Skyworks Solutions,2021,87.55887598792795 " 2055,US,fundamental,"Comparing the maximum of Free Cash Flow from 2021 to 2025, what is the ratio of Las Vegas Sands to Omnicom Group? (Indicator unit: $) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.7926,hard,cash flow,CFO - Capex,"corporate,year,NetCashFromOperatingActivities,CapitalExpenses Las Vegas Sands,2021,-243000000.0,828000000.0 Las Vegas Sands,2022,-944000000.0,651000000.0 Las Vegas Sands,2023,3227000000.0,1017000000.0 Las Vegas Sands,2024,3204000000.0,1567000000.0 Las Vegas Sands,2025,3023000000.0,1168000000.0 Omnicom Group,2021,1945400000.0,665800000.0 Omnicom Group,2022,926500000.0,78200000.0 Omnicom Group,2023,1421900000.0,78400000.0 Omnicom Group,2024,1733500000.0,140600000.0 Omnicom Group,2025,2938200000.0,149800000.0 ","corporate,year,Free Cash Flow Las Vegas Sands,2021,-1071000000.0 Las Vegas Sands,2022,-1595000000.0 Las Vegas Sands,2023,2210000000.0 Las Vegas Sands,2024,1637000000.0 Las Vegas Sands,2025,1855000000.0 Omnicom Group,2021,1279600000.0 Omnicom Group,2022,848300000.0 Omnicom Group,2023,1343500000.0 Omnicom Group,2024,1592900000.0 Omnicom Group,2025,2788400000.0 " 2056,US,fundamental,"What is the ratio of Iron Mountain to Procter & Gamble in terms of the minimum of Free Cash Flow from 2020 to 2022? (Indicator unit: $) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.0039,hard,cash flow,CFO - Capex,"corporate,year,NetCashFromOperatingActivities,CapitalExpenses Iron Mountain,2020,987657000.0,438263000.0 Iron Mountain,2021,758902000.0,611082000.0 Iron Mountain,2022,927695000.0,875378000.0 Procter & Gamble,2020,17403000000.0,3073000000.0 Procter & Gamble,2021,18371000000.0,2787000000.0 Procter & Gamble,2022,16723000000.0,3156000000.0 ","corporate,year,Free Cash Flow Iron Mountain,2020,549394000.0 Iron Mountain,2021,147820000.0 Iron Mountain,2022,52317000.0 Procter & Gamble,2020,14330000000.0 Procter & Gamble,2021,15584000000.0 Procter & Gamble,2022,13567000000.0 " 2057,US,fundamental,"From 2018 to 2022, how does the minimum of Free Cash Flow for DaVita compare to Seagate Technology as a ratio? (Indicator unit: $) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.6955,hard,cash flow,CFO - Capex,"corporate,year,NetCashFromOperatingActivities,CapitalExpenses DaVita,2018,1771640000.0,987138000.0 DaVita,2019,2072355000.0,766546000.0 DaVita,2020,1979028000.0,674541000.0 DaVita,2021,1930876000.0,641465000.0 DaVita,2022,1564570000.0,603429000.0 Seagate Technology,2018,2113000000.0,366000000.0 Seagate Technology,2019,1761000000.0,602000000.0 Seagate Technology,2020,1714000000.0,585000000.0 Seagate Technology,2021,1626000000.0,498000000.0 Seagate Technology,2022,1657000000.0,381000000.0 ","corporate,year,Free Cash Flow DaVita,2018,784502000.0 DaVita,2019,1305809000.0 DaVita,2020,1304487000.0 DaVita,2021,1289411000.0 DaVita,2022,961141000.0 Seagate Technology,2018,1747000000.0 Seagate Technology,2019,1159000000.0 Seagate Technology,2020,1129000000.0 Seagate Technology,2021,1128000000.0 Seagate Technology,2022,1276000000.0 " 2058,US,fundamental,"Over 2021-2023, what is the ratio of Baxter International to Marsh McLennan for the CAGR of Free Cash Flow? (Indicator unit: $) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",-1.47,hard,cash flow,CFO - Capex,"corporate,year,NetCashFromOperatingActivities,CapitalExpenses Baxter International,2021,2222000000.0,743000000.0 Baxter International,2022,1211000000.0,679000000.0 Baxter International,2023,1726000000.0,692000000.0 Marsh McLennan,2021,3516000000.0,406000000.0 Marsh McLennan,2022,3465000000.0,470000000.0 Marsh McLennan,2023,4258000000.0,416000000.0 ","corporate,year,Free Cash Flow Baxter International,2021,1479000000.0 Baxter International,2022,532000000.0 Baxter International,2023,1034000000.0 Marsh McLennan,2021,3110000000.0 Marsh McLennan,2022,2995000000.0 Marsh McLennan,2023,3842000000.0 " 2059,US,fundamental,"Calculate the CAGR of Free Cash Flow for General Dynamics and Xylem Inc. separately from 2016 to 2020, and compute the ratio of General Dynamics to Xylem Inc.. (Indicator unit: $) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.8611,hard,cash flow,CFO - Capex,"corporate,year,NetCashFromOperatingActivities,CapitalExpenses General Dynamics,2016,2198000000.0,392000000.0 General Dynamics,2017,3879000000.0,428000000.0 General Dynamics,2018,3148000000.0,690000000.0 General Dynamics,2019,2981000000.0,987000000.0 General Dynamics,2020,3858000000.0,967000000.0 Xylem Inc.,2016,497000000.0,124000000.0 Xylem Inc.,2017,686000000.0,170000000.0 Xylem Inc.,2018,586000000.0,237000000.0 Xylem Inc.,2019,839000000.0,226000000.0 Xylem Inc.,2020,824000000.0,183000000.0 ","corporate,year,Free Cash Flow General Dynamics,2016,1806000000.0 General Dynamics,2017,3451000000.0 General Dynamics,2018,2458000000.0 General Dynamics,2019,1994000000.0 General Dynamics,2020,2891000000.0 Xylem Inc.,2016,373000000.0 Xylem Inc.,2017,516000000.0 Xylem Inc.,2018,349000000.0 Xylem Inc.,2019,613000000.0 Xylem Inc.,2020,641000000.0 " 2060,US,fundamental,"Comparing the average of Free Cash Flow to Firm from 2016 to 2018, what is the ratio of Estée Lauder Companies (The) to Paycom? (Indicator unit: $) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",18.5694,hard,cash flow,CFO - Capex + Interest Expense x (1 - effective tax rate),"corporate,year,NetCashFromOperatingActivities,CapitalExpenses,InterestExpense,IncomeTaxes,PretaxIncomeLoss Estée Lauder Companies (The),2016,1788700000.0,525300000.0,70700000.0,434400000.0,1555200000.0 Estée Lauder Companies (The),2017,1800000000.0,504000000.0,103000000.0,361000000.0,1617000000.0 Estée Lauder Companies (The),2018,2573000000.0,629000000.0,128000000.0,863000000.0,1980000000.0 Paycom,2016,98953000.0,43805000.0,1036000.0,13403000.0,57243000.0 Paycom,2017,130600000.0,59389000.0,911000.0,9840000.0,76647000.0 Paycom,2018,184817000.0,59906000.0,766000.0,37646000.0,174711000.0 ","corporate,year,Free Cash Flow to Firm Estée Lauder Companies (The),2016,1314352006.1728394 Estée Lauder Companies (The),2017,1376004947.433519 Estée Lauder Companies (The),2018,2016210101.010101 Paycom,2016,55941428.7161749 Paycom,2017,72005045.12896787 Paycom,2018,125511945.50428994 " 2061,US,fundamental,"What is the ratio of Rollins to FirstEnergy in terms of the minimum of Free Cash Flow to Firm from 2018 to 2022? (Indicator unit: $) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",-0.5074,hard,cash flow,CFO - Capex + Interest Expense x (1 - effective tax rate),"corporate,year,NetCashFromOperatingActivities,CapitalExpenses,InterestExpense,IncomeTaxes,PretaxIncomeLoss Rollins,2018,286272000.0,27179000.0,25000.0,77351000.0,310733000.0 Rollins,2019,309188000.0,27146000.0,6452000.0,75812000.0,261160000.0 Rollins,2020,435785000.0,23229000.0,5056000.0,81184000.0,354720000.0 Rollins,2021,401805000.0,27194000.0,1313000.0,119762000.0,474838000.0 Rollins,2022,465930000.0,30628000.0,4162000.0,119573000.0,498917000.0 FirstEnergy,2018,1410000000.0,2675000000.0,1116000000.0,490000000.0,1512000000.0 FirstEnergy,2019,2467000000.0,2665000000.0,1033000000.0,213000000.0,1117000000.0 FirstEnergy,2020,1423000000.0,2657000000.0,1065000000.0,126000000.0,1129000000.0 FirstEnergy,2021,2811000000.0,2445000000.0,1141000000.0,320000000.0,1559000000.0 FirstEnergy,2022,2683000000.0,2756000000.0,1021000000.0,1000000000.0,1439000000.0 ","corporate,year,Free Cash Flow to Firm FirstEnergy,2018,-510666666.6666666 FirstEnergy,2019,638017905.1029544 FirstEnergy,2020,-287857395.9255979 FirstEnergy,2021,1272798588.8389993 FirstEnergy,2022,238479499.6525365 Rollins,2018,259111776.7311486 Rollins,2019,286621052.289784 Rollins,2020,416454844.2038791 Rollins,2021,375592839.67584735 Rollins,2022,438466513.79287535 " 2062,US,fundamental,"From 2018 to 2022, how does the average of Free Cash Flow to Firm for Allegion compare to Fair Isaac as a ratio? (Indicator unit: $) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.2619,hard,cash flow,CFO - Capex + Interest Expense x (1 - effective tax rate),"corporate,year,NetCashFromOperatingActivities,CapitalExpenses,InterestExpense,IncomeTaxes,PretaxIncomeLoss Allegion,2018,457800000.0,49100000.0,54000000.0,39800000.0,475200000.0 Allegion,2019,488200000.0,65600000.0,56000000.0,73100000.0,475200000.0 Allegion,2020,490300000.0,47100000.0,51100000.0,50900000.0,365400000.0 Allegion,2021,488600000.0,45400000.0,50200000.0,40700000.0,524000000.0 Allegion,2022,459500000.0,64000000.0,75900000.0,56200000.0,514500000.0 Fair Isaac,2018,223052000.0,31299000.0,31311000.0,45595000.0,188010000.0 Fair Isaac,2019,260350000.0,23981000.0,39752000.0,23948000.0,216072000.0 Fair Isaac,2020,364916000.0,21989000.0,42177000.0,20589000.0,257000000.0 Fair Isaac,2021,423817000.0,7569000.0,40092000.0,81058000.0,473142000.0 Fair Isaac,2022,509450000.0,6029000.0,68967000.0,97768000.0,471309000.0 ","corporate,year,Free Cash Flow to Firm Allegion,2018,458177272.72727275 Allegion,2019,469985521.8855219 Allegion,2020,487181800.7662835 Allegion,2021,489500877.86259544 Allegion,2022,463109271.13702625 Fair Isaac,2018,215470653.66203925 Fair Isaac,2019,271715149.6538191 Fair Isaac,2020,381725080.72762644 Fair Isaac,2021,449471496.81068265 Fair Isaac,2022,558081535.1202714 " 2063,US,fundamental,"Over 2021-2023, what is the ratio of Cencora to Huntington Ingalls Industries for the maximum of Free Cash Flow to Firm? (Indicator unit: $) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",4.824,hard,cash flow,CFO - Capex + Interest Expense x (1 - effective tax rate),"corporate,year,NetCashFromOperatingActivities,CapitalExpenses,InterestExpense,IncomeTaxes,PretaxIncomeLoss Cencora,2021,2666586000.0,438217000.0,174074000.0,677251000.0,2221859000.0 Cencora,2022,2703088000.0,496318000.0,210673000.0,516517000.0,2183057000.0 Cencora,2023,3911334000.0,458359000.0,228931000.0,428260000.0,2160836000.0 Huntington Ingalls Industries,2021,760000000.0,331000000.0,89000000.0,78000000.0,622000000.0 Huntington Ingalls Industries,2022,766000000.0,284000000.0,102000000.0,140000000.0,719000000.0 Huntington Ingalls Industries,2023,970000000.0,292000000.0,95000000.0,172000000.0,853000000.0 ","corporate,year,Free Cash Flow to Firm Cencora,2021,2349383021.5882287 Cencora,2022,2367597216.797363 Cencora,2023,3636533750.5280366 Huntington Ingalls Industries,2021,506839228.29581994 Huntington Ingalls Industries,2022,564139082.0584145 Huntington Ingalls Industries,2023,753844079.7186401 " 2064,US,fundamental,"Calculate the maximum of Free Cash Flow to Firm for Colgate-Palmolive and Weyerhaeuser separately from 2021 to 2025, and compute the ratio of Colgate-Palmolive to Weyerhaeuser. (Indicator unit: $) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.1221,hard,cash flow,CFO - Capex + Interest Expense x (1 - effective tax rate),"corporate,year,NetCashFromOperatingActivities,CapitalExpenses,InterestExpense,IncomeTaxes,PretaxIncomeLoss Colgate-Palmolive,2021,3325000000.0,567000000.0,194000000.0,749000000.0,3087000000.0 Colgate-Palmolive,2022,2556000000.0,696000000.0,151000000.0,693000000.0,2660000000.0 Colgate-Palmolive,2023,3745000000.0,705000000.0,280000000.0,937000000.0,3392000000.0 Colgate-Palmolive,2024,4107000000.0,561000000.0,292000000.0,907000000.0,3956000000.0 Colgate-Palmolive,2025,4198000000.0,564000000.0,267000000.0,798000000.0,3059000000.0 Weyerhaeuser,2021,3159000000.0,0.0,313000000.0,609000000.0,3316000000.0 Weyerhaeuser,2022,2832000000.0,0.0,270000000.0,566000000.0,2305000000.0 Weyerhaeuser,2023,1433000000.0,0.0,280000000.0,63000000.0,937000000.0 Weyerhaeuser,2024,1008000000.0,0.0,269000000.0,60000000.0,427000000.0 Weyerhaeuser,2025,562000000.0,0.0,273000000.0,67000000.0,260000000.0 ","corporate,year,Free Cash Flow to Firm Colgate-Palmolive,2021,2904929705.2154193 Colgate-Palmolive,2022,1971660526.3157895 Colgate-Palmolive,2023,3242653301.886792 Colgate-Palmolive,2024,3771052578.361982 Colgate-Palmolive,2025,3831347826.0869565 Weyerhaeuser,2021,3414515983.1121836 Weyerhaeuser,2022,3035700650.759219 Weyerhaeuser,2023,1694173959.4450374 Weyerhaeuser,2024,1239201405.1522248 Weyerhaeuser,2025,764650000.0 " 2065,US,fundamental,"Comparing the average of Free Cash Flow to Equity from 2022 to 2024, what is the ratio of Ameren to J.B. Hunt? (Indicator unit: $; Net Borrowing is approximated as the year-over-year change in (short-term debt + long-term debt)) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.3369,hard,cash flow,CFO - Capex + Net Borrowing; Net Borrowing = delta(Short-Term Debt + Long-Term Debt),"corporate,year,NetCashFromOperatingActivities,CapitalExpenses,ShortTermDebt,LongTermDebt Ameren,2021,1661000000.0,2954000000.0,545000000.0,12562000000.0 Ameren,2022,2263000000.0,3351000000.0,1070000000.0,13685000000.0 Ameren,2023,2564000000.0,3597000000.0,536000000.0,15121000000.0 Ameren,2024,2763000000.0,4319000000.0,1143000000.0,17262000000.0 J.B. Hunt,2021,1223898000.0,60464000.0,0.0,945257000.0 J.B. Hunt,2022,1776882000.0,107474000.0,0.0,1261738000.0 J.B. Hunt,2023,1744618000.0,44692000.0,0.0,1326107000.0 J.B. Hunt,2024,1483156000.0,73906000.0,0.0,977702000.0 ","corporate,year,Free Cash Flow to Equity Ameren,2022,560000000.0 Ameren,2023,-131000000.0 Ameren,2024,1192000000.0 J.B. Hunt,2022,1985889000.0 J.B. Hunt,2023,1764295000.0 J.B. Hunt,2024,1060845000.0 " 2066,US,fundamental,"What is the ratio of Accenture to Verisign in terms of the CAGR of Free Cash Flow to Equity from 2018 to 2020? (Indicator unit: $; Net Borrowing is approximated as the year-over-year change in (short-term debt + long-term debt)) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.0559,hard,cash flow,CFO - Capex + Net Borrowing; Net Borrowing = delta(Short-Term Debt + Long-Term Debt),"corporate,year,NetCashFromOperatingActivities,CapitalExpenses,ShortTermDebt,LongTermDebt Accenture,2017,4973039000.0,515919000.0,2907000.0,22163000.0 Accenture,2018,6026691000.0,619187000.0,5337000.0,19676000.0 Accenture,2019,6626953000.0,599009000.0,6411000.0,16247000.0 Accenture,2020,8215152000.0,599132000.0,7820000.0,54052000.0 Verisign,2017,702761000.0,49499000.0,627616000.0,1782529000.0 Verisign,2018,697767000.0,37007000.0,0.0,1785047000.0 Verisign,2019,753892000.0,40316000.0,0.0,1787565000.0 Verisign,2020,730183000.0,43395000.0,0.0,1790083000.0 ","corporate,year,Free Cash Flow to Equity Accenture,2018,5407447000.0 Accenture,2019,6025589000.0 Accenture,2020,7655234000.0 Verisign,2018,35662000.0 Verisign,2019,716094000.0 Verisign,2020,689306000.0 " 2067,US,fundamental,"From 2022 to 2024, how does the average of Free Cash Flow to Equity for Xcel Energy compare to Cigna as a ratio? (Indicator unit: $; Net Borrowing is approximated as the year-over-year change in (short-term debt + long-term debt)) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.0436,hard,cash flow,CFO - Capex + Net Borrowing; Net Borrowing = delta(Short-Term Debt + Long-Term Debt),"corporate,year,NetCashFromOperatingActivities,CapitalExpenses,ShortTermDebt,LongTermDebt Xcel Energy,2021,2189000000.0,4244000000.0,1005000000.0,21779000000.0 Xcel Energy,2022,3932000000.0,4638000000.0,813000000.0,22813000000.0 Xcel Energy,2023,5327000000.0,5854000000.0,785000000.0,24913000000.0 Xcel Energy,2024,4641000000.0,7364000000.0,695000000.0,27316000000.0 Cigna,2021,7191000000.0,0.0,2545000000.0,31125000000.0 Cigna,2022,8656000000.0,0.0,2993000000.0,28100000000.0 Cigna,2023,11813000000.0,0.0,2775000000.0,28155000000.0 Cigna,2024,10363000000.0,0.0,3035000000.0,28937000000.0 ","corporate,year,Free Cash Flow to Equity Cigna,2022,6079000000.0 Cigna,2023,11650000000.0 Cigna,2024,11405000000.0 Xcel Energy,2022,136000000.0 Xcel Energy,2023,1545000000.0 Xcel Energy,2024,-410000000.0 " 2068,US,fundamental,"Over 2019-2023, what is the ratio of Darden Restaurants to Cummins for the average of Free Cash Flow to Equity? (Indicator unit: $; Net Borrowing is approximated as the year-over-year change in (short-term debt + long-term debt)) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.2763,hard,cash flow,CFO - Capex + Net Borrowing; Net Borrowing = delta(Short-Term Debt + Long-Term Debt),"corporate,year,NetCashFromOperatingActivities,CapitalExpenses,ShortTermDebt,LongTermDebt Darden Restaurants,2018,1019800000.0,396000000.0,0.0,926500000.0 Darden Restaurants,2019,1267600000.0,452000000.0,0.0,927700000.0 Darden Restaurants,2020,717400000.0,459900000.0,270000000.0,928800000.0 Darden Restaurants,2021,1193500000.0,254900000.0,0.0,929800000.0 Darden Restaurants,2022,1264600000.0,376900000.0,0.0,901000000.0 Darden Restaurants,2023,1552800000.0,564900000.0,0.0,884900000.0 Cummins,2018,2378000000.0,709000000.0,780000000.0,1597000000.0 Cummins,2019,3181000000.0,700000000.0,660000000.0,1576000000.0 Cummins,2020,2722000000.0,528000000.0,323000000.0,3610000000.0 Cummins,2021,2256000000.0,734000000.0,313000000.0,3579000000.0 Cummins,2022,1962000000.0,916000000.0,2574000000.0,4498000000.0 Cummins,2023,3966000000.0,1213000000.0,1496000000.0,4802000000.0 ","corporate,year,Free Cash Flow to Equity Cummins,2019,2340000000.0 Cummins,2020,3891000000.0 Cummins,2021,1481000000.0 Cummins,2022,4226000000.0 Cummins,2023,1979000000.0 Darden Restaurants,2019,816800000.0 Darden Restaurants,2020,528600000.0 Darden Restaurants,2021,669600000.0 Darden Restaurants,2022,858900000.0 Darden Restaurants,2023,971800000.0 " 2069,US,fundamental,"Calculate the average of Free Cash Flow to Equity for Sysco and Cadence Design Systems separately from 2018 to 2020, and compute the ratio of Sysco to Cadence Design Systems. (Indicator unit: $; Net Borrowing is approximated as the year-over-year change in (short-term debt + long-term debt)) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",5.7375,hard,cash flow,CFO - Capex + Net Borrowing; Net Borrowing = delta(Short-Term Debt + Long-Term Debt),"corporate,year,NetCashFromOperatingActivities,CapitalExpenses,ShortTermDebt,LongTermDebt Sysco,2017,2176425000.0,686378000.0,3938000.0,7660877000.0 Sysco,2018,2158632000.0,687815000.0,4176000.0,7540765000.0 Sysco,2019,2411207000.0,692391000.0,3957000.0,8122058000.0 Sysco,2020,1618680000.0,720423000.0,2266000.0,12902485000.0 Cadence Design Systems,2017,470740000.0,57901000.0,85000000.0,644369000.0 Cadence Design Systems,2018,604751000.0,61503000.0,100000000.0,345291000.0 Cadence Design Systems,2019,729600000.0,74605000.0,0.0,346019000.0 Cadence Design Systems,2020,904922000.0,94813000.0,0.0,346793000.0 ","corporate,year,Free Cash Flow to Equity Cadence Design Systems,2018,259170000.0 Cadence Design Systems,2019,555723000.0 Cadence Design Systems,2020,810883000.0 Sysco,2018,1350943000.0 Sysco,2019,2299890000.0 Sysco,2020,5676993000.0 " 2070,US,fundamental,"Comparing the average of Operating Cash Flow Margin from 2018 to 2022, what is the ratio of Steel Dynamics to Copart? (Indicator unit: %) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.3947,hard,cash flow,CFO / Revenue * 100%,"corporate,year,NetCashFromOperatingActivities,Revenue Steel Dynamics,2018,1415469000.0,11801609000.0 Steel Dynamics,2019,1396290000.0,10451132000.0 Steel Dynamics,2020,987032000.0,9587691000.0 Steel Dynamics,2021,2204136000.0,18376743000.0 Steel Dynamics,2022,4460403000.0,21469251000.0 Copart,2018,535069000.0,1805695000.0 Copart,2019,646646000.0,2041957000.0 Copart,2020,917885000.0,2205583000.0 Copart,2021,990891000.0,2692511000.0 Copart,2022,1176683000.0,3500921000.0 ","corporate,year,Operating Cash Flow Margin Copart,2018,29.632302243734408 Copart,2019,31.66795383056548 Copart,2020,41.61643429424329 Copart,2021,36.80174379974678 Copart,2022,33.610669878012104 Steel Dynamics,2018,11.99386456541646 Steel Dynamics,2019,13.36017954801451 Steel Dynamics,2020,10.294783175636345 Steel Dynamics,2021,11.99416022741353 Steel Dynamics,2022,20.77577368674855 " 2071,US,fundamental,"What is the ratio of MGM Resorts to Zoetis in terms of the average of Operating Cash Flow Margin from 2019 to 2023? (Indicator unit: %) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.2092,hard,cash flow,CFO / Revenue * 100%,"corporate,year,NetCashFromOperatingActivities,Revenue MGM Resorts,2019,1810401000.0,12899672000.0 MGM Resorts,2020,-1493043000.0,5162082000.0 MGM Resorts,2021,1373423000.0,9680140000.0 MGM Resorts,2022,1756462000.0,13127485000.0 MGM Resorts,2023,2690777000.0,16164249000.0 Zoetis,2019,1795000000.0,6260000000.0 Zoetis,2020,2126000000.0,6675000000.0 Zoetis,2021,2213000000.0,7776000000.0 Zoetis,2022,1912000000.0,8080000000.0 Zoetis,2023,2353000000.0,8544000000.0 ","corporate,year,Operating Cash Flow Margin MGM Resorts,2019,14.034473124587974 MGM Resorts,2020,-28.923271656668764 MGM Resorts,2021,14.188048933176587 MGM Resorts,2022,13.380034332547325 MGM Resorts,2023,16.646470862951936 Zoetis,2019,28.674121405750796 Zoetis,2020,31.8501872659176 Zoetis,2021,28.459362139917694 Zoetis,2022,23.66336633663366 Zoetis,2023,27.539794007490638 " 2072,US,fundamental,"From 2017 to 2021, how does the minimum of Operating Cash Flow Margin for Elevance Health compare to Expeditors International as a ratio? (Indicator unit: %) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.7905,hard,cash flow,CFO / Revenue * 100%,"corporate,year,NetCashFromOperatingActivities,Revenue Elevance Health,2017,4184800000.0,90039400000.0 Elevance Health,2018,3827000000.0,92105000000.0 Elevance Health,2019,6061000000.0,104213000000.0 Elevance Health,2020,10688000000.0,121867000000.0 Elevance Health,2021,8364000000.0,138639000000.0 Expeditors International,2017,488639000.0,6920948000.0 Expeditors International,2018,572804000.0,8138365000.0 Expeditors International,2019,771935000.0,8175426000.0 Expeditors International,2020,655012000.0,10116481000.0 Expeditors International,2021,868494000.0,16523517000.0 ","corporate,year,Operating Cash Flow Margin Elevance Health,2017,4.647743099132158 Elevance Health,2018,4.155040442972694 Elevance Health,2019,5.8159730551850535 Elevance Health,2020,8.770216711661073 Elevance Health,2021,6.032934455672646 Expeditors International,2017,7.060290006513559 Expeditors International,2018,7.038317893090319 Expeditors International,2019,9.442137938744722 Expeditors International,2020,6.474702023361681 Expeditors International,2021,5.256108611744098 " 2073,US,fundamental,"Over 2018-2020, what is the ratio of Honeywell to Incyte for the minimum of Operating Cash Flow Margin? (Indicator unit: %) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",-3.2942,hard,cash flow,CFO / Revenue * 100%,"corporate,year,NetCashFromOperatingActivities,Revenue Honeywell,2018,6434000000.0,41802000000.0 Honeywell,2019,6897000000.0,36709000000.0 Honeywell,2020,6208000000.0,32637000000.0 Incyte,2018,336227000.0,1881883000.0 Incyte,2019,710656000.0,2158759000.0 Incyte,2020,-124599000.0,2666702000.0 ","corporate,year,Operating Cash Flow Margin Honeywell,2018,15.391608057030764 Honeywell,2019,18.7883080443488 Honeywell,2020,19.02135612954622 Incyte,2018,17.866519863349634 Incyte,2019,32.91965430138334 Incyte,2020,-4.672400590692173 " 2074,US,fundamental,"Calculate the minimum of Operating Cash Flow Margin for Fidelity National Information Services and NRG Energy separately from 2020 to 2022, and compute the ratio of Fidelity National Information Services to NRG Energy. (Indicator unit: %) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",23.7564,hard,cash flow,CFO / Revenue * 100%,"corporate,year,NetCashFromOperatingActivities,Revenue Fidelity National Information Services,2020,4442000000.0,12552000000.0 Fidelity National Information Services,2021,4810000000.0,13877000000.0 Fidelity National Information Services,2022,3939000000.0,14528000000.0 NRG Energy,2020,1837000000.0,9093000000.0 NRG Energy,2021,493000000.0,26989000000.0 NRG Energy,2022,360000000.0,31543000000.0 ","corporate,year,Operating Cash Flow Margin Fidelity National Information Services,2020,35.38878266411727 Fidelity National Information Services,2021,34.66167038985372 Fidelity National Information Services,2022,27.11316079295154 NRG Energy,2020,20.202353458704497 NRG Energy,2021,1.8266701248656858 NRG Energy,2022,1.1412991788986464 " 2075,US,fundamental,"Comparing the maximum of Capex Intensity from 2017 to 2021, what is the ratio of eBay Inc. to Entergy? (Indicator unit: %) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",2.4792,hard,cash flow,Capex / Revenue * 100%,"corporate,year,CapitalExpenses,Revenue eBay Inc.,2017,666000000.0,9567000000.0 eBay Inc.,2018,651000000.0,10746000000.0 eBay Inc.,2019,554000000.0,10800000000.0 eBay Inc.,2020,494000000.0,10271000000.0 eBay Inc.,2021,444000000.0,10420000000.0 Entergy,2017,16762000.0,11074481000.0 Entergy,2018,26623000.0,11009452000.0 Entergy,2019,305472000.0,10878673000.0 Entergy,2020,247121000.0,10113636000.0 Entergy,2021,168304000.0,11742896000.0 ","corporate,year,Capex Intensity Entergy,2017,0.15135698006976578 Entergy,2018,0.24181948383988594 Entergy,2019,2.8079895406360684 Entergy,2020,2.443443683359773 Entergy,2021,1.4332409994945028 eBay Inc.,2017,6.9614299153339605 eBay Inc.,2018,6.058068118369626 eBay Inc.,2019,5.12962962962963 eBay Inc.,2020,4.809658261123552 eBay Inc.,2021,4.2610364683301345 " 2076,US,fundamental,"What is the ratio of Weyerhaeuser to Estée Lauder Companies (The) in terms of the average of Capex Intensity from 2016 to 2020? (Indicator unit: %) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.742,hard,cash flow,Capex / Revenue * 100%,"corporate,year,CapitalExpenses,Revenue Weyerhaeuser,2016,451000000.0,6365000000.0 Weyerhaeuser,2017,358000000.0,7196000000.0 Weyerhaeuser,2018,368000000.0,7476000000.0 Weyerhaeuser,2019,0.0,6554000000.0 Weyerhaeuser,2020,0.0,7532000000.0 Estée Lauder Companies (The),2016,525300000.0,11262300000.0 Estée Lauder Companies (The),2017,504000000.0,11824000000.0 Estée Lauder Companies (The),2018,629000000.0,13683000000.0 Estée Lauder Companies (The),2019,744000000.0,14863000000.0 Estée Lauder Companies (The),2020,623000000.0,14294000000.0 ","corporate,year,Capex Intensity Estée Lauder Companies (The),2016,4.664233771076956 Estée Lauder Companies (The),2017,4.2625169147496615 Estée Lauder Companies (The),2018,4.596945114375503 Estée Lauder Companies (The),2019,5.005718899280091 Estée Lauder Companies (The),2020,4.35847208619001 Weyerhaeuser,2016,7.085624509033779 Weyerhaeuser,2017,4.974986103390773 Weyerhaeuser,2018,4.922418405564473 Weyerhaeuser,2019,0.0 Weyerhaeuser,2020,0.0 " 2077,US,fundamental,"From 2021 to 2023, how does the maximum of Capex Intensity for Altria compare to Moody's Corporation as a ratio? (Indicator unit: %) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.1578,hard,cash flow,Capex / Revenue * 100%,"corporate,year,CapitalExpenses,Revenue Altria,2021,169000000.0,26013000000.0 Altria,2022,205000000.0,25096000000.0 Altria,2023,196000000.0,24483000000.0 Moody's Corporation,2021,139000000.0,6218000000.0 Moody's Corporation,2022,283000000.0,5468000000.0 Moody's Corporation,2023,271000000.0,5916000000.0 ","corporate,year,Capex Intensity Altria,2021,0.6496751624187905 Altria,2022,0.8168632451386675 Altria,2023,0.8005554874811093 Moody's Corporation,2021,2.2354454808620137 Moody's Corporation,2022,5.175566934893928 Moody's Corporation,2023,4.58079783637593 " 2078,US,fundamental,"Over 2020-2022, what is the ratio of Netflix to Centene Corporation for the average of Capex Intensity? (Indicator unit: %) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",2.1485,hard,cash flow,Capex / Revenue * 100%,"corporate,year,CapitalExpenses,Revenue Netflix,2020,497923000.0,24996056000.0 Netflix,2021,524585000.0,29697844000.0 Netflix,2022,407729000.0,31615550000.0 Centene Corporation,2020,869000000.0,103800000000.0 Centene Corporation,2021,910000000.0,117983000000.0 Centene Corporation,2022,1004000000.0,135479000000.0 ","corporate,year,Capex Intensity Centene Corporation,2020,0.8371868978805396 Centene Corporation,2021,0.7712975598179399 Centene Corporation,2022,0.7410742624318161 Netflix,2020,1.9920062589074052 Netflix,2021,1.76640768939321 Netflix,2022,1.2896470249608183 " 2079,US,fundamental,"Calculate the maximum of Capex Intensity for Norwegian Cruise Line Holdings and Cintas separately from 2019 to 2023, and compute the ratio of Norwegian Cruise Line Holdings to Cintas. (Indicator unit: %) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",28.9377,hard,cash flow,Capex / Revenue * 100%,"corporate,year,CapitalExpenses,Revenue Norwegian Cruise Line Holdings,2019,1637170000.0,6462376000.0 Norwegian Cruise Line Holdings,2020,946545000.0,1279908000.0 Norwegian Cruise Line Holdings,2021,752843000.0,647986000.0 Norwegian Cruise Line Holdings,2022,1783857000.0,4843760000.0 Norwegian Cruise Line Holdings,2023,2750362000.0,8549924000.0 Cintas,2019,276719000.0,6892303000.0 Cintas,2020,230289000.0,7085120000.0 Cintas,2021,143470000.0,7116340000.0 Cintas,2022,240672000.0,7854459000.0 Cintas,2023,331109000.0,8815769000.0 ","corporate,year,Capex Intensity Cintas,2019,4.014898938714679 Cintas,2020,3.250318978365927 Cintas,2021,2.0160644376182137 Cintas,2022,3.064144837983113 Cintas,2023,3.7558720061743904 Norwegian Cruise Line Holdings,2019,25.33387100967198 Norwegian Cruise Line Holdings,2020,73.95414357906974 Norwegian Cruise Line Holdings,2021,116.1819854132651 Norwegian Cruise Line Holdings,2022,36.827939451995974 Norwegian Cruise Line Holdings,2023,32.16826254829868 " 2080,US,fundamental,"Comparing the average of Cash Flow to Net Income from 2016 to 2020, what is the ratio of Cincinnati Financial to Public Storage? According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.3011,hard,cash flow,CFO / Net Income,"corporate,year,NetCashFromOperatingActivities,NetIncome Cincinnati Financial,2016,1103000000.0,591000000.0 Cincinnati Financial,2017,1052000000.0,1045000000.0 Cincinnati Financial,2018,1181000000.0,287000000.0 Cincinnati Financial,2019,1208000000.0,1997000000.0 Cincinnati Financial,2020,1491000000.0,1216000000.0 Public Storage,2016,1945336000.0,1453576000.0 Public Storage,2017,1975679000.0,1442217000.0 Public Storage,2018,2061503000.0,1711031000.0 Public Storage,2019,2067643000.0,1520534000.0 Public Storage,2020,2042902000.0,1357213000.0 ","corporate,year,Cash Flow to Net Income Cincinnati Financial,2016,1.8663282571912014 Cincinnati Financial,2017,1.0066985645933015 Cincinnati Financial,2018,4.114982578397212 Cincinnati Financial,2019,0.6049073610415624 Cincinnati Financial,2020,1.2261513157894737 Public Storage,2016,1.3383104839375444 Public Storage,2017,1.3698902453652952 Public Storage,2018,1.204830888511079 Public Storage,2019,1.3598137233366698 Public Storage,2020,1.5052184145008927 " 2081,US,fundamental,"What is the ratio of Comcast to Qualcomm in terms of the maximum of Cash Flow to Net Income from 2021 to 2023? According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",3.1482,hard,cash flow,CFO / Net Income,"corporate,year,NetCashFromOperatingActivities,NetIncome Comcast,2021,29146000000.0,14159000000.0 Comcast,2022,26413000000.0,5370000000.0 Comcast,2023,28501000000.0,15388000000.0 Qualcomm,2021,10536000000.0,9043000000.0 Qualcomm,2022,9096000000.0,12936000000.0 Qualcomm,2023,11299000000.0,7232000000.0 ","corporate,year,Cash Flow to Net Income Comcast,2021,2.0584787061233136 Comcast,2022,4.918621973929237 Comcast,2023,1.8521575253444242 Qualcomm,2021,1.1651000774079399 Qualcomm,2022,0.7031539888682746 Qualcomm,2023,1.5623617256637168 " 2082,US,fundamental,"From 2016 to 2018, how does the maximum of Cash Flow to Net Income for Cboe Global Markets compare to Paccar as a ratio? According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.2843,hard,cash flow,CFO / Net Income,"corporate,year,NetCashFromOperatingActivities,NetIncome Cboe Global Markets,2016,229563000.0,186820000.0 Cboe Global Markets,2017,374400000.0,401700000.0 Cboe Global Markets,2018,534700000.0,426500000.0 Paccar,2016,2300800000.0,521700000.0 Paccar,2017,2715800000.0,1675200000.0 Paccar,2018,2992300000.0,2195100000.0 ","corporate,year,Cash Flow to Net Income Cboe Global Markets,2016,1.2287924205117224 Cboe Global Markets,2017,0.9320388349514563 Cboe Global Markets,2018,1.2536928487690504 Paccar,2016,4.410197431474027 Paccar,2017,1.6211795606494748 Paccar,2018,1.363172520614095 " 2083,US,fundamental,"Over 2020-2024, what is the ratio of FedEx to Revvity for the minimum of Cash Flow to Net Income? According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",14.5738,hard,cash flow,CFO / Net Income,"corporate,year,NetCashFromOperatingActivities,NetIncome FedEx,2020,5097000000.0,1286000000.0 FedEx,2021,10135000000.0,5231000000.0 FedEx,2022,9832000000.0,3826000000.0 FedEx,2023,8848000000.0,3972000000.0 FedEx,2024,8312000000.0,4331000000.0 Revvity,2020,892177000.0,727887000.0 Revvity,2021,1410750000.0,943157000.0 Revvity,2022,679810000.0,569179000.0 Revvity,2023,91272000.0,693094000.0 Revvity,2024,628299000.0,270385000.0 ","corporate,year,Cash Flow to Net Income FedEx,2020,3.963452566096423 FedEx,2021,1.937488051997706 FedEx,2022,2.569785676947203 FedEx,2023,2.227593152064451 FedEx,2024,1.9191872546755946 Revvity,2020,1.2257081112865047 Revvity,2021,1.4957742984466 Revvity,2022,1.194369433868783 Revvity,2023,0.13168776529590503 Revvity,2024,2.3237198809105535 " 2084,US,fundamental,"Calculate the maximum of Cash Flow to Net Income for Howmet Aerospace and T. Rowe Price separately from 2023 to 2025, and compute the ratio of Howmet Aerospace to T. Rowe Price. According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.4871,hard,cash flow,CFO / Net Income,"corporate,year,NetCashFromOperatingActivities,NetIncome Howmet Aerospace,2023,901000000.0,765000000.0 Howmet Aerospace,2024,1298000000.0,1155000000.0 Howmet Aerospace,2025,1884000000.0,1508000000.0 T. Rowe Price,2023,1219100000.0,1788700000.0 T. Rowe Price,2024,1685600000.0,2100100000.0 T. Rowe Price,2025,1753400000.0,2087100000.0 ","corporate,year,Cash Flow to Net Income Howmet Aerospace,2023,1.1777777777777778 Howmet Aerospace,2024,1.1238095238095238 Howmet Aerospace,2025,1.2493368700265253 T. Rowe Price,2023,0.6815564376362722 T. Rowe Price,2024,0.8026284462644636 T. Rowe Price,2025,0.8401130755593886 " 2085,US,fundamental,"Comparing the minimum of Cash Flow to Debt from 2021 to 2025, what is the ratio of Hershey Company (The) to AT&T? According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.7518,hard,cash flow,CFO / Total Debt; Total Debt = Short-Term Debt + Long-Term Debt,"corporate,year,NetCashFromOperatingActivities,ShortTermDebt,LongTermDebt Hershey Company (The),2021,2082884000.0,939423000.0,4086627000.0 Hershey Company (The),2022,2327837000.0,693790000.0,3343977000.0 Hershey Company (The),2023,2323190000.0,719839000.0,3789132000.0 Hershey Company (The),2024,2531596000.0,1306976000.0,3190210000.0 Hershey Company (The),2025,2277367000.0,218546000.0,4681194000.0 AT&T,2021,41957000000.0,24630000000.0,152724000000.0 AT&T,2022,35812000000.0,7467000000.0,128423000000.0 AT&T,2023,38314000000.0,9477000000.0,127854000000.0 AT&T,2024,38771000000.0,5089000000.0,118443000000.0 AT&T,2025,40284000000.0,9011000000.0,127089000000.0 ","corporate,year,Cash Flow to Debt AT&T,2021,0.2365720536328473 AT&T,2022,0.26353668408271397 AT&T,2023,0.2789901770175707 AT&T,2024,0.31385390020399573 AT&T,2025,0.29598824393828066 Hershey Company (The),2021,0.41441768386705263 Hershey Company (The),2022,0.5765159307112074 Hershey Company (The),2023,0.5152372902819734 Hershey Company (The),2024,0.5629289070987946 Hershey Company (The),2025,0.4647934380191602 " 2086,US,fundamental,"What is the ratio of Salesforce to Regions Financial Corporation in terms of the maximum of Cash Flow to Debt from 2020 to 2024? According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.5594,hard,cash flow,CFO / Total Debt; Total Debt = Short-Term Debt + Long-Term Debt,"corporate,year,NetCashFromOperatingActivities,ShortTermDebt,LongTermDebt Salesforce,2020,4801000000.0,0.0,2673000000.0 Salesforce,2021,6000000000.0,0.0,10592000000.0 Salesforce,2022,7111000000.0,1182000000.0,9419000000.0 Salesforce,2023,10234000000.0,999000000.0,8427000000.0 Salesforce,2024,13092000000.0,0.0,8433000000.0 Regions Financial Corporation,2020,5865000000.0,0.0,3569000000.0 Regions Financial Corporation,2021,7728000000.0,0.0,2407000000.0 Regions Financial Corporation,2022,5221000000.0,0.0,2284000000.0 Regions Financial Corporation,2023,4440000000.0,0.0,2330000000.0 Regions Financial Corporation,2024,6297000000.0,500000000.0,5993000000.0 ","corporate,year,Cash Flow to Debt Regions Financial Corporation,2020,1.6433174558699917 Regions Financial Corporation,2021,3.2106356460324057 Regions Financial Corporation,2022,2.2859019264448337 Regions Financial Corporation,2023,1.905579399141631 Regions Financial Corporation,2024,0.9698136454643462 Salesforce,2020,1.796109240553685 Salesforce,2021,0.5664652567975831 Salesforce,2022,0.6707857749268937 Salesforce,2023,1.0857203479736899 Salesforce,2024,1.5524724297403059 " 2087,US,fundamental,"From 2020 to 2024, how does the minimum of Cash Flow to Debt for Invitation Homes compare to Freeport-McMoRan as a ratio? According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.7939,hard,cash flow,CFO / Total Debt; Total Debt = Short-Term Debt + Long-Term Debt,"corporate,year,NetCashFromOperatingActivities,ShortTermDebt,LongTermDebt Invitation Homes,2020,696712000.0,339404000.0,2470907000.0 Invitation Homes,2021,907660000.0,141397000.0,1921974000.0 Invitation Homes,2022,1023587000.0,0.0,2518185000.0 Invitation Homes,2023,1107088000.0,0.0,3305467000.0 Invitation Homes,2024,1081805000.0,570000000.0,3800688000.0 Freeport-McMoRan,2020,3017000000.0,0.0,9677000000.0 Freeport-McMoRan,2021,7715000000.0,0.0,9078000000.0 Freeport-McMoRan,2022,5139000000.0,0.0,9583000000.0 Freeport-McMoRan,2023,5279000000.0,0.0,8656000000.0 Freeport-McMoRan,2024,7160000000.0,0.0,8907000000.0 ","corporate,year,Cash Flow to Debt Freeport-McMoRan,2020,0.31177017670765733 Freeport-McMoRan,2021,0.8498567966512448 Freeport-McMoRan,2022,0.5362621308567255 Freeport-McMoRan,2023,0.609865988909427 Freeport-McMoRan,2024,0.8038621309082744 Invitation Homes,2020,0.24791277548997245 Invitation Homes,2021,0.43989180811400375 Invitation Homes,2022,0.4064780784573016 Invitation Homes,2023,0.33492635080005334 Invitation Homes,2024,0.24751366375270895 " 2088,US,fundamental,"Over 2020-2022, what is the ratio of Mondelez International to KeyCorp for the average of Cash Flow to Debt? According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.2307,hard,cash flow,CFO / Total Debt; Total Debt = Short-Term Debt + Long-Term Debt,"corporate,year,NetCashFromOperatingActivities,ShortTermDebt,LongTermDebt Mondelez International,2020,3964000000.0,29000000.0,17276000000.0 Mondelez International,2021,4141000000.0,216000000.0,17550000000.0 Mondelez International,2022,3908000000.0,2299000000.0,20251000000.0 KeyCorp,2020,14076000000.0,759000000.0,13709000000.0 KeyCorp,2021,16114000000.0,588000000.0,12042000000.0 KeyCorp,2022,12496000000.0,5386000000.0,19307000000.0 ","corporate,year,Cash Flow to Debt KeyCorp,2020,0.972905722974841 KeyCorp,2021,1.2758511480601742 KeyCorp,2022,0.5060543473858988 Mondelez International,2020,0.2290667437156891 Mondelez International,2021,0.23308566925588203 Mondelez International,2022,0.17330376940133038 " 2089,US,fundamental,"Calculate the minimum of Cash Flow to Debt for Martin Marietta Materials and S&P Global separately from 2021 to 2023, and compute the ratio of Martin Marietta Materials to S&P Global. According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.9388,hard,cash flow,CFO / Total Debt; Total Debt = Short-Term Debt + Long-Term Debt,"corporate,year,NetCashFromOperatingActivities,ShortTermDebt,LongTermDebt Martin Marietta Materials,2021,1137700000.0,0.0,5100800000.0 Martin Marietta Materials,2022,991200000.0,0.0,4340900000.0 Martin Marietta Materials,2023,1528400000.0,0.0,3945600000.0 S&P Global,2021,3598000000.0,0.0,4114000000.0 S&P Global,2022,2603000000.0,226000000.0,10730000000.0 S&P Global,2023,3710000000.0,47000000.0,11412000000.0 ","corporate,year,Cash Flow to Debt Martin Marietta Materials,2021,0.22304344416562108 Martin Marietta Materials,2022,0.22833974521412612 Martin Marietta Materials,2023,0.38736820762368207 S&P Global,2021,0.8745746232377248 S&P Global,2022,0.23758671047827673 S&P Global,2023,0.32376298106291995 " 2090,US,fundamental,"Comparing the minimum of Earnings Per Share Basic from 2021 to 2025, what is the ratio of Duke Energy to Ameren? According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.8673,hard,per share,(Net Income - Preferred Dividends) / Weighted-Average Basic Shares,"corporate,year,NetIncome,SharesAverage,PreferredDividendExpense Duke Energy,2021,3908000000.0,769000000.0,106000000.0 Duke Energy,2022,2550000000.0,770000000.0,106000000.0 Duke Energy,2023,2841000000.0,771000000.0,106000000.0 Duke Energy,2024,4524000000.0,772000000.0,106000000.0 Duke Energy,2025,4968000000.0,777000000.0,56000000.0 Ameren,2021,943000000.0,256300000.0,5000000.0 Ameren,2022,1075000000.0,258400000.0,5000000.0 Ameren,2023,1152000000.0,262800000.0,5000000.0 Ameren,2024,1184000000.0,266800000.0,5000000.0 Ameren,2025,1487000000.0,270500000.0,5000000.0 ","corporate,year,Earnings Per Share Basic Ameren,2021,3.6597737026921577 Ameren,2022,4.140866873065016 Ameren,2023,4.364535768645358 Ameren,2024,4.41904047976012 Ameren,2025,5.478743068391867 Duke Energy,2021,4.94408322496749 Duke Energy,2022,3.174025974025974 Duke Energy,2023,3.5473411154345005 Duke Energy,2024,5.72279792746114 Duke Energy,2025,6.321750321750322 " 2091,US,fundamental,"What is the ratio of Fifth Third Bancorp to Prologis in terms of the minimum of Earnings Per Share Basic from 2021 to 2023? According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.9788,hard,per share,(Net Income - Preferred Dividends) / Weighted-Average Basic Shares,"corporate,year,NetIncome,SharesAverage,PreferredDividendExpense Fifth Third Bancorp,2021,2770000000.0,702188552.0,111000000.0 Fifth Third Bancorp,2022,2446000000.0,688633659.0,116000000.0 Fifth Third Bancorp,2023,2349000000.0,684172079.0,137000000.0 Prologis,2021,2939723000.0,739363000.0,6152000.0 Prologis,2022,3364856000.0,785675000.0,6060000.0 Prologis,2023,3059214000.0,924351000.0,5841000.0 ","corporate,year,Earnings Per Share Basic Fifth Third Bancorp,2021,3.786732199530362 Fifth Third Bancorp,2022,3.3835116386606945 Fifth Third Bancorp,2023,3.233104752291419 Prologis,2021,3.9677005746838834 Prologis,2022,4.275045024978522 Prologis,2023,3.303261423420324 " 2092,US,fundamental,"From 2022 to 2024, how does the minimum of Earnings Per Share Basic for Charles Schwab Corporation compare to Morgan Stanley as a ratio? According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.4865,hard,per share,(Net Income - Preferred Dividends) / Weighted-Average Basic Shares,"corporate,year,NetIncome,SharesAverage,PreferredDividendExpense Charles Schwab Corporation,2022,7183000000.0,1885000000.0,548000000.0 Charles Schwab Corporation,2023,5067000000.0,1824000000.0,418000000.0 Charles Schwab Corporation,2024,5942000000.0,1828000000.0,464000000.0 Morgan Stanley,2022,11029000000.0,1691000000.0,489000000.0 Morgan Stanley,2023,9087000000.0,1628000000.0,557000000.0 Morgan Stanley,2024,13390000000.0,1591000000.0,590000000.0 ","corporate,year,Earnings Per Share Basic Charles Schwab Corporation,2022,3.519893899204244 Charles Schwab Corporation,2023,2.548793859649123 Charles Schwab Corporation,2024,2.9967177242888403 Morgan Stanley,2022,6.2329982259018335 Morgan Stanley,2023,5.23955773955774 Morgan Stanley,2024,8.045254556882464 " 2093,US,fundamental,"Over 2016-2020, what is the ratio of Fifth Third Bancorp to Huntington Bancshares for the average of Earnings Per Share Basic? According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",2.6804,hard,per share,(Net Income - Preferred Dividends) / Weighted-Average Basic Shares,"corporate,year,NetIncome,SharesAverage,PreferredDividendExpense Fifth Third Bancorp,2016,1564000000.0,757432291.0,75000000.0 Fifth Third Bancorp,2017,2194000000.0,728289200.0,75000000.0 Fifth Third Bancorp,2018,2193000000.0,673346168.0,75000000.0 Fifth Third Bancorp,2019,2512000000.0,710433611.0,93000000.0 Fifth Third Bancorp,2020,1427000000.0,714729585.0,104000000.0 Huntington Bancshares,2016,711821000.0,904438000.0,65274000.0 Huntington Bancshares,2017,1186000000.0,1084686000.0,76000000.0 Huntington Bancshares,2018,1393000000.0,1081542000.0,70000000.0 Huntington Bancshares,2019,1411000000.0,1038840000.0,74000000.0 Huntington Bancshares,2020,817000000.0,1017117000.0,100000000.0 ","corporate,year,Earnings Per Share Basic Fifth Third Bancorp,2016,1.965852285006423 Fifth Third Bancorp,2017,2.9095584556244964 Fifth Third Bancorp,2018,3.145484597158946 Fifth Third Bancorp,2019,3.4049627756139484 Fifth Third Bancorp,2020,1.8510497225324736 Huntington Bancshares,2016,0.7148604990060126 Huntington Bancshares,2017,1.0233376295075256 Huntington Bancshares,2018,1.22325346588482 Huntington Bancshares,2019,1.2870124369489044 Huntington Bancshares,2020,0.7049336507009518 " 2094,US,fundamental,"Calculate the maximum of Earnings Per Share Basic for Progressive Corporation and Williams Companies separately from 2022 to 2024, and compute the ratio of Progressive Corporation to Williams Companies. According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",5.5423,hard,per share,(Net Income - Preferred Dividends) / Weighted-Average Basic Shares,"corporate,year,NetIncome,SharesAverage,PreferredDividendExpense Progressive Corporation,2022,721500000.0,584400000.0,26900000.0 Progressive Corporation,2023,3902400000.0,584900000.0,37600000.0 Progressive Corporation,2024,8480000000.0,585500000.0,17000000.0 Williams Companies,2022,2049000000.0,1218362000.0,3000000.0 Williams Companies,2023,3179000000.0,1217784000.0,3000000.0 Williams Companies,2024,2225000000.0,1219184000.0,3000000.0 ","corporate,year,Earnings Per Share Basic Progressive Corporation,2022,1.1885694729637235 Progressive Corporation,2023,6.60762523508292 Progressive Corporation,2024,14.454312553373185 Williams Companies,2022,1.679303852221261 Williams Companies,2023,2.6080158714517516 Williams Companies,2024,1.822530479402617 " 2095,US,fundamental,"Comparing the minimum of Earnings Per Share Diluted from 2021 to 2023, what is the ratio of Morgan Stanley to Prologis? According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.6154,hard,per share,(Net Income - Preferred Dividends) / Weighted-Average Diluted Shares,"corporate,year,NetIncome,SharesFullyDilutedAverage,PreferredDividendExpense Morgan Stanley,2021,15034000000.0,1814000000.0,468000000.0 Morgan Stanley,2022,11029000000.0,1713000000.0,489000000.0 Morgan Stanley,2023,9087000000.0,1646000000.0,557000000.0 Prologis,2021,2939723000.0,764762000.0,6152000.0 Prologis,2022,3364856000.0,811608000.0,6060000.0 Prologis,2023,3059214000.0,951791000.0,5841000.0 ","corporate,year,Earnings Per Share Diluted Morgan Stanley,2021,8.029768467475193 Morgan Stanley,2022,6.1529480443666085 Morgan Stanley,2023,5.182260024301336 Prologis,2021,3.8359267327613034 Prologis,2022,4.138446146415511 Prologis,2023,3.2080288634794822 " 2096,US,fundamental,"What is the ratio of Fifth Third Bancorp to Prologis in terms of the minimum of Earnings Per Share Diluted from 2019 to 2021? According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.9399,hard,per share,(Net Income - Preferred Dividends) / Weighted-Average Diluted Shares,"corporate,year,NetIncome,SharesFullyDilutedAverage,PreferredDividendExpense Fifth Third Bancorp,2019,2512000000.0,720065498.0,93000000.0 Fifth Third Bancorp,2020,1427000000.0,719735415.0,104000000.0 Fifth Third Bancorp,2021,2770000000.0,711197805.0,111000000.0 Prologis,2019,1572959000.0,654903000.0,6009000.0 Prologis,2020,1481814000.0,754414000.0,6345000.0 Prologis,2021,2939723000.0,764762000.0,6152000.0 ","corporate,year,Earnings Per Share Diluted Fifth Third Bancorp,2019,3.359416617958829 Fifth Third Bancorp,2020,1.8381754911976924 Fifth Third Bancorp,2021,3.738762945141542 Prologis,2019,2.39264440688163 Prologis,2020,1.9557815735126867 Prologis,2021,3.8359267327613034 " 2097,US,fundamental,"From 2020 to 2024, how does the maximum of Earnings Per Share Diluted for Wells Fargo compare to Prologis as a ratio? According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.2965,hard,per share,(Net Income - Preferred Dividends) / Weighted-Average Diluted Shares,"corporate,year,NetIncome,SharesFullyDilutedAverage,PreferredDividendExpense Wells Fargo,2020,3301000000.0,4134200000.0,1591000000.0 Wells Fargo,2021,21548000000.0,4096200000.0,1292000000.0 Wells Fargo,2022,13182000000.0,3837000000.0,1115000000.0 Wells Fargo,2023,19142000000.0,3720400000.0,1160000000.0 Wells Fargo,2024,19722000000.0,3467600000.0,1116000000.0 Prologis,2020,1481814000.0,754414000.0,6345000.0 Prologis,2021,2939723000.0,764762000.0,6152000.0 Prologis,2022,3364856000.0,811608000.0,6060000.0 Prologis,2023,3059214000.0,951791000.0,5841000.0 Prologis,2024,3731635000.0,953590000.0,5881000.0 ","corporate,year,Earnings Per Share Diluted Prologis,2020,1.9557815735126867 Prologis,2021,3.8359267327613034 Prologis,2022,4.138446146415511 Prologis,2023,3.2080288634794822 Prologis,2024,3.9070816598328424 Wells Fargo,2020,0.4136229500266073 Wells Fargo,2021,4.945071041453054 Wells Fargo,2022,3.144904873599166 Wells Fargo,2023,4.833351252553489 Wells Fargo,2024,5.365670780943592 " 2098,US,fundamental,"Over 2017-2019, what is the ratio of Oneok to Allstate for the minimum of Earnings Per Share Diluted? According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.2168,hard,per share,(Net Income - Preferred Dividends) / Weighted-Average Diluted Shares,"corporate,year,NetIncome,SharesFullyDilutedAverage,PreferredDividendExpense Oneok,2017,387841000.0,299780000.0,767000.0 Oneok,2018,1151703000.0,414195000.0,1100000.0 Oneok,2019,1278577000.0,415444000.0,1100000.0 Allstate,2017,3189000000.0,367800000.0,116000000.0 Allstate,2018,2252000000.0,353200000.0,148000000.0 Allstate,2019,4847000000.0,333500000.0,169000000.0 ","corporate,year,Earnings Per Share Diluted Allstate,2017,8.355084284937465 Allstate,2018,5.956964892412231 Allstate,2019,14.026986506746626 Oneok,2017,1.2911935419307492 Oneok,2018,2.777925856178853 Oneok,2019,3.0749679860582892 " 2099,US,fundamental,"Calculate the average of Earnings Per Share Diluted for Prologis and KKR & Co. separately from 2019 to 2021, and compute the ratio of Prologis to KKR & Co.. According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.5863,hard,per share,(Net Income - Preferred Dividends) / Weighted-Average Diluted Shares,"corporate,year,NetIncome,SharesFullyDilutedAverage,PreferredDividendExpense Prologis,2019,1572959000.0,654903000.0,6009000.0 Prologis,2020,1481814000.0,754414000.0,6345000.0 Prologis,2021,2939723000.0,764762000.0,6152000.0 KKR & Co.,2019,2005049000.0,557687512.0,33364000.0 KKR & Co.,2020,2002509000.0,583685352.0,89919000.0 KKR & Co.,2021,4666476000.0,633092865.0,142294000.0 ","corporate,year,Earnings Per Share Diluted KKR & Co.,2019,3.5354655744918313 KKR & Co.,2020,3.276748325868558 KKR & Co.,2021,7.146158565536827 Prologis,2019,2.39264440688163 Prologis,2020,1.9557815735126867 Prologis,2021,3.8359267327613034 " 2100,US,fundamental,"Comparing the minimum of Operating Cash Flow Per Share from 2021 to 2023, what is the ratio of Chipotle Mexican Grill to Abbott Laboratories? According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",10.9211,hard,per share,CFO / Weighted-Average Basic Shares,"corporate,year,NetCashFromOperatingActivities,SharesAverage Chipotle Mexican Grill,2021,1282081000.0,28132000.0 Chipotle Mexican Grill,2022,1323179000.0,27851000.0 Chipotle Mexican Grill,2023,1783477000.0,27555000.0 Abbott Laboratories,2021,10533000000.0,1775000000.0 Abbott Laboratories,2022,9581000000.0,1753000000.0 Abbott Laboratories,2023,7261000000.0,1740000000.0 ","corporate,year,Operating Cash Flow Per Share Abbott Laboratories,2021,5.934084507042254 Abbott Laboratories,2022,5.465487735310895 Abbott Laboratories,2023,4.172988505747126 Chipotle Mexican Grill,2021,45.57375941987772 Chipotle Mexican Grill,2022,47.509209723169725 Chipotle Mexican Grill,2023,64.72426056976956 " 2101,US,fundamental,"What is the ratio of TJX Companies to Analog Devices in terms of the maximum of Operating Cash Flow Per Share from 2023 to 2025? According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.6339,hard,per share,CFO / Weighted-Average Basic Shares,"corporate,year,NetCashFromOperatingActivities,SharesAverage TJX Companies,2023,6057000000.0,1146000000.0 TJX Companies,2024,6116000000.0,1128000000.0 TJX Companies,2025,6874000000.0,1114000000.0 Analog Devices,2023,4817634000.0,502232000.0 Analog Devices,2024,3852529000.0,496166000.0 Analog Devices,2025,4812202000.0,494381000.0 ","corporate,year,Operating Cash Flow Per Share Analog Devices,2023,9.592447315185014 Analog Devices,2024,7.764596929253516 Analog Devices,2025,9.733792358525106 TJX Companies,2023,5.285340314136126 TJX Companies,2024,5.421985815602837 TJX Companies,2025,6.170556552962298 " 2102,US,fundamental,"From 2023 to 2025, how does the CAGR of Operating Cash Flow Per Share for GE HealthCare compare to HP Inc. as a ratio? According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",-0.6814,hard,per share,CFO / Weighted-Average Basic Shares,"corporate,year,NetCashFromOperatingActivities,SharesAverage GE HealthCare,2023,2101000000.0,455000000.0 GE HealthCare,2024,1955000000.0,456000000.0 GE HealthCare,2025,1987000000.0,456000000.0 HP Inc.,2023,3571000000.0,992000000.0 HP Inc.,2024,3749000000.0,979000000.0 HP Inc.,2025,3697000000.0,946000000.0 ","corporate,year,Operating Cash Flow Per Share GE HealthCare,2023,4.617582417582417 GE HealthCare,2024,4.287280701754386 GE HealthCare,2025,4.357456140350878 HP Inc.,2023,3.599798387096774 HP Inc.,2024,3.829417773237998 HP Inc.,2025,3.9080338266384778 " 2103,US,fundamental,"Over 2019-2021, what is the ratio of Oracle Corporation to Fiserv for the average of Operating Cash Flow Per Share? According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.7616,hard,per share,CFO / Weighted-Average Basic Shares,"corporate,year,NetCashFromOperatingActivities,SharesAverage Oracle Corporation,2019,14551000000.0,3634000000.0 Oracle Corporation,2020,13139000000.0,3211000000.0 Oracle Corporation,2021,15887000000.0,2945000000.0 Fiserv,2019,2795000000.0,512300000.0 Fiserv,2020,4147000000.0,672100000.0 Fiserv,2021,4034000000.0,662600000.0 ","corporate,year,Operating Cash Flow Per Share Fiserv,2019,5.4557876244388055 Fiserv,2020,6.170212765957447 Fiserv,2021,6.08813763960157 Oracle Corporation,2019,4.004127682993946 Oracle Corporation,2020,4.091871691061974 Oracle Corporation,2021,5.394567062818336 " 2104,US,fundamental,"Calculate the CAGR of Operating Cash Flow Per Share for Public Storage and Newmont separately from 2021 to 2023, and compute the ratio of Public Storage to Newmont. According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",-0.5896,hard,per share,CFO / Weighted-Average Basic Shares,"corporate,year,NetCashFromOperatingActivities,SharesAverage Public Storage,2021,2543555000.0,174858000.0 Public Storage,2022,3117141000.0,175257000.0 Public Storage,2023,3246648000.0,175472000.0 Newmont,2021,4279000000.0,799000000.0 Newmont,2022,3220000000.0,794000000.0 Newmont,2023,2763000000.0,841000000.0 ","corporate,year,Operating Cash Flow Per Share Newmont,2021,5.355444305381727 Newmont,2022,4.055415617128464 Newmont,2023,3.285374554102259 Public Storage,2021,14.546403367303755 Public Storage,2022,17.786114106711857 Public Storage,2023,18.502370748609465 " 2105,US,fundamental,"Comparing the minimum of Equity Multiplier from 2019 to 2021, what is the ratio of Keurig Dr Pepper to Universal Health Services? (Use the average of beginning and ending values) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.977,hard,solvency,Average Total Assets / Average Stockholders Equity,"corporate,year,Assets,AllEquityBalance Keurig Dr Pepper,2018,48918000000.0,22533000000.0 Keurig Dr Pepper,2019,49518000000.0,23257000000.0 Keurig Dr Pepper,2020,49779000000.0,23829000000.0 Keurig Dr Pepper,2021,50598000000.0,24972000000.0 Universal Health Services,2018,11265480000.0,5389262000.0 Universal Health Services,2019,11668250000.0,5504105000.0 Universal Health Services,2020,13476879000.0,6317146000.0 Universal Health Services,2021,13093543000.0,6089664000.0 ","corporate,year,Equity Multiplier Keurig Dr Pepper,2019,2.1497270146320155 Keurig Dr Pepper,2020,2.1088433929405768 Keurig Dr Pepper,2021,2.056863588860884 Universal Health Services,2019,2.105293065036733 Universal Health Services,2020,2.1271123504610467 Universal Health Services,2021,2.1415998149403435 " 2106,US,fundamental,"What is the ratio of Coterra to Public Storage in terms of the minimum of Equity Multiplier from 2023 to 2025? (Use the average of beginning and ending values) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.8487,hard,solvency,Average Total Assets / Average Stockholders Equity,"corporate,year,Assets,AllEquityBalance Coterra,2022,20154000000.0,12659000000.0 Coterra,2023,20415000000.0,13039000000.0 Coterra,2024,21625000000.0,13122000000.0 Coterra,2025,24241000000.0,14838000000.0 Public Storage,2022,17552307000.0,10073402000.0 Public Storage,2023,19809216000.0,10013178000.0 Public Storage,2024,19754934000.0,9712606000.0 Public Storage,2025,20208604000.0,9248128000.0 ","corporate,year,Equity Multiplier Coterra,2023,1.5786831660051366 Coterra,2024,1.6069722105424105 Coterra,2025,1.640414878397711 Public Storage,2023,1.8600241056466555 Public Storage,2024,2.005707352366831 Public Storage,2025,2.107699944527464 " 2107,US,fundamental,"From 2021 to 2023, how does the average of Equity Multiplier for Monster Beverage compare to Merck & Co. as a ratio? (Use the average of beginning and ending values) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.4316,hard,solvency,Average Total Assets / Average Stockholders Equity,"corporate,year,Assets,AllEquityBalance Monster Beverage,2020,6202716000.0,5160860000.0 Monster Beverage,2021,7804784000.0,6566951000.0 Monster Beverage,2022,8293105000.0,7025041000.0 Monster Beverage,2023,9686522000.0,8228744000.0 Merck & Co.,2020,91588000000.0,25317000000.0 Merck & Co.,2021,105694000000.0,38184000000.0 Merck & Co.,2022,109160000000.0,45991000000.0 Merck & Co.,2023,106675000000.0,37581000000.0 ","corporate,year,Equity Multiplier Merck & Co.,2021,3.106754224342924 Merck & Co.,2022,2.5524680724680726 Merck & Co.,2023,2.5826233666778347 Monster Beverage,2021,1.1943831632348099 Monster Beverage,2022,1.1843656912099418 Monster Beverage,2023,1.178699385103435 " 2108,US,fundamental,"Over 2023-2025, what is the ratio of Datadog to CenterPoint Energy for the minimum of Equity Multiplier? (Use the average of beginning and ending values) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.4855,hard,solvency,Average Total Assets / Average Stockholders Equity,"corporate,year,Assets,AllEquityBalance Datadog,2022,3004852000.0,1410505000.0 Datadog,2023,3936072000.0,2025354000.0 Datadog,2024,5785339000.0,2714363000.0 Datadog,2025,6643844000.0,3732206000.0 CenterPoint Energy,2022,38546000000.0,10042000000.0 CenterPoint Energy,2023,39715000000.0,9667000000.0 CenterPoint Energy,2024,43768000000.0,10666000000.0 CenterPoint Energy,2025,46534000000.0,11153000000.0 ","corporate,year,Equity Multiplier CenterPoint Energy,2023,3.9708255111877824 CenterPoint Energy,2024,4.1057886194855655 CenterPoint Energy,2025,4.138686465924194 Datadog,2023,2.020142270098977 Datadog,2024,2.051053048103927 Datadog,2025,1.9280307090484876 " 2109,US,fundamental,"Calculate the minimum of Equity Multiplier for Intuitive Surgical and Advanced Micro Devices separately from 2019 to 2021, and compute the ratio of Intuitive Surgical to Advanced Micro Devices. (Use the average of beginning and ending values) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.7128,hard,solvency,Average Total Assets / Average Stockholders Equity,"corporate,year,Assets,AllEquityBalance Intuitive Surgical,2018,7846700000.0,6678800000.0 Intuitive Surgical,2019,9733200000.0,8263800000.0 Intuitive Surgical,2020,11168900000.0,9731500000.0 Intuitive Surgical,2021,13555000000.0,11901100000.0 Advanced Micro Devices,2018,4556000000.0,1266000000.0 Advanced Micro Devices,2019,6028000000.0,2827000000.0 Advanced Micro Devices,2020,8962000000.0,5837000000.0 Advanced Micro Devices,2021,12419000000.0,7497000000.0 ","corporate,year,Equity Multiplier Advanced Micro Devices,2019,2.5858783288541414 Advanced Micro Devices,2020,1.7301477377654664 Advanced Micro Devices,2021,1.603494825258737 Intuitive Surgical,2019,1.176495389021991 Intuitive Surgical,2020,1.1615310664451273 Intuitive Surgical,2021,1.1429000674907315 " 2110,US,fundamental,"Comparing the average of EBITDA from 2016 to 2020, what is the ratio of Aon plc to Fastenal? (Indicator unit: $; Use the sum of Pretax Income and Interest Expense as EBIT) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",2.0958,hard,valuation,EBITDA = EBIT + D&A = Pretax Income + Interest Expense + D&A,"corporate,year,PretaxIncomeLoss,InterestExpense,DepreciationExpense,AmortizationOfIntangibles Aon plc,2016,1669000000.0,282000000.0,232000000.0,0.0 Aon plc,2017,685000000.0,282000000.0,187000000.0,704000000.0 Aon plc,2018,1246000000.0,278000000.0,176000000.0,593000000.0 Aon plc,2019,1871000000.0,307000000.0,172000000.0,0.0 Aon plc,2020,2465000000.0,334000000.0,167000000.0,0.0 Fastenal,2016,789729000.0,6504000.0,103525000.0,527000.0 Fastenal,2017,873100000.0,9100000.0,123600000.0,3800000.0 Fastenal,2018,987000000.0,12600000.0,134100000.0,4100000.0 Fastenal,2019,1043700000.0,13900000.0,144600000.0,4100000.0 Fastenal,2020,1132700000.0,9700000.0,153300000.0,9100000.0 ","corporate,year,EBITDA Aon plc,2016,2183000000.0 Aon plc,2017,1858000000.0 Aon plc,2018,2293000000.0 Aon plc,2019,2350000000.0 Aon plc,2020,2966000000.0 Fastenal,2016,900285000.0 Fastenal,2017,1009600000.0 Fastenal,2018,1137800000.0 Fastenal,2019,1206300000.0 Fastenal,2020,1304800000.0 " 2111,US,fundamental,"What is the ratio of Seagate Technology to F5 in terms of the minimum of EBITDA from 2017 to 2021? (Indicator unit: $; Use the sum of Pretax Income and Interest Expense as EBIT) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",3.2316,hard,valuation,EBITDA = EBIT + D&A = Pretax Income + Interest Expense + D&A,"corporate,year,PretaxIncomeLoss,InterestExpense,Depreciation & Amortization Seagate Technology,2017,815000000.0,222000000.0,749000000.0 Seagate Technology,2018,1418000000.0,236000000.0,598000000.0 Seagate Technology,2019,1372000000.0,224000000.0,541000000.0 Seagate Technology,2020,1032000000.0,201000000.0,379000000.0 Seagate Technology,2021,1348000000.0,220000000.0,397000000.0 F5,2017,575517000.0,0.0,61148000.0 F5,2018,603760000.0,0.0,59491000.0 F5,2019,541111000.0,0.0,68507000.0 F5,2020,396397000.0,6568000.0,95857000.0 F5,2021,386937000.0,5280000.0,115424000.0 ","corporate,year,EBITDA F5,2017,636665000.0 F5,2018,663251000.0 F5,2019,609618000.0 F5,2020,498822000.0 F5,2021,507641000.0 Seagate Technology,2017,1786000000.0 Seagate Technology,2018,2252000000.0 Seagate Technology,2019,2137000000.0 Seagate Technology,2020,1612000000.0 Seagate Technology,2021,1965000000.0 " 2112,US,fundamental,"From 2017 to 2019, how does the minimum of EBITDA for Cummins compare to CMS Energy as a ratio? (Indicator unit: $; Use the sum of Pretax Income and Interest Expense as EBIT) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.7713,hard,valuation,EBITDA = EBIT + D&A = Pretax Income + Interest Expense + D&A,"corporate,year,PretaxIncomeLoss,InterestExpense,Depreciation & Amortization Cummins,2017,2365000000.0,81000000.0,583000000.0 Cummins,2018,2753000000.0,114000000.0,611000000.0 Cummins,2019,2834000000.0,109000000.0,672000000.0 CMS Energy,2017,886000000.0,2000000.0,881000000.0 CMS Energy,2018,774000000.0,3000000.0,933000000.0 CMS Energy,2019,829000000.0,9000000.0,992000000.0 ","corporate,year,EBITDA CMS Energy,2017,1769000000.0 CMS Energy,2018,1710000000.0 CMS Energy,2019,1830000000.0 Cummins,2017,3029000000.0 Cummins,2018,3478000000.0 Cummins,2019,3615000000.0 " 2113,US,fundamental,"Over 2021-2025, what is the ratio of Altria to Builders FirstSource for the minimum of EBITDA? (Indicator unit: $; Use the sum of Pretax Income and Interest Expense as EBIT) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",3.8158,hard,valuation,EBITDA = EBIT + D&A = Pretax Income + Interest Expense + D&A,"corporate,year,PretaxIncomeLoss,InterestExpense,Depreciation & Amortization Altria,2021,3824000000.0,1189000000.0,244000000.0 Altria,2022,7389000000.0,1119000000.0,226000000.0 Altria,2023,10928000000.0,1116000000.0,272000000.0 Altria,2024,13658000000.0,1037000000.0,286000000.0 Altria,2025,9389000000.0,1079000000.0,266000000.0 Builders FirstSource,2021,2251547000.0,135877000.0,547352000.0 Builders FirstSource,2022,3571833000.0,198373000.0,497140000.0 Builders FirstSource,2023,1984204000.0,192115000.0,558275000.0 Builders FirstSource,2024,1387525000.0,207724000.0,561929000.0 Builders FirstSource,2025,512382000.0,273894000.0,591432000.0 ","corporate,year,EBITDA Altria,2021,5257000000.0 Altria,2022,8734000000.0 Altria,2023,12316000000.0 Altria,2024,14981000000.0 Altria,2025,10734000000.0 Builders FirstSource,2021,2934776000.0 Builders FirstSource,2022,4267346000.0 Builders FirstSource,2023,2734594000.0 Builders FirstSource,2024,2157178000.0 Builders FirstSource,2025,1377708000.0 " 2114,US,fundamental,"Calculate the maximum of EBITDA for Costco and Verizon separately from 2018 to 2020, and compute the ratio of Costco to Verizon. (Indicator unit: $; Use the sum of Pretax Income and Interest Expense as EBIT) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.1596,hard,valuation,EBITDA = EBIT + D&A = Pretax Income + Interest Expense + D&A,"corporate,year,PretaxIncomeLoss,InterestExpense,Depreciation & Amortization Costco,2018,4442000000.0,159000000.0,1437000000.0 Costco,2019,4765000000.0,150000000.0,1492000000.0 Costco,2020,5367000000.0,160000000.0,1645000000.0 Verizon,2018,19623000000.0,4833000000.0,17403000000.0 Verizon,2019,22733000000.0,4730000000.0,16682000000.0 Verizon,2020,23967000000.0,4247000000.0,16720000000.0 ","corporate,year,EBITDA Costco,2018,6038000000.0 Costco,2019,6407000000.0 Costco,2020,7172000000.0 Verizon,2018,41859000000.0 Verizon,2019,44145000000.0 Verizon,2020,44934000000.0 " 2115,US,fundamental,"Comparing the maximum of NOPAT from 2022 to 2024, what is the ratio of Iron Mountain to Zebra Technologies? (Indicator unit: $; Use the sum of Pretax Income and Interest Expense as EBIT) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.6359,hard,valuation,NOPAT = EBIT x (1 - effective tax rate); EBIT = Pretax Income + Interest Expense; effective tax rate = Income Taxes / Pretax Income,"corporate,year,PretaxIncomeLoss,InterestExpense,IncomeTaxes Iron Mountain,2022,631638000.0,482673000.0,99631000.0 Iron Mountain,2023,227206000.0,512446000.0,89599000.0 Iron Mountain,2024,244538000.0,721559000.0,90742000.0 Zebra Technologies,2022,544000000.0,58000000.0,81000000.0 Zebra Technologies,2023,334000000.0,111000000.0,38000000.0 Zebra Technologies,2024,635000000.0,55000000.0,107000000.0 ","corporate,year,NOPAT Iron Mountain,2022,938545895.2390451 Iron Mountain,2023,447969211.92222035 Iron Mountain,2024,607602312.1641626 Zebra Technologies,2022,512363970.58823526 Zebra Technologies,2023,394371257.48502994 Zebra Technologies,2024,573732283.464567 " 2116,US,fundamental,"What is the ratio of Aflac to Marsh McLennan in terms of the CAGR of NOPAT from 2018 to 2022? (Indicator unit: $; Use the sum of Pretax Income and Interest Expense as EBIT) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.3044,hard,valuation,NOPAT = EBIT x (1 - effective tax rate); EBIT = Pretax Income + Interest Expense; effective tax rate = Income Taxes / Pretax Income,"corporate,year,PretaxIncomeLoss,InterestExpense,IncomeTaxes Aflac,2018,3983000000.0,222000000.0,998000000.0 Aflac,2019,4445000000.0,228000000.0,1384000000.0 Aflac,2020,4159000000.0,242000000.0,800000000.0 Aflac,2021,5322000000.0,238000000.0,880000000.0 Aflac,2022,4604000000.0,226000000.0,961000000.0 Marsh McLennan,2018,2244000000.0,290000000.0,574000000.0 Marsh McLennan,2019,2439000000.0,524000000.0,666000000.0 Marsh McLennan,2020,2793000000.0,515000000.0,747000000.0 Marsh McLennan,2021,4208000000.0,444000000.0,1034000000.0 Marsh McLennan,2022,4082000000.0,469000000.0,995000000.0 ","corporate,year,NOPAT Aflac,2018,3151374592.0160685 Aflac,2019,3218009673.7907763 Aflac,2020,3554450348.6415005 Aflac,2021,4640646373.54378 Aflac,2022,3821826672.4587317 Marsh McLennan,2018,1885819964.349376 Marsh McLennan,2019,2153915129.1512914 Marsh McLennan,2020,2423261009.6670246 Marsh McLennan,2021,3508899239.5437264 Marsh McLennan,2022,3441679813.8167567 " 2117,US,fundamental,"From 2019 to 2023, how does the CAGR of NOPAT for Motorola Solutions compare to FactSet as a ratio? (Indicator unit: $; Use the sum of Pretax Income and Interest Expense as EBIT) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.6555,hard,valuation,NOPAT = EBIT x (1 - effective tax rate); EBIT = Pretax Income + Interest Expense; effective tax rate = Income Taxes / Pretax Income,"corporate,year,PretaxIncomeLoss,InterestExpense,IncomeTaxes Motorola Solutions,2019,1001000000.0,221000000.0,130000000.0 Motorola Solutions,2020,1174000000.0,217000000.0,221000000.0 Motorola Solutions,2021,1552000000.0,207000000.0,302000000.0 Motorola Solutions,2022,1515000000.0,226000000.0,148000000.0 Motorola Solutions,2023,2146000000.0,234000000.0,432000000.0 FactSet,2019,421965000.0,19509000.0,69175000.0 FactSet,2020,427134000.0,12876000.0,54196000.0 FactSet,2021,467617000.0,8021000.0,68027000.0 FactSet,2022,443594000.0,29525000.0,46677000.0 FactSet,2023,583954000.0,76524000.0,115781000.0 ","corporate,year,NOPAT FactSet,2019,369100784.33045393 FactSet,2020,384180255.7979463 FactSet,2021,406444137.87351614 FactSet,2022,423335243.76569563 FactSet,2023,529524528.80535114 Motorola Solutions,2019,1063298701.2987013 Motorola Solutions,2020,1129150766.6098807 Motorola Solutions,2021,1416720360.8247423 Motorola Solutions,2022,1570922112.2112212 Motorola Solutions,2023,1900894687.7912395 " 2118,US,fundamental,"Over 2020-2022, what is the ratio of Hubbell Incorporated to Edwards Lifesciences for the maximum of NOPAT? (Indicator unit: $; Use the sum of Pretax Income and Interest Expense as EBIT) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.3359,hard,valuation,NOPAT = EBIT x (1 - effective tax rate); EBIT = Pretax Income + Interest Expense; effective tax rate = Income Taxes / Pretax Income,"corporate,year,PretaxIncomeLoss,InterestExpense,IncomeTaxes Hubbell Incorporated,2020,453500000.0,60300000.0,97500000.0 Hubbell Incorporated,2021,459300000.0,16800000.0,88200000.0 Hubbell Incorporated,2022,657000000.0,0.0,140200000.0 Edwards Lifesciences,2020,916700000.0,15800000.0,93300000.0 Edwards Lifesciences,2021,1702000000.0,18400000.0,198900000.0 Edwards Lifesciences,2022,1767400000.0,19200000.0,245500000.0 ","corporate,year,NOPAT Edwards Lifesciences,2020,837591905.7488818 Edwards Lifesciences,2021,1519349729.7297297 Edwards Lifesciences,2022,1538433031.5718005 Hubbell Incorporated,2020,403335832.41455346 Hubbell Incorporated,2021,384673873.28543437 Hubbell Incorporated,2022,516800000.0 " 2119,US,fundamental,"Calculate the CAGR of NOPAT for Becton Dickinson and Cintas separately from 2022 to 2024, and compute the ratio of Becton Dickinson to Cintas. (Indicator unit: $; Use the sum of Pretax Income and Interest Expense as EBIT) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.3064,hard,valuation,NOPAT = EBIT x (1 - effective tax rate); EBIT = Pretax Income + Interest Expense; effective tax rate = Income Taxes / Pretax Income,"corporate,year,PretaxIncomeLoss,InterestExpense,IncomeTaxes Becton Dickinson,2022,1783000000.0,398000000.0,148000000.0 Becton Dickinson,2023,1662000000.0,452000000.0,132000000.0 Becton Dickinson,2024,2005000000.0,528000000.0,300000000.0 Cintas,2022,1498768000.0,88844000.0,263011000.0 Cintas,2023,1693148000.0,111232000.0,345138000.0 Cintas,2024,1973635000.0,100740000.0,402043000.0 ","corporate,year,NOPAT Becton Dickinson,2022,1999963544.5877733 Becton Dickinson,2023,1946101083.032491 Becton Dickinson,2024,2153997506.234414 Cintas,2022,1309010228.5904157 Cintas,2023,1436568028.193637 Cintas,2024,1651810570.3435538 " 2120,US,fundamental,"Among Steris, Adobe Inc., Intel, ResMed, how much lower is the Gross Margin for the top company compared to the second place in 2019? (Unit: %) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",15.0073,hard,profitability,(Revenue - COGS) / Revenue * 100%,"corporate,year,Revenue,CostOfGoodsAndServicesSold Steris,2019,3030895000.0,1710972000.0 Adobe Inc.,2019,11171297000.0,1672720000.0 Intel,2019,71965000000.0,29825000000.0 ResMed,2019,2606572000.0,1069987000.0 ","corporate,year,Gross Margin Adobe Inc.,2019,85.02662672024564 Intel,2019,58.55624261793928 ResMed,2019,58.95041456748557 Steris,2019,43.54895171228301 " 2121,US,fundamental,"Among State Street Corporation, Jacobs Solutions, F5, Amcor, what is the gap in Gross Margin between the highest-ranked company and the runner-up in 2022? (Unit: %) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",16.4335,hard,profitability,(Revenue - COGS) / Revenue * 100%,"corporate,year,Revenue,CostOfGoodsAndServicesSold State Street Corporation,2022,12148000000.0,4428000000.0 Jacobs Solutions,2022,14922825000.0,11595785000.0 F5,2022,2695845000.0,539627000.0 Amcor,2022,14544000000.0,11724000000.0 ","corporate,year,Gross Margin Amcor,2022,19.389438943894387 F5,2022,79.98301089268857 Jacobs Solutions,2022,22.29497430948899 State Street Corporation,2022,63.54955548238394 " 2122,US,fundamental,"In 2019, within Mondelez International, Fifth Third Bancorp, Omnicom Group, Generac, Advanced Micro Devices, by how much does the company with the lowest Gross Margin differ from the second-ranked company? (Unit: %) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",272.6143,hard,profitability,(Revenue - COGS) / Revenue * 100%,"corporate,year,Revenue,CostOfGoodsAndServicesSold Mondelez International,2019,25868000000.0,15531000000.0 Fifth Third Bancorp,2019,565000000.0,2001000000.0 Omnicom Group,2019,14953700000.0,12194000000.0 Generac,2019,2204336000.0,1406584000.0 Advanced Micro Devices,2019,6731000000.0,3863000000.0 ","corporate,year,Gross Margin Advanced Micro Devices,2019,42.608824840291184 Fifth Third Bancorp,2019,-254.15929203539824 Generac,2019,36.19012709496193 Mondelez International,2019,39.960569042832844 Omnicom Group,2019,18.45496432321098 " 2123,US,fundamental,"For Gross Margin in 2022, what is the difference between the top and second-place companies among Blackstone Inc., Nucor, Ingersoll Rand, PPL Corporation? (Unit: %) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",11.1253,hard,profitability,(Revenue - COGS) / Revenue * 100%,"corporate,year,Revenue,CostOfGoodsAndServicesSold Blackstone Inc.,2022,8517673000.0,3532454000.0 Nucor,2022,41512467000.0,29009187000.0 Ingersoll Rand,2022,5916300000.0,3590700000.0 PPL Corporation,2022,7902000000.0,2398000000.0 ","corporate,year,Gross Margin Blackstone Inc.,2022,58.52794536723821 Ingersoll Rand,2022,39.30835150347345 Nucor,2022,30.119337402905977 PPL Corporation,2022,69.65325234117945 " 2124,US,fundamental,"Among Qualcomm, Idexx Laboratories, Universal Health Services, calculate the margin between the lowest-Gross Margin company and the second-place company in 2017. (Unit: %) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",3.5767,hard,profitability,(Revenue - COGS) / Revenue * 100%,"corporate,year,Revenue,CostOfGoodsAndServicesSold Qualcomm,2017,22291000000.0,9792000000.0 Idexx Laboratories,2017,1969058000.0,871676000.0 Universal Health Services,2017,10409865000.0,4980637000.0 ","corporate,year,Gross Margin Idexx Laboratories,2017,55.731319239961444 Qualcomm,2017,56.0719572921807 Universal Health Services,2017,52.15464369614784 " 2125,US,fundamental,"Among ServiceNow, Accenture, Ecolab, Norfolk Southern, Texas Instruments, how much lower is the EBIT Margin for the top company compared to the second place in 2022? (Unit: %; Use the sum of Pretax Income and Interest Expense as EBIT) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",5.1563,hard,profitability,EBIT / Revenue * 100% = (Pretax Income + Interest Expense) / Revenue * 100%,"corporate,year,Revenue,PretaxIncomeLoss,InterestExpense ServiceNow,2022,7245000000.0,399000000.0,27000000.0 Accenture,2022,61594305000.0,9196167000.0,47320000.0 Ecolab,2022,14187800000.0,1343400000.0,222400000.0 Norfolk Southern,2022,12745000000.0,4130000000.0,692000000.0 Texas Instruments,2022,20028000000.0,10032000000.0,214000000.0 ","corporate,year,EBIT Margin Accenture,2022,15.007048135375504 Ecolab,2022,11.036242405446933 Norfolk Southern,2022,37.83444488034524 ServiceNow,2022,5.879917184265011 Texas Instruments,2022,51.15837827042141 " 2126,US,fundamental,"Among Citigroup, AES Corporation, Ralph Lauren Corporation, DuPont, CBRE Group, what is the gap in EBIT Margin between the lowest-ranked company and the runner-up in 2025? (Unit: %; Use the sum of Pretax Income and Interest Expense as EBIT) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",3.0265,hard,profitability,EBIT / Revenue * 100% = (Pretax Income + Interest Expense) / Revenue * 100%,"corporate,year,Revenue,PretaxIncomeLoss,InterestExpense Citigroup,2025,85225000000.0,19828000000.0,83072000000.0 AES Corporation,2025,12233000000.0,75000000.0,1407000000.0 Ralph Lauren Corporation,2025,8114500000.0,1177700000.0,54200000.0 DuPont,2025,6849000000.0,200000000.0,313000000.0 CBRE Group,2025,40550000000.0,1594000000.0,216000000.0 ","corporate,year,EBIT Margin AES Corporation,2025,12.114771519659936 CBRE Group,2025,4.463625154130703 Citigroup,2025,120.73921971252565 DuPont,2025,7.490144546649145 Ralph Lauren Corporation,2025,15.18146527820568 " 2127,US,fundamental,"In 2025, within Brown & Brown, DaVita, Pfizer, by how much does the company with the highest EBIT Margin differ from the second-ranked company? (Unit: %; Use the sum of Pretax Income and Interest Expense as EBIT) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",11.8679,hard,profitability,EBIT / Revenue * 100% = (Pretax Income + Interest Expense) / Revenue * 100%,"corporate,year,Revenue,PretaxIncomeLoss,InterestExpense Brown & Brown,2025,5902000000.0,1371000000.0,297000000.0 DaVita,2025,13643069000.0,1346823000.0,579926000.0 Pfizer,2025,62579000000.0,7520000000.0,2739000000.0 ","corporate,year,EBIT Margin Brown & Brown,2025,28.26160623517452 DaVita,2025,14.122548233099167 Pfizer,2025,16.393678390514392 " 2128,US,fundamental,"For EBIT Margin in 2020, what is the difference between the top and second-place companies among Parker Hannifin, Howmet Aerospace, Amazon, Coterra? (Unit: %; Use the sum of Pretax Income and Interest Expense as EBIT) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",3.807,hard,profitability,EBIT / Revenue * 100% = (Pretax Income + Interest Expense) / Revenue * 100%,"corporate,year,Revenue,PretaxIncomeLoss,InterestExpense Parker Hannifin,2020,13695520000.0,1512627000.0,308161000.0 Howmet Aerospace,2020,5259000000.0,171000000.0,381000000.0 Amazon,2020,386064000000.0,24178000000.0,1647000000.0 Coterra,2020,1405220000.0,241123000.0,2961000.0 ","corporate,year,EBIT Margin Amazon,2020,6.689305400140909 Coterra,2020,17.36980686298231 Howmet Aerospace,2020,10.496292070735882 Parker Hannifin,2020,13.294770844772597 " 2129,US,fundamental,"Among CVS Health, Linde plc, Edwards Lifesciences, Tapestry, calculate the margin between the lowest-EBIT Margin company and the second-place company in 2019. (Unit: %; Use the sum of Pretax Income and Interest Expense as EBIT) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",6.6576,hard,profitability,EBIT / Revenue * 100% = (Pretax Income + Interest Expense) / Revenue * 100%,"corporate,year,Revenue,PretaxIncomeLoss,InterestExpense CVS Health,2019,256776000000.0,8997000000.0,3035000000.0 Linde plc,2019,28228000000.0,2927000000.0,275000000.0 Edwards Lifesciences,2019,4348000000.0,1166500000.0,20700000.0 Tapestry,2019,6027100000.0,766200000.0,45400000.0 ","corporate,year,EBIT Margin CVS Health,2019,4.68579618032838 Edwards Lifesciences,2019,27.304507819687213 Linde plc,2019,11.343347031316425 Tapestry,2019,13.465845929219691 " 2130,US,fundamental,"Among PTC Inc., Invesco, Amazon, how much higher is the EBITDA Margin for the top company compared to the second place in 2024? (Unit: %; Use the sum of Pretax Income and Interest Expense as EBIT) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",9.8267,hard,profitability,(Pretax Income + Interest Expense + D&A) / Revenue * 100%,"corporate,year,Revenue,PretaxIncomeLoss,InterestExpense,Depreciation & Amortization PTC Inc.,2024,2298472000.0,468962000.0,119653000.0,108119000.0 Invesco,2024,6067000000.0,1005300000.0,58000000.0,179600000.0 Amazon,2024,637959000000.0,68614000000.0,2406000000.0,52795000000.0 ","corporate,year,EBITDA Margin Amazon,2024,19.407987033649498 Invesco,2024,20.48623701994396 PTC Inc.,2024,30.312920931819054 " 2131,US,fundamental,"Among Jack Henry & Associates, Amgen, Caterpillar Inc., what is the gap in EBITDA Margin between the highest-ranked company and the runner-up in 2024? (Unit: %; Use the sum of Pretax Income and Interest Expense as EBIT) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",14.0185,hard,profitability,(Pretax Income + Interest Expense + D&A) / Revenue * 100%,"corporate,year,Revenue,PretaxIncomeLoss,InterestExpense,Depreciation & Amortization Jack Henry & Associates,2024,2215543000.0,498019000.0,16384000.0,46342000.0 Amgen,2024,33424000000.0,4609000000.0,3155000000.0,5592000000.0 Caterpillar Inc.,2024,64809000000.0,13373000000.0,1286000000.0,2153000000.0 ","corporate,year,EBITDA Margin Amgen,2024,39.9593106749641 Caterpillar Inc.,2024,25.940841549784754 Jack Henry & Associates,2024,25.309596789590632 " 2132,US,fundamental,"In 2025, within First Solar, Match Group, EPAM Systems, NRG Energy, Caterpillar Inc., by how much does the company with the highest EBITDA Margin differ from the second-ranked company? (Unit: %; Use the sum of Pretax Income and Interest Expense as EBIT) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",13.7259,hard,profitability,(Pretax Income + Interest Expense + D&A) / Revenue * 100%,"corporate,year,Revenue,PretaxIncomeLoss,InterestExpense,Depreciation & Amortization First Solar,2025,5219376000.0,1580913000.0,44131000.0,529216000.0 Match Group,2025,3487197000.0,746003000.0,147551000.0,67112000.0 EPAM Systems,2025,5457056000.0,505624000.0,1397000.0,124811000.0 NRG Energy,2025,30713000000.0,1134000000.0,741000000.0,1406000000.0 Caterpillar Inc.,2025,67589000000.0,11541000000.0,1359000000.0,2262000000.0 ","corporate,year,EBITDA Margin Caterpillar Inc.,2025,22.43264436520736 EPAM Systems,2025,11.578257580644216 First Solar,2025,41.274282596233725 Match Group,2025,27.548371944573248 NRG Energy,2025,10.682772767232116 " 2133,US,fundamental,"For EBITDA Margin in 2021, what is the difference between the top and second-place companies among Colgate-Palmolive, Textron, Diamondback Energy, Cigna? (Unit: %; Use the sum of Pretax Income and Interest Expense as EBIT) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",3.9045,hard,profitability,(Pretax Income + Interest Expense + D&A) / Revenue * 100%,"corporate,year,Revenue,PretaxIncomeLoss,InterestExpense,DepreciationExpense,AmortizationOfIntangibles Colgate-Palmolive,2021,17421000000.0,3087000000.0,194000000.0,556000000.0,0.0 Textron,2021,12382000000.0,873000000.0,142000000.0,390000000.0,0.0 Diamondback Energy,2021,6747000000.0,2907000000.0,199000000.0,1275000000.0,0.0 Cigna,2021,174078000000.0,6782000000.0,1253000000.0,2923000000.0,1998000000.0 ","corporate,year,EBITDA Margin Cigna,2021,7.442640655338412 Colgate-Palmolive,2021,22.025142069915617 Diamondback Energy,2021,64.9325626204239 Textron,2021,11.347116782426102 " 2134,US,fundamental,"Among Amgen, Synopsys, Salesforce, calculate the margin between the lowest-EBITDA Margin company and the second-place company in 2022. (Unit: %; Use the sum of Pretax Income and Interest Expense as EBIT) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",11.4138,hard,profitability,(Pretax Income + Interest Expense + D&A) / Revenue * 100%,"corporate,year,Revenue,PretaxIncomeLoss,InterestExpense,Depreciation & Amortization Amgen,2022,26323000000.0,7346000000.0,1406000000.0,3417000000.0 Synopsys,2022,5081542000.0,1115514000.0,1258000.0,228405000.0 Salesforce,2022,31352000000.0,660000000.0,275000000.0,3786000000.0 ","corporate,year,EBITDA Margin Amgen,2022,46.229533107928425 Salesforce,2022,15.058050523092625 Synopsys,2022,26.471826858855046 " 2135,US,fundamental,"Among Paycom, Tapestry, GE Aerospace, Lam Research, how much lower is the Net Profit Margin for the top company compared to the second place in 2025? (Unit: %) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",16.3684,hard,profitability,Net Income / Revenue * 100%,"corporate,year,Revenue,NetIncome Paycom,2025,2051700000.0,453400000.0 Tapestry,2025,7010700000.0,183200000.0 GE Aerospace,2025,45855000000.0,8704000000.0 Lam Research,2025,18435591000.0,5358217000.0 ","corporate,year,Net Profit Margin GE Aerospace,2025,18.98157234761749 Lam Research,2025,29.064525243589966 Paycom,2025,22.09874738022128 Tapestry,2025,2.6131484730483403 " 2136,US,fundamental,"Among NRG Energy, CME Group, Fifth Third Bancorp, Stanley Black & Decker, what is the gap in Net Profit Margin between the lowest-ranked company and the runner-up in 2018? (Unit: %) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.5007,hard,profitability,Net Income / Revenue * 100%,"corporate,year,Revenue,NetIncome NRG Energy,2018,9478000000.0,268000000.0 CME Group,2018,4309400000.0,1962200000.0 Fifth Third Bancorp,2018,549000000.0,2193000000.0 Stanley Black & Decker,2018,13982400000.0,605200000.0 ","corporate,year,Net Profit Margin CME Group,2018,45.53302083816773 Fifth Third Bancorp,2018,399.45355191256834 NRG Energy,2018,2.8276007596539356 Stanley Black & Decker,2018,4.32829843231491 " 2137,US,fundamental,"In 2016, within Martin Marietta Materials, Qualcomm, PulteGroup, Pentair, by how much does the company with the highest Net Profit Margin differ from the second-ranked company? (Unit: %) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",13.0815,hard,profitability,Net Income / Revenue * 100%,"corporate,year,Revenue,NetIncome Martin Marietta Materials,2016,3818749000.0,425386000.0 Qualcomm,2016,23554000000.0,5705000000.0 PulteGroup,2016,7668476000.0,602703000.0 Pentair,2016,4890000000.0,522200000.0 ","corporate,year,Net Profit Margin Martin Marietta Materials,2016,11.13940717234885 Pentair,2016,10.678936605316974 PulteGroup,2016,7.859488638942079 Qualcomm,2016,24.22093911862104 " 2138,US,fundamental,"For Net Profit Margin in 2016, what is the difference between the top and second-place companies among Carnival, AutoZone, Northrop Grumman, Costco? (Unit: %) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",5.2882,hard,profitability,Net Income / Revenue * 100%,"corporate,year,Revenue,NetIncome Carnival,2016,16389000000.0,2779000000.0 AutoZone,2016,10635676000.0,1241007000.0 Northrop Grumman,2016,24508000000.0,2200000000.0 Costco,2016,118719000000.0,2350000000.0 ","corporate,year,Net Profit Margin AutoZone,2016,11.668341532780802 Carnival,2016,16.956495210201965 Costco,2016,1.9794641127367987 Northrop Grumman,2016,8.976660682226212 " 2139,US,fundamental,"Among Chipotle Mexican Grill, ServiceNow, PulteGroup, Omnicom Group, calculate the margin between the highest-Net Profit Margin company and the second-place company in 2021. (Unit: %) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",4.1232,hard,profitability,Net Income / Revenue * 100%,"corporate,year,Revenue,NetIncome Chipotle Mexican Grill,2021,7547061000.0,652984000.0 ServiceNow,2021,5896000000.0,230141000.0 PulteGroup,2021,13926882000.0,1946320000.0 Omnicom Group,2021,14289400000.0,1407800000.0 ","corporate,year,Net Profit Margin Chipotle Mexican Grill,2021,8.65216274255634 Omnicom Group,2021,9.8520581689924 PulteGroup,2021,13.975274580483987 ServiceNow,2021,3.903341248303935 " 2140,US,fundamental,"Among eBay Inc., Invitation Homes, Revvity, Williams Companies, Bio-Techne, how much higher is the Return on Equity for the top company compared to the second place in 2024? (Unit: %; Use the average of beginning and ending stockholders’ equity) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",16.2712,hard,profitability,Net Income / Average Stockholders Equity * 100%,"corporate,year,NetIncome,AllEquityBalance eBay Inc.,2023,2767000000.0,6396000000.0 eBay Inc.,2024,1975000000.0,5158000000.0 Invitation Homes,2023,519470000.0,10155971000.0 Invitation Homes,2024,453917000.0,9756764000.0 Revvity,2023,693094000.0,7872739000.0 Revvity,2024,270385000.0,7666874000.0 Williams Companies,2023,3179000000.0,12402000000.0 Williams Companies,2024,2225000000.0,12436000000.0 Bio-Techne,2023,285263000.0,1966516000.0 Bio-Techne,2024,168105000.0,2068850000.0 ","corporate,year,Return on Equity Bio-Techne,2024,8.33158627990621 Invitation Homes,2024,4.559062328705725 Revvity,2024,3.4799450925837085 Williams Companies,2024,17.916096304050246 eBay Inc.,2024,34.18729444348278 " 2141,US,fundamental,"Among Tapestry, McCormick & Company, Progressive Corporation, Roper Technologies, what is the gap in Return on Equity between the lowest-ranked company and the runner-up in 2025? (Unit: %; Use the average of beginning and ending stockholders’ equity) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.829,hard,profitability,Net Income / Average Stockholders Equity * 100%,"corporate,year,NetIncome,AllEquityBalance Tapestry,2024,816000000.0,2896900000.0 Tapestry,2025,183200000.0,857800000.0 McCormick & Company,2024,788500000.0,5291000000.0 McCormick & Company,2025,789400000.0,5736500000.0 Progressive Corporation,2024,8480000000.0,25591000000.0 Progressive Corporation,2025,11308000000.0,30323000000.0 Roper Technologies,2024,1549300000.0,18867600000.0 Roper Technologies,2025,1536300000.0,19881500000.0 ","corporate,year,Return on Equity McCormick & Company,2025,14.316934935388801 Progressive Corporation,2025,40.44783059698823 Roper Technologies,2025,7.929474491020437 Tapestry,2025,9.758436093429568 " 2142,US,fundamental,"In 2023, within Kroger, CenterPoint Energy, Deckers Brands, JPMorgan Chase, by how much does the company with the highest Return on Equity differ from the second-ranked company? (Unit: %; Use the average of beginning and ending stockholders’ equity) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",30.5652,hard,profitability,Net Income / Average Stockholders Equity * 100%,"corporate,year,NetIncome,AllEquityBalance Kroger,2022,2244000000.0,10042000000.0 Kroger,2023,2164000000.0,11615000000.0 CenterPoint Energy,2022,1057000000.0,10042000000.0 CenterPoint Energy,2023,917000000.0,9667000000.0 Deckers Brands,2022,666082000.0,1765733000.0 Deckers Brands,2023,978941000.0,2107468000.0 JPMorgan Chase,2022,37676000000.0,292332000000.0 JPMorgan Chase,2023,49552000000.0,327878000000.0 ","corporate,year,Return on Equity CenterPoint Energy,2023,9.305393475062154 Deckers Brands,2023,50.549455088956144 JPMorgan Chase,2023,15.979103851921122 Kroger,2023,19.984300687999262 " 2143,US,fundamental,"For Return on Equity in 2024, what is the difference between the top and second-place companies among Ameriprise Financial, Conagra Brands, Automatic Data Processing? (Unit: %; Use the average of beginning and ending stockholders’ equity) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",24.8261,hard,profitability,Net Income / Average Stockholders Equity * 100%,"corporate,year,NetIncome,AllEquityBalance Ameriprise Financial,2023,2556000000.0,4729000000.0 Ameriprise Financial,2024,3401000000.0,5228000000.0 Conagra Brands,2023,683600000.0,8736800000.0 Conagra Brands,2024,347200000.0,8440400000.0 Automatic Data Processing,2023,3412000000.0,3509100000.0 Automatic Data Processing,2024,3752000000.0,4547600000.0 ","corporate,year,Return on Equity Ameriprise Financial,2024,68.31374912122126 Automatic Data Processing,2024,93.1398711631313 Conagra Brands,2024,4.042568055329157 " 2144,US,fundamental,"Among Marathon Petroleum, TJX Companies, Valero Energy, Aptiv, Host Hotels & Resorts, calculate the margin between the lowest-Return on Equity company and the second-place company in 2023. (Unit: %; Use the average of beginning and ending stockholders’ equity) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",17.7728,hard,profitability,Net Income / Average Stockholders Equity * 100%,"corporate,year,NetIncome,AllEquityBalance Marathon Petroleum,2022,14516000000.0,27715000000.0 Marathon Petroleum,2023,9681000000.0,24404000000.0 TJX Companies,2022,3498000000.0,6364000000.0 TJX Companies,2023,4474000000.0,7302000000.0 Valero Energy,2022,11528000000.0,23561000000.0 Valero Energy,2023,8835000000.0,26346000000.0 Aptiv,2022,594000000.0,8809000000.0 Aptiv,2023,2938000000.0,11548000000.0 Host Hotels & Resorts,2022,633000000.0,6710000000.0 Host Hotels & Resorts,2023,740000000.0,6633000000.0 ","corporate,year,Return on Equity Aptiv,2023,28.864763963255886 Host Hotels & Resorts,2023,11.091958330210597 Marathon Petroleum,2023,37.14959995395154 TJX Companies,2023,65.4763647007171 Valero Energy,2023,35.405854890095576 " 2145,US,fundamental,"Among DTE Energy, Yum! Brands, CDW Corporation, how much higher is the Return on Assets for the top company compared to the second place in 2019? (Unit: %; Use the average of beginning and ending total assets) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",17.9309,hard,profitability,Net Income / Average Total Assets * 100%,"corporate,year,NetIncome,Assets DTE Energy,2018,1120000000.0,36288000000.0 DTE Energy,2019,1169000000.0,41882000000.0 Yum! Brands,2018,1542000000.0,4130000000.0 Yum! Brands,2019,1294000000.0,5231000000.0 CDW Corporation,2018,643000000.0,7167700000.0 CDW Corporation,2019,736800000.0,7999400000.0 ","corporate,year,Return on Assets CDW Corporation,2019,9.715766362719307 DTE Energy,2019,2.9909172316745556 Yum! Brands,2019,27.64661895096678 " 2146,US,fundamental,"Among Brown & Brown, Gartner, NVR, Deckers Brands, what is the gap in Return on Assets between the lowest-ranked company and the runner-up in 2023? (Unit: %; Use the average of beginning and ending total assets) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",5.6275,hard,profitability,Net Income / Average Total Assets * 100%,"corporate,year,NetIncome,Assets Brown & Brown,2022,671800000.0,13973500000.0 Brown & Brown,2023,870500000.0,14883400000.0 Gartner,2022,807799000.0,7299736000.0 Gartner,2023,882466000.0,7835919000.0 NVR,2022,1725575000.0,5660973000.0 NVR,2023,1591611000.0,6601757000.0 Deckers Brands,2022,666082000.0,2556203000.0 Deckers Brands,2023,978941000.0,3135579000.0 ","corporate,year,Return on Assets Brown & Brown,2023,6.033219091447799 Deckers Brands,2023,34.398401063146835 Gartner,2023,11.66075733095132 NVR,2023,25.95851005444954 " 2147,US,fundamental,"In 2023, within Costco, Huntington Ingalls Industries, Elevance Health, by how much does the company with the highest Return on Assets differ from the second-ranked company? (Unit: %; Use the average of beginning and ending total assets) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",3.2796,hard,profitability,Net Income / Average Total Assets * 100%,"corporate,year,NetIncome,Assets Costco,2022,5844000000.0,64166000000.0 Costco,2023,6292000000.0,68994000000.0 Huntington Ingalls Industries,2022,579000000.0,10857000000.0 Huntington Ingalls Industries,2023,681000000.0,11215000000.0 Elevance Health,2022,6025000000.0,102772000000.0 Elevance Health,2023,5987000000.0,108928000000.0 ","corporate,year,Return on Assets Costco,2023,9.450285370982277 Elevance Health,2023,5.656117146905999 Huntington Ingalls Industries,2023,6.170714026821312 " 2148,US,fundamental,"For Return on Assets in 2025, what is the difference between the top and second-place companies among News Corp (Class A), Leidos, Johnson Controls, Automatic Data Processing? (Unit: %; Use the average of beginning and ending total assets) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.2419,hard,profitability,Net Income / Average Total Assets * 100%,"corporate,year,NetIncome,Assets News Corp (Class A),2024,266000000.0,16684000000.0 News Corp (Class A),2025,1180000000.0,15504000000.0 Leidos,2024,1254000000.0,13104000000.0 Leidos,2025,1448000000.0,13493000000.0 Johnson Controls,2024,1705000000.0,42695000000.0 Johnson Controls,2025,3291000000.0,37939000000.0 Automatic Data Processing,2024,3752000000.0,54362700000.0 Automatic Data Processing,2025,4079700000.0,53369300000.0 ","corporate,year,Return on Assets Automatic Data Processing,2025,7.57379423012661 Johnson Controls,2025,8.162809732867029 Leidos,2025,10.888446065345715 News Corp (Class A),2025,7.33192494097179 " 2149,US,fundamental,"Among Deckers Brands, Huntington Ingalls Industries, Fastenal, PTC Inc., Jack Henry & Associates, calculate the margin between the lowest-Return on Assets company and the second-place company in 2018. (Unit: %; Use the average of beginning and ending total assets) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",10.8893,hard,profitability,Net Income / Average Total Assets * 100%,"corporate,year,NetIncome,Assets Deckers Brands,2017,114394000.0,1264379000.0 Deckers Brands,2018,328934000.0,1427206000.0 Huntington Ingalls Industries,2017,479000000.0,6374000000.0 Huntington Ingalls Industries,2018,836000000.0,6383000000.0 Fastenal,2017,578600000.0,2910500000.0 Fastenal,2018,751900000.0,3321500000.0 PTC Inc.,2017,6239000.0,2360384000.0 PTC Inc.,2018,51987000.0,2329022000.0 Jack Henry & Associates,2017,245793000.0,1908945000.0 Jack Henry & Associates,2018,376660000.0,2050303000.0 ","corporate,year,Return on Assets Deckers Brands,2018,24.44165798219265 Fastenal,2018,24.130295250320923 Huntington Ingalls Industries,2018,13.106529748373442 Jack Henry & Associates,2018,19.026845501974112 PTC Inc.,2018,2.2172104526671395 " 2150,US,fundamental,"Among EPAM Systems, Bio-Techne, Marathon Petroleum, how much higher is the Return on Invested Capital for the top company compared to the second place in 2022? (Unit: %; Use the sum of Pretax Income and Interest Expense as EBIT; Use the average of beginning and ending invested capital. Total cash is deducted rather than excess cash. Operating lease liabilities are capitalized and included in debt per ASC 842.) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",4.463,hard,profitability,ROIC = NOPAT / Average Invested Capital * 100%; NOPAT = EBIT x (1 - effective tax rate); EBIT = Pretax Income + Interest Expense; effective tax rate = Income Taxes / Pretax Income; Invested Capital = Equity (incl. minority) + Total Debt (short + long-term debt + operating lease liabilities) - Cash and Short-Term Investments,"corporate,year,PretaxIncomeLoss,InterestExpense,IncomeTaxes,AllEquityBalanceIncludingMinorityInterest,ShortTermDebt,LongTermDebt,OperatingLeaseCurrentDebtEquivalent,OperatingLeaseNonCurrentDebtEquivalent,CashAndMarketableSecurities,ShortTermInvestments EPAM Systems,2021,533392000.0,413000.0,87317000.0,2495837000.0,16018000.0,30234000.0,50104000.0,142802000.0,1446625000.0,0.0 EPAM Systems,2022,507258000.0,1659000.0,113188000.0,3003010000.0,2861000.0,27693000.0,40352000.0,122317000.0,1681344000.0,0.0 Bio-Techne,2021,148175000.0,13952000.0,8590000.0,1571234000.0,0.0,328827000.0,11602000.0,67625000.0,199091000.0,0.0 Bio-Techne,2022,301386000.0,11309000.0,38287000.0,1701011000.0,0.0,243410000.0,11928000.0,58133000.0,172567000.0,74462000.0 Marathon Petroleum,2021,2817000000.0,1483000000.0,264000000.0,32616000000.0,0.0,24968000000.0,438000000.0,927000000.0,5548000000.0,0.0 Marathon Petroleum,2022,20469000000.0,1000000000.0,4491000000.0,34119000000.0,0.0,25634000000.0,368000000.0,841000000.0,8625000000.0,3145000000.0 ","corporate,year,Return on Invested Capital Bio-Techne,2022,15.388854315905686 EPAM Systems,2022,28.207084383548313 Marathon Petroleum,2022,32.67005555187465 " 2151,US,fundamental,"Among IBM, American Electric Power, Starbucks, United Parcel Service, 3M, what is the gap in Return on Invested Capital between the highest-ranked company and the runner-up in 2018? (Unit: %; Use the sum of Pretax Income and Interest Expense as EBIT; Use the average of beginning and ending invested capital. Total cash is deducted rather than excess cash. Operating lease liabilities are capitalized and included in debt per ASC 842.) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",92.9565,hard,profitability,ROIC = NOPAT / Average Invested Capital * 100%; NOPAT = EBIT x (1 - effective tax rate); EBIT = Pretax Income + Interest Expense; effective tax rate = Income Taxes / Pretax Income; Invested Capital = Equity (incl. minority) + Total Debt (short + long-term debt + operating lease liabilities) - Cash and Short-Term Investments,"corporate,year,PretaxIncomeLoss,InterestExpense,IncomeTaxes,AllEquityBalanceIncludingMinorityInterest,ShortTermDebt,LongTermDebt,OperatingLeaseCurrentDebtEquivalent,OperatingLeaseNonCurrentDebtEquivalent,CashAndMarketableSecurities,ShortTermInvestments IBM,2017,11400000000.0,1208000000.0,1597000000.0,17725000000.0,6987000000.0,39837000000.0,0.0,0.0,11972000000.0,608000000.0 IBM,2018,11342000000.0,1423000000.0,1745000000.0,16929000000.0,10207000000.0,35605000000.0,0.0,0.0,11379000000.0,618000000.0 American Electric Power,2017,2816200000.0,895000000.0,901500000.0,18313600000.0,1638600000.0,19419600000.0,0.0,0.0,214600000.0,161700000.0 American Electric Power,2018,1973500000.0,984400000.0,104300000.0,19059400000.0,1910000000.0,21648200000.0,0.0,0.0,234100000.0,159100000.0 Starbucks,2017,4317500000.0,92500000.0,1389100000.0,5457000000.0,0.0,3932600000.0,0.0,0.0,2462300000.0,228600000.0 Starbucks,2018,5780000000.0,170300000.0,1176900000.0,1175800000.0,0.0,9090200000.0,0.0,0.0,8756300000.0,181500000.0 United Parcel Service,2017,7148000000.0,453000000.0,2238000000.0,1030000000.0,4011000000.0,20278000000.0,0.0,0.0,3320000000.0,749000000.0 United Parcel Service,2018,6019000000.0,605000000.0,1228000000.0,3037000000.0,2805000000.0,19931000000.0,0.0,0.0,4225000000.0,810000000.0 3M,2017,7548000000.0,0.0,2679000000.0,11622000000.0,1853000000.0,12096000000.0,0.0,0.0,3053000000.0,0.0 3M,2018,7000000000.0,0.0,1637000000.0,9848000000.0,1211000000.0,13411000000.0,0.0,0.0,2853000000.0,380000000.0 ","corporate,year,Return on Invested Capital 3M,2018,24.51376985487373 American Electric Power,2018,6.8987383587646836 IBM,2018,21.031548629844423 Starbucks,2018,118.0710911894395 United Parcel Service,2018,25.11464006923678 " 2152,US,fundamental,"In 2022, within United Parcel Service, Dow Inc., IBM, Bio-Techne, by how much does the company with the highest Return on Invested Capital differ from the second-ranked company? (Unit: %; Use the sum of Pretax Income and Interest Expense as EBIT; Use the average of beginning and ending invested capital. Total cash is deducted rather than excess cash. Operating lease liabilities are capitalized and included in debt per ASC 842.) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",24.2722,hard,profitability,ROIC = NOPAT / Average Invested Capital * 100%; NOPAT = EBIT x (1 - effective tax rate); EBIT = Pretax Income + Interest Expense; effective tax rate = Income Taxes / Pretax Income; Invested Capital = Equity (incl. minority) + Total Debt (short + long-term debt + operating lease liabilities) - Cash and Short-Term Investments,"corporate,year,PretaxIncomeLoss,InterestExpense,IncomeTaxes,AllEquityBalanceIncludingMinorityInterest,ShortTermDebt,LongTermDebt,OperatingLeaseCurrentDebtEquivalent,OperatingLeaseNonCurrentDebtEquivalent,CashAndMarketableSecurities,ShortTermInvestments United Parcel Service,2021,16595000000.0,694000000.0,3705000000.0,14269000000.0,0.0,19784000000.0,580000000.0,3033000000.0,10255000000.0,338000000.0 United Parcel Service,2022,14825000000.0,704000000.0,3277000000.0,19803000000.0,0.0,17321000000.0,621000000.0,3238000000.0,5602000000.0,1993000000.0 Dow Inc.,2021,8145000000.0,731000000.0,1740000000.0,18739000000.0,161000000.0,14280000000.0,314000000.0,1149000000.0,2988000000.0,0.0 Dow Inc.,2022,6090000000.0,662000000.0,1450000000.0,21247000000.0,362000000.0,14698000000.0,287000000.0,997000000.0,3886000000.0,0.0 IBM,2021,4837000000.0,1512000000.0,2103000000.0,18996000000.0,6787000000.0,44917000000.0,974000000.0,2462000000.0,6650000000.0,0.0 IBM,2022,1156000000.0,1401000000.0,1865000000.0,22021000000.0,4760000000.0,46189000000.0,874000000.0,2190000000.0,7886000000.0,0.0 Bio-Techne,2021,148175000.0,13952000.0,8590000.0,1571234000.0,0.0,328827000.0,11602000.0,67625000.0,199091000.0,0.0 Bio-Techne,2022,301386000.0,11309000.0,38287000.0,1701011000.0,0.0,243410000.0,11928000.0,58133000.0,172567000.0,74462000.0 ","corporate,year,Return on Invested Capital Bio-Techne,2022,15.388854315905686 Dow Inc.,2022,15.741679780847468 IBM,2022,-2.3124936827498264 United Parcel Service,2022,40.01384014831743 " 2153,US,fundamental,"For Return on Invested Capital in 2019, what is the difference between the top and second-place companies among Moody's Corporation, PPG Industries, IBM, 3M? (Unit: %; Use the sum of Pretax Income and Interest Expense as EBIT; Use the average of beginning and ending invested capital. Total cash is deducted rather than excess cash. Operating lease liabilities are capitalized and included in debt per ASC 842.) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",16.4727,hard,profitability,ROIC = NOPAT / Average Invested Capital * 100%; NOPAT = EBIT x (1 - effective tax rate); EBIT = Pretax Income + Interest Expense; effective tax rate = Income Taxes / Pretax Income; Invested Capital = Equity (incl. minority) + Total Debt (short + long-term debt + operating lease liabilities) - Cash and Short-Term Investments,"corporate,year,PretaxIncomeLoss,InterestExpense,IncomeTaxes,AllEquityBalanceIncludingMinorityInterest,ShortTermDebt,LongTermDebt,OperatingLeaseCurrentDebtEquivalent,OperatingLeaseNonCurrentDebtEquivalent,CashAndMarketableSecurities,ShortTermInvestments Moody's Corporation,2018,1671000000.0,216000000.0,351600000.0,656500000.0,0.0,5226100000.0,0.0,0.0,1685000000.0,132500000.0 Moody's Corporation,2019,1810000000.0,208000000.0,381000000.0,831000000.0,0.0,5581000000.0,89000000.0,485000000.0,1832000000.0,98000000.0 PPG Industries,2018,1693000000.0,118000000.0,353000000.0,4732000000.0,651000000.0,4365000000.0,0.0,0.0,902000000.0,61000000.0 PPG Industries,2019,1661000000.0,132000000.0,392000000.0,5403000000.0,513000000.0,4539000000.0,170000000.0,622000000.0,1216000000.0,57000000.0 IBM,2018,11342000000.0,1423000000.0,1745000000.0,16929000000.0,10207000000.0,35605000000.0,0.0,0.0,11379000000.0,618000000.0 IBM,2019,10166000000.0,1685000000.0,2091000000.0,20985000000.0,8797000000.0,54102000000.0,1380000000.0,3879000000.0,8172000000.0,696000000.0 3M,2018,7000000000.0,0.0,1637000000.0,9848000000.0,1211000000.0,13411000000.0,0.0,0.0,2853000000.0,380000000.0 3M,2019,5712000000.0,0.0,1130000000.0,10126000000.0,0.0,17518000000.0,247000000.0,607000000.0,0.0,98000000.0 ","corporate,year,Return on Invested Capital 3M,2019,18.462034369522733 IBM,2019,14.369549046232184 Moody's Corporation,2019,34.9347463482614 PPG Industries,2019,14.604698354061574 " 2154,US,fundamental,"Among IBM, PPG Industries, EPAM Systems, Bio-Techne, calculate the margin between the highest-Return on Invested Capital company and the second-place company in 2023. (Unit: %; Use the sum of Pretax Income and Interest Expense as EBIT; Use the average of beginning and ending invested capital. Total cash is deducted rather than excess cash. Operating lease liabilities are capitalized and included in debt per ASC 842.) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",8.8681,hard,profitability,ROIC = NOPAT / Average Invested Capital * 100%; NOPAT = EBIT x (1 - effective tax rate); EBIT = Pretax Income + Interest Expense; effective tax rate = Income Taxes / Pretax Income; Invested Capital = Equity (incl. minority) + Total Debt (short + long-term debt + operating lease liabilities) - Cash and Short-Term Investments,"corporate,year,PretaxIncomeLoss,InterestExpense,IncomeTaxes,AllEquityBalanceIncludingMinorityInterest,ShortTermDebt,LongTermDebt,OperatingLeaseCurrentDebtEquivalent,OperatingLeaseNonCurrentDebtEquivalent,CashAndMarketableSecurities,ShortTermInvestments IBM,2022,1156000000.0,1401000000.0,1865000000.0,22021000000.0,4760000000.0,46189000000.0,874000000.0,2190000000.0,7886000000.0,0.0 IBM,2023,8690000000.0,1668000000.0,1564000000.0,22613000000.0,6426000000.0,50121000000.0,820000000.0,2568000000.0,13068000000.0,0.0 PPG Industries,2022,1381000000.0,167000000.0,325000000.0,6709000000.0,313000000.0,6503000000.0,183000000.0,636000000.0,1099000000.0,55000000.0 PPG Industries,2023,1748000000.0,247000000.0,439000000.0,8023000000.0,306000000.0,5748000000.0,194000000.0,622000000.0,1514000000.0,75000000.0 EPAM Systems,2022,507258000.0,1659000.0,113188000.0,3003010000.0,2861000.0,27693000.0,40352000.0,122317000.0,1681344000.0,0.0 EPAM Systems,2023,536585000.0,4698000.0,177426000.0,3471470000.0,0.0,26126000.0,36558000.0,109261000.0,2036235000.0,60739000.0 Bio-Techne,2022,301386000.0,11309000.0,38287000.0,1701011000.0,0.0,243410000.0,11928000.0,58133000.0,172567000.0,74462000.0 Bio-Techne,2023,338659000.0,11215000.0,53217000.0,1966516000.0,0.0,350000000.0,11199000.0,93766000.0,180571000.0,23739000.0 ","corporate,year,Return on Invested Capital Bio-Techne,2023,14.801631008051036 EPAM Systems,2023,23.669684077985558 IBM,2023,12.34312551072866 PPG Industries,2023,11.277779054158284 " 2155,US,fundamental,"Among Microsoft, RTX Corporation, Broadcom, Nordson Corporation, Supermicro, how much lower is the Days Inventory Outstanding for the top company compared to the second place in 2022? (Use the average of beginning and ending inventory; one year is assumed to have 365 days) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",34.357,hard,operational efficiency,Average Inventory / COGS * 365,"corporate,year,CostOfGoodsAndServicesSold,Inventories Microsoft,2021,52232000000.0,2636000000.0 Microsoft,2022,62650000000.0,3742000000.0 RTX Corporation,2021,51897000000.0,9178000000.0 RTX Corporation,2022,53406000000.0,10617000000.0 Broadcom,2021,10606000000.0,1297000000.0 Broadcom,2022,11108000000.0,1925000000.0 Nordson Corporation,2021,1038129000.0,327195000.0 Nordson Corporation,2022,1163742000.0,383398000.0 Supermicro,2021,3022884000.0,1040964000.0 Supermicro,2022,4396098000.0,1545606000.0 ","corporate,year,Days Inventory Outstanding Broadcom,2022,52.93617212819589 Microsoft,2022,18.579169992019153 Nordson Corporation,2022,111.43640299997766 RTX Corporation,2022,67.64385087817848 Supermicro,2022,107.37909505202113 " 2156,US,fundamental,"Among Snap-on, Lululemon Athletica, Sherwin-Williams, McCormick & Company, what is the gap in Days Inventory Outstanding between the highest-ranked company and the runner-up in 2022? (Use the average of beginning and ending inventory; one year is assumed to have 365 days) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",18.1953,hard,operational efficiency,Average Inventory / COGS * 365,"corporate,year,CostOfGoodsAndServicesSold,Inventories Snap-on,2021,2218900000.0,803800000.0 Snap-on,2022,2395400000.0,1033100000.0 Lululemon Athletica,2021,2648052000.0,966481000.0 Lululemon Athletica,2022,3618178000.0,1447367000.0 Sherwin-Williams,2021,11401900000.0,1927200000.0 Sherwin-Williams,2022,12823800000.0,2626500000.0 McCormick & Company,2021,3823300000.0,1182300000.0 McCormick & Company,2022,4076000000.0,1340100000.0 ","corporate,year,Days Inventory Outstanding Lululemon Athletica,2022,121.7538938106417 McCormick & Company,2022,112.93866535819431 Sherwin-Williams,2022,64.80530342020306 Snap-on,2022,139.94917341571346 " 2157,US,fundamental,"In 2024, within Ross Stores, Labcorp, Philip Morris International, CMS Energy, by how much does the company with the highest Days Inventory Outstanding differ from the second-ranked company? (Use the average of beginning and ending inventory; one year is assumed to have 365 days) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",182.4134,hard,operational efficiency,Average Inventory / COGS * 365,"corporate,year,CostOfGoodsAndServicesSold,Inventories Ross Stores,2023,14801601000.0,2192220000.0 Ross Stores,2024,15260506000.0,2444513000.0 Labcorp,2023,8796700000.0,474600000.0 Labcorp,2024,9384500000.0,493200000.0 Philip Morris International,2023,12893000000.0,10774000000.0 Philip Morris International,2024,13329000000.0,9453000000.0 CMS Energy,2023,2277000000.0,587000000.0 CMS Energy,2024,1973000000.0,435000000.0 ","corporate,year,Days Inventory Outstanding CMS Energy,2024,94.53370501773948 Labcorp,2024,18.82076828813469 Philip Morris International,2024,276.9470702978468 Ross Stores,2024,55.45057106887543 " 2158,US,fundamental,"For Days Inventory Outstanding in 2022, what is the difference between the top and second-place companies among Walmart, AES Corporation, Axon Enterprise? (Use the average of beginning and ending inventory; one year is assumed to have 365 days) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",78.5958,hard,operational efficiency,Average Inventory / COGS * 365,"corporate,year,CostOfGoodsAndServicesSold,Inventories Walmart,2021,429000000000.0,56511000000.0 Walmart,2022,463721000000.0,56576000000.0 AES Corporation,2021,8430000000.0,604000000.0 AES Corporation,2022,10069000000.0,1055000000.0 Axon Enterprise,2021,322471000.0,108688000.0 Axon Enterprise,2022,461297000.0,202471000.0 ","corporate,year,Days Inventory Outstanding AES Corporation,2022,30.06927202304102 Axon Enterprise,2022,123.10185737171497 Walmart,2022,44.506023018151 " 2159,US,fundamental,"Among Stryker Corporation, Bristol Myers Squibb, Western Digital, calculate the margin between the lowest-Days Inventory Outstanding company and the second-place company in 2017. (Use the average of beginning and ending inventory; one year is assumed to have 365 days) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",9.7656,hard,operational efficiency,Average Inventory / COGS * 365,"corporate,year,CostOfGoodsAndServicesSold,Inventories Stryker Corporation,2016,3830000000.0,2030000000.0 Stryker Corporation,2017,4271000000.0,2465000000.0 Bristol Myers Squibb,2016,4946000000.0,1241000000.0 Bristol Myers Squibb,2017,6066000000.0,1166000000.0 Western Digital,2016,9559000000.0,2129000000.0 Western Digital,2017,13021000000.0,2341000000.0 ","corporate,year,Days Inventory Outstanding Bristol Myers Squibb,2017,72.4163369601055 Stryker Corporation,2017,192.07152891594475 Western Digital,2017,62.65071807080869 " 2160,US,fundamental,"Among Dow Inc., Motorola Solutions, CME Group, ServiceNow, how much lower is the Days Sales Outstanding for the top company compared to the second place in 2020? (Use the average of beginning and ending trade receivables; one year is assumed to have 365 days) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",10.2326,hard,operational efficiency,Average Trade Receivables / Revenue * 365,"corporate,year,Revenue,TradeReceivables Dow Inc.,2019,42951000000.0,4844000000.0 Dow Inc.,2020,38542000000.0,4839000000.0 Motorola Solutions,2019,7887000000.0,1412000000.0 Motorola Solutions,2020,7414000000.0,1390000000.0 CME Group,2019,4868000000.0,491800000.0 CME Group,2020,4883600000.0,461300000.0 ServiceNow,2019,3460437000.0,835279000.0 ServiceNow,2020,4519484000.0,1009415000.0 ","corporate,year,Days Sales Outstanding CME Group,2020,35.61732123843066 Dow Inc.,2020,45.84991697369104 Motorola Solutions,2020,68.97288912867548 ServiceNow,2020,74.49006457374338 " 2161,US,fundamental,"Among Nike, Jabil, Merck & Co., Warner Bros. Discovery, what is the gap in Days Sales Outstanding between the lowest-ranked company and the runner-up in 2023? (Use the average of beginning and ending trade receivables; one year is assumed to have 365 days) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",8.8401,hard,operational efficiency,Average Trade Receivables / Revenue * 365,"corporate,year,Revenue,TradeReceivables Nike,2022,46710000000.0,4667000000.0 Nike,2023,51217000000.0,4131000000.0 Jabil,2022,33478000000.0,3995000000.0 Jabil,2023,34702000000.0,3647000000.0 Merck & Co.,2022,59283000000.0,9450000000.0 Merck & Co.,2023,60115000000.0,10349000000.0 Warner Bros. Discovery,2022,33817000000.0,6380000000.0 Warner Bros. Discovery,2023,41321000000.0,6047000000.0 ","corporate,year,Days Sales Outstanding Jabil,2023,40.189758515359344 Merck & Co.,2023,60.10675372203277 Nike,2023,31.349649530429346 Warner Bros. Discovery,2023,54.8855908617894 " 2162,US,fundamental,"In 2023, within Paycom, Baxter International, Williams Companies, Western Digital, by how much does the company with the highest Days Sales Outstanding differ from the second-ranked company? (Use the average of beginning and ending trade receivables; one year is assumed to have 365 days) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",7.3533,hard,operational efficiency,Average Trade Receivables / Revenue * 365,"corporate,year,Revenue,TradeReceivables Paycom,2022,1375218000.0,22843000.0 Paycom,2023,1693674000.0,16442000.0 Baxter International,2022,15113000000.0,2659000000.0 Baxter International,2023,14813000000.0,2690000000.0 Williams Companies,2022,10965000000.0,2723000000.0 Williams Companies,2023,10907000000.0,1655000000.0 Western Digital,2022,18793000000.0,2804000000.0 Western Digital,2023,12318000000.0,1598000000.0 ","corporate,year,Days Sales Outstanding Baxter International,2023,65.90106663066226 Paycom,2023,4.2331124525735175 Western Digital,2023,65.2187855171294 Williams Companies,2023,73.2543320803154 " 2163,US,fundamental,"For Days Sales Outstanding in 2023, what is the difference between the top and second-place companies among Paychex, Johnson & Johnson, Visa Inc.? (Use the average of beginning and ending trade receivables; one year is assumed to have 365 days) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",35.3008,hard,operational efficiency,Average Trade Receivables / Revenue * 365,"corporate,year,Revenue,TradeReceivables Paychex,2022,4554000000.0,723800000.0 Paychex,2023,4907300000.0,873300000.0 Johnson & Johnson,2022,94943000000.0,16160000000.0 Johnson & Johnson,2023,85159000000.0,14873000000.0 Visa Inc.,2022,29310000000.0,2020000000.0 Visa Inc.,2023,32653000000.0,2291000000.0 ","corporate,year,Days Sales Outstanding Johnson & Johnson,2023,66.50527249028288 Paychex,2023,59.39533959611191 Visa Inc.,2023,24.094493614675528 " 2164,US,fundamental,"Among Estée Lauder Companies (The), Deckers Brands, Southwest Airlines, calculate the margin between the highest-Days Sales Outstanding company and the second-place company in 2024. (Use the average of beginning and ending trade receivables; one year is assumed to have 365 days) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",14.1304,hard,operational efficiency,Average Trade Receivables / Revenue * 365,"corporate,year,Revenue,TradeReceivables Estée Lauder Companies (The),2023,15910000000.0,1452000000.0 Estée Lauder Companies (The),2024,15608000000.0,1727000000.0 Deckers Brands,2023,4287763000.0,296565000.0 Deckers Brands,2024,4985612000.0,332872000.0 Southwest Airlines,2023,26091000000.0,1154000000.0 Southwest Airlines,2024,27483000000.0,1110000000.0 ","corporate,year,Days Sales Outstanding Deckers Brands,2024,23.040752569594265 Estée Lauder Companies (The),2024,37.17116222450026 Southwest Airlines,2024,15.034021031182913 " 2165,US,fundamental,"Among Visa Inc., Chipotle Mexican Grill, Meta Platforms, Emerson Electric, American Electric Power, how much higher is the Days Payable Outstanding for the top company compared to the second place in 2020? (Use the average of beginning and ending trade payables; one year is assumed to have 365 days) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",91.5186,hard,operational efficiency,Average Trade Payables / COGS * 365,"corporate,year,CostOfGoodsAndServicesSold,TradePayables Visa Inc.,2019,3444000000.0,156000000.0 Visa Inc.,2020,3785000000.0,174000000.0 Chipotle Mexican Grill,2019,1847916000.0,115816000.0 Chipotle Mexican Grill,2020,1932766000.0,121990000.0 Meta Platforms,2019,12770000000.0,886000000.0 Meta Platforms,2020,16692000000.0,1093000000.0 Emerson Electric,2019,10557000000.0,1874000000.0 Emerson Electric,2020,9776000000.0,1715000000.0 American Electric Power,2019,5106100000.0,2085800000.0 American Electric Power,2020,4369700000.0,1709700000.0 ","corporate,year,Days Payable Outstanding American Electric Power,2020,158.51860539625144 Chipotle Mexican Grill,2020,22.45465565929864 Emerson Electric,2020,67.00005114566284 Meta Platforms,2020,21.637161514497965 Visa Inc.,2020,15.911492734478204 " 2166,US,fundamental,"Among Textron, Bristol Myers Squibb, Cardinal Health, what is the gap in Days Payable Outstanding between the highest-ranked company and the runner-up in 2022? (Use the average of beginning and ending trade payables; one year is assumed to have 365 days) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",54.7609,hard,operational efficiency,Average Trade Payables / COGS * 365,"corporate,year,CostOfGoodsAndServicesSold,TradePayables Textron,2021,10297000000.0,786000000.0 Textron,2022,10800000000.0,1018000000.0 Bristol Myers Squibb,2021,9940000000.0,2949000000.0 Bristol Myers Squibb,2022,10137000000.0,3040000000.0 Cardinal Health,2021,155689000000.0,23700000000.0 Cardinal Health,2022,174819000000.0,27128000000.0 ","corporate,year,Days Payable Outstanding Bristol Myers Squibb,2022,107.8220874025846 Cardinal Health,2022,53.06122332240774 Textron,2022,30.48425925925926 " 2167,US,fundamental,"In 2024, within Qualcomm, RTX Corporation, Ball Corporation, Southern Company, by how much does the company with the lowest Days Payable Outstanding differ from the second-ranked company? (Use the average of beginning and ending trade payables; one year is assumed to have 365 days) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",17.8188,hard,operational efficiency,Average Trade Payables / COGS * 365,"corporate,year,CostOfGoodsAndServicesSold,TradePayables Qualcomm,2023,15869000000.0,1912000000.0 Qualcomm,2024,17060000000.0,2584000000.0 RTX Corporation,2023,56831000000.0,10698000000.0 RTX Corporation,2024,65328000000.0,12897000000.0 Ball Corporation,2023,11359000000.0,3753000000.0 Ball Corporation,2024,9354000000.0,3418000000.0 Southern Company,2023,7452000000.0,2898000000.0 Southern Company,2024,6843000000.0,3701000000.0 ","corporate,year,Days Payable Outstanding Ball Corporation,2024,139.9088625187086 Qualcomm,2024,48.09613130128957 RTX Corporation,2024,65.91488335782513 Southern Company,2024,175.99262019582054 " 2168,US,fundamental,"For Days Payable Outstanding in 2021, what is the difference between the top and second-place companies among Waste Management, Keurig Dr Pepper, Medtronic, Estée Lauder Companies (The)? (Use the average of beginning and ending trade payables; one year is assumed to have 365 days) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",121.0965,hard,operational efficiency,Average Trade Payables / COGS * 365,"corporate,year,CostOfGoodsAndServicesSold,TradePayables Waste Management,2020,9341000000.0,1121000000.0 Waste Management,2021,11111000000.0,1375000000.0 Keurig Dr Pepper,2020,5132000000.0,3740000000.0 Keurig Dr Pepper,2021,5706000000.0,4316000000.0 Medtronic,2020,9424000000.0,1996000000.0 Medtronic,2021,10483000000.0,2106000000.0 Estée Lauder Companies (The),2020,3552000000.0,1177000000.0 Estée Lauder Companies (The),2021,3834000000.0,1692000000.0 ","corporate,year,Days Payable Outstanding Estée Lauder Companies (The),2021,136.56559728742826 Keurig Dr Pepper,2021,257.6621100595864 Medtronic,2021,71.41228655919107 Waste Management,2021,40.99720997209972 " 2169,US,fundamental,"Among Booking Holdings, Targa Resources, Trade Desk (The), Bristol Myers Squibb, United Airlines Holdings, calculate the margin between the lowest-Days Payable Outstanding company and the second-place company in 2019. (Use the average of beginning and ending trade payables; one year is assumed to have 365 days) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",16.3863,hard,operational efficiency,Average Trade Payables / COGS * 365,"corporate,year,CostOfGoodsAndServicesSold,TradePayables Booking Holdings,2018,2042000000.0,1134000000.0 Booking Holdings,2019,2248000000.0,1239000000.0 Targa Resources,2018,8238200000.0,1737300000.0 Targa Resources,2019,6118500000.0,1379900000.0 Trade Desk (The),2018,114098000.0,669147000.0 Trade Desk (The),2019,156180000.0,868618000.0 Bristol Myers Squibb,2018,6547000000.0,1892000000.0 Bristol Myers Squibb,2019,8078000000.0,2445000000.0 United Airlines Holdings,2018,11458000000.0,2363000000.0 United Airlines Holdings,2019,12071000000.0,2703000000.0 ","corporate,year,Days Payable Outstanding Booking Holdings,2019,192.64790925266905 Bristol Myers Squibb,2019,97.98248328794256 Targa Resources,2019,92.97850780420039 Trade Desk (The),2019,1796.9145377128953 United Airlines Holdings,2019,76.5922458785519 " 2170,US,fundamental,"Among EOG Resources, Jabil, AES Corporation, how much lower is the Operating Cycle for the top company compared to the second place in 2019? (Use the average of beginning and ending inventory and trade receivables; one year is assumed to have 365 days) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",2.8227,hard,operational efficiency,Days Inventory Outstanding + Days Sales Outstanding,"corporate,year,CostOfGoodsAndServicesSold,Inventories,Revenue,TradeReceivables EOG Resources,2018,746876000.0,859359000.0,17275399000.0,1915215000.0 EOG Resources,2019,758300000.0,767297000.0,17379973000.0,2001658000.0 Jabil,2018,20388624000.0,3457706000.0,22095416000.0,1693268000.0 Jabil,2019,23368919000.0,3023003000.0,25282320000.0,2745226000.0 AES Corporation,2018,8163000000.0,577000000.0,10736000000.0,1595000000.0 AES Corporation,2019,7840000000.0,487000000.0,10189000000.0,1479000000.0 ","corporate,year,Operating Cycle AES Corporation,2019,79.82772562847889 EOG Resources,2019,432.61665272866884 Jabil,2019,82.65040936126024 " 2171,US,fundamental,"Among CDW Corporation, EOG Resources, Constellation Brands, Dell Technologies, Kroger, what is the gap in Operating Cycle between the lowest-ranked company and the runner-up in 2023? (Use the average of beginning and ending inventory and trade receivables; one year is assumed to have 365 days) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",32.4307,hard,operational efficiency,Days Inventory Outstanding + Days Sales Outstanding,"corporate,year,CostOfGoodsAndServicesSold,Inventories,Revenue,TradeReceivables CDW Corporation,2022,19062100000.0,800200000.0,23748700000.0,4461300000.0 CDW Corporation,2023,16723600000.0,668100000.0,21376000000.0,4567500000.0 EOG Resources,2022,966000000.0,1058000000.0,29492000000.0,2774000000.0 EOG Resources,2023,957000000.0,1275000000.0,23182000000.0,2716000000.0 Constellation Brands,2022,4683600000.0,1898700000.0,10177200000.0,901600000.0 Constellation Brands,2023,4944300000.0,2078300000.0,10711000000.0,832800000.0 Dell Technologies,2022,79615000000.0,4776000000.0,102301000000.0,12482000000.0 Dell Technologies,2023,67556000000.0,3622000000.0,88425000000.0,9343000000.0 Kroger,2022,116480000000.0,9756000000.0,148258000000.0,2234000000.0 Kroger,2023,116675000000.0,9414000000.0,150039000000.0,2136000000.0 ","corporate,year,Operating Cycle CDW Corporation,2023,93.10754363244857 Constellation Brands,2023,176.34748111797558 Dell Technologies,2023,67.73141125628392 EOG Resources,2023,488.1232989202609 Kroger,2023,35.30066665775248 " 2172,US,fundamental,"In 2024, within Zoetis, Teradyne, NRG Energy, by how much does the company with the lowest Operating Cycle differ from the second-ranked company? (Use the average of beginning and ending inventory and trade receivables; one year is assumed to have 365 days) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",98.0941,hard,operational efficiency,Days Inventory Outstanding + Days Sales Outstanding,"corporate,year,CostOfGoodsAndServicesSold,Inventories,Revenue,TradeReceivables Zoetis,2023,2561000000.0,2564000000.0,8544000000.0,1304000000.0 Zoetis,2024,2719000000.0,2306000000.0,9256000000.0,1316000000.0 Teradyne,2023,1139550000.0,309974000.0,2676298000.0,422124000.0 Teradyne,2024,1170953000.0,298492000.0,2819880000.0,471426000.0 NRG Energy,2023,26526000000.0,607000000.0,28823000000.0,3542000000.0 NRG Energy,2024,22100000000.0,478000000.0,28130000000.0,3488000000.0 ","corporate,year,Operating Cycle NRG Energy,2024,54.56862229017506 Teradyne,2024,152.66277199277374 Zoetis,2024,378.534073342842 " 2173,US,fundamental,"For Operating Cycle in 2018, what is the difference between the top and second-place companies among Hasbro, Omnicom Group, PepsiCo? (Use the average of beginning and ending inventory and trade receivables; one year is assumed to have 365 days) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",31.5259,hard,operational efficiency,Days Inventory Outstanding + Days Sales Outstanding,"corporate,year,CostOfGoodsAndServicesSold,Inventories,Revenue,TradeReceivables Hasbro,2017,2033693000.0,433293000.0,5209782000.0,1405399000.0 Hasbro,2018,1850678000.0,443383000.0,4579646000.0,1188052000.0 Omnicom Group,2017,12481800000.0,1110600000.0,15273600000.0,8083800000.0 Omnicom Group,2018,12437300000.0,1161500000.0,15290200000.0,7666100000.0 PepsiCo,2017,28785000000.0,2947000000.0,63525000000.0,7024000000.0 PepsiCo,2018,29381000000.0,3128000000.0,64661000000.0,7142000000.0 ","corporate,year,Operating Cycle Hasbro,2018,189.80086868587458 Omnicom Group,2018,221.32675703799814 PepsiCo,2018,77.71713791127243 " 2174,US,fundamental,"Among O’Reilly Automotive, Vulcan Materials Company, Packaging Corporation of America, Baxter International, calculate the margin between the lowest-Operating Cycle company and the second-place company in 2022. (Use the average of beginning and ending inventory and trade receivables; one year is assumed to have 365 days) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",23.453,hard,operational efficiency,Days Inventory Outstanding + Days Sales Outstanding,"corporate,year,CostOfGoodsAndServicesSold,Inventories,Revenue,TradeReceivables O’Reilly Automotive,2021,6307614000.0,3686383000.0,13327563000.0,272562000.0 O’Reilly Automotive,2022,7028154000.0,4359126000.0,14409860000.0,343155000.0 Vulcan Materials Company,2021,4178800000.0,521300000.0,5552200000.0,783200000.0 Vulcan Materials Company,2022,5757500000.0,579300000.0,7315200000.0,845600000.0 Packaging Corporation of America,2021,5857300000.0,902500000.0,7730300000.0,1071000000.0 Packaging Corporation of America,2022,6387400000.0,977300000.0,8478000000.0,1031800000.0 Baxter International,2021,7679000000.0,2453000000.0,12784000000.0,2629000000.0 Baxter International,2022,9716000000.0,2718000000.0,15113000000.0,2659000000.0 ","corporate,year,Operating Cycle Baxter International,2022,160.98550251410555 O’Reilly Automotive,2022,216.71566477635884 Packaging Corporation of America,2022,98.97492301409069 Vulcan Materials Company,2022,75.52197204452787 " 2175,US,fundamental,"Among F5, Nike, Textron, how much higher is the Cash Conversion Cycle for the top company compared to the second place in 2023? (Use the average of beginning and ending inventory, trade receivables, and trade payables; one year is assumed to have 365 days) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",11.1882,hard,operational efficiency,Days Inventory Outstanding + Days Sales Outstanding - Days Payable Outstanding,"corporate,year,CostOfGoodsAndServicesSold,Inventories,Revenue,TradeReceivables,TradePayables F5,2022,539627000.0,68365000.0,2695845000.0,469979000.0,113178000.0 F5,2023,593308000.0,35874000.0,2813169000.0,454832000.0,63315000.0 Nike,2022,25231000000.0,8420000000.0,46710000000.0,4667000000.0,3358000000.0 Nike,2023,28925000000.0,8454000000.0,51217000000.0,4131000000.0,2862000000.0 Textron,2022,10800000000.0,3550000000.0,12869000000.0,855000000.0,1018000000.0 Textron,2023,11405000000.0,3914000000.0,13683000000.0,868000000.0,1023000000.0 ","corporate,year,Cash Conversion Cycle F5,2023,37.77054448917783 Nike,2023,98.5702199712245 Textron,2023,109.75839855809454 " 2176,US,fundamental,"Among Intuitive Surgical, Ecolab, Chipotle Mexican Grill, what is the gap in Cash Conversion Cycle between the highest-ranked company and the runner-up in 2023? (Use the average of beginning and ending inventory, trade receivables, and trade payables; one year is assumed to have 365 days) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",122.7881,hard,operational efficiency,Days Inventory Outstanding + Days Sales Outstanding - Days Payable Outstanding,"corporate,year,CostOfGoodsAndServicesSold,Inventories,Revenue,TradeReceivables,TradePayables Intuitive Surgical,2022,2026200000.0,893200000.0,6222200000.0,942100000.0,147000000.0 Intuitive Surgical,2023,2394600000.0,1220600000.0,7124100000.0,1130200000.0,188700000.0 Ecolab,2022,8831000000.0,1792800000.0,14187800000.0,2698100000.0,1728200000.0 Ecolab,2023,9154900000.0,1497200000.0,15320200000.0,2834200000.0,1566300000.0 Chipotle Mexican Grill,2022,2602245000.0,35668000.0,8634652000.0,106880000.0,184566000.0 Chipotle Mexican Grill,2023,2912564000.0,39309000.0,9871649000.0,115535000.0,197646000.0 ","corporate,year,Cash Conversion Cycle Chipotle Mexican Grill,2023,-15.139362409443175 Ecolab,2023,65.81313789860035 Intuitive Surgical,2023,188.6012659365016 " 2177,US,fundamental,"In 2020, within Cummins, Corning Inc., Southwest Airlines, Parker Hannifin, by how much does the company with the highest Cash Conversion Cycle differ from the second-ranked company? (Use the average of beginning and ending inventory, trade receivables, and trade payables; one year is assumed to have 365 days) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",29.0375,hard,operational efficiency,Days Inventory Outstanding + Days Sales Outstanding - Days Payable Outstanding,"corporate,year,CostOfGoodsAndServicesSold,Inventories,Revenue,TradeReceivables,TradePayables Cummins,2019,17591000000.0,3486000000.0,23571000000.0,3387000000.0,2534000000.0 Cummins,2020,14917000000.0,3425000000.0,19811000000.0,3440000000.0,2820000000.0 Corning Inc.,2019,7468000000.0,2320000000.0,11503000000.0,1836000000.0,1587000000.0 Corning Inc.,2020,7772000000.0,2438000000.0,11303000000.0,2133000000.0,1174000000.0 Southwest Airlines,2019,8293000000.0,529000000.0,22428000000.0,1086000000.0,1574000000.0 Southwest Airlines,2020,6811000000.0,414000000.0,9048000000.0,1130000000.0,931000000.0 Parker Hannifin,2019,10703484000.0,1678132000.0,14320324000.0,0.0,1413155000.0 Parker Hannifin,2020,10286518000.0,1814631000.0,13695520000.0,0.0,1111759000.0 ","corporate,year,Cash Conversion Cycle Corning Inc.,2020,110.97710610011625 Cummins,2020,81.93959597488349 Parker Hannifin,2020,17.171256833459097 Southwest Airlines,2020,2.843551499946571 " 2178,US,fundamental,"For Cash Conversion Cycle in 2019, what is the difference between the top and second-place companies among Amazon, Electronic Arts, Textron? (Use the average of beginning and ending inventory, trade receivables, and trade payables; one year is assumed to have 365 days) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",39.8005,hard,operational efficiency,Days Inventory Outstanding + Days Sales Outstanding - Days Payable Outstanding,"corporate,year,CostOfGoodsAndServicesSold,Inventories,Revenue,TradeReceivables,TradePayables Amazon,2018,139156000000.0,17174000000.0,232887000000.0,16677000000.0,38192000000.0 Amazon,2019,165536000000.0,20497000000.0,280522000000.0,20816000000.0,47183000000.0 Electronic Arts,2018,1322000000.0,0.0,4950000000.0,623000000.0,113000000.0 Electronic Arts,2019,1369000000.0,0.0,5537000000.0,461000000.0,68000000.0 Textron,2018,11594000000.0,3818000000.0,13972000000.0,1462000000.0,1099000000.0 Textron,2019,11406000000.0,4069000000.0,13630000000.0,921000000.0,1378000000.0 ","corporate,year,Cash Conversion Cycle Amazon,2019,-28.200740401907055 Electronic Arts,2019,11.599807747943874 Textron,2019,118.46927068800207 " 2179,US,fundamental,"Among General Mills, Zimmer Biomet, Constellation Brands, calculate the margin between the lowest-Cash Conversion Cycle company and the second-place company in 2025. (Use the average of beginning and ending inventory, trade receivables, and trade payables; one year is assumed to have 365 days) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",93.3479,hard,operational efficiency,Days Inventory Outstanding + Days Sales Outstanding - Days Payable Outstanding,"corporate,year,CostOfGoodsAndServicesSold,Inventories,Revenue,TradeReceivables,TradePayables General Mills,2024,12925100000.0,1898200000.0,19857200000.0,1696200000.0,3987800000.0 General Mills,2025,12753600000.0,1910800000.0,19486600000.0,1795900000.0,4009500000.0 Zimmer Biomet,2024,2191200000.0,2235300000.0,7678600000.0,1480700000.0,194600000.0 Zimmer Biomet,2025,2493700000.0,2286400000.0,8231500000.0,1704400000.0,303000000.0 Constellation Brands,2024,4894100000.0,1437200000.0,10956900000.0,736500000.0,939800000.0 Constellation Brands,2025,4427500000.0,1433900000.0,9755500000.0,658200000.0,960200000.0 ","corporate,year,Cash Conversion Cycle Constellation Brands,2025,66.11960699405373 General Mills,2025,-27.228305611274948 Zimmer Biomet,2025,365.11806879741613 " 2180,US,fundamental,"Among Vulcan Materials Company, ResMed, Boston Scientific, Church & Dwight, Nucor, how much higher is the Inventory Turnover for the top company compared to the second place in 2018? (Use the average of beginning and ending inventory) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.6056,hard,operational efficiency,COGS / Average Inventory,"corporate,year,CostOfGoodsAndServicesSold,Inventories Vulcan Materials Company,2017,2889735000.0,384338000.0 Vulcan Materials Company,2018,3281924000.0,429330000.0 ResMed,2017,864992000.0,268319000.0 ResMed,2018,978032000.0,268701000.0 Boston Scientific,2017,2593000000.0,1078000000.0 Boston Scientific,2018,2813000000.0,1166000000.0 Church & Dwight,2017,2046600000.0,330700000.0 Church & Dwight,2018,2305100000.0,382800000.0 Nucor,2017,17682986000.0,3461686000.0 Nucor,2018,20771871000.0,4553500000.0 ","corporate,year,Inventory Turnover Boston Scientific,2018,2.5071301247771838 Church & Dwight,2018,6.461387526278907 Nucor,2018,5.18312887561187 ResMed,2018,3.6424416222859484 Vulcan Materials Company,2018,8.066985551846699 " 2181,US,fundamental,"Among Dow Inc., Apple Inc., Amgen, Zebra Technologies, what is the gap in Inventory Turnover between the lowest-ranked company and the runner-up in 2024? (Use the average of beginning and ending inventory) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.8738,hard,operational efficiency,COGS / Average Inventory,"corporate,year,CostOfGoodsAndServicesSold,Inventories Dow Inc.,2023,39742000000.0,6076000000.0 Dow Inc.,2024,38358000000.0,6544000000.0 Apple Inc.,2023,214137000000.0,6331000000.0 Apple Inc.,2024,210352000000.0,7286000000.0 Amgen,2023,8451000000.0,9518000000.0 Amgen,2024,12858000000.0,6998000000.0 Zebra Technologies,2023,2461000000.0,804000000.0 Zebra Technologies,2024,2568000000.0,693000000.0 ","corporate,year,Inventory Turnover Amgen,2024,1.5570356018406393 Apple Inc.,2024,30.895498274216052 Dow Inc.,2024,6.07892234548336 Zebra Technologies,2024,3.4308617234468937 " 2182,US,fundamental,"In 2025, within General Mills, Cummins, Moderna, Ross Stores, by how much does the company with the highest Inventory Turnover differ from the second-ranked company? (Use the average of beginning and ending inventory) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.2155,hard,operational efficiency,COGS / Average Inventory,"corporate,year,CostOfGoodsAndServicesSold,Inventories General Mills,2024,12925100000.0,1898200000.0 General Mills,2025,12753600000.0,1910800000.0 Cummins,2024,25663000000.0,5742000000.0 Cummins,2025,25154000000.0,5822000000.0 Moderna,2024,1464000000.0,117000000.0 Moderna,2025,868000000.0,153000000.0 Ross Stores,2024,15260506000.0,2444513000.0 Ross Stores,2025,16447256000.0,2630970000.0 ","corporate,year,Inventory Turnover Cummins,2025,4.350397786233137 General Mills,2025,6.6965607771068525 Moderna,2025,6.42962962962963 Ross Stores,2025,6.481060423214894 " 2183,US,fundamental,"For Inventory Turnover in 2022, what is the difference between the top and second-place companies among Edwards Lifesciences, Constellation Brands, Lam Research, Merck & Co.? (Use the average of beginning and ending inventory) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.1239,hard,operational efficiency,COGS / Average Inventory,"corporate,year,CostOfGoodsAndServicesSold,Inventories Edwards Lifesciences,2021,1248900000.0,726700000.0 Edwards Lifesciences,2022,1080400000.0,875500000.0 Constellation Brands,2021,4113400000.0,1573200000.0 Constellation Brands,2022,4683600000.0,1898700000.0 Lam Research,2021,7820844000.0,2689294000.0 Lam Research,2022,9355232000.0,3966294000.0 Merck & Co.,2021,13626000000.0,5953000000.0 Merck & Co.,2022,17411000000.0,5911000000.0 ","corporate,year,Inventory Turnover Constellation Brands,2022,2.6980039747688584 Edwards Lifesciences,2022,1.3486456122831108 Lam Research,2022,2.81124132082695 Merck & Co.,2022,2.9350977747808495 " 2184,US,fundamental,"Among RTX Corporation, Colgate-Palmolive, Nordson Corporation, Valero Energy, calculate the margin between the highest-Inventory Turnover company and the second-place company in 2022. (Use the average of beginning and ending inventory) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",19.1239,hard,operational efficiency,COGS / Average Inventory,"corporate,year,CostOfGoodsAndServicesSold,Inventories RTX Corporation,2021,51897000000.0,9178000000.0 RTX Corporation,2022,53406000000.0,10617000000.0 Colgate-Palmolive,2021,7046000000.0,1692000000.0 Colgate-Palmolive,2022,7719000000.0,2074000000.0 Nordson Corporation,2021,1038129000.0,327195000.0 Nordson Corporation,2022,1163742000.0,383398000.0 Valero Energy,2021,110848000000.0,6265000000.0 Valero Energy,2022,159587000000.0,6752000000.0 ","corporate,year,Inventory Turnover Colgate-Palmolive,2022,4.099309612320765 Nordson Corporation,2022,3.2754108188512974 RTX Corporation,2022,5.395908057590301 Valero Energy,2022,24.519781823768916 " 2185,US,fundamental,"Among Leidos, McCormick & Company, Quanta Services, Warner Bros. Discovery, CBRE Group, how much lower is the Receivables Turnover for the top company compared to the second place in 2020? (Use the average of beginning and ending trade receivables) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.0275,hard,operational efficiency,Revenue / Average Trade Receivables,"corporate,year,Revenue,TradeReceivables Leidos,2019,11094000000.0,1734000000.0 Leidos,2020,12297000000.0,2137000000.0 McCormick & Company,2019,5347400000.0,502900000.0 McCormick & Company,2020,5601300000.0,528500000.0 Quanta Services,2019,12112153000.0,2747911000.0 Quanta Services,2020,11202672000.0,2716083000.0 Warner Bros. Discovery,2019,11144000000.0,2633000000.0 Warner Bros. Discovery,2020,10671000000.0,2537000000.0 CBRE Group,2019,23894091000.0,4466674000.0 CBRE Group,2020,23826195000.0,4394954000.0 ","corporate,year,Receivables Turnover CBRE Group,2020,5.377385509750579 Leidos,2020,6.3533970550245416 McCormick & Company,2020,10.861547411285631 Quanta Services,2020,4.10054330220714 Warner Bros. Discovery,2020,4.128046421663443 " 2186,US,fundamental,"Among Textron, Cencora, Las Vegas Sands, Deckers Brands, Paychex, what is the gap in Receivables Turnover between the highest-ranked company and the runner-up in 2022? (Use the average of beginning and ending trade receivables) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",2.3241,hard,operational efficiency,Revenue / Average Trade Receivables,"corporate,year,Revenue,TradeReceivables Textron,2021,12382000000.0,838000000.0 Textron,2022,12869000000.0,855000000.0 Cencora,2021,213988843000.0,18167175000.0 Cencora,2022,238587006000.0,18452675000.0 Las Vegas Sands,2021,4234000000.0,202000000.0 Las Vegas Sands,2022,4110000000.0,267000000.0 Deckers Brands,2021,3150339000.0,302688000.0 Deckers Brands,2022,3627286000.0,301511000.0 Paychex,2021,3997500000.0,578300000.0 Paychex,2022,4554000000.0,723800000.0 ","corporate,year,Receivables Turnover Cencora,2022,13.030474237333031 Deckers Brands,2022,12.00692487077933 Las Vegas Sands,2022,17.526652452025587 Paychex,2022,6.994854465862837 Textron,2022,15.202598936798582 " 2187,US,fundamental,"In 2023, within Henry Schein, Lamb Weston, Hubbell Incorporated, Dell Technologies, Charter Communications, by how much does the company with the highest Receivables Turnover differ from the second-ranked company? (Use the average of beginning and ending trade receivables) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",9.4203,hard,operational efficiency,Revenue / Average Trade Receivables,"corporate,year,Revenue,TradeReceivables Henry Schein,2022,12647000000.0,1442000000.0 Henry Schein,2023,12339000000.0,1863000000.0 Lamb Weston,2022,4098900000.0,447300000.0 Lamb Weston,2023,5350600000.0,724200000.0 Hubbell Incorporated,2022,4947900000.0,741600000.0 Hubbell Incorporated,2023,5372900000.0,785400000.0 Dell Technologies,2022,102301000000.0,12482000000.0 Dell Technologies,2023,88425000000.0,9343000000.0 Charter Communications,2022,54022000000.0,2921000000.0 Charter Communications,2023,54607000000.0,2965000000.0 ","corporate,year,Receivables Turnover Charter Communications,2023,18.554875976894326 Dell Technologies,2023,8.103092783505154 Henry Schein,2023,7.466868381240545 Hubbell Incorporated,2023,7.037197118533071 Lamb Weston,2023,9.134613743064447 " 2188,US,fundamental,"For Receivables Turnover in 2025, what is the difference between the top and second-place companies among Apple Inc., DaVita, Kraft Heinz, PayPal, Equifax? (Use the average of beginning and ending trade receivables) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.9433,hard,operational efficiency,Revenue / Average Trade Receivables,"corporate,year,Revenue,TradeReceivables Apple Inc.,2024,391035000000.0,33410000000.0 Apple Inc.,2025,416161000000.0,39777000000.0 DaVita,2024,12815550000.0,2146975000.0 DaVita,2025,13643069000.0,2414690000.0 Kraft Heinz,2024,25846000000.0,2147000000.0 Kraft Heinz,2025,24942000000.0,2254000000.0 PayPal,2024,31797000000.0,6422000000.0 PayPal,2025,33172000000.0,6746000000.0 Equifax,2024,5681100000.0,957600000.0 Equifax,2025,6074500000.0,1012700000.0 ","corporate,year,Receivables Turnover Apple Inc.,2025,11.372538838864825 DaVita,2025,5.981618115315351 Equifax,2025,6.166066081307415 Kraft Heinz,2025,11.334696659850033 PayPal,2025,5.038274605103281 " 2189,US,fundamental,"Among Arista Networks, Dover Corporation, Jacobs Solutions, calculate the margin between the lowest-Receivables Turnover company and the second-place company in 2021. (Use the average of beginning and ending trade receivables) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.8684,hard,operational efficiency,Revenue / Average Trade Receivables,"corporate,year,Revenue,TradeReceivables Arista Networks,2020,2317512000.0,389540000.0 Arista Networks,2021,2948037000.0,516509000.0 Dover Corporation,2020,6683760000.0,1137223000.0 Dover Corporation,2021,7907081000.0,1347514000.0 Jacobs Solutions,2020,13566975000.0,3167310000.0 Jacobs Solutions,2021,14092632000.0,3101418000.0 ","corporate,year,Receivables Turnover Arista Networks,2021,6.507455998516637 Dover Corporation,2021,6.364521476518441 Jacobs Solutions,2021,4.496169557843314 " 2190,US,fundamental,"Among Danaher Corporation, Fastenal, Howmet Aerospace, how much higher is the Payables Turnover for the top company compared to the second place in 2024? (Use the average of beginning and ending trade payables) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",9.525,hard,operational efficiency,COGS / Average Trade Payables,"corporate,year,CostOfGoodsAndServicesSold,TradePayables Danaher Corporation,2023,9856000000.0,1766000000.0 Danaher Corporation,2024,9669000000.0,1753000000.0 Fastenal,2023,3992200000.0,264100000.0 Fastenal,2024,4144100000.0,287700000.0 Howmet Aerospace,2023,4773000000.0,982000000.0 Howmet Aerospace,2024,5119000000.0,948000000.0 ","corporate,year,Payables Turnover Danaher Corporation,2024,5.495311167945439 Fastenal,2024,15.020297209133744 Howmet Aerospace,2024,5.3046632124352335 " 2191,US,fundamental,"Among Hershey Company (The), Mondelez International, Devon Energy, what is the gap in Payables Turnover between the lowest-ranked company and the runner-up in 2018? (Use the average of beginning and ending trade payables) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.4884,hard,operational efficiency,COGS / Average Trade Payables,"corporate,year,CostOfGoodsAndServicesSold,TradePayables Hershey Company (The),2017,4070907000.0,523229000.0 Hershey Company (The),2018,4215744000.0,502314000.0 Mondelez International,2017,15831000000.0,5705000000.0 Mondelez International,2018,15586000000.0,5794000000.0 Devon Energy,2017,7730000000.0,1180000000.0 Devon Energy,2018,4363000000.0,898000000.0 ","corporate,year,Payables Turnover Devon Energy,2018,4.1992300288739175 Hershey Company (The),2018,8.221486568578792 Mondelez International,2018,2.710844421254022 " 2192,US,fundamental,"In 2023, within Ares Management, Cencora, Waste Management, by how much does the company with the highest Payables Turnover differ from the second-ranked company? (Use the average of beginning and ending trade payables) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.3685,hard,operational efficiency,COGS / Average Trade Payables,"corporate,year,CostOfGoodsAndServicesSold,TradePayables Ares Management,2022,1498590000.0,231921000.0 Ares Management,2023,1486698000.0,423407000.0 Cencora,2022,230290639000.0,40192890000.0 Cencora,2023,253213918000.0,45836037000.0 Waste Management,2022,12294000000.0,1766000000.0 Waste Management,2023,12606000000.0,1709000000.0 ","corporate,year,Payables Turnover Ares Management,2023,4.537263782411251 Cencora,2023,5.886715709007971 Waste Management,2023,7.255251798561151 " 2193,US,fundamental,"For Payables Turnover in 2023, what is the difference between the top and second-place companies among Elevance Health, Advanced Micro Devices, CrowdStrike, Medtronic, United Airlines Holdings? (Use the average of beginning and ending trade payables) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.3273,hard,operational efficiency,COGS / Average Trade Payables,"corporate,year,CostOfGoodsAndServicesSold,TradePayables Elevance Health,2022,13035000000.0,5607000000.0 Elevance Health,2023,17293000000.0,6910000000.0 Advanced Micro Devices,2022,11550000000.0,2493000000.0 Advanced Micro Devices,2023,11278000000.0,2055000000.0 CrowdStrike,2022,601231000.0,45372000.0 CrowdStrike,2023,755723000.0,28180000.0 Medtronic,2022,10145000000.0,2276000000.0 Medtronic,2023,10719000000.0,2662000000.0 United Airlines Holdings,2022,11466000000.0,3395000000.0 United Airlines Holdings,2023,14787000000.0,3835000000.0 ","corporate,year,Payables Turnover Advanced Micro Devices,2023,4.959542656112577 CrowdStrike,2023,20.54935283880792 Elevance Health,2023,2.763122153870736 Medtronic,2023,4.341433778857837 United Airlines Holdings,2023,4.090456431535269 " 2194,US,fundamental,"Among 3M, American Tower, Charles River Laboratories, calculate the margin between the lowest-Payables Turnover company and the second-place company in 2022. (Use the average of beginning and ending trade payables) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",6.2143,hard,operational efficiency,COGS / Average Trade Payables,"corporate,year,CostOfGoodsAndServicesSold,TradePayables 3M,2021,18795000000.0,2994000000.0 3M,2022,19232000000.0,3183000000.0 American Tower,2021,2585300000.0,272400000.0 American Tower,2022,3156400000.0,218600000.0 Charles River Laboratories,2021,2205522000.0,198130000.0 Charles River Laboratories,2022,2513409000.0,205915000.0 ","corporate,year,Payables Turnover 3M,2022,6.2269710215314875 American Tower,2022,12.857026476578412 Charles River Laboratories,2022,12.441233030974272 " 2195,US,fundamental,"Among Edwards Lifesciences, Abbott Laboratories, Occidental Petroleum, how much higher is the Total Asset Turnover for the top company compared to the second place in 2021? (Use the average of beginning and ending total assets) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.0818,hard,operational efficiency,Revenue / Average Total Assets,"corporate,year,Revenue,Assets Edwards Lifesciences,2020,4386300000.0,7237100000.0 Edwards Lifesciences,2021,5232500000.0,8502600000.0 Abbott Laboratories,2020,34608000000.0,72548000000.0 Abbott Laboratories,2021,43075000000.0,75196000000.0 Occidental Petroleum,2020,17809000000.0,80064000000.0 Occidental Petroleum,2021,25956000000.0,75036000000.0 ","corporate,year,Total Asset Turnover Abbott Laboratories,2021,0.583103205544726 Edwards Lifesciences,2021,0.6648792543695242 Occidental Petroleum,2021,0.3347001934235977 " 2196,US,fundamental,"Among Steel Dynamics, Jabil, Qualcomm, Uber, Amcor, what is the gap in Total Asset Turnover between the highest-ranked company and the runner-up in 2023? (Use the average of beginning and ending total assets) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.48,hard,operational efficiency,Revenue / Average Total Assets,"corporate,year,Revenue,Assets Steel Dynamics,2022,21469251000.0,14159984000.0 Steel Dynamics,2023,18795316000.0,14908420000.0 Jabil,2022,33478000000.0,19717000000.0 Jabil,2023,34702000000.0,19424000000.0 Qualcomm,2022,44200000000.0,49014000000.0 Qualcomm,2023,35820000000.0,51040000000.0 Uber,2022,31877000000.0,32109000000.0 Uber,2023,37281000000.0,38699000000.0 Amcor,2022,14544000000.0,17426000000.0 Amcor,2023,14694000000.0,17003000000.0 ","corporate,year,Total Asset Turnover Amcor,2023,0.8535827354846205 Jabil,2023,1.7731790194425283 Qualcomm,2023,0.7160133527894936 Steel Dynamics,2023,1.2931783939703054 Uber,2023,1.0530166082928483 " 2197,US,fundamental,"In 2024, within Parker Hannifin, CME Group, Quest Diagnostics, Palantir Technologies, by how much does the company with the lowest Total Asset Turnover differ from the second-ranked company? (Use the average of beginning and ending total assets) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.4817,hard,operational efficiency,Revenue / Average Total Assets,"corporate,year,Revenue,Assets Parker Hannifin,2023,19065194000.0,29964472000.0 Parker Hannifin,2024,19929606000.0,29297842000.0 CME Group,2023,5578900000.0,129706100000.0 CME Group,2024,6130100000.0,137447000000.0 Quest Diagnostics,2023,9252000000.0,14022000000.0 Quest Diagnostics,2024,9872000000.0,16153000000.0 Palantir Technologies,2023,2225012000.0,4522425000.0 Palantir Technologies,2024,2865507000.0,6340884000.0 ","corporate,year,Total Asset Turnover CME Group,2024,0.045892037187665054 Palantir Technologies,2024,0.527556935000192 Parker Hannifin,2024,0.6725895313503958 Quest Diagnostics,2024,0.6543164871582435 " 2198,US,fundamental,"For Total Asset Turnover in 2018, what is the difference between the top and second-place companies among Occidental Petroleum, Textron, TransDigm Group, West Pharmaceutical Services, Home Depot (The)? (Use the average of beginning and ending total assets) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.5005,hard,operational efficiency,Revenue / Average Total Assets,"corporate,year,Revenue,Assets Occidental Petroleum,2017,12508000000.0,42026000000.0 Occidental Petroleum,2018,17824000000.0,43854000000.0 Textron,2017,14129000000.0,15340000000.0 Textron,2018,13972000000.0,14264000000.0 TransDigm Group,2017,3504286000.0,9975661000.0 TransDigm Group,2018,3811126000.0,12197467000.0 West Pharmaceutical Services,2017,1599100000.0,1862800000.0 West Pharmaceutical Services,2018,1717400000.0,1978900000.0 Home Depot (The),2017,100904000000.0,44529000000.0 Home Depot (The),2018,108203000000.0,44003000000.0 ","corporate,year,Total Asset Turnover Home Depot (The),2018,2.444381692495369 Occidental Petroleum,2018,0.41509082440614814 Textron,2018,0.9439264964194027 TransDigm Group,2018,0.3437607900878938 West Pharmaceutical Services,2018,0.8940833485175833 " 2199,US,fundamental,"Among Lululemon Athletica, Hershey Company (The), Edison International, calculate the margin between the highest-Total Asset Turnover company and the second-place company in 2019. (Use the average of beginning and ending total assets) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.475,hard,operational efficiency,Revenue / Average Total Assets,"corporate,year,Revenue,Assets Lululemon Athletica,2018,3288319000.0,2084711000.0 Lululemon Athletica,2019,3979296000.0,3281354000.0 Hershey Company (The),2018,7791069000.0,7703020000.0 Hershey Company (The),2019,7986252000.0,8140395000.0 Edison International,2018,12657000000.0,56715000000.0 Edison International,2019,12347000000.0,64382000000.0 ","corporate,year,Total Asset Turnover Edison International,2019,0.20391917223382908 Hershey Company (The),2019,1.0081478014683072 Lululemon Athletica,2019,1.483133730210126 " 2200,US,fundamental,"Among Broadridge Financial Solutions, Elevance Health, Brown & Brown, how much higher is the Fixed Asset Turnover for the top company compared to the second place in 2017? (Use the average of beginning and ending fixed assets) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",16.6626,hard,operational efficiency,Revenue / Average Net PP&E,"corporate,year,Revenue,PlantPropertyEquipmentNet Broadridge Financial Solutions,2016,2897000000.0,112200000.0 Broadridge Financial Solutions,2017,4142600000.0,198100000.0 Elevance Health,2016,84863000000.0,1977900000.0 Elevance Health,2017,90039400000.0,2174900000.0 Brown & Brown,2016,1766629000.0,75807000.0 Brown & Brown,2017,1881347000.0,77086000.0 ","corporate,year,Fixed Asset Turnover Broadridge Financial Solutions,2017,26.700612310667097 Brown & Brown,2017,24.60998214437548 Elevance Health,2017,43.36322481217492 " 2201,US,fundamental,"Among Freeport-McMoRan, L3Harris, Realty Income, what is the gap in Fixed Asset Turnover between the highest-ranked company and the runner-up in 2025? (Use the average of beginning and ending fixed assets) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",7.339,hard,operational efficiency,Revenue / Average Net PP&E,"corporate,year,Revenue,PlantPropertyEquipmentNet Freeport-McMoRan,2024,25455000000.0,38514000000.0 Freeport-McMoRan,2025,25915000000.0,40736000000.0 L3Harris,2024,21325000000.0,2806000000.0 L3Harris,2025,21865000000.0,2665000000.0 Realty Income,2024,5271142000.0,17320520000.0 Realty Income,2025,5749377000.0,18368029000.0 ","corporate,year,Fixed Asset Turnover Freeport-McMoRan,2025,0.654006309148265 L3Harris,2025,7.99305428623652 Realty Income,2025,0.3221972963933053 " 2202,US,fundamental,"In 2025, within Xylem Inc., Jabil, Smurfit Westrock, Molina Healthcare, Packaging Corporation of America, by how much does the company with the highest Fixed Asset Turnover differ from the second-ranked company? (Use the average of beginning and ending fixed assets) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",136.0345,hard,operational efficiency,Revenue / Average Net PP&E,"corporate,year,Revenue,PlantPropertyEquipmentNet Xylem Inc.,2024,8562000000.0,1152000000.0 Xylem Inc.,2025,9035000000.0,1159000000.0 Jabil,2024,28883000000.0,3024000000.0 Jabil,2025,29802000000.0,2847000000.0 Smurfit Westrock,2024,21109000000.0,22675000000.0 Smurfit Westrock,2025,31179000000.0,23232000000.0 Molina Healthcare,2024,38627000000.0,288000000.0 Molina Healthcare,2025,43052000000.0,301000000.0 Packaging Corporation of America,2024,8383300000.0,4039000000.0 Packaging Corporation of America,2025,8989300000.0,4985100000.0 ","corporate,year,Fixed Asset Turnover Jabil,2025,10.152273888605007 Molina Healthcare,2025,146.1867572156197 Packaging Corporation of America,2025,1.992287319511087 Smurfit Westrock,2025,1.3583549349772366 Xylem Inc.,2025,7.819125919515361 " 2203,US,fundamental,"For Fixed Asset Turnover in 2025, what is the difference between the top and second-place companies among Microchip Technology, Paychex, eBay Inc., Union Pacific Corporation? (Use the average of beginning and ending fixed assets) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",3.7001,hard,operational efficiency,Revenue / Average Net PP&E,"corporate,year,Revenue,PlantPropertyEquipmentNet Microchip Technology,2024,4401600000.0,1183700000.0 Microchip Technology,2025,4713100000.0,1106700000.0 Paychex,2024,5132000000.0,411700000.0 Paychex,2025,5410000000.0,511500000.0 eBay Inc.,2024,10283000000.0,1263000000.0 eBay Inc.,2025,11100000000.0,1338000000.0 Union Pacific Corporation,2024,24250000000.0,58343000000.0 Union Pacific Corporation,2025,24510000000.0,59645000000.0 ","corporate,year,Fixed Asset Turnover Microchip Technology,2025,4.115525672371638 Paychex,2025,11.720103986135182 Union Pacific Corporation,2025,0.41546597959114484 eBay Inc.,2025,8.53517877739331 " 2204,US,fundamental,"Among Marsh McLennan, Regeneron Pharmaceuticals, American Tower, Monster Beverage, calculate the margin between the highest-Fixed Asset Turnover company and the second-place company in 2025. (Use the average of beginning and ending fixed assets) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",24.1747,hard,operational efficiency,Revenue / Average Net PP&E,"corporate,year,Revenue,PlantPropertyEquipmentNet Marsh McLennan,2024,24458000000.0,859000000.0 Marsh McLennan,2025,26981000000.0,829000000.0 Regeneron Pharmaceuticals,2024,14202000000.0,4599700000.0 Regeneron Pharmaceuticals,2025,14342900000.0,5120400000.0 American Tower,2024,10127200000.0,19056800000.0 American Tower,2025,10644600000.0,20356300000.0 Monster Beverage,2024,7492709000.0,1047024000.0 Monster Beverage,2025,8294343000.0,1081544000.0 ","corporate,year,Fixed Asset Turnover American Tower,2025,0.5401554305548155 Marsh McLennan,2025,31.968009478672986 Monster Beverage,2025,7.793354969162366 Regeneron Pharmaceuticals,2025,2.9511836297980474 " 2205,US,fundamental,"Among Sysco, Eaton Corporation, Vistra Corp., how much lower is the Working Capital Turnover for the top company compared to the second place in 2021? (Use the average of beginning and ending net working capital) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.9889,hard,operational efficiency,Revenue / Average Net Working Capital,"corporate,year,Revenue,CurrentAssetsTotal,CurrentLiabilitiesTotal Sysco,2020,52893310000.0,12348232000.0,6717853000.0 Sysco,2021,51297843000.0,10733567000.0,7319844000.0 Eaton Corporation,2020,17858000000.0,9178000000.0,5881000000.0 Eaton Corporation,2021,19628000000.0,7511000000.0,7212000000.0 Vistra Corp.,2020,11443000000.0,3429000000.0,3036000000.0 Vistra Corp.,2021,12077000000.0,7883000000.0,5843000000.0 ","corporate,year,Working Capital Turnover Eaton Corporation,2021,10.916573971078977 Sysco,2021,11.343932874706631 Vistra Corp.,2021,9.927661323468968 " 2206,US,fundamental,"Among Brown & Brown, Broadcom, Lamb Weston, what is the gap in Working Capital Turnover between the highest-ranked company and the runner-up in 2024? (Use the average of beginning and ending net working capital) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.7816,hard,operational efficiency,Revenue / Average Net Working Capital,"corporate,year,Revenue,CurrentAssetsTotal,CurrentLiabilitiesTotal Brown & Brown,2023,4257100000.0,5129900000.0,4956900000.0 Brown & Brown,2024,4805000000.0,6924000000.0,6314000000.0 Broadcom,2023,35819000000.0,20847000000.0,7405000000.0 Broadcom,2024,51574000000.0,19595000000.0,16697000000.0 Lamb Weston,2023,5350600000.0,2127200000.0,1360200000.0 Lamb Weston,2024,6467600000.0,2090000000.0,1624100000.0 ","corporate,year,Working Capital Turnover Broadcom,2024,6.312607099143207 Brown & Brown,2024,12.27330779054917 Lamb Weston,2024,10.491686268148268 " 2207,US,fundamental,"In 2024, within Genuine Parts Company, Verisign, Zoetis, Public Service Enterprise Group, Norwegian Cruise Line Holdings, by how much does the company with the lowest Working Capital Turnover differ from the second-ranked company? (Use the average of beginning and ending net working capital) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",2.287,hard,operational efficiency,Revenue / Average Net Working Capital,"corporate,year,Revenue,CurrentAssetsTotal,CurrentLiabilitiesTotal Genuine Parts Company,2023,23090610000.0,9605852000.0,7827109000.0 Genuine Parts Company,2024,23486569000.0,9852584000.0,8525380000.0 Verisign,2023,1493100000.0,988300000.0,1188500000.0 Verisign,2024,1557400000.0,663800000.0,1531100000.0 Zoetis,2023,8544000000.0,6343000000.0,1889000000.0 Zoetis,2024,9256000000.0,5986000000.0,3412000000.0 Public Service Enterprise Group,2023,11237000000.0,3373000000.0,5057000000.0 Public Service Enterprise Group,2024,10290000000.0,4235000000.0,6505000000.0 Norwegian Cruise Line Holdings,2023,8549924000.0,1313148000.0,6038701000.0 Norwegian Cruise Line Holdings,2024,9479651000.0,1010104000.0,5780865000.0 ","corporate,year,Working Capital Turnover Genuine Parts Company,2024,15.12361221875325 Norwegian Cruise Line Holdings,2024,-1.9964906383676866 Public Service Enterprise Group,2024,-5.204855842185129 Verisign,2024,-2.9178454332552692 Zoetis,2024,2.6340352874217414 " 2208,US,fundamental,"For Working Capital Turnover in 2019, what is the difference between the top and second-place companies among Amphenol, DuPont, Regeneron Pharmaceuticals, Halliburton? (Use the average of beginning and ending net working capital) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.137,hard,operational efficiency,Revenue / Average Net Working Capital,"corporate,year,Revenue,CurrentAssetsTotal,CurrentLiabilitiesTotal Amphenol,2018,8202000000.0,4571600000.0,2451300000.0 Amphenol,2019,8225400000.0,4211200000.0,2132700000.0 DuPont,2018,85977000000.0,49603000000.0,24715000000.0 DuPont,2019,21512000000.0,9999000000.0,8346000000.0 Regeneron Pharmaceuticals,2018,6710800000.0,6447600000.0,1442800000.0 Regeneron Pharmaceuticals,2019,7863400000.0,7689100000.0,2096600000.0 Halliburton,2018,23995000000.0,11151000000.0,4802000000.0 Halliburton,2019,22408000000.0,11212000000.0,4878000000.0 ","corporate,year,Working Capital Turnover Amphenol,2019,3.917976564732781 DuPont,2019,1.621039146980144 Halliburton,2019,3.53354884491051 Regeneron Pharmaceuticals,2019,1.484038387136346 " 2209,US,fundamental,"Among News Corp (Class B), Pfizer, Incyte, Air Products, calculate the margin between the lowest-Working Capital Turnover company and the second-place company in 2023. (Use the average of beginning and ending net working capital) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",4.9482,hard,operational efficiency,Revenue / Average Net Working Capital,"corporate,year,Revenue,CurrentAssetsTotal,CurrentLiabilitiesTotal News Corp (Class B),2022,10385000000.0,4093000000.0,3519000000.0 News Corp (Class B),2023,9879000000.0,4053000000.0,3165000000.0 Pfizer,2022,100330000000.0,51259000000.0,42138000000.0 Pfizer,2023,58496000000.0,43333000000.0,47794000000.0 Incyte,2022,3394635000.0,4092850000.0,1157077000.0 Incyte,2023,3695649000.0,4645402000.0,1240379000.0 Air Products,2022,12698600000.0,6282900000.0,3465800000.0 Air Products,2023,12600000000.0,5200500000.0,3895800000.0 ","corporate,year,Working Capital Turnover Air Products,2023,6.113833761948663 Incyte,2023,1.1656735211162763 News Corp (Class B),2023,13.514363885088919 Pfizer,2023,25.105579399141632 " 2210,US,fundamental,"Among Altria, Paccar, CBRE Group, how much lower is the Current Ratio for the top company compared to the second place in 2021? According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.4885,hard,solvency,Current Assets / Current Liabilities,"corporate,year,CurrentAssetsTotal,CurrentLiabilitiesTotal Altria,2021,6083000000.0,8579000000.0 Paccar,2021,8889300000.0,4452000000.0 CBRE Group,2021,10082365000.0,8418869000.0 ","corporate,year,Current Ratio Altria,2021,0.7090569996503089 CBRE Group,2021,1.1975913866815127 Paccar,2021,1.9966981132075472 " 2211,US,fundamental,"Among Southwest Airlines, NetApp, Union Pacific Corporation, Aon plc, Fair Isaac, what is the gap in Current Ratio between the lowest-ranked company and the runner-up in 2016? According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.3307,hard,solvency,Current Assets / Current Liabilities,"corporate,year,CurrentAssetsTotal,CurrentLiabilitiesTotal Southwest Airlines,2016,4498000000.0,6844000000.0 NetApp,2016,6448000000.0,3662000000.0 Union Pacific Corporation,2016,3596000000.0,3640000000.0 Aon plc,2016,13146000000.0,12495000000.0 Fair Isaac,2016,267638000.0,246077000.0 ","corporate,year,Current Ratio Aon plc,2016,1.0521008403361345 Fair Isaac,2016,1.0876189160303482 NetApp,2016,1.760786455488804 Southwest Airlines,2016,0.657218001168907 Union Pacific Corporation,2016,0.987912087912088 " 2212,US,fundamental,"In 2023, within Netflix, Diamondback Energy, Adobe Inc., Amphenol, NextEra Energy, by how much does the company with the highest Current Ratio differ from the second-ranked company? According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.8247,hard,solvency,Current Assets / Current Liabilities,"corporate,year,CurrentAssetsTotal,CurrentLiabilitiesTotal Netflix,2023,9918133000.0,8860655000.0 Diamondback Energy,2023,1621000000.0,2108000000.0 Adobe Inc.,2023,11084000000.0,8251000000.0 Amphenol,2023,6835300000.0,3152700000.0 NextEra Energy,2023,15361000000.0,27963000000.0 ","corporate,year,Current Ratio Adobe Inc.,2023,1.3433523209307963 Amphenol,2023,2.168078155232023 Diamondback Energy,2023,0.7689753320683111 Netflix,2023,1.119345353136986 NextEra Energy,2023,0.5493330472409971 " 2213,US,fundamental,"For Current Ratio in 2016, what is the difference between the top and second-place companies among American Water Works, HP Inc., Insulet Corporation? According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",5.6604,hard,solvency,Current Assets / Current Liabilities,"corporate,year,CurrentAssetsTotal,CurrentLiabilitiesTotal American Water Works,2016,784000000.0,2392000000.0 HP Inc.,2016,18468000000.0,18808000000.0 Insulet Corporation,2016,369960000.0,55697000.0 ","corporate,year,Current Ratio American Water Works,2016,0.3277591973244147 HP Inc.,2016,0.9819225861335602 Insulet Corporation,2016,6.642368529723324 " 2214,US,fundamental,"Among Builders FirstSource, Abbott Laboratories, Nvidia, Home Depot (The), calculate the margin between the lowest-Current Ratio company and the second-place company in 2025. According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.5152,hard,solvency,Current Assets / Current Liabilities,"corporate,year,CurrentAssetsTotal,CurrentLiabilitiesTotal Builders FirstSource,2025,2927283000.0,1574941000.0 Abbott Laboratories,2025,25996000000.0,16496000000.0 Nvidia,2025,125605000000.0,32163000000.0 Home Depot (The),2025,34391000000.0,32424000000.0 ","corporate,year,Current Ratio Abbott Laboratories,2025,1.5758971871968963 Builders FirstSource,2025,1.8586620070212154 Home Depot (The),2025,1.06066493955095 Nvidia,2025,3.905263812455306 " 2215,US,fundamental,"Among ExxonMobil, Darden Restaurants, Motorola Solutions, Thermo Fisher Scientific, how much lower is the Quick Ratio for the top company compared to the second place in 2024? According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.7891,hard,solvency,(Current Assets - Inventory) / Current Liabilities,"corporate,year,CurrentAssetsTotal,CurrentLiabilitiesTotal,Inventories ExxonMobil,2024,91990000000.0,70307000000.0,19444000000.0 Darden Restaurants,2024,822800000.0,2192500000.0,290500000.0 Motorola Solutions,2024,6479000000.0,5055000000.0,766000000.0 Thermo Fisher Scientific,2024,22137000000.0,13332000000.0,4978000000.0 ","corporate,year,Quick Ratio Darden Restaurants,2024,0.24278221208665907 ExxonMobil,2024,1.0318460466240915 Motorola Solutions,2024,1.1301681503461918 Thermo Fisher Scientific,2024,1.287053705370537 " 2216,US,fundamental,"Among Fox Corporation (Class A), Cintas, Quest Diagnostics, what is the gap in Quick Ratio between the lowest-ranked company and the runner-up in 2022? According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.4074,hard,solvency,(Current Assets - Inventory) / Current Liabilities,"corporate,year,CurrentAssetsTotal,CurrentLiabilitiesTotal,Inventories Fox Corporation (Class A),2022,8281000000.0,2296000000.0,791000000.0 Cintas,2022,2631983000.0,1432890000.0,472150000.0 Quest Diagnostics,2022,1898000000.0,1551000000.0,192000000.0 ","corporate,year,Quick Ratio Cintas,2022,1.5073264521351952 Fox Corporation (Class A),2022,3.2621951219512195 Quest Diagnostics,2022,1.0999355254674403 " 2217,US,fundamental,"In 2024, within Emerson Electric, Lennox International, Regeneron Pharmaceuticals, Jabil, ConocoPhillips, by how much does the company with the highest Quick Ratio differ from the second-ranked company? According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",2.553,hard,solvency,(Current Assets - Inventory) / Current Liabilities,"corporate,year,CurrentAssetsTotal,CurrentLiabilitiesTotal,Inventories Emerson Electric,2024,10192000000.0,5742000000.0,2180000000.0 Lennox International,2024,1884200000.0,1313300000.0,704800000.0 Regeneron Pharmaceuticals,2024,18660900000.0,3944300000.0,3087300000.0 Jabil,2024,12791000000.0,11782000000.0,4276000000.0 ConocoPhillips,2024,15647000000.0,12124000000.0,1809000000.0 ","corporate,year,Quick Ratio ConocoPhillips,2024,1.1413724843286044 Emerson Electric,2024,1.395332636711947 Jabil,2024,0.7227126124596842 Lennox International,2024,0.8980430975405467 Regeneron Pharmaceuticals,2024,3.9483812083259386 " 2218,US,fundamental,"For Quick Ratio in 2024, what is the difference between the top and second-place companies among Philip Morris International, Ametek, Marathon Petroleum, Tesla? According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.2467,hard,solvency,(Current Assets - Inventory) / Current Liabilities,"corporate,year,CurrentAssetsTotal,CurrentLiabilitiesTotal,Inventories Philip Morris International,2024,20170000000.0,22915000000.0,9453000000.0 Ametek,2024,2603032000.0,2098587000.0,1021713000.0 Marathon Petroleum,2024,24447000000.0,20827000000.0,9568000000.0 Tesla,2024,58360000000.0,28821000000.0,12017000000.0 ","corporate,year,Quick Ratio Ametek,2024,0.753516056279773 Marathon Petroleum,2024,0.7144091803908388 Philip Morris International,2024,0.4676849225398211 Tesla,2024,1.6079594739946568 " 2219,US,fundamental,"Among Conagra Brands, EOG Resources, West Pharmaceutical Services, Broadcom, Targa Resources, calculate the margin between the highest-Quick Ratio company and the second-place company in 2024. According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.196,hard,solvency,(Current Assets - Inventory) / Current Liabilities,"corporate,year,CurrentAssetsTotal,CurrentLiabilitiesTotal,Inventories Conagra Brands,2024,3149500000.0,3241800000.0,2083000000.0 EOG Resources,2024,11230000000.0,5354000000.0,985000000.0 West Pharmaceutical Services,2024,1538100000.0,550400000.0,377000000.0 Broadcom,2024,19595000000.0,16697000000.0,1760000000.0 Targa Resources,2024,2296300000.0,3172600000.0,334300000.0 ","corporate,year,Quick Ratio Broadcom,2024,1.068155956159789 Conagra Brands,2024,0.32898389783453635 EOG Resources,2024,1.9135225999252896 Targa Resources,2024,0.6184202231608145 West Pharmaceutical Services,2024,2.1095566860465116 " 2220,US,fundamental,"Among Chipotle Mexican Grill, Microsoft, Cigna, Packaging Corporation of America, how much higher is the Cash Ratio for the top company compared to the second place in 2023? According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.5464,hard,solvency,(Cash + Short-Term Investments) / Current Liabilities,"corporate,year,CashAndMarketableSecurities,ShortTermInvestments,CurrentLiabilitiesTotal Chipotle Mexican Grill,2023,560609000.0,734838000.0,1030625000.0 Microsoft,2023,111262000000.0,76558000000.0,104149000000.0 Cigna,2023,7822000000.0,925000000.0,48716000000.0 Packaging Corporation of America,2023,648000000.0,493500000.0,1265700000.0 ","corporate,year,Cash Ratio Chipotle Mexican Grill,2023,1.2569528198908428 Cigna,2023,0.17955086624517613 Microsoft,2023,1.803377852883849 Packaging Corporation of America,2023,0.9018724816307182 " 2221,US,fundamental,"Among Dow Inc., Moderna, Old Dominion, Delta Air Lines, Abbott Laboratories, what is the gap in Cash Ratio between the highest-ranked company and the runner-up in 2022? According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.3548,hard,solvency,(Cash + Short-Term Investments) / Current Liabilities,"corporate,year,CashAndMarketableSecurities,ShortTermInvestments,CurrentLiabilitiesTotal Dow Inc.,2022,3886000000.0,0.0,11331000000.0 Moderna,2022,3205000000.0,6697000000.0,4923000000.0 Old Dominion,2022,186312000.0,49355000.0,529793000.0 Delta Air Lines,2022,3266000000.0,3268000000.0,25940000000.0 Abbott Laboratories,2022,9882000000.0,288000000.0,15489000000.0 ","corporate,year,Cash Ratio Abbott Laboratories,2022,0.6565950029052876 Delta Air Lines,2022,0.25188897455666925 Dow Inc.,2022,0.34295296090371546 Moderna,2022,2.0113751777371522 Old Dominion,2022,0.44482845186704995 " 2222,US,fundamental,"In 2024, within United Airlines Holdings, T-Mobile US, A. O. Smith, by how much does the company with the highest Cash Ratio differ from the second-ranked company? According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.3131,hard,solvency,(Cash + Short-Term Investments) / Current Liabilities,"corporate,year,CashAndMarketableSecurities,ShortTermInvestments,CurrentLiabilitiesTotal United Airlines Holdings,2024,8769000000.0,5706000000.0,23314000000.0 T-Mobile US,2024,5409000000.0,0.0,20174000000.0 A. O. Smith,2024,239600000.0,36500000.0,897200000.0 ","corporate,year,Cash Ratio A. O. Smith,2024,0.30773517610343293 T-Mobile US,2024,0.26811737880440173 United Airlines Holdings,2024,0.62087157930857 " 2223,US,fundamental,"For Cash Ratio in 2019, what is the difference between the top and second-place companies among PepsiCo, Fortinet, Steel Dynamics, Cadence Design Systems? According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.7684,hard,solvency,(Cash + Short-Term Investments) / Current Liabilities,"corporate,year,CashAndMarketableSecurities,ShortTermInvestments,CurrentLiabilitiesTotal PepsiCo,2019,5509000000.0,229000000.0,20461000000.0 Fortinet,2019,1222500000.0,843100000.0,1473600000.0 Steel Dynamics,2019,1381460000.0,262174000.0,1006698000.0 Cadence Design Systems,2019,705210000.0,0.0,672391000.0 ","corporate,year,Cash Ratio Cadence Design Systems,2019,1.048809398103187 Fortinet,2019,1.4017372421281216 PepsiCo,2019,0.28043595132202725 Steel Dynamics,2019,1.632698187539858 " 2224,US,fundamental,"Among Advanced Micro Devices, Netflix, Parker Hannifin, calculate the margin between the highest-Cash Ratio company and the second-place company in 2023. According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.0575,hard,solvency,(Cash + Short-Term Investments) / Current Liabilities,"corporate,year,CashAndMarketableSecurities,ShortTermInvestments,CurrentLiabilitiesTotal Advanced Micro Devices,2023,3933000000.0,1840000000.0,6689000000.0 Netflix,2023,7116913000.0,20973000.0,8860655000.0 Parker Hannifin,2023,475182000.0,8390000.0,7735370000.0 ","corporate,year,Cash Ratio Advanced Micro Devices,2023,0.8630587531768575 Netflix,2023,0.8055709199827777 Parker Hannifin,2023,0.0625143981477292 " 2225,US,fundamental,"Among Cisco, Loews Corporation, Edison International, how much lower is the Liability-to-Asset Ratio for the top company compared to the second place in 2017? (Unit: %) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",20.0787,hard,solvency,Total Liabilities / Total Assets * 100%,"corporate,year,Liabilities,Assets Cisco,2017,63681000000.0,129818000000.0 Loews Corporation,2017,55020000000.0,79586000000.0 Edison International,2017,38695000000.0,52580000000.0 ","corporate,year,Liability-to-Asset Ratio Cisco,2017,49.05406029980434 Edison International,2017,73.59262076835299 Loews Corporation,2017,69.1327620435755 " 2226,US,fundamental,"Among Franklin Resources, Extra Space Storage, Prudential Financial, what is the gap in Liability-to-Asset Ratio between the lowest-ranked company and the runner-up in 2016? (Unit: %) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",41.5904,hard,solvency,Total Liabilities / Total Assets * 100%,"corporate,year,Liabilities,Assets Franklin Resources,2016,3509500000.0,16098800000.0 Extra Space Storage,2016,4495280000.0,7091446000.0 Prudential Financial,2016,737874000000.0,783962000000.0 ","corporate,year,Liability-to-Asset Ratio Extra Space Storage,2016,63.390174584985914 Franklin Resources,2016,21.799761472904812 Prudential Financial,2016,94.12114362685946 " 2227,US,fundamental,"In 2024, within Starbucks, Prudential Financial, Huntington Bancshares, Lam Research, GE Aerospace, by how much does the company with the highest Liability-to-Asset Ratio differ from the second-ranked company? (Unit: %) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",27.8408,hard,solvency,Total Liabilities / Total Assets * 100%,"corporate,year,Liabilities,Assets Starbucks,2024,38780900000.0,31339300000.0 Prudential Financial,2024,705461000000.0,735587000000.0 Huntington Bancshares,2024,184448000000.0,204230000000.0 Lam Research,2024,10205274000.0,18744728000.0 GE Aerospace,2024,103576000000.0,123140000000.0 ","corporate,year,Liability-to-Asset Ratio GE Aerospace,2024,84.11239239889557 Huntington Bancshares,2024,90.31386182245508 Lam Research,2024,54.44343604239016 Prudential Financial,2024,95.90449532142357 Starbucks,2024,123.74526552922369 " 2228,US,fundamental,"For Liability-to-Asset Ratio in 2024, what is the difference between the top and second-place companies among Baxter International, NetApp, Travelers Companies (The), Micron Technology, Crown Castle? (Unit: %) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",11.9973,hard,solvency,Total Liabilities / Total Assets * 100%,"corporate,year,Liabilities,Assets Baxter International,2024,18758000000.0,25782000000.0 NetApp,2024,8741000000.0,9887000000.0 Travelers Companies (The),2024,105325000000.0,133189000000.0 Micron Technology,2024,24285000000.0,69416000000.0 Crown Castle,2024,32869000000.0,32736000000.0 ","corporate,year,Liability-to-Asset Ratio Baxter International,2024,72.75618648669614 Crown Castle,2024,100.4062805474096 Micron Technology,2024,34.984729745303675 NetApp,2024,88.40902194801255 Travelers Companies (The),2024,79.07935340005557 " 2229,US,fundamental,"Among State Street Corporation, Weyerhaeuser, Skyworks Solutions, UnitedHealth Group, calculate the margin between the highest-Liability-to-Asset Ratio company and the second-place company in 2021. (Unit: %) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",27.3429,hard,solvency,Total Liabilities / Total Assets * 100%,"corporate,year,Liabilities,Assets State Street Corporation,2021,287261000000.0,314624000000.0 Weyerhaeuser,2021,6885000000.0,17652000000.0 Skyworks Solutions,2021,3293600000.0,8590700000.0 UnitedHealth Group,2021,135727000000.0,212206000000.0 ","corporate,year,Liability-to-Asset Ratio Skyworks Solutions,2021,38.33913417998534 State Street Corporation,2021,91.30295209519936 UnitedHealth Group,2021,63.9600199805849 Weyerhaeuser,2021,39.00407885791978 " 2230,US,fundamental,"Among ConocoPhillips, Healthpeak Properties, MetLife, Truist Financial, Wells Fargo, how much higher is the Liability-to-Equity Ratio for the top company compared to the second place in 2016? (Unit: %; Total equity includes minority interest) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",369.2316,hard,solvency,Total Liabilities / Total Equity * 100%,"corporate,year,Liabilities,AllEquityBalanceIncludingMinorityInterest ConocoPhillips,2016,54546000000.0,35226000000.0 Healthpeak Properties,2016,9817957000.0,5941308000.0 MetLife,2016,831284000000.0,67480000000.0 Truist Financial,2016,189350000000.0,29926000000.0 Wells Fargo,2016,1729618000000.0,200497000000.0 ","corporate,year,Liability-to-Equity Ratio ConocoPhillips,2016,154.84585249531594 Healthpeak Properties,2016,165.24908319851454 MetLife,2016,1231.8968583283936 Truist Financial,2016,632.7273942391232 Wells Fargo,2016,862.6652767871839 " 2231,US,fundamental,"Among Corning Inc., Arch Capital Group, Ares Management, what is the gap in Liability-to-Equity Ratio between the lowest-ranked company and the runner-up in 2017? (Unit: %; Total equity includes minority interest) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",142.8445,hard,solvency,Total Liabilities / Total Equity * 100%,"corporate,year,Liabilities,AllEquityBalanceIncludingMinorityInterest Corning Inc.,2017,11724000000.0,15770000000.0 Arch Capital Group,2017,21805723000.0,10040013000.0 Ares Management,2017,7103230000.0,1460292000.0 ","corporate,year,Liability-to-Equity Ratio Arch Capital Group,2017,217.18819487584332 Ares Management,2017,486.4253176761908 Corning Inc.,2017,74.34369055168041 " 2232,US,fundamental,"In 2017, within Steel Dynamics, Bristol Myers Squibb, Micron Technology, by how much does the company with the lowest Liability-to-Equity Ratio differ from the second-ranked company? (Unit: %; Total equity includes minority interest) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",29.7091,hard,solvency,Total Liabilities / Total Equity * 100%,"corporate,year,Liabilities,AllEquityBalanceIncludingMinorityInterest Steel Dynamics,2017,3549424000.0,3195068000.0 Bristol Myers Squibb,2017,21704000000.0,11847000000.0 Micron Technology,2017,15845000000.0,19470000000.0 ","corporate,year,Liability-to-Equity Ratio Bristol Myers Squibb,2017,183.2024985228328 Micron Technology,2017,81.38161273754494 Steel Dynamics,2017,111.09071856999601 " 2233,US,fundamental,"For Liability-to-Equity Ratio in 2021, what is the difference between the top and second-place companies among Colgate-Palmolive, Crown Castle, Regency Centers? (Unit: %; Total equity includes minority interest) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",296.114,hard,solvency,Total Liabilities / Total Equity * 100%,"corporate,year,Liabilities,AllEquityBalanceIncludingMinorityInterest Colgate-Palmolive,2021,14069000000.0,971000000.0 Crown Castle,2021,30782000000.0,8258000000.0 Regency Centers,2021,4682631000.0,6109932000.0 ","corporate,year,Liability-to-Equity Ratio Colgate-Palmolive,2021,1448.918640576725 Crown Castle,2021,372.75369338822964 Regency Centers,2021,76.6396581827752 " 2234,US,fundamental,"Among Steris, Regions Financial Corporation, Synopsys, calculate the margin between the highest-Liability-to-Equity Ratio company and the second-place company in 2022. (Unit: %; Total equity includes minority interest) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",795.3241,hard,solvency,Total Liabilities / Total Equity * 100%,"corporate,year,Liabilities,AllEquityBalanceIncludingMinorityInterest Steris,2022,4734667000.0,6087172000.0 Regions Financial Corporation,2022,139269000000.0,15951000000.0 Synopsys,2022,3858897000.0,5520526000.0 ","corporate,year,Liability-to-Equity Ratio Regions Financial Corporation,2022,873.1051344743277 Steris,2022,77.78106155042111 Synopsys,2022,69.90089350181486 " 2235,US,fundamental,"Among CVS Health, PPG Industries, Verizon, Dow Inc., how much higher is the Net Debt to Equity for the top company compared to the second place in 2019? According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.8751,hard,solvency,Net Debt / Total Equity; Net Debt = Total Debt (short + long-term debt + operating lease liabilities) - Cash - Short-Term Investments,"corporate,year,ShortTermDebt,LongTermDebt,OperatingLeaseCurrentDebtEquivalent,OperatingLeaseNonCurrentDebtEquivalent,CashAndMarketableSecurities,ShortTermInvestments,AllEquityBalanceIncludingMinorityInterest CVS Health,2019,0.0,64699000000.0,1596000000.0,18926000000.0,5683000000.0,2373000000.0,64170000000.0 PPG Industries,2019,513000000.0,4539000000.0,170000000.0,622000000.0,1216000000.0,57000000.0,5403000000.0 Verizon,2019,10777000000.0,100712000000.0,3261000000.0,18393000000.0,2594000000.0,0.0,62835000000.0 Dow Inc.,2019,586000000.0,15975000000.0,421000000.0,1739000000.0,2367000000.0,21000000.0,14094000000.0 ","corporate,year,Net Debt to Equity CVS Health,2019,1.2025089605734767 Dow Inc.,2019,1.1588619270611609 PPG Industries,2019,0.8460114751064224 Verizon,2019,2.0776478077504574 " 2236,US,fundamental,"Among United Parcel Service, Synopsys, CVS Health, what is the gap in Net Debt to Equity between the highest-ranked company and the runner-up in 2022? According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.0604,hard,solvency,Net Debt / Total Equity; Net Debt = Total Debt (short + long-term debt + operating lease liabilities) - Cash - Short-Term Investments,"corporate,year,ShortTermDebt,LongTermDebt,OperatingLeaseCurrentDebtEquivalent,OperatingLeaseNonCurrentDebtEquivalent,CashAndMarketableSecurities,ShortTermInvestments,AllEquityBalanceIncludingMinorityInterest United Parcel Service,2022,0.0,17321000000.0,621000000.0,3238000000.0,5602000000.0,1993000000.0,19803000000.0 Synopsys,2022,0.0,20824000.0,54274000.0,581273000.0,1565521000.0,147913000.0,5520526000.0 CVS Health,2022,0.0,50476000000.0,1678000000.0,16800000000.0,12945000000.0,2778000000.0,71315000000.0 ","corporate,year,Net Debt to Equity CVS Health,2022,0.7464208090864475 Synopsys,2022,-0.19147867431473015 United Parcel Service,2022,0.6860071706307125 " 2237,US,fundamental,"In 2023, within EPAM Systems, Dow Inc., Marathon Petroleum, Block, Equinix, by how much does the company with the highest Net Debt to Equity differ from the second-ranked company? According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.2968,hard,solvency,Net Debt / Total Equity; Net Debt = Total Debt (short + long-term debt + operating lease liabilities) - Cash - Short-Term Investments,"corporate,year,ShortTermDebt,LongTermDebt,OperatingLeaseCurrentDebtEquivalent,OperatingLeaseNonCurrentDebtEquivalent,CashAndMarketableSecurities,ShortTermInvestments,AllEquityBalanceIncludingMinorityInterest EPAM Systems,2023,0.0,26126000.0,36558000.0,109261000.0,2036235000.0,60739000.0,3471470000.0 Dow Inc.,2023,62000000.0,14907000000.0,329000000.0,1032000000.0,2987000000.0,0.0,19108000000.0 Marathon Petroleum,2023,0.0,25329000000.0,454000000.0,764000000.0,5443000000.0,4781000000.0,30504000000.0 Block,2023,0.0,4120091000.0,0.0,289788000.0,4996465000.0,0.0,18692836000.0 Equinix,2023,998580000.0,12062346000.0,130745000.0,1331333000.0,2095712000.0,0.0,12488499000.0 ","corporate,year,Net Debt to Equity Block,2023,-0.031380257120963345 Dow Inc.,2023,0.6982939083106552 EPAM Systems,2023,-0.5545284850510015 Equinix,2023,0.9950989306240886 Marathon Petroleum,2023,0.5351101494885917 " 2238,US,fundamental,"For Net Debt to Equity in 2021, what is the difference between the top and second-place companies among PPG Industries, CVS Health, United Parcel Service, IBM, Accenture? According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.5553,hard,solvency,Net Debt / Total Equity; Net Debt = Total Debt (short + long-term debt + operating lease liabilities) - Cash - Short-Term Investments,"corporate,year,ShortTermDebt,LongTermDebt,OperatingLeaseCurrentDebtEquivalent,OperatingLeaseNonCurrentDebtEquivalent,CashAndMarketableSecurities,ShortTermInvestments,AllEquityBalanceIncludingMinorityInterest PPG Industries,2021,9000000.0,6572000000.0,192000000.0,693000000.0,1005000000.0,67000000.0,6411000000.0 CVS Health,2021,0.0,51971000000.0,1646000000.0,18177000000.0,9408000000.0,3117000000.0,75381000000.0 United Parcel Service,2021,0.0,19784000000.0,580000000.0,3033000000.0,10255000000.0,338000000.0,14269000000.0 IBM,2021,6787000000.0,44917000000.0,974000000.0,2462000000.0,6650000000.0,0.0,18996000000.0 Accenture,2021,12080000.0,53473000.0,744164000.0,2696917000.0,8168174000.0,4294000.0,20097114000.0 ","corporate,year,Net Debt to Equity Accenture,2021,-0.23216437942283652 CVS Health,2021,0.7862591369177909 IBM,2021,2.552642661612971 PPG Industries,2021,0.9973483075963189 United Parcel Service,2021,0.8973298759548672 " 2239,US,fundamental,"Among American Electric Power, EPAM Systems, Accenture, Verizon, calculate the margin between the highest-Net Debt to Equity company and the second-place company in 2023. According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.1002,hard,solvency,Net Debt / Total Equity; Net Debt = Total Debt (short + long-term debt + operating lease liabilities) - Cash - Short-Term Investments,"corporate,year,ShortTermDebt,LongTermDebt,OperatingLeaseCurrentDebtEquivalent,OperatingLeaseNonCurrentDebtEquivalent,CashAndMarketableSecurities,ShortTermInvestments,AllEquityBalanceIncludingMinorityInterest American Electric Power,2023,2830200000.0,37652700000.0,115700000.0,519400000.0,330100000.0,214300000.0,25285900000.0 EPAM Systems,2023,0.0,26126000.0,36558000.0,109261000.0,2036235000.0,60739000.0,3471470000.0 Accenture,2023,104810000.0,43093000.0,690417000.0,2310714000.0,9045032000.0,4575000.0,26458593000.0 Verizon,2023,0.0,137701000000.0,4266000000.0,20002000000.0,2065000000.0,0.0,93799000000.0 ","corporate,year,Net Debt to Equity Accenture,2023,-0.2230115940027499 American Electric Power,2023,1.6045938645648365 EPAM Systems,2023,-0.5545284850510015 Verizon,2023,1.7047516498043689 " 2240,US,fundamental,"Among Ingersoll Rand, AES Corporation, Coca-Cola Company (The), PPG Industries, Cisco, how much higher is the Interest Coverage Ratio for the top company compared to the second place in 2023? ( Use the sum of Pretax Income and Interest Expense as EBIT) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",27.3915,hard,solvency,EBIT / Interest Expense = (Pretax Income + Interest Expense) / Interest Expense,"corporate,year,PretaxIncomeLoss,InterestExpense Ingersoll Rand,2023,1031100000.0,156700000.0 AES Corporation,2023,104000000.0,1319000000.0 Coca-Cola Company (The),2023,12952000000.0,1527000000.0 PPG Industries,2023,1748000000.0,247000000.0 Cisco,2023,15318000000.0,427000000.0 ","corporate,year,Interest Coverage Ratio AES Corporation,2023,1.0788476118271417 Cisco,2023,36.87353629976581 Coca-Cola Company (The),2023,9.481990831696136 Ingersoll Rand,2023,7.580089342693044 PPG Industries,2023,8.076923076923077 " 2241,US,fundamental,"Among Southern Company, Snap-on, Lowe's, what is the gap in Interest Coverage Ratio between the highest-ranked company and the runner-up in 2017? ( Use the sum of Pretax Income and Interest Expense as EBIT) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",7.0137,hard,solvency,EBIT / Interest Expense = (Pretax Income + Interest Expense) / Interest Expense,"corporate,year,PretaxIncomeLoss,InterestExpense Southern Company,2017,1068000000.0,1694000000.0 Snap-on,2017,821900000.0,52400000.0 Lowe's,2017,5489000000.0,633000000.0 ","corporate,year,Interest Coverage Ratio Lowe's,2017,9.671406003159557 Snap-on,2017,16.685114503816795 Southern Company,2017,1.630460448642267 " 2242,US,fundamental,"In 2024, within Skyworks Solutions, Axon Enterprise, U.S. Bancorp, Marsh McLennan, Old Dominion, by how much does the company with the lowest Interest Coverage Ratio differ from the second-ranked company? ( Use the sum of Pretax Income and Interest Expense as EBIT) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",7.3142,hard,solvency,EBIT / Interest Expense = (Pretax Income + Interest Expense) / Interest Expense,"corporate,year,PretaxIncomeLoss,InterestExpense Skyworks Solutions,2024,636400000.0,30700000.0 Axon Enterprise,2024,381504000.0,3450000.0 U.S. Bancorp,2024,7909000000.0,15377000000.0 Marsh McLennan,2024,5480000000.0,700000000.0 Old Dominion,2024,1557597000.0,2909000.0 ","corporate,year,Interest Coverage Ratio Axon Enterprise,2024,111.5808695652174 Marsh McLennan,2024,8.82857142857143 Old Dominion,2024,536.4407012719147 Skyworks Solutions,2024,21.729641693811075 U.S. Bancorp,2024,1.5143395981010601 " 2243,US,fundamental,"For Interest Coverage Ratio in 2024, what is the difference between the top and second-place companies among Cboe Global Markets, ServiceNow, Prologis? ( Use the sum of Pretax Income and Interest Expense as EBIT) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",64.738,hard,solvency,EBIT / Interest Expense = (Pretax Income + Interest Expense) / Interest Expense,"corporate,year,PretaxIncomeLoss,InterestExpense Cboe Global Markets,2024,1083800000.0,100100000.0 ServiceNow,2024,1738000000.0,23000000.0 Prologis,2024,4114878000.0,863932000.0 ","corporate,year,Interest Coverage Ratio Cboe Global Markets,2024,11.827172827172827 Prologis,2024,5.762965140774968 ServiceNow,2024,76.56521739130434 " 2244,US,fundamental,"Among CSX Corporation, Hubbell Incorporated, Hologic, calculate the margin between the lowest-Interest Coverage Ratio company and the second-place company in 2021. ( Use the sum of Pretax Income and Interest Expense as EBIT) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",18.3299,hard,solvency,EBIT / Interest Expense = (Pretax Income + Interest Expense) / Interest Expense,"corporate,year,PretaxIncomeLoss,InterestExpense CSX Corporation,2021,4951000000.0,718000000.0 Hubbell Incorporated,2021,459300000.0,16800000.0 Hologic,2021,2361100000.0,93600000.0 ","corporate,year,Interest Coverage Ratio CSX Corporation,2021,7.895543175487465 Hologic,2021,26.22542735042735 Hubbell Incorporated,2021,28.339285714285715 " 2245,US,fundamental,"Among Cognizant, Marathon Petroleum, Dow Inc., Block, how much higher is the Net Debt to EBITDA for the top company compared to the second place in 2024? ( Use the sum of Pretax Income and Interest Expense as EBIT) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.4437,hard,solvency,Net Debt / EBITDA; Net Debt = Total Debt (short + long-term debt + operating lease liabilities) - Cash - Short-Term Investments; EBITDA = Pretax Income + Interest Expense + D&A,"corporate,year,ShortTermDebt,LongTermDebt,OperatingLeaseCurrentDebtEquivalent,OperatingLeaseNonCurrentDebtEquivalent,CashAndMarketableSecurities,ShortTermInvestments,PretaxIncomeLoss,InterestExpense,DepreciationExpense,AmortizationOfIntangibles Cognizant,2024,33000000.0,875000000.0,152000000.0,420000000.0,2231000000.0,12000000.0,2938000000.0,54000000.0,529000000.0,0.0 Marathon Petroleum,2024,0.0,24432000000.0,417000000.0,860000000.0,3210000000.0,0.0,5957000000.0,839000000.0,3337000000.0,0.0 Dow Inc.,2024,135000000.0,15711000000.0,318000000.0,984000000.0,2189000000.0,0.0,1600000000.0,811000000.0,2894000000.0,310000000.0 Block,2024,999497000.0,5105939000.0,0.0,278617000.0,8075247000.0,0.0,1357154000.0,9302000.0,376127000.0,154709000.0 ","corporate,year,Net Debt to EBITDA Block,2024,-0.8913725457125208 Cognizant,2024,-0.21669980119284293 Dow Inc.,2024,2.664113980409617 Marathon Petroleum,2024,2.2203690910885228 " 2246,US,fundamental,"Among Best Buy, Archer Daniels Midland, United Airlines Holdings, EPAM Systems, what is the gap in Net Debt to EBITDA between the lowest-ranked company and the runner-up in 2022? ( Use the sum of Pretax Income and Interest Expense as EBIT) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",2.5257,hard,solvency,Net Debt / EBITDA; Net Debt = Total Debt (short + long-term debt + operating lease liabilities) - Cash - Short-Term Investments; EBITDA = Pretax Income + Interest Expense + D&A,"corporate,year,ShortTermDebt,LongTermDebt,OperatingLeaseCurrentDebtEquivalent,OperatingLeaseNonCurrentDebtEquivalent,CashAndMarketableSecurities,ShortTermInvestments,PretaxIncomeLoss,InterestExpense,Depreciation & Amortization Best Buy,2022,0.0,1160000000.0,638000000.0,2164000000.0,1874000000.0,0.0,1788000000.0,35000000.0,918000000.0 Archer Daniels Midland,2022,503000000.0,7735000000.0,292000000.0,816000000.0,9010000000.0,0.0,5233000000.0,409000000.0,1028000000.0 United Airlines Holdings,2022,104000000.0,28283000000.0,561000000.0,4459000000.0,7166000000.0,9248000000.0,990000000.0,1778000000.0,2456000000.0 EPAM Systems,2022,2861000.0,27693000.0,40352000.0,122317000.0,1681344000.0,0.0,507258000.0,1659000.0,92272000.0 ","corporate,year,Net Debt to EBITDA Archer Daniels Midland,2022,0.05037481259370315 Best Buy,2022,0.7617657789128055 EPAM Systems,2022,-2.475296454193274 United Airlines Holdings,2022,3.2528713629402755 " 2247,US,fundamental,"In 2024, within Moody's Corporation, Dow Inc., Bio-Techne, by how much does the company with the highest Net Debt to EBITDA differ from the second-ranked company? ( Use the sum of Pretax Income and Interest Expense as EBIT) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.4538,hard,solvency,Net Debt / EBITDA; Net Debt = Total Debt (short + long-term debt + operating lease liabilities) - Cash - Short-Term Investments; EBITDA = Pretax Income + Interest Expense + D&A,"corporate,year,ShortTermDebt,LongTermDebt,OperatingLeaseCurrentDebtEquivalent,OperatingLeaseNonCurrentDebtEquivalent,CashAndMarketableSecurities,ShortTermInvestments,PretaxIncomeLoss,InterestExpense,DepreciationExpense,AmortizationOfIntangibles Moody's Corporation,2024,0.0,6731000000.0,102000000.0,216000000.0,2408000000.0,566000000.0,2699000000.0,237000000.0,431000000.0,0.0 Dow Inc.,2024,135000000.0,15711000000.0,318000000.0,984000000.0,2189000000.0,0.0,1600000000.0,811000000.0,2894000000.0,310000000.0 Bio-Techne,2024,0.0,319000000.0,12920000.0,87618000.0,151791000.0,1072000.0,185689000.0,14502000.0,111711000.0,0.0 ","corporate,year,Net Debt to EBITDA Bio-Techne,2024,0.8549961205763349 Dow Inc.,2024,2.664113980409617 Moody's Corporation,2024,1.2102762102762104 " 2248,US,fundamental,"For Net Debt to EBITDA in 2023, what is the difference between the top and second-place companies among PPG Industries, Cognizant, United Parcel Service? ( Use the sum of Pretax Income and Interest Expense as EBIT) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.3181,hard,solvency,Net Debt / EBITDA; Net Debt = Total Debt (short + long-term debt + operating lease liabilities) - Cash - Short-Term Investments; EBITDA = Pretax Income + Interest Expense + D&A,"corporate,year,ShortTermDebt,LongTermDebt,OperatingLeaseCurrentDebtEquivalent,OperatingLeaseNonCurrentDebtEquivalent,CashAndMarketableSecurities,ShortTermInvestments,PretaxIncomeLoss,InterestExpense,DepreciationExpense,AmortizationOfIntangibles PPG Industries,2023,306000000.0,5748000000.0,194000000.0,622000000.0,1514000000.0,75000000.0,1748000000.0,247000000.0,558000000.0,167000000.0 Cognizant,2023,33000000.0,606000000.0,153000000.0,523000000.0,2621000000.0,14000000.0,2787000000.0,41000000.0,519000000.0,0.0 United Parcel Service,2023,3348000000.0,18916000000.0,709000000.0,3756000000.0,3206000000.0,2866000000.0,8573000000.0,785000000.0,3366000000.0,0.0 ","corporate,year,Net Debt to EBITDA Cognizant,2023,-0.39438302957872723 PPG Industries,2023,1.941544117647059 United Parcel Service,2023,1.6234674630619301 " 2249,US,fundamental,"Among Moody's Corporation, Archer Daniels Midland, Lowe's, calculate the margin between the highest-Net Debt to EBITDA company and the second-place company in 2024. ( Use the sum of Pretax Income and Interest Expense as EBIT) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.2247,hard,solvency,Net Debt / EBITDA; Net Debt = Total Debt (short + long-term debt + operating lease liabilities) - Cash - Short-Term Investments; EBITDA = Pretax Income + Interest Expense + D&A,"corporate,year,ShortTermDebt,LongTermDebt,OperatingLeaseCurrentDebtEquivalent,OperatingLeaseNonCurrentDebtEquivalent,CashAndMarketableSecurities,ShortTermInvestments,PretaxIncomeLoss,InterestExpense,Depreciation & Amortization Moody's Corporation,2024,0.0,6731000000.0,102000000.0,216000000.0,2408000000.0,566000000.0,2699000000.0,237000000.0,431000000.0 Archer Daniels Midland,2024,1903000000.0,7580000000.0,324000000.0,1057000000.0,246000000.0,0.0,2255000000.0,710000000.0,1141000000.0 Lowe's,2024,0.0,32901000000.0,563000000.0,3628000000.0,1761000000.0,372000000.0,9153000000.0,1313000000.0,1972000000.0 ","corporate,year,Net Debt to EBITDA Archer Daniels Midland,2024,2.585971748660497 Lowe's,2024,2.810660877954655 Moody's Corporation,2024,1.2102762102762104 " 2250,US,fundamental,"Among Vertex Pharmaceuticals, CVS Health, Franklin Resources, how much lower is the Revenue Growth for the top company compared to the second place in 2024? (Unit: %) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",3.8065,hard,growth,(Revenue_t - Revenue_{t-1}) / Revenue_{t-1} * 100%,"corporate,year,Revenue Vertex Pharmaceuticals,2023,9869200000.0 Vertex Pharmaceuticals,2024,11020100000.0 CVS Health,2023,357776000000.0 CVS Health,2024,372809000000.0 Franklin Resources,2023,7849400000.0 Franklin Resources,2024,8478000000.0 ","corporate,year,Revenue Growth CVS Health,2024,4.201791064800322 Franklin Resources,2024,8.008255408056666 Vertex Pharmaceuticals,2024,11.661532849673732 " 2251,US,fundamental,"Among Bunge Global, Booking Holdings, Yum! Brands, Xylem Inc., what is the gap in Revenue Growth between the lowest-ranked company and the runner-up in 2024? (Unit: %) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",17.4874,hard,growth,(Revenue_t - Revenue_{t-1}) / Revenue_{t-1} * 100%,"corporate,year,Revenue Bunge Global,2023,59540000000.0 Bunge Global,2024,53108000000.0 Booking Holdings,2023,21365000000.0 Booking Holdings,2024,23739000000.0 Yum! Brands,2023,7076000000.0 Yum! Brands,2024,7549000000.0 Xylem Inc.,2023,7364000000.0 Xylem Inc.,2024,8562000000.0 ","corporate,year,Revenue Growth Booking Holdings,2024,11.111631172478353 Bunge Global,2024,-10.802821632515956 Xylem Inc.,2024,16.268332428028245 Yum! Brands,2024,6.684567552289429 " 2252,US,fundamental,"In 2025, within Alphabet Inc. (Class A), Bristol Myers Squibb, Paychex, WEC Energy Group, Equifax, by how much does the company with the highest Revenue Growth differ from the second-ranked company? (Unit: %) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.1341,hard,growth,(Revenue_t - Revenue_{t-1}) / Revenue_{t-1} * 100%,"corporate,year,Revenue Alphabet Inc. (Class A),2024,350018000000.0 Alphabet Inc. (Class A),2025,402836000000.0 Bristol Myers Squibb,2024,48300000000.0 Bristol Myers Squibb,2025,48194000000.0 Paychex,2024,5132000000.0 Paychex,2025,5410000000.0 WEC Energy Group,2024,8599900000.0 WEC Energy Group,2025,9800100000.0 Equifax,2024,5681100000.0 Equifax,2025,6074500000.0 ","corporate,year,Revenue Growth Alphabet Inc. (Class A),2025,15.090081081544376 Bristol Myers Squibb,2025,-0.21946169772256727 Equifax,2025,6.924715284011899 Paychex,2025,5.416991426344505 WEC Energy Group,2025,13.955976232281772 " 2253,US,fundamental,"For Revenue Growth in 2024, what is the difference between the top and second-place companies among Alphabet Inc. (Class A), Warner Bros. Discovery, Salesforce, Match Group, Cisco? (Unit: %) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",5.1506,hard,growth,(Revenue_t - Revenue_{t-1}) / Revenue_{t-1} * 100%,"corporate,year,Revenue Alphabet Inc. (Class A),2023,307394000000.0 Alphabet Inc. (Class A),2024,350018000000.0 Warner Bros. Discovery,2023,41321000000.0 Warner Bros. Discovery,2024,39321000000.0 Salesforce,2023,34857000000.0 Salesforce,2024,37895000000.0 Match Group,2023,3364504000.0 Match Group,2024,3479373000.0 Cisco,2023,56998000000.0 Cisco,2024,53803000000.0 ","corporate,year,Revenue Growth Alphabet Inc. (Class A),2024,13.866243322901553 Cisco,2024,-5.605459840696165 Match Group,2024,3.4141436598083996 Salesforce,2024,8.715609490202828 Warner Bros. Discovery,2024,-4.8401539168945575 " 2254,US,fundamental,"Among Comcast, United Parcel Service, PPL Corporation, calculate the margin between the highest-Revenue Growth company and the second-place company in 2025. (Unit: %) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",6.8736,hard,growth,(Revenue_t - Revenue_{t-1}) / Revenue_{t-1} * 100%,"corporate,year,Revenue Comcast,2024,123731000000.0 Comcast,2025,123707000000.0 United Parcel Service,2024,91070000000.0 United Parcel Service,2025,88661000000.0 PPL Corporation,2024,8462000000.0 PPL Corporation,2025,9042000000.0 ","corporate,year,Revenue Growth Comcast,2025,-0.019396917506526255 PPL Corporation,2025,6.854171590640511 United Parcel Service,2025,-2.64521796420336 " 2255,US,fundamental,"Among Analog Devices, Tesla, Edwards Lifesciences, Medtronic, Chevron Corporation, how much higher is the EBITDA Growth for the top company compared to the second place in 2023? (Unit: %; Use the sum of Pretax Income and Interest Expense as EBIT) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",11.2626,hard,growth,(EBITDA_t - EBITDA_{t-1}) / EBITDA_{t-1} * 100%; EBITDA = Pretax Income + Interest Expense + D&A,"corporate,year,PretaxIncomeLoss,InterestExpense,DepreciationExpense,AmortizationOfIntangibles Analog Devices,2022,3098749000.0,200408000.0,283338000.0,2014161000.0 Analog Devices,2023,3608003000.0,264641000.0,334704000.0,1958399000.0 Tesla,2022,13719000000.0,191000000.0,0.0,0.0 Tesla,2023,9973000000.0,156000000.0,0.0,0.0 Edwards Lifesciences,2022,1767400000.0,19200000.0,139600000.0,0.0 Edwards Lifesciences,2023,1598100000.0,17600000.0,144900000.0,0.0 Medtronic,2022,5517000000.0,553000000.0,2707000000.0,1733000000.0 Medtronic,2023,5364000000.0,636000000.0,2697000000.0,1698000000.0 Chevron Corporation,2022,49674000000.0,516000000.0,16319000000.0,0.0 Chevron Corporation,2023,29584000000.0,469000000.0,17326000000.0,0.0 ","corporate,year,EBITDA Growth Analog Devices,2023,10.168411279878557 Chevron Corporation,2023,-28.763024553068007 Edwards Lifesciences,2023,-8.597238085349392 Medtronic,2023,-1.0941960038058993 Tesla,2023,-27.181883537023726 " 2256,US,fundamental,"Among American Water Works, Akamai Technologies, Waste Management, Extra Space Storage, Parker Hannifin, what is the gap in EBITDA Growth between the lowest-ranked company and the runner-up in 2020? (Unit: %; Use the sum of Pretax Income and Interest Expense as EBIT) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",9.1589,hard,growth,(EBITDA_t - EBITDA_{t-1}) / EBITDA_{t-1} * 100%; EBITDA = Pretax Income + Interest Expense + D&A,"corporate,year,PretaxIncomeLoss,InterestExpense,DepreciationExpense,AmortizationOfIntangibles American Water Works,2019,833000000.0,383000000.0,582000000.0,0.0 American Water Works,2020,924000000.0,382000000.0,604000000.0,0.0 Akamai Technologies,2019,532481000.0,49364000.0,440674000.0,38581000.0 Akamai Technologies,2020,616082000.0,69120000.0,478389000.0,42049000.0 Waste Management,2019,2105000000.0,411000000.0,1574000000.0,0.0 Waste Management,2020,1893000000.0,425000000.0,1671000000.0,0.0 Extra Space Storage,2019,451157000.0,174155000.0,219857000.0,0.0 Extra Space Storage,2020,509031000.0,159597000.0,0.0,0.0 Parker Hannifin,2019,1933425000.0,190138000.0,225675000.0,0.0 Parker Hannifin,2020,1512627000.0,308161000.0,252899000.0,0.0 ","corporate,year,EBITDA Growth Akamai Technologies,2020,13.621713316369805 American Water Works,2020,6.229143492769744 Extra Space Storage,2020,-20.888248385825793 Parker Hannifin,2020,-11.729377781220975 Waste Management,2020,-2.469437652811736 " 2257,US,fundamental,"In 2024, within Prologis, Netflix, Equity Residential, by how much does the company with the highest EBITDA Growth differ from the second-ranked company? (Unit: %; Use the sum of Pretax Income and Interest Expense as EBIT) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",36.9509,hard,growth,(EBITDA_t - EBITDA_{t-1}) / EBITDA_{t-1} * 100%; EBITDA = Pretax Income + Interest Expense + D&A,"corporate,year,PretaxIncomeLoss,InterestExpense,Depreciation & Amortization Prologis,2023,3464183000.0,641332000.0,2484891000.0 Prologis,2024,4114878000.0,863932000.0,2580519000.0 Netflix,2023,6205405000.0,699826000.0,356947000.0 Netflix,2024,9965657000.0,718733000.0,328914000.0 Equity Residential,2023,875014000.0,269556000.0,888709000.0 Equity Residential,2024,1081205000.0,285735000.0,952191000.0 ","corporate,year,EBITDA Growth Equity Residential,2024,14.058670748087204 Netflix,2024,51.65290633195716 Prologis,2024,14.702022910272902 " 2258,US,fundamental,"For EBITDA Growth in 2019, what is the difference between the top and second-place companies among Intercontinental Exchange, NRG Energy, Expedia Group, Molson Coors Beverage Company, HP Inc.? (Unit: %; Use the sum of Pretax Income and Interest Expense as EBIT) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.9521,hard,growth,(EBITDA_t - EBITDA_{t-1}) / EBITDA_{t-1} * 100%; EBITDA = Pretax Income + Interest Expense + D&A,"corporate,year,PretaxIncomeLoss,InterestExpense,DepreciationExpense,AmortizationOfIntangibles Intercontinental Exchange,2018,2520000000.0,244000000.0,586000000.0,0.0 Intercontinental Exchange,2019,2481000000.0,285000000.0,662000000.0,0.0 NRG Energy,2018,467000000.0,483000000.0,421000000.0,0.0 NRG Energy,2019,786000000.0,413000000.0,373000000.0,0.0 Expedia Group,2018,485000000.0,190000000.0,676000000.0,283000000.0 Expedia Group,2019,775000000.0,173000000.0,712000000.0,198000000.0 Molson Coors Beverage Company,2018,1359800000.0,306200000.0,857500000.0,0.0 Molson Coors Beverage Company,2019,479900000.0,280900000.0,859000000.0,0.0 HP Inc.,2018,3013000000.0,329000000.0,528000000.0,80000000.0 HP Inc.,2019,2523000000.0,240000000.0,744000000.0,116000000.0 ","corporate,year,EBITDA Growth Expedia Group,2019,13.708690330477355 HP Inc.,2019,-8.278481012658228 Intercontinental Exchange,2019,2.328358208955224 Molson Coors Beverage Company,2019,-35.81137309292649 NRG Energy,2019,14.660831509846828 " 2259,US,fundamental,"Among Tyson Foods, Fidelity National Information Services, Tapestry, Hormel Foods, calculate the margin between the lowest-EBITDA Growth company and the second-place company in 2019. (Unit: %; Use the sum of Pretax Income and Interest Expense as EBIT) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",3.6036,hard,growth,(EBITDA_t - EBITDA_{t-1}) / EBITDA_{t-1} * 100%; EBITDA = Pretax Income + Interest Expense + D&A,"corporate,year,PretaxIncomeLoss,InterestExpense,DepreciationExpense,AmortizationOfIntangibles Tyson Foods,2018,2745000000.0,350000000.0,723000000.0,0.0 Tyson Foods,2019,2431000000.0,462000000.0,819000000.0,0.0 Fidelity National Information Services,2018,1104000000.0,298000000.0,1420000000.0,0.0 Fidelity National Information Services,2019,413000000.0,332000000.0,2444000000.0,0.0 Tapestry,2018,596800000.0,63000000.0,0.0,0.0 Tapestry,2019,766200000.0,45400000.0,0.0,0.0 Hormel Foods,2018,1181284000.0,26494000.0,149205000.0,12653000.0 Hormel Foods,2019,1209715000.0,18070000.0,153182000.0,0.0 ","corporate,year,EBITDA Growth Fidelity National Information Services,2019,13.0049610205528 Hormel Foods,2019,0.8273001001726007 Tapestry,2019,23.006971809639285 Tyson Foods,2019,-2.776322682032478 " 2260,US,fundamental,"Among Lululemon Athletica, Builders FirstSource, Invesco, how much lower is the Net Income Growth for the top company compared to the second place in 2017? (Unit: %) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",58.3922,hard,growth,(Net Income_t - Net Income_{t-1}) / |Net Income_{t-1}| * 100%,"corporate,year,NetIncome Lululemon Athletica,2016,303381000.0 Lululemon Athletica,2017,258662000.0 Builders FirstSource,2016,144341000.0 Builders FirstSource,2017,38781000.0 Invesco,2016,854200000.0 Invesco,2017,1127300000.0 ","corporate,year,Net Income Growth Builders FirstSource,2017,-73.13237403094061 Invesco,2017,31.97143526106298 Lululemon Athletica,2017,-14.740211153631902 " 2261,US,fundamental,"Among Cintas, Kraft Heinz, Charter Communications, what is the gap in Net Income Growth between the highest-ranked company and the runner-up in 2022? (Unit: %) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",122.2656,hard,growth,(Net Income_t - Net Income_{t-1}) / |Net Income_{t-1}| * 100%,"corporate,year,NetIncome Cintas,2021,1110968000.0 Cintas,2022,1235757000.0 Kraft Heinz,2021,1012000000.0 Kraft Heinz,2022,2363000000.0 Charter Communications,2021,4654000000.0 Charter Communications,2022,5055000000.0 ","corporate,year,Net Income Growth Charter Communications,2022,8.616244091104425 Cintas,2022,11.232456740428168 Kraft Heinz,2022,133.498023715415 " 2262,US,fundamental,"In 2023, within ExxonMobil, Devon Energy, Wells Fargo, Lennar, by how much does the company with the highest Net Income Growth differ from the second-ranked company? (Unit: %) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",59.8555,hard,growth,(Net Income_t - Net Income_{t-1}) / |Net Income_{t-1}| * 100%,"corporate,year,NetIncome ExxonMobil,2022,55740000000.0 ExxonMobil,2023,36010000000.0 Devon Energy,2022,6015000000.0 Devon Energy,2023,3747000000.0 Wells Fargo,2022,13182000000.0 Wells Fargo,2023,19142000000.0 Lennar,2022,4614125000.0 Lennar,2023,3938511000.0 ","corporate,year,Net Income Growth Devon Energy,2023,-37.70573566084788 ExxonMobil,2023,-35.39648367420165 Lennar,2023,-14.642299460894536 Wells Fargo,2023,45.2131694735245 " 2263,US,fundamental,"For Net Income Growth in 2017, what is the difference between the top and second-place companies among Travelers Companies (The), Rockwell Automation, Cincinnati Financial? (Unit: %) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",63.6629,hard,growth,(Net Income_t - Net Income_{t-1}) / |Net Income_{t-1}| * 100%,"corporate,year,NetIncome Travelers Companies (The),2016,3014000000.0 Travelers Companies (The),2017,2056000000.0 Rockwell Automation,2016,729700000.0 Rockwell Automation,2017,825700000.0 Cincinnati Financial,2016,591000000.0 Cincinnati Financial,2017,1045000000.0 ","corporate,year,Net Income Growth Cincinnati Financial,2017,76.81895093062606 Rockwell Automation,2017,13.15609154447033 Travelers Companies (The),2017,-31.785003317850034 " 2264,US,fundamental,"Among Zebra Technologies, Seagate Technology, Garmin, calculate the margin between the highest-Net Income Growth company and the second-place company in 2021. (Unit: %) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",35.1949,hard,growth,(Net Income_t - Net Income_{t-1}) / |Net Income_{t-1}| * 100%,"corporate,year,NetIncome Zebra Technologies,2020,504000000.0 Zebra Technologies,2021,837000000.0 Seagate Technology,2020,1004000000.0 Seagate Technology,2021,1314000000.0 Garmin,2020,992324000.0 Garmin,2021,1082200000.0 ","corporate,year,Net Income Growth Garmin,2021,9.057122472095807 Seagate Technology,2021,30.87649402390438 Zebra Technologies,2021,66.07142857142857 " 2265,US,fundamental,"Among UDR, Aptiv, Cadence Design Systems, Cisco, how much higher is the EPS Growth for the top company compared to the second place in 2022? (Unit: %) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",10.1016,hard,growth,(EPS_t - EPS_{t-1}) / |EPS_{t-1}| * 100%; EPS = Net Income / Weighted-Average Basic Shares,"corporate,year,NetIncome,SharesAverage UDR,2021,150016000.0,300326000.0 UDR,2022,86924000.0,321671000.0 Aptiv,2021,590000000.0,270460000.0 Aptiv,2022,594000000.0,270900000.0 Cadence Design Systems,2021,695955000.0,273504000.0 Cadence Design Systems,2022,848952000.0,271198000.0 Cisco,2021,10591000000.0,4222000000.0 Cisco,2022,11812000000.0,4170000000.0 ","corporate,year,EPS Growth Aptiv,2022,0.514443380820992 Cadence Design Systems,2022,23.020978298606135 Cisco,2022,12.919421426318486 UDR,2022,-45.90175898075136 " 2266,US,fundamental,"Among Lam Research, UDR, AbbVie, what is the gap in EPS Growth between the highest-ranked company and the runner-up in 2025? (Unit: %) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",321.5135,hard,growth,(EPS_t - EPS_{t-1}) / |EPS_{t-1}| * 100%; EPS = Net Income / Weighted-Average Basic Shares,"corporate,year,NetIncome,SharesAverage Lam Research,2024,3827772000.0,131410000.0 Lam Research,2025,5358217000.0,1286101000.0 UDR,2024,89585000.0,329290000.0 UDR,2025,377704000.0,330322000.0 AbbVie,2024,4278000000.0,1769000000.0 AbbVie,2025,4226000000.0,1769000000.0 ","corporate,year,EPS Growth AbbVie,2025,-1.215521271622252 Lam Research,2025,-85.69698559465165 UDR,2025,320.2980052542 " 2267,US,fundamental,"In 2023, within Albemarle Corporation, Morgan Stanley, EOG Resources, Zoetis, by how much does the company with the highest EPS Growth differ from the second-ranked company? (Unit: %) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",14.5254,hard,growth,(EPS_t - EPS_{t-1}) / |EPS_{t-1}| * 100%; EPS = Net Income / Weighted-Average Basic Shares,"corporate,year,NetIncome,SharesAverage Albemarle Corporation,2022,2689816000.0,117120000.0 Albemarle Corporation,2023,1573476000.0,117317000.0 Morgan Stanley,2022,11029000000.0,1691000000.0 Morgan Stanley,2023,9087000000.0,1628000000.0 EOG Resources,2022,7759000000.0,583000000.0 EOG Resources,2023,7594000000.0,581000000.0 Zoetis,2022,2114000000.0,468891000.0 Zoetis,2023,2344000000.0,461172000.0 ","corporate,year,EPS Growth Albemarle Corporation,2023,-41.6006967855492 EOG Resources,2023,-1.789648975738353 Morgan Stanley,2023,-14.419740630185823 Zoetis,2023,12.735732228153577 " 2268,US,fundamental,"For EPS Growth in 2023, what is the difference between the top and second-place companies among ON Semiconductor, Chipotle Mexican Grill, Roper Technologies, Airbnb? (Unit: %) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",115.0123,hard,growth,(EPS_t - EPS_{t-1}) / |EPS_{t-1}| * 100%; EPS = Net Income / Weighted-Average Basic Shares,"corporate,year,NetIncome,SharesAverage ON Semiconductor,2022,1902200000.0,433200000.0 ON Semiconductor,2023,2183700000.0,430700000.0 Chipotle Mexican Grill,2022,899101000.0,27851000.0 Chipotle Mexican Grill,2023,1228737000.0,27555000.0 Roper Technologies,2022,4544700000.0,105900000.0 Roper Technologies,2023,1384200000.0,106600000.0 Airbnb,2022,1893000000.0,637000000.0 Airbnb,2023,4792000000.0,637000000.0 ","corporate,year,EPS Growth Airbnb,2023,153.14315900686745 Chipotle Mexican Grill,2023,38.13089738473822 ON Semiconductor,2023,15.465003471229052 Roper Technologies,2023,-69.74254611819035 " 2269,US,fundamental,"Among Vulcan Materials Company, Amphenol, Fortinet, calculate the margin between the lowest-EPS Growth company and the second-place company in 2017. (Unit: %) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",16.8818,hard,growth,(EPS_t - EPS_{t-1}) / |EPS_{t-1}| * 100%; EPS = Net Income / Weighted-Average Basic Shares,"corporate,year,NetIncome,SharesAverage Vulcan Materials Company,2016,419491000.0,133205000.0 Vulcan Materials Company,2017,601185000.0,132513000.0 Amphenol,2016,822900000.0,308300000.0 Amphenol,2017,650500000.0,305700000.0 Fortinet,2016,32187000.0,172621000.0 Fortinet,2017,31399000.0,174315000.0 ","corporate,year,EPS Growth Amphenol,2017,-20.277974450125384 Fortinet,2017,-3.396205649093611 Vulcan Materials Company,2017,44.06136620637822 " 2270,US,fundamental,"Among FactSet, Expand Energy, Fortive, how much higher is the Free Cash Flow for the top company compared to the second place in 2024? (Unit: $) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",791743000.0,hard,cash flow,CFO - Capex,"corporate,year,NetCashFromOperatingActivities,CapitalExpenses FactSet,2024,700338000.0,85681000.0 Expand Energy,2024,1565000000.0,1557000000.0 Fortive,2024,1526800000.0,120400000.0 ","corporate,year,Free Cash Flow Expand Energy,2024,8000000.0 FactSet,2024,614657000.0 Fortive,2024,1406400000.0 " 2271,US,fundamental,"Among Tesla, Western Digital, Coca-Cola Company (The), ServiceNow, what is the gap in Free Cash Flow between the lowest-ranked company and the runner-up in 2019? (Unit: $) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",300080000.0,hard,cash flow,CFO - Capex,"corporate,year,NetCashFromOperatingActivities,CapitalExpenses Tesla,2019,2405000000.0,1327000000.0 Western Digital,2019,1547000000.0,876000000.0 Coca-Cola Company (The),2019,10471000000.0,2054000000.0 ServiceNow,2019,1235972000.0,264892000.0 ","corporate,year,Free Cash Flow Coca-Cola Company (The),2019,8417000000.0 ServiceNow,2019,971080000.0 Tesla,2019,1078000000.0 Western Digital,2019,671000000.0 " 2272,US,fundamental,"In 2020, within PG&E Corporation, KLA Corporation, Dollar Tree, by how much does the company with the highest Free Cash Flow differ from the second-ranked company? (Unit: $) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",191325000.0,hard,cash flow,CFO - Capex,"corporate,year,NetCashFromOperatingActivities,CapitalExpenses PG&E Corporation,2020,-19130000000.0,7690000000.0 KLA Corporation,2020,1778850000.0,152675000.0 Dollar Tree,2020,2716300000.0,898800000.0 ","corporate,year,Free Cash Flow Dollar Tree,2020,1817500000.0 KLA Corporation,2020,1626175000.0 PG&E Corporation,2020,-26820000000.0 " 2273,US,fundamental,"For Free Cash Flow in 2016, what is the difference between the top and second-place companies among Labcorp, A. O. Smith, Akamai Technologies, Verizon? (Unit: $) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",4759000000.0,hard,cash flow,CFO - Capex,"corporate,year,NetCashFromOperatingActivities,CapitalExpenses Labcorp,2016,1175900000.0,278900000.0 A. O. Smith,2016,446600000.0,80700000.0 Akamai Technologies,2016,866298000.0,180949000.0 Verizon,2016,22715000000.0,17059000000.0 ","corporate,year,Free Cash Flow A. O. Smith,2016,365900000.0 Akamai Technologies,2016,685349000.0 Labcorp,2016,897000000.0 Verizon,2016,5656000000.0 " 2274,US,fundamental,"Among Expedia Group, West Pharmaceutical Services, Charles Schwab Corporation, Cadence Design Systems, Cummins, calculate the margin between the highest-Free Cash Flow company and the second-place company in 2019. (Unit: $) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",6136000000.0,hard,cash flow,CFO - Capex,"corporate,year,NetCashFromOperatingActivities,CapitalExpenses Expedia Group,2019,2767000000.0,1160000000.0 West Pharmaceutical Services,2019,367200000.0,126400000.0 Charles Schwab Corporation,2019,9325000000.0,708000000.0 Cadence Design Systems,2019,729600000.0,74605000.0 Cummins,2019,3181000000.0,700000000.0 ","corporate,year,Free Cash Flow Cadence Design Systems,2019,654995000.0 Charles Schwab Corporation,2019,8617000000.0 Cummins,2019,2481000000.0 Expedia Group,2019,1607000000.0 West Pharmaceutical Services,2019,240800000.0 " 2275,US,fundamental,"Among Avery Dennison, Tractor Supply, Applied Materials, how much lower is the Free Cash Flow to Firm for the top company compared to the second place in 2021? (Unit: $) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",315745370.0075,hard,cash flow,CFO - Capex + Interest Expense x (1 - effective tax rate),"corporate,year,NetCashFromOperatingActivities,CapitalExpenses,InterestExpense,IncomeTaxes,PretaxIncomeLoss Avery Dennison,2021,1046800000.0,255000000.0,70200000.0,248600000.0,992600000.0 Tractor Supply,2021,1138720000.0,628431000.0,23601000.0,282974000.0,1280088000.0 Applied Materials,2021,5442000000.0,668000000.0,236000000.0,883000000.0,6771000000.0 ","corporate,year,Free Cash Flow to Firm Applied Materials,2021,4979223452.961158 Avery Dennison,2021,844418174.4912351 Tractor Supply,2021,528672804.4837542 " 2276,US,fundamental,"Among Leidos, Oneok, McCormick & Company, what is the gap in Free Cash Flow to Firm between the lowest-ranked company and the runner-up in 2023? (Unit: $) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",194549182.3096,hard,cash flow,CFO - Capex + Interest Expense x (1 - effective tax rate),"corporate,year,NetCashFromOperatingActivities,CapitalExpenses,InterestExpense,IncomeTaxes,PretaxIncomeLoss Leidos,2023,1165000000.0,207000000.0,207000000.0,435000000.0,403000000.0 Oneok,2023,4421000000.0,1595000000.0,866000000.0,829000000.0,3497000000.0 McCormick & Company,2023,1237300000.0,263900000.0,208200000.0,174500000.0,798700000.0 ","corporate,year,Free Cash Flow to Firm Leidos,2023,941563275.4342432 McCormick & Company,2023,1136112457.7438338 Oneok,2023,3486705747.7838144 " 2277,US,fundamental,"In 2021, within Alphabet Inc. (Class C), Textron, Brown–Forman, Home Depot (The), by how much does the company with the lowest Free Cash Flow to Firm differ from the second-ranked company? (Unit: $) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",522842804.9629,hard,cash flow,CFO - Capex + Interest Expense x (1 - effective tax rate),"corporate,year,NetCashFromOperatingActivities,CapitalExpenses,InterestExpense,IncomeTaxes,PretaxIncomeLoss Alphabet Inc. (Class C),2021,91652000000.0,24640000000.0,0.0,14701000000.0,90734000000.0 Textron,2021,1599000000.0,375000000.0,142000000.0,126000000.0,873000000.0 Brown–Forman,2021,817000000.0,62000000.0,81000000.0,178000000.0,1081000000.0 Home Depot (The),2021,16571000000.0,2566000000.0,1347000000.0,5304000000.0,21737000000.0 ","corporate,year,Free Cash Flow to Firm Alphabet Inc. (Class C),2021,67012000000.0 Brown–Forman,2021,822662349.6762257 Home Depot (The),2021,15023321341.491467 Textron,2021,1345505154.6391752 " 2278,US,fundamental,"For Free Cash Flow to Firm in 2024, what is the difference between the top and second-place companies among Arthur J. Gallagher & Co., Meta Platforms, Tyson Foods? (Unit: $) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",51618941886.4955,hard,cash flow,CFO - Capex + Interest Expense x (1 - effective tax rate),"corporate,year,NetCashFromOperatingActivities,CapitalExpenses,InterestExpense,IncomeTaxes,PretaxIncomeLoss Arthur J. Gallagher & Co.,2024,2582900000.0,0.0,381300000.0,404400000.0,1874800000.0 Meta Platforms,2024,91328000000.0,37256000000.0,486000000.0,8303000000.0,70663000000.0 Tyson Foods,2024,2590000000.0,1132000000.0,481000000.0,270000000.0,1092000000.0 ","corporate,year,Free Cash Flow to Firm Arthur J. Gallagher & Co.,2024,2881952442.9272456 Meta Platforms,2024,54500894329.42275 Tyson Foods,2024,1820071428.5714285 " 2279,US,fundamental,"Among Progressive Corporation, Domino's, WEC Energy Group, calculate the margin between the lowest-Free Cash Flow to Firm company and the second-place company in 2016. (Unit: $) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",633812975.2761,hard,cash flow,CFO - Capex + Interest Expense x (1 - effective tax rate),"corporate,year,NetCashFromOperatingActivities,CapitalExpenses,InterestExpense,IncomeTaxes,PretaxIncomeLoss Progressive Corporation,2016,2701900000.0,215000000.0,140900000.0,413500000.0,1470700000.0 Domino's,2016,287273000.0,58555000.0,110069000.0,129980000.0,344658000.0 WEC Energy Group,2016,2103500000.0,1423700000.0,402700000.0,566500000.0,1506700000.0 ","corporate,year,Free Cash Flow to Firm Domino's,2016,297276956.3625391 Progressive Corporation,2016,2588184748.759094 WEC Energy Group,2016,931089931.6386806 " 2280,US,fundamental,"Among Marathon Petroleum, Intuit, Keurig Dr Pepper, how much higher is the Free Cash Flow to Equity for the top company compared to the second place in 2025? (Unit: $; Net Borrowing is approximated as the year-over-year change in (short-term debt + long-term debt)) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",4283000000.0,hard,cash flow,CFO - Capex + Net Borrowing; Net Borrowing = delta(Short-Term Debt + Long-Term Debt),"corporate,year,NetCashFromOperatingActivities,CapitalExpenses,ShortTermDebt,LongTermDebt Marathon Petroleum,2024,8665000000.0,2533000000.0,0.0,24432000000.0 Marathon Petroleum,2025,8253000000.0,3486000000.0,0.0,30505000000.0 Intuit,2024,4884000000.0,191000000.0,0.0,5539000000.0 Intuit,2025,6207000000.0,84000000.0,0.0,5973000000.0 Keurig Dr Pepper,2024,2219000000.0,563000000.0,2642000000.0,12912000000.0 Keurig Dr Pepper,2025,1991000000.0,486000000.0,3105000000.0,13036000000.0 ","corporate,year,Free Cash Flow to Equity Intuit,2025,6557000000.0 Keurig Dr Pepper,2025,2092000000.0 Marathon Petroleum,2025,10840000000.0 " 2281,US,fundamental,"Among Nike, Martin Marietta Materials, Mondelez International, Netflix, HCA Healthcare, what is the gap in Free Cash Flow to Equity between the highest-ranked company and the runner-up in 2020? (Unit: $; Net Borrowing is approximated as the year-over-year change in (short-term debt + long-term debt)) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",3965000000.0,hard,cash flow,CFO - Capex + Net Borrowing; Net Borrowing = delta(Short-Term Debt + Long-Term Debt),"corporate,year,NetCashFromOperatingActivities,CapitalExpenses,ShortTermDebt,LongTermDebt Nike,2019,5903000000.0,1119000000.0,9000000.0,3464000000.0 Nike,2020,2485000000.0,1086000000.0,248000000.0,9406000000.0 Martin Marietta Materials,2019,966100000.0,393500000.0,0.0,2433600000.0 Martin Marietta Materials,2020,1050100000.0,359700000.0,0.0,2625800000.0 Mondelez International,2019,3965000000.0,925000000.0,2638000000.0,14207000000.0 Mondelez International,2020,3964000000.0,863000000.0,29000000.0,17276000000.0 Netflix,2019,-2887322000.0,253035000.0,0.0,14759260000.0 Netflix,2020,2427077000.0,497923000.0,499878000.0,15809095000.0 HCA Healthcare,2019,7602000000.0,4158000000.0,0.0,33577000000.0 HCA Healthcare,2020,9232000000.0,2835000000.0,0.0,30795000000.0 ","corporate,year,Free Cash Flow to Equity HCA Healthcare,2020,3615000000.0 Martin Marietta Materials,2020,882600000.0 Mondelez International,2020,3561000000.0 Netflix,2020,3478867000.0 Nike,2020,7580000000.0 " 2282,US,fundamental,"In 2025, within Mondelez International, GE HealthCare, Ameriprise Financial, by how much does the company with the lowest Free Cash Flow to Equity differ from the second-ranked company? (Unit: $; Net Borrowing is approximated as the year-over-year change in (short-term debt + long-term debt)) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",4853000000.0,hard,cash flow,CFO - Capex + Net Borrowing; Net Borrowing = delta(Short-Term Debt + Long-Term Debt),"corporate,year,NetCashFromOperatingActivities,CapitalExpenses,ShortTermDebt,LongTermDebt Mondelez International,2024,4910000000.0,1387000000.0,71000000.0,15664000000.0 Mondelez International,2025,4514000000.0,1279000000.0,2688000000.0,17222000000.0 GE HealthCare,2024,1955000000.0,401000000.0,1502000000.0,7449000000.0 GE HealthCare,2025,1987000000.0,482000000.0,508000000.0,9495000000.0 Ameriprise Financial,2024,6595000000.0,176000000.0,0.0,8113000000.0 Ameriprise Financial,2025,8323000000.0,162000000.0,0.0,8739000000.0 ","corporate,year,Free Cash Flow to Equity Ameriprise Financial,2025,8787000000.0 GE HealthCare,2025,2557000000.0 Mondelez International,2025,7410000000.0 " 2283,US,fundamental,"For Free Cash Flow to Equity in 2020, what is the difference between the top and second-place companies among Cooper Companies (The), Cummins, Insulet Corporation? (Unit: $; Net Borrowing is approximated as the year-over-year change in (short-term debt + long-term debt)) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",32300000.0,hard,cash flow,CFO - Capex + Net Borrowing; Net Borrowing = delta(Short-Term Debt + Long-Term Debt),"corporate,year,NetCashFromOperatingActivities,CapitalExpenses,ShortTermDebt,LongTermDebt Cooper Companies (The),2019,713200000.0,292100000.0,563700000.0,1262600000.0 Cooper Companies (The),2020,486600000.0,310400000.0,409300000.0,1383900000.0 Cummins,2019,3181000000.0,700000000.0,660000000.0,1576000000.0 Cummins,2020,2722000000.0,528000000.0,323000000.0,3610000000.0 Insulet Corporation,2019,98400000.0,163700000.0,0.0,887900000.0 Insulet Corporation,2020,84000000.0,129000000.0,0.0,1043700000.0 ","corporate,year,Free Cash Flow to Equity Cooper Companies (The),2020,143100000.0 Cummins,2020,3891000000.0 Insulet Corporation,2020,110800000.0 " 2284,US,fundamental,"Among Starbucks, Sherwin-Williams, Vertex Pharmaceuticals, calculate the margin between the highest-Free Cash Flow to Equity company and the second-place company in 2020. (Unit: $; Net Borrowing is approximated as the year-over-year change in (short-term debt + long-term debt)) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1051427000.0,hard,cash flow,CFO - Capex + Net Borrowing; Net Borrowing = delta(Short-Term Debt + Long-Term Debt),"corporate,year,NetCashFromOperatingActivities,CapitalExpenses,ShortTermDebt,LongTermDebt Starbucks,2019,5047000000.0,1806600000.0,0.0,11167000000.0 Starbucks,2020,1597800000.0,1483600000.0,438800000.0,14659600000.0 Sherwin-Williams,2019,96600000.0,328900000.0,204700000.0,8050700000.0 Sherwin-Williams,2020,133900000.0,303800000.0,100000.0,8266900000.0 Vertex Pharmaceuticals,2019,1569330000.0,75451000.0,0.0,538576000.0 Vertex Pharmaceuticals,2020,3253505000.0,259798000.0,0.0,539042000.0 ","corporate,year,Free Cash Flow to Equity Sherwin-Williams,2020,-158300000.0 Starbucks,2020,4045600000.0 Vertex Pharmaceuticals,2020,2994173000.0 " 2285,US,fundamental,"Among CMS Energy, DuPont, Leidos, how much higher is the Operating Cash Flow Margin for the top company compared to the second place in 2018? (Unit: %) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",17.2443,hard,cash flow,CFO / Revenue * 100%,"corporate,year,NetCashFromOperatingActivities,Revenue CMS Energy,2018,1703000000.0,6873000000.0 DuPont,2018,4731000000.0,85977000000.0 Leidos,2018,768000000.0,10194000000.0 ","corporate,year,Operating Cash Flow Margin CMS Energy,2018,24.778117270478685 DuPont,2018,5.502634425485886 Leidos,2018,7.533843437316068 " 2286,US,fundamental,"Among NVR, Darden Restaurants, Advanced Micro Devices, what is the gap in Operating Cash Flow Margin between the highest-ranked company and the runner-up in 2025? (Unit: %) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",39.3226,hard,cash flow,CFO / Revenue * 100%,"corporate,year,NetCashFromOperatingActivities,Revenue NVR,2025,5994849000.0,10323959000.0 Darden Restaurants,2025,1707000000.0,12076700000.0 Advanced Micro Devices,2025,6493000000.0,34639000000.0 ","corporate,year,Operating Cash Flow Margin Advanced Micro Devices,2025,18.74476745864488 Darden Restaurants,2025,14.13465599046097 NVR,2025,58.06734606365639 " 2287,US,fundamental,"In 2021, within Chubb Limited, Coinbase, First Solar, HP Inc., by how much does the company with the lowest Operating Cash Flow Margin differ from the second-ranked company? (Unit: %) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.9688,hard,cash flow,CFO / Revenue * 100%,"corporate,year,NetCashFromOperatingActivities,Revenue Chubb Limited,2021,11149000000.0,40963000000.0 Coinbase,2021,10730031000.0,7839444000.0 First Solar,2021,237559000.0,2923377000.0 HP Inc.,2021,6409000000.0,63487000000.0 ","corporate,year,Operating Cash Flow Margin Chubb Limited,2021,27.217244830700878 Coinbase,2021,136.87234706951156 First Solar,2021,8.126184204089997 HP Inc.,2021,10.094980074660954 " 2288,US,fundamental,"For Operating Cash Flow Margin in 2020, what is the difference between the top and second-place companies among Quest Diagnostics, Steel Dynamics, Packaging Corporation of America? (Unit: %) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",5.7345,hard,cash flow,CFO / Revenue * 100%,"corporate,year,NetCashFromOperatingActivities,Revenue Quest Diagnostics,2020,2005000000.0,9437000000.0 Steel Dynamics,2020,987032000.0,9587691000.0 Packaging Corporation of America,2020,1032800000.0,6658200000.0 ","corporate,year,Operating Cash Flow Margin Packaging Corporation of America,2020,15.511699858820702 Quest Diagnostics,2020,21.246158736886724 Steel Dynamics,2020,10.294783175636345 " 2289,US,fundamental,"Among Fox Corporation (Class B), Lowe's, Regency Centers, Incyte, Veralto, calculate the margin between the highest-Operating Cash Flow Margin company and the second-place company in 2025. (Unit: %) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",25.785,hard,cash flow,CFO / Revenue * 100%,"corporate,year,NetCashFromOperatingActivities,Revenue Fox Corporation (Class B),2025,3324000000.0,16300000000.0 Lowe's,2025,9864000000.0,86286000000.0 Regency Centers,2025,827692000.0,1553524000.0 Incyte,2025,1413498000.0,5141242000.0 Veralto,2025,1077000000.0,5503000000.0 ","corporate,year,Operating Cash Flow Margin Fox Corporation (Class B),2025,20.392638036809814 Incyte,2025,27.493317762517304 Lowe's,2025,11.431750225992628 Regency Centers,2025,53.27835295753397 Veralto,2025,19.571143012902052 " 2290,US,fundamental,"Among NiSource, Xylem Inc., KeyCorp, how much lower is the Capex Intensity for the top company compared to the second place in 2016? (Unit: %) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",27.9617,hard,cash flow,Capex / Revenue * 100%,"corporate,year,CapitalExpenses,Revenue NiSource,2016,1475200000.0,4492500000.0 Xylem Inc.,2016,124000000.0,3771000000.0 KeyCorp,2016,145000000.0,464000000.0 ","corporate,year,Capex Intensity KeyCorp,2016,31.25 NiSource,2016,32.836950473010575 Xylem Inc.,2016,3.288252452930257 " 2291,US,fundamental,"Among Diamondback Energy, West Pharmaceutical Services, Mondelez International, what is the gap in Capex Intensity between the highest-ranked company and the runner-up in 2018? (Unit: %) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.8748,hard,cash flow,Capex / Revenue * 100%,"corporate,year,CapitalExpenses,Revenue Diamondback Energy,2018,6840000.0,2176256000.0 West Pharmaceutical Services,2018,104700000.0,1717400000.0 Mondelez International,2018,1095000000.0,25938000000.0 ","corporate,year,Capex Intensity Diamondback Energy,2018,0.31430125867544995 Mondelez International,2018,4.2216053666435345 West Pharmaceutical Services,2018,6.0964248282287175 " 2292,US,fundamental,"In 2022, within Fidelity National Information Services, Amgen, Sherwin-Williams, Steel Dynamics, by how much does the company with the lowest Capex Intensity differ from the second-ranked company? (Unit: %) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.0651,hard,cash flow,Capex / Revenue * 100%,"corporate,year,CapitalExpenses,Revenue Fidelity National Information Services,2022,268000000.0,14528000000.0 Amgen,2022,936000000.0,26323000000.0 Sherwin-Williams,2022,644500000.0,22148900000.0 Steel Dynamics,2022,908902000.0,21469251000.0 ","corporate,year,Capex Intensity Amgen,2022,3.5558257037571703 Fidelity National Information Services,2022,1.8447136563876654 Sherwin-Williams,2022,2.909851053551192 Steel Dynamics,2022,4.233505863804936 " 2293,US,fundamental,"For Capex Intensity in 2020, what is the difference between the top and second-place companies among Target Corporation, Align Technology, IBM, Alphabet Inc. (Class C), Howmet Aerospace? (Unit: %) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.7248,hard,cash flow,Capex / Revenue * 100%,"corporate,year,CapitalExpenses,Revenue Target Corporation,2020,2649000000.0,93561000000.0 Align Technology,2020,154916000.0,2471941000.0 IBM,2020,2618000000.0,73620000000.0 Alphabet Inc. (Class C),2020,22281000000.0,182527000000.0 Howmet Aerospace,2020,267000000.0,5259000000.0 ","corporate,year,Capex Intensity Align Technology,2020,6.266978054896942 Alphabet Inc. (Class C),2020,12.206961161910293 Howmet Aerospace,2020,5.077010838562464 IBM,2020,3.5560988861722356 Target Corporation,2020,2.8313079167601884 " 2294,US,fundamental,"Among CenterPoint Energy, A. O. Smith, Oneok, ON Semiconductor, calculate the margin between the lowest-Capex Intensity company and the second-place company in 2021. (Unit: %) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",2.0909,hard,cash flow,Capex / Revenue * 100%,"corporate,year,CapitalExpenses,Revenue CenterPoint Energy,2021,3164000000.0,8352000000.0 A. O. Smith,2021,75100000.0,3538900000.0 Oneok,2021,696854000.0,16540309000.0 ON Semiconductor,2021,444600000.0,6739800000.0 ","corporate,year,Capex Intensity A. O. Smith,2021,2.1221283449659496 CenterPoint Energy,2021,37.883141762452105 ON Semiconductor,2021,6.596634914982641 Oneok,2021,4.2130651851788254 " 2295,US,fundamental,"Among Blackstone Inc., Ameriprise Financial, Comcast, how much lower is the Cash Flow to Net Income for the top company compared to the second place in 2024? According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.4551,hard,cash flow,CFO / Net Income,"corporate,year,NetCashFromOperatingActivities,NetIncome Blackstone Inc.,2024,3481662000.0,2776508000.0 Ameriprise Financial,2024,6595000000.0,3401000000.0 Comcast,2024,27673000000.0,16192000000.0 ","corporate,year,Cash Flow to Net Income Ameriprise Financial,2024,1.939135548368127 Blackstone Inc.,2024,1.2539715354682932 Comcast,2024,1.7090538537549407 " 2296,US,fundamental,"Among IBM, Constellation Brands, Citigroup, what is the gap in Cash Flow to Net Income between the lowest-ranked company and the runner-up in 2025? According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",6.9732,hard,cash flow,CFO / Net Income,"corporate,year,NetCashFromOperatingActivities,NetIncome IBM,2025,13193000000.0,10593000000.0 Constellation Brands,2025,2669000000.0,1686700000.0 Citigroup,2025,-81941000000.0,14306000000.0 ","corporate,year,Cash Flow to Net Income Citigroup,2025,-5.7277366140081085 Constellation Brands,2025,1.5823797948657141 IBM,2025,1.2454451052581894 " 2297,US,fundamental,"In 2020, within Masco, Baxter International, Verisk Analytics, Home Depot (The), by how much does the company with the lowest Cash Flow to Net Income differ from the second-ranked company? According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.6857,hard,cash flow,CFO / Net Income,"corporate,year,NetCashFromOperatingActivities,NetIncome Masco,2020,953000000.0,1224000000.0 Baxter International,2020,1868000000.0,1102000000.0 Verisk Analytics,2020,1068200000.0,712700000.0 Home Depot (The),2020,18839000000.0,12866000000.0 ","corporate,year,Cash Flow to Net Income Baxter International,2020,1.6950998185117967 Home Depot (The),2020,1.4642468521685061 Masco,2020,0.7785947712418301 Verisk Analytics,2020,1.4988073523221552 " 2298,US,fundamental,"For Cash Flow to Net Income in 2023, what is the difference between the top and second-place companies among Cooper Companies (The), Global Payments, Tapestry, Air Products, O’Reilly Automotive? According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.2152,hard,cash flow,CFO / Net Income,"corporate,year,NetCashFromOperatingActivities,NetIncome Cooper Companies (The),2023,607500000.0,294200000.0 Global Payments,2023,2248741000.0,986233000.0 Tapestry,2023,975200000.0,936000000.0 Air Products,2023,3205700000.0,2300200000.0 O’Reilly Automotive,2023,3034084000.0,2346581000.0 ","corporate,year,Cash Flow to Net Income Air Products,2023,1.393661420746022 Cooper Companies (The),2023,2.064921821889871 Global Payments,2023,2.2801315713426744 O’Reilly Automotive,2023,1.2929807238701754 Tapestry,2023,1.041880341880342 " 2299,US,fundamental,"Among O’Reilly Automotive, D. R. Horton, Automatic Data Processing, Snap-on, calculate the margin between the highest-Cash Flow to Net Income company and the second-place company in 2021. According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.2912,hard,cash flow,CFO / Net Income,"corporate,year,NetCashFromOperatingActivities,NetIncome O’Reilly Automotive,2021,3207310000.0,2164685000.0 D. R. Horton,2021,534400000.0,4175800000.0 Automatic Data Processing,2021,3093300000.0,2598500000.0 Snap-on,2021,966600000.0,820500000.0 ","corporate,year,Cash Flow to Net Income Automatic Data Processing,2021,1.1904175485857225 D. R. Horton,2021,0.12797547775276594 O’Reilly Automotive,2021,1.4816520648500822 Snap-on,2021,1.1780621572212067 " 2300,US,fundamental,"Among Kenvue, Illinois Tool Works, American Electric Power, Marsh McLennan, how much higher is the Cash Flow to Debt for the top company compared to the second place in 2025? According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.1635,hard,cash flow,CFO / Total Debt; Total Debt = Short-Term Debt + Long-Term Debt,"corporate,year,NetCashFromOperatingActivities,ShortTermDebt,LongTermDebt Kenvue,2025,2197000000.0,1453000000.0,0.0 Illinois Tool Works,2025,3126000000.0,2286000000.0,6683000000.0 American Electric Power,2025,6944000000.0,1508000000.0,44128000000.0 Marsh McLennan,2025,5292000000.0,1267000000.0,18320000000.0 ","corporate,year,Cash Flow to Debt American Electric Power,2025,0.15216057498466123 Illinois Tool Works,2025,0.34853383877801314 Kenvue,2025,1.5120440467997247 Marsh McLennan,2025,0.270179200490121 " 2301,US,fundamental,"Among Mosaic Company (The), Lennox International, Accenture, what is the gap in Cash Flow to Debt between the highest-ranked company and the runner-up in 2024? According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",7.7744,hard,cash flow,CFO / Total Debt; Total Debt = Short-Term Debt + Long-Term Debt,"corporate,year,NetCashFromOperatingActivities,ShortTermDebt,LongTermDebt Mosaic Company (The),2024,1299200000.0,402300000.0,3332300000.0 Lennox International,2024,945700000.0,0.0,833100000.0 Accenture,2024,9131027000.0,946229000.0,78628000.0 ","corporate,year,Cash Flow to Debt Accenture,2024,8.909562016944802 Lennox International,2024,1.135157844196375 Mosaic Company (The),2024,0.3478819686177904 " 2302,US,fundamental,"In 2025, within Alexandria Real Estate Equities, Mondelez International, Principal Financial Group, Automatic Data Processing, by how much does the company with the highest Cash Flow to Debt differ from the second-ranked company? According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.5825,hard,cash flow,CFO / Total Debt; Total Debt = Short-Term Debt + Long-Term Debt,"corporate,year,NetCashFromOperatingActivities,ShortTermDebt,LongTermDebt Alexandria Real Estate Equities,2025,1414046000.0,0.0,12047394000.0 Mondelez International,2025,4514000000.0,2688000000.0,17222000000.0 Principal Financial Group,2025,4536700000.0,27700000.0,3926300000.0 Automatic Data Processing,2025,4939700000.0,4769500000.0,3974700000.0 ","corporate,year,Cash Flow to Debt Alexandria Real Estate Equities,2025,0.11737359963490859 Automatic Data Processing,2025,0.5649115985453215 Mondelez International,2025,0.22672024108488198 Principal Financial Group,2025,1.1473697521497217 " 2303,US,fundamental,"For Cash Flow to Debt in 2025, what is the difference between the top and second-place companies among Workday, Illinois Tool Works, Nasdaq Inc., Extra Space Storage, Datadog? According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.0839,hard,cash flow,CFO / Total Debt; Total Debt = Short-Term Debt + Long-Term Debt,"corporate,year,NetCashFromOperatingActivities,ShortTermDebt,LongTermDebt Workday,2025,2939000000.0,0.0,2987000000.0 Illinois Tool Works,2025,3126000000.0,2286000000.0,6683000000.0 Nasdaq Inc.,2025,2255000000.0,431000000.0,8573000000.0 Extra Space Storage,2025,1850193000.0,1079565000.0,9432427000.0 Datadog,2025,1050135000.0,0.0,983449000.0 ","corporate,year,Cash Flow to Debt Datadog,2025,1.0678082950920689 Extra Space Storage,2025,0.17600783942757947 Illinois Tool Works,2025,0.34853383877801314 Nasdaq Inc.,2025,0.2504442470013327 Workday,2025,0.98393036491463 " 2304,US,fundamental,"Among Pool Corporation, PNC Financial Services, PulteGroup, Healthpeak Properties, calculate the margin between the lowest-Cash Flow to Debt company and the second-place company in 2025. According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.1081,hard,cash flow,CFO / Total Debt; Total Debt = Short-Term Debt + Long-Term Debt,"corporate,year,NetCashFromOperatingActivities,ShortTermDebt,LongTermDebt Pool Corporation,2025,365850000.0,13029000.0,1186424000.0 PNC Financial Services,2025,4384000000.0,0.0,57101000000.0 PulteGroup,2025,1871249000.0,0.0,1631098000.0 Healthpeak Properties,2025,1251959000.0,0.0,6772722000.0 ","corporate,year,Cash Flow to Debt Healthpeak Properties,2025,0.18485315062392935 PNC Financial Services,2025,0.07677623859477067 Pool Corporation,2025,0.3050140355645448 PulteGroup,2025,1.1472327229878279 " 2305,US,fundamental,"Among Duke Energy, Progressive Corporation, Fifth Third Bancorp, how much higher is the Earnings Per Share Basic for the top company compared to the second place in 2021? According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.7428,hard,per share,(Net Income - Preferred Dividends) / Weighted-Average Basic Shares,"corporate,year,NetIncome,SharesAverage,PreferredDividendExpense Duke Energy,2021,3908000000.0,769000000.0,106000000.0 Progressive Corporation,2021,3350900000.0,584500000.0,26900000.0 Fifth Third Bancorp,2021,2770000000.0,702188552.0,111000000.0 ","corporate,year,Earnings Per Share Basic Duke Energy,2021,4.94408322496749 Fifth Third Bancorp,2021,3.786732199530362 Progressive Corporation,2021,5.686911890504705 " 2306,US,fundamental,"Among American International Group, Goldman Sachs, Huntington Bancshares, what is the gap in Earnings Per Share Basic between the lowest-ranked company and the runner-up in 2022? According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",11.6861,hard,per share,(Net Income - Preferred Dividends) / Weighted-Average Basic Shares,"corporate,year,NetIncome,SharesAverage,PreferredDividendExpense American International Group,2022,10276000000.0,778621118.0,29000000.0 Goldman Sachs,2022,11261000000.0,352100000.0,497000000.0 Huntington Bancshares,2022,2238000000.0,1441279000.0,113000000.0 ","corporate,year,Earnings Per Share Basic American International Group,2022,13.160444487199229 Goldman Sachs,2022,30.570860550979834 Huntington Bancshares,2022,1.474384903963771 " 2307,US,fundamental,"In 2019, within Williams Companies, Huntington Bancshares, Wells Fargo, by how much does the company with the lowest Earnings Per Share Basic differ from the second-ranked company? According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.5882,hard,per share,(Net Income - Preferred Dividends) / Weighted-Average Basic Shares,"corporate,year,NetIncome,SharesAverage,PreferredDividendExpense Williams Companies,2019,850000000.0,1212037000.0,3000000.0 Huntington Bancshares,2019,1411000000.0,1038840000.0,74000000.0 Wells Fargo,2019,19549000000.0,4393100000.0,1611000000.0 ","corporate,year,Earnings Per Share Basic Huntington Bancshares,2019,1.2870124369489044 Wells Fargo,2019,4.083221415401425 Williams Companies,2019,0.6988235507661895 " 2308,US,fundamental,"For Earnings Per Share Basic in 2023, what is the difference between the top and second-place companies among Charles Schwab Corporation, Morgan Stanley, Raymond James Financial? According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",2.9427,hard,per share,(Net Income - Preferred Dividends) / Weighted-Average Basic Shares,"corporate,year,NetIncome,SharesAverage,PreferredDividendExpense Charles Schwab Corporation,2023,5067000000.0,1824000000.0,418000000.0 Morgan Stanley,2023,9087000000.0,1628000000.0,557000000.0 Raymond James Financial,2023,1739000000.0,211800000.0,6000000.0 ","corporate,year,Earnings Per Share Basic Charles Schwab Corporation,2023,2.548793859649123 Morgan Stanley,2023,5.23955773955774 Raymond James Financial,2023,8.182247403210576 " 2309,US,fundamental,"Among Prologis, Allstate, Targa Resources, Wells Fargo, calculate the margin between the highest-Earnings Per Share Basic company and the second-place company in 2017. According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",4.3488,hard,per share,(Net Income - Preferred Dividends) / Weighted-Average Basic Shares,"corporate,year,NetIncome,SharesAverage,PreferredDividendExpense Prologis,2017,1652325000.0,530400000.0,6499000.0 Allstate,2017,3189000000.0,362000000.0,116000000.0 Targa Resources,2017,54000000.0,206900000.0,91700000.0 Wells Fargo,2017,22183000000.0,4964600000.0,1629000000.0 ","corporate,year,Earnings Per Share Basic Allstate,2017,8.488950276243093 Prologis,2017,3.1029901960784314 Targa Resources,2017,-0.18221362977283712 Wells Fargo,2017,4.140111992909802 " 2310,US,fundamental,"Among Raymond James Financial, Oneok, Wells Fargo, how much higher is the Earnings Per Share Diluted for the top company compared to the second place in 2024? According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",4.3517,hard,per share,(Net Income - Preferred Dividends) / Weighted-Average Diluted Shares,"corporate,year,NetIncome,SharesFullyDilutedAverage,PreferredDividendExpense Raymond James Financial,2024,2068000000.0,212300000.0,5000000.0 Oneok,2024,3035000000.0,586500000.0,1000000.0 Wells Fargo,2024,19722000000.0,3467600000.0,1116000000.0 ","corporate,year,Earnings Per Share Diluted Oneok,2024,5.17306052855925 Raymond James Financial,2024,9.717381064531324 Wells Fargo,2024,5.365670780943592 " 2311,US,fundamental,"Among Wells Fargo, Goldman Sachs, Huntington Bancshares, what is the gap in Earnings Per Share Diluted between the highest-ranked company and the runner-up in 2025? According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",45.0661,hard,per share,(Net Income - Preferred Dividends) / Weighted-Average Diluted Shares,"corporate,year,NetIncome,SharesFullyDilutedAverage,PreferredDividendExpense Wells Fargo,2025,21338000000.0,3242300000.0,1053000000.0 Goldman Sachs,2025,17176000000.0,317600000.0,876000000.0 Huntington Bancshares,2025,2211000000.0,1504836000.0,124000000.0 ","corporate,year,Earnings Per Share Diluted Goldman Sachs,2025,51.322418136020154 Huntington Bancshares,2025,1.3868620899553175 Wells Fargo,2025,6.2563612250562874 " 2312,US,fundamental,"In 2024, within Charles Schwab Corporation, Ameren, Morgan Stanley, by how much does the company with the lowest Earnings Per Share Diluted differ from the second-ranked company? According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.4222,hard,per share,(Net Income - Preferred Dividends) / Weighted-Average Diluted Shares,"corporate,year,NetIncome,SharesFullyDilutedAverage,PreferredDividendExpense Charles Schwab Corporation,2024,5942000000.0,1834000000.0,464000000.0 Ameren,2024,1184000000.0,267400000.0,5000000.0 Morgan Stanley,2024,13390000000.0,1611000000.0,590000000.0 ","corporate,year,Earnings Per Share Diluted Ameren,2024,4.409124906507105 Charles Schwab Corporation,2024,2.9869138495092695 Morgan Stanley,2024,7.945375543140906 " 2313,US,fundamental,"For Earnings Per Share Diluted in 2017, what is the difference between the top and second-place companies among Targa Resources, Southern Company, Alliant Energy? According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.9661,hard,per share,(Net Income - Preferred Dividends) / Weighted-Average Diluted Shares,"corporate,year,NetIncome,SharesFullyDilutedAverage,PreferredDividendExpense Targa Resources,2017,54000000.0,206900000.0,91700000.0 Southern Company,2017,1071000000.0,1008000000.0,38000000.0 Alliant Energy,2017,467500000.0,229700000.0,10200000.0 ","corporate,year,Earnings Per Share Diluted Alliant Energy,2017,1.9908576404005225 Southern Company,2017,1.0248015873015872 Targa Resources,2017,-0.18221362977283712 " 2314,US,fundamental,"Among Oneok, Alliant Energy, Huntington Bancshares, Allstate, calculate the margin between the lowest-Earnings Per Share Diluted company and the second-place company in 2020. According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.7224,hard,per share,(Net Income - Preferred Dividends) / Weighted-Average Diluted Shares,"corporate,year,NetIncome,SharesFullyDilutedAverage,PreferredDividendExpense Oneok,2020,612809000.0,431782000.0,1100000.0 Alliant Energy,2020,624000000.0,248700000.0,10000000.0 Huntington Bancshares,2020,817000000.0,1032683000.0,100000000.0 Allstate,2020,5576000000.0,315500000.0,115000000.0 ","corporate,year,Earnings Per Share Diluted Alliant Energy,2020,2.4688379573783674 Allstate,2020,17.30903328050713 Huntington Bancshares,2020,0.6943079337996267 Oneok,2020,1.416707968372929 " 2315,US,fundamental,"Among Biogen, Jabil, Raymond James Financial, how much lower is the Operating Cash Flow Per Share for the top company compared to the second place in 2020? According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",17.9957,hard,per share,CFO / Weighted-Average Basic Shares,"corporate,year,NetCashFromOperatingActivities,SharesAverage Biogen,2020,4229800000.0,160900000.0 Jabil,2020,1257275000.0,151613000.0 Raymond James Financial,2020,4054000000.0,137600000.0 ","corporate,year,Operating Cash Flow Per Share Biogen,2020,26.288377874456184 Jabil,2020,8.292659600430042 Raymond James Financial,2020,29.462209302325583 " 2316,US,fundamental,"Among PTC Inc., Arch Capital Group, Gen Digital, what is the gap in Operating Cash Flow Per Share between the lowest-ranked company and the runner-up in 2023? According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.9217,hard,per share,CFO / Weighted-Average Basic Shares,"corporate,year,NetCashFromOperatingActivities,SharesAverage PTC Inc.,2023,610861000.0,118341000.0 Arch Capital Group,2023,5749000000.0,368700000.0 Gen Digital,2023,2064000000.0,637000000.0 ","corporate,year,Operating Cash Flow Per Share Arch Capital Group,2023,15.59262272850556 Gen Digital,2023,3.240188383045526 PTC Inc.,2023,5.1618712027108105 " 2317,US,fundamental,"In 2022, within Erie Indemnity, T-Mobile US, Welltower, Vistra Corp., Coca-Cola Company (The), by how much does the company with the lowest Operating Cash Flow Per Share differ from the second-ranked company? According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.3977,hard,per share,CFO / Weighted-Average Basic Shares,"corporate,year,NetCashFromOperatingActivities,SharesAverage Erie Indemnity,2022,366152000.0,46191458.0 T-Mobile US,2022,16781000000.0,1249763934.0 Welltower,2022,1328708000.0,462185000.0 Vistra Corp.,2022,485000000.0,422447074.0 Coca-Cola Company (The),2022,11018000000.0,4328000000.0 ","corporate,year,Operating Cash Flow Per Share Coca-Cola Company (The),2022,2.5457486136783736 Erie Indemnity,2022,7.926833571696308 T-Mobile US,2022,13.427335789960475 Vistra Corp.,2022,1.1480728116014836 Welltower,2022,2.8748401614072288 " 2318,US,fundamental,"For Operating Cash Flow Per Share in 2019, what is the difference between the top and second-place companies among Quanta Services, Loews Corporation, Ameren? According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",3.6996,hard,per share,CFO / Weighted-Average Basic Shares,"corporate,year,NetCashFromOperatingActivities,SharesAverage Quanta Services,2019,526551000.0,145710000.0 Loews Corporation,2019,-26000000.0,302700000.0 Ameren,2019,2170000000.0,245600000.0 ","corporate,year,Operating Cash Flow Per Share Ameren,2019,8.835504885993485 Loews Corporation,2019,-0.08589362405021474 Quanta Services,2019,3.613691579164093 " 2319,US,fundamental,"Among Schlumberger, J.B. Hunt, Boston Scientific, calculate the margin between the highest-Operating Cash Flow Per Share company and the second-place company in 2016. According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",2.9803,hard,per share,CFO / Weighted-Average Basic Shares,"corporate,year,NetCashFromOperatingActivities,SharesAverage Schlumberger,2016,6261000000.0,1357000000.0 J.B. Hunt,2016,854143000.0,112474000.0 Boston Scientific,2016,972000000.0,1357600000.0 ","corporate,year,Operating Cash Flow Per Share Boston Scientific,2016,0.7159693576900412 J.B. Hunt,2016,7.594137311734268 Schlumberger,2016,4.6138540899042 " 2320,US,fundamental,"Among Rockwell Automation, Old Dominion, Alphabet Inc. (Class C), Berkshire Hathaway, how much lower is the Equity Multiplier for the top company compared to the second place in 2021? (Use the average of beginning and ending values) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.1199,hard,solvency,Average Total Assets / Average Stockholders Equity,"corporate,year,Assets,AllEquityBalance Rockwell Automation,2020,7264700000.0,1027800000.0 Rockwell Automation,2021,10701600000.0,2389600000.0 Old Dominion,2020,4369410000.0,3326288000.0 Old Dominion,2021,4821544000.0,3679807000.0 Alphabet Inc. (Class C),2020,319616000000.0,222544000000.0 Alphabet Inc. (Class C),2021,359268000000.0,251635000000.0 Berkshire Hathaway,2020,873729000000.0,443164000000.0 Berkshire Hathaway,2021,958784000000.0,506199000000.0 ","corporate,year,Equity Multiplier Alphabet Inc. (Class C),2021,1.4317040611245964 Berkshire Hathaway,2021,1.930255339632996 Old Dominion,2021,1.3118511810073943 Rockwell Automation,2021,5.257300872007959 " 2321,US,fundamental,"Among KeyCorp, Linde plc, Hormel Foods, what is the gap in Equity Multiplier between the lowest-ranked company and the runner-up in 2025? (Use the average of beginning and ending values) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.4993,hard,solvency,Average Total Assets / Average Stockholders Equity,"corporate,year,Assets,AllEquityBalance KeyCorp,2024,187168000000.0,18176000000.0 KeyCorp,2025,184381000000.0,20381000000.0 Linde plc,2024,80147000000.0,38092000000.0 Linde plc,2025,86817000000.0,38245000000.0 Hormel Foods,2024,13434729000.0,7993420000.0 Hormel Foods,2025,13393119000.0,7901171000.0 ","corporate,year,Equity Multiplier Hormel Foods,2025,1.6878602286777935 KeyCorp,2025,9.636356563010608 Linde plc,2025,2.1871962482151512 " 2322,US,fundamental,"In 2025, within Ares Management, Corning Inc., Packaging Corporation of America, Universal Health Services, Vertex Pharmaceuticals, by how much does the company with the highest Equity Multiplier differ from the second-ranked company? (Use the average of beginning and ending values) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",4.2343,hard,solvency,Average Total Assets / Average Stockholders Equity,"corporate,year,Assets,AllEquityBalance Ares Management,2024,24884308000.0,3543646000.0 Ares Management,2025,28633369000.0,4275463000.0 Corning Inc.,2024,27735000000.0,10686000000.0 Corning Inc.,2025,30976000000.0,11807000000.0 Packaging Corporation of America,2024,8833200000.0,4404000000.0 Packaging Corporation of America,2025,10725500000.0,4598000000.0 Universal Health Services,2024,14469749000.0,6666207000.0 Universal Health Services,2025,15527593000.0,7275792000.0 Vertex Pharmaceuticals,2024,22533200000.0,16409600000.0 Vertex Pharmaceuticals,2025,25643000000.0,18665800000.0 ","corporate,year,Equity Multiplier Ares Management,2025,6.84447256074829 Corning Inc.,2025,2.6101898368381273 Packaging Corporation of America,2025,2.172706065318818 Universal Health Services,2025,2.15158113266254 Vertex Pharmaceuticals,2025,1.3735039372323623 " 2323,US,fundamental,"For Equity Multiplier in 2019, what is the difference between the top and second-place companies among Regions Financial Corporation, Walmart, Charter Communications? (Use the average of beginning and ending values) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",3.6816,hard,solvency,Average Total Assets / Average Stockholders Equity,"corporate,year,Assets,AllEquityBalance Regions Financial Corporation,2018,125688000000.0,15090000000.0 Regions Financial Corporation,2019,126240000000.0,16295000000.0 Walmart,2018,219295000000.0,72496000000.0 Walmart,2019,236495000000.0,74669000000.0 Charter Communications,2018,146130000000.0,36285000000.0 Charter Communications,2019,148188000000.0,31445000000.0 ","corporate,year,Equity Multiplier Charter Communications,2019,4.345459914365865 Regions Financial Corporation,2019,8.02701927672455 Walmart,2019,3.097135867903374 " 2324,US,fundamental,"Among Ross Stores, Norfolk Southern, eBay Inc., calculate the margin between the highest-Equity Multiplier company and the second-place company in 2020. (Use the average of beginning and ending values) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",2.5104,hard,solvency,Average Total Assets / Average Stockholders Equity,"corporate,year,Assets,AllEquityBalance Ross Stores,2019,9348367000.0,3359249000.0 Ross Stores,2020,12717867000.0,3290640000.0 Norfolk Southern,2019,37923000000.0,15184000000.0 Norfolk Southern,2020,37962000000.0,14791000000.0 eBay Inc.,2019,18174000000.0,2870000000.0 eBay Inc.,2020,19310000000.0,3561000000.0 ","corporate,year,Equity Multiplier Norfolk Southern,2020,2.5316096747289407 Ross Stores,2020,3.3182860646245373 eBay Inc.,2020,5.828642512828487 " 2325,US,fundamental,"Among Waters Corporation, Marsh McLennan, Linde plc, how much higher is the EBITDA for the top company compared to the second place in 2022? (Unit: $; Use the sum of Pretax Income and Interest Expense as EBIT) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",4647000000.0,hard,valuation,EBITDA = EBIT + D&A = Pretax Income + Interest Expense + D&A,"corporate,year,PretaxIncomeLoss,InterestExpense,DepreciationExpense,AmortizationOfIntangibles Waters Corporation,2022,837846000.0,48797000.0,71998000.0,0.0 Marsh McLennan,2022,4082000000.0,469000000.0,381000000.0,338000000.0 Linde plc,2022,5543000000.0,170000000.0,4204000000.0,0.0 ","corporate,year,EBITDA Linde plc,2022,9917000000.0 Marsh McLennan,2022,5270000000.0 Waters Corporation,2022,958641000.0 " 2326,US,fundamental,"Among Supermicro, Applied Materials, Fastenal, what is the gap in EBITDA between the highest-ranked company and the runner-up in 2025? (Unit: $; Use the sum of Pretax Income and Interest Expense as EBIT) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",8134600000.0,hard,valuation,EBITDA = EBIT + D&A = Pretax Income + Interest Expense + D&A,"corporate,year,PretaxIncomeLoss,InterestExpense,DepreciationExpense,AmortizationOfIntangibles Supermicro,2025,1211916000.0,30251000.0,0.0,0.0 Applied Materials,2025,9271000000.0,269000000.0,435000000.0,0.0 Fastenal,2025,1655000000.0,6200000.0,168500000.0,10700000.0 ","corporate,year,EBITDA Applied Materials,2025,9975000000.0 Fastenal,2025,1840400000.0 Supermicro,2025,1242167000.0 " 2327,US,fundamental,"In 2023, within NextEra Energy, Alphabet Inc. (Class C), T-Mobile US, by how much does the company with the lowest EBITDA differ from the second-ranked company? (Unit: $; Use the sum of Pretax Income and Interest Expense as EBIT) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",11522000000.0,hard,valuation,EBITDA = EBIT + D&A = Pretax Income + Interest Expense + D&A,"corporate,year,PretaxIncomeLoss,InterestExpense,Depreciation & Amortization NextEra Energy,2023,7288000000.0,2463000000.0,5879000000.0 Alphabet Inc. (Class C),2023,85717000000.0,0.0,11946000000.0 T-Mobile US,2023,10999000000.0,3335000000.0,12818000000.0 ","corporate,year,EBITDA Alphabet Inc. (Class C),2023,97663000000.0 NextEra Energy,2023,15630000000.0 T-Mobile US,2023,27152000000.0 " 2328,US,fundamental,"For EBITDA in 2021, what is the difference between the top and second-place companies among Duke Energy, Snap-on, United Rentals, FirstEnergy, Equinix? (Unit: $; Use the sum of Pretax Income and Interest Expense as EBIT) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1446881000.0,hard,valuation,EBITDA = EBIT + D&A = Pretax Income + Interest Expense + D&A,"corporate,year,PretaxIncomeLoss,InterestExpense,DepreciationExpense,AmortizationOfIntangibles Duke Energy,2021,3764000000.0,2280000000.0,5663000000.0,0.0 Snap-on,2021,1086900000.0,53100000.0,75600000.0,29200000.0 United Rentals,2021,1846000000.0,424000000.0,1611000000.0,0.0 FirstEnergy,2021,1559000000.0,1141000000.0,1601000000.0,0.0 Equinix,2021,608952000.0,426439000.0,1450806000.0,205484000.0 ","corporate,year,EBITDA Duke Energy,2021,11707000000.0 Equinix,2021,2691681000.0 FirstEnergy,2021,4301000000.0 Snap-on,2021,1244800000.0 United Rentals,2021,3881000000.0 " 2329,US,fundamental,"Among Paycom, Hubbell Incorporated, Apple Inc., NextEra Energy, calculate the margin between the highest-EBITDA company and the second-place company in 2023. (Unit: $; Use the sum of Pretax Income and Interest Expense as EBIT) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",113428000000.0,hard,valuation,EBITDA = EBIT + D&A = Pretax Income + Interest Expense + D&A,"corporate,year,PretaxIncomeLoss,InterestExpense,Depreciation & Amortization Paycom,2023,472399000.0,1927000.0,113948000.0 Hubbell Incorporated,2023,983300000.0,0.0,149700000.0 Apple Inc.,2023,113736000000.0,3803000000.0,11519000000.0 NextEra Energy,2023,7288000000.0,2463000000.0,5879000000.0 ","corporate,year,EBITDA Apple Inc.,2023,129058000000.0 Hubbell Incorporated,2023,1133000000.0 NextEra Energy,2023,15630000000.0 Paycom,2023,588274000.0 " 2330,US,fundamental,"Among State Street Corporation, Textron, International Flavors & Fragrances, how much higher is the NOPAT for the top company compared to the second place in 2017? (Unit: $; Use the sum of Pretax Income and Interest Expense as EBIT) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",2094221254.4759,hard,valuation,NOPAT = EBIT x (1 - effective tax rate); EBIT = Pretax Income + Interest Expense; effective tax rate = Income Taxes / Pretax Income,"corporate,year,PretaxIncomeLoss,InterestExpense,IncomeTaxes State Street Corporation,2017,2899000000.0,604000000.0,722000000.0 Textron,2017,762000000.0,174000000.0,456000000.0 International Flavors & Fragrances,2017,537045000.0,65363000.0,58889000.0 ","corporate,year,NOPAT International Flavors & Fragrances,2017,536351701.7158711 State Street Corporation,2017,2630572956.19179 Textron,2017,375874015.74803144 " 2331,US,fundamental,"Among DTE Energy, Interactive Brokers, Walmart, what is the gap in NOPAT between the lowest-ranked company and the runner-up in 2018? (Unit: $; Use the sum of Pretax Income and Interest Expense as EBIT) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",89306872.6897,hard,valuation,NOPAT = EBIT x (1 - effective tax rate); EBIT = Pretax Income + Interest Expense; effective tax rate = Income Taxes / Pretax Income,"corporate,year,PretaxIncomeLoss,InterestExpense,IncomeTaxes DTE Energy,2018,1216000000.0,559000000.0,98000000.0 Interactive Brokers,2018,1196000000.0,444000000.0,71000000.0 Walmart,2018,11460000000.0,2348000000.0,4281000000.0 ","corporate,year,NOPAT DTE Energy,2018,1631949013.1578948 Interactive Brokers,2018,1542642140.4682274 Walmart,2018,8649880628.272251 " 2332,US,fundamental,"In 2025, within Nucor, J.B. Hunt, Brown–Forman, by how much does the company with the highest NOPAT differ from the second-ranked company? (Unit: $; Use the sum of Pretax Income and Interest Expense as EBIT) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1117749203.1723,hard,valuation,NOPAT = EBIT x (1 - effective tax rate); EBIT = Pretax Income + Interest Expense; effective tax rate = Income Taxes / Pretax Income,"corporate,year,PretaxIncomeLoss,InterestExpense,IncomeTaxes Nucor,2025,2568000000.0,59000000.0,530000000.0 J.B. Hunt,2025,794112000.0,66561000.0,195830000.0 Brown–Forman,2025,1081000000.0,122000000.0,212000000.0 ","corporate,year,NOPAT Brown–Forman,2025,967074005.5504164 J.B. Hunt,2025,648428891.3730054 Nucor,2025,2084823208.7227414 " 2333,US,fundamental,"For NOPAT in 2022, what is the difference between the top and second-place companies among Cboe Global Markets, Dominion Energy, Clorox, Linde plc, Emcor? (Unit: $; Use the sum of Pretax Income and Interest Expense as EBIT) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",2346401972.0466,hard,valuation,NOPAT = EBIT x (1 - effective tax rate); EBIT = Pretax Income + Interest Expense; effective tax rate = Income Taxes / Pretax Income,"corporate,year,PretaxIncomeLoss,InterestExpense,IncomeTaxes Cboe Global Markets,2022,432900000.0,51000000.0,197900000.0 Dominion Energy,2022,1053000000.0,966000000.0,68000000.0 Clorox,2022,607000000.0,106000000.0,100000000.0 Linde plc,2022,5543000000.0,170000000.0,1434000000.0 Emcor,2022,558750000.0,13199000.0,152628000.0 ","corporate,year,NOPAT Cboe Global Markets,2022,262685377.68537766 Clorox,2022,595537067.5453048 Dominion Energy,2022,1888618233.6182337 Emcor,2022,415715564.7033557 Linde plc,2022,4235020205.6648026 " 2334,US,fundamental,"Among Tapestry, Monster Beverage, O’Reilly Automotive, AES Corporation, calculate the margin between the highest-NOPAT company and the second-place company in 2024. (Unit: $; Use the sum of Pretax Income and Interest Expense as EBIT) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1032894268.384,hard,valuation,NOPAT = EBIT x (1 - effective tax rate); EBIT = Pretax Income + Interest Expense; effective tax rate = Income Taxes / Pretax Income,"corporate,year,PretaxIncomeLoss,InterestExpense,IncomeTaxes Tapestry,2024,1011900000.0,262800000.0,195900000.0 Monster Beverage,2024,1989459000.0,25270000.0,480411000.0 O’Reilly Automotive,2024,3045064000.0,222548000.0,658384000.0 AES Corporation,2024,894000000.0,1485000000.0,345000000.0 ","corporate,year,NOPAT AES Corporation,2024,1460929530.201342 Monster Beverage,2024,1528215845.6102889 O’Reilly Automotive,2024,2561110113.99432 Tapestry,2024,1027922917.2843167 " 2335,US,fundamental,"Calculate the Gross Margin of Yum! Brands from 2022 to 2024 and make a year-over-year comparison. How many times was there a YoY decrease? (Indicator unit: %) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.0,hard,profitability,(Revenue - COGS) / Revenue * 100%,"year,Revenue,CostOfGoodsAndServicesSold 2022,6842000000.0,1745000000.0 2023,7076000000.0,1774000000.0 2024,7549000000.0,2120000000.0 ","year,Gross Margin 2022,74.49576147325342 2023,74.92933860938383 2024,71.91681017353292 " 2336,US,fundamental,"Within the 2019–2021 window, how many times did Waste Management's Gross Margin decrease from one year to the next? (Indicator unit: %) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.0,hard,profitability,(Revenue - COGS) / Revenue * 100%,"year,Revenue,CostOfGoodsAndServicesSold 2019,15455000000.0,9496000000.0 2020,15218000000.0,9341000000.0 2021,17931000000.0,11111000000.0 ","year,Gross Margin 2019,38.557101261727595 2020,38.61874096464713 2021,38.034688528247166 " 2337,US,fundamental,"Comparing Ameren's Gross Margin year by year from 2019 to 2023, how many times did it decrease relative to the preceding year? (Indicator unit: %) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.0,hard,profitability,(Revenue - COGS) / Revenue * 100%,"year,Revenue,CostOfGoodsAndServicesSold 2019,5910000000.0,1745000000.0 2020,5794000000.0,1661000000.0 2021,6394000000.0,1774000000.0 2022,7957000000.0,1937000000.0 2023,7500000000.0,1866000000.0 ","year,Gross Margin 2019,70.47377326565145 2020,71.33241284086986 2021,72.25523928683141 2022,75.65665451803444 2023,75.12 " 2338,US,fundamental,"Taking 2021 as the starting reference, how many year-over-year increases occurred in Viatris's Gross Margin up to 2025? (Indicator unit: %) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",2.0,hard,profitability,(Revenue - COGS) / Revenue * 100%,"year,Revenue,CostOfGoodsAndServicesSold 2021,17886300000.0,12310800000.0 2022,16262700000.0,9765700000.0 2023,15426900000.0,8988300000.0 2024,14739300000.0,9115700000.0 2025,14299900000.0,9286400000.0 ","year,Gross Margin 2021,31.17190251756931 2022,39.95031575322671 2023,41.73618808704276 2024,38.153779351800964 2025,35.05968573206806 " 2339,US,fundamental,"For Parker Hannifin's Gross Margin from 2017 to 2021, count the number of YoY decreases between each consecutive pair of years. (Indicator unit: %) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.0,hard,profitability,(Revenue - COGS) / Revenue * 100%,"year,Revenue,CostOfGoodsAndServicesSold 2017,12029312000.0,9188962000.0 2018,14302392000.0,10762841000.0 2019,14320324000.0,10703484000.0 2020,13695520000.0,10286518000.0 2021,14347640000.0,10449680000.0 ","year,Gross Margin 2017,23.611907314400028 2018,24.747965235465507 2019,25.256691119558468 2020,24.891365935722046 2021,27.1679523601094 " 2340,US,fundamental,"Calculate the EBIT Margin of Accenture from 2021 to 2023 and make a year-over-year comparison. How many times was there a YoY decrease? (Indicator unit: %; Use the sum of Pretax Income and Interest Expense as EBIT) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",2.0,hard,profitability,EBIT / Revenue * 100% = (Pretax Income + Interest Expense) / Revenue * 100%,"year,Revenue,PretaxIncomeLoss,InterestExpense 2021,50533389000.0,7761116000.0,59492000.0 2022,61594305000.0,9196167000.0,47320000.0 2023,64111745000.0,9139332000.0,47525000.0 ","year,EBIT Margin 2021,15.476120154933604 2022,15.007048135375504 2023,14.329444628281449 " 2341,US,fundamental,"Within the 2020–2022 window, how many times did Applied Materials's EBIT Margin decrease from one year to the next? (Indicator unit: %; Use the sum of Pretax Income and Interest Expense as EBIT) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.0,hard,profitability,EBIT / Revenue * 100% = (Pretax Income + Interest Expense) / Revenue * 100%,"year,Revenue,PretaxIncomeLoss,InterestExpense 2020,17202000000.0,4166000000.0,240000000.0 2021,23063000000.0,6771000000.0,236000000.0 2022,25785000000.0,7599000000.0,228000000.0 ","year,EBIT Margin 2020,25.613300778979188 2021,30.381997138273427 2022,30.354857475276326 " 2342,US,fundamental,"Comparing Hershey Company (The)'s EBIT Margin year by year from 2016 to 2018, how many times did it increase relative to the preceding year? (Indicator unit: %; Use the sum of Pretax Income and Interest Expense as EBIT) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",2.0,hard,profitability,EBIT / Revenue * 100% = (Pretax Income + Interest Expense) / Revenue * 100%,"year,Revenue,PretaxIncomeLoss,InterestExpense 2016,7440181000.0,1099481000.0,90951000.0 2017,7515426000.0,1110668000.0,101874000.0 2018,7791069000.0,1410061000.0,132486000.0 ","year,EBIT Margin 2016,16.00004085922103 2017,16.134042168734013 2018,19.798913345524216 " 2343,US,fundamental,"Taking 2017 as the starting reference, how many year-over-year increases occurred in Ecolab's EBIT Margin up to 2021? (Indicator unit: %; Use the sum of Pretax Income and Interest Expense as EBIT) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",2.0,hard,profitability,EBIT / Revenue * 100% = (Pretax Income + Interest Expense) / Revenue * 100%,"year,Revenue,PretaxIncomeLoss,InterestExpense 2017,13838300000.0,1764800000.0,239300000.0 2018,14668200000.0,1804600000.0,206400000.0 2019,14906300000.0,1898900000.0,189400000.0 2020,11790200000.0,1161400000.0,262500000.0 2021,12733100000.0,1414200000.0,208700000.0 ","year,EBIT Margin 2017,14.482270221053165 2018,13.709930325465974 2019,14.009512756351342 2020,12.076979186103713 2021,12.745521514792154 " 2344,US,fundamental,"For Analog Devices's EBIT Margin from 2018 to 2020, count the number of YoY decreases between each consecutive pair of years. (Indicator unit: %; Use the sum of Pretax Income and Interest Expense as EBIT) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",2.0,hard,profitability,EBIT / Revenue * 100% = (Pretax Income + Interest Expense) / Revenue * 100%,"year,Revenue,PretaxIncomeLoss,InterestExpense 2018,6200942000.0,1638517000.0,253589000.0 2019,5991065000.0,1485728000.0,229075000.0 2020,5603056000.0,1311617000.0,193305000.0 ","year,EBIT Margin 2018,30.513202671465077 2019,28.622673931930297 2020,26.858949830235503 " 2345,US,fundamental,"Calculate the EBITDA Margin of IDEX Corporation from 2017 to 2021 and make a year-over-year comparison. How many times was there a YoY increase? (Indicator unit: %; Use the sum of Pretax Income and Interest Expense as EBIT) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",2.0,hard,profitability,(Pretax Income + Interest Expense + D&A) / Revenue * 100%,"year,Revenue,PretaxIncomeLoss,InterestExpense,DepreciationExpense,AmortizationOfIntangibles 2017,2287312000.0,455273000.0,44889000.0,38314000.0,45902000.0 2018,2483666000.0,528939000.0,44134000.0,39049000.0,38495000.0 2019,2494573000.0,532903000.0,44341000.0,0.0,37333000.0 2020,2351646000.0,470340000.0,44746000.0,0.0,41844000.0 2021,2764800000.0,579800000.0,41000000.0,0.0,56400000.0 ","year,EBITDA Margin 2017,25.548678973397593 2018,26.19583309511021 2019,24.63656104672022 2020,23.682561065738636 2021,24.49363425925926 " 2346,US,fundamental,"Within the 2018–2020 window, how many times did Arthur J. Gallagher & Co.'s EBITDA Margin increase from one year to the next? (Indicator unit: %; Use the sum of Pretax Income and Interest Expense as EBIT) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",2.0,hard,profitability,(Pretax Income + Interest Expense + D&A) / Revenue * 100%,"year,Revenue,PretaxIncomeLoss,InterestExpense,Depreciation & Amortization 2018,6934000000.0,479400000.0,138400000.0,419000000.0 2019,7195000000.0,626100000.0,179800000.0,474400000.0 2020,7003600000.0,870900000.0,196400000.0,562400000.0 ","year,EBITDA Margin 2018,14.952408422267089 2019,17.794301598332176 2020,23.269461419841225 " 2347,US,fundamental,"Comparing Cintas's EBITDA Margin year by year from 2022 to 2024, how many times did it increase relative to the preceding year? (Indicator unit: %; Use the sum of Pretax Income and Interest Expense as EBIT) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.0,hard,profitability,(Pretax Income + Interest Expense + D&A) / Revenue * 100%,"year,Revenue,PretaxIncomeLoss,InterestExpense,Depreciation & Amortization 2022,7854459000.0,1498768000.0,88844000.0,249376000.0 2023,8815769000.0,1693148000.0,111232000.0,257041000.0 2024,9596615000.0,1973635000.0,100740000.0,280866000.0 ","year,EBITDA Margin 2022,23.38783613231669 2023,23.38333729025795 2024,24.542414174164538 " 2348,US,fundamental,"Taking 2018 as the starting reference, how many year-over-year decreases occurred in Vici Properties's EBITDA Margin up to 2022? (Indicator unit: %; Use the sum of Pretax Income and Interest Expense as EBIT) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",2.0,hard,profitability,(Pretax Income + Interest Expense + D&A) / Revenue * 100%,"year,Revenue,PretaxIncomeLoss,InterestExpense,Depreciation & Amortization 2018,897977000.0,533558000.0,213309000.0,3686000.0 2019,894798000.0,555986000.0,209379000.0,3831000.0 2020,1225574000.0,897039000.0,308605000.0,3731000.0 2021,1509568000.0,1026045000.0,323219000.0,3091000.0 2022,2600697000.0,1139143000.0,466806000.0,3182000.0 ","year,EBITDA Margin 2018,83.58265300781646 2019,85.96308887592507 2020,98.67825198641617 2021,89.58556355195658 2022,61.87306710470308 " 2349,US,fundamental,"For Old Dominion's EBITDA Margin from 2022 to 2024, count the number of YoY increases between each consecutive pair of years. (Indicator unit: %; Use the sum of Pretax Income and Interest Expense as EBIT) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.0,hard,profitability,(Pretax Income + Interest Expense + D&A) / Revenue * 100%,"year,Revenue,PretaxIncomeLoss,InterestExpense,Depreciation & Amortization 2022,6260077000.0,1841349000.0,3953000.0,276050000.0 2023,5866152000.0,1647776000.0,3484000.0,324435000.0 2024,5814810000.0,1557597000.0,2909000.0,344568000.0 ","year,EBITDA Margin 2022,33.88699531970613 2023,33.67957393534978 2024,32.76244623642045 " 2350,US,fundamental,"Calculate the Net Profit Margin of Palantir Technologies from 2023 to 2025 and make a year-over-year comparison. How many times was there a YoY decrease? (Indicator unit: %) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.0,hard,profitability,Net Income / Revenue * 100%,"year,Revenue,NetIncome 2023,2225012000.0,209825000.0 2024,2865507000.0,462190000.0 2025,4475446000.0,1625033000.0 ","year,Net Profit Margin 2023,9.430286218681069 2024,16.129431894600152 2025,36.30996776634105 " 2351,US,fundamental,"Within the 2018–2022 window, how many times did Brown & Brown's Net Profit Margin increase from one year to the next? (Indicator unit: %) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",2.0,hard,profitability,Net Income / Revenue * 100%,"year,Revenue,NetIncome 2018,2014246000.0,344255000.0 2019,2392171000.0,398514000.0 2020,2613375000.0,480483000.0 2021,3051398000.0,587104000.0 2022,3573400000.0,671800000.0 ","year,Net Profit Margin 2018,17.09101073056618 2019,16.659093350767982 2020,18.385535944898837 2021,19.24049239070092 2022,18.80002238764202 " 2352,US,fundamental,"Comparing J.B. Hunt's Net Profit Margin year by year from 2017 to 2021, how many times did it decrease relative to the preceding year? (Indicator unit: %) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",3.0,hard,profitability,Net Income / Revenue * 100%,"year,Revenue,NetIncome 2017,7189568000.0,686263000.0 2018,8614874000.0,489585000.0 2019,9165258000.0,516320000.0 2020,9636573000.0,506035000.0 2021,12168302000.0,760806000.0 ","year,Net Profit Margin 2017,9.545260577547914 2018,5.683019856123258 2019,5.633447525426998 2020,5.2511925141852815 2021,6.252359614348822 " 2353,US,fundamental,"Taking 2020 as the starting reference, how many year-over-year increases occurred in Emcor's Net Profit Margin up to 2024? (Indicator unit: %) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",3.0,hard,profitability,Net Income / Revenue * 100%,"year,Revenue,NetIncome 2020,8797061000.0,132943000.0 2021,9903580000.0,383532000.0 2022,11076120000.0,406122000.0 2023,12582873000.0,632994000.0 2024,14566116000.0,1007145000.0 ","year,Net Profit Margin 2020,1.5112206224328784 2021,3.872660189547618 2022,3.666644998429053 2023,5.030599927377476 2024,6.914300284303653 " 2354,US,fundamental,"For Jacobs Solutions's Net Profit Margin from 2020 to 2024, count the number of YoY increases between each consecutive pair of years. (Indicator unit: %) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",2.0,hard,profitability,Net Income / Revenue * 100%,"year,Revenue,NetIncome 2020,13566975000.0,491845000.0 2021,14092632000.0,477030000.0 2022,14922825000.0,644039000.0 2023,16352414000.0,665777000.0 2024,11500941000.0,806093000.0 ","year,Net Profit Margin 2020,3.6253107269675073 2021,3.3849603111753717 2022,4.315798114633121 2023,4.071429453779729 2024,7.008930834442155 " 2355,US,fundamental,"Calculate the Return on Equity of Monolithic Power Systems from 2019 to 2023 and make a year-over-year comparison. How many times was there a YoY decrease? (Indicator unit: %; Use the average of beginning and ending stockholders’ equity) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.0,hard,profitability,Net Income / Average Stockholders Equity * 100%,"year,NetIncome,AllEquityBalance 2018,105268000.0,640093000.0 2019,108839000.0,773491000.0 2020,164375000.0,966587000.0 2021,242023000.0,1243985000.0 2022,437672000.0,1668602000.0 2023,427374000.0,2049939000.0 ","year,Return on Equity 2019,15.399014137115305 2020,18.892831240898396 2021,21.89686651237779 2022,30.05383186836994 2023,22.986112026195222 " 2356,US,fundamental,"Within the 2017–2019 window, how many times did American Express's Return on Equity increase from one year to the next? (Indicator unit: %; Use the average of beginning and ending stockholders’ equity) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.0,hard,profitability,Net Income / Average Stockholders Equity * 100%,"year,NetIncome,AllEquityBalance 2016,5408000000.0,20501000000.0 2017,2736000000.0,18227000000.0 2018,6921000000.0,22290000000.0 2019,6759000000.0,23071000000.0 ","year,Return on Equity 2017,14.129312125593884 2018,34.16343756941531 2019,29.800930314587422 " 2357,US,fundamental,"Comparing Chipotle Mexican Grill's Return on Equity year by year from 2017 to 2019, how many times did it increase relative to the preceding year? (Indicator unit: %; Use the average of beginning and ending stockholders’ equity) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.0,hard,profitability,Net Income / Average Stockholders Equity * 100%,"year,NetIncome,AllEquityBalance 2016,22938000.0,1402493000.0 2017,176253000.0,1364445000.0 2018,176553000.0,1441339000.0 2019,350158000.0,1683026000.0 ","year,Return on Equity 2017,12.739931288666389 2018,12.584931698234788 2019,22.414666660265368 " 2358,US,fundamental,"Taking 2023 as the starting reference, how many year-over-year decreases occurred in Nasdaq Inc.'s Return on Equity up to 2025? (Indicator unit: %; Use the average of beginning and ending stockholders’ equity) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.0,hard,profitability,Net Income / Average Stockholders Equity * 100%,"year,NetIncome,AllEquityBalance 2022,1125000000.0,6151000000.0 2023,1059000000.0,10816000000.0 2024,1117000000.0,11191000000.0 2025,1788000000.0,12227000000.0 ","year,Return on Equity 2023,12.48305534272411 2024,10.151315490525741 2025,15.270304893671534 " 2359,US,fundamental,"For Quest Diagnostics's Return on Equity from 2022 to 2024, count the number of YoY increases between each consecutive pair of years. (Indicator unit: %; Use the average of beginning and ending stockholders’ equity) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.0,hard,profitability,Net Income / Average Stockholders Equity * 100%,"year,NetIncome,AllEquityBalance 2021,1995000000.0,6444000000.0 2022,946000000.0,5893000000.0 2023,854000000.0,6307000000.0 2024,871000000.0,6778000000.0 ","year,Return on Equity 2022,15.33598119477993 2023,14.000000000000002 2024,13.31295376385174 " 2360,US,fundamental,"Calculate the Return on Assets of Charles Schwab Corporation from 2017 to 2021 and make a year-over-year comparison. How many times was there a YoY increase? (Indicator unit: %; Use the average of beginning and ending total assets) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",2.0,hard,profitability,Net Income / Average Total Assets * 100%,"year,NetIncome,Assets 2016,1889000000.0,223383000000.0 2017,2354000000.0,243274000000.0 2018,3507000000.0,296482000000.0 2019,3704000000.0,294005000000.0 2020,3299000000.0,549009000000.0 2021,5855000000.0,667270000000.0 ","year,Return on Assets 2017,1.008878041045136 2018,1.299476059552835 2019,1.2545576786618502 2020,0.7826679034986371 2021,0.9627725217651543 " 2361,US,fundamental,"Within the 2023–2025 window, how many times did McDonald's's Return on Assets increase from one year to the next? (Indicator unit: %; Use the average of beginning and ending total assets) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.0,hard,profitability,Net Income / Average Total Assets * 100%,"year,NetIncome,Assets 2022,6177400000.0,50435600000.0 2023,8468800000.0,56146800000.0 2024,8223000000.0,55182000000.0 2025,8563000000.0,59515000000.0 ","year,Return on Assets 2023,15.891554327919055 2024,14.772457800676914 2025,14.93151520963931 " 2362,US,fundamental,"Comparing Waste Management's Return on Assets year by year from 2020 to 2022, how many times did it decrease relative to the preceding year? (Indicator unit: %; Use the average of beginning and ending total assets) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.0,hard,profitability,Net Income / Average Total Assets * 100%,"year,NetIncome,Assets 2019,1670000000.0,27743000000.0 2020,1496000000.0,29345000000.0 2021,1816000000.0,29097000000.0 2022,2238000000.0,31367000000.0 ","year,Return on Assets 2020,5.241031390134529 2021,6.214708599979467 2022,7.402752050807091 " 2363,US,fundamental,"Taking 2020 as the starting reference, how many year-over-year decreases occurred in Ameren's Return on Assets up to 2022? (Indicator unit: %; Use the average of beginning and ending total assets) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.0,hard,profitability,Net Income / Average Total Assets * 100%,"year,NetIncome,Assets 2019,769000000.0,28933000000.0 2020,815000000.0,32030000000.0 2021,943000000.0,35735000000.0 2022,1075000000.0,37904000000.0 ","year,Return on Assets 2020,2.6737529321063596 2021,2.783147642588357 2022,2.9196485557924468 " 2364,US,fundamental,"For S&P Global's Return on Assets from 2022 to 2024, count the number of YoY decreases between each consecutive pair of years. (Indicator unit: %; Use the average of beginning and ending total assets) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.0,hard,profitability,Net Income / Average Total Assets * 100%,"year,NetIncome,Assets 2021,3024000000.0,15026000000.0 2022,3248000000.0,61784000000.0 2023,2626000000.0,60589000000.0 2024,3852000000.0,60221000000.0 ","year,Return on Assets 2022,8.457232131232912 2023,4.291796392995187 2024,6.376955550037248 " 2365,US,fundamental,"Calculate the Return on Invested Capital of Moody's Corporation from 2022 to 2024 and make a year-over-year comparison. How many times was there a YoY decrease? (Indicator unit: %; Use the sum of Pretax Income and Interest Expense as EBIT; Use the average of beginning and ending invested capital. Total cash is deducted rather than excess cash. Operating lease liabilities are capitalized and included in debt per ASC 842.) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.0,hard,profitability,ROIC = NOPAT / Average Invested Capital * 100%; NOPAT = EBIT x (1 - effective tax rate); EBIT = Pretax Income + Interest Expense; effective tax rate = Income Taxes / Pretax Income; Invested Capital = Equity (incl. minority) + Total Debt (short + long-term debt + operating lease liabilities) - Cash and Short-Term Investments,"year,PretaxIncomeLoss,InterestExpense,IncomeTaxes,AllEquityBalanceIncludingMinorityInterest,ShortTermDebt,LongTermDebt,OperatingLeaseCurrentDebtEquivalent,OperatingLeaseNonCurrentDebtEquivalent,CashAndMarketableSecurities,ShortTermInvestments 2021,2755000000.0,171000000.0,541000000.0,2916000000.0,0.0,7413000000.0,105000000.0,455000000.0,1811000000.0,91000000.0 2022,1760000000.0,231000000.0,386000000.0,2689000000.0,0.0,7389000000.0,106000000.0,368000000.0,1769000000.0,90000000.0 2023,1935000000.0,251000000.0,327000000.0,3476000000.0,0.0,7001000000.0,108000000.0,306000000.0,2130000000.0,63000000.0 2024,2699000000.0,237000000.0,640000000.0,3727000000.0,0.0,6731000000.0,102000000.0,216000000.0,2408000000.0,566000000.0 ","year,Return on Invested Capital 2022,17.58300339366516 2023,20.891069469684712 2024,27.149107974895305 " 2366,US,fundamental,"Within the 2021–2025 window, how many times did Accenture's Return on Invested Capital decrease from one year to the next? (Indicator unit: %; Use the sum of Pretax Income and Interest Expense as EBIT; Use the average of beginning and ending invested capital. Total cash is deducted rather than excess cash. Operating lease liabilities are capitalized and included in debt per ASC 842.) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",4.0,hard,profitability,ROIC = NOPAT / Average Invested Capital * 100%; NOPAT = EBIT x (1 - effective tax rate); EBIT = Pretax Income + Interest Expense; effective tax rate = Income Taxes / Pretax Income; Invested Capital = Equity (incl. minority) + Total Debt (short + long-term debt + operating lease liabilities) - Cash and Short-Term Investments,"year,PretaxIncomeLoss,InterestExpense,IncomeTaxes,AllEquityBalanceIncludingMinorityInterest,ShortTermDebt,LongTermDebt,OperatingLeaseCurrentDebtEquivalent,OperatingLeaseNonCurrentDebtEquivalent,CashAndMarketableSecurities,ShortTermInvestments 2020,6774331000.0,33071000.0,1589018000.0,17499173000.0,7820000.0,54052000.0,756057000.0,2667584000.0,8415330000.0,94309000.0 2021,7761116000.0,59492000.0,1770571000.0,20097114000.0,12080000.0,53473000.0,744164000.0,2696917000.0,8168174000.0,4294000.0 2022,9196167000.0,47320000.0,2207207000.0,22747088000.0,9175000.0,45893000.0,707598000.0,2563090000.0,7889833000.0,3973000.0 2023,9139332000.0,47525000.0,2135802000.0,26458593000.0,104810000.0,43093000.0,690417000.0,2310714000.0,9045032000.0,4575000.0 2024,9699323000.0,58969000.0,2280126000.0,29168248000.0,946229000.0,78628000.0,726202000.0,2369490000.0,5004469000.0,5396000.0 2025,10270393000.0,228555000.0,2437993000.0,32240967000.0,114484000.0,5034169000.0,729003000.0,2305210000.0,11478729000.0,5945000.0 ","year,Return on Invested Capital 2021,43.262338884096955 2022,41.80217840793797 2023,36.34735874326224 2024,30.568261147238786 2025,27.98660464181944 " 2367,US,fundamental,"Comparing IBM's Return on Invested Capital year by year from 2020 to 2022, how many times did it decrease relative to the preceding year? (Indicator unit: %; Use the sum of Pretax Income and Interest Expense as EBIT; Use the average of beginning and ending invested capital. Total cash is deducted rather than excess cash. Operating lease liabilities are capitalized and included in debt per ASC 842.) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.0,hard,profitability,ROIC = NOPAT / Average Invested Capital * 100%; NOPAT = EBIT x (1 - effective tax rate); EBIT = Pretax Income + Interest Expense; effective tax rate = Income Taxes / Pretax Income; Invested Capital = Equity (incl. minority) + Total Debt (short + long-term debt + operating lease liabilities) - Cash and Short-Term Investments,"year,PretaxIncomeLoss,InterestExpense,IncomeTaxes,AllEquityBalanceIncludingMinorityInterest,ShortTermDebt,LongTermDebt,OperatingLeaseCurrentDebtEquivalent,OperatingLeaseNonCurrentDebtEquivalent,CashAndMarketableSecurities,ShortTermInvestments 2019,10166000000.0,1685000000.0,2091000000.0,20985000000.0,8797000000.0,54102000000.0,1380000000.0,3879000000.0,8172000000.0,696000000.0 2020,4637000000.0,1830000000.0,2253000000.0,20727000000.0,7183000000.0,54355000000.0,1357000000.0,3574000000.0,13212000000.0,600000000.0 2021,4837000000.0,1512000000.0,2103000000.0,18996000000.0,6787000000.0,44917000000.0,974000000.0,2462000000.0,6650000000.0,0.0 2022,1156000000.0,1401000000.0,1865000000.0,22021000000.0,4760000000.0,46189000000.0,874000000.0,2190000000.0,7886000000.0,0.0 ","year,Return on Invested Capital 2020,4.327569081274539 2021,5.094941842182501 2022,-2.3124936827498264 " 2368,US,fundamental,"Taking 2019 as the starting reference, how many year-over-year increases occurred in United Parcel Service's Return on Invested Capital up to 2021? (Indicator unit: %; Use the sum of Pretax Income and Interest Expense as EBIT; Use the average of beginning and ending invested capital. Total cash is deducted rather than excess cash. Operating lease liabilities are capitalized and included in debt per ASC 842.) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.0,hard,profitability,ROIC = NOPAT / Average Invested Capital * 100%; NOPAT = EBIT x (1 - effective tax rate); EBIT = Pretax Income + Interest Expense; effective tax rate = Income Taxes / Pretax Income; Invested Capital = Equity (incl. minority) + Total Debt (short + long-term debt + operating lease liabilities) - Cash and Short-Term Investments,"year,PretaxIncomeLoss,InterestExpense,IncomeTaxes,AllEquityBalanceIncludingMinorityInterest,ShortTermDebt,LongTermDebt,OperatingLeaseCurrentDebtEquivalent,OperatingLeaseNonCurrentDebtEquivalent,CashAndMarketableSecurities,ShortTermInvestments 2018,6019000000.0,605000000.0,1228000000.0,3037000000.0,2805000000.0,19931000000.0,0.0,0.0,4225000000.0,810000000.0 2019,5652000000.0,653000000.0,1212000000.0,3283000000.0,3420000000.0,21818000000.0,538000000.0,2391000000.0,5238000000.0,503000000.0 2020,1844000000.0,701000000.0,501000000.0,669000000.0,2623000000.0,22031000000.0,560000000.0,2540000000.0,5910000000.0,406000000.0 2021,16595000000.0,694000000.0,3705000000.0,14269000000.0,0.0,19784000000.0,580000000.0,3033000000.0,10255000000.0,338000000.0 ","year,Return on Invested Capital 2019,21.327415760547478 2020,7.752818831551315 2021,54.6118647720783 " 2369,US,fundamental,"For 3M's Return on Invested Capital from 2017 to 2021, count the number of YoY increases between each consecutive pair of years. (Indicator unit: %; Use the sum of Pretax Income and Interest Expense as EBIT; Use the average of beginning and ending invested capital. Total cash is deducted rather than excess cash. Operating lease liabilities are capitalized and included in debt per ASC 842.) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",2.0,hard,profitability,ROIC = NOPAT / Average Invested Capital * 100%; NOPAT = EBIT x (1 - effective tax rate); EBIT = Pretax Income + Interest Expense; effective tax rate = Income Taxes / Pretax Income; Invested Capital = Equity (incl. minority) + Total Debt (short + long-term debt + operating lease liabilities) - Cash and Short-Term Investments,"year,PretaxIncomeLoss,InterestExpense,IncomeTaxes,AllEquityBalanceIncludingMinorityInterest,ShortTermDebt,LongTermDebt,OperatingLeaseCurrentDebtEquivalent,OperatingLeaseNonCurrentDebtEquivalent,CashAndMarketableSecurities,ShortTermInvestments 2016,7053000000.0,199000000.0,1995000000.0,10343000000.0,972000000.0,10678000000.0,0.0,0.0,2398000000.0,0.0 2017,7548000000.0,0.0,2679000000.0,11622000000.0,1853000000.0,12096000000.0,0.0,0.0,3053000000.0,0.0 2018,7000000000.0,0.0,1637000000.0,9848000000.0,1211000000.0,13411000000.0,0.0,0.0,2853000000.0,380000000.0 2019,5712000000.0,0.0,1130000000.0,10126000000.0,0.0,17518000000.0,247000000.0,607000000.0,0.0,98000000.0 2020,6711000000.0,0.0,1318000000.0,12931000000.0,0.0,17989000000.0,256000000.0,609000000.0,0.0,404000000.0 2021,7204000000.0,0.0,1285000000.0,15117000000.0,1307000000.0,16056000000.0,263000000.0,591000000.0,201000000.0,0.0 ","year,Return on Invested Capital 2017,23.123501056680833 2018,24.51376985487373 2019,18.462034369522733 2020,18.042521871497634 2021,18.34950553368261 " 2370,US,fundamental,"Calculate the Days Inventory Outstanding of Huntington Ingalls Industries from 2021 to 2023 and make a year-over-year comparison. How many times was there a YoY increase? (Use the average of beginning and ending inventory; one year is assumed to have 365 days) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",2.0,hard,operational efficiency,Average Inventory / COGS * 365,"year,CostOfGoodsAndServicesSold,Inventories 2020,7691000000.0,137000000.0 2021,8156000000.0,161000000.0 2022,9236000000.0,183000000.0 2023,9808000000.0,186000000.0 ","year,Days Inventory Outstanding 2021,6.668097106424718 2022,6.797314854915548 2023,6.866078711256118 " 2371,US,fundamental,"Within the 2018–2020 window, how many times did Amphenol's Days Inventory Outstanding decrease from one year to the next? (Use the average of beginning and ending inventory; one year is assumed to have 365 days) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.0,hard,operational efficiency,Average Inventory / COGS * 365,"year,CostOfGoodsAndServicesSold,Inventories 2017,4701400000.0,1106900000.0 2018,5547100000.0,1233800000.0 2019,5609400000.0,1310100000.0 2020,5934800000.0,1462200000.0 ","year,Days Inventory Outstanding 2018,77.00920300697662 2019,82.76495703640317 2020,85.25051391790792 " 2372,US,fundamental,"Comparing Hasbro's Days Inventory Outstanding year by year from 2018 to 2022, how many times did it decrease relative to the preceding year? (Use the average of beginning and ending inventory; one year is assumed to have 365 days) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.0,hard,operational efficiency,Average Inventory / COGS * 365,"year,CostOfGoodsAndServicesSold,Inventories 2017,2033693000.0,433293000.0 2018,1850678000.0,443383000.0 2019,1807849000.0,446105000.0 2020,1718888000.0,395633000.0 2021,1927500000.0,552100000.0 2022,1911800000.0,676800000.0 ","year,Days Inventory Outstanding 2018,86.45121949901603 2019,89.7926541431281 2020,89.37009566650067 2021,89.7334747081712 2022,117.31051888272832 " 2373,US,fundamental,"Taking 2022 as the starting reference, how many year-over-year decreases occurred in Lululemon Athletica's Days Inventory Outstanding up to 2024? (Use the average of beginning and ending inventory; one year is assumed to have 365 days) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.0,hard,operational efficiency,Average Inventory / COGS * 365,"year,CostOfGoodsAndServicesSold,Inventories 2021,2648052000.0,966481000.0 2022,3618178000.0,1447367000.0 2023,4009873000.0,1323602000.0 2024,4317315000.0,1442081000.0 ","year,Days Inventory Outstanding 2022,121.7538938106417 2023,126.11417930193798 2024,116.90996545306515 " 2374,US,fundamental,"For Genuine Parts Company's Days Inventory Outstanding from 2020 to 2024, count the number of YoY decreases between each consecutive pair of years. (Use the average of beginning and ending inventory; one year is assumed to have 365 days) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",2.0,hard,operational efficiency,Average Inventory / COGS * 365,"year,CostOfGoodsAndServicesSold,Inventories 2019,13076036000.0,3831183000.0 2020,10882592000.0,3506271000.0 2021,12236374000.0,3889919000.0 2022,14355869000.0,4441649000.0 2023,14799938000.0,4676686000.0 2024,14962954000.0,5514427000.0 ","year,Days Inventory Outstanding 2020,123.04838360199481 2021,110.31083840686792 2022,105.9156474609792 2023,112.4393992393752 2024,124.2988598708517 " 2375,US,fundamental,"Calculate the Days Sales Outstanding of Comcast from 2017 to 2021 and make a year-over-year comparison. How many times was there a YoY decrease? (Use the average of beginning and ending trade receivables; one year is assumed to have 365 days) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",2.0,hard,operational efficiency,Average Trade Receivables / Revenue * 365,"year,Revenue,TradeReceivables 2016,80403000000.0,7955000000.0 2017,84526000000.0,8546000000.0 2018,94507000000.0,11104000000.0 2019,108942000000.0,11292000000.0 2020,103564000000.0,11466000000.0 2021,116385000000.0,12008000000.0 ","year,Days Sales Outstanding 2017,35.627292194117786 2018,37.9456019130858 2019,37.51785353674432 2020,40.10404194507744 2021,36.808910082914466 " 2376,US,fundamental,"Within the 2019–2023 window, how many times did IBM's Days Sales Outstanding decrease from one year to the next? (Use the average of beginning and ending trade receivables; one year is assumed to have 365 days) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",4.0,hard,operational efficiency,Average Trade Receivables / Revenue * 365,"year,Revenue,TradeReceivables 2018,79591000000.0,22388000000.0 2019,77147000000.0,14192000000.0 2020,73620000000.0,10892000000.0 2021,57350000000.0,7221000000.0 2022,60530000000.0,6851000000.0 2023,61860000000.0,7214000000.0 ","year,Days Sales Outstanding 2019,86.53414909199321 2020,62.181879923933714 2021,57.63945074106365 2022,42.427556583512306 2023,41.49470578726156 " 2377,US,fundamental,"Comparing Xylem Inc.'s Days Sales Outstanding year by year from 2017 to 2021, how many times did it decrease relative to the preceding year? (Use the average of beginning and ending trade receivables; one year is assumed to have 365 days) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",2.0,hard,operational efficiency,Average Trade Receivables / Revenue * 365,"year,Revenue,TradeReceivables 2016,3771000000.0,843000000.0 2017,4707000000.0,956000000.0 2018,5207000000.0,1031000000.0 2019,5249000000.0,1036000000.0 2020,4876000000.0,923000000.0 2021,5195000000.0,953000000.0 ","year,Days Sales Outstanding 2017,69.75090291055875 2018,69.64230843095832 2019,71.86654600876358 2020,73.3218826907301 2021,65.90375360923966 " 2378,US,fundamental,"Taking 2021 as the starting reference, how many year-over-year increases occurred in PepsiCo's Days Sales Outstanding up to 2023? (Use the average of beginning and ending trade receivables; one year is assumed to have 365 days) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",2.0,hard,operational efficiency,Average Trade Receivables / Revenue * 365,"year,Revenue,TradeReceivables 2020,70372000000.0,8404000000.0 2021,79474000000.0,8680000000.0 2022,86392000000.0,10163000000.0 2023,91471000000.0,10815000000.0 ","year,Days Sales Outstanding 2021,39.23081762589023 2022,39.80516135753311 2023,41.85463152255906 " 2379,US,fundamental,"For Intuitive Surgical's Days Sales Outstanding from 2022 to 2024, count the number of YoY increases between each consecutive pair of years. (Use the average of beginning and ending trade receivables; one year is assumed to have 365 days) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.0,hard,operational efficiency,Average Trade Receivables / Revenue * 365,"year,Revenue,TradeReceivables 2021,5710100000.0,782700000.0 2022,6222200000.0,942100000.0 2023,7124100000.0,1130200000.0 2024,8352100000.0,1225400000.0 ","year,Days Sales Outstanding 2022,50.58918067564527 2023,53.086670596987695 2024,51.47172567378264 " 2380,US,fundamental,"Calculate the Days Payable Outstanding of Netflix from 2019 to 2021 and make a year-over-year comparison. How many times was there a YoY increase? (Use the average of beginning and ending trade payables; one year is assumed to have 365 days) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.0,hard,operational efficiency,Average Trade Payables / COGS * 365,"year,CostOfGoodsAndServicesSold,TradePayables 2018,9967538000.0,562985000.0 2019,12440213000.0,674347000.0 2020,15276319000.0,656183000.0 2021,17332683000.0,837483000.0 ","year,Days Payable Outstanding 2019,18.151866853083625 2020,15.895303377731247 2021,15.727169590535983 " 2381,US,fundamental,"Within the 2019–2023 window, how many times did Steris's Days Payable Outstanding decrease from one year to the next? (Use the average of beginning and ending trade payables; one year is assumed to have 365 days) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",2.0,hard,operational efficiency,Average Trade Payables / COGS * 365,"year,CostOfGoodsAndServicesSold,TradePayables 2018,1606743000.0,152913000.0 2019,1710972000.0,149341000.0 2020,1764419000.0,156950000.0 2021,2568702000.0,225737000.0 2022,2798147000.0,279620000.0 2023,2920541000.0,251723000.0 ","year,Days Payable Outstanding 2019,32.23977657144594 2020,31.680744483028125 2021,27.188976183301918 2022,32.960259950603024 2023,33.202785887957056 " 2382,US,fundamental,"Comparing Gen Digital's Days Payable Outstanding year by year from 2017 to 2021, how many times did it increase relative to the preceding year? (Use the average of beginning and ending trade payables; one year is assumed to have 365 days) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.0,hard,operational efficiency,Average Trade Payables / COGS * 365,"year,CostOfGoodsAndServicesSold,TradePayables 2016,853000000.0,180000000.0 2016,615000000.0,175000000.0 2017,1032000000.0,168000000.0 2018,1050000000.0,165000000.0 2020,393000000.0,87000000.0 2021,362000000.0,52000000.0 ","year,Days Payable Outstanding 2016,105.34552845528457 2017,60.65649224806201 2018,57.878571428571426 2020,117.02290076335878 2021,70.07596685082873 " 2383,US,fundamental,"Taking 2018 as the starting reference, how many year-over-year increases occurred in Costco's Days Payable Outstanding up to 2020? (Use the average of beginning and ending trade payables; one year is assumed to have 365 days) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",2.0,hard,operational efficiency,Average Trade Payables / COGS * 365,"year,CostOfGoodsAndServicesSold,TradePayables 2017,111882000000.0,9608000000.0 2018,123152000000.0,11237000000.0 2019,132886000000.0,11679000000.0 2020,144939000000.0,14172000000.0 ","year,Days Payable Outstanding 2018,30.890383428608548 2019,31.47186310070286 2020,32.5502970215056 " 2384,US,fundamental,"For Southwest Airlines's Days Payable Outstanding from 2022 to 2024, count the number of YoY increases between each consecutive pair of years. (Use the average of beginning and ending trade payables; one year is assumed to have 365 days) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.0,hard,operational efficiency,Average Trade Payables / COGS * 365,"year,CostOfGoodsAndServicesSold,TradePayables 2021,7743000000.0,1282000000.0 2022,9376000000.0,2004000000.0 2023,11152000000.0,1862000000.0 2024,12240000000.0,1818000000.0 ","year,Days Payable Outstanding 2022,63.96064419795221 2023,63.26623027259684 2024,54.869281045751634 " 2385,US,fundamental,"Calculate the Operating Cycle of KLA Corporation from 2023 to 2025 and make a year-over-year comparison. How many times was there a YoY decrease? (Use the average of beginning and ending inventory and trade receivables; one year is assumed to have 365 days) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.0,hard,operational efficiency,Days Inventory Outstanding + Days Sales Outstanding,"year,CostOfGoodsAndServicesSold,Inventories,Revenue,TradeReceivables 2022,3592441000.0,2146889000.0,9211883000.0,1811877000.0 2023,4218307000.0,2876784000.0,10496056000.0,1753361000.0 2024,3928073000.0,3034781000.0,9812247000.0,1833041000.0 2025,4751867000.0,3212149000.0,12156162000.0,2263915000.0 ","year,Operating Cycle 2023,279.3337121098209 2024,341.35813949022474 2025,301.426770753387 " 2386,US,fundamental,"Within the 2019–2021 window, how many times did Electronic Arts's Operating Cycle increase from one year to the next? (Use the average of beginning and ending inventory and trade receivables; one year is assumed to have 365 days) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.0,hard,operational efficiency,Days Inventory Outstanding + Days Sales Outstanding,"year,CostOfGoodsAndServicesSold,Inventories,Revenue,TradeReceivables 2018,1322000000.0,0.0,4950000000.0,623000000.0 2019,1369000000.0,0.0,5537000000.0,461000000.0 2020,1494000000.0,0.0,5629000000.0,521000000.0 2021,1859000000.0,0.0,6991000000.0,650000000.0 ","year,Operating Cycle 2019,35.72873397146469 2020,31.837804228104456 2021,30.568945787440995 " 2387,US,fundamental,"Comparing Albemarle Corporation's Operating Cycle year by year from 2021 to 2023, how many times did it decrease relative to the preceding year? (Use the average of beginning and ending inventory and trade receivables; one year is assumed to have 365 days) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",2.0,hard,operational efficiency,Days Inventory Outstanding + Days Sales Outstanding,"year,CostOfGoodsAndServicesSold,Inventories,Revenue,TradeReceivables 2020,2134056000.0,750237000.0,3128909000.0,530838000.0 2021,2329986000.0,812920000.0,3327957000.0,556922000.0 2022,4245517000.0,2076031000.0,7320104000.0,1190970000.0 2023,8431294000.0,2161287000.0,9617203000.0,1213160000.0 ","year,Operating Cycle 2021,182.0879238376246 2022,167.7632383059335 2023,137.340840502503 " 2388,US,fundamental,"Taking 2020 as the starting reference, how many year-over-year decreases occurred in Chevron Corporation's Operating Cycle up to 2022? (Use the average of beginning and ending inventory and trade receivables; one year is assumed to have 365 days) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",2.0,hard,operational efficiency,Days Inventory Outstanding + Days Sales Outstanding,"year,CostOfGoodsAndServicesSold,Inventories,Revenue,TradeReceivables 2019,80113000000.0,5848000000.0,139865000000.0,13325000000.0 2020,50488000000.0,5676000000.0,94471000000.0,11471000000.0 2021,89372000000.0,6305000000.0,155606000000.0,18419000000.0 2022,145416000000.0,8247000000.0,235717000000.0,20456000000.0 ","year,Operating Cycle 2020,89.55719192987101 2021,59.52152735875114 2022,48.36137986445628 " 2389,US,fundamental,"For Stryker Corporation's Operating Cycle from 2017 to 2019, count the number of YoY increases between each consecutive pair of years. (Use the average of beginning and ending inventory and trade receivables; one year is assumed to have 365 days) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",2.0,hard,operational efficiency,Days Inventory Outstanding + Days Sales Outstanding,"year,CostOfGoodsAndServicesSold,Inventories,Revenue,TradeReceivables 2016,3830000000.0,2030000000.0,11325000000.0,1967000000.0 2017,4271000000.0,2465000000.0,12444000000.0,2198000000.0 2018,4663000000.0,2955000000.0,13601000000.0,2332000000.0 2019,5188000000.0,3282000000.0,14884000000.0,2893000000.0 ","year,Operating Cycle 2017,253.1541791891688 2018,272.9115193227252 2019,283.4673008142952 " 2390,US,fundamental,"Calculate the Cash Conversion Cycle of Howmet Aerospace from 2021 to 2025 and make a year-over-year comparison. How many times was there a YoY decrease? (Use the average of beginning and ending inventory, trade receivables, and trade payables; one year is assumed to have 365 days) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.0,hard,operational efficiency,Days Inventory Outstanding + Days Sales Outstanding - Days Payable Outstanding,"year,CostOfGoodsAndServicesSold,Inventories,Revenue,TradeReceivables,TradePayables 2020,3878000000.0,1488000000.0,5259000000.0,328000000.0,599000000.0 2021,3596000000.0,1402000000.0,4972000000.0,367000000.0,732000000.0 2022,4103000000.0,1609000000.0,5663000000.0,506000000.0,962000000.0 2023,4773000000.0,1765000000.0,6640000000.0,675000000.0,982000000.0 2024,5119000000.0,1840000000.0,7430000000.0,689000000.0,948000000.0 2025,5432000000.0,1849000000.0,8252000000.0,779000000.0,845000000.0 ","year,Cash Conversion Cycle 2021,104.6309086166179 2022,86.71363739009227 2023,87.13706562579672 2024,93.2196179119986 2025,96.16636338260838 " 2391,US,fundamental,"Within the 2020–2024 window, how many times did Omnicom Group's Cash Conversion Cycle increase from one year to the next? (Use the average of beginning and ending inventory, trade receivables, and trade payables; one year is assumed to have 365 days) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",3.0,hard,operational efficiency,Days Inventory Outstanding + Days Sales Outstanding - Days Payable Outstanding,"year,CostOfGoodsAndServicesSold,Inventories,Revenue,TradeReceivables,TradePayables 2019,12194000000.0,0.0,14953700000.0,7829000000.0,11768400000.0 2020,10989200000.0,0.0,13171100000.0,7813400000.0,11513000000.0 2021,11499700000.0,0.0,14289400000.0,8472500000.0,11897200000.0 2022,11607900000.0,0.0,14289100000.0,8097100000.0,11000200000.0 2023,11982700000.0,0.0,14692200000.0,8659800000.0,11634000000.0 2024,12764700000.0,0.0,15689100000.0,9242000000.0,12484400000.0 ","year,Cash Conversion Cycle 2020,-169.896635144151 2021,-163.52067862916053 2022,-148.36761432330727 2023,-136.5786487334637 2024,-136.5878467149971 " 2392,US,fundamental,"Comparing American Electric Power's Cash Conversion Cycle year by year from 2019 to 2021, how many times did it decrease relative to the preceding year? (Use the average of beginning and ending inventory, trade receivables, and trade payables; one year is assumed to have 365 days) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.0,hard,operational efficiency,Days Inventory Outstanding + Days Sales Outstanding - Days Payable Outstanding,"year,CostOfGoodsAndServicesSold,Inventories,Revenue,TradeReceivables,TradePayables 2018,5786500000.0,579600000.0,16195700000.0,1926500000.0,1874300000.0 2019,5106100000.0,640700000.0,15561400000.0,1705100000.0,2085800000.0 2020,4369700000.0,680600000.0,14918500000.0,1842700000.0,1709700000.0 2021,5466300000.0,681300000.0,16792000000.0,1941600000.0,2054600000.0 ","year,Cash Conversion Cycle 2019,-55.33428891898855 2020,-59.93395775666609 2021,-39.07865648822583 " 2393,US,fundamental,"Taking 2023 as the starting reference, how many year-over-year decreases occurred in Dover Corporation's Cash Conversion Cycle up to 2025? (Use the average of beginning and ending inventory, trade receivables, and trade payables; one year is assumed to have 365 days) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.0,hard,operational efficiency,Days Inventory Outstanding + Days Sales Outstanding - Days Payable Outstanding,"year,CostOfGoodsAndServicesSold,Inventories,Revenue,TradeReceivables,TradePayables 2022,5444532000.0,1366608000.0,8508088000.0,1516871000.0,1068144000.0 2023,5353501000.0,1225452000.0,8438134000.0,1432040000.0,958542000.0 2024,4787288000.0,1144838000.0,7745909000.0,1354225000.0,848006000.0 2025,4874402000.0,1272784000.0,8092571000.0,1371352000.0,875678000.0 ","year,Cash Conversion Cycle 2023,83.05257032397412 2024,87.13755533530447 2025,87.44735825895737 " 2394,US,fundamental,"For Deckers Brands's Cash Conversion Cycle from 2018 to 2022, count the number of YoY increases between each consecutive pair of years. (Use the average of beginning and ending inventory, trade receivables, and trade payables; one year is assumed to have 365 days) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.0,hard,operational efficiency,Days Inventory Outstanding + Days Sales Outstanding - Days Payable Outstanding,"year,CostOfGoodsAndServicesSold,Inventories,Revenue,TradeReceivables,TradePayables 2017,971697000.0,299602000.0,1903339000.0,143704000.0,93939000.0 2018,980187000.0,278842000.0,2020437000.0,178602000.0,124974000.0 2019,1029016000.0,311620000.0,2132689000.0,185596000.0,147892000.0 2020,1171551000.0,278242000.0,2545641000.0,215718000.0,231632000.0 2021,1542788000.0,506796000.0,3150339000.0,302688000.0,327487000.0 2022,1801916000.0,532852000.0,3627286000.0,301511000.0,265605000.0 ","year,Cash Conversion Cycle 2018,96.05363566596216 2019,87.49230269920214 2020,61.53637001046381 2021,56.75588815581402 2022,75.62679848611367 " 2395,US,fundamental,"Calculate the Inventory Turnover of Revvity from 2018 to 2020 and make a year-over-year comparison. How many times was there a YoY increase? (Use the average of beginning and ending inventory) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.0,hard,operational efficiency,COGS / Average Inventory,"year,CostOfGoodsAndServicesSold,Inventories 2017,708685000.0,351675000.0 2018,1437057000.0,338347000.0 2019,1487618000.0,356937000.0 2020,1672868000.0,514567000.0 ","year,Inventory Turnover 2018,4.165249803629449 2019,4.279166498869527 2020,3.83903688336485 " 2396,US,fundamental,"Within the 2020–2024 window, how many times did Ecolab's Inventory Turnover increase from one year to the next? (Use the average of beginning and ending inventory) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",3.0,hard,operational efficiency,COGS / Average Inventory,"year,CostOfGoodsAndServicesSold,Inventories 2019,8723400000.0,1505600000.0 2020,6905800000.0,1285200000.0 2021,7615800000.0,1491800000.0 2022,8831000000.0,1792800000.0 2023,9154900000.0,1497200000.0 2024,8899700000.0,1464900000.0 ","year,Inventory Turnover 2020,4.948975204242511 2021,5.484911775297083 2022,5.377214881568532 2023,5.5652887537993925 2024,6.009047635123729 " 2397,US,fundamental,"Comparing Illinois Tool Works's Inventory Turnover year by year from 2023 to 2025, how many times did it increase relative to the preceding year? (Use the average of beginning and ending inventory) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",2.0,hard,operational efficiency,COGS / Average Inventory,"year,CostOfGoodsAndServicesSold,Inventories 2022,9429000000.0,2054000000.0 2023,9316000000.0,1707000000.0 2024,8858000000.0,1605000000.0 2025,8969000000.0,1659000000.0 ","year,Inventory Turnover 2023,4.954001595320394 2024,5.349033816425121 2025,5.495710784313726 " 2398,US,fundamental,"Taking 2018 as the starting reference, how many year-over-year increases occurred in GE Aerospace's Inventory Turnover up to 2022? (Use the average of beginning and ending inventory) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.0,hard,operational efficiency,COGS / Average Inventory,"year,CostOfGoodsAndServicesSold,Inventories 2017,64328000000.0,21923000000.0 2018,92671000000.0,19271000000.0 2019,70029000000.0,14104000000.0 2020,60421000000.0,15890000000.0 2021,53896000000.0,15847000000.0 2022,55535000000.0,17403000000.0 ","year,Inventory Turnover 2018,4.499247463222799 2019,4.196494382022472 2020,4.028872441154897 2021,3.396414279862621 2022,3.340451127819549 " 2399,US,fundamental,"For Tesla's Inventory Turnover from 2020 to 2024, count the number of YoY increases between each consecutive pair of years. (Use the average of beginning and ending inventory) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",2.0,hard,operational efficiency,COGS / Average Inventory,"year,CostOfGoodsAndServicesSold,Inventories 2019,20509000000.0,3552000000.0 2020,24906000000.0,4101000000.0 2021,40217000000.0,5757000000.0 2022,60609000000.0,12839000000.0 2023,79113000000.0,13626000000.0 2024,80240000000.0,12017000000.0 ","year,Inventory Turnover 2020,6.5088200705605646 2021,8.15926151349158 2022,6.51849860184986 2023,5.978688834309465 2024,6.258238115665094 " 2400,US,fundamental,"Calculate the Receivables Turnover of Match Group from 2019 to 2021 and make a year-over-year comparison. How many times was there a YoY increase? (Use the average of beginning and ending trade receivables) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.0,hard,operational efficiency,Revenue / Average Trade Receivables,"year,Revenue,TradeReceivables 2018,4262892000.0,279189000.0 2019,4757055000.0,298334000.0 2020,2391269000.0,137023000.0 2021,2983277000.0,188482000.0 ","year,Receivables Turnover 2019,16.473993243559132 2020,10.98532468755527 2021,18.33014546627548 " 2401,US,fundamental,"Within the 2022–2024 window, how many times did Merck & Co.'s Receivables Turnover decrease from one year to the next? (Use the average of beginning and ending trade receivables) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.0,hard,operational efficiency,Revenue / Average Trade Receivables,"year,Revenue,TradeReceivables 2021,48704000000.0,9230000000.0 2022,59283000000.0,9450000000.0 2023,60115000000.0,10349000000.0 2024,64168000000.0,10278000000.0 ","year,Receivables Turnover 2022,6.347216274089936 2023,6.072528915601798 2024,6.22174819411451 " 2402,US,fundamental,"Comparing Marathon Petroleum's Receivables Turnover year by year from 2019 to 2023, how many times did it decrease relative to the preceding year? (Use the average of beginning and ending trade receivables) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",2.0,hard,operational efficiency,Revenue / Average Trade Receivables,"year,Revenue,TradeReceivables 2018,95750000000.0,5853000000.0 2019,123949000000.0,7872000000.0 2020,69779000000.0,5760000000.0 2021,119983000000.0,11034000000.0 2022,177453000000.0,13477000000.0 2023,148379000000.0,11619000000.0 ","year,Receivables Turnover 2019,18.06178506375228 2020,10.237529342723004 2021,14.288793616767894 2022,14.479458202439721 2023,11.824912336627351 " 2403,US,fundamental,"Taking 2023 as the starting reference, how many year-over-year increases occurred in Martin Marietta Materials's Receivables Turnover up to 2025? (Use the average of beginning and ending trade receivables) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.0,hard,operational efficiency,Revenue / Average Trade Receivables,"year,Revenue,TradeReceivables 2022,6160700000.0,785900000.0 2023,6777200000.0,753300000.0 2024,6536000000.0,678000000.0 2025,6150000000.0,723000000.0 ","year,Receivables Turnover 2023,8.806133056133056 2024,9.132956053936981 2025,8.779443254817988 " 2404,US,fundamental,"For AT&T's Receivables Turnover from 2022 to 2024, count the number of YoY decreases between each consecutive pair of years. (Use the average of beginning and ending trade receivables) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.0,hard,operational efficiency,Revenue / Average Trade Receivables,"year,Revenue,TradeReceivables 2021,168864000000.0,17571000000.0 2022,120741000000.0,11466000000.0 2023,122428000000.0,10289000000.0 2024,122336000000.0,9638000000.0 ","year,Receivables Turnover 2022,8.316354995350759 2023,11.255159733394622 2024,12.27841621920008 " 2405,US,fundamental,"Calculate the Payables Turnover of Biogen from 2017 to 2021 and make a year-over-year comparison. How many times was there a YoY increase? (Use the average of beginning and ending trade payables) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.0,hard,operational efficiency,COGS / Average Trade Payables,"year,CostOfGoodsAndServicesSold,TradePayables 2016,1478700000.0,279800000.0 2017,1630000000.0,395500000.0 2018,1816300000.0,370500000.0 2019,1955400000.0,530800000.0 2020,1805200000.0,454900000.0 2021,2109700000.0,589200000.0 ","year,Payables Turnover 2017,4.827484081149119 2018,4.742297650130548 2019,4.339065793853323 2020,3.6627777214162522 2021,4.041183794655685 " 2406,US,fundamental,"Within the 2018–2022 window, how many times did International Paper's Payables Turnover increase from one year to the next? (Use the average of beginning and ending trade payables) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.0,hard,operational efficiency,COGS / Average Trade Payables,"year,CostOfGoodsAndServicesSold,TradePayables 2017,15300000000.0,2458000000.0 2018,15555000000.0,2413000000.0 2019,15268000000.0,2423000000.0 2020,14373000000.0,2320000000.0 2021,13832000000.0,2606000000.0 2022,15143000000.0,2708000000.0 ","year,Payables Turnover 2018,6.386778895504003 2019,6.314309346567411 2020,6.060721062618596 2021,5.615915550142103 2022,5.699284907790742 " 2407,US,fundamental,"Comparing Electronic Arts's Payables Turnover year by year from 2020 to 2022, how many times did it decrease relative to the preceding year? (Use the average of beginning and ending trade payables) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.0,hard,operational efficiency,COGS / Average Trade Payables,"year,CostOfGoodsAndServicesSold,TradePayables 2019,1369000000.0,68000000.0 2020,1494000000.0,96000000.0 2021,1859000000.0,101000000.0 2022,1792000000.0,99000000.0 ","year,Payables Turnover 2020,18.21951219512195 2021,18.873096446700508 2022,17.92 " 2408,US,fundamental,"Taking 2017 as the starting reference, how many year-over-year increases occurred in Synopsys's Payables Turnover up to 2019? (Use the average of beginning and ending trade payables) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.0,hard,operational efficiency,COGS / Average Trade Payables,"year,CostOfGoodsAndServicesSold,TradePayables 2016,542962000.0,401451000.0 2017,654184000.0,499846000.0 2018,735898000.0,578326000.0 2019,752946000.0,506459000.0 ","year,Payables Turnover 2017,1.4516502329420824 2018,1.365084606166734 2019,1.3881939739210996 " 2409,US,fundamental,"For Domino's's Payables Turnover from 2020 to 2022, count the number of YoY decreases between each consecutive pair of years. (Use the average of beginning and ending trade payables) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.0,hard,operational efficiency,COGS / Average Trade Payables,"year,CostOfGoodsAndServicesSold,TradePayables 2019,2216275000.0,111101000.0 2020,2522918000.0,94499000.0 2021,2669131000.0,91547000.0 2022,2888552000.0,89715000.0 ","year,Payables Turnover 2020,24.542003891050584 2021,28.69323715640218 2022,31.871567123831802 " 2410,US,fundamental,"Calculate the Total Asset Turnover of DuPont from 2018 to 2020 and make a year-over-year comparison. How many times was there a YoY increase? (Use the average of beginning and ending total assets) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.0,hard,operational efficiency,Revenue / Average Total Assets,"year,Revenue,Assets 2017,62484000000.0,192164000000.0 2018,85977000000.0,188030000000.0 2019,21512000000.0,69396000000.0 2020,20397000000.0,70904000000.0 ","year,Total Asset Turnover 2018,0.4522796256647922 2019,0.16713152517616714 2020,0.29076265146115465 " 2411,US,fundamental,"Within the 2021–2025 window, how many times did Biogen's Total Asset Turnover increase from one year to the next? (Use the average of beginning and ending total assets) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.0,hard,operational efficiency,Revenue / Average Total Assets,"year,Revenue,Assets 2020,13444600000.0,24618900000.0 2021,10981700000.0,23877300000.0 2022,10173400000.0,24554100000.0 2023,9835600000.0,26844800000.0 2024,9675900000.0,28049300000.0 2025,9890600000.0,29439500000.0 ","year,Total Asset Turnover 2021,0.45288909234125563 2022,0.42011587523796545 2023,0.3827163616341984 2024,0.35252968898296905 2025,0.3440878919024227 " 2412,US,fundamental,"Comparing Tractor Supply's Total Asset Turnover year by year from 2017 to 2021, how many times did it increase relative to the preceding year? (Use the average of beginning and ending total assets) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.0,hard,operational efficiency,Revenue / Average Total Assets,"year,Revenue,Assets 2016,6779579000.0,2674942000.0 2017,7256382000.0,2868769000.0 2018,7911046000.0,3085262000.0 2019,8351931000.0,5289268000.0 2020,10620352000.0,7049116000.0 2021,12731105000.0,7767467000.0 ","year,Total Asset Turnover 2017,2.6178788901513808 2018,2.6573748104435464 2019,1.9946029209997456 2020,1.721514259890112 2021,1.718494068436697 " 2413,US,fundamental,"Taking 2022 as the starting reference, how many year-over-year decreases occurred in Rollins's Total Asset Turnover up to 2024? (Use the average of beginning and ending total assets) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",2.0,hard,operational efficiency,Revenue / Average Total Assets,"year,Revenue,Assets 2021,2424300000.0,1980870000.0 2022,2695823000.0,2122028000.0 2023,3073278000.0,2595460000.0 2024,3388708000.0,2819695000.0 ","year,Total Asset Turnover 2022,1.3141067606360188 2023,1.3029298643684943 2024,1.2515645443205228 " 2414,US,fundamental,"For Mettler Toledo's Total Asset Turnover from 2019 to 2023, count the number of YoY increases between each consecutive pair of years. (Use the average of beginning and ending total assets) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.0,hard,operational efficiency,Revenue / Average Total Assets,"year,Revenue,Assets 2018,2935586000.0,2618847000.0 2019,3008652000.0,2789321000.0 2020,3085177000.0,2814549000.0 2021,3717930000.0,3326798000.0 2022,3919709000.0,3492395000.0 2023,3788309000.0,3355555000.0 ","year,Total Asset Turnover 2019,1.1126325957329728 2020,1.1010879981155879 2021,1.2107864935819455 2022,1.1496108117192165 2023,1.1064067348622582 " 2415,US,fundamental,"Calculate the Fixed Asset Turnover of Wynn Resorts from 2018 to 2022 and make a year-over-year comparison. How many times was there a YoY increase? (Use the average of beginning and ending fixed assets) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",2.0,hard,operational efficiency,Revenue / Average Net PP&E,"year,Revenue,PlantPropertyEquipmentNet 2017,6306368000.0,8498756000.0 2018,6717660000.0,9385920000.0 2019,6611099000.0,9623832000.0 2020,2095861000.0,9196644000.0 2021,3763664000.0,8765308000.0 2022,3756825000.0,6896060000.0 ","year,Fixed Asset Turnover 2018,0.7512196474792163 2019,0.6955481586503601 2020,0.22272135943851792 2021,0.41907071124563744 2022,0.47975694077298997 " 2416,US,fundamental,"Within the 2023–2025 window, how many times did PepsiCo's Fixed Asset Turnover increase from one year to the next? (Use the average of beginning and ending fixed assets) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.0,hard,operational efficiency,Revenue / Average Net PP&E,"year,Revenue,PlantPropertyEquipmentNet 2022,86392000000.0,24291000000.0 2023,91471000000.0,27039000000.0 2024,91854000000.0,28008000000.0 2025,93925000000.0,29905000000.0 ","year,Fixed Asset Turnover 2023,3.564036625754919 2024,3.337293585481498 2025,3.243658591335279 " 2417,US,fundamental,"Comparing Nasdaq Inc.'s Fixed Asset Turnover year by year from 2021 to 2025, how many times did it decrease relative to the preceding year? (Use the average of beginning and ending fixed assets) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",3.0,hard,operational efficiency,Revenue / Average Net PP&E,"year,Revenue,PlantPropertyEquipmentNet 2020,5627000000.0,475000000.0 2021,5886000000.0,509000000.0 2022,6226000000.0,532000000.0 2023,6064000000.0,576000000.0 2024,7400000000.0,593000000.0 2025,8262000000.0,728000000.0 ","year,Fixed Asset Turnover 2021,11.963414634146341 2022,11.961575408261288 2023,10.945848375451263 2024,12.660393498716852 2025,12.508705526116579 " 2418,US,fundamental,"Taking 2020 as the starting reference, how many year-over-year increases occurred in Nike's Fixed Asset Turnover up to 2024? (Use the average of beginning and ending fixed assets) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",3.0,hard,operational efficiency,Revenue / Average Net PP&E,"year,Revenue,PlantPropertyEquipmentNet 2019,39117000000.0,4744000000.0 2020,37403000000.0,4866000000.0 2021,44538000000.0,4904000000.0 2022,46710000000.0,4791000000.0 2023,51217000000.0,5081000000.0 2024,51362000000.0,5000000000.0 ","year,Fixed Asset Turnover 2020,7.784183142559834 2021,9.117297850562947 2022,9.635894791129449 2023,10.376215559157213 2024,10.189862116853487 " 2419,US,fundamental,"For Hewlett Packard Enterprise's Fixed Asset Turnover from 2018 to 2022, count the number of YoY decreases between each consecutive pair of years. (Use the average of beginning and ending fixed assets) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",2.0,hard,operational efficiency,Revenue / Average Net PP&E,"year,Revenue,PlantPropertyEquipmentNet 2017,28871000000.0,6269000000.0 2018,30852000000.0,6138000000.0 2019,29135000000.0,6054000000.0 2020,26982000000.0,5625000000.0 2021,27784000000.0,5613000000.0 2022,28496000000.0,5784000000.0 ","year,Fixed Asset Turnover 2018,4.973321512049649 2019,4.779363517060368 2020,4.620601078859491 2021,4.944652073322655 2022,5.000614196718435 " 2420,US,fundamental,"Calculate the Working Capital Turnover of Wabtec from 2021 to 2025 and make a year-over-year comparison. How many times was there a YoY decrease? (Use the average of beginning and ending net working capital) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",2.0,hard,operational efficiency,Revenue / Average Net Working Capital,"year,Revenue,CurrentAssetsTotal,CurrentLiabilitiesTotal 2020,7556100000.0,3879800000.0,3226300000.0 2021,7822000000.0,3832000000.0,2910000000.0 2022,8362000000.0,4327000000.0,3467000000.0 2023,9677000000.0,4855000000.0,4056000000.0 2024,10387000000.0,4943000000.0,3792000000.0 2025,11167000000.0,5694000000.0,5150000000.0 ","year,Working Capital Turnover 2021,9.929546175817201 2022,9.384960718294051 2023,11.666063893911994 2024,10.653333333333334 2025,13.176401179941003 " 2421,US,fundamental,"Within the 2021–2023 window, how many times did Baker Hughes's Working Capital Turnover decrease from one year to the next? (Use the average of beginning and ending net working capital) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.0,hard,operational efficiency,Revenue / Average Net Working Capital,"year,Revenue,CurrentAssetsTotal,CurrentLiabilitiesTotal 2020,20705000000.0,16455000000.0,10227000000.0 2021,20502000000.0,15065000000.0,9128000000.0 2022,21156000000.0,14592000000.0,11075000000.0 2023,25506000000.0,16301000000.0,12991000000.0 ","year,Working Capital Turnover 2021,3.3706535141800247 2022,4.4755658980325785 2023,7.472096089058152 " 2422,US,fundamental,"Comparing Martin Marietta Materials's Working Capital Turnover year by year from 2021 to 2023, how many times did it increase relative to the preceding year? (Use the average of beginning and ending net working capital) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.0,hard,operational efficiency,Revenue / Average Net Working Capital,"year,Revenue,CurrentAssetsTotal,CurrentLiabilitiesTotal 2020,4729900000.0,1668300000.0,499300000.0 2021,5414000000.0,2025600000.0,752600000.0 2022,6160700000.0,2876900000.0,1445600000.0 2023,6777200000.0,3918900000.0,1170200000.0 ","year,Working Capital Turnover 2021,4.434070434070434 2022,4.5562252708649185 2023,3.2426794258373204 " 2423,US,fundamental,"Taking 2018 as the starting reference, how many year-over-year increases occurred in Honeywell's Working Capital Turnover up to 2020? (Use the average of beginning and ending net working capital) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.0,hard,operational efficiency,Revenue / Average Net Working Capital,"year,Revenue,CurrentAssetsTotal,CurrentLiabilitiesTotal 2017,40534000000.0,26002000000.0,18861000000.0 2018,41802000000.0,24362000000.0,18924000000.0 2019,36709000000.0,24303000000.0,18098000000.0 2020,32637000000.0,28175000000.0,19197000000.0 ","year,Working Capital Turnover 2018,6.646315287383735 2019,6.305763119470927 2020,4.299150365540407 " 2424,US,fundamental,"For Viatris's Working Capital Turnover from 2021 to 2025, count the number of YoY increases between each consecutive pair of years. (Use the average of beginning and ending net working capital) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.0,hard,operational efficiency,Revenue / Average Net Working Capital,"year,Revenue,CurrentAssetsTotal,CurrentLiabilitiesTotal 2020,11946000000.0,12867500000.0,10562900000.0 2021,17886300000.0,10902900000.0,9884400000.0 2022,16262700000.0,10635400000.0,6746200000.0 2023,15426900000.0,12976100000.0,7777400000.0 2024,14739300000.0,9520700000.0,5779400000.0 2025,14299900000.0,9789200000.0,7094300000.0 ","year,Working Capital Turnover 2021,10.764828022027626 2022,6.627422214071765 2023,3.39504175882217 2024,3.2973825503355703 2025,4.44358472390541 " 2425,US,fundamental,"Calculate the Current Ratio of Visa Inc. from 2020 to 2024 and make a year-over-year comparison. How many times was there a YoY decrease? According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",3.0,hard,solvency,Current Assets / Current Liabilities,"year,CurrentAssetsTotal,CurrentLiabilitiesTotal 2020,27645000000.0,14510000000.0 2021,27607000000.0,15739000000.0 2022,30205000000.0,20853000000.0 2023,33532000000.0,23098000000.0 2024,34033000000.0,26517000000.0 ","year,Current Ratio 2020,1.9052377670572018 2021,1.754050447931889 2022,1.4484726418261162 2023,1.451727422287644 2024,1.2834408115548517 " 2426,US,fundamental,"Within the 2018–2022 window, how many times did Trimble Inc.'s Current Ratio increase from one year to the next? According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.0,hard,solvency,Current Assets / Current Liabilities,"year,CurrentAssetsTotal,CurrentLiabilitiesTotal 2018,1089100000.0,1055200000.0 2019,1211800000.0,1190300000.0 2020,1281400000.0,1311300000.0 2021,1450600000.0,1188600000.0 2022,1518200000.0,1462100000.0 ","year,Current Ratio 2018,1.0321266110689917 2019,1.0180626732756448 2020,0.9771982002592847 2021,1.2204273935722698 2022,1.038369468572601 " 2427,US,fundamental,"Comparing Old Dominion's Current Ratio year by year from 2018 to 2022, how many times did it decrease relative to the preceding year? According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",2.0,hard,solvency,Current Assets / Current Liabilities,"year,CurrentAssetsTotal,CurrentLiabilitiesTotal 2018,706229000.0,356732000.0 2019,866834000.0,366085000.0 2020,1243339000.0,373130000.0 2021,1383787000.0,464234000.0 2022,933740000.0,529793000.0 ","year,Current Ratio 2018,1.9797186683560768 2019,2.367848996817679 2020,3.332187173371211 2021,2.980796322544234 2022,1.7624619426832744 " 2428,US,fundamental,"Taking 2023 as the starting reference, how many year-over-year increases occurred in American Water Works's Current Ratio up to 2025? According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.0,hard,solvency,Current Assets / Current Liabilities,"year,CurrentAssetsTotal,CurrentLiabilitiesTotal 2023,1389000000.0,2151000000.0 2024,1215000000.0,3150000000.0 2025,2191000000.0,4747000000.0 ","year,Current Ratio 2023,0.6457461645746164 2024,0.38571428571428573 2025,0.46155466610490836 " 2429,US,fundamental,"For Seagate Technology's Current Ratio from 2020 to 2022, count the number of YoY increases between each consecutive pair of years. According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.0,hard,solvency,Current Assets / Current Liabilities,"year,CurrentAssetsTotal,CurrentLiabilitiesTotal 2020,4114000000.0,2722000000.0 2021,3779000000.0,2921000000.0 2022,4033000000.0,3555000000.0 ","year,Current Ratio 2020,1.511388684790595 2021,1.2937350222526531 2022,1.1344585091420534 " 2430,US,fundamental,"Calculate the Quick Ratio of Freeport-McMoRan from 2016 to 2018 and make a year-over-year comparison. How many times was there a YoY increase? According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.0,hard,solvency,(Current Assets - Inventory) / Current Liabilities,"year,CurrentAssetsTotal,CurrentLiabilitiesTotal,Inventories 2016,10435000000.0,4265000000.0,1306000000.0 2017,10779000000.0,5038000000.0,1305000000.0 2018,10720000000.0,3329000000.0,1528000000.0 ","year,Quick Ratio 2016,2.1404454865181712 2017,1.8805081381500595 2018,2.7611895464103333 " 2431,US,fundamental,"Within the 2018–2022 window, how many times did Danaher Corporation's Quick Ratio decrease from one year to the next? According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",2.0,hard,solvency,(Current Assets - Inventory) / Current Liabilities,"year,CurrentAssetsTotal,CurrentLiabilitiesTotal,Inventories 2018,7093800000.0,4841500000.0,1910100000.0 2019,25596600000.0,4932100000.0,1628300000.0 2020,13802000000.0,7402000000.0,2292000000.0 2021,11648000000.0,8140000000.0,2767000000.0 2022,15883000000.0,8389000000.0,3110000000.0 ","year,Quick Ratio 2018,1.07068057420221 2019,4.859654102714868 2020,1.5549851391515808 2021,1.0910319410319411 2022,1.522589104780069 " 2432,US,fundamental,"Comparing 3M's Quick Ratio year by year from 2017 to 2021, how many times did it decrease relative to the preceding year? According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",3.0,hard,solvency,(Current Assets - Inventory) / Current Liabilities,"year,CurrentAssetsTotal,CurrentLiabilitiesTotal,Inventories 2017,14277000000.0,7687000000.0,4034000000.0 2018,13709000000.0,7244000000.0,4366000000.0 2019,12971000000.0,9222000000.0,4134000000.0 2020,14982000000.0,7948000000.0,4239000000.0 2021,15403000000.0,9035000000.0,4985000000.0 ","year,Quick Ratio 2017,1.3325094315077404 2018,1.2897570403092213 2019,0.9582520060724354 2020,1.351660795168596 2021,1.153071389042612 " 2433,US,fundamental,"Taking 2018 as the starting reference, how many year-over-year increases occurred in Arista Networks's Quick Ratio up to 2020? According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.0,hard,solvency,(Current Assets - Inventory) / Current Liabilities,"year,CurrentAssetsTotal,CurrentLiabilitiesTotal,Inventories 2018,2714802000.0,606504000.0,264557000.0 2019,3471636000.0,597074000.0,243825000.0 2020,3836998000.0,768243000.0,479668000.0 ","year,Quick Ratio 2018,4.039948623586984 2019,5.406048496501271 2020,4.370140697669878 " 2434,US,fundamental,"For Molson Coors Beverage Company's Quick Ratio from 2016 to 2018, count the number of YoY decreases between each consecutive pair of years. According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.0,hard,solvency,(Current Assets - Inventory) / Current Liabilities,"year,CurrentAssetsTotal,CurrentLiabilitiesTotal,Inventories 2016,2169600000.0,3157500000.0,592700000.0 2017,2189700000.0,3399300000.0,591500000.0 2018,2766300000.0,4300900000.0,591800000.0 ","year,Quick Ratio 2016,0.4994140934283452 2017,0.47015562027476243 2018,0.5055918528680043 " 2435,US,fundamental,"Calculate the Cash Ratio of Eversource Energy from 2019 to 2021 and make a year-over-year comparison. How many times was there a YoY increase? According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.0,hard,solvency,(Cash + Short-Term Investments) / Current Liabilities,"year,CashAndMarketableSecurities,ShortTermInvestments,CurrentLiabilitiesTotal 2019,15432000.0,0.0,3605563000.0 2020,106599000.0,0.0,4915012000.0 2021,66773000.0,0.0,5847039000.0 ","year,Cash Ratio 2019,0.004280052796192994 2020,0.021688451625346997 2021,0.011419968295063535 " 2436,US,fundamental,"Within the 2020–2022 window, how many times did First Solar's Cash Ratio increase from one year to the next? According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.0,hard,solvency,(Cash + Short-Term Investments) / Current Liabilities,"year,CashAndMarketableSecurities,ShortTermInvestments,CurrentLiabilitiesTotal 2020,1227002000.0,520066000.0,847398000.0 2021,1450654000.0,375389000.0,726878000.0 2022,1481269000.0,1096712000.0,1038048000.0 ","year,Cash Ratio 2020,2.0616853001777207 2021,2.512172606682277 2022,2.483489202811431 " 2437,US,fundamental,"Comparing Meta Platforms's Cash Ratio year by year from 2021 to 2025, how many times did it decrease relative to the preceding year? According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",2.0,hard,solvency,(Cash + Short-Term Investments) / Current Liabilities,"year,CashAndMarketableSecurities,ShortTermInvestments,CurrentLiabilitiesTotal 2021,16601000000.0,31397000000.0,21135000000.0 2022,14681000000.0,26057000000.0,27026000000.0 2023,41862000000.0,23541000000.0,31960000000.0 2024,43889000000.0,33926000000.0,33596000000.0 2025,35873000000.0,45719000000.0,41836000000.0 ","year,Cash Ratio 2021,2.2710196356754198 2022,1.5073632798046326 2023,2.046401752190238 2024,2.3161983569472557 2025,1.9502820537336265 " 2438,US,fundamental,"Taking 2018 as the starting reference, how many year-over-year decreases occurred in Air Products's Cash Ratio up to 2020? According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.0,hard,solvency,(Cash + Short-Term Investments) / Current Liabilities,"year,CashAndMarketableSecurities,ShortTermInvestments,CurrentLiabilitiesTotal 2018,2791300000.0,184700000.0,2338300000.0 2019,2248700000.0,166000000.0,1820900000.0 2020,5253000000.0,1104900000.0,2416700000.0 ","year,Cash Ratio 2018,1.2727194970705213 2019,1.3261024767971883 2020,2.630818885256755 " 2439,US,fundamental,"For Skyworks Solutions's Cash Ratio from 2016 to 2018, count the number of YoY increases between each consecutive pair of years. According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.0,hard,solvency,(Cash + Short-Term Investments) / Current Liabilities,"year,CashAndMarketableSecurities,ShortTermInvestments,CurrentLiabilitiesTotal 2016,1083800000.0,0.0,210200000.0 2017,1616800000.0,0.0,387900000.0 2018,733300000.0,294100000.0,389700000.0 ","year,Cash Ratio 2016,5.156041864890581 2017,4.1680845578757415 2018,2.636386964331537 " 2440,US,fundamental,"Calculate the Liability-to-Asset Ratio of Hershey Company (The) from 2018 to 2022 and make a year-over-year comparison. How many times was there a YoY increase? (Indicator unit: %) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.0,hard,solvency,Total Liabilities / Total Assets * 100%,"year,Liabilities,Assets 2018,6295754000.0,7703020000.0 2019,6395401000.0,8140395000.0 2020,6893962000.0,9131845000.0 2021,7655002000.0,10412231000.0 2022,7649276000.0,10948820000.0 ","year,Liability-to-Asset Ratio 2018,81.73098343247193 2019,78.56376748302755 2020,75.49363792311411 2021,73.51932549325885 2022,69.86393054228674 " 2441,US,fundamental,"Within the 2017–2021 window, how many times did Ball Corporation's Liability-to-Asset Ratio increase from one year to the next? (Indicator unit: %) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",2.0,hard,solvency,Total Liabilities / Total Assets * 100%,"year,Liabilities,Assets 2017,13123000000.0,17169000000.0 2018,12992000000.0,16554000000.0 2019,14341000000.0,17360000000.0 2020,14915000000.0,18252000000.0 2021,16029000000.0,19714000000.0 ","year,Liability-to-Asset Ratio 2017,76.43427106995165 2018,78.48254198381056 2019,82.6094470046083 2020,81.71707210168748 2021,81.30770011159582 " 2442,US,fundamental,"Comparing Cigna's Liability-to-Asset Ratio year by year from 2018 to 2022, how many times did it increase relative to the preceding year? (Indicator unit: %) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.0,hard,solvency,Total Liabilities / Total Assets * 100%,"year,Liabilities,Assets 2018,112154000000.0,153226000000.0 2019,110395000000.0,155774000000.0 2020,105065000000.0,155451000000.0 2021,107705000000.0,154889000000.0 2022,98981000000.0,143932000000.0 ","year,Liability-to-Asset Ratio 2018,73.19514964823203 2019,70.8686943905915 2020,67.58721397739481 2021,69.53689416291667 2022,68.76927993774838 " 2443,US,fundamental,"Taking 2016 as the starting reference, how many year-over-year increases occurred in Travelers Companies (The)'s Liability-to-Asset Ratio up to 2020? (Indicator unit: %) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",2.0,hard,solvency,Total Liabilities / Total Assets * 100%,"year,Liabilities,Assets 2016,77024000000.0,100245000000.0 2017,79752000000.0,103483000000.0 2018,81339000000.0,104233000000.0 2019,84179000000.0,110122000000.0 2020,87563000000.0,116764000000.0 ","year,Liability-to-Asset Ratio 2016,76.83575240660382 2017,77.06773093165062 2018,78.03574683641456 2019,76.4415829716133 2020,74.99143571648797 " 2444,US,fundamental,"For Vulcan Materials Company's Liability-to-Asset Ratio from 2019 to 2023, count the number of YoY decreases between each consecutive pair of years. (Indicator unit: %) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",2.0,hard,solvency,Total Liabilities / Total Assets * 100%,"year,Liabilities,Assets 2019,5026936000.0,10648793000.0 2020,5659575000.0,11686905000.0 2021,7114900000.0,13682600000.0 2022,7282400000.0,14234600000.0 2023,7037800000.0,14545700000.0 ","year,Liability-to-Asset Ratio 2019,47.20662707970753 2020,48.42663647903358 2021,51.99961995527166 2022,51.159849943096404 2023,48.38405851901249 " 2445,US,fundamental,"Calculate the Liability-to-Equity Ratio of Newmont from 2020 to 2024 and make a year-over-year comparison. How many times was there a YoY increase? (Indicator unit: %; Total equity includes minority interest) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",2.0,hard,solvency,Total Liabilities / Total Equity * 100%,"year,Liabilities,AllEquityBalanceIncludingMinorityInterest 2020,17490000000.0,23845000000.0 2021,18703000000.0,21813000000.0 2022,18949000000.0,19533000000.0 2023,26301000000.0,29205000000.0 2024,26240000000.0,30109000000.0 ","year,Liability-to-Equity Ratio 2020,73.348710421472 2021,85.74244716453491 2022,97.01018788716532 2023,90.05649717514125 2024,87.15002158822944 " 2446,US,fundamental,"Within the 2017–2019 window, how many times did Southern Company's Liability-to-Equity Ratio increase from one year to the next? (Indicator unit: %; Total equity includes minority interest) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.0,hard,solvency,Total Liabilities / Total Equity * 100%,"year,Liabilities,AllEquityBalanceIncludingMinorityInterest 2017,85153000000.0,25528000000.0 2018,87584000000.0,29039000000.0 2019,86650000000.0,31759000000.0 ","year,Liability-to-Equity Ratio 2017,333.5670636164212 2018,301.60818209993454 2019,272.83604647501494 " 2447,US,fundamental,"Comparing Raymond James Financial's Liability-to-Equity Ratio year by year from 2021 to 2025, how many times did it increase relative to the preceding year? (Indicator unit: %; Total equity includes minority interest) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.0,hard,solvency,Total Liabilities / Total Equity * 100%,"year,Liabilities,AllEquityBalanceIncludingMinorityInterest 2021,53588000000.0,8303000000.0 2022,71519000000.0,9432000000.0 2023,68173000000.0,10187000000.0 2024,71325000000.0,11667000000.0 2025,75726000000.0,12504000000.0 ","year,Liability-to-Equity Ratio 2021,645.4052752017343 2022,758.2591178965225 2023,669.2156670266025 2024,611.3396760092569 2025,605.6142034548944 " 2448,US,fundamental,"Taking 2023 as the starting reference, how many year-over-year decreases occurred in Essex Property Trust's Liability-to-Equity Ratio up to 2025? (Indicator unit: %; Total equity includes minority interest) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.0,hard,solvency,Total Liabilities / Total Equity * 100%,"year,Liabilities,AllEquityBalanceIncludingMinorityInterest 2023,6735244000.0,5593978000.0 2024,7176120000.0,5720390000.0 2025,7422114000.0,5708632000.0 ","year,Liability-to-Equity Ratio 2023,120.4016891021023 2024,125.44809007777442 2025,130.0156324667626 " 2449,US,fundamental,"For Ecolab's Liability-to-Equity Ratio from 2019 to 2021, count the number of YoY decreases between each consecutive pair of years. (Indicator unit: %; Total equity includes minority interest) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.0,hard,solvency,Total Liabilities / Total Equity * 100%,"year,Liabilities,AllEquityBalanceIncludingMinorityInterest 2019,12143300000.0,8725800000.0 2020,11924500000.0,6201500000.0 2021,13953300000.0,7253100000.0 ","year,Liability-to-Equity Ratio 2019,139.16546333860506 2020,192.28412480851406 2021,192.37705257062498 " 2450,US,fundamental,"Calculate the Net Debt to Equity of IBM from 2020 to 2022 and make a year-over-year comparison. How many times was there a YoY decrease? According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.0,hard,solvency,Net Debt / Total Equity; Net Debt = Total Debt (short + long-term debt + operating lease liabilities) - Cash - Short-Term Investments,"year,ShortTermDebt,LongTermDebt,OperatingLeaseCurrentDebtEquivalent,OperatingLeaseNonCurrentDebtEquivalent,CashAndMarketableSecurities,ShortTermInvestments,AllEquityBalanceIncludingMinorityInterest 2020,7183000000.0,54355000000.0,1357000000.0,3574000000.0,13212000000.0,600000000.0,20727000000.0 2021,6787000000.0,44917000000.0,974000000.0,2462000000.0,6650000000.0,0.0,18996000000.0 2022,4760000000.0,46189000000.0,874000000.0,2190000000.0,7886000000.0,0.0,22021000000.0 ","year,Net Debt to Equity 2020,2.5405027259130604 2021,2.552642661612971 2022,2.0946823486671815 " 2451,US,fundamental,"Within the 2022–2024 window, how many times did 3M's Net Debt to Equity decrease from one year to the next? According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.0,hard,solvency,Net Debt / Total Equity; Net Debt = Total Debt (short + long-term debt + operating lease liabilities) - Cash - Short-Term Investments,"year,ShortTermDebt,LongTermDebt,OperatingLeaseCurrentDebtEquivalent,OperatingLeaseNonCurrentDebtEquivalent,CashAndMarketableSecurities,ShortTermInvestments,AllEquityBalanceIncludingMinorityInterest 2022,1938000000.0,14001000000.0,261000000.0,580000000.0,238000000.0,0.0,14770000000.0 2023,2947000000.0,13088000000.0,225000000.0,534000000.0,53000000.0,0.0,4868000000.0 2024,1919000000.0,11125000000.0,163000000.0,405000000.0,2128000000.0,0.0,3894000000.0 ","year,Net Debt to Equity 2022,1.1199729180771836 2023,3.4389893179950697 2024,2.9491525423728815 " 2452,US,fundamental,"Comparing United Parcel Service's Net Debt to Equity year by year from 2017 to 2021, how many times did it increase relative to the preceding year? According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",2.0,hard,solvency,Net Debt / Total Equity; Net Debt = Total Debt (short + long-term debt + operating lease liabilities) - Cash - Short-Term Investments,"year,ShortTermDebt,LongTermDebt,OperatingLeaseCurrentDebtEquivalent,OperatingLeaseNonCurrentDebtEquivalent,CashAndMarketableSecurities,ShortTermInvestments,AllEquityBalanceIncludingMinorityInterest 2017,4011000000.0,20278000000.0,0.0,0.0,3320000000.0,749000000.0,1030000000.0 2018,2805000000.0,19931000000.0,0.0,0.0,4225000000.0,810000000.0,3037000000.0 2019,3420000000.0,21818000000.0,538000000.0,2391000000.0,5238000000.0,503000000.0,3283000000.0 2020,2623000000.0,22031000000.0,560000000.0,2540000000.0,5910000000.0,406000000.0,669000000.0 2021,0.0,19784000000.0,580000000.0,3033000000.0,10255000000.0,338000000.0,14269000000.0 ","year,Net Debt to Equity 2017,19.631067961165048 2018,5.828449127428383 2019,6.8309473042948525 2020,32.044843049327355 2021,0.8973298759548672 " 2453,US,fundamental,"Taking 2019 as the starting reference, how many year-over-year decreases occurred in American Electric Power's Net Debt to Equity up to 2021? According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.0,hard,solvency,Net Debt / Total Equity; Net Debt = Total Debt (short + long-term debt + operating lease liabilities) - Cash - Short-Term Investments,"year,ShortTermDebt,LongTermDebt,OperatingLeaseCurrentDebtEquivalent,OperatingLeaseNonCurrentDebtEquivalent,CashAndMarketableSecurities,ShortTermInvestments,AllEquityBalanceIncludingMinorityInterest 2019,2838300000.0,25126800000.0,234100000.0,734600000.0,246800000.0,202700000.0,19913200000.0 2020,2479300000.0,28986400000.0,241300000.0,638400000.0,392700000.0,200800000.0,20774500000.0 2021,2614000000.0,31300700000.0,97600000.0,492800000.0,403400000.0,220400000.0,22680200000.0 ","year,Net Debt to Equity 2019,1.4304230359761365 2020,1.5284074225613131 2021,1.493871306249504 " 2454,US,fundamental,"For Moody's Corporation's Net Debt to Equity from 2018 to 2022, count the number of YoY decreases between each consecutive pair of years. According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",3.0,hard,solvency,Net Debt / Total Equity; Net Debt = Total Debt (short + long-term debt + operating lease liabilities) - Cash - Short-Term Investments,"year,ShortTermDebt,LongTermDebt,OperatingLeaseCurrentDebtEquivalent,OperatingLeaseNonCurrentDebtEquivalent,CashAndMarketableSecurities,ShortTermInvestments,AllEquityBalanceIncludingMinorityInterest 2018,0.0,5226100000.0,0.0,0.0,1685000000.0,132500000.0,656500000.0 2019,0.0,5581000000.0,89000000.0,485000000.0,1832000000.0,98000000.0,831000000.0 2020,0.0,6422000000.0,94000000.0,427000000.0,2597000000.0,99000000.0,1763000000.0 2021,0.0,7413000000.0,105000000.0,455000000.0,1811000000.0,91000000.0,2916000000.0 2022,0.0,7389000000.0,106000000.0,368000000.0,1769000000.0,90000000.0,2689000000.0 ","year,Net Debt to Equity 2018,5.192079207920792 2019,5.084235860409145 2020,2.40896199659671 2021,2.0819615912208507 2022,2.2328002975083674 " 2455,US,fundamental,"Calculate the Interest Coverage Ratio of Equinix from 2020 to 2024 and make a year-over-year comparison. How many times was there a YoY decrease? ( Use the sum of Pretax Income and Interest Expense as EBIT) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.0,hard,solvency,EBIT / Interest Expense = (Pretax Income + Interest Expense) / Interest Expense,"year,PretaxIncomeLoss,InterestExpense 2020,516225000.0,498408000.0 2021,608952000.0,426439000.0 2022,829369000.0,430217000.0 2023,1124230000.0,471456000.0 2024,975000000.0,486000000.0 ","year,Interest Coverage Ratio 2020,2.0357478210622624 2021,2.427993218256304 2022,2.9277922536766328 2023,3.3845915631575374 2024,3.006172839506173 " 2456,US,fundamental,"Within the 2020–2022 window, how many times did Amcor's Interest Coverage Ratio increase from one year to the next? ( Use the sum of Pretax Income and Interest Expense as EBIT) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.0,hard,solvency,EBIT / Interest Expense = (Pretax Income + Interest Expense) / Interest Expense,"year,PretaxIncomeLoss,InterestExpense 2020,825200000.0,206900000.0 2021,1193000000.0,153000000.0 2022,1115000000.0,159000000.0 ","year,Interest Coverage Ratio 2020,4.988400193330111 2021,8.797385620915033 2022,8.0125786163522 " 2457,US,fundamental,"Comparing Paychex's Interest Coverage Ratio year by year from 2017 to 2019, how many times did it increase relative to the preceding year? ( Use the sum of Pretax Income and Interest Expense as EBIT) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.0,hard,solvency,EBIT / Interest Expense = (Pretax Income + Interest Expense) / Interest Expense,"year,PretaxIncomeLoss,InterestExpense 2017,1244800000.0,5200000.0 2018,1296100000.0,8600000.0 2019,1368000000.0,3300000.0 ","year,Interest Coverage Ratio 2017,240.3846153846154 2018,151.7093023255814 2019,415.54545454545456 " 2458,US,fundamental,"Taking 2020 as the starting reference, how many year-over-year increases occurred in Hartford (The)'s Interest Coverage Ratio up to 2024? ( Use the sum of Pretax Income and Interest Expense as EBIT) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",3.0,hard,solvency,EBIT / Interest Expense = (Pretax Income + Interest Expense) / Interest Expense,"year,PretaxIncomeLoss,InterestExpense 2020,2120000000.0,236000000.0 2021,2896000000.0,234000000.0 2022,2258000000.0,213000000.0 2023,3088000000.0,199000000.0 2024,3849000000.0,199000000.0 ","year,Interest Coverage Ratio 2020,9.983050847457626 2021,13.376068376068377 2022,11.60093896713615 2023,16.517587939698494 2024,20.34170854271357 " 2459,US,fundamental,"For Keurig Dr Pepper's Interest Coverage Ratio from 2021 to 2025, count the number of YoY increases between each consecutive pair of years. ( Use the sum of Pretax Income and Interest Expense as EBIT) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",2.0,hard,solvency,EBIT / Interest Expense = (Pretax Income + Interest Expense) / Interest Expense,"year,PretaxIncomeLoss,InterestExpense 2021,2798000000.0,477000000.0 2022,1719000000.0,363000000.0 2023,2757000000.0,443000000.0 2024,1914000000.0,735000000.0 2025,2687000000.0,754000000.0 ","year,Interest Coverage Ratio 2021,6.865828092243187 2022,5.735537190082645 2023,7.223476297968397 2024,3.6040816326530614 2025,4.563660477453581 " 2460,US,fundamental,"Calculate the Net Debt to EBITDA of Cognizant from 2021 to 2025 and make a year-over-year comparison. How many times was there a YoY decrease? ( Use the sum of Pretax Income and Interest Expense as EBIT) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.0,hard,solvency,Net Debt / EBITDA; Net Debt = Total Debt (short + long-term debt + operating lease liabilities) - Cash - Short-Term Investments; EBITDA = Pretax Income + Interest Expense + D&A,"year,ShortTermDebt,LongTermDebt,OperatingLeaseCurrentDebtEquivalent,OperatingLeaseNonCurrentDebtEquivalent,CashAndMarketableSecurities,ShortTermInvestments,PretaxIncomeLoss,InterestExpense,Depreciation & Amortization 2021,38000000.0,626000000.0,195000000.0,783000000.0,1792000000.0,927000000.0,2827000000.0,9000000.0,574000000.0 2022,8000000.0,638000000.0,174000000.0,714000000.0,2191000000.0,310000000.0,3016000000.0,19000000.0,569000000.0 2023,33000000.0,606000000.0,153000000.0,523000000.0,2621000000.0,14000000.0,2787000000.0,41000000.0,519000000.0 2024,33000000.0,875000000.0,152000000.0,420000000.0,2231000000.0,12000000.0,2938000000.0,54000000.0,529000000.0 2025,33000000.0,543000000.0,153000000.0,423000000.0,1901000000.0,13000000.0,3479000000.0,37000000.0,550000000.0 ","year,Net Debt to EBITDA 2021,-0.3158357771260997 2022,-0.2683129855715871 2023,-0.39438302957872723 2024,-0.21669980119284293 2025,-0.18740777176586326 " 2461,US,fundamental,"Within the 2023–2025 window, how many times did Autodesk's Net Debt to EBITDA decrease from one year to the next? ( Use the sum of Pretax Income and Interest Expense as EBIT) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.0,hard,solvency,Net Debt / EBITDA; Net Debt = Total Debt (short + long-term debt + operating lease liabilities) - Cash - Short-Term Investments; EBITDA = Pretax Income + Interest Expense + D&A,"year,ShortTermDebt,LongTermDebt,OperatingLeaseCurrentDebtEquivalent,OperatingLeaseNonCurrentDebtEquivalent,CashAndMarketableSecurities,ShortTermInvestments,PretaxIncomeLoss,InterestExpense,DepreciationExpense,AmortizationOfIntangibles 2023,0.0,2284000000.0,67000000.0,275000000.0,1892000000.0,354000000.0,1136000000.0,69000000.0,139000000.0,42000000.0 2024,300000000.0,1987000000.0,58000000.0,214000000.0,1599000000.0,287000000.0,1384000000.0,69000000.0,180000000.0,49000000.0 2025,0.0,2483000000.0,52000000.0,199000000.0,2249000000.0,348000000.0,1603000000.0,76000000.0,195000000.0,53000000.0 ","year,Net Debt to EBITDA 2023,0.2741702741702742 2024,0.4001189060642093 2025,0.07109496626881162 " 2462,US,fundamental,"Comparing Equinix's Net Debt to EBITDA year by year from 2020 to 2022, how many times did it decrease relative to the preceding year? ( Use the sum of Pretax Income and Interest Expense as EBIT) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.0,hard,solvency,Net Debt / EBITDA; Net Debt = Total Debt (short + long-term debt + operating lease liabilities) - Cash - Short-Term Investments; EBITDA = Pretax Income + Interest Expense + D&A,"year,ShortTermDebt,LongTermDebt,OperatingLeaseCurrentDebtEquivalent,OperatingLeaseNonCurrentDebtEquivalent,CashAndMarketableSecurities,ShortTermInvestments,PretaxIncomeLoss,InterestExpense,DepreciationExpense,AmortizationOfIntangibles 2020,150186000.0,9018277000.0,154207000.0,1308627000.0,1604869000.0,4532000.0,516225000.0,498408000.0,1224322000.0,199047000.0 2021,0.0,10984144000.0,144029000.0,1107180000.0,1536358000.0,0.0,608952000.0,426439000.0,1450806000.0,205484000.0 2022,151420000.0,12109539000.0,139538000.0,1272812000.0,1906421000.0,0.0,829369000.0,430217000.0,1531453000.0,204755000.0 ","year,Net Debt to EBITDA 2020,3.700528547556565 2021,3.974837657211237 2022,3.9278027794968544 " 2463,US,fundamental,"Taking 2016 as the starting reference, how many year-over-year increases occurred in Starbucks's Net Debt to EBITDA up to 2020? ( Use the sum of Pretax Income and Interest Expense as EBIT) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",3.0,hard,solvency,Net Debt / EBITDA; Net Debt = Total Debt (short + long-term debt + operating lease liabilities) - Cash - Short-Term Investments; EBITDA = Pretax Income + Interest Expense + D&A,"year,ShortTermDebt,LongTermDebt,OperatingLeaseCurrentDebtEquivalent,OperatingLeaseNonCurrentDebtEquivalent,CashAndMarketableSecurities,ShortTermInvestments,PretaxIncomeLoss,InterestExpense,Depreciation & Amortization 2016,0.0,3202200000.0,0.0,0.0,2128800000.0,134400000.0,4198600000.0,81300000.0,1030100000.0 2017,0.0,3932600000.0,0.0,0.0,2462300000.0,228600000.0,4317500000.0,92500000.0,1067100000.0 2018,0.0,9090200000.0,0.0,0.0,8756300000.0,181500000.0,5780000000.0,170300000.0,1305900000.0 2019,0.0,11167000000.0,0.0,0.0,2686600000.0,70500000.0,4466200000.0,331000000.0,1449300000.0 2020,438800000.0,14659600000.0,1248800000.0,7661700000.0,4350900000.0,281200000.0,1164400000.0,437000000.0,1503200000.0 ","year,Net Debt to EBITDA 2016,0.1768361581920904 2017,0.22670756422194227 2018,0.021002728700972962 2019,1.3463379492515808 2020,6.241319332603234 " 2464,US,fundamental,"For EPAM Systems's Net Debt to EBITDA from 2020 to 2022, count the number of YoY decreases between each consecutive pair of years. ( Use the sum of Pretax Income and Interest Expense as EBIT) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.0,hard,solvency,Net Debt / EBITDA; Net Debt = Total Debt (short + long-term debt + operating lease liabilities) - Cash - Short-Term Investments; EBITDA = Pretax Income + Interest Expense + D&A,"year,ShortTermDebt,LongTermDebt,OperatingLeaseCurrentDebtEquivalent,OperatingLeaseNonCurrentDebtEquivalent,CashAndMarketableSecurities,ShortTermInvestments,PretaxIncomeLoss,InterestExpense,Depreciation & Amortization 2020,0.0,25038000.0,60759000.0,180604000.0,1322143000.0,0.0,378479000.0,425000.0,62874000.0 2021,16018000.0,30234000.0,50104000.0,142802000.0,1446625000.0,0.0,533392000.0,413000.0,83395000.0 2022,2861000.0,27693000.0,40352000.0,122317000.0,1681344000.0,0.0,507258000.0,1659000.0,92272000.0 ","year,Net Debt to EBITDA 2020,-2.3897568461987695 2021,-1.9563626053143228 2022,-2.475296454193274 " 2465,US,fundamental,"Calculate the Revenue Growth of Johnson Controls from 2020 to 2024 and make a year-over-year comparison. How many times was there a YoY increase? (Indicator unit: %) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",2.0,hard,growth,(Revenue_t - Revenue_{t-1}) / Revenue_{t-1} * 100%,"year,Revenue 2019,23968000000.0 2020,22317000000.0 2021,23668000000.0 2022,25299000000.0 2023,26793000000.0 2024,22952000000.0 ","year,Revenue Growth 2020,-6.888351134846461 2021,6.0536810503203835 2022,6.891161061348656 2023,5.905371753824261 2024,-14.335833986489007 " 2466,US,fundamental,"Within the 2017–2021 window, how many times did Domino's's Revenue Growth decrease from one year to the next? (Indicator unit: %) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",2.0,hard,growth,(Revenue_t - Revenue_{t-1}) / Revenue_{t-1} * 100%,"year,Revenue 2016,2472628000.0 2017,2787979000.0 2018,3432867000.0 2019,3618774000.0 2020,4117411000.0 2021,4357373000.0 ","year,Revenue Growth 2017,12.753677463815826 2018,23.13102071428802 2019,5.415502552239863 2020,13.779169409308235 2021,5.8279826813500035 " 2467,US,fundamental,"Comparing Rollins's Revenue Growth year by year from 2021 to 2023, how many times did it increase relative to the preceding year? (Indicator unit: %) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.0,hard,growth,(Revenue_t - Revenue_{t-1}) / Revenue_{t-1} * 100%,"year,Revenue 2020,2161220000.0 2021,2424300000.0 2022,2695823000.0 2023,3073278000.0 ","year,Revenue Growth 2021,12.172754277676498 2022,11.20005774862847 2023,14.001475616166195 " 2468,US,fundamental,"Taking 2017 as the starting reference, how many year-over-year increases occurred in Parker Hannifin's Revenue Growth up to 2019? (Indicator unit: %) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.0,hard,growth,(Revenue_t - Revenue_{t-1}) / Revenue_{t-1} * 100%,"year,Revenue 2016,11360753000.0 2017,12029312000.0 2018,14302392000.0 2019,14320324000.0 ","year,Revenue Growth 2017,5.8848123887562735 2018,18.896176273422785 2019,0.12537762914063605 " 2469,US,fundamental,"For International Paper's Revenue Growth from 2018 to 2020, count the number of YoY increases between each consecutive pair of years. (Indicator unit: %) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.0,hard,growth,(Revenue_t - Revenue_{t-1}) / Revenue_{t-1} * 100%,"year,Revenue 2017,21743000000.0 2018,23306000000.0 2019,22376000000.0 2020,20580000000.0 ","year,Revenue Growth 2018,7.1885204433610825 2019,-3.9903887410967136 2020,-8.026456918126563 " 2470,US,fundamental,"Calculate the EBITDA Growth of Targa Resources from 2022 to 2024 and make a year-over-year comparison. How many times was there a YoY decrease? (Indicator unit: %; Use the sum of Pretax Income and Interest Expense as EBIT) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",2.0,hard,growth,(EBITDA_t - EBITDA_{t-1}) / EBITDA_{t-1} * 100%; EBITDA = Pretax Income + Interest Expense + D&A,"year,PretaxIncomeLoss,InterestExpense,Depreciation & Amortization 2021,436900000.0,387900000.0,870600000.0 2022,1663200000.0,446100000.0,1096000000.0 2023,1942500000.0,687800000.0,1329600000.0 2024,1938000000.0,767200000.0,1423000000.0 ","year,EBITDA Growth 2022,89.05862923203964 2023,23.542258134963966 2024,4.250107325942574 " 2471,US,fundamental,"Within the 2021–2025 window, how many times did Insulet Corporation's EBITDA Growth increase from one year to the next? (Indicator unit: %; Use the sum of Pretax Income and Interest Expense as EBIT) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.0,hard,growth,(EBITDA_t - EBITDA_{t-1}) / EBITDA_{t-1} * 100%; EBITDA = Pretax Income + Interest Expense + D&A,"year,PretaxIncomeLoss,InterestExpense,Depreciation & Amortization 2020,9700000.0,45200000.0,55400000.0 2021,20500000.0,40200000.0,57400000.0 2022,9800000.0,5800000.0,63200000.0 2023,214600000.0,36200000.0,72800000.0 2024,300200000.0,42700000.0,80800000.0 2025,339500000.0,59400000.0,90400000.0 ","year,EBITDA Growth 2021,7.071622846781506 2022,-33.27688399661304 2023,310.65989847715736 2024,30.933250927070453 2025,15.482652820391788 " 2472,US,fundamental,"Comparing Dominion Energy's EBITDA Growth year by year from 2018 to 2020, how many times did it decrease relative to the preceding year? (Indicator unit: %; Use the sum of Pretax Income and Interest Expense as EBIT) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",2.0,hard,growth,(EBITDA_t - EBITDA_{t-1}) / EBITDA_{t-1} * 100%; EBITDA = Pretax Income + Interest Expense + D&A,"year,PretaxIncomeLoss,InterestExpense,Depreciation & Amortization 2017,3090000000.0,1205000000.0,1905000000.0 2018,3129000000.0,1493000000.0,2000000000.0 2019,1727000000.0,1773000000.0,2655000000.0 2020,1411000000.0,1377000000.0,2332000000.0 ","year,EBITDA Growth 2018,6.806451612903226 2019,-7.0522500755058894 2020,-16.815597075548336 " 2473,US,fundamental,"Taking 2017 as the starting reference, how many year-over-year decreases occurred in Old Dominion's EBITDA Growth up to 2019? (Indicator unit: %; Use the sum of Pretax Income and Interest Expense as EBIT) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.0,hard,growth,(EBITDA_t - EBITDA_{t-1}) / EBITDA_{t-1} * 100%; EBITDA = Pretax Income + Interest Expense + D&A,"year,PretaxIncomeLoss,InterestExpense,Depreciation & Amortization 2016,477587000.0,6417000.0,189867000.0 2017,575832000.0,5442000.0,205763000.0 2018,815513000.0,4525000.0,230357000.0 2019,823949000.0,3857000.0,253681000.0 ","year,EBITDA Growth 2017,16.79342188638478 2018,33.46195922173926 2019,2.960029322302562 " 2474,US,fundamental,"For Regeneron Pharmaceuticals's EBITDA Growth from 2018 to 2022, count the number of YoY decreases between each consecutive pair of years. (Indicator unit: %; Use the sum of Pretax Income and Interest Expense as EBIT) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",2.0,hard,growth,(EBITDA_t - EBITDA_{t-1}) / EBITDA_{t-1} * 100%; EBITDA = Pretax Income + Interest Expense + D&A,"year,PretaxIncomeLoss,InterestExpense,Depreciation & Amortization 2017,2078511000.0,18678000.0,145467000.0 2018,2553500000.0,28200000.0,148200000.0 2019,2429100000.0,30200000.0,210300000.0 2020,3810400000.0,56900000.0,235900000.0 2021,9325800000.0,57300000.0,286200000.0 2022,4858800000.0,59400000.0,341400000.0 ","year,EBITDA Growth 2018,21.72620321618652 2019,-2.2088721198578702 2020,53.70092897812406 2021,135.6526613374927 2022,-45.605162731531756 " 2475,US,fundamental,"Calculate the Net Income Growth of Charter Communications from 2020 to 2022 and make a year-over-year comparison. How many times was there a YoY decrease? (Indicator unit: %) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",2.0,hard,growth,(Net Income_t - Net Income_{t-1}) / |Net Income_{t-1}| * 100%,"year,NetIncome 2019,1668000000.0 2020,3222000000.0 2021,4654000000.0 2022,5055000000.0 ","year,Net Income Growth 2020,93.16546762589928 2021,44.44444444444444 2022,8.616244091104425 " 2476,US,fundamental,"Within the 2020–2022 window, how many times did Parker Hannifin's Net Income Growth decrease from one year to the next? (Indicator unit: %) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.0,hard,growth,(Net Income_t - Net Income_{t-1}) / |Net Income_{t-1}| * 100%,"year,NetIncome 2019,1512364000.0 2020,1206341000.0 2021,1746100000.0 2022,1315605000.0 ","year,Net Income Growth 2020,-20.234745074598443 2021,44.74348463659943 2022,-24.65465895424088 " 2477,US,fundamental,"Comparing Pentair's Net Income Growth year by year from 2021 to 2023, how many times did it increase relative to the preceding year? (Indicator unit: %) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.0,hard,growth,(Net Income_t - Net Income_{t-1}) / |Net Income_{t-1}| * 100%,"year,NetIncome 2020,358600000.0 2021,553000000.0 2022,480900000.0 2023,622700000.0 ","year,Net Income Growth 2021,54.210819854991634 2022,-13.037974683544304 2023,29.486379704720317 " 2478,US,fundamental,"Taking 2020 as the starting reference, how many year-over-year increases occurred in Capital One's Net Income Growth up to 2024? (Indicator unit: %) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",3.0,hard,growth,(Net Income_t - Net Income_{t-1}) / |Net Income_{t-1}| * 100%,"year,NetIncome 2019,5546000000.0 2020,2714000000.0 2021,12390000000.0 2022,7360000000.0 2023,4887000000.0 2024,4750000000.0 ","year,Net Income Growth 2020,-51.06382978723404 2021,356.52173913043475 2022,-40.597255851493145 2023,-33.60054347826087 2024,-2.803355842029875 " 2479,US,fundamental,"For TransDigm Group's Net Income Growth from 2021 to 2023, count the number of YoY increases between each consecutive pair of years. (Indicator unit: %) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",2.0,hard,growth,(Net Income_t - Net Income_{t-1}) / |Net Income_{t-1}| * 100%,"year,NetIncome 2020,699000000.0 2021,680000000.0 2022,866000000.0 2023,1298000000.0 ","year,Net Income Growth 2021,-2.7181688125894135 2022,27.35294117647059 2023,49.88452655889146 " 2480,US,fundamental,"Calculate the EPS Growth of Abbott Laboratories from 2019 to 2023 and make a year-over-year comparison. How many times was there a YoY increase? (Indicator unit: %) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.0,hard,growth,(EPS_t - EPS_{t-1}) / |EPS_{t-1}| * 100%; EPS = Net Income / Weighted-Average Basic Shares,"year,NetIncome,SharesAverage 2018,2368000000.0,1758000000.0 2019,3687000000.0,1768000000.0 2020,4495000000.0,1773000000.0 2021,7071000000.0,1775000000.0 2022,6933000000.0,1753000000.0 2023,5723000000.0,1740000000.0 ","year,EPS Growth 2019,54.82035167237376 2020,21.571026446022834 2021,57.13087154741574 2022,-0.7211348216682202 2023,-16.836029915231332 " 2481,US,fundamental,"Within the 2017–2021 window, how many times did MSCI Inc.'s EPS Growth decrease from one year to the next? (Indicator unit: %) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",2.0,hard,growth,(EPS_t - EPS_{t-1}) / |EPS_{t-1}| * 100%; EPS = Net Income / Weighted-Average Basic Shares,"year,NetIncome,SharesAverage 2016,260855000.0,95986000.0 2017,303972000.0,90336000.0 2018,507885000.0,87179000.0 2019,563648000.0,84644000.0 2020,601822000.0,83716000.0 2021,725983000.0,82508000.0 ","year,EPS Growth 2017,23.817335154560293 2018,73.13336854384205 2019,14.303173540478964 2020,7.956252020278913 2021,22.39700781563419 " 2482,US,fundamental,"Comparing Accenture's EPS Growth year by year from 2017 to 2019, how many times did it increase relative to the preceding year? (Indicator unit: %) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.0,hard,growth,(EPS_t - EPS_{t-1}) / |EPS_{t-1}| * 100%; EPS = Net Income / Weighted-Average Basic Shares,"year,NetIncome,SharesAverage 2016,4111892000.0,624797820.0 2017,3445149000.0,620104250.0 2018,4059907000.0,628451742.0 2019,4779112000.0,638098125.0 ","year,EPS Growth 2017,-15.580824156919068 2018,16.278882487755364 2019,15.935273004928602 " 2483,US,fundamental,"Taking 2020 as the starting reference, how many year-over-year increases occurred in Kinder Morgan's EPS Growth up to 2024? (Indicator unit: %) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.0,hard,growth,(EPS_t - EPS_{t-1}) / |EPS_{t-1}| * 100%; EPS = Net Income / Weighted-Average Basic Shares,"year,NetIncome,SharesAverage 2019,2190000000.0,0.0 2020,119000000.0,0.0 2021,1784000000.0,2266000000.0 2022,2548000000.0,2258000000.0 2023,2391000000.0,2234000000.0 2024,2613000000.0,2220000000.0 ","year,EPS Growth 2022,43.33113553404536 2023,-5.15358474496472 2024,9.974001605118309 " 2484,US,fundamental,"For Aptiv's EPS Growth from 2018 to 2022, count the number of YoY increases between each consecutive pair of years. (Indicator unit: %) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",3.0,hard,growth,(EPS_t - EPS_{t-1}) / |EPS_{t-1}| * 100%; EPS = Net Income / Weighted-Average Basic Shares,"year,NetIncome,SharesAverage 2017,1355000000.0,267160000.0 2018,1067000000.0,264410000.0 2019,990000000.0,256810000.0 2020,1804000000.0,263430000.0 2021,590000000.0,270460000.0 2022,594000000.0,270900000.0 ","year,EPS Growth 2018,-20.435620013701737 2019,-4.4706724896299015 2020,77.64297494168805 2021,-68.14499580496265 2022,0.514443380820992 " 2485,US,fundamental,"Calculate the Free Cash Flow of Verisk Analytics from 2018 to 2020 and make a year-over-year comparison. How many times was there a YoY decrease? (Indicator unit: $) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.0,hard,cash flow,CFO - Capex,"year,NetCashFromOperatingActivities,CapitalExpenses 2018,934400000.0,231000000.0 2019,956300000.0,216800000.0 2020,1068200000.0,246800000.0 ","year,Free Cash Flow 2018,703400000.0 2019,739500000.0 2020,821400000.0 " 2486,US,fundamental,"Within the 2020–2024 window, how many times did Generac's Free Cash Flow decrease from one year to the next? (Indicator unit: $) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",2.0,hard,cash flow,CFO - Capex,"year,NetCashFromOperatingActivities,CapitalExpenses 2020,486533000.0,62128000.0 2021,411156000.0,109992000.0 2022,58516000.0,86188000.0 2023,521670000.0,129060000.0 2024,741301000.0,136733000.0 ","year,Free Cash Flow 2020,424405000.0 2021,301164000.0 2022,-27672000.0 2023,392610000.0 2024,604568000.0 " 2487,US,fundamental,"Comparing Nucor's Free Cash Flow year by year from 2019 to 2023, how many times did it decrease relative to the preceding year? (Indicator unit: $) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",2.0,hard,cash flow,CFO - Capex,"year,NetCashFromOperatingActivities,CapitalExpenses 2019,2809413000.0,1477293000.0 2020,2696877000.0,1543219000.0 2021,6230776000.0,1621989000.0 2022,10072054000.0,1947897000.0 2023,7111931000.0,2214157000.0 ","year,Free Cash Flow 2019,1332120000.0 2020,1153658000.0 2021,4608787000.0 2022,8124157000.0 2023,4897774000.0 " 2488,US,fundamental,"Taking 2019 as the starting reference, how many year-over-year decreases occurred in Kraft Heinz's Free Cash Flow up to 2021? (Indicator unit: $) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.0,hard,cash flow,CFO - Capex,"year,NetCashFromOperatingActivities,CapitalExpenses 2019,3552000000.0,768000000.0 2020,4929000000.0,596000000.0 2021,5364000000.0,905000000.0 ","year,Free Cash Flow 2019,2784000000.0 2020,4333000000.0 2021,4459000000.0 " 2489,US,fundamental,"For Pentair's Free Cash Flow from 2020 to 2022, count the number of YoY decreases between each consecutive pair of years. (Indicator unit: $) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.0,hard,cash flow,CFO - Capex,"year,NetCashFromOperatingActivities,CapitalExpenses 2020,573600000.0,62200000.0 2021,613200000.0,60200000.0 2022,363300000.0,85200000.0 ","year,Free Cash Flow 2020,511400000.0 2021,553000000.0 2022,278100000.0 " 2490,US,fundamental,"Calculate the Free Cash Flow to Firm of Tractor Supply from 2022 to 2024 and make a year-over-year comparison. How many times was there a YoY decrease? (Indicator unit: $) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.0,hard,cash flow,CFO - Capex + Interest Expense x (1 - effective tax rate),"year,NetCashFromOperatingActivities,CapitalExpenses,InterestExpense,IncomeTaxes,PretaxIncomeLoss 2022,1356979000.0,773369000.0,26367000.0,315598000.0,1404310000.0 2023,1334033000.0,753883000.0,56315000.0,325176000.0,1432402000.0 2024,1420835000.0,784047000.0,65865000.0,311700000.0,1412940000.0 ","year,Free Cash Flow to Firm 2022,604051404.8920822 2023,623680679.3693391 2024,688122927.5977749 " 2491,US,fundamental,"Within the 2022–2024 window, how many times did Southern Company's Free Cash Flow to Firm increase from one year to the next? (Indicator unit: $) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",2.0,hard,cash flow,CFO - Capex + Interest Expense x (1 - effective tax rate),"year,NetCashFromOperatingActivities,CapitalExpenses,InterestExpense,IncomeTaxes,PretaxIncomeLoss 2022,6302000000.0,7923000000.0,2022000000.0,795000000.0,4223000000.0 2023,7553000000.0,9095000000.0,2446000000.0,496000000.0,4345000000.0 2024,9788000000.0,8955000000.0,2743000000.0,969000000.0,5229000000.0 ","year,Free Cash Flow to Firm 2022,20348804.167653084 2023,624778826.2370543 2024,3067687320.711417 " 2492,US,fundamental,"Comparing Ametek's Free Cash Flow to Firm year by year from 2017 to 2019, how many times did it decrease relative to the preceding year? (Indicator unit: $) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.0,hard,cash flow,CFO - Capex + Interest Expense x (1 - effective tax rate),"year,NetCashFromOperatingActivities,CapitalExpenses,InterestExpense,IncomeTaxes,PretaxIncomeLoss 2017,833259000.0,75074000.0,98029000.0,115259000.0,796729000.0 2018,925518000.0,82076000.0,82180000.0,209812000.0,987745000.0 2019,1114422000.0,102346000.0,88481000.0,208451000.0,1069748000.0 ","year,Free Cash Flow to Firm 2017,842032610.2037205 2018,908165723.1674167 2019,1083315600.2207997 " 2493,US,fundamental,"Taking 2016 as the starting reference, how many year-over-year decreases occurred in Centene Corporation's Free Cash Flow to Firm up to 2018? (Indicator unit: $) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",2.0,hard,cash flow,CFO - Capex + Interest Expense x (1 - effective tax rate),"year,NetCashFromOperatingActivities,CapitalExpenses,InterestExpense,IncomeTaxes,PretaxIncomeLoss 2016,1851000000.0,306000000.0,217000000.0,556000000.0,1157000000.0 2017,1489000000.0,422000000.0,255000000.0,496000000.0,1134000000.0 2018,1234000000.0,675000000.0,343000000.0,448000000.0,1368000000.0 ","year,Free Cash Flow to Firm 2016,1657719965.4278307 2017,1210465608.4656086 2018,789672514.6198831 " 2494,US,fundamental,"For Hologic's Free Cash Flow to Firm from 2021 to 2023, count the number of YoY increases between each consecutive pair of years. (Indicator unit: $) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.0,hard,cash flow,CFO - Capex + Interest Expense x (1 - effective tax rate),"year,NetCashFromOperatingActivities,CapitalExpenses,InterestExpense,IncomeTaxes,PretaxIncomeLoss 2021,2330400000.0,96800000.0,93600000.0,491400000.0,2361100000.0 2022,2125700000.0,70600000.0,95100000.0,286200000.0,1588200000.0 2023,1051200000.0,91800000.0,111100000.0,220100000.0,676100000.0 ","year,Free Cash Flow to Firm 2021,2307719656.0924993 2022,2133062599.1688704 2023,1034332110.6345215 " 2495,US,fundamental,"Calculate the Free Cash Flow to Equity of Verisk Analytics from 2023 to 2025 and make a year-over-year comparison. How many times was there a YoY increase? (Indicator unit: $; Net Borrowing is approximated as the year-over-year change in (short-term debt + long-term debt)) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",2.0,hard,cash flow,CFO - Capex + Net Borrowing; Net Borrowing = delta(Short-Term Debt + Long-Term Debt),"year,NetCashFromOperatingActivities,CapitalExpenses,ShortTermDebt,LongTermDebt 2022,1059000000.0,274700000.0,1392900000.0,2343200000.0 2023,1060700000.0,230000000.0,14500000.0,2852200000.0 2024,1144000000.0,223900000.0,514200000.0,2546900000.0 2025,1436000000.0,244100000.0,1508900000.0,3228300000.0 ","year,Free Cash Flow to Equity 2023,-38700000.0 2024,1114500000.0 2025,2868000000.0 " 2496,US,fundamental,"Within the 2019–2023 window, how many times did Jabil's Free Cash Flow to Equity decrease from one year to the next? (Indicator unit: $; Net Borrowing is approximated as the year-over-year change in (short-term debt + long-term debt)) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",2.0,hard,cash flow,CFO - Capex + Net Borrowing; Net Borrowing = delta(Short-Term Debt + Long-Term Debt),"year,NetCashFromOperatingActivities,CapitalExpenses,ShortTermDebt,LongTermDebt 2018,933850000.0,1036651000.0,0.0,2493502000.0 2019,1193066000.0,1005480000.0,0.0,2121284000.0 2020,1257275000.0,983035000.0,0.0,2678288000.0 2021,1433000000.0,1159000000.0,0.0,2878000000.0 2022,1651000000.0,1385000000.0,0.0,2575000000.0 2023,1734000000.0,1030000000.0,0.0,2875000000.0 ","year,Free Cash Flow to Equity 2019,-184632000.0 2020,831244000.0 2021,473712000.0 2022,-37000000.0 2023,1004000000.0 " 2497,US,fundamental,"Comparing International Paper's Free Cash Flow to Equity year by year from 2023 to 2025, how many times did it decrease relative to the preceding year? (Indicator unit: $; Net Borrowing is approximated as the year-over-year change in (short-term debt + long-term debt)) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.0,hard,cash flow,CFO - Capex + Net Borrowing; Net Borrowing = delta(Short-Term Debt + Long-Term Debt),"year,NetCashFromOperatingActivities,CapitalExpenses,ShortTermDebt,LongTermDebt 2022,2174000000.0,0.0,763000000.0,4816000000.0 2023,1833000000.0,1141000000.0,138000000.0,5455000000.0 2024,1678000000.0,921000000.0,193000000.0,5368000000.0 2025,1698000000.0,1857000000.0,992000000.0,8839000000.0 ","year,Free Cash Flow to Equity 2023,706000000.0 2024,725000000.0 2025,4111000000.0 " 2498,US,fundamental,"Taking 2018 as the starting reference, how many year-over-year increases occurred in Oneok's Free Cash Flow to Equity up to 2022? (Indicator unit: $; Net Borrowing is approximated as the year-over-year change in (short-term debt + long-term debt)) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",2.0,hard,cash flow,CFO - Capex + Net Borrowing; Net Borrowing = delta(Short-Term Debt + Long-Term Debt),"year,NetCashFromOperatingActivities,CapitalExpenses,ShortTermDebt,LongTermDebt 2017,1315412000.0,512393000.0,614673000.0,8091629000.0 2018,2186719000.0,2141475000.0,0.0,8873334000.0 2019,1946779000.0,3848349000.0,220000000.0,12479757000.0 2020,1899068000.0,2195381000.0,0.0,14228421000.0 2021,2546272000.0,696854000.0,0.0,12747636000.0 2022,2905955000.0,1202057000.0,0.0,12695834000.0 ","year,Free Cash Flow to Equity 2018,212276000.0 2019,1924853000.0 2020,1232351000.0 2021,368633000.0 2022,1652096000.0 " 2499,US,fundamental,"For Sysco's Free Cash Flow to Equity from 2023 to 2025, count the number of YoY decreases between each consecutive pair of years. (Indicator unit: $; Net Borrowing is approximated as the year-over-year change in (short-term debt + long-term debt)) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.0,hard,cash flow,CFO - Capex + Net Borrowing; Net Borrowing = delta(Short-Term Debt + Long-Term Debt),"year,NetCashFromOperatingActivities,CapitalExpenses,ShortTermDebt,LongTermDebt 2022,1791286000.0,632802000.0,0.0,10066931000.0 2023,2867602000.0,793325000.0,0.0,10347997000.0 2024,2989000000.0,832000000.0,0.0,11513000000.0 2025,2510000000.0,906000000.0,0.0,12360000000.0 ","year,Free Cash Flow to Equity 2023,2355343000.0 2024,3322003000.0 2025,2451000000.0 " 2500,US,fundamental,"Calculate the Operating Cash Flow Margin of Pool Corporation from 2019 to 2023 and make a year-over-year comparison. How many times was there a YoY decrease? (Indicator unit: %) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.0,hard,cash flow,CFO / Revenue * 100%,"year,NetCashFromOperatingActivities,Revenue 2019,298776000.0,3199517000.0 2020,397581000.0,3936623000.0 2021,313490000.0,5295584000.0 2022,484854000.0,6179727000.0 2023,888229000.0,5541595000.0 ","year,Operating Cash Flow Margin 2019,9.33815947844628 2020,10.099544711291887 2021,5.91983811417211 2022,7.845880570452383 2023,16.028399765771407 " 2501,US,fundamental,"Within the 2016–2018 window, how many times did Qualcomm's Operating Cash Flow Margin increase from one year to the next? (Indicator unit: %) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.0,hard,cash flow,CFO / Revenue * 100%,"year,NetCashFromOperatingActivities,Revenue 2016,7400000000.0,23554000000.0 2017,4693000000.0,22291000000.0 2018,3895000000.0,22732000000.0 ","year,Operating Cash Flow Margin 2016,31.417169058334043 2017,21.05333991296936 2018,17.13443603730424 " 2502,US,fundamental,"Comparing Synopsys's Operating Cash Flow Margin year by year from 2017 to 2019, how many times did it increase relative to the preceding year? (Indicator unit: %) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.0,hard,cash flow,CFO / Revenue * 100%,"year,NetCashFromOperatingActivities,Revenue 2017,634565000.0,2724880000.0 2018,424232000.0,3121058000.0 2019,800513000.0,3360694000.0 ","year,Operating Cash Flow Margin 2017,23.287814509262795 2018,13.592570211767931 2019,23.819871728875047 " 2503,US,fundamental,"Taking 2021 as the starting reference, how many year-over-year increases occurred in Airbnb's Operating Cash Flow Margin up to 2025? (Indicator unit: %) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",2.0,hard,cash flow,CFO / Revenue * 100%,"year,NetCashFromOperatingActivities,Revenue 2021,2189694000.0,5991760000.0 2022,3430000000.0,8399000000.0 2023,3884000000.0,9917000000.0 2024,4518000000.0,11102000000.0 2025,4646000000.0,12241000000.0 ","year,Operating Cash Flow Margin 2021,36.54508858832797 2022,40.83819502321705 2023,39.165070081677925 2024,40.695370203566924 2025,37.95441548893064 " 2504,US,fundamental,"For Deckers Brands's Operating Cash Flow Margin from 2021 to 2025, count the number of YoY increases between each consecutive pair of years. (Indicator unit: %) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",3.0,hard,cash flow,CFO / Revenue * 100%,"year,NetCashFromOperatingActivities,Revenue 2021,172353000.0,3150339000.0 2022,537422000.0,3627286000.0 2023,1033184000.0,4287763000.0 2024,1044523000.0,4985612000.0 2025,1181955000.0,5472296000.0 ","year,Operating Cash Flow Margin 2021,5.470935032706004 2022,14.816091149140156 2023,24.096107923875458 2024,20.95074787207669 2025,21.59888646374392 " 2505,US,fundamental,"Calculate the Capex Intensity of Carnival from 2023 to 2025 and make a year-over-year comparison. How many times was there a YoY decrease? (Indicator unit: %) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.0,hard,cash flow,Capex / Revenue * 100%,"year,CapitalExpenses,Revenue 2023,3284000000.0,21593000000.0 2024,4626000000.0,25021000000.0 2025,3611000000.0,26622000000.0 ","year,Capex Intensity 2023,15.208632427175473 2024,18.48846968546421 2025,13.563969649162347 " 2506,US,fundamental,"Within the 2016–2020 window, how many times did Microsoft's Capex Intensity increase from one year to the next? (Indicator unit: %) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",2.0,hard,cash flow,Capex / Revenue * 100%,"year,CapitalExpenses,Revenue 2016,8343000000.0,85320000000.0 2017,8129000000.0,89950000000.0 2018,11632000000.0,110360000000.0 2019,13925000000.0,125843000000.0 2020,15441000000.0,143015000000.0 ","year,Capex Intensity 2016,9.778481012658228 2017,9.037242912729294 2018,10.540050743022835 2019,11.065375110256431 2020,10.796769569625564 " 2507,US,fundamental,"Comparing Nasdaq Inc.'s Capex Intensity year by year from 2019 to 2021, how many times did it increase relative to the preceding year? (Indicator unit: %) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.0,hard,cash flow,Capex / Revenue * 100%,"year,CapitalExpenses,Revenue 2019,127000000.0,4262000000.0 2020,188000000.0,5627000000.0 2021,163000000.0,5886000000.0 ","year,Capex Intensity 2019,2.9798216799624586 2020,3.341034298915941 2021,2.7692830445124024 " 2508,US,fundamental,"Taking 2021 as the starting reference, how many year-over-year increases occurred in Colgate-Palmolive's Capex Intensity up to 2025? (Indicator unit: %) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.0,hard,cash flow,Capex / Revenue * 100%,"year,CapitalExpenses,Revenue 2021,567000000.0,17421000000.0 2022,696000000.0,17967000000.0 2023,705000000.0,19457000000.0 2024,561000000.0,20101000000.0 2025,564000000.0,20382000000.0 ","year,Capex Intensity 2021,3.2546926123643876 2022,3.873768575722157 2023,3.6233746209590376 2024,2.7909059250783543 2025,2.7671474830733 " 2509,US,fundamental,"For Archer Daniels Midland's Capex Intensity from 2021 to 2025, count the number of YoY increases between each consecutive pair of years. (Indicator unit: %) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",2.0,hard,cash flow,Capex / Revenue * 100%,"year,CapitalExpenses,Revenue 2021,1169000000.0,85249000000.0 2022,1319000000.0,101556000000.0 2023,1494000000.0,93935000000.0 2024,1563000000.0,85530000000.0 2025,1248000000.0,80269000000.0 ","year,Capex Intensity 2021,1.3712770824291194 2022,1.2987908149198473 2023,1.5904614893277265 2024,1.8274289722904242 2025,1.55477207888475 " 2510,US,fundamental,"Calculate the Cash Flow to Net Income of Teradyne from 2019 to 2023 and make a year-over-year comparison. How many times was there a YoY increase? According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.0,hard,cash flow,CFO / Net Income,"year,NetCashFromOperatingActivities,NetIncome 2019,578750000.0,467468000.0 2020,868935000.0,784147000.0 2021,1098366000.0,1014589000.0 2022,577923000.0,715501000.0 2023,585231000.0,448752000.0 ","year,Cash Flow to Net Income 2019,1.2380526581498628 2020,1.1081276852426905 2021,1.082572351957295 2022,0.8077179486821122 2023,1.304130120868542 " 2511,US,fundamental,"Within the 2021–2023 window, how many times did Capital One's Cash Flow to Net Income increase from one year to the next? According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",2.0,hard,cash flow,CFO / Net Income,"year,NetCashFromOperatingActivities,NetIncome 2021,12310000000.0,12390000000.0 2022,13809000000.0,7360000000.0 2023,20575000000.0,4887000000.0 ","year,Cash Flow to Net Income 2021,0.993543179983858 2022,1.8762228260869565 2023,4.210149375895233 " 2512,US,fundamental,"Comparing Extra Space Storage's Cash Flow to Net Income year by year from 2023 to 2025, how many times did it increase relative to the preceding year? According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.0,hard,cash flow,CFO / Net Income,"year,NetCashFromOperatingActivities,NetIncome 2023,1402474000.0,803198000.0 2024,1887430000.0,854681000.0 2025,1850193000.0,973999000.0 ","year,Cash Flow to Net Income 2023,1.7461124156185648 2024,2.208344399840408 2025,1.8995840858152833 " 2513,US,fundamental,"Taking 2021 as the starting reference, how many year-over-year increases occurred in A. O. Smith's Cash Flow to Net Income up to 2025? According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",2.0,hard,cash flow,CFO / Net Income,"year,NetCashFromOperatingActivities,NetIncome 2021,641100000.0,487100000.0 2022,391400000.0,235700000.0 2023,670300000.0,556600000.0 2024,581800000.0,533600000.0 2025,616800000.0,546200000.0 ","year,Cash Flow to Net Income 2021,1.3161568466433997 2022,1.6605854900296988 2023,1.2042759611929572 2024,1.0903298350824588 2025,1.1292566825338703 " 2514,US,fundamental,"For Citizens Financial Group's Cash Flow to Net Income from 2017 to 2019, count the number of YoY increases between each consecutive pair of years. According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.0,hard,cash flow,CFO / Net Income,"year,NetCashFromOperatingActivities,NetIncome 2017,-2911000000.0,1652000000.0 2018,-8036000000.0,1721000000.0 2019,-21188000000.0,1791000000.0 ","year,Cash Flow to Net Income 2017,-1.7621065375302662 2018,-4.669378268448576 2019,-11.830262423227248 " 2515,US,fundamental,"Calculate the Cash Flow to Debt of L3Harris from 2021 to 2025 and make a year-over-year comparison. How many times was there a YoY decrease? According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",2.0,hard,cash flow,CFO / Total Debt; Total Debt = Short-Term Debt + Long-Term Debt,"year,NetCashFromOperatingActivities,ShortTermDebt,LongTermDebt 2021,2687000000.0,2000000.0,7048000000.0 2022,2158000000.0,2000000.0,6225000000.0 2023,2096000000.0,1602000000.0,11160000000.0 2024,2559000000.0,515000000.0,11081000000.0 2025,3106000000.0,0.0,10443000000.0 ","year,Cash Flow to Debt 2021,0.3811347517730496 2022,0.3465553235908142 2023,0.1642375803165648 2024,0.22067954467057607 2025,0.2974241118452552 " 2516,US,fundamental,"Within the 2018–2020 window, how many times did Pentair's Cash Flow to Debt increase from one year to the next? According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.0,hard,cash flow,CFO / Total Debt; Total Debt = Short-Term Debt + Long-Term Debt,"year,NetCashFromOperatingActivities,ShortTermDebt,LongTermDebt 2018,439100000.0,0.0,787600000.0 2019,353000000.0,0.0,1029100000.0 2020,573600000.0,0.0,839600000.0 ","year,Cash Flow to Debt 2018,0.5575165058405281 2019,0.3430181712175687 2020,0.6831824678418295 " 2517,US,fundamental,"Comparing Global Payments's Cash Flow to Debt year by year from 2019 to 2023, how many times did it increase relative to the preceding year? According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.0,hard,cash flow,CFO / Total Debt; Total Debt = Short-Term Debt + Long-Term Debt,"year,NetCashFromOperatingActivities,ShortTermDebt,LongTermDebt 2019,1391278000.0,463237000.0,9090364000.0 2020,2314150000.0,358698000.0,8466407000.0 2021,2780825000.0,484202000.0,11414809000.0 2022,2244040000.0,747111000.0,12289248000.0 2023,2248741000.0,981244000.0,15692297000.0 ","year,Cash Flow to Debt 2019,0.14562864829711855 2020,0.2622235089554175 2021,0.2337021959219972 2022,0.1721370207739753 2023,0.13486883200155264 " 2518,US,fundamental,"Taking 2018 as the starting reference, how many year-over-year decreases occurred in Prudential Financial's Cash Flow to Debt up to 2022? According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",3.0,hard,cash flow,CFO / Total Debt; Total Debt = Short-Term Debt + Long-Term Debt,"year,NetCashFromOperatingActivities,ShortTermDebt,LongTermDebt 2018,21664000000.0,2451000000.0,17378000000.0 2019,19625000000.0,1933000000.0,18646000000.0 2020,8368000000.0,925000000.0,19718000000.0 2021,9812000000.0,0.0,18622000000.0 2022,5158000000.0,0.0,19908000000.0 ","year,Cash Flow to Debt 2018,1.092541227495083 2019,0.9536420622965158 2020,0.4053674369035508 2021,0.5269036623348727 2022,0.25909182238296163 " 2519,US,fundamental,"For General Mills's Cash Flow to Debt from 2020 to 2022, count the number of YoY increases between each consecutive pair of years. According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.0,hard,cash flow,CFO / Total Debt; Total Debt = Short-Term Debt + Long-Term Debt,"year,NetCashFromOperatingActivities,ShortTermDebt,LongTermDebt 2020,3676200000.0,279000000.0,10929000000.0 2021,2983200000.0,361300000.0,9786900000.0 2022,3316100000.0,811400000.0,9134800000.0 ","year,Cash Flow to Debt 2020,0.32799785867237685 2021,0.2939634615005617 2022,0.33340371197040075 " 2520,US,fundamental,"Calculate the Earnings Per Share Basic of Progressive Corporation from 2020 to 2022 and make a year-over-year comparison. How many times was there a YoY decrease? According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",2.0,hard,per share,(Net Income - Preferred Dividends) / Weighted-Average Basic Shares,"year,NetIncome,SharesAverage,PreferredDividendExpense 2020,5704600000.0,584900000.0,26900000.0 2021,3350900000.0,584500000.0,26900000.0 2022,721500000.0,584400000.0,26900000.0 ","year,Earnings Per Share Basic 2020,9.707129423833134 2021,5.686911890504705 2022,1.1885694729637235 " 2521,US,fundamental,"Within the 2018–2020 window, how many times did Ameren's Earnings Per Share Basic decrease from one year to the next? According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.0,hard,per share,(Net Income - Preferred Dividends) / Weighted-Average Basic Shares,"year,NetIncome,SharesAverage,PreferredDividendExpense 2018,782000000.0,243800000.0,6000000.0 2019,769000000.0,245600000.0,6000000.0 2020,815000000.0,247000000.0,6000000.0 ","year,Earnings Per Share Basic 2018,3.1829368334700576 2019,3.1066775244299674 2020,3.2753036437246963 " 2522,US,fundamental,"Comparing Bank of America's Earnings Per Share Basic year by year from 2017 to 2021, how many times did it increase relative to the preceding year? According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",3.0,hard,per share,(Net Income - Preferred Dividends) / Weighted-Average Basic Shares,"year,NetIncome,SharesAverage,PreferredDividendExpense 2017,18232000000.0,10195646000.0,1614000000.0 2018,28147000000.0,10096500000.0,1451000000.0 2019,27430000000.0,9390500000.0,1432000000.0 2020,17894000000.0,8753200000.0,1421000000.0 2021,31978000000.0,8493300000.0,1421000000.0 ","year,Earnings Per Share Basic 2017,1.6299114347438113 2018,2.644084583766652 2019,2.7685426761088334 2020,1.8819403189690627 2021,3.5977770713385846 " 2523,US,fundamental,"Taking 2018 as the starting reference, how many year-over-year decreases occurred in Morgan Stanley's Earnings Per Share Basic up to 2022? According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.0,hard,per share,(Net Income - Preferred Dividends) / Weighted-Average Basic Shares,"year,NetIncome,SharesAverage,PreferredDividendExpense 2018,8748000000.0,1708000000.0,526000000.0 2019,9042000000.0,1617000000.0,530000000.0 2020,10996000000.0,1603000000.0,496000000.0 2021,15034000000.0,1785000000.0,468000000.0 2022,11029000000.0,1691000000.0,489000000.0 ","year,Earnings Per Share Basic 2018,4.813817330210773 2019,5.264069264069264 2020,6.550218340611353 2021,8.160224089635854 2022,6.2329982259018335 " 2524,US,fundamental,"For Williams Companies's Earnings Per Share Basic from 2022 to 2024, count the number of YoY increases between each consecutive pair of years. According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.0,hard,per share,(Net Income - Preferred Dividends) / Weighted-Average Basic Shares,"year,NetIncome,SharesAverage,PreferredDividendExpense 2022,2049000000.0,1218362000.0,3000000.0 2023,3179000000.0,1217784000.0,3000000.0 2024,2225000000.0,1219184000.0,3000000.0 ","year,Earnings Per Share Basic 2022,1.679303852221261 2023,2.6080158714517516 2024,1.822530479402617 " 2525,US,fundamental,"Calculate the Earnings Per Share Diluted of Bank of America from 2022 to 2024 and make a year-over-year comparison. How many times was there a YoY increase? According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.0,hard,per share,(Net Income - Preferred Dividends) / Weighted-Average Diluted Shares,"year,NetIncome,SharesFullyDilutedAverage,PreferredDividendExpense 2022,27528000000.0,8167500000.0,1513000000.0 2023,26515000000.0,8080500000.0,1649000000.0 2024,27132000000.0,7935800000.0,1629000000.0 ","year,Earnings Per Share Diluted 2022,3.185185185185185 2023,3.077284821483819 2024,3.2136646588875726 " 2526,US,fundamental,"Within the 2020–2022 window, how many times did Duke Energy's Earnings Per Share Diluted decrease from one year to the next? According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.0,hard,per share,(Net Income - Preferred Dividends) / Weighted-Average Diluted Shares,"year,NetIncome,SharesFullyDilutedAverage,PreferredDividendExpense 2020,1377000000.0,738000000.0,107000000.0 2021,3908000000.0,769000000.0,106000000.0 2022,2550000000.0,770000000.0,106000000.0 ","year,Earnings Per Share Diluted 2020,1.7208672086720866 2021,4.94408322496749 2022,3.174025974025974 " 2527,US,fundamental,"Comparing Ameren's Earnings Per Share Diluted year by year from 2017 to 2019, how many times did it increase relative to the preceding year? According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.0,hard,per share,(Net Income - Preferred Dividends) / Weighted-Average Diluted Shares,"year,NetIncome,SharesFullyDilutedAverage,PreferredDividendExpense 2017,523000000.0,244200000.0,6000000.0 2018,782000000.0,245800000.0,6000000.0 2019,769000000.0,247100000.0,6000000.0 ","year,Earnings Per Share Diluted 2017,2.1171171171171173 2018,3.157038242473556 2019,3.087818696883853 " 2528,US,fundamental,"Taking 2018 as the starting reference, how many year-over-year increases occurred in Progressive Corporation's Earnings Per Share Diluted up to 2022? According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",2.0,hard,per share,(Net Income - Preferred Dividends) / Weighted-Average Diluted Shares,"year,NetIncome,SharesFullyDilutedAverage,PreferredDividendExpense 2018,2615300000.0,586700000.0,21400000.0 2019,3970300000.0,587200000.0,26900000.0 2020,5704600000.0,587600000.0,26900000.0 2021,3350900000.0,587100000.0,26900000.0 2022,721500000.0,587100000.0,26900000.0 ","year,Earnings Per Share Diluted 2018,4.4211692517470595 2019,6.715599455040872 2020,9.662525527569775 2021,5.661727133367399 2022,1.1831033895418157 " 2529,US,fundamental,"For Morgan Stanley's Earnings Per Share Diluted from 2021 to 2023, count the number of YoY increases between each consecutive pair of years. According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.0,hard,per share,(Net Income - Preferred Dividends) / Weighted-Average Diluted Shares,"year,NetIncome,SharesFullyDilutedAverage,PreferredDividendExpense 2021,15034000000.0,1814000000.0,468000000.0 2022,11029000000.0,1713000000.0,489000000.0 2023,9087000000.0,1646000000.0,557000000.0 ","year,Earnings Per Share Diluted 2021,8.029768467475193 2022,6.1529480443666085 2023,5.182260024301336 " 2530,US,fundamental,"Calculate the Operating Cash Flow Per Share of Apple Inc. from 2022 to 2024 and make a year-over-year comparison. How many times was there a YoY increase? According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.0,hard,per share,CFO / Weighted-Average Basic Shares,"year,NetCashFromOperatingActivities,SharesAverage 2022,122151000000.0,16215963000.0 2023,110543000000.0,15744231000.0 2024,118254000000.0,15343783000.0 ","year,Operating Cash Flow Per Share 2022,7.532762624088375 2023,7.021174930677783 2024,7.706965094592383 " 2531,US,fundamental,"Within the 2022–2024 window, how many times did Kroger's Operating Cash Flow Per Share decrease from one year to the next? According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.0,hard,per share,CFO / Weighted-Average Basic Shares,"year,NetCashFromOperatingActivities,SharesAverage 2022,4498000000.0,718000000.0 2023,6788000000.0,718000000.0 2024,5794000000.0,715000000.0 ","year,Operating Cash Flow Per Share 2022,6.264623955431754 2023,9.454038997214484 2024,8.103496503496503 " 2532,US,fundamental,"Comparing Zoetis's Operating Cash Flow Per Share year by year from 2022 to 2024, how many times did it increase relative to the preceding year? According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",2.0,hard,per share,CFO / Weighted-Average Basic Shares,"year,NetCashFromOperatingActivities,SharesAverage 2022,1912000000.0,468891000.0 2023,2353000000.0,461172000.0 2024,2953000000.0,454200000.0 ","year,Operating Cash Flow Per Share 2022,4.077706759140184 2023,5.102217827621798 2024,6.501541171290181 " 2533,US,fundamental,"Taking 2016 as the starting reference, how many year-over-year decreases occurred in Abbott Laboratories's Operating Cash Flow Per Share up to 2018? According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.0,hard,per share,CFO / Weighted-Average Basic Shares,"year,NetCashFromOperatingActivities,SharesAverage 2016,3203000000.0,1477000000.0 2017,5570000000.0,1740000000.0 2018,6300000000.0,1758000000.0 ","year,Operating Cash Flow Per Share 2016,2.1685849695328367 2017,3.2011494252873565 2018,3.583617747440273 " 2534,US,fundamental,"For Waters Corporation's Operating Cash Flow Per Share from 2020 to 2022, count the number of YoY increases between each consecutive pair of years. According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.0,hard,per share,CFO / Weighted-Average Basic Shares,"year,NetCashFromOperatingActivities,SharesAverage 2020,790507000.0,62094000.0 2021,747274000.0,61575000.0 2022,611661000.0,59985000.0 ","year,Operating Cash Flow Per Share 2020,12.730811350533063 2021,12.135996751928543 2022,10.196899224806202 " 2535,US,fundamental,"Calculate the Equity Multiplier of Regency Centers from 2020 to 2022 and make a year-over-year comparison. How many times was there a YoY decrease? (Use the average of beginning and ending values) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",2.0,hard,solvency,Average Total Assets / Average Stockholders Equity,"year,Assets,AllEquityBalance 2019,11132253000.0,6213348000.0 2020,10936904000.0,5984912000.0 2021,10792563000.0,6037371000.0 2022,10860220000.0,6096985000.0 ","year,Equity Multiplier 2020,1.8092053292846684 2021,1.8074326648274708 2022,1.7844196263897318 " 2536,US,fundamental,"Within the 2023–2025 window, how many times did Tesla's Equity Multiplier decrease from one year to the next? (Use the average of beginning and ending values) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",2.0,hard,solvency,Average Total Assets / Average Stockholders Equity,"year,Assets,AllEquityBalance 2022,82338000000.0,44704000000.0 2023,106618000000.0,62634000000.0 2024,122070000000.0,72913000000.0 2025,137806000000.0,82137000000.0 ","year,Equity Multiplier 2023,1.7603830889340215 2024,1.6871491069518323 2025,1.6760786842953885 " 2537,US,fundamental,"Comparing NVR's Equity Multiplier year by year from 2017 to 2021, how many times did it decrease relative to the preceding year? (Use the average of beginning and ending values) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",2.0,hard,solvency,Average Total Assets / Average Stockholders Equity,"year,Assets,AllEquityBalance 2016,2643943000.0,1304441000.0 2017,2989279000.0,1605492000.0 2018,3165933000.0,1808562000.0 2019,3809815000.0,2341244000.0 2020,5777141000.0,3103074000.0 2021,5834475000.0,3002378000.0 ","year,Equity Multiplier 2017,1.935859691614893 2018,1.8029041134088681 2019,1.6809817133620222 2020,1.7609103656325733 2021,1.9018437946936606 " 2538,US,fundamental,"Taking 2017 as the starting reference, how many year-over-year decreases occurred in Keurig Dr Pepper's Equity Multiplier up to 2021? (Use the average of beginning and ending values) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",4.0,hard,solvency,Average Total Assets / Average Stockholders Equity,"year,Assets,AllEquityBalance 2016,9791000000.0,2134000000.0 2017,10022000000.0,2451000000.0 2018,48918000000.0,22533000000.0 2019,49518000000.0,23257000000.0 2020,49779000000.0,23829000000.0 2021,50598000000.0,24972000000.0 ","year,Equity Multiplier 2017,4.3212649945474375 2018,2.3591098302913864 2019,2.1497270146320155 2020,2.1088433929405768 2021,2.056863588860884 " 2539,US,fundamental,"For CMS Energy's Equity Multiplier from 2018 to 2020, count the number of YoY decreases between each consecutive pair of years. (Use the average of beginning and ending values) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.0,hard,solvency,Average Total Assets / Average Stockholders Equity,"year,Assets,AllEquityBalance 2017,23050000000.0,4441000000.0 2018,24529000000.0,4755000000.0 2019,26837000000.0,5018000000.0 2020,29666000000.0,5496000000.0 ","year,Equity Multiplier 2018,5.1738799478033926 2019,5.255909137419421 2020,5.374072665018071 " 2540,US,fundamental,"Calculate the EBITDA of Deere & Company from 2019 to 2023 and make a year-over-year comparison. How many times was there a YoY increase? (Indicator unit: $; Use the sum of Pretax Income and Interest Expense as EBIT) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",3.0,hard,valuation,EBITDA = EBIT + D&A = Pretax Income + Interest Expense + D&A,"year,PretaxIncomeLoss,InterestExpense,Depreciation & Amortization 2019,4088000000.0,1466000000.0,2019000000.0 2020,3883000000.0,1247000000.0,2118000000.0 2021,7602000000.0,993000000.0,2050000000.0 2022,9127000000.0,1062000000.0,1895000000.0 2023,13019000000.0,2453000000.0,2004000000.0 ","year,EBITDA 2019,7573000000.0 2020,7248000000.0 2021,10645000000.0 2022,12084000000.0 2023,17476000000.0 " 2541,US,fundamental,"Within the 2017–2021 window, how many times did Pfizer's EBITDA increase from one year to the next? (Indicator unit: $; Use the sum of Pretax Income and Interest Expense as EBIT) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",2.0,hard,valuation,EBITDA = EBIT + D&A = Pretax Income + Interest Expense + D&A,"year,PretaxIncomeLoss,InterestExpense,Depreciation & Amortization 2017,12305000000.0,1518000000.0,0.0 2018,11885000000.0,1311000000.0,0.0 2019,17682000000.0,1587000000.0,0.0 2020,7497000000.0,1641000000.0,0.0 2021,24311000000.0,1467000000.0,0.0 ","year,EBITDA 2017,13823000000.0 2018,13196000000.0 2019,19269000000.0 2020,9138000000.0 2021,25778000000.0 " 2542,US,fundamental,"Comparing Cigna's EBITDA year by year from 2019 to 2023, how many times did it decrease relative to the preceding year? (Indicator unit: $; Use the sum of Pretax Income and Interest Expense as EBIT) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",2.0,hard,valuation,EBITDA = EBIT + D&A = Pretax Income + Interest Expense + D&A,"year,PretaxIncomeLoss,InterestExpense,DepreciationExpense,AmortizationOfIntangibles 2019,6570000000.0,1645000000.0,3651000000.0,2949000000.0 2020,10868000000.0,1439000000.0,2802000000.0,1982000000.0 2021,6782000000.0,1253000000.0,2923000000.0,1998000000.0 2022,8353000000.0,1229000000.0,2937000000.0,1876000000.0 2023,5513000000.0,1330000000.0,3035000000.0,1819000000.0 ","year,EBITDA 2019,14815000000.0 2020,17091000000.0 2021,12956000000.0 2022,14395000000.0 2023,11697000000.0 " 2543,US,fundamental,"Taking 2023 as the starting reference, how many year-over-year decreases occurred in Public Storage's EBITDA up to 2025? (Indicator unit: $; Use the sum of Pretax Income and Interest Expense as EBIT) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.0,hard,valuation,EBITDA = EBIT + D&A = Pretax Income + Interest Expense + D&A,"year,PretaxIncomeLoss,InterestExpense,Depreciation & Amortization 2023,2170941000.0,146213000.0,970056000.0 2024,2089079000.0,269498000.0,1129766000.0 2025,1789804000.0,273007000.0,1151840000.0 ","year,EBITDA 2023,3287210000.0 2024,3488343000.0 2025,3214651000.0 " 2544,US,fundamental,"For Moody's Corporation's EBITDA from 2016 to 2020, count the number of YoY increases between each consecutive pair of years. (Indicator unit: $; Use the sum of Pretax Income and Interest Expense as EBIT) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",3.0,hard,valuation,EBITDA = EBIT + D&A = Pretax Income + Interest Expense + D&A,"year,PretaxIncomeLoss,InterestExpense,Depreciation & Amortization 2016,558000000.0,137800000.0,126700000.0 2017,1786800000.0,188400000.0,158300000.0 2018,1671000000.0,216000000.0,191900000.0 2019,1810000000.0,208000000.0,200000000.0 2020,2229000000.0,205000000.0,220000000.0 ","year,EBITDA 2016,822500000.0 2017,2133500000.0 2018,2078900000.0 2019,2218000000.0 2020,2654000000.0 " 2545,US,fundamental,"Calculate the NOPAT of Caterpillar Inc. from 2019 to 2021 and make a year-over-year comparison. How many times was there a YoY increase? (Indicator unit: $; Use the sum of Pretax Income and Interest Expense as EBIT) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.0,hard,valuation,NOPAT = EBIT x (1 - effective tax rate); EBIT = Pretax Income + Interest Expense; effective tax rate = Income Taxes / Pretax Income,"year,PretaxIncomeLoss,InterestExpense,IncomeTaxes 2019,7812000000.0,0.0,1746000000.0 2020,3995000000.0,1103000000.0,1006000000.0 2021,8204000000.0,455000000.0,1742000000.0 ","year,NOPAT 2019,6066000000.0 2020,3814248310.387985 2021,6820387372.013652 " 2546,US,fundamental,"Within the 2020–2022 window, how many times did Ares Management's NOPAT increase from one year to the next? (Indicator unit: $; Use the sum of Pretax Income and Interest Expense as EBIT) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.0,hard,valuation,NOPAT = EBIT x (1 - effective tax rate); EBIT = Pretax Income + Interest Expense; effective tax rate = Income Taxes / Pretax Income,"year,PretaxIncomeLoss,InterestExpense,IncomeTaxes 2020,379478000.0,257132000.0,54993000.0 2021,1065690000.0,205085000.0,147385000.0 2022,510806000.0,320329000.0,71891000.0 ","year,NOPAT 2020,544354075.4668255 2021,1095026730.4516323 2022,714160793.9707052 " 2547,US,fundamental,"Comparing F5's NOPAT year by year from 2021 to 2023, how many times did it increase relative to the preceding year? (Indicator unit: $; Use the sum of Pretax Income and Interest Expense as EBIT) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.0,hard,valuation,NOPAT = EBIT x (1 - effective tax rate); EBIT = Pretax Income + Interest Expense; effective tax rate = Income Taxes / Pretax Income,"year,PretaxIncomeLoss,InterestExpense,IncomeTaxes 2021,386937000.0,5280000.0,99378000.0 2022,385393000.0,7981000.0,110036000.0 2023,485988000.0,2970000.0,191569000.0 ","year,NOPAT 2021,291482924.35977954 2022,281059294.0660572 2023,296218271.6486827 " 2548,US,fundamental,"Taking 2022 as the starting reference, how many year-over-year decreases occurred in IQVIA's NOPAT up to 2024? (Indicator unit: $; Use the sum of Pretax Income and Interest Expense as EBIT) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.0,hard,valuation,NOPAT = EBIT x (1 - effective tax rate); EBIT = Pretax Income + Interest Expense; effective tax rate = Income Taxes / Pretax Income,"year,PretaxIncomeLoss,InterestExpense,IncomeTaxes 2022,1363000000.0,416000000.0,260000000.0 2023,1459000000.0,672000000.0,101000000.0 2024,1669000000.0,670000000.0,301000000.0 ","year,NOPAT 2022,1439645634.6294937 2023,1983480466.0726526 2024,1917167165.9676452 " 2549,US,fundamental,"For CBRE Group's NOPAT from 2019 to 2023, count the number of YoY decreases between each consecutive pair of years. (Indicator unit: $; Use the sum of Pretax Income and Interest Expense as EBIT) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",3.0,hard,valuation,NOPAT = EBIT x (1 - effective tax rate); EBIT = Pretax Income + Interest Expense; effective tax rate = Income Taxes / Pretax Income,"year,PretaxIncomeLoss,InterestExpense,IncomeTaxes 2019,1361345000.0,86666000.0,365065000.0 2020,969969000.0,67463000.0,51681000.0 2021,2409421000.0,41068000.0,330426000.0 2022,1658190000.0,89223000.0,604366000.0 2023,1277000000.0,191000000.0,467000000.0 ","year,NOPAT 2019,1059705217.3255126 2020,982156498.2138605 2021,2114430968.5003161 2022,1110527597.7493532 2023,931151135.4737667 " 2550,US,fundamental,"What is the minimum of Gross Margin for Tapestry from 2022 to 2024? (Unit: %) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",69.5699,medium,profitability,(Revenue - COGS) / Revenue * 100%,"year,Revenue,CostOfGoodsAndServicesSold 2022,6684500000.0,2034100000.0 2023,6660900000.0,1946000000.0 2024,6671200000.0,1781700000.0 ","year,Gross Margin 2022,69.56990051611938 2023,70.78472879040369 2024,73.29266099052644 " 2551,US,fundamental,"From 2018 to 2020, what is the average of LyondellBasell's Gross Margin? (Unit: %) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",14.8183,medium,profitability,(Revenue - COGS) / Revenue * 100%,"year,Revenue,CostOfGoodsAndServicesSold 2018,39004000000.0,32529000000.0 2019,34727000000.0,29301000000.0 2020,27753000000.0,24359000000.0 ","year,Gross Margin 2018,16.600861450107683 2019,15.62473003714689 2020,12.229308543220553 " 2552,US,fundamental,"What was the maximum of Gross Margin for Revvity during 2019-2023? (Unit: %) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",60.0826,medium,profitability,(Revenue - COGS) / Revenue * 100%,"year,Revenue,CostOfGoodsAndServicesSold 2019,2883673000.0,1487618000.0 2020,3782745000.0,1672868000.0 2021,5067169000.0,2215869000.0 2022,3311822000.0,1321992000.0 2023,2750571000.0,1210880000.0 ","year,Gross Margin 2019,48.41238933818086 2020,55.776347599428455 2021,56.270079012561055 2022,60.082637291496944 2023,55.97714074641229 " 2553,US,fundamental,"For Alphabet Inc. (Class A)'s Gross Margin, what is the minimum over 2021 to 2023? (Unit: %) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",55.3794,medium,profitability,(Revenue - COGS) / Revenue * 100%,"year,Revenue,CostOfGoodsAndServicesSold 2021,257637000000.0,110939000000.0 2022,282836000000.0,126203000000.0 2023,307394000000.0,133332000000.0 ","year,Gross Margin 2021,56.93980290098084 2022,55.37944250378312 2023,56.625047984020505 " 2554,US,fundamental,"Calculate the minimum of CF Industries's Gross Margin from 2017 to 2019. (Unit: %) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",10.4116,medium,profitability,(Revenue - COGS) / Revenue * 100%,"year,Revenue,CostOfGoodsAndServicesSold 2017,4130000000.0,3700000000.0 2018,4429000000.0,3512000000.0 2019,4590000000.0,3416000000.0 ","year,Gross Margin 2017,10.411622276029057 2018,20.704447956649357 2019,25.577342047930284 " 2555,US,fundamental,"What is the maximum of EBIT Margin for HP Inc. from 2023 to 2025? (Unit: %; Use the sum of Pretax Income and Interest Expense as EBIT) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",6.9456,medium,profitability,EBIT / Revenue * 100% = (Pretax Income + Interest Expense) / Revenue * 100%,"year,Revenue,PretaxIncomeLoss,InterestExpense 2023,53718000000.0,2937000000.0,548000000.0 2024,53559000000.0,3279000000.0,441000000.0 2025,55295000000.0,2668000000.0,437000000.0 ","year,EBIT Margin 2023,6.487583305409732 2024,6.945611381840587 2025,5.615335925490551 " 2556,US,fundamental,"From 2018 to 2022, what is the minimum of Ross Stores's EBIT Margin? (Unit: %; Use the sum of Pretax Income and Interest Expense as EBIT) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",2.763,medium,profitability,EBIT / Revenue * 100% = (Pretax Income + Interest Expense) / Revenue * 100%,"year,Revenue,PretaxIncomeLoss,InterestExpense 2018,14983541000.0,2050876000.0,18105000.0 2019,16039073000.0,2164288000.0,12682000.0 2020,12531565000.0,106297000.0,239953000.0 2021,18916244000.0,2258540000.0,0.0 2022,18695829000.0,1987489000.0,0.0 ","year,EBIT Margin 2018,13.808358117750672 2019,13.572916589381443 2020,2.7630228147880973 2021,11.939685277901892 2022,10.630654570064799 " 2557,US,fundamental,"What was the minimum of EBIT Margin for State Street Corporation during 2018-2020? (Unit: %; Use the sum of Pretax Income and Interest Expense as EBIT) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",27.9757,medium,profitability,EBIT / Revenue * 100% = (Pretax Income + Interest Expense) / Revenue * 100%,"year,Revenue,PretaxIncomeLoss,InterestExpense 2018,11982000000.0,2999000000.0,981000000.0 2019,11756000000.0,2712000000.0,1382000000.0 2020,11703000000.0,2899000000.0,375000000.0 ","year,EBIT Margin 2018,33.216491403772324 2019,34.82477033004423 2020,27.975732718106467 " 2558,US,fundamental,"For Ametek's EBIT Margin, what is the maximum over 2016 to 2018? (Unit: %; Use the sum of Pretax Income and Interest Expense as EBIT) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",22.0791,medium,profitability,EBIT / Revenue * 100% = (Pretax Income + Interest Expense) / Revenue * 100%,"year,Revenue,PretaxIncomeLoss,InterestExpense 2016,3840087000.0,693103000.0,94304000.0 2017,4300170000.0,796729000.0,98029000.0 2018,4845872000.0,987745000.0,82180000.0 ","year,EBIT Margin 2016,20.504926060268946 2017,20.807502959185335 2018,22.07910155282682 " 2559,US,fundamental,"Calculate the average of Revvity's EBIT Margin from 2017 to 2021. (Unit: %; Use the sum of Pretax Income and Interest Expense as EBIT) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",17.7064,medium,profitability,EBIT / Revenue * 100% = (Pretax Income + Interest Expense) / Revenue * 100%,"year,Revenue,PretaxIncomeLoss,InterestExpense 2017,2256982000.0,296718000.0,35780000.0 2018,2777996000.0,257683000.0,56451000.0 2019,2883673000.0,237142000.0,82693000.0 2020,3782745000.0,906364000.0,42142000.0 2021,5067169000.0,1279886000.0,54120000.0 ","year,EBIT Margin 2017,14.731973936876766 2018,11.307935648575448 2019,11.091236766443352 2020,25.07454242884466 2021,26.326455659955293 " 2560,US,fundamental,"What is the average of EBITDA Margin for CBRE Group from 2021 to 2025? (Unit: %; Use the sum of Pretax Income and Interest Expense as EBIT) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",7.4156,medium,profitability,(Pretax Income + Interest Expense + D&A) / Revenue * 100%,"year,Revenue,PretaxIncomeLoss,InterestExpense,Depreciation & Amortization 2021,27746036000.0,2409421000.0,41068000.0,525871000.0 2022,30828246000.0,1658190000.0,89223000.0,613088000.0 2023,31949000000.0,1277000000.0,191000000.0,622000000.0 2024,35767000000.0,1218000000.0,215000000.0,674000000.0 2025,40550000000.0,1594000000.0,216000000.0,729000000.0 ","year,EBITDA Margin 2021,10.727153961740697 2022,7.656942273005088 2023,6.541675795799555 2024,5.890905024184304 2025,6.2614056720098645 " 2561,US,fundamental,"From 2016 to 2018, what is the average of Mettler Toledo's EBITDA Margin? (Unit: %; Use the sum of Pretax Income and Interest Expense as EBIT) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",23.558,medium,profitability,(Pretax Income + Interest Expense + D&A) / Revenue * 100%,"year,Revenue,PretaxIncomeLoss,InterestExpense,Depreciation & Amortization 2016,2508257000.0,504193000.0,28026000.0,32743000.0 2017,2725053000.0,574222000.0,32785000.0,33458000.0 2018,2935586000.0,651858000.0,34511000.0,37167000.0 ","year,EBITDA Margin 2016,22.52408744398999 2017,23.502845632727144 2018,24.64707216889575 " 2562,US,fundamental,"What was the average of EBITDA Margin for Paycom during 2020-2024? (Unit: %; Use the sum of Pretax Income and Interest Expense as EBIT) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",34.2878,medium,profitability,(Pretax Income + Interest Expense + D&A) / Revenue * 100%,"year,Revenue,PretaxIncomeLoss,InterestExpense,Depreciation & Amortization 2020,841434000.0,185936000.0,19000.0,53373000.0 2021,1055524000.0,255962000.0,2000.0,67222000.0 2022,1375218000.0,389578000.0,2536000.0,92699000.0 2023,1693674000.0,472399000.0,1927000.0,113948000.0 2024,1883200000.0,649000000.0,3400000.0,145900000.0 ","year,EBITDA Margin 2020,28.4428725247613 2021,30.61853638571932 2022,35.253537984523184 2023,34.73360280667944 2024,42.390611724723875 " 2563,US,fundamental,"For Quanta Services's EBITDA Margin, what is the maximum over 2019 to 2021? (Unit: %; Use the sum of Pretax Income and Interest Expense as EBIT) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",8.5722,medium,profitability,(Pretax Income + Interest Expense + D&A) / Revenue * 100%,"year,Revenue,PretaxIncomeLoss,InterestExpense,DepreciationExpense,AmortizationOfIntangibles 2019,12112153000.0,572287000.0,66890000.0,218107000.0,62091000.0 2020,11202672000.0,571346000.0,45013000.0,225256000.0,76704000.0 2021,12980213000.0,622901000.0,68899000.0,255529000.0,165366000.0 ","year,EBITDA Margin 2019,7.590516731418435 2020,8.197321139099673 2021,8.572239916247907 " 2564,US,fundamental,"Calculate the minimum of Target Corporation's EBITDA Margin from 2016 to 2020. (Unit: %; Use the sum of Pretax Income and Interest Expense as EBIT) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",8.7929,medium,profitability,(Pretax Income + Interest Expense + D&A) / Revenue * 100%,"year,Revenue,PretaxIncomeLoss,InterestExpense,Depreciation & Amortization 2016,69495000000.0,3965000000.0,999000000.0,2298000000.0 2017,71879000000.0,3646000000.0,678000000.0,2445000000.0 2018,75356000000.0,3676000000.0,476000000.0,2474000000.0 2019,78112000000.0,4190000000.0,492000000.0,2604000000.0 2020,93561000000.0,5546000000.0,939000000.0,2485000000.0 ","year,EBITDA Margin 2016,10.449672638319303 2017,9.417215041945491 2018,8.79292956101704 2019,9.327632117984432 2020,9.587328053355565 " 2565,US,fundamental,"What is the minimum of Net Profit Margin for Hewlett Packard Enterprise from 2023 to 2025? (Unit: %) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.1662,medium,profitability,Net Income / Revenue * 100%,"year,Revenue,NetIncome 2023,29135000000.0,2025000000.0 2024,30127000000.0,2579000000.0 2025,34296000000.0,57000000.0 ","year,Net Profit Margin 2023,6.950403295006007 2024,8.560427523483918 2025,0.16620013995801258 " 2566,US,fundamental,"From 2018 to 2020, what is the minimum of Meta Platforms's Net Profit Margin? (Unit: %) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",26.1468,medium,profitability,Net Income / Revenue * 100%,"year,Revenue,NetIncome 2018,55838000000.0,22112000000.0 2019,70697000000.0,18485000000.0 2020,85965000000.0,29146000000.0 ","year,Net Profit Margin 2018,39.60027221605358 2019,26.14679547929898 2020,33.90449601582039 " 2567,US,fundamental,"What was the maximum of Net Profit Margin for PayPal during 2016-2020? (Unit: %) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",23.6087,medium,profitability,Net Income / Revenue * 100%,"year,Revenue,NetIncome 2016,10842000000.0,1401000000.0 2017,13094000000.0,1795000000.0 2018,15451000000.0,2057000000.0 2019,17772000000.0,2459000000.0 2020,21454000000.0,5065000000.0 ","year,Net Profit Margin 2016,12.92197011621472 2017,13.708568810142049 2018,13.313054171251052 2019,13.836371820841773 2020,23.608651067400018 " 2568,US,fundamental,"For Nucor's Net Profit Margin, what is the average over 2016 to 2020? (Unit: %) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",6.0103,medium,profitability,Net Income / Revenue * 100%,"year,Revenue,NetIncome 2016,16208122000.0,796271000.0 2017,20252393000.0,1318688000.0 2018,25067279000.0,2360767000.0 2019,22588858000.0,1271143000.0 2020,20139658000.0,721470000.0 ","year,Net Profit Margin 2016,4.9127900197197425 2017,6.511270050902134 2018,9.41772339949621 2019,5.627300857794582 2020,3.582334913532295 " 2569,US,fundamental,"Calculate the average of Marsh McLennan's Net Profit Margin from 2017 to 2021. (Unit: %) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",11.9398,medium,profitability,Net Income / Revenue * 100%,"year,Revenue,NetIncome 2017,14024000000.0,1492000000.0 2018,14950000000.0,1650000000.0 2019,16652000000.0,1742000000.0 2020,17224000000.0,2016000000.0 2021,19820000000.0,3143000000.0 ","year,Net Profit Margin 2017,10.638904734740445 2018,11.036789297658862 2019,10.461205861157818 2020,11.704598235020901 2021,15.857719475277499 " 2570,US,fundamental,"What is the maximum of Return on Equity for Pool Corporation from 2018 to 2020? (Unit: %; Use the average of beginning and ending stockholders’ equity) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",104.9662,medium,profitability,Net Income / Average Stockholders Equity * 100%,"year,NetIncome,AllEquityBalance 2017,191633000.0,223146000.0 2018,234461000.0,223590000.0 2019,261575000.0,410180000.0 2020,366738000.0,639470000.0 ","year,Return on Equity 2018,104.96624404570036 2019,82.54571847831232 2020,69.87814985947696 " 2571,US,fundamental,"From 2017 to 2019, what is the average of Air Products's Return on Equity? (Unit: %; Use the average of beginning and ending stockholders’ equity) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",21.7753,medium,profitability,Net Income / Average Stockholders Equity * 100%,"year,NetIncome,AllEquityBalance 2016,631100000.0,7079600000.0 2017,3000400000.0,10086200000.0 2018,1497800000.0,10857500000.0 2019,1760000000.0,11053600000.0 ","year,Return on Equity 2017,34.957881368768135 2018,14.303107855822992 2019,16.064916868619104 " 2572,US,fundamental,"What was the average of Return on Equity for Dollar General during 2020-2024? (Unit: %; Use the average of beginning and ending stockholders’ equity) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",32.1449,medium,profitability,Net Income / Average Stockholders Equity * 100%,"year,NetIncome,AllEquityBalance 2019,1712555000.0,6702500000.0 2020,2655050000.0,6661238000.0 2021,2399232000.0,6261986000.0 2022,2415989000.0,5541772000.0 2023,1661274000.0,6749119000.0 2024,1125253000.0,7413707000.0 ","year,Return on Equity 2020,39.73513997356129 2021,37.13054884756312 2022,40.93592904903676 2023,27.03260487787256 2024,15.890232641423399 " 2573,US,fundamental,"For NVR's Return on Equity, what is the average over 2018 to 2022? (Unit: %; Use the average of beginning and ending stockholders’ equity) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",43.1363,medium,profitability,Net Income / Average Stockholders Equity * 100%,"year,NetIncome,AllEquityBalance 2017,537521000.0,1605492000.0 2018,797197000.0,1808562000.0 2019,878539000.0,2341244000.0 2020,901248000.0,3103074000.0 2021,1236719000.0,3002378000.0 2022,1725575000.0,3506849000.0 ","year,Return on Equity 2018,46.700901626043404 2019,42.34120823961409 2020,33.10783830040788 2021,40.51195554399576 2022,53.01935237471361 " 2574,US,fundamental,"Calculate the minimum of West Pharmaceutical Services's Return on Equity from 2022 to 2024. (Unit: %; Use the average of beginning and ending stockholders’ equity) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",17.7125,medium,profitability,Net Income / Average Stockholders Equity * 100%,"year,NetIncome,AllEquityBalance 2021,661800000.0,2335400000.0 2022,585900000.0,2684900000.0 2023,593400000.0,2881000000.0 2024,492700000.0,2682300000.0 ","year,Return on Equity 2022,23.341234587574448 2023,21.322697137929175 2024,17.71250876278468 " 2575,US,fundamental,"What is the maximum of Return on Assets for International Paper from 2017 to 2021? (Unit: %; Use the average of beginning and ending total assets) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",6.3764,medium,profitability,Net Income / Average Total Assets * 100%,"year,NetIncome,Assets 2016,904000000.0,33345000000.0 2017,2144000000.0,33903000000.0 2018,2012000000.0,33576000000.0 2019,1225000000.0,33471000000.0 2020,482000000.0,31718000000.0 2021,1752000000.0,25243000000.0 ","year,Return on Assets 2017,6.376397811087318 2018,5.963336741801153 2019,3.6541530568108938 2020,1.4787770942950498 2021,6.151577395059777 " 2576,US,fundamental,"From 2021 to 2025, what is the minimum of Expeditors International's Return on Assets? (Unit: %; Use the average of beginning and ending total assets) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",14.8876,medium,profitability,Net Income / Average Total Assets * 100%,"year,NetIncome,Assets 2020,696140000.0,4927503000.0 2021,1415492000.0,7609929000.0 2022,1357399000.0,5590434000.0 2023,752883000.0,4523809000.0 2024,810073000.0,4754458000.0 2025,810332000.0,4893638000.0 ","year,Return on Assets 2021,22.58025407435909 2022,20.56608594778795 2023,14.887579821841337 2024,17.461730730534054 2025,16.797759889619673 " 2577,US,fundamental,"What was the maximum of Return on Assets for Deckers Brands during 2020-2022? (Unit: %; Use the average of beginning and ending total assets) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",27.2512,medium,profitability,Net Income / Average Total Assets * 100%,"year,NetIncome,Assets 2019,340866000.0,1765118000.0 2020,501514000.0,2167705000.0 2021,564638000.0,2332250000.0 2022,666082000.0,2556203000.0 ","year,Return on Assets 2020,25.504020903051067 2021,25.09527317495397 2022,27.251238786585454 " 2578,US,fundamental,"For Realty Income's Return on Assets, what is the maximum over 2020 to 2022? (Unit: %; Use the average of beginning and ending total assets) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",2.0129,medium,profitability,Net Income / Average Total Assets * 100%,"year,NetIncome,Assets 2019,436482000.0,18554796000.0 2020,395486000.0,20740285000.0 2021,359456000.0,43137502000.0 2022,869408000.0,49673092000.0 ","year,Return on Assets 2020,2.0129033453322056 2021,1.1254491330452634 2022,1.8735102589689276 " 2579,US,fundamental,"Calculate the maximum of Archer Daniels Midland's Return on Assets from 2018 to 2022. (Unit: %; Use the average of beginning and ending total assets) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",7.4886,medium,profitability,Net Income / Average Total Assets * 100%,"year,NetIncome,Assets 2017,1595000000.0,39963000000.0 2018,1810000000.0,40833000000.0 2019,1379000000.0,43997000000.0 2020,1772000000.0,49719000000.0 2021,2709000000.0,56136000000.0 2022,4340000000.0,59774000000.0 ","year,Return on Assets 2018,4.480419822763503 2019,3.2512082989508433 2020,3.7816381407657174 2021,5.118322233243588 2022,7.488568717108102 " 2580,US,fundamental,"What is the minimum of Return on Invested Capital for IBM from 2021 to 2023? (Unit: %; Use the sum of Pretax Income and Interest Expense as EBIT; Use the average of beginning and ending invested capital. Total cash is deducted rather than excess cash. Operating lease liabilities are capitalized and included in debt per ASC 842.) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",-2.3125,medium,profitability,ROIC = NOPAT / Average Invested Capital * 100%; NOPAT = EBIT x (1 - effective tax rate); EBIT = Pretax Income + Interest Expense; effective tax rate = Income Taxes / Pretax Income; Invested Capital = Equity (incl. minority) + Total Debt (short + long-term debt + operating lease liabilities) - Cash and Short-Term Investments,"year,PretaxIncomeLoss,InterestExpense,IncomeTaxes,AllEquityBalanceIncludingMinorityInterest,ShortTermDebt,LongTermDebt,OperatingLeaseCurrentDebtEquivalent,OperatingLeaseNonCurrentDebtEquivalent,CashAndMarketableSecurities,ShortTermInvestments 2020,4637000000.0,1830000000.0,2253000000.0,20727000000.0,7183000000.0,54355000000.0,1357000000.0,3574000000.0,13212000000.0,600000000.0 2021,4837000000.0,1512000000.0,2103000000.0,18996000000.0,6787000000.0,44917000000.0,974000000.0,2462000000.0,6650000000.0,0.0 2022,1156000000.0,1401000000.0,1865000000.0,22021000000.0,4760000000.0,46189000000.0,874000000.0,2190000000.0,7886000000.0,0.0 2023,8690000000.0,1668000000.0,1564000000.0,22613000000.0,6426000000.0,50121000000.0,820000000.0,2568000000.0,13068000000.0,0.0 ","year,Return on Invested Capital 2021,5.094941842182501 2022,-2.3124936827498264 2023,12.34312551072866 " 2581,US,fundamental,"From 2017 to 2019, what is the maximum of Archer Daniels Midland's Return on Invested Capital? (Unit: %; Use the sum of Pretax Income and Interest Expense as EBIT; Use the average of beginning and ending invested capital. Total cash is deducted rather than excess cash. Operating lease liabilities are capitalized and included in debt per ASC 842.) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",9.8195,medium,profitability,ROIC = NOPAT / Average Invested Capital * 100%; NOPAT = EBIT x (1 - effective tax rate); EBIT = Pretax Income + Interest Expense; effective tax rate = Income Taxes / Pretax Income; Invested Capital = Equity (incl. minority) + Total Debt (short + long-term debt + operating lease liabilities) - Cash and Short-Term Investments,"year,PretaxIncomeLoss,InterestExpense,IncomeTaxes,AllEquityBalanceIncludingMinorityInterest,ShortTermDebt,LongTermDebt,OperatingLeaseCurrentDebtEquivalent,OperatingLeaseNonCurrentDebtEquivalent,CashAndMarketableSecurities,ShortTermInvestments 2016,1822000000.0,283000000.0,534000000.0,17181000000.0,154000000.0,6504000000.0,0.0,0.0,5011000000.0,0.0 2017,1609000000.0,338000000.0,7000000.0,18322000000.0,857000000.0,6623000000.0,0.0,0.0,4826000000.0,0.0 2018,2060000000.0,351000000.0,245000000.0,18996000000.0,108000000.0,7698000000.0,0.0,0.0,4506000000.0,6000000.0 2019,1588000000.0,373000000.0,209000000.0,19225000000.0,1202000000.0,7672000000.0,0.0,0.0,4458000000.0,0.0 ","year,Return on Invested Capital 2017,9.740375446899254 2018,9.81951118369589 2019,7.415073437009088 " 2582,US,fundamental,"What was the average of Return on Invested Capital for Moody's Corporation during 2023-2025? (Unit: %; Use the sum of Pretax Income and Interest Expense as EBIT; Use the average of beginning and ending invested capital. Total cash is deducted rather than excess cash. Operating lease liabilities are capitalized and included in debt per ASC 842.) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",26.3802,medium,profitability,ROIC = NOPAT / Average Invested Capital * 100%; NOPAT = EBIT x (1 - effective tax rate); EBIT = Pretax Income + Interest Expense; effective tax rate = Income Taxes / Pretax Income; Invested Capital = Equity (incl. minority) + Total Debt (short + long-term debt + operating lease liabilities) - Cash and Short-Term Investments,"year,PretaxIncomeLoss,InterestExpense,IncomeTaxes,AllEquityBalanceIncludingMinorityInterest,ShortTermDebt,LongTermDebt,OperatingLeaseCurrentDebtEquivalent,OperatingLeaseNonCurrentDebtEquivalent,CashAndMarketableSecurities,ShortTermInvestments 2022,1760000000.0,231000000.0,386000000.0,2689000000.0,0.0,7389000000.0,106000000.0,368000000.0,1769000000.0,90000000.0 2023,1935000000.0,251000000.0,327000000.0,3476000000.0,0.0,7001000000.0,108000000.0,306000000.0,2130000000.0,63000000.0 2024,2699000000.0,237000000.0,640000000.0,3727000000.0,0.0,6731000000.0,102000000.0,216000000.0,2408000000.0,566000000.0 2025,3130000000.0,213000000.0,668000000.0,4205000000.0,0.0,6994000000.0,95000000.0,262000000.0,2384000000.0,64000000.0 ","year,Return on Invested Capital 2023,20.891069469684712 2024,27.149107974895305 2025,31.10043587268058 " 2583,US,fundamental,"For United Parcel Service's Return on Invested Capital, what is the average over 2017 to 2021? (Unit: %; Use the sum of Pretax Income and Interest Expense as EBIT; Use the average of beginning and ending invested capital. Total cash is deducted rather than excess cash. Operating lease liabilities are capitalized and included in debt per ASC 842.) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",28.0544,medium,profitability,ROIC = NOPAT / Average Invested Capital * 100%; NOPAT = EBIT x (1 - effective tax rate); EBIT = Pretax Income + Interest Expense; effective tax rate = Income Taxes / Pretax Income; Invested Capital = Equity (incl. minority) + Total Debt (short + long-term debt + operating lease liabilities) - Cash and Short-Term Investments,"year,PretaxIncomeLoss,InterestExpense,IncomeTaxes,AllEquityBalanceIncludingMinorityInterest,ShortTermDebt,LongTermDebt,OperatingLeaseCurrentDebtEquivalent,OperatingLeaseNonCurrentDebtEquivalent,CashAndMarketableSecurities,ShortTermInvestments 2016,5136000000.0,381000000.0,1705000000.0,429000000.0,3681000000.0,12394000000.0,0.0,0.0,3476000000.0,1091000000.0 2017,7148000000.0,453000000.0,2238000000.0,1030000000.0,4011000000.0,20278000000.0,0.0,0.0,3320000000.0,749000000.0 2018,6019000000.0,605000000.0,1228000000.0,3037000000.0,2805000000.0,19931000000.0,0.0,0.0,4225000000.0,810000000.0 2019,5652000000.0,653000000.0,1212000000.0,3283000000.0,3420000000.0,21818000000.0,538000000.0,2391000000.0,5238000000.0,503000000.0 2020,1844000000.0,701000000.0,501000000.0,669000000.0,2623000000.0,22031000000.0,560000000.0,2540000000.0,5910000000.0,406000000.0 2021,16595000000.0,694000000.0,3705000000.0,14269000000.0,0.0,19784000000.0,580000000.0,3033000000.0,10255000000.0,338000000.0 ","year,Return on Invested Capital 2017,31.465140922201908 2018,25.11464006923678 2019,21.327415760547478 2020,7.752818831551315 2021,54.6118647720783 " 2584,US,fundamental,"Calculate the minimum of 3M's Return on Invested Capital from 2017 to 2019. (Unit: %; Use the sum of Pretax Income and Interest Expense as EBIT; Use the average of beginning and ending invested capital. Total cash is deducted rather than excess cash. Operating lease liabilities are capitalized and included in debt per ASC 842.) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",18.462,medium,profitability,ROIC = NOPAT / Average Invested Capital * 100%; NOPAT = EBIT x (1 - effective tax rate); EBIT = Pretax Income + Interest Expense; effective tax rate = Income Taxes / Pretax Income; Invested Capital = Equity (incl. minority) + Total Debt (short + long-term debt + operating lease liabilities) - Cash and Short-Term Investments,"year,PretaxIncomeLoss,InterestExpense,IncomeTaxes,AllEquityBalanceIncludingMinorityInterest,ShortTermDebt,LongTermDebt,OperatingLeaseCurrentDebtEquivalent,OperatingLeaseNonCurrentDebtEquivalent,CashAndMarketableSecurities,ShortTermInvestments 2016,7053000000.0,199000000.0,1995000000.0,10343000000.0,972000000.0,10678000000.0,0.0,0.0,2398000000.0,0.0 2017,7548000000.0,0.0,2679000000.0,11622000000.0,1853000000.0,12096000000.0,0.0,0.0,3053000000.0,0.0 2018,7000000000.0,0.0,1637000000.0,9848000000.0,1211000000.0,13411000000.0,0.0,0.0,2853000000.0,380000000.0 2019,5712000000.0,0.0,1130000000.0,10126000000.0,0.0,17518000000.0,247000000.0,607000000.0,0.0,98000000.0 ","year,Return on Invested Capital 2017,23.123501056680833 2018,24.51376985487373 2019,18.462034369522733 " 2585,US,fundamental,"What is the average of Days Inventory Outstanding for ON Semiconductor from 2018 to 2022? (Use the average of beginning and ending inventory; one year is assumed to have 365 days) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",123.7315,medium,operational efficiency,Average Inventory / COGS * 365,"year,CostOfGoodsAndServicesSold,Inventories 2017,3509300000.0,1089500000.0 2018,3639600000.0,1225200000.0 2019,3544300000.0,1232400000.0 2020,3539200000.0,1251400000.0 2021,4025500000.0,1379500000.0 2022,4249000000.0,1616800000.0 ","year,Days Inventory Outstanding 2018,116.06570777008463 2019,126.54459272634935 2020,128.07795547016275 2021,119.27443795801764 2022,128.69492821840433 " 2586,US,fundamental,"From 2021 to 2025, what is the maximum of Amphenol's Days Inventory Outstanding? (Use the average of beginning and ending inventory; one year is assumed to have 365 days) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",91.7972,medium,operational efficiency,Average Inventory / COGS * 365,"year,CostOfGoodsAndServicesSold,Inventories 2020,5934800000.0,1462200000.0 2021,7474500000.0,1894100000.0 2022,8594800000.0,2093600000.0 2023,8470600000.0,2167100000.0 2024,10083000000.0,2545700000.0 2025,14577000000.0,3424900000.0 ","year,Days Inventory Outstanding 2021,81.94859187905546 2022,84.67390166146973 2023,91.7972457677142 2024,85.30060497867697 2025,74.75025725457914 " 2587,US,fundamental,"What was the minimum of Days Inventory Outstanding for Molson Coors Beverage Company during 2020-2022? (Use the average of beginning and ending inventory; one year is assumed to have 365 days) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",39.6956,medium,operational efficiency,Average Inventory / COGS * 365,"year,CostOfGoodsAndServicesSold,Inventories 2019,6378200000.0,615900000.0 2020,5885700000.0,664300000.0 2021,6226300000.0,804700000.0 2022,7045800000.0,792900000.0 ","year,Days Inventory Outstanding 2020,39.69561819324804 2021,43.058076225045376 2022,41.38096454625451 " 2588,US,fundamental,"For Emcor's Days Inventory Outstanding, what is the minimum over 2021 to 2023? (Use the average of beginning and ending inventory; one year is assumed to have 365 days) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",2.3337,medium,operational efficiency,Average Inventory / COGS * 365,"year,CostOfGoodsAndServicesSold,Inventories 2020,7401679000.0,53338000.0 2021,8401843000.0,54098000.0 2022,9472526000.0,85641000.0 2023,10493534000.0,110774000.0 ","year,Days Inventory Outstanding 2021,2.3336629832287987 2022,2.692245711439589 2023,3.415983356989171 " 2589,US,fundamental,"Calculate the average of Otis Worldwide's Days Inventory Outstanding from 2023 to 2025. (Use the average of beginning and ending inventory; one year is assumed to have 365 days) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",21.6474,medium,operational efficiency,Average Inventory / COGS * 365,"year,CostOfGoodsAndServicesSold,Inventories 2022,9765000000.0,617000000.0 2023,10016000000.0,612000000.0 2024,10004000000.0,557000000.0 2025,10061000000.0,613000000.0 ","year,Days Inventory Outstanding 2023,22.393420527156547 2024,21.325719712115156 2025,21.22303945929828 " 2590,US,fundamental,"What is the average of Days Sales Outstanding for Best Buy from 2018 to 2020? (Use the average of beginning and ending trade receivables; one year is assumed to have 365 days) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",8.7896,medium,operational efficiency,Average Trade Receivables / Revenue * 365,"year,Revenue,TradeReceivables 2017,42151000000.0,1049000000.0 2018,42879000000.0,1015000000.0 2019,43638000000.0,1149000000.0 2020,47262000000.0,1061000000.0 ","year,Days Sales Outstanding 2018,8.784719792905618 2019,9.050139786424676 2020,8.53381151876772 " 2591,US,fundamental,"From 2023 to 2025, what is the minimum of McDonald's's Days Sales Outstanding? (Use the average of beginning and ending trade receivables; one year is assumed to have 365 days) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",32.9158,medium,operational efficiency,Average Trade Receivables / Revenue * 365,"year,Revenue,TradeReceivables 2022,23182600000.0,2115000000.0 2023,25493700000.0,2488000000.0 2024,25920000000.0,2383000000.0 2025,26885000000.0,2466000000.0 ","year,Days Sales Outstanding 2023,32.95118009547457 2024,34.29619984567901 2025,32.91584526687744 " 2592,US,fundamental,"What was the maximum of Days Sales Outstanding for Microchip Technology during 2018-2022? (Use the average of beginning and ending trade receivables; one year is assumed to have 365 days) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",64.8233,medium,operational efficiency,Average Trade Receivables / Revenue * 365,"year,Revenue,TradeReceivables 2017,3980800000.0,563700000.0 2018,5349500000.0,880600000.0 2019,5274200000.0,934000000.0 2020,5438400000.0,997700000.0 2021,6820900000.0,1072600000.0 2022,8438700000.0,1305300000.0 ","year,Days Sales Outstanding 2018,49.272782503037675 2019,62.78952258162375 2020,64.8233395851721 2021,55.3929466785908 2022,51.42578240724282 " 2593,US,fundamental,"For Hartford (The)'s Days Sales Outstanding, what is the minimum over 2018 to 2020? (Use the average of beginning and ending trade receivables; one year is assumed to have 365 days) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",73.7304,medium,operational efficiency,Average Trade Receivables / Revenue * 365,"year,Revenue,TradeReceivables 2017,16974000000.0,3910000000.0 2018,18955000000.0,3995000000.0 2019,20740000000.0,4384000000.0 2020,20523000000.0,4268000000.0 ","year,Days Sales Outstanding 2018,76.10986547085201 2019,73.73035197685631 2020,76.93758222482093 " 2594,US,fundamental,"Calculate the average of Allegion's Days Sales Outstanding from 2019 to 2023. (Use the average of beginning and ending trade receivables; one year is assumed to have 365 days) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",40.4755,medium,operational efficiency,Average Trade Receivables / Revenue * 365,"year,Revenue,TradeReceivables 2018,2731700000.0,324900000.0 2019,2854000000.0,329800000.0 2020,2719900000.0,321800000.0 2021,2867400000.0,283300000.0 2022,3271900000.0,395600000.0 2023,3650800000.0,412800000.0 ","year,Days Sales Outstanding 2019,41.86501401541696 2020,43.72109268723115 2021,38.51250261560996 2022,37.86767627372475 2023,40.411142763229975 " 2595,US,fundamental,"What is the minimum of Days Payable Outstanding for Devon Energy from 2018 to 2022? (Use the average of beginning and ending trade payables; one year is assumed to have 365 days) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",86.9207,medium,operational efficiency,Average Trade Payables / COGS * 365,"year,CostOfGoodsAndServicesSold,TradePayables 2017,7730000000.0,1180000000.0 2018,4363000000.0,898000000.0 2019,2812000000.0,730000000.0 2020,2013000000.0,662000000.0 2021,4238000000.0,1456000000.0 2022,5780000000.0,1506000000.0 ","year,Days Payable Outstanding 2018,86.9206967682787 2019,105.65789473684211 2020,126.19970193740686 2021,91.2069372345446 2022,93.52335640138408 " 2596,US,fundamental,"From 2020 to 2022, what is the minimum of Sysco's Days Payable Outstanding? (Use the average of beginning and ending trade payables; one year is assumed to have 365 days) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",32.9484,medium,operational efficiency,Average Trade Payables / COGS * 365,"year,CostOfGoodsAndServicesSold,TradePayables 2019,48704935000.0,4314620000.0 2020,42991646000.0,3447065000.0 2021,41941094000.0,4884781000.0 2022,56315622000.0,5752958000.0 ","year,Days Payable Outstanding 2020,32.948436365986076 2021,36.25470272663846 2022,34.47333614640712 " 2597,US,fundamental,"What was the average of Days Payable Outstanding for Target Corporation during 2018-2022? (Use the average of beginning and ending trade payables; one year is assumed to have 365 days) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",64.9384,medium,operational efficiency,Average Trade Payables / COGS * 365,"year,CostOfGoodsAndServicesSold,TradePayables 2017,51125000000.0,8677000000.0 2018,53299000000.0,9761000000.0 2019,54864000000.0,9920000000.0 2020,66177000000.0,12859000000.0 2021,74963000000.0,15478000000.0 2022,82229000000.0,13487000000.0 ","year,Days Payable Outstanding 2018,63.133173230266976 2019,65.46701844561098 2020,62.818917448660414 2021,68.9874004508891 2022,64.28525824222598 " 2598,US,fundamental,"For Lilly (Eli)'s Days Payable Outstanding, what is the average over 2019 to 2021? (Use the average of beginning and ending trade payables; one year is assumed to have 365 days) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",96.9842,medium,operational efficiency,Average Trade Payables / COGS * 365,"year,CostOfGoodsAndServicesSold,TradePayables 2018,6430000000.0,1412300000.0 2019,4721200000.0,1405300000.0 2020,5483300000.0,1606700000.0 2021,7312800000.0,1670600000.0 ","year,Days Payable Outstanding 2019,108.91552995001271 2020,100.24802582386519 2021,81.78908899463954 " 2599,US,fundamental,"Calculate the average of Keurig Dr Pepper's Days Payable Outstanding from 2017 to 2019. (Use the average of beginning and ending trade payables; one year is assumed to have 365 days) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",130.3383,medium,operational efficiency,Average Trade Payables / COGS * 365,"year,CostOfGoodsAndServicesSold,TradePayables 2016,2582000000.0,303000000.0 2017,2695000000.0,365000000.0 2018,3560000000.0,2300000000.0 2019,4778000000.0,3176000000.0 ","year,Days Payable Outstanding 2017,45.23562152133581 2018,136.6186797752809 2019,209.16073670992049 " 2600,US,fundamental,"What is the average of Operating Cycle for Hormel Foods from 2020 to 2022? (Use the average of beginning and ending inventory and trade receivables; one year is assumed to have 365 days) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",75.7038,medium,operational efficiency,Days Inventory Outstanding + Days Sales Outstanding,"year,CostOfGoodsAndServicesSold,Inventories,Revenue,TradeReceivables 2019,7612669000.0,1042362000.0,9497317000.0,574396000.0 2020,7782498000.0,1072762000.0,9608462000.0,702419000.0 2021,9458283000.0,1369198000.0,11386189000.0,895719000.0 2022,10294120000.0,1716059000.0,12458806000.0,867593000.0 ","year,Operating Cycle 2020,73.8511810138912 2021,72.73350487392095 2022,80.52666335502894 " 2601,US,fundamental,"From 2021 to 2025, what is the minimum of Generac's Operating Cycle? (Use the average of beginning and ending inventory and trade receivables; one year is assumed to have 365 days) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",174.9742,medium,operational efficiency,Days Inventory Outstanding + Days Sales Outstanding,"year,CostOfGoodsAndServicesSold,Inventories,Revenue,TradeReceivables 2020,1527546000.0,603317000.0,2485200000.0,374906000.0 2021,2377102000.0,1089705000.0,3737184000.0,546466000.0 2022,3042733000.0,1405384000.0,4564737000.0,522458000.0 2023,2657236000.0,1167484000.0,4022667000.0,537316000.0 2024,2630208000.0,1031647000.0,4295834000.0,612107000.0 2025,2597410000.0,1248867000.0,4209147000.0,602739000.0 ","year,Operating Cycle 2021,174.97421036646264 2022,192.3888818694401 2023,224.78530593240214 2024,201.42018756632714 2025,212.90739466398023 " 2602,US,fundamental,"What was the maximum of Operating Cycle for Campbell's Company (The) during 2021-2025? (Use the average of beginning and ending inventory and trade receivables; one year is assumed to have 365 days) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",95.252,medium,operational efficiency,Days Inventory Outstanding + Days Sales Outstanding,"year,CostOfGoodsAndServicesSold,Inventories,Revenue,TradeReceivables 2020,5692000000.0,871000000.0,8691000000.0,575000000.0 2021,5665000000.0,933000000.0,8476000000.0,595000000.0 2022,5935000000.0,1246000000.0,8562000000.0,541000000.0 2023,6440000000.0,1291000000.0,9357000000.0,529000000.0 2024,6665000000.0,1386000000.0,9636000000.0,630000000.0 2025,7134000000.0,1424000000.0,10253000000.0,583000000.0 ","year,Operating Cycle 2021,83.30822264577998 2022,91.2177597688263 2023,92.76420072294499 2024,95.25195787583259 2025,93.4756347065719 " 2603,US,fundamental,"For Henry Schein's Operating Cycle, what is the minimum over 2020 to 2022? (Use the average of beginning and ending inventory and trade receivables; one year is assumed to have 365 days) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",112.8694,medium,operational efficiency,Days Inventory Outstanding + Days Sales Outstanding,"year,CostOfGoodsAndServicesSold,Inventories,Revenue,TradeReceivables 2019,6894917000.0,1428799000.0,9985803000.0,1246246000.0 2020,7304798000.0,1512499000.0,10119141000.0,1424787000.0 2021,8728770000.0,1861138000.0,12401021000.0,1451829000.0 2022,8816000000.0,1963000000.0,12647000000.0,1442000000.0 ","year,Operating Cycle 2020,121.65657299276792 2021,112.869374523359 2022,120.92229347819732 " 2604,US,fundamental,"Calculate the minimum of Steel Dynamics's Operating Cycle from 2019 to 2023. (Use the average of beginning and ending inventory and trade receivables; one year is assumed to have 365 days) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",103.7788,medium,operational efficiency,Days Inventory Outstanding + Days Sales Outstanding,"year,CostOfGoodsAndServicesSold,Inventories,Revenue,TradeReceivables 2018,9499025000.0,1859168000.0,11801609000.0,1040220000.0 2019,8934007000.0,1689043000.0,10451132000.0,841378000.0 2020,8166754000.0,1843548000.0,9587691000.0,967981000.0 2021,13046426000.0,3531130000.0,18376743000.0,1911385000.0 2022,16142943000.0,3129964000.0,21469251000.0,1976282000.0 2023,14749433000.0,2894632000.0,18795316000.0,1608307000.0 ","year,Operating Cycle 2019,105.33819168665468 2020,113.38257869135226 2021,103.77878431402482 2022,108.35255807675443 2023,109.3503559612324 " 2605,US,fundamental,"What is the maximum of Cash Conversion Cycle for Phillips 66 from 2021 to 2025? (Use the average of beginning and ending inventory, trade receivables, and trade payables; one year is assumed to have 365 days) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",12.8371,medium,operational efficiency,Days Inventory Outstanding + Days Sales Outstanding - Days Payable Outstanding,"year,CostOfGoodsAndServicesSold,Inventories,Revenue,TradeReceivables,TradePayables 2020,57707000000.0,3893000000.0,64129000000.0,5688000000.0,5171000000.0 2021,102102000000.0,3394000000.0,111476000000.0,6138000000.0,7629000000.0 2022,149932000000.0,3276000000.0,169990000000.0,9497000000.0,10748000000.0 2023,128086000000.0,3750000000.0,147399000000.0,11730000000.0,10901000000.0 2024,129962000000.0,3995000000.0,143153000000.0,11033000000.0,10304000000.0 2025,116093000000.0,5097000000.0,132376000000.0,9771000000.0,8867000000.0 ","year,Cash Conversion Cycle 2021,9.506532722012494 2022,2.5356430862536925 2023,5.446711113529307 2024,10.118338615921942 2025,12.837062885630964 " 2606,US,fundamental,"From 2018 to 2020, what is the average of Alphabet Inc. (Class A)'s Cash Conversion Cycle? (Use the average of beginning and ending inventory, trade receivables, and trade payables; one year is assumed to have 365 days) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",34.3436,medium,operational efficiency,Days Inventory Outstanding + Days Sales Outstanding - Days Payable Outstanding,"year,CostOfGoodsAndServicesSold,Inventories,Revenue,TradeReceivables,TradePayables 2017,45583000000.0,749000000.0,110855000000.0,18336000000.0,3137000000.0 2018,59549000000.0,1107000000.0,136819000000.0,20838000000.0,4378000000.0 2019,71896000000.0,999000000.0,161857000000.0,25326000000.0,5561000000.0 2020,84732000000.0,728000000.0,182527000000.0,30930000000.0,5589000000.0 ","year,Cash Conversion Cycle 2018,34.91022417415698 2019,32.168488257287244 2020,35.95195189966975 " 2607,US,fundamental,"What was the minimum of Cash Conversion Cycle for Stanley Black & Decker during 2021-2025? (Use the average of beginning and ending inventory, trade receivables, and trade payables; one year is assumed to have 365 days) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",76.1628,medium,operational efficiency,Days Inventory Outstanding + Days Sales Outstanding - Days Payable Outstanding,"year,CostOfGoodsAndServicesSold,Inventories,Revenue,TradeReceivables,TradePayables 2020,9566700000.0,2737400000.0,14534600000.0,1512200000.0,2446400000.0 2021,10423000000.0,5446800000.0,15617200000.0,1560800000.0,3438900000.0 2022,12663300000.0,5861100000.0,16947400000.0,1231000000.0,2344400000.0 2023,11848500000.0,4738600000.0,15781100000.0,1302000000.0,2298900000.0 2024,10851300000.0,4536400000.0,15365700000.0,1153700000.0,2437200000.0 2025,10542100000.0,4157100000.0,15130400000.0,919700000.0,2163000000.0 ","year,Cash Conversion Cycle 2021,76.16282118400962 2022,109.68283225830523 2023,121.03799309235758 2024,105.50300828446579 2025,95.87028766274993 " 2608,US,fundamental,"For Henry Schein's Cash Conversion Cycle, what is the maximum over 2020 to 2022? (Use the average of beginning and ending inventory, trade receivables, and trade payables; one year is assumed to have 365 days) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",78.321,medium,operational efficiency,Days Inventory Outstanding + Days Sales Outstanding - Days Payable Outstanding,"year,CostOfGoodsAndServicesSold,Inventories,Revenue,TradeReceivables,TradePayables 2019,6894917000.0,1428799000.0,9985803000.0,1246246000.0,880266000.0 2020,7304798000.0,1512499000.0,10119141000.0,1424787000.0,1005655000.0 2021,8728770000.0,1861138000.0,12401021000.0,1451829000.0,1053934000.0 2022,8816000000.0,1963000000.0,12647000000.0,1442000000.0,1004000000.0 ","year,Cash Conversion Cycle 2020,74.53951616244899 2021,69.80775272555701 2022,78.32100547910477 " 2609,US,fundamental,"Calculate the minimum of Amgen's Cash Conversion Cycle from 2019 to 2021. (Use the average of beginning and ending inventory, trade receivables, and trade payables; one year is assumed to have 365 days) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",200.4271,medium,operational efficiency,Days Inventory Outstanding + Days Sales Outstanding - Days Payable Outstanding,"year,CostOfGoodsAndServicesSold,Inventories,Revenue,TradeReceivables,TradePayables 2018,4101000000.0,2940000000.0,45066000000.0,3580000000.0,1207000000.0 2019,4356000000.0,3584000000.0,23362000000.0,4057000000.0,1371000000.0 2020,6159000000.0,3893000000.0,25424000000.0,4525000000.0,1421000000.0 2021,6454000000.0,4086000000.0,25979000000.0,4895000000.0,1366000000.0 ","year,Cash Conversion Cycle 2019,224.98149833077963 2020,200.4270663235564 2021,212.9889812434975 " 2610,US,fundamental,"What is the minimum of Inventory Turnover for FirstEnergy from 2020 to 2024? (Use the average of beginning and ending inventory) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.8746,medium,operational efficiency,COGS / Average Inventory,"year,CostOfGoodsAndServicesSold,Inventories 2019,497000000.0,281000000.0 2020,369000000.0,317000000.0 2021,481000000.0,260000000.0 2022,730000000.0,421000000.0 2023,538000000.0,512000000.0 2024,464000000.0,549000000.0 ","year,Inventory Turnover 2020,1.234113712374582 2021,1.6672443674176776 2022,2.1439060205580027 2023,1.1532690246516613 2024,0.8746465598491989 " 2611,US,fundamental,"From 2017 to 2019, what is the minimum of Schlumberger's Inventory Turnover? (Use the average of beginning and ending inventory) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",4.4024,medium,operational efficiency,COGS / Average Inventory,"year,CostOfGoodsAndServicesSold,Inventories 2016,17876000000.0,4225000000.0 2017,18206000000.0,4046000000.0 2018,28478000000.0,4010000000.0 2019,28720000000.0,4130000000.0 ","year,Inventory Turnover 2017,4.402369725547092 2018,7.070009930486594 2019,7.056511056511057 " 2612,US,fundamental,"What was the maximum of Inventory Turnover for Caterpillar Inc. during 2023-2025? (Use the average of beginning and ending inventory) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",2.605,medium,operational efficiency,COGS / Average Inventory,"year,CostOfGoodsAndServicesSold,Inventories 2022,41350000000.0,16270000000.0 2023,42767000000.0,16565000000.0 2024,40199000000.0,16827000000.0 2025,44752000000.0,18135000000.0 ","year,Inventory Turnover 2023,2.604964215014466 2024,2.4077024436990895 2025,2.5600366111778503 " 2613,US,fundamental,"For GE Aerospace's Inventory Turnover, what is the maximum over 2019 to 2021? (Use the average of beginning and ending inventory) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",4.1965,medium,operational efficiency,COGS / Average Inventory,"year,CostOfGoodsAndServicesSold,Inventories 2018,92671000000.0,19271000000.0 2019,70029000000.0,14104000000.0 2020,60421000000.0,15890000000.0 2021,53896000000.0,15847000000.0 ","year,Inventory Turnover 2019,4.196494382022472 2020,4.028872441154897 2021,3.396414279862621 " 2614,US,fundamental,"Calculate the minimum of PPL Corporation's Inventory Turnover from 2021 to 2023. (Use the average of beginning and ending inventory) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",4.7086,medium,operational efficiency,COGS / Average Inventory,"year,CostOfGoodsAndServicesSold,Inventories 2020,1944000000.0,361000000.0 2021,1608000000.0,322000000.0 2022,2398000000.0,443000000.0 2023,2462000000.0,505000000.0 ","year,Inventory Turnover 2021,4.708638360175695 2022,6.269281045751634 2023,5.194092827004219 " 2615,US,fundamental,"What is the minimum of Receivables Turnover for CVS Health from 2018 to 2022? (Use the average of beginning and ending trade receivables) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",12.4729,medium,operational efficiency,Revenue / Average Trade Receivables,"year,Revenue,TradeReceivables 2017,184765000000.0,13181000000.0 2018,194579000000.0,17631000000.0 2019,256776000000.0,19617000000.0 2020,268706000000.0,21742000000.0 2021,292111000000.0,24431000000.0 2022,322467000000.0,27276000000.0 ","year,Receivables Turnover 2018,12.630079189926002 2019,13.787371134020619 2020,12.993834473754202 2021,12.652892382994391 2022,12.472856673177713 " 2616,US,fundamental,"From 2018 to 2020, what is the minimum of Henry Schein's Receivables Turnover? (Use the average of beginning and ending trade receivables) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",7.0077,medium,operational efficiency,Revenue / Average Trade Receivables,"year,Revenue,TradeReceivables 2017,12461543000.0,1470047000.0 2018,13201995000.0,1603711000.0 2019,9985803000.0,1246246000.0 2020,10119141000.0,1424787000.0 ","year,Receivables Turnover 2018,8.590132990300473 2019,7.007686782642685 2020,7.57694944240674 " 2617,US,fundamental,"What was the maximum of Receivables Turnover for Lululemon Athletica during 2018-2022? (Use the average of beginning and ending trade receivables) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",119.6644,medium,operational efficiency,Revenue / Average Trade Receivables,"year,Revenue,TradeReceivables 2017,2649181000.0,19173000.0 2018,3288319000.0,35786000.0 2019,3979296000.0,40219000.0 2020,4401879000.0,62399000.0 2021,6256617000.0,77001000.0 2022,8110518000.0,132906000.0 ","year,Receivables Turnover 2018,119.66444076493386 2019,104.71142687981055 2020,85.79155703677718 2021,89.76494978479197 2022,77.27725135417113 " 2618,US,fundamental,"For Norwegian Cruise Line Holdings's Receivables Turnover, what is the minimum over 2023 to 2025? (Use the average of beginning and ending trade receivables) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",28.1923,medium,operational efficiency,Revenue / Average Trade Receivables,"year,Revenue,TradeReceivables 2022,4843760000.0,326272000.0 2023,8549924000.0,280271000.0 2024,9479651000.0,221412000.0 2025,9827592000.0,291659000.0 ","year,Receivables Turnover 2023,28.19230953122862 2024,37.791398153814264 2025,38.30889681934859 " 2619,US,fundamental,"Calculate the average of Amgen's Receivables Turnover from 2018 to 2020. (Use the average of beginning and ending trade receivables) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",8.4216,medium,operational efficiency,Revenue / Average Trade Receivables,"year,Revenue,TradeReceivables 2017,22849000000.0,3237000000.0 2018,45066000000.0,3580000000.0 2019,23362000000.0,4057000000.0 2020,25424000000.0,4525000000.0 ","year,Receivables Turnover 2018,13.221651752970516 2019,6.118109205185283 2020,5.924959216965743 " 2620,US,fundamental,"What is the minimum of Payables Turnover for Ametek from 2022 to 2024? (Use the average of beginning and ending trade payables) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",8.2806,medium,operational efficiency,COGS / Average Trade Payables,"year,CostOfGoodsAndServicesSold,TradePayables 2021,3633900000.0,470252000.0 2022,4005261000.0,497134000.0 2023,4212485000.0,516588000.0 2024,4464713000.0,523332000.0 ","year,Payables Turnover 2022,8.280584999162691 2023,8.310927453483302 2024,8.58664704977306 " 2621,US,fundamental,"From 2020 to 2024, what is the minimum of Genuine Parts Company's Payables Turnover? (Use the average of beginning and ending trade payables) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",2.6197,medium,operational efficiency,COGS / Average Trade Payables,"year,CostOfGoodsAndServicesSold,TradePayables 2019,13076036000.0,4106163000.0 2020,10882592000.0,4128084000.0 2021,12236374000.0,4804939000.0 2022,14355869000.0,5456550000.0 2023,14799938000.0,5499536000.0 2024,14962954000.0,5923684000.0 ","year,Payables Turnover 2020,2.6432512894014475 2021,2.739581886221495 2022,2.798008943926169 2023,2.7016834296481425 2024,2.6197436449617535 " 2622,US,fundamental,"What was the minimum of Payables Turnover for Mosaic Company (The) during 2023-2025? (Use the average of beginning and ending trade payables) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",8.2731,medium,operational efficiency,COGS / Average Trade Payables,"year,CostOfGoodsAndServicesSold,TradePayables 2022,13369400000.0,1292500000.0 2023,11485500000.0,1166900000.0 2024,9610900000.0,1156500000.0 2025,10150500000.0,1171900000.0 ","year,Payables Turnover 2023,9.340082947060258 2024,8.273134199879488 2025,8.718862738361107 " 2623,US,fundamental,"For Vertex Pharmaceuticals's Payables Turnover, what is the average over 2019 to 2023? (Use the average of beginning and ending trade payables) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",4.9705,medium,operational efficiency,COGS / Average Trade Payables,"year,CostOfGoodsAndServicesSold,TradePayables 2018,409539000.0,110987000.0 2019,547758000.0,87610000.0 2020,736300000.0,155139000.0 2021,904200000.0,195000000.0 2022,1080300000.0,303900000.0 2023,1262200000.0,364900000.0 ","year,Payables Turnover 2019,5.51627668091663 2020,6.066348368067428 2021,5.164805977054827 2022,4.330727600721588 2023,3.7745215311004783 " 2624,US,fundamental,"Calculate the average of Quanta Services's Payables Turnover from 2021 to 2025. (Use the average of beginning and ending trade payables) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",6.2233,medium,operational efficiency,COGS / Average Trade Payables,"year,CostOfGoodsAndServicesSold,TradePayables 2020,9541825000.0,1509794000.0 2021,11026954000.0,2254671000.0 2022,14544748000.0,2153129000.0 2023,17945120000.0,3061242000.0 2024,20162034000.0,3722343000.0 2025,24204616000.0,4579458000.0 ","year,Payables Turnover 2021,5.858444161388139 2022,6.599549888833431 2023,6.882947147412411 2024,5.944359509020673 2025,5.831172296228252 " 2625,US,fundamental,"What is the maximum of Total Asset Turnover for Mosaic Company (The) from 2017 to 2021? (Use the average of beginning and ending total assets) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.5909,medium,operational efficiency,Revenue / Average Total Assets,"year,Revenue,Assets 2016,7162800000.0,16840700000.0 2017,7409400000.0,18633400000.0 2018,10407400000.0,20119200000.0 2019,9858800000.0,19298500000.0 2020,8681700000.0,19789800000.0 2021,12357400000.0,22036400000.0 ","year,Total Asset Turnover 2017,0.41773575650967887 2018,0.537120090006864 2019,0.5002219814956225 2020,0.44420964841141725 2021,0.590892789686847 " 2626,US,fundamental,"From 2019 to 2023, what is the maximum of Archer Daniels Midland's Total Asset Turnover? (Use the average of beginning and ending total assets) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.7523,medium,operational efficiency,Revenue / Average Total Assets,"year,Revenue,Assets 2018,64341000000.0,40833000000.0 2019,64656000000.0,43997000000.0 2020,64355000000.0,49719000000.0 2021,85249000000.0,56136000000.0 2022,101556000000.0,59774000000.0 2023,93935000000.0,54631000000.0 ","year,Total Asset Turnover 2019,1.5243663798184603 2020,1.3734047547910708 2021,1.6106749799253697 2022,1.7523250798032957 2023,1.6421485074953017 " 2627,US,fundamental,"What was the CAGR of Total Asset Turnover for AT&T during 2017-2021? (Use the average of beginning and ending total assets) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",-4.6149,medium,operational efficiency,Revenue / Average Total Assets,"year,Revenue,Assets 2016,163786000000.0,403821000000.0 2017,160546000000.0,444097000000.0 2018,170756000000.0,531864000000.0 2019,181193000000.0,551669000000.0 2020,171760000000.0,525761000000.0 2021,168864000000.0,551622000000.0 ","year,Total Asset Turnover 2017,0.3786828443316453 2018,0.34992381867718075 2019,0.33444851241263535 2020,0.31883277799949883 2021,0.31347069705016695 " 2628,US,fundamental,"For Builders FirstSource's Total Asset Turnover, what is the average over 2023 to 2025? (Use the average of beginning and ending total assets) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.5231,medium,operational efficiency,Revenue / Average Total Assets,"year,Revenue,Assets 2022,22726418000.0,10595160000.0 2023,17097330000.0,10499452000.0 2024,16400492000.0,10583086000.0 2025,15190638000.0,11237530000.0 ","year,Total Asset Turnover 2023,1.6210139347431467 2024,1.5558365885549452 2025,1.3923198135194716 " 2629,US,fundamental,"Calculate the CAGR of Alphabet Inc. (Class A)'s Total Asset Turnover from 2020 to 2024. (Use the average of beginning and ending total assets) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",7.578,medium,operational efficiency,Revenue / Average Total Assets,"year,Revenue,Assets 2019,161857000000.0,275909000000.0 2020,182527000000.0,319616000000.0 2021,257637000000.0,359268000000.0 2022,282836000000.0,365264000000.0 2023,307394000000.0,402392000000.0 2024,350018000000.0,450256000000.0 ","year,Total Asset Turnover 2020,0.6129952562864699 2021,0.7590015378179483 2022,0.7807412233000061 2023,0.8008639286347009 2024,0.8210140644204877 " 2630,US,fundamental,"What is the maximum of Fixed Asset Turnover for Revvity from 2018 to 2022? (Use the average of beginning and ending fixed assets) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",11.089,medium,operational efficiency,Revenue / Average Net PP&E,"year,Revenue,PlantPropertyEquipmentNet 2017,2256982000.0,298066000.0 2018,2777996000.0,318590000.0 2019,2883673000.0,318223000.0 2020,3782745000.0,368304000.0 2021,5067169000.0,545605000.0 2022,3311822000.0,482950000.0 ","year,Fixed Asset Turnover 2018,9.009872603201785 2019,9.056577048521309 2020,11.019945318975074 2021,11.08900120252673 2022,6.4397567461146945 " 2631,US,fundamental,"From 2018 to 2020, what is the average of UnitedHealth Group's Fixed Asset Turnover? (Use the average of beginning and ending fixed assets) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",29.0479,medium,operational efficiency,Revenue / Average Net PP&E,"year,Revenue,PlantPropertyEquipmentNet 2017,201159000000.0,7013000000.0 2018,226247000000.0,8458000000.0 2019,242155000000.0,8704000000.0 2020,257141000000.0,8626000000.0 ","year,Fixed Asset Turnover 2018,29.247883136190293 2019,28.219904440041955 2020,29.675822273514136 " 2632,US,fundamental,"What was the maximum of Fixed Asset Turnover for Amazon during 2021-2023? (Use the average of beginning and ending fixed assets) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",3.4369,medium,operational efficiency,Revenue / Average Net PP&E,"year,Revenue,PlantPropertyEquipmentNet 2020,386064000000.0,113114000000.0 2021,469822000000.0,160281000000.0 2022,513983000000.0,186715000000.0 2023,574785000000.0,204177000000.0 ","year,Fixed Asset Turnover 2021,3.4369465425483274 2022,2.9624721898811512 2023,2.9408890435209725 " 2633,US,fundamental,"For Danaher Corporation's Fixed Asset Turnover, what is the maximum over 2021 to 2025? (Use the average of beginning and ending fixed assets) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",8.3531,medium,operational efficiency,Revenue / Average Net PP&E,"year,Revenue,PlantPropertyEquipmentNet 2020,22284000000.0,3262000000.0 2021,29453000000.0,3790000000.0 2022,31471000000.0,3956000000.0 2023,23890000000.0,4553000000.0 2024,23875000000.0,4990000000.0 2025,24568000000.0,5531000000.0 ","year,Fixed Asset Turnover 2021,8.35309132161089 2022,8.12574231861606 2023,5.615230931954401 2024,5.003667609766321 2025,4.670278490637772 " 2634,US,fundamental,"Calculate the minimum of Jack Henry & Associates's Fixed Asset Turnover from 2022 to 2024. (Use the average of beginning and ending fixed assets) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",8.3711,medium,operational efficiency,Revenue / Average Net PP&E,"year,Revenue,PlantPropertyEquipmentNet 2021,1758225000.0,252481000.0 2022,1942884000.0,211709000.0 2023,2077702000.0,205664000.0 2024,2215543000.0,215069000.0 ","year,Fixed Asset Turnover 2022,8.371072190266917 2023,9.956092032786021 2024,10.531824221061813 " 2635,US,fundamental,"What is the minimum of Working Capital Turnover for Axon Enterprise from 2017 to 2019? (Use the average of beginning and ending net working capital) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.3017,medium,operational efficiency,Revenue / Average Net Working Capital,"year,Revenue,CurrentAssetsTotal,CurrentLiabilitiesTotal 2016,268245000.0,177231000.0,78039000.0 2017,285859000.0,205192000.0,107950000.0 2018,420068000.0,558155000.0,166011000.0 2019,530860000.0,619091000.0,195566000.0 ","year,Working Capital Turnover 2017,2.9104839284441595 2018,1.7167144135712913 2019,1.3016554509243332 " 2636,US,fundamental,"From 2023 to 2025, what is the average of Ametek's Working Capital Turnover? (Use the average of beginning and ending net working capital) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",22.4571,medium,operational efficiency,Revenue / Average Net Working Capital,"year,Revenue,CurrentAssetsTotal,CurrentLiabilitiesTotal 2022,6150530000.0,2528058000.0,1564202000.0 2023,6596950000.0,2824668000.0,2882573000.0 2024,6941180000.0,2603032000.0,2098587000.0 2025,7401116000.0,3019842000.0,2842752000.0 ","year,Working Capital Turnover 2023,14.563591187602862 2024,31.088726653827205 2025,21.71896087508345 " 2637,US,fundamental,"What was the average of Working Capital Turnover for Ulta Beauty during 2021-2023? (Use the average of beginning and ending net working capital) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",10.3122,medium,operational efficiency,Revenue / Average Net Working Capital,"year,Revenue,CurrentAssetsTotal,CurrentLiabilitiesTotal 2020,6151953000.0,2514777000.0,1343713000.0 2021,8630889000.0,2281183000.0,1558010000.0 2022,10208580000.0,2709304000.0,1681775000.0 2023,11207303000.0,2836518000.0,1658191000.0 ","year,Working Capital Turnover 2021,9.112786837127562 2022,11.662270334985623 2023,10.161409448304875 " 2638,US,fundamental,"For American Tower's Working Capital Turnover, what is the minimum over 2023 to 2025? (Use the average of beginning and ending net working capital) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",-2.7238,medium,operational efficiency,Revenue / Average Net Working Capital,"year,Revenue,CurrentAssetsTotal,CurrentLiabilitiesTotal 2022,10711100000.0,3622300000.0,8311900000.0 2023,11144200000.0,3710000000.0,7249300000.0 2024,10127200000.0,3178800000.0,7075600000.0 2025,10644600000.0,2741800000.0,6913800000.0 ","year,Working Capital Turnover 2023,-2.708551568253351 2024,-2.7237933863180968 2025,-2.638459250446163 " 2639,US,fundamental,"Calculate the average of United Airlines Holdings's Working Capital Turnover from 2023 to 2025. (Use the average of beginning and ending net working capital) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",-17.3538,medium,operational efficiency,Revenue / Average Net Working Capital,"year,Revenue,CurrentAssetsTotal,CurrentLiabilitiesTotal 2022,44955000000.0,20058000000.0,19992000000.0 2023,53717000000.0,18487000000.0,22203000000.0 2024,57063000000.0,18883000000.0,23314000000.0 2025,59070000000.0,16857000000.0,26133000000.0 ","year,Working Capital Turnover 2023,-29.433972602739725 2024,-14.008346630661594 2025,-8.61895381921646 " 2640,US,fundamental,"What is the minimum of Current Ratio for Williams-Sonoma from 2019 to 2023? According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.0908,medium,solvency,Current Assets / Current Liabilities,"year,CurrentAssetsTotal,CurrentLiabilitiesTotal 2019,1755635000.0,1609555000.0 2020,2467080000.0,1848000000.0 2021,2323894000.0,1771686000.0 2022,2036080000.0,1636451000.0 2023,2719797000.0,1880315000.0 ","year,Current Ratio 2019,1.0907580045416279 2020,1.335 2021,1.3116850277080703 2022,1.2442046844054604 2023,1.4464581732316129 " 2641,US,fundamental,"From 2016 to 2018, what is the minimum of Campbell's Company (The)'s Current Ratio? According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.6388,medium,solvency,Current Assets / Current Liabilities,"year,CurrentAssetsTotal,CurrentLiabilitiesTotal 2016,1908000000.0,2555000000.0 2017,1900000000.0,2395000000.0 2018,2296000000.0,3594000000.0 ","year,Current Ratio 2016,0.7467710371819961 2017,0.7933194154488518 2018,0.6388425153032833 " 2642,US,fundamental,"What was the maximum of Current Ratio for W. W. Grainger during 2022-2024? According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",2.8804,medium,solvency,Current Assets / Current Liabilities,"year,CurrentAssetsTotal,CurrentLiabilitiesTotal 2022,4977000000.0,2010000000.0 2023,5274000000.0,1831000000.0 2024,5737000000.0,2305000000.0 ","year,Current Ratio 2022,2.476119402985075 2023,2.8803932277444018 2024,2.488937093275488 " 2643,US,fundamental,"For Builders FirstSource's Current Ratio, what is the maximum over 2017 to 2019? According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.8786,medium,solvency,Current Assets / Current Liabilities,"year,CurrentAssetsTotal,CurrentLiabilitiesTotal 2017,1395868000.0,798354000.0 2018,1373751000.0,731259000.0 2019,1306867000.0,821301000.0 ","year,Current Ratio 2017,1.7484323996623052 2018,1.8786107247910795 2019,1.591215644447042 " 2644,US,fundamental,"Calculate the minimum of Howmet Aerospace's Current Ratio from 2022 to 2024. According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.8587,medium,solvency,Current Assets / Current Liabilities,"year,CurrentAssetsTotal,CurrentLiabilitiesTotal 2022,3143000000.0,1482000000.0 2023,3316000000.0,1784000000.0 2024,3362000000.0,1549000000.0 ","year,Current Ratio 2022,2.120782726045884 2023,1.858744394618834 2024,2.170432537120723 " 2645,US,fundamental,"What is the minimum of Quick Ratio for Microchip Technology from 2022 to 2024? According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.5594,medium,solvency,(Current Assets - Inventory) / Current Liabilities,"year,CurrentAssetsTotal,CurrentLiabilitiesTotal,Inventories 2022,3069300000.0,3118600000.0,1324900000.0 2023,3013000000.0,2519400000.0,1316000000.0 2024,2991300000.0,1155100000.0,1293500000.0 ","year,Quick Ratio 2022,0.5593535560828576 2023,0.6735730729538779 2024,1.4698294519954982 " 2646,US,fundamental,"From 2017 to 2021, what is the average of Hologic's Quick Ratio? According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.2629,medium,solvency,(Current Assets - Inventory) / Current Liabilities,"year,CurrentAssetsTotal,CurrentLiabilitiesTotal,Inventories 2017,1478600000.0,1865500000.0,331600000.0 2018,1723200000.0,1402600000.0,384100000.0 2019,1793100000.0,1070100000.0,444900000.0 2020,2222300000.0,1239300000.0,395100000.0 2021,3168700000.0,1326800000.0,501200000.0 ","year,Quick Ratio 2017,0.6148485660680783 2018,0.9547269356908599 2019,1.2598822539949537 2020,1.4743806987815702 2021,2.01047633403678 " 2647,US,fundamental,"What was the minimum of Quick Ratio for Skyworks Solutions during 2021-2025? According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.6446,medium,solvency,(Current Assets - Inventory) / Current Liabilities,"year,CurrentAssetsTotal,CurrentLiabilitiesTotal,Inventories 2021,2865400000.0,658500000.0,885000000.0 2022,3229900000.0,1226900000.0,1212100000.0 2023,3179500000.0,955700000.0,1119700000.0 2024,3341000000.0,602700000.0,784800000.0 2025,3077000000.0,1323200000.0,754700000.0 ","year,Quick Ratio 2021,3.007441154138193 2022,1.6446328144103024 2023,2.15527885319661 2024,4.241247718599635 2025,1.7550634824667473 " 2648,US,fundamental,"For Valero Energy's Quick Ratio, what is the maximum over 2023 to 2025? According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.1093,medium,solvency,(Current Assets - Inventory) / Current Liabilities,"year,CurrentAssetsTotal,CurrentLiabilitiesTotal,Inventories 2023,26221000000.0,16802000000.0,7583000000.0 2024,23737000000.0,15495000000.0,7761000000.0 2025,23210000000.0,14109000000.0,7591000000.0 ","year,Quick Ratio 2023,1.109272705630282 2024,1.0310422717005485 2025,1.1070238854631795 " 2649,US,fundamental,"Calculate the minimum of Archer Daniels Midland's Quick Ratio from 2016 to 2018. According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.8554,medium,solvency,(Current Assets - Inventory) / Current Liabilities,"year,CurrentAssetsTotal,CurrentLiabilitiesTotal,Inventories 2016,21045000000.0,13173000000.0,8831000000.0 2017,19925000000.0,12570000000.0,9173000000.0 2018,20588000000.0,11776000000.0,8813000000.0 ","year,Quick Ratio 2016,0.9271995748880285 2017,0.8553699284009546 2018,0.9999150815217391 " 2650,US,fundamental,"What is the average of Cash Ratio for LyondellBasell from 2017 to 2021? According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.334,medium,solvency,(Cash + Short-Term Investments) / Current Liabilities,"year,CashAndMarketableSecurities,ShortTermInvestments,CurrentLiabilitiesTotal 2017,1523000000.0,1307000000.0,4777000000.0 2018,332000000.0,892000000.0,5513000000.0 2019,858000000.0,196000000.0,5198000000.0 2020,1763000000.0,702000000.0,5502000000.0 2021,1472000000.0,9000000.0,7230000000.0 ","year,Cash Ratio 2017,0.5924220221896588 2018,0.22202067839651732 2019,0.2027702962677953 2020,0.4480189022173755 2021,0.20484094052558782 " 2651,US,fundamental,"From 2017 to 2021, what is the maximum of IQVIA's Cash Ratio? According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.4173,medium,solvency,(Cash + Short-Term Investments) / Current Liabilities,"year,CashAndMarketableSecurities,ShortTermInvestments,CurrentLiabilitiesTotal 2017,959000000.0,46000000.0,2904000000.0 2018,891000000.0,47000000.0,3534000000.0 2019,837000000.0,62000000.0,3945000000.0 2020,1814000000.0,88000000.0,4558000000.0 2021,1366000000.0,111000000.0,5241000000.0 ","year,Cash Ratio 2017,0.34607438016528924 2018,0.2654216185625354 2019,0.2278833967046895 2020,0.41728828433523474 2021,0.28181644724289256 " 2652,US,fundamental,"What was the minimum of Cash Ratio for Bristol Myers Squibb during 2016-2020? According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.7123,medium,solvency,(Cash + Short-Term Investments) / Current Liabilities,"year,CashAndMarketableSecurities,ShortTermInvestments,CurrentLiabilitiesTotal 2016,4237000000.0,2113000000.0,8841000000.0 2017,5421000000.0,1391000000.0,9563000000.0 2018,6911000000.0,1973000000.0,10654000000.0 2019,12346000000.0,3047000000.0,18304000000.0 2020,14546000000.0,1285000000.0,19080000000.0 ","year,Cash Ratio 2016,0.718244542472571 2017,0.7123287671232876 2018,0.8338652149427445 2019,0.8409637237762237 2020,0.8297169811320755 " 2653,US,fundamental,"For Lennox International's Cash Ratio, what is the maximum over 2022 to 2024? According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.3216,medium,solvency,(Cash + Short-Term Investments) / Current Liabilities,"year,CashAndMarketableSecurities,ShortTermInvestments,CurrentLiabilitiesTotal 2022,52600000.0,8500000.0,1595700000.0 2023,60700000.0,8400000.0,1014600000.0 2024,415100000.0,7200000.0,1313300000.0 ","year,Cash Ratio 2022,0.038290405464686345 2023,0.0681056574019318 2024,0.32155638467981423 " 2654,US,fundamental,"Calculate the maximum of EPAM Systems's Cash Ratio from 2017 to 2021. According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",3.2193,medium,solvency,(Cash + Short-Term Investments) / Current Liabilities,"year,CashAndMarketableSecurities,ShortTermInvestments,CurrentLiabilitiesTotal 2017,582585000.0,0.0,180967000.0 2018,770560000.0,0.0,262829000.0 2019,936552000.0,0.0,386948000.0 2020,1322143000.0,0.0,465950000.0 2021,1446625000.0,0.0,763420000.0 ","year,Cash Ratio 2017,3.219288599578929 2018,2.9317921538338614 2019,2.420356223575261 2020,2.8375211932610793 2021,1.894926776872495 " 2655,US,fundamental,"What is the minimum of Liability-to-Asset Ratio for IBM from 2019 to 2021? (Unit: %) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",85.6092,medium,solvency,Total Liabilities / Total Assets * 100%,"year,Liabilities,Assets 2019,131202000000.0,152186000000.0 2020,135244000000.0,155971000000.0 2021,113005000000.0,132001000000.0 ","year,Liability-to-Asset Ratio 2019,86.21160947787575 2020,86.71099114578992 2021,85.60919993030356 " 2656,US,fundamental,"From 2017 to 2021, what is the maximum of DaVita's Liability-to-Asset Ratio? (Unit: %) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",86.152,medium,solvency,Total Liabilities / Total Assets * 100%,"year,Liabilities,Assets 2017,13050767000.0,18948193000.0 2018,14077213000.0,19110252000.0 2019,13811776000.0,17311394000.0 2020,14091736000.0,16988516000.0 2021,14750508000.0,17121488000.0 ","year,Liability-to-Asset Ratio 2017,68.87605060809756 2018,73.66314688053302 2019,79.78430853113274 2020,82.94859892412028 2021,86.15202136636722 " 2657,US,fundamental,"What was the maximum of Liability-to-Asset Ratio for Citigroup during 2022-2024? (Unit: %) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",91.6481,medium,solvency,Total Liabilities / Total Assets * 100%,"year,Liabilities,Assets 2022,2214838000000.0,2416676000000.0 2023,2205583000000.0,2411834000000.0 2024,2143579000000.0,2352945000000.0 ","year,Liability-to-Asset Ratio 2022,91.6481150141765 2023,91.4483749710801 2024,91.10195945931588 " 2658,US,fundamental,"For Federal Realty Investment Trust's Liability-to-Asset Ratio, what is the maximum over 2016 to 2018? (Unit: %) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",59.6436,medium,solvency,Total Liabilities / Total Assets * 100%,"year,Liabilities,Assets 2016,3203750000.0,5423279000.0 2017,3743084000.0,6275755000.0 2018,3686106000.0,6289644000.0 ","year,Liability-to-Asset Ratio 2016,59.0740398935773 2017,59.64356479817966 2018,58.605956076369345 " 2659,US,fundamental,"Calculate the minimum of EQT Corporation's Liability-to-Asset Ratio from 2016 to 2018. (Unit: %) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",37.6254,medium,solvency,Total Liabilities / Total Assets * 100%,"year,Liabilities,Assets 2016,6353675000.0,15472922000.0 2017,11107991000.0,29522604000.0 2018,9763115000.0,20721344000.0 ","year,Liability-to-Asset Ratio 2016,41.06318767715626 2017,37.62537681296677 2018,47.11622470048275 " 2660,US,fundamental,"What is the maximum of Liability-to-Equity Ratio for Howmet Aerospace from 2017 to 2021? (Unit: %; Total equity includes minority interest) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",280.3939,medium,solvency,Total Liabilities / Total Equity * 100%,"year,Liabilities,AllEquityBalanceIncludingMinorityInterest 2017,13794000000.0,4924000000.0 2018,13108000000.0,5585000000.0 2019,12957000000.0,4621000000.0 2020,7866000000.0,3577000000.0 2021,6711000000.0,3508000000.0 ","year,Liability-to-Equity Ratio 2017,280.13809910641754 2018,234.70008952551478 2019,280.39385414412465 2020,219.90494828068213 2021,191.30558722919042 " 2661,US,fundamental,"From 2018 to 2022, what is the minimum of Loews Corporation's Liability-to-Equity Ratio? (Unit: %; Total equity includes minority interest) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",266.2022,medium,solvency,Total Liabilities / Total Equity * 100%,"year,Liabilities,AllEquityBalanceIncludingMinorityInterest 2018,56930000000.0,21386000000.0 2019,60313000000.0,21930000000.0 2020,61055000000.0,19181000000.0 2021,62451000000.0,19175000000.0 2022,60016000000.0,15478000000.0 ","year,Liability-to-Equity Ratio 2018,266.20218834751705 2019,275.0250797993616 2020,318.3097857254575 2021,325.6897001303781 2022,387.7503553430676 " 2662,US,fundamental,"What was the maximum of Liability-to-Equity Ratio for Amphenol during 2022-2024? (Unit: %; Total equity includes minority interest) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",117.6361,medium,solvency,Total Liabilities / Total Equity * 100%,"year,Liabilities,AllEquityBalanceIncludingMinorityInterest 2022,8232100000.0,7073500000.0 2023,8099900000.0,8395800000.0 2024,11584100000.0,9847400000.0 ","year,Liability-to-Equity Ratio 2022,116.37944440517425 2023,96.47561876176184 2024,117.63612730263826 " 2663,US,fundamental,"For Elevance Health's Liability-to-Equity Ratio, what is the minimum over 2021 to 2023? (Unit: %; Total equity includes minority interest) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",169.7631,medium,solvency,Total Liabilities / Total Equity * 100%,"year,Liabilities,AllEquityBalanceIncludingMinorityInterest 2021,61332000000.0,36128000000.0 2022,66378000000.0,36394000000.0 2023,69523000000.0,39405000000.0 ","year,Liability-to-Equity Ratio 2021,169.76306465899026 2022,182.38720668242019 2023,176.43192488262912 " 2664,US,fundamental,"Calculate the minimum of Emcor's Liability-to-Equity Ratio from 2016 to 2018. (Unit: %; Total equity includes minority interest) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",134.7945,medium,solvency,Total Liabilities / Total Equity * 100%,"year,Liabilities,AllEquityBalanceIncludingMinorityInterest 2016,2356228000.0,1537942000.0 2017,2291787000.0,1674117000.0 2018,2347366000.0,1741441000.0 ","year,Liability-to-Equity Ratio 2016,153.2065578545875 2017,136.89527076064576 2018,134.79446044970803 " 2665,US,fundamental,"What is the maximum of Net Debt to Equity for Verizon from 2019 to 2021? According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",2.0776,medium,solvency,Net Debt / Total Equity; Net Debt = Total Debt (short + long-term debt + operating lease liabilities) - Cash - Short-Term Investments,"year,ShortTermDebt,LongTermDebt,OperatingLeaseCurrentDebtEquivalent,OperatingLeaseNonCurrentDebtEquivalent,CashAndMarketableSecurities,ShortTermInvestments,AllEquityBalanceIncludingMinorityInterest 2019,10777000000.0,100712000000.0,3261000000.0,18393000000.0,2594000000.0,0.0,62835000000.0 2020,0.0,123173000000.0,3485000000.0,18000000000.0,22171000000.0,0.0,69272000000.0 2021,0.0,143425000000.0,3859000000.0,23203000000.0,2921000000.0,0.0,83200000000.0 ","year,Net Debt to Equity 2019,2.0776478077504574 2020,1.768203603187435 2021,2.0140144230769232 " 2666,US,fundamental,"From 2021 to 2023, what is the minimum of American Electric Power's Net Debt to Equity? According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.4939,medium,solvency,Net Debt / Total Equity; Net Debt = Total Debt (short + long-term debt + operating lease liabilities) - Cash - Short-Term Investments,"year,ShortTermDebt,LongTermDebt,OperatingLeaseCurrentDebtEquivalent,OperatingLeaseNonCurrentDebtEquivalent,CashAndMarketableSecurities,ShortTermInvestments,AllEquityBalanceIncludingMinorityInterest 2021,2614000000.0,31300700000.0,97600000.0,492800000.0,403400000.0,220400000.0,22680200000.0 2022,4112200000.0,33626200000.0,113400000.0,552100000.0,509400000.0,187500000.0,24122400000.0 2023,2830200000.0,37652700000.0,115700000.0,519400000.0,330100000.0,214300000.0,25285900000.0 ","year,Net Debt to Equity 2021,1.493871306249504 2022,1.563152920107452 2023,1.6045938645648365 " 2667,US,fundamental,"What was the average of Net Debt to Equity for CVS Health during 2018-2020? According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.103,medium,solvency,Net Debt / Total Equity; Net Debt = Total Debt (short + long-term debt + operating lease liabilities) - Cash - Short-Term Investments,"year,ShortTermDebt,LongTermDebt,OperatingLeaseCurrentDebtEquivalent,OperatingLeaseNonCurrentDebtEquivalent,CashAndMarketableSecurities,ShortTermInvestments,AllEquityBalanceIncludingMinorityInterest 2018,720000000.0,71444000000.0,0.0,0.0,4059000000.0,2522000000.0,58543000000.0 2019,0.0,64699000000.0,1596000000.0,18926000000.0,5683000000.0,2373000000.0,64170000000.0 2020,0.0,59207000000.0,1638000000.0,18757000000.0,7854000000.0,3000000000.0,69701000000.0 ","year,Net Debt to Equity 2018,1.1202534888885094 2019,1.2025089605734767 2020,0.9863273123771539 " 2668,US,fundamental,"For Marathon Petroleum's Net Debt to Equity, what is the minimum over 2017 to 2019? According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.477,medium,solvency,Net Debt / Total Equity; Net Debt = Total Debt (short + long-term debt + operating lease liabilities) - Cash - Short-Term Investments,"year,ShortTermDebt,LongTermDebt,OperatingLeaseCurrentDebtEquivalent,OperatingLeaseNonCurrentDebtEquivalent,CashAndMarketableSecurities,ShortTermInvestments,AllEquityBalanceIncludingMinorityInterest 2017,624000000.0,12322000000.0,0.0,0.0,3011000000.0,0.0,20828000000.0 2018,544000000.0,26980000000.0,0.0,0.0,1687000000.0,0.0,44049000000.0 2019,0.0,28127000000.0,604000000.0,1875000000.0,1527000000.0,0.0,42139000000.0 ","year,Net Debt to Equity 2017,0.47700211254081043 2018,0.5865513405525664 2019,0.6900733287453428 " 2669,US,fundamental,"Calculate the average of IBM's Net Debt to Equity from 2023 to 2025. According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.7512,medium,solvency,Net Debt / Total Equity; Net Debt = Total Debt (short + long-term debt + operating lease liabilities) - Cash - Short-Term Investments,"year,ShortTermDebt,LongTermDebt,OperatingLeaseCurrentDebtEquivalent,OperatingLeaseNonCurrentDebtEquivalent,CashAndMarketableSecurities,ShortTermInvestments,AllEquityBalanceIncludingMinorityInterest 2023,6426000000.0,50121000000.0,820000000.0,2568000000.0,13068000000.0,0.0,22613000000.0 2024,5089000000.0,49884000000.0,768000000.0,2655000000.0,13947000000.0,0.0,27393000000.0 2025,6424000000.0,54836000000.0,800000000.0,2547000000.0,13587000000.0,0.0,32740000000.0 ","year,Net Debt to Equity 2023,2.072568876310087 2024,1.6226408206476106 2025,1.5583384239462432 " 2670,US,fundamental,"What is the maximum of Interest Coverage Ratio for CF Industries from 2018 to 2020? ( Use the sum of Pretax Income and Interest Expense as EBIT) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",4.2574,medium,solvency,EBIT / Interest Expense = (Pretax Income + Interest Expense) / Interest Expense,"year,PretaxIncomeLoss,InterestExpense 2018,547000000.0,241000000.0 2019,772000000.0,237000000.0 2020,463000000.0,179000000.0 ","year,Interest Coverage Ratio 2018,3.2697095435684647 2019,4.257383966244726 2020,3.5865921787709496 " 2671,US,fundamental,"From 2016 to 2018, what is the maximum of KLA Corporation's Interest Coverage Ratio? ( Use the sum of Pretax Income and Interest Expense as EBIT) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",13.7293,medium,solvency,EBIT / Interest Expense = (Pretax Income + Interest Expense) / Interest Expense,"year,PretaxIncomeLoss,InterestExpense 2016,858192000.0,122887000.0 2017,1173246000.0,122476000.0 2018,1455931000.0,114376000.0 ","year,Interest Coverage Ratio 2016,7.983586546990325 2017,10.579395146804272 2018,13.729340071343639 " 2672,US,fundamental,"What was the average of Interest Coverage Ratio for Steris during 2018-2022? ( Use the sum of Pretax Income and Interest Expense as EBIT) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",8.8951,medium,solvency,EBIT / Interest Expense = (Pretax Income + Interest Expense) / Interest Expense,"year,PretaxIncomeLoss,InterestExpense 2018,369470000.0,45015000.0 2019,498681000.0,40279000.0 2020,517533000.0,37180000.0 2021,314503000.0,89593000.0 2022,157348000.0,107989000.0 ","year,Interest Coverage Ratio 2018,9.207708541597245 2019,13.380669827950049 2020,14.919661108122646 2021,4.510352371279006 2022,2.4570743316448898 " 2673,US,fundamental,"For MSCI Inc.'s Interest Coverage Ratio, what is the minimum over 2020 to 2024? ( Use the sum of Pretax Income and Interest Expense as EBIT) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",5.3898,medium,solvency,EBIT / Interest Expense = (Pretax Income + Interest Expense) / Interest Expense,"year,PretaxIncomeLoss,InterestExpense 2020,686225000.0,156324000.0 2021,858136000.0,159614000.0 2022,1043841000.0,171571000.0 2023,1369061000.0,186679000.0 2024,1356168000.0,185500000.0 ","year,Interest Coverage Ratio 2020,5.389761009186049 2021,6.37632037289962 2022,7.084017695298156 2023,8.333770804428992 2024,8.31087870619946 " 2674,US,fundamental,"Calculate the average of FedEx's Interest Coverage Ratio from 2016 to 2018. ( Use the sum of Pretax Income and Interest Expense as EBIT) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",9.2997,medium,solvency,EBIT / Interest Expense = (Pretax Income + Interest Expense) / Interest Expense,"year,PretaxIncomeLoss,InterestExpense 2016,2740000000.0,336000000.0 2017,4579000000.0,512000000.0 2018,4353000000.0,558000000.0 ","year,Interest Coverage Ratio 2016,9.154761904761905 2017,9.943359375 2018,8.801075268817204 " 2675,US,fundamental,"What is the average of Net Debt to EBITDA for Dexcom from 2023 to 2025? ( Use the sum of Pretax Income and Interest Expense as EBIT) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.5086,medium,solvency,Net Debt / EBITDA; Net Debt = Total Debt (short + long-term debt + operating lease liabilities) - Cash - Short-Term Investments; EBITDA = Pretax Income + Interest Expense + D&A,"year,ShortTermDebt,LongTermDebt,OperatingLeaseCurrentDebtEquivalent,OperatingLeaseNonCurrentDebtEquivalent,CashAndMarketableSecurities,ShortTermInvestments,PretaxIncomeLoss,InterestExpense,Depreciation & Amortization 2023,0.0,2434200000.0,21100000.0,80100000.0,566300000.0,0.0,710400000.0,12400000.0,186000000.0 2024,1204400000.0,1237000000.0,22500000.0,65000000.0,606100000.0,0.0,709000000.0,11400000.0,217700000.0 2025,0.0,1240900000.0,21600000.0,73400000.0,917700000.0,0.0,1088400000.0,11400000.0,251800000.0 ","year,Net Debt to EBITDA 2023,2.1667033450704225 2024,2.0496748747468287 2025,0.30941106836342114 " 2676,US,fundamental,"From 2018 to 2020, what is the minimum of Starbucks's Net Debt to EBITDA? ( Use the sum of Pretax Income and Interest Expense as EBIT) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.021,medium,solvency,Net Debt / EBITDA; Net Debt = Total Debt (short + long-term debt + operating lease liabilities) - Cash - Short-Term Investments; EBITDA = Pretax Income + Interest Expense + D&A,"year,ShortTermDebt,LongTermDebt,OperatingLeaseCurrentDebtEquivalent,OperatingLeaseNonCurrentDebtEquivalent,CashAndMarketableSecurities,ShortTermInvestments,PretaxIncomeLoss,InterestExpense,Depreciation & Amortization 2018,0.0,9090200000.0,0.0,0.0,8756300000.0,181500000.0,5780000000.0,170300000.0,1305900000.0 2019,0.0,11167000000.0,0.0,0.0,2686600000.0,70500000.0,4466200000.0,331000000.0,1449300000.0 2020,438800000.0,14659600000.0,1248800000.0,7661700000.0,4350900000.0,281200000.0,1164400000.0,437000000.0,1503200000.0 ","year,Net Debt to EBITDA 2018,0.021002728700972962 2019,1.3463379492515808 2020,6.241319332603234 " 2677,US,fundamental,"What was the maximum of Net Debt to EBITDA for Synopsys during 2018-2020? ( Use the sum of Pretax Income and Interest Expense as EBIT) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",-0.4316,medium,solvency,Net Debt / EBITDA; Net Debt = Total Debt (short + long-term debt + operating lease liabilities) - Cash - Short-Term Investments; EBITDA = Pretax Income + Interest Expense + D&A,"year,ShortTermDebt,LongTermDebt,OperatingLeaseCurrentDebtEquivalent,OperatingLeaseNonCurrentDebtEquivalent,CashAndMarketableSecurities,ShortTermInvestments,PretaxIncomeLoss,InterestExpense,Depreciation & Amortization 2018,343769000.0,125535000.0,0.0,0.0,723115000.0,0.0,363543000.0,15307000.0,209207000.0 2019,17614000.0,120093000.0,0.0,0.0,728597000.0,0.0,545506000.0,12363000.0,201676000.0 2020,27084000.0,100823000.0,73173000.0,462411000.0,1235653000.0,0.0,638159000.0,5136000.0,209986000.0 ","year,Net Debt to EBITDA 2018,-0.43160952084576837 2019,-0.7779525900374566 2020,-0.6705434669235574 " 2678,US,fundamental,"For T-Mobile US's Net Debt to EBITDA, what is the average over 2022 to 2024? ( Use the sum of Pretax Income and Interest Expense as EBIT) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",3.9916,medium,solvency,Net Debt / EBITDA; Net Debt = Total Debt (short + long-term debt + operating lease liabilities) - Cash - Short-Term Investments; EBITDA = Pretax Income + Interest Expense + D&A,"year,ShortTermDebt,LongTermDebt,OperatingLeaseCurrentDebtEquivalent,OperatingLeaseNonCurrentDebtEquivalent,CashAndMarketableSecurities,ShortTermInvestments,PretaxIncomeLoss,InterestExpense,Depreciation & Amortization 2022,5164000000.0,65301000000.0,3512000000.0,29855000000.0,4507000000.0,0.0,3146000000.0,3364000000.0,13651000000.0 2023,3619000000.0,71399000000.0,3555000000.0,28240000000.0,5135000000.0,0.0,10999000000.0,3335000000.0,12818000000.0 2024,4068000000.0,74197000000.0,3281000000.0,26408000000.0,5409000000.0,0.0,14712000000.0,3411000000.0,12919000000.0 ","year,Net Debt to EBITDA 2022,4.926590942909578 2023,3.7447701826753095 2024,3.3034276142001158 " 2679,US,fundamental,"Calculate the maximum of Adobe Inc.'s Net Debt to EBITDA from 2016 to 2020. ( Use the sum of Pretax Income and Interest Expense as EBIT) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.2774,medium,solvency,Net Debt / EBITDA; Net Debt = Total Debt (short + long-term debt + operating lease liabilities) - Cash - Short-Term Investments; EBITDA = Pretax Income + Interest Expense + D&A,"year,ShortTermDebt,LongTermDebt,OperatingLeaseCurrentDebtEquivalent,OperatingLeaseNonCurrentDebtEquivalent,CashAndMarketableSecurities,ShortTermInvestments,PretaxIncomeLoss,InterestExpense,Depreciation & Amortization 2016,0.0,1902068000.0,0.0,0.0,1011315000.0,3749985000.0,1435138000.0,70442000.0,331535000.0 2017,0.0,1881421000.0,0.0,0.0,2306072000.0,3513702000.0,2137641000.0,74402000.0,325997000.0 2018,0.0,4124800000.0,0.0,0.0,1642775000.0,1586187000.0,2793876000.0,89242000.0,346492000.0 2019,3149343000.0,988924000.0,0.0,0.0,2650221000.0,1526755000.0,3204741000.0,157214000.0,736669000.0 2020,0.0,4117000000.0,92000000.0,499000000.0,4478000000.0,1514000000.0,4176000000.0,116000000.0,757000000.0 ","year,Net Debt to EBITDA 2016,-1.5563707225731649 2017,-1.55173007517612 2018,0.27738271803716236 2019,-0.009444389141331335 2020,-0.25430778371954843 " 2680,US,fundamental,"What is the average of Revenue Growth for Ventas from 2017 to 2021? (Unit: %) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",2.1694,medium,growth,(Revenue_t - Revenue_{t-1}) / Revenue_{t-1} * 100%,"year,Revenue 2016,3443522000.0 2017,3574149000.0 2018,3745810000.0 2019,3872750000.0 2020,3795357000.0 2021,3828007000.0 ","year,Revenue Growth 2017,3.793412674581431 2018,4.802849573422932 2019,3.388853145247624 2020,-1.9983990704279906 2021,0.8602616301971067 " 2681,US,fundamental,"From 2019 to 2023, what is the minimum of Trane Technologies's Revenue Growth? (Unit: %) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",-24.9667,medium,growth,(Revenue_t - Revenue_{t-1}) / Revenue_{t-1} * 100%,"year,Revenue 2018,15668200000.0 2019,16598900000.0 2020,12454700000.0 2021,14136400000.0 2022,15991700000.0 2023,17677600000.0 ","year,Revenue Growth 2019,5.940056930598281 2020,-24.96671466181494 2021,13.502533180245207 2022,13.124274921479302 2023,10.542343840867451 " 2682,US,fundamental,"What was the average of Revenue Growth for American International Group during 2017-2019? (Unit: %) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",-1.5887,medium,growth,(Revenue_t - Revenue_{t-1}) / Revenue_{t-1} * 100%,"year,Revenue 2016,52367000000.0 2017,49520000000.0 2018,47389000000.0 2019,49746000000.0 ","year,Revenue Growth 2017,-5.436629938701854 2018,-4.303311793214863 2019,4.973728080356201 " 2683,US,fundamental,"For Vici Properties's Revenue Growth, what is the maximum over 2020 to 2024? (Unit: %) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",72.2809,medium,growth,(Revenue_t - Revenue_{t-1}) / Revenue_{t-1} * 100%,"year,Revenue 2019,894798000.0 2020,1225574000.0 2021,1509568000.0 2022,2600697000.0 2023,3611988000.0 2024,3849205000.0 ","year,Revenue Growth 2020,36.966555580142106 2021,23.172325783673607 2022,72.28087770805952 2023,38.88538341836823 2024,6.5674913648661075 " 2684,US,fundamental,"Calculate the maximum of Parker Hannifin's Revenue Growth from 2018 to 2020. (Unit: %) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",18.8962,medium,growth,(Revenue_t - Revenue_{t-1}) / Revenue_{t-1} * 100%,"year,Revenue 2017,12029312000.0 2018,14302392000.0 2019,14320324000.0 2020,13695520000.0 ","year,Revenue Growth 2018,18.896176273422785 2019,0.12537762914063605 2020,-4.363057707353549 " 2685,US,fundamental,"What is the maximum of EBITDA Growth for Trimble Inc. from 2021 to 2025? (Unit: %; Use the sum of Pretax Income and Interest Expense as EBIT) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",292.6652,medium,growth,(EBITDA_t - EBITDA_{t-1}) / EBITDA_{t-1} * 100%; EBITDA = Pretax Income + Interest Expense + D&A,"year,PretaxIncomeLoss,InterestExpense,DepreciationExpense,AmortizationOfIntangibles 2020,395000000.0,71800000.0,39700000.0,65500000.0 2021,574600000.0,61800000.0,41300000.0,50900000.0 2022,569100000.0,73100000.0,40200000.0,46600000.0 2023,357000000.0,133700000.0,38300000.0,103600000.0 2024,2005900000.0,140400000.0,232000000.0,105700000.0 2025,509400000.0,81500000.0,199900000.0,106800000.0 ","year,EBITDA Growth 2021,27.37762237762238 2022,0.05489980785067252 2023,-13.223593964334704 2024,292.66519127410686 2025,-63.86473429951691 " 2686,US,fundamental,"From 2019 to 2023, what is the minimum of Coterra's EBITDA Growth? (Unit: %; Use the sum of Pretax Income and Interest Expense as EBIT) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",-51.5249,medium,growth,(EBITDA_t - EBITDA_{t-1}) / EBITDA_{t-1} * 100%; EBITDA = Pretax Income + Interest Expense + D&A,"year,PretaxIncomeLoss,InterestExpense,Depreciation & Amortization 2018,698137000.0,4631000.0,417479000.0 2019,900224000.0,3966000.0,405733000.0 2020,241123000.0,2961000.0,390903000.0 2021,1502000000.0,10000000.0,693000000.0 2022,5169000000.0,40000000.0,1635000000.0 2023,2128000000.0,73000000.0,1641000000.0 ","year,EBITDA Growth 2019,16.931623115259402 2020,-51.52486062157852 2021,247.25120356794704 2022,210.38548752834467 2023,-43.86323787258913 " 2687,US,fundamental,"What was the minimum of EBITDA Growth for WEC Energy Group during 2018-2020? (Unit: %; Use the sum of Pretax Income and Interest Expense as EBIT) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",-10.0439,medium,growth,(EBITDA_t - EBITDA_{t-1}) / EBITDA_{t-1} * 100%; EBITDA = Pretax Income + Interest Expense + D&A,"year,PretaxIncomeLoss,InterestExpense,Depreciation & Amortization 2017,1588400000.0,415700000.0,798600000.0 2018,1230300000.0,445100000.0,845800000.0 2019,1259700000.0,501500000.0,926300000.0 2020,1429300000.0,493700000.0,975900000.0 ","year,EBITDA Growth 2018,-10.043886252542192 2019,6.596065365698873 2020,7.866046511627907 " 2688,US,fundamental,"For AbbVie's EBITDA Growth, what is the maximum over 2020 to 2022? (Unit: %; Use the sum of Pretax Income and Interest Expense as EBIT) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",93.9622,medium,growth,(EBITDA_t - EBITDA_{t-1}) / EBITDA_{t-1} * 100%; EBITDA = Pretax Income + Interest Expense + D&A,"year,PretaxIncomeLoss,InterestExpense,DepreciationExpense,AmortizationOfIntangibles 2019,8426000000.0,1794000000.0,464000000.0,1553000000.0 2020,3398000000.0,2619000000.0,666000000.0,5805000000.0 2021,12989000000.0,2712000000.0,803000000.0,7718000000.0 2022,13477000000.0,2546000000.0,778000000.0,7689000000.0 ","year,EBITDA Growth 2020,2.051156329165645 2021,93.96220371556694 2022,1.106432169102469 " 2689,US,fundamental,"Calculate the minimum of Tyson Foods's EBITDA Growth from 2019 to 2021. (Unit: %; Use the sum of Pretax Income and Interest Expense as EBIT) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",-2.7763,medium,growth,(EBITDA_t - EBITDA_{t-1}) / EBITDA_{t-1} * 100%; EBITDA = Pretax Income + Interest Expense + D&A,"year,PretaxIncomeLoss,InterestExpense,Depreciation & Amortization 2018,2745000000.0,350000000.0,723000000.0 2019,2431000000.0,462000000.0,819000000.0 2020,2770000000.0,485000000.0,900000000.0 2021,4041000000.0,428000000.0,934000000.0 ","year,EBITDA Growth 2019,-2.776322682032478 2020,11.934267241379311 2021,30.03610108303249 " 2690,US,fundamental,"What is the average of Net Income Growth for Oneok from 2018 to 2020? (Unit: %) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",51.9659,medium,growth,(Net Income_t - Net Income_{t-1}) / |Net Income_{t-1}| * 100%,"year,NetIncome 2017,387841000.0 2018,1151703000.0 2019,1278577000.0 2020,612809000.0 ","year,Net Income Growth 2018,196.95235934313288 2019,11.016208171724829 2020,-52.071013321841384 " 2691,US,fundamental,"From 2018 to 2022, what is the maximum of Centene Corporation's Net Income Growth? (Unit: %) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",46.7778,medium,growth,(Net Income_t - Net Income_{t-1}) / |Net Income_{t-1}| * 100%,"year,NetIncome 2017,828000000.0 2018,900000000.0 2019,1321000000.0 2020,1808000000.0 2021,1347000000.0 2022,1202000000.0 ","year,Net Income Growth 2018,8.695652173913043 2019,46.77777777777778 2020,36.86601059803179 2021,-25.497787610619472 2022,-10.764662212323682 " 2692,US,fundamental,"What was the minimum of Net Income Growth for Analog Devices during 2021-2025? (Unit: %) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",-50.6642,medium,growth,(Net Income_t - Net Income_{t-1}) / |Net Income_{t-1}| * 100%,"year,NetIncome 2020,1220761000.0 2021,1390422000.0 2022,2748561000.0 2023,3314579000.0 2024,1635273000.0 2025,2267342000.0 ","year,Net Income Growth 2021,13.897970200555227 2022,97.67818691016109 2023,20.59324861263767 2024,-50.664232169455005 2025,38.652200580575844 " 2693,US,fundamental,"For Mettler Toledo's Net Income Growth, what is the average over 2022 to 2024? (Unit: %) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",4.4311,medium,growth,(Net Income_t - Net Income_{t-1}) / |Net Income_{t-1}| * 100%,"year,NetIncome 2021,768985000.0 2022,872502000.0 2023,788778000.0 2024,863140000.0 ","year,Net Income Growth 2022,13.461510952749403 2023,-9.595851929279245 2024,9.427494174533265 " 2694,US,fundamental,"Calculate the minimum of Packaging Corporation of America's Net Income Growth from 2019 to 2021. (Unit: %) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",-33.8024,medium,growth,(Net Income_t - Net Income_{t-1}) / |Net Income_{t-1}| * 100%,"year,NetIncome 2018,738000000.0 2019,696400000.0 2020,461000000.0 2021,841100000.0 ","year,Net Income Growth 2019,-5.636856368563685 2020,-33.80241240666283 2021,82.45119305856832 " 2695,US,fundamental,"What is the minimum of EPS Growth for Analog Devices from 2021 to 2023? (Unit: %) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",5.6366,medium,growth,(EPS_t - EPS_{t-1}) / |EPS_{t-1}| * 100%; EPS = Net Income / Weighted-Average Basic Shares,"year,NetIncome,SharesAverage 2020,1220761000.0,368633000.0 2021,1390422000.0,397462000.0 2022,2748561000.0,519226000.0 2023,3314579000.0,502232000.0 ","year,EPS Growth 2021,5.6366406070046216 2022,51.32055699384556 2023,24.673756559011387 " 2696,US,fundamental,"From 2018 to 2020, what is the maximum of Adobe Inc.'s EPS Growth? (Unit: %) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",80.2149,medium,growth,(EPS_t - EPS_{t-1}) / |EPS_{t-1}| * 100%; EPS = Net Income / Weighted-Average Basic Shares,"year,NetIncome,SharesAverage 2017,1693954000.0,493632000.0 2018,2590774000.0,490564000.0 2019,2951458000.0,486291000.0 2020,5260000000.0,480900000.0 ","year,EPS Growth 2018,53.89891153477634 2019,14.922885000357267 2020,80.21485699944112 " 2697,US,fundamental,"What was the average of EPS Growth for Best Buy during 2019-2021? (Unit: %) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",24.1508,medium,growth,(EPS_t - EPS_{t-1}) / |EPS_{t-1}| * 100%; EPS = Net Income / Weighted-Average Basic Shares,"year,NetIncome,SharesAverage 2018,1464000000.0,276400000.0 2019,1541000000.0,264900000.0 2020,1798000000.0,259600000.0 2021,2454000000.0,246800000.0 ","year,EPS Growth 2019,9.829155037368482 2020,19.059572506596773 2021,43.563621023179 " 2698,US,fundamental,"For Lululemon Athletica's EPS Growth, what is the maximum over 2017 to 2019? (Unit: %) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",90.6499,medium,growth,(EPS_t - EPS_{t-1}) / |EPS_{t-1}| * 100%; EPS = Net Income / Weighted-Average Basic Shares,"year,NetIncome,SharesAverage 2016,303381000.0,137086000.0 2017,258662000.0,135988000.0 2018,483801000.0,133413000.0 2019,645596000.0,130393000.0 ","year,EPS Growth 2017,-14.051802998843888 2018,90.64989347511127 2019,36.533097113764384 " 2699,US,fundamental,"Calculate the minimum of Wells Fargo's EPS Growth from 2017 to 2021. (Unit: %) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",-81.9862,medium,growth,(EPS_t - EPS_{t-1}) / |EPS_{t-1}| * 100%; EPS = Net Income / Weighted-Average Basic Shares,"year,NetIncome,SharesAverage 2016,21938000000.0,5052800000.0 2017,22183000000.0,4964600000.0 2018,22393000000.0,4799700000.0 2019,19549000000.0,4393100000.0 2020,3301000000.0,4118000000.0 2021,21548000000.0,4061900000.0 ","year,EPS Growth 2017,2.9132023713211908 2018,4.414826389466213 2019,-4.620449709724778 2020,-81.98618390604192 2021,561.7874964744868 " 2700,US,fundamental,"What is the maximum of Free Cash Flow for Coca-Cola Company (The) from 2020 to 2022? (Unit: $) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",11258000000.0,medium,cash flow,CFO - Capex,"year,NetCashFromOperatingActivities,CapitalExpenses 2020,9844000000.0,1177000000.0 2021,12625000000.0,1367000000.0 2022,11018000000.0,1484000000.0 ","year,Free Cash Flow 2020,8667000000.0 2021,11258000000.0 2022,9534000000.0 " 2701,US,fundamental,"From 2019 to 2023, what is the minimum of Linde plc's Free Cash Flow? (Unit: $) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",2437000000.0,medium,cash flow,CFO - Capex,"year,NetCashFromOperatingActivities,CapitalExpenses 2019,6119000000.0,3682000000.0 2020,7429000000.0,3400000000.0 2021,9725000000.0,3086000000.0 2022,8864000000.0,3173000000.0 2023,9305000000.0,3787000000.0 ","year,Free Cash Flow 2019,2437000000.0 2020,4029000000.0 2021,6639000000.0 2022,5691000000.0 2023,5518000000.0 " 2702,US,fundamental,"What was the maximum of Free Cash Flow for Carnival during 2019-2021? (Unit: $) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",-164000000.0,medium,cash flow,CFO - Capex,"year,NetCashFromOperatingActivities,CapitalExpenses 2019,5265000000.0,5429000000.0 2020,-6301000000.0,3620000000.0 2021,-4109000000.0,3607000000.0 ","year,Free Cash Flow 2019,-164000000.0 2020,-9921000000.0 2021,-7716000000.0 " 2703,US,fundamental,"For Teledyne Technologies's Free Cash Flow, what is the CAGR over 2019 to 2023? (Unit: $) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",16.3383,medium,cash flow,CFO - Capex,"year,NetCashFromOperatingActivities,CapitalExpenses 2019,482100000.0,88400000.0 2020,618900000.0,71400000.0 2021,824600000.0,101600000.0 2022,486800000.0,92600000.0 2023,836100000.0,114900000.0 ","year,Free Cash Flow 2019,393700000.0 2020,547500000.0 2021,723000000.0 2022,394200000.0 2023,721200000.0 " 2704,US,fundamental,"Calculate the minimum of Cummins's Free Cash Flow from 2016 to 2018. (Unit: $) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1404000000.0,medium,cash flow,CFO - Capex,"year,NetCashFromOperatingActivities,CapitalExpenses 2016,1935000000.0,531000000.0 2017,2277000000.0,506000000.0 2018,2378000000.0,709000000.0 ","year,Free Cash Flow 2016,1404000000.0 2017,1771000000.0 2018,1669000000.0 " 2705,US,fundamental,"What is the average of Free Cash Flow to Firm for Waters Corporation from 2020 to 2024? (Unit: $) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",759623829.7828,medium,cash flow,CFO - Capex + Interest Expense x (1 - effective tax rate),"year,NetCashFromOperatingActivities,CapitalExpenses,InterestExpense,IncomeTaxes,PretaxIncomeLoss 2020,790507000.0,0.0,49070000.0,89343000.0,610914000.0 2021,747274000.0,0.0,44938000.0,113350000.0,806193000.0 2022,611661000.0,0.0,48797000.0,130091000.0,837846000.0 2023,602809000.0,0.0,98861000.0,94009000.0,736243000.0 2024,762123000.0,0.0,89677000.0,117034000.0,754868000.0 ","year,Free Cash Flow to Firm 2020,832400767.3224055 2021,785893758.2142241 2022,652881368.3433471 2023,689046689.8306673 2024,837896565.2034528 " 2706,US,fundamental,"From 2019 to 2021, what is the CAGR of Intercontinental Exchange's Free Cash Flow to Firm? (Unit: $) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",9.02,medium,cash flow,CFO - Capex + Interest Expense x (1 - effective tax rate),"year,NetCashFromOperatingActivities,CapitalExpenses,InterestExpense,IncomeTaxes,PretaxIncomeLoss 2019,2659000000.0,153000000.0,285000000.0,521000000.0,2481000000.0 2020,2881000000.0,207000000.0,357000000.0,658000000.0,2766000000.0 2021,3123000000.0,179000000.0,423000000.0,1629000000.0,5698000000.0 ","year,Free Cash Flow to Firm 2019,2731151148.7303505 2020,2946073752.711497 2021,3246068620.5686207 " 2707,US,fundamental,"What was the average of Free Cash Flow to Firm for Corteva during 2022-2024? (Unit: $) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1203522666.8244,medium,cash flow,CFO - Capex + Interest Expense x (1 - effective tax rate),"year,NetCashFromOperatingActivities,CapitalExpenses,InterestExpense,IncomeTaxes,PretaxIncomeLoss 2022,872000000.0,605000000.0,75000000.0,210000000.0,1426000000.0 2023,1809000000.0,595000000.0,234000000.0,152000000.0,1093000000.0 2024,2296000000.0,597000000.0,244000000.0,412000000.0,1275000000.0 ","year,Free Cash Flow to Firm 2022,330955119.21458626 2023,1415458371.454712 2024,1864154509.8039217 " 2708,US,fundamental,"For Apple Inc.'s Free Cash Flow to Firm, what is the average over 2023 to 2025? (Unit: $) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",103445476246.1607,medium,cash flow,CFO - Capex + Interest Expense x (1 - effective tax rate),"year,NetCashFromOperatingActivities,CapitalExpenses,InterestExpense,IncomeTaxes,PretaxIncomeLoss 2023,110543000000.0,10959000000.0,3803000000.0,18679000000.0,113736000000.0 2024,118254000000.0,9447000000.0,0.0,26102000000.0,123485000000.0 2025,111482000000.0,12715000000.0,0.0,43369000000.0,132729000000.0 ","year,Free Cash Flow to Firm 2023,102762428738.4821 2024,108807000000.0 2025,98767000000.0 " 2709,US,fundamental,"Calculate the CAGR of C.H. Robinson's Free Cash Flow to Firm from 2019 to 2023. (Unit: $) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",-1.938,medium,cash flow,CFO - Capex + Interest Expense x (1 - effective tax rate),"year,NetCashFromOperatingActivities,CapitalExpenses,InterestExpense,IncomeTaxes,PretaxIncomeLoss 2019,835419000.0,36290000.0,50854000.0,165289000.0,742257000.0 2020,499191000.0,23133000.0,47518000.0,121910000.0,628331000.0 2021,94955000.0,34197000.0,51367000.0,178046000.0,1022291000.0 2022,1650171000.0,61915000.0,71563000.0,226241000.0,1166765000.0 2023,731946000.0,29989000.0,92571000.0,84057000.0,409186000.0 ","year,Free Cash Flow to Firm 2019,838658611.269412 2020,514356465.423479 2021,103178732.369746 2022,1645942611.2816205 2023,775511610.0282023 " 2710,US,fundamental,"What is the maximum of Free Cash Flow to Equity for PulteGroup from 2018 to 2022? (Unit: $; Net Borrowing is approximated as the year-over-year change in (short-term debt + long-term debt)) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1798498000.0,medium,cash flow,CFO - Capex + Net Borrowing; Net Borrowing = delta(Short-Term Debt + Long-Term Debt),"year,NetCashFromOperatingActivities,CapitalExpenses,ShortTermDebt,LongTermDebt 2017,663077000.0,32051000.0,437804000.0,3006967000.0 2018,1449744000.0,59039000.0,348412000.0,3028066000.0 2019,1077545000.0,58119000.0,326573000.0,2765040000.0 2020,1784342000.0,58354000.0,411821000.0,2752302000.0 2021,1004021000.0,72781000.0,626123000.0,2029043000.0 2022,668466000.0,112661000.0,0.0,2045527000.0 ","year,Free Cash Flow to Equity 2018,1322412000.0 2019,734561000.0 2020,1798498000.0 2021,422283000.0 2022,-53834000.0 " 2711,US,fundamental,"From 2020 to 2022, what is the maximum of Arch Capital Group's Free Cash Flow to Equity? (Unit: $; Net Borrowing is approximated as the year-over-year change in (short-term debt + long-term debt)) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",3764571000.0,medium,cash flow,CFO - Capex + Net Borrowing; Net Borrowing = delta(Short-Term Debt + Long-Term Debt),"year,NetCashFromOperatingActivities,CapitalExpenses,ShortTermDebt,LongTermDebt 2019,2048459000.0,37837000.0,484287000.0,1871626000.0 2020,2886505000.0,39872000.0,155687000.0,2861113000.0 2021,3427555000.0,41394000.0,0.0,2724394000.0 2022,3815227000.0,51672000.0,0.0,2725410000.0 ","year,Free Cash Flow to Equity 2020,3507520000.0 2021,3093755000.0 2022,3764571000.0 " 2712,US,fundamental,"What was the CAGR of Free Cash Flow to Equity for NextEra Energy during 2023-2025? (Unit: $; Net Borrowing is approximated as the year-over-year change in (short-term debt + long-term debt)) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",29.5388,medium,cash flow,CFO - Capex + Net Borrowing; Net Borrowing = delta(Short-Term Debt + Long-Term Debt),"year,NetCashFromOperatingActivities,CapitalExpenses,ShortTermDebt,LongTermDebt 2022,8262000000.0,6005000000.0,1709000000.0,55256000000.0 2023,11301000000.0,7104000000.0,4650000000.0,61405000000.0 2024,13260000000.0,6835000000.0,1670000000.0,72385000000.0 2025,12485000000.0,7645000000.0,1955000000.0,89556000000.0 ","year,Free Cash Flow to Equity 2023,13287000000.0 2024,14425000000.0 2025,22296000000.0 " 2713,US,fundamental,"For Thermo Fisher Scientific's Free Cash Flow to Equity, what is the CAGR over 2020 to 2024? (Unit: $; Net Borrowing is approximated as the year-over-year change in (short-term debt + long-term debt)) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",-23.8813,medium,cash flow,CFO - Capex + Net Borrowing; Net Borrowing = delta(Short-Term Debt + Long-Term Debt),"year,NetCashFromOperatingActivities,CapitalExpenses,ShortTermDebt,LongTermDebt 2019,4973000000.0,926000000.0,676000000.0,17076000000.0 2020,8289000000.0,1474000000.0,2628000000.0,19107000000.0 2021,9312000000.0,2523000000.0,2537000000.0,32333000000.0 2022,9154000000.0,2243000000.0,5579000000.0,28909000000.0 2023,8406000000.0,1479000000.0,3609000000.0,31308000000.0 2024,8667000000.0,1400000000.0,2214000000.0,29061000000.0 ","year,Free Cash Flow to Equity 2020,10798000000.0 2021,19924000000.0 2022,6529000000.0 2023,7356000000.0 2024,3625000000.0 " 2714,US,fundamental,"Calculate the maximum of Baker Hughes's Free Cash Flow to Equity from 2022 to 2024. (Unit: $; Net Borrowing is approximated as the year-over-year change in (short-term debt + long-term debt)) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",2057000000.0,medium,cash flow,CFO - Capex + Net Borrowing; Net Borrowing = delta(Short-Term Debt + Long-Term Debt),"year,NetCashFromOperatingActivities,CapitalExpenses,ShortTermDebt,LongTermDebt 2021,2374000000.0,856000000.0,40000000.0,6687000000.0 2022,1888000000.0,989000000.0,677000000.0,5980000000.0 2023,3062000000.0,1224000000.0,148000000.0,5872000000.0 2024,3332000000.0,1278000000.0,53000000.0,5970000000.0 ","year,Free Cash Flow to Equity 2022,829000000.0 2023,1201000000.0 2024,2057000000.0 " 2715,US,fundamental,"What is the average of Operating Cash Flow Margin for Paccar from 2016 to 2018? (Unit: %) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",14.0623,medium,cash flow,CFO / Revenue * 100%,"year,NetCashFromOperatingActivities,Revenue 2016,2300800000.0,15846600000.0 2017,2715800000.0,18187500000.0 2018,2992300000.0,23495700000.0 ","year,Operating Cash Flow Margin 2016,14.519202857395278 2017,14.932233676975946 2018,12.735521818886008 " 2716,US,fundamental,"From 2021 to 2023, what is the maximum of Workday's Operating Cash Flow Margin? (Unit: %) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",32.1224,medium,cash flow,CFO / Revenue * 100%,"year,NetCashFromOperatingActivities,Revenue 2021,1650704000.0,5138798000.0 2022,1657195000.0,6215818000.0 2023,2149000000.0,7259000000.0 ","year,Operating Cash Flow Margin 2021,32.12237569953129 2022,26.66093183552028 2023,29.604628736740597 " 2717,US,fundamental,"What was the minimum of Operating Cash Flow Margin for Omnicom Group during 2022-2024? (Unit: %) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",6.484,medium,cash flow,CFO / Revenue * 100%,"year,NetCashFromOperatingActivities,Revenue 2022,926500000.0,14289100000.0 2023,1421900000.0,14692200000.0 2024,1733500000.0,15689100000.0 ","year,Operating Cash Flow Margin 2022,6.483963300697734 2023,9.677924340806685 2024,11.04907228585451 " 2718,US,fundamental,"For Advanced Micro Devices's Operating Cash Flow Margin, what is the average over 2019 to 2021? (Unit: %) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",13.2398,medium,cash flow,CFO / Revenue * 100%,"year,NetCashFromOperatingActivities,Revenue 2019,493000000.0,6731000000.0 2020,1071000000.0,9763000000.0 2021,3521000000.0,16434000000.0 ","year,Operating Cash Flow Margin 2019,7.324320309017976 2020,10.969988732971423 2021,21.42509431666058 " 2719,US,fundamental,"Calculate the average of D. R. Horton's Operating Cash Flow Margin from 2018 to 2020. (Unit: %) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",5.1543,medium,cash flow,CFO / Revenue * 100%,"year,NetCashFromOperatingActivities,Revenue 2018,545200000.0,16068000000.0 2019,892100000.0,17592900000.0 2020,1421600000.0,20311100000.0 ","year,Operating Cash Flow Margin 2018,3.3930794124968884 2019,5.070795605045217 2020,6.999128555321967 " 2720,US,fundamental,"What is the average of Capex Intensity for Southwest Airlines from 2016 to 2018? (Unit: %) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",9.5854,medium,cash flow,Capex / Revenue * 100%,"year,CapitalExpenses,Revenue 2016,2038000000.0,20425000000.0 2017,2123000000.0,21171000000.0 2018,1922000000.0,21965000000.0 ","year,Capex Intensity 2016,9.97796817625459 2017,10.027868310424637 2018,8.750284543592079 " 2721,US,fundamental,"From 2019 to 2021, what is the minimum of Dover Corporation's Capex Intensity? (Unit: %) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",2.1685,medium,cash flow,Capex / Revenue * 100%,"year,CapitalExpenses,Revenue 2019,186804000.0,7136397000.0 2020,165692000.0,6683760000.0 2021,171465000.0,7907081000.0 ","year,Capex Intensity 2019,2.6176234309834503 2020,2.479023783020336 2021,2.1684993488747617 " 2722,US,fundamental,"What was the maximum of Capex Intensity for Trade Desk (The) during 2021-2025? (Unit: %) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",6.8022,medium,cash flow,Capex / Revenue * 100%,"year,CapitalExpenses,Revenue 2021,54804000.0,1196467000.0 2022,84160000.0,1577795000.0 2023,46790000.0,1946120000.0 2024,98238000.0,2444831000.0 2025,197011000.0,2896284000.0 ","year,Capex Intensity 2021,4.580485713354401 2022,5.334026283515919 2023,2.404271062421639 2024,4.018191850479645 2025,6.802198955627279 " 2723,US,fundamental,"For Electronic Arts's Capex Intensity, what is the minimum over 2019 to 2021? (Unit: %) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",2.2029,medium,cash flow,Capex / Revenue * 100%,"year,CapitalExpenses,Revenue 2019,140000000.0,5537000000.0 2020,124000000.0,5629000000.0 2021,188000000.0,6991000000.0 ","year,Capex Intensity 2019,2.5284450063211126 2020,2.2028779534553204 2021,2.6891717923043914 " 2724,US,fundamental,"Calculate the minimum of LyondellBasell's Capex Intensity from 2019 to 2021. (Unit: %) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",4.2427,medium,cash flow,Capex / Revenue * 100%,"year,CapitalExpenses,Revenue 2019,2694000000.0,34727000000.0 2020,1947000000.0,27753000000.0 2021,1959000000.0,46173000000.0 ","year,Capex Intensity 2019,7.757652547009532 2020,7.015457788347206 2021,4.24273926320577 " 2725,US,fundamental,"What is the average of Cash Flow to Net Income for CMS Energy from 2021 to 2025? According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.8838,medium,cash flow,CFO / Net Income,"year,NetCashFromOperatingActivities,NetIncome 2021,1819000000.0,1353000000.0 2022,855000000.0,837000000.0 2023,2309000000.0,887000000.0 2024,2370000000.0,1003000000.0 2025,2235000000.0,1071000000.0 ","year,Cash Flow to Net Income 2021,1.344419807834442 2022,1.021505376344086 2023,2.6031567080045095 2024,2.362911266201396 2025,2.0868347338935576 " 2726,US,fundamental,"From 2019 to 2023, what is the average of Arthur J. Gallagher & Co.'s Cash Flow to Net Income? According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.9392,medium,cash flow,CFO / Net Income,"year,NetCashFromOperatingActivities,NetIncome 2019,1119200000.0,668800000.0 2020,1752500000.0,818800000.0 2021,1704100000.0,906800000.0 2022,2125400000.0,1114200000.0 2023,2031700000.0,969500000.0 ","year,Cash Flow to Net Income 2019,1.673444976076555 2020,2.1403273082559844 2021,1.879245699161888 2022,1.9075569915634536 2023,2.0956162970603405 " 2727,US,fundamental,"What was the minimum of Cash Flow to Net Income for A. O. Smith during 2021-2025? According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.0903,medium,cash flow,CFO / Net Income,"year,NetCashFromOperatingActivities,NetIncome 2021,641100000.0,487100000.0 2022,391400000.0,235700000.0 2023,670300000.0,556600000.0 2024,581800000.0,533600000.0 2025,616800000.0,546200000.0 ","year,Cash Flow to Net Income 2021,1.3161568466433997 2022,1.6605854900296988 2023,1.2042759611929572 2024,1.0903298350824588 2025,1.1292566825338703 " 2728,US,fundamental,"For Elevance Health's Cash Flow to Net Income, what is the maximum over 2017 to 2019? According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.2609,medium,cash flow,CFO / Net Income,"year,NetCashFromOperatingActivities,NetIncome 2017,4184800000.0,3842800000.0 2018,3827000000.0,3750000000.0 2019,6061000000.0,4807000000.0 ","year,Cash Flow to Net Income 2017,1.0889976059123556 2018,1.0205333333333333 2019,1.2608695652173914 " 2729,US,fundamental,"Calculate the maximum of Extra Space Storage's Cash Flow to Net Income from 2021 to 2023. According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.7461,medium,cash flow,CFO / Net Income,"year,NetCashFromOperatingActivities,NetIncome 2021,952436000.0,827649000.0 2022,1238139000.0,860688000.0 2023,1402474000.0,803198000.0 ","year,Cash Flow to Net Income 2021,1.150772851776538 2022,1.4385456750878367 2023,1.7461124156185648 " 2730,US,fundamental,"What is the maximum of Cash Flow to Debt for Huntington Bancshares from 2017 to 2019? According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.1622,medium,cash flow,CFO / Total Debt; Total Debt = Short-Term Debt + Long-Term Debt,"year,NetCashFromOperatingActivities,ShortTermDebt,LongTermDebt 2017,1954000000.0,5056000000.0,9206000000.0 2018,1726000000.0,2017000000.0,8625000000.0 2019,1574000000.0,2606000000.0,9849000000.0 ","year,Cash Flow to Debt 2017,0.13700743233768056 2018,0.16218755872956211 2019,0.12637494981934966 " 2731,US,fundamental,"From 2021 to 2023, what is the average of Starbucks's Cash Flow to Debt? According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.4043,medium,cash flow,CFO / Total Debt; Total Debt = Short-Term Debt + Long-Term Debt,"year,NetCashFromOperatingActivities,ShortTermDebt,LongTermDebt 2021,5989100000.0,0.0,13616900000.0 2022,4397300000.0,175000000.0,13119900000.0 2023,6008700000.0,33500000.0,13547600000.0 ","year,Cash Flow to Debt 2021,0.4398284484721192 2022,0.33075088943880737 2023,0.44243102546921825 " 2732,US,fundamental,"What was the maximum of Cash Flow to Debt for BXP during 2020-2022? According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.1253,medium,cash flow,CFO / Total Debt; Total Debt = Short-Term Debt + Long-Term Debt,"year,NetCashFromOperatingActivities,ShortTermDebt,LongTermDebt 2020,1156840000.0,0.0,9639287000.0 2021,1133227000.0,145000000.0,9483695000.0 2022,1282399000.0,0.0,10237968000.0 ","year,Cash Flow to Debt 2020,0.12001302585969273 2021,0.11769268836534962 2022,0.1252591334530446 " 2733,US,fundamental,"For Vistra Corp.'s Cash Flow to Debt, what is the minimum over 2021 to 2023? According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",-0.0197,medium,cash flow,CFO / Total Debt; Total Debt = Short-Term Debt + Long-Term Debt,"year,NetCashFromOperatingActivities,ShortTermDebt,LongTermDebt 2021,-206000000.0,0.0,10477000000.0 2022,485000000.0,650000000.0,11933000000.0 2023,5453000000.0,0.0,12116000000.0 ","year,Cash Flow to Debt 2021,-0.01966211701823041 2022,0.03854406739251371 2023,0.45006602839220866 " 2734,US,fundamental,"Calculate the maximum of Corpay's Cash Flow to Debt from 2018 to 2022. According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.3848,medium,cash flow,CFO / Total Debt; Total Debt = Short-Term Debt + Long-Term Debt,"year,NetCashFromOperatingActivities,ShortTermDebt,LongTermDebt 2018,903382000.0,886000000.0,2748431000.0 2019,1162071000.0,970973000.0,3289947000.0 2020,1472589000.0,700000000.0,3126926000.0 2021,1197063000.0,1118000000.0,4460039000.0 2022,754797000.0,1287000000.0,4722838000.0 ","year,Cash Flow to Debt 2018,0.24856215457110067 2019,0.2727277207739174 2020,0.38479683171297274 2021,0.21460283802246632 2022,0.12559356841232658 " 2735,US,fundamental,"What is the minimum of Earnings Per Share Basic for Bank of America from 2018 to 2020? According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.8819,medium,per share,(Net Income - Preferred Dividends) / Weighted-Average Basic Shares,"year,NetIncome,SharesAverage,PreferredDividendExpense 2018,28147000000.0,10096500000.0,1451000000.0 2019,27430000000.0,9390500000.0,1432000000.0 2020,17894000000.0,8753200000.0,1421000000.0 ","year,Earnings Per Share Basic 2018,2.644084583766652 2019,2.7685426761088334 2020,1.8819403189690627 " 2736,US,fundamental,"From 2016 to 2018, what is the minimum of Goldman Sachs's Earnings Per Share Basic? According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",9.1758,medium,per share,(Net Income - Preferred Dividends) / Weighted-Average Basic Shares,"year,NetIncome,SharesAverage,PreferredDividendExpense 2016,7398000000.0,427400000.0,311000000.0 2017,4286000000.0,401600000.0,601000000.0 2018,10459000000.0,385400000.0,599000000.0 ","year,Earnings Per Share Basic 2016,16.58165652784277 2017,9.175796812749004 2018,25.58380902957966 " 2737,US,fundamental,"What was the minimum of Earnings Per Share Basic for Ameren during 2020-2024? According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",3.2753,medium,per share,(Net Income - Preferred Dividends) / Weighted-Average Basic Shares,"year,NetIncome,SharesAverage,PreferredDividendExpense 2020,815000000.0,247000000.0,6000000.0 2021,943000000.0,256300000.0,5000000.0 2022,1075000000.0,258400000.0,5000000.0 2023,1152000000.0,262800000.0,5000000.0 2024,1184000000.0,266800000.0,5000000.0 ","year,Earnings Per Share Basic 2020,3.2753036437246963 2021,3.6597737026921577 2022,4.140866873065016 2023,4.364535768645358 2024,4.41904047976012 " 2738,US,fundamental,"For Williams Companies's Earnings Per Share Basic, what is the maximum over 2023 to 2025? According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",2.608,medium,per share,(Net Income - Preferred Dividends) / Weighted-Average Basic Shares,"year,NetIncome,SharesAverage,PreferredDividendExpense 2023,3179000000.0,1217784000.0,3000000.0 2024,2225000000.0,1219184000.0,3000000.0 2025,2618000000.0,1221000000.0,3000000.0 ","year,Earnings Per Share Basic 2023,2.6080158714517516 2024,1.822530479402617 2025,2.1416871416871417 " 2739,US,fundamental,"Calculate the minimum of Huntington Bancshares's Earnings Per Share Basic from 2018 to 2022. According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.7049,medium,per share,(Net Income - Preferred Dividends) / Weighted-Average Basic Shares,"year,NetIncome,SharesAverage,PreferredDividendExpense 2018,1393000000.0,1081542000.0,70000000.0 2019,1411000000.0,1038840000.0,74000000.0 2020,817000000.0,1017117000.0,100000000.0 2021,1295000000.0,1262435000.0,131000000.0 2022,2238000000.0,1441279000.0,113000000.0 ","year,Earnings Per Share Basic 2018,1.22325346588482 2019,1.2870124369489044 2020,0.7049336507009518 2021,0.9220276687512624 2022,1.474384903963771 " 2740,US,fundamental,"What is the average of Earnings Per Share Diluted for Prologis from 2017 to 2021? According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",2.7897,medium,per share,(Net Income - Preferred Dividends) / Weighted-Average Diluted Shares,"year,NetIncome,SharesFullyDilutedAverage,PreferredDividendExpense 2017,1652325000.0,552300000.0,6499000.0 2018,1649361000.0,590239000.0,5935000.0 2019,1572959000.0,654903000.0,6009000.0 2020,1481814000.0,754414000.0,6345000.0 2021,2939723000.0,764762000.0,6152000.0 ","year,Earnings Per Share Diluted 2017,2.9799493029150823 2018,2.7843399029884504 2019,2.39264440688163 2020,1.9557815735126867 2021,3.8359267327613034 " 2741,US,fundamental,"From 2023 to 2025, what is the minimum of Fifth Third Bancorp's Earnings Per Share Diluted? According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",3.1355,medium,per share,(Net Income - Preferred Dividends) / Weighted-Average Diluted Shares,"year,NetIncome,SharesFullyDilutedAverage,PreferredDividendExpense 2023,2349000000.0,687678291.0,137000000.0 2024,2314000000.0,687300837.0,159000000.0 2025,2522000000.0,672502856.0,146000000.0 ","year,Earnings Per Share Diluted 2023,3.216620371690634 2024,3.1354537692786195 2025,3.533070497473099 " 2742,US,fundamental,"What was the minimum of Earnings Per Share Diluted for Wells Fargo during 2017-2019? According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",4.0534,medium,per share,(Net Income - Preferred Dividends) / Weighted-Average Diluted Shares,"year,NetIncome,SharesFullyDilutedAverage,PreferredDividendExpense 2017,22183000000.0,5017300000.0,1629000000.0 2018,22393000000.0,4838400000.0,1704000000.0 2019,19549000000.0,4425400000.0,1611000000.0 ","year,Earnings Per Share Diluted 2017,4.096625675163933 2018,4.276000330687831 2019,4.053418899986442 " 2743,US,fundamental,"For Alliant Energy's Earnings Per Share Diluted, what is the minimum over 2019 to 2021? According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",2.3314,medium,per share,(Net Income - Preferred Dividends) / Weighted-Average Diluted Shares,"year,NetIncome,SharesFullyDilutedAverage,PreferredDividendExpense 2019,567400000.0,239000000.0,10200000.0 2020,624000000.0,248700000.0,10000000.0 2021,674000000.0,250700000.0,15000000.0 ","year,Earnings Per Share Diluted 2019,2.3313807531380752 2020,2.4688379573783674 2021,2.628639808536099 " 2744,US,fundamental,"Calculate the maximum of Ameren's Earnings Per Share Diluted from 2021 to 2023. According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",4.3546,medium,per share,(Net Income - Preferred Dividends) / Weighted-Average Diluted Shares,"year,NetIncome,SharesFullyDilutedAverage,PreferredDividendExpense 2021,943000000.0,257600000.0,5000000.0 2022,1075000000.0,259500000.0,5000000.0 2023,1152000000.0,263400000.0,5000000.0 ","year,Earnings Per Share Diluted 2021,3.641304347826087 2022,4.1233140655105975 2023,4.35459377372817 " 2745,US,fundamental,"What is the maximum of Operating Cash Flow Per Share for Johnson & Johnson from 2017 to 2021? According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",8.9395,medium,per share,CFO / Weighted-Average Basic Shares,"year,NetCashFromOperatingActivities,SharesAverage 2017,21056000000.0,2692000000.0 2018,22201000000.0,2681500000.0 2019,23416000000.0,2645100000.0 2020,23536000000.0,2632800000.0 2021,23410000000.0,2632100000.0 ","year,Operating Cash Flow Per Share 2017,7.8216939078751855 2018,8.279321275405557 2019,8.852595365014555 2020,8.939532057125493 2021,8.894038980281904 " 2746,US,fundamental,"From 2016 to 2020, what is the average of Amgen's Operating Cash Flow Per Share? According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",15.8517,medium,per share,CFO / Weighted-Average Basic Shares,"year,NetCashFromOperatingActivities,SharesAverage 2016,10354000000.0,748000000.0 2017,11177000000.0,731000000.0 2018,11296000000.0,661000000.0 2019,9150000000.0,605000000.0 2020,10497000000.0,586000000.0 ","year,Operating Cash Flow Per Share 2016,13.842245989304812 2017,15.290013679890562 2018,17.089258698941 2019,15.12396694214876 2020,17.91296928327645 " 2747,US,fundamental,"What was the maximum of Operating Cash Flow Per Share for Archer Daniels Midland during 2020-2024? According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",11.6933,medium,per share,CFO / Weighted-Average Basic Shares,"year,NetCashFromOperatingActivities,SharesAverage 2020,-2386000000.0,561000000.0 2021,6595000000.0,564000000.0 2022,3478000000.0,562000000.0 2023,4460000000.0,541000000.0 2024,2790000000.0,492000000.0 ","year,Operating Cash Flow Per Share 2020,-4.253119429590018 2021,11.693262411347519 2022,6.1886120996441285 2023,8.243992606284658 2024,5.670731707317073 " 2748,US,fundamental,"For Interactive Brokers's Operating Cash Flow Per Share, what is the maximum over 2020 to 2022? According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",100.9266,medium,per share,CFO / Weighted-Average Basic Shares,"year,NetCashFromOperatingActivities,SharesAverage 2020,8068000000.0,79939289.0 2021,5896000000.0,94167572.0 2022,3968000000.0,100460016.0 ","year,Operating Cash Flow Per Share 2020,100.92659192903254 2021,62.61178742083315 2022,39.49830149340211 " 2749,US,fundamental,"Calculate the CAGR of Arista Networks's Operating Cash Flow Per Share from 2021 to 2025. According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.1932,medium,per share,CFO / Weighted-Average Basic Shares,"year,NetCashFromOperatingActivities,SharesAverage 2021,1015856000.0,306512000.0 2022,492813000.0,306473000.0 2023,2034014000.0,309354000.0 2024,3708235000.0,1256303000.0 2025,4371900000.0,1258000000.0 ","year,Operating Cash Flow Per Share 2021,3.3142454455290493 2022,1.6080144090996598 2023,6.5750370126133815 2024,2.951704326106043 2025,3.4752782193958667 " 2750,US,fundamental,"What is the minimum of Equity Multiplier for Dominion Energy from 2018 to 2022? (Use the average of beginning and ending values) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",3.437,medium,solvency,Average Total Assets / Average Stockholders Equity,"year,Assets,AllEquityBalance 2017,76585000000.0,17142000000.0 2018,77914000000.0,20107000000.0 2019,103823000000.0,31994000000.0 2020,95905000000.0,26117000000.0 2021,99590000000.0,27308000000.0 2022,104243000000.0,27881000000.0 ","year,Equity Multiplier 2018,4.147735509678112 2019,3.4881672136811193 2020,3.4370084837638313 2021,3.6592419279363595 2022,3.6933628078059035 " 2751,US,fundamental,"From 2021 to 2025, what is the average of Eversource Energy's Equity Multiplier? (Use the average of beginning and ending values) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",3.6495,medium,solvency,Average Total Assets / Average Stockholders Equity,"year,Assets,AllEquityBalance 2020,46099598000.0,14063566000.0 2021,48492144000.0,14599844000.0 2022,53230900000.0,15473158000.0 2023,55612245000.0,14173892000.0 2024,59594529000.0,15039387000.0 2025,63786711000.0,16197271000.0 ","year,Equity Multiplier 2021,3.3000868354463058 2022,3.3825370676329554 2023,3.6712976501877925 2024,3.9436440531033847 2025,3.9498860601540664 " 2752,US,fundamental,"What was the CAGR of Equity Multiplier for Church & Dwight during 2023-2025? (Use the average of beginning and ending values) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",-3.873,medium,solvency,Average Total Assets / Average Stockholders Equity,"year,Assets,AllEquityBalance 2022,8345600000.0,3489900000.0 2023,8569200000.0,3855400000.0 2024,8883100000.0,4360800000.0 2025,8912400000.0,4002200000.0 ","year,Equity Multiplier 2023,2.3028058758662002 2024,2.1241328107884425 2025,2.1278847303599187 " 2753,US,fundamental,"For Intel's Equity Multiplier, what is the minimum over 2023 to 2025? (Use the average of beginning and ending values) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.8051,medium,solvency,Average Total Assets / Average Stockholders Equity,"year,Assets,AllEquityBalance 2022,182103000000.0,101423000000.0 2023,191572000000.0,105590000000.0 2024,196485000000.0,99270000000.0 2025,211429000000.0,114281000000.0 ","year,Equity Multiplier 2023,1.8050798742107983 2024,1.894254612906375 2025,1.910147927193036 " 2754,US,fundamental,"Calculate the CAGR of Gartner's Equity Multiplier from 2018 to 2020. (Use the average of beginning and ending values) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",-1.5182,medium,solvency,Average Total Assets / Average Stockholders Equity,"year,Assets,AllEquityBalance 2017,7283173000.0,983465000.0 2018,6201474000.0,850757000.0 2019,7151294000.0,938593000.0 2020,7315967000.0,1090428000.0 ","year,Equity Multiplier 2018,7.351698431269497 2019,7.462356721714589 2020,7.130168194414942 " 2755,US,fundamental,"What is the CAGR of EBITDA for Lennar from 2018 to 2020? (Unit: $; Use the sum of Pretax Income and Interest Expense as EBIT) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",15.5634,medium,valuation,EBITDA = EBIT + D&A = Pretax Income + Interest Expense + D&A,"year,PretaxIncomeLoss,InterestExpense,Depreciation & Amortization 2018,2262684000.0,128877000.0,91181000.0 2019,2434292000.0,49870000.0,92200000.0 2020,3123788000.0,97336000.0,94553000.0 ","year,EBITDA 2018,2482742000.0 2019,2576362000.0 2020,3315677000.0 " 2756,US,fundamental,"From 2019 to 2021, what is the average of Huntington Bancshares's EBITDA? (Unit: $; Use the sum of Pretax Income and Interest Expense as EBIT) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",2335666666.6667,medium,valuation,EBITDA = EBIT + D&A = Pretax Income + Interest Expense + D&A,"year,PretaxIncomeLoss,InterestExpense,DepreciationExpense,AmortizationOfIntangibles 2019,1659000000.0,988000000.0,386000000.0,49000000.0 2020,972000000.0,423000000.0,367000000.0,41000000.0 2021,1591000000.0,89000000.0,391000000.0,51000000.0 ","year,EBITDA 2019,3082000000.0 2020,1803000000.0 2021,2122000000.0 " 2757,US,fundamental,"What was the average of EBITDA for Rockwell Automation during 2018-2022? (Unit: $; Use the sum of Pretax Income and Interest Expense as EBIT) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1475680000.0,medium,valuation,EBITDA = EBIT + D&A = Pretax Income + Interest Expense + D&A,"year,PretaxIncomeLoss,InterestExpense,DepreciationExpense,AmortizationOfIntangibles 2018,1330800000.0,73000000.0,136400000.0,28200000.0 2019,901000000.0,98200000.0,126200000.0,26000000.0 2020,1136100000.0,103500000.0,122500000.0,50200000.0 2021,1526200000.0,94600000.0,123900000.0,65900000.0 2022,1073600000.0,123200000.0,126600000.0,112300000.0 ","year,EBITDA 2018,1568400000.0 2019,1151400000.0 2020,1412300000.0 2021,1810600000.0 2022,1435700000.0 " 2758,US,fundamental,"For Palantir Technologies's EBITDA, what is the CAGR over 2023 to 2025? (Unit: $; Use the sum of Pretax Income and Interest Expense as EBIT) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",147.9136,medium,valuation,EBITDA = EBIT + D&A = Pretax Income + Interest Expense + D&A,"year,PretaxIncomeLoss,InterestExpense,Depreciation & Amortization 2023,237091000.0,3470000.0,33354000.0 2024,489173000.0,0.0,31587000.0 2025,1657368000.0,0.0,26145000.0 ","year,EBITDA 2023,273915000.0 2024,520760000.0 2025,1683513000.0 " 2759,US,fundamental,"Calculate the maximum of United Parcel Service's EBITDA from 2017 to 2021. (Unit: $; Use the sum of Pretax Income and Interest Expense as EBIT) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",20242000000.0,medium,valuation,EBITDA = EBIT + D&A = Pretax Income + Interest Expense + D&A,"year,PretaxIncomeLoss,InterestExpense,Depreciation & Amortization 2017,7148000000.0,453000000.0,2282000000.0 2018,6019000000.0,605000000.0,2207000000.0 2019,5652000000.0,653000000.0,2360000000.0 2020,1844000000.0,701000000.0,2698000000.0 2021,16595000000.0,694000000.0,2953000000.0 ","year,EBITDA 2017,9883000000.0 2018,8831000000.0 2019,8665000000.0 2020,5243000000.0 2021,20242000000.0 " 2760,US,fundamental,"What is the CAGR of NOPAT for Intuit from 2020 to 2024? (Unit: $; Use the sum of Pretax Income and Interest Expense as EBIT) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",14.2402,medium,valuation,NOPAT = EBIT x (1 - effective tax rate); EBIT = Pretax Income + Interest Expense; effective tax rate = Income Taxes / Pretax Income,"year,PretaxIncomeLoss,InterestExpense,IncomeTaxes 2020,2198000000.0,14000000.0,372000000.0 2021,2556000000.0,30000000.0,494000000.0 2022,2542000000.0,67000000.0,476000000.0 2023,2989000000.0,272000000.0,605000000.0 2024,3550000000.0,200000000.0,587000000.0 ","year,NOPAT 2020,1837630573.2484076 2021,2086201877.9342723 2022,2120453973.24941 2023,2600944797.5911674 2024,3129929577.464789 " 2761,US,fundamental,"From 2023 to 2025, what is the minimum of United Rentals's NOPAT? (Unit: $; Use the sum of Pretax Income and Interest Expense as EBIT) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",2903364683.8991,medium,valuation,NOPAT = EBIT x (1 - effective tax rate); EBIT = Pretax Income + Interest Expense; effective tax rate = Income Taxes / Pretax Income,"year,PretaxIncomeLoss,InterestExpense,IncomeTaxes 2023,3211000000.0,635000000.0,787000000.0 2024,3388000000.0,691000000.0,813000000.0 2025,3338000000.0,716000000.0,844000000.0 ","year,NOPAT 2023,2903364683.899097 2024,3100184474.616293 2025,3028962252.8460155 " 2762,US,fundamental,"What was the average of NOPAT for Honeywell during 2016-2018? (Unit: $; Use the sum of Pretax Income and Interest Expense as EBIT) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",4679500493.8298,medium,valuation,NOPAT = EBIT x (1 - effective tax rate); EBIT = Pretax Income + Interest Expense; effective tax rate = Income Taxes / Pretax Income,"year,PretaxIncomeLoss,InterestExpense,IncomeTaxes 2016,6447000000.0,338000000.0,1601000000.0 2017,6902000000.0,316000000.0,5204000000.0 2018,7487000000.0,367000000.0,659000000.0 ","year,NOPAT 2016,5100063595.470762 2017,1775740944.6537237 2018,7162696941.365033 " 2763,US,fundamental,"For American Express's NOPAT, what is the maximum over 2019 to 2023? (Unit: $; Use the sum of Pretax Income and Interest Expense as EBIT) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",13829486159.9924,medium,valuation,NOPAT = EBIT x (1 - effective tax rate); EBIT = Pretax Income + Interest Expense; effective tax rate = Income Taxes / Pretax Income,"year,PretaxIncomeLoss,InterestExpense,IncomeTaxes 2019,8429000000.0,3464000000.0,1670000000.0 2020,4296000000.0,2098000000.0,1161000000.0 2021,10689000000.0,1283000000.0,2629000000.0 2022,9585000000.0,2763000000.0,2071000000.0 2023,10513000000.0,6849000000.0,2139000000.0 ","year,NOPAT 2019,9536693202.040575 2020,4666012569.832402 2021,9027441294.789036 2022,9680007511.73709 2023,13829486159.99239 " 2764,US,fundamental,"Calculate the maximum of Cboe Global Markets's NOPAT from 2019 to 2021. (Unit: $; Use the sum of Pretax Income and Interest Expense as EBIT) According to US GAAP, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",558454966.2743,medium,valuation,NOPAT = EBIT x (1 - effective tax rate); EBIT = Pretax Income + Interest Expense; effective tax rate = Income Taxes / Pretax Income,"year,PretaxIncomeLoss,InterestExpense,IncomeTaxes 2019,501400000.0,32700000.0,130600000.0 2020,660400000.0,29200000.0,192200000.0 2021,756100000.0,42100000.0,227100000.0 ","year,NOPAT 2019,394982608.6956522 2020,488901756.5112053 2021,558454966.2743024 " 2765,US,macro,"What is the Incremental Capital Output Ratio of the US in 2021? (Use BEA real investment and real GDP (chained 2017 dollars).) Write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",3.1608,easy,productivity,ICOR = \Delta K / \Delta Y = Real Gross Private Domestic Investment / change in GDP,"year,Real Gross Private Domestic Investment (Billion USD),Real GDP (Billion USD) 2020,3618.559,20284.5 2021,3944.358,21532.407 ", 2766,US,macro,"In 2018, what was the US Incremental Capital Output Ratio? (Use BEA real investment and real GDP (chained 2017 dollars).) Write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",6.3048,easy,productivity,ICOR = \Delta K / \Delta Y = Real Gross Private Domestic Investment / change in GDP,"year,Real Gross Private Domestic Investment (Billion USD),Real GDP (Billion USD) 2017,3467.664,19612.102 2018,3668.081,20193.896 ", 2767,US,macro,"What was the Incremental Capital Output Ratio reported in the US in 2022? (Use BEA real investment and real GDP (chained 2017 dollars).) Write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",7.6996,easy,productivity,ICOR = \Delta K / \Delta Y = Real Gross Private Domestic Investment / change in GDP,"year,Real Gross Private Domestic Investment (Billion USD),Real GDP (Billion USD) 2021,3944.358,21532.407 2022,4184.911,22075.931 ", 2768,US,macro,"For Incremental Capital Output Ratio, what is the US value in 2023? (Use BEA real investment and real GDP (chained 2017 dollars).) Write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",6.5137,easy,productivity,ICOR = \Delta K / \Delta Y = Real Gross Private Domestic Investment / change in GDP,"year,Real Gross Private Domestic Investment (Billion USD),Real GDP (Billion USD) 2022,4184.911,22075.931 2023,4219.497,22723.719 ", 2769,US,macro,"Calculate the US Incremental Capital Output Ratio for 2024. (Use BEA real investment and real GDP (chained 2017 dollars).) Write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",6.8479,easy,productivity,ICOR = \Delta K / \Delta Y = Real Gross Private Domestic Investment / change in GDP,"year,Real Gross Private Domestic Investment (Billion USD),Real GDP (Billion USD) 2023,4219.497,22723.719 2024,4346.493,23358.435 ", 2770,US,macro,"What is the Total Factor Productivity Growth of the US in 2025? (Unit: %; \Delta K is set to a constant 6%) Write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",-1.0769,easy,productivity,TFP Growth = (\Delta Y - \alpha \Delta K - \beta \Delta L) * 100%; \alpha = 1 - \beta; \beta = Compensation of Employees / GDP,"year,Nominal GDP (Billion USD),Real GDP Growth Rate (%),Total Employees (Thousand),Compensation of Employees (Billion USD) 2024,29298.013,2.8,157693.16666666666,15027.059 2025,30762.099,2.1,158456.83333333334,15745.135 ", 2771,US,macro,"In 2024, what was the US Total Factor Productivity Growth? (Unit: %; \Delta K is set to a constant 6%) Write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",-0.7233,easy,productivity,TFP Growth = (\Delta Y - \alpha \Delta K - \beta \Delta L) * 100%; \alpha = 1 - \beta; \beta = Compensation of Employees / GDP,"year,Nominal GDP (Billion USD),Real GDP Growth Rate (%),Total Employees (Thousand),Compensation of Employees (Billion USD) 2023,27811.517,2.9,155867.58333333334,14207.393 2024,29298.013,2.8,157693.16666666666,15027.059 ", 2772,US,macro,"What was the Total Factor Productivity Growth reported in the US in 2019? (Unit: %; \Delta K is set to a constant 6%) Write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",-0.9238,easy,productivity,TFP Growth = (\Delta Y - \alpha \Delta K - \beta \Delta L) * 100%; \alpha = 1 - \beta; \beta = Compensation of Employees / GDP,"year,Nominal GDP (Billion USD),Real GDP Growth Rate (%),Total Employees (Thousand),Compensation of Employees (Billion USD) 2018,20656.516,3.0,148908.75,10957.404 2019,21539.982,2.6,150904.66666666666,11446.611 ", 2773,US,macro,"For Total Factor Productivity Growth, what is the US value in 2022? (Unit: %; \Delta K is set to a constant 6%) Write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",-2.6035,easy,productivity,TFP Growth = (\Delta Y - \alpha \Delta K - \beta \Delta L) * 100%; \alpha = 1 - \beta; \beta = Compensation of Employees / GDP,"year,Nominal GDP (Billion USD),Real GDP Growth Rate (%),Total Employees (Thousand),Compensation of Employees (Billion USD) 2021,23725.645,6.2,146284.83333333334,12558.374 2022,26054.614,2.5,152520.25,13443.377 ", 2774,US,macro,"Calculate the US Total Factor Productivity Growth for 2018. (Unit: %; \Delta K is set to a constant 6%) Write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",-0.6503,easy,productivity,TFP Growth = (\Delta Y - \alpha \Delta K - \beta \Delta L) * 100%; \alpha = 1 - \beta; \beta = Compensation of Employees / GDP,"year,Nominal GDP (Billion USD),Real GDP Growth Rate (%),Total Employees (Thousand),Compensation of Employees (Billion USD) 2017,19612.102,2.5,146606.41666666666,10424.372 2018,20656.516,3.0,148908.75,10957.404 ", 2775,US,macro,"What is the Trade Openness of the US in 2024? (Unit: %) Write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",25.016,easy,external trade,(Exports + Imports) / GDP * 100%,"year,Exports of Goods and Services (Billion USD),Imports of Goods and Services (Billion USD),Nominal GDP (Billion USD) 2024,3215.368,4113.828,29298.013 ", 2776,US,macro,"In 2022, what was the US Trade Openness? (Unit: %) Write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",26.9079,easy,external trade,(Exports + Imports) / GDP * 100%,"year,Exports of Goods and Services (Billion USD),Imports of Goods and Services (Billion USD),Nominal GDP (Billion USD) 2022,3036.43,3974.319,26054.614 ", 2777,US,macro,"What was the Trade Openness reported in the US in 2018? (Unit: %) Write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",27.4454,easy,external trade,(Exports + Imports) / GDP * 100%,"year,Exports of Goods and Services (Billion USD),Imports of Goods and Services (Billion USD),Nominal GDP (Billion USD) 2018,2538.089,3131.166,20656.516 ", 2778,US,macro,"For Trade Openness, what is the US value in 2016? (Unit: %) Write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",26.4526,easy,external trade,(Exports + Imports) / GDP * 100%,"year,Exports of Goods and Services (Billion USD),Imports of Goods and Services (Billion USD),Nominal GDP (Billion USD) 2016,2235.558,2738.83,18804.913 ", 2779,US,macro,"Calculate the US Trade Openness for 2025. (Unit: %) Write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",24.5946,easy,external trade,(Exports + Imports) / GDP * 100%,"year,Exports of Goods and Services (Billion USD),Imports of Goods and Services (Billion USD),Nominal GDP (Billion USD) 2025,3319.66,4246.147,30762.099 ", 2780,US,macro,"What is the Federal Debt to GDP of the US in 2025? (Unit: %) Write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",98.0661,easy,fiscal,Federal Debt Held by the Public / GDP * 100%,"year,Gross Federal Debt Held by the Public (Billion USD),Nominal GDP (Billion USD) 2025,30167.2,30762.099 ", 2781,US,macro,"In 2019, what was the US Federal Debt to GDP? (Unit: %) Write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",77.9977,easy,fiscal,Federal Debt Held by the Public / GDP * 100%,"year,Gross Federal Debt Held by the Public (Billion USD),Nominal GDP (Billion USD) 2019,16800.7,21539.982 ", 2782,US,macro,"What was the Federal Debt to GDP reported in the US in 2016? (Unit: %) Write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",75.3399,easy,fiscal,Federal Debt Held by the Public / GDP * 100%,"year,Gross Federal Debt Held by the Public (Billion USD),Nominal GDP (Billion USD) 2016,14167.6,18804.913 ", 2783,US,macro,"For Federal Debt to GDP, what is the US value in 2024? (Unit: %) Write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",96.2314,easy,fiscal,Federal Debt Held by the Public / GDP * 100%,"year,Gross Federal Debt Held by the Public (Billion USD),Nominal GDP (Billion USD) 2024,28193.9,29298.013 ", 2784,US,macro,"Calculate the US Federal Debt to GDP for 2023. (Unit: %) Write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",94.3336,easy,fiscal,Federal Debt Held by the Public / GDP * 100%,"year,Gross Federal Debt Held by the Public (Billion USD),Nominal GDP (Billion USD) 2023,26235.6,27811.517 ", 2785,US,macro,"What is the Fiscal Deficit Ratio of the US in 2020? (Unit: %) Write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",14.4824,easy,fiscal,Federal Deficit / GDP * 100%; Federal Deficit = Federal Outlays - Federal Receipts,"year,Federal Outlays (Billion USD),Federal Receipts (Billion USD),Nominal GDP (Billion USD) 2020,6516.817,3421.164,21375.281 ", 2786,US,macro,"In 2025, what was the US Fiscal Deficit Ratio? (Unit: %) Write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",5.7691,easy,fiscal,Federal Deficit / GDP * 100%; Federal Deficit = Federal Outlays - Federal Receipts,"year,Federal Outlays (Billion USD),Federal Receipts (Billion USD),Nominal GDP (Billion USD) 2025,7011.1050000000005,5236.421,30762.099 ", 2787,US,macro,"What was the Fiscal Deficit Ratio reported in the US in 2024? (Unit: %) Write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",6.1962,easy,fiscal,Federal Deficit / GDP * 100%; Federal Deficit = Federal Outlays - Federal Receipts,"year,Federal Outlays (Billion USD),Federal Receipts (Billion USD),Nominal GDP (Billion USD) 2024,6735.261,4919.884,29298.013 ", 2788,US,macro,"For Fiscal Deficit Ratio, what is the US value in 2023? (Unit: %) Write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",6.0675,easy,fiscal,Federal Deficit / GDP * 100%; Federal Deficit = Federal Outlays - Federal Receipts,"year,Federal Outlays (Billion USD),Federal Receipts (Billion USD),Nominal GDP (Billion USD) 2023,6128.415,4440.948,27811.517 ", 2789,US,macro,"Calculate the US Fiscal Deficit Ratio for 2019. (Unit: %) Write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",4.5663,easy,fiscal,Federal Deficit / GDP * 100%; Federal Deficit = Federal Outlays - Federal Receipts,"year,Federal Outlays (Billion USD),Federal Receipts (Billion USD),Nominal GDP (Billion USD) 2019,4446.952,3463.364,21539.982 ", 2790,US,macro,"What is the Federal Tax Burden of the US in 2024? (Unit: %) Write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",10.6454,easy,fiscal,Federal Tax Receipts / GDP * 100%,"year,Federal Tax Receipts (Billion USD),Nominal GDP (Billion USD) 2024,3118.885,29298.013 ", 2791,US,macro,"In 2021, what was the US Federal Tax Burden? (Unit: %) Write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",11.275,easy,fiscal,Federal Tax Receipts / GDP * 100%,"year,Federal Tax Receipts (Billion USD),Nominal GDP (Billion USD) 2021,2675.072,23725.645 ", 2792,US,macro,"What was the Federal Tax Burden reported in the US in 2018? (Unit: %) Write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",9.8199,easy,fiscal,Federal Tax Receipts / GDP * 100%,"year,Federal Tax Receipts (Billion USD),Nominal GDP (Billion USD) 2018,2028.439,20656.516 ", 2793,US,macro,"For Federal Tax Burden, what is the US value in 2020? (Unit: %) Write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",10.0547,easy,fiscal,Federal Tax Receipts / GDP * 100%,"year,Federal Tax Receipts (Billion USD),Nominal GDP (Billion USD) 2020,2149.223,21375.281 ", 2794,US,macro,"Calculate the US Federal Tax Burden for 2017. (Unit: %) Write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",10.1968,easy,fiscal,Federal Tax Receipts / GDP * 100%,"year,Federal Tax Receipts (Billion USD),Nominal GDP (Billion USD) 2017,1999.804,19612.102 ", 2795,US,macro,"What is the Macro Real Rate of the US in 2021? (Unit: %; Use 10-Year Treasury rate as the risk-free rate; use GDP deflator for inflation) Write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",-3.15,easy,inflation,10-Year Treasury Constant Maturity Rate - GDP Deflator Inflation,"year,10-Year Treasury Constant Maturity Rate (%),GDP Deflator Inflation (%) 2021,1.45,4.6 ", 2796,US,macro,"In 2020, what was the US Macro Real Rate? (Unit: %; Use 10-Year Treasury rate as the risk-free rate; use GDP deflator for inflation) Write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",-0.41,easy,inflation,10-Year Treasury Constant Maturity Rate - GDP Deflator Inflation,"year,10-Year Treasury Constant Maturity Rate (%),GDP Deflator Inflation (%) 2020,0.89,1.3 ", 2797,US,macro,"What was the Macro Real Rate reported in the US in 2024? (Unit: %; Use 10-Year Treasury rate as the risk-free rate; use GDP deflator for inflation) Write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.71,easy,inflation,10-Year Treasury Constant Maturity Rate - GDP Deflator Inflation,"year,10-Year Treasury Constant Maturity Rate (%),GDP Deflator Inflation (%) 2024,4.21,2.5 ", 2798,US,macro,"For Macro Real Rate, what is the US value in 2019? (Unit: %; Use 10-Year Treasury rate as the risk-free rate; use GDP deflator for inflation) Write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.44,easy,inflation,10-Year Treasury Constant Maturity Rate - GDP Deflator Inflation,"year,10-Year Treasury Constant Maturity Rate (%),GDP Deflator Inflation (%) 2019,2.14,1.7 ", 2799,US,macro,"Calculate the US Macro Real Rate for 2017. (Unit: %; Use 10-Year Treasury rate as the risk-free rate; use GDP deflator for inflation) Write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.53,easy,inflation,10-Year Treasury Constant Maturity Rate - GDP Deflator Inflation,"year,10-Year Treasury Constant Maturity Rate (%),GDP Deflator Inflation (%) 2017,2.33,1.8 ", 2800,US,macro,"What is the Household Real Rate of the US in 2020? (Unit: %; Use 30-Year Fixed Mortgage rate as a proxy for household borrowing cost; use CPI for consumer inflation) Write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.8781,easy,inflation,30-Year Fixed Rate Mortgage Average - CPI Inflation,"year,30-Year Fixed Rate Mortgage Average (%),CPI Inflation (%) 2020,3.111698113207547,1.23358439630629 ", 2801,US,macro,"In 2016, what was the US Household Real Rate? (Unit: %; Use 30-Year Fixed Mortgage rate as a proxy for household borrowing cost; use CPI for consumer inflation) Write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",2.3925,easy,inflation,30-Year Fixed Rate Mortgage Average - CPI Inflation,"year,30-Year Fixed Rate Mortgage Average (%),CPI Inflation (%) 2016,3.6540384615384616,1.26158320570536 ", 2802,US,macro,"What was the Household Real Rate reported in the US in 2021? (Unit: %; Use 30-Year Fixed Mortgage rate as a proxy for household borrowing cost; use CPI for consumer inflation) Write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",-1.7402,easy,inflation,30-Year Fixed Rate Mortgage Average - CPI Inflation,"year,30-Year Fixed Rate Mortgage Average (%),CPI Inflation (%) 2021,2.957692307692308,4.69785886363742 ", 2803,US,macro,"For Household Real Rate, what is the US value in 2019? (Unit: %; Use 30-Year Fixed Mortgage rate as a proxy for household borrowing cost; use CPI for consumer inflation) Write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",2.1236,easy,inflation,30-Year Fixed Rate Mortgage Average - CPI Inflation,"year,30-Year Fixed Rate Mortgage Average (%),CPI Inflation (%) 2019,3.935769230769231,1.81221007526021 ", 2804,US,macro,"Calculate the US Household Real Rate for 2024. (Unit: %; Use 30-Year Fixed Mortgage rate as a proxy for household borrowing cost; use CPI for consumer inflation) Write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",3.7716,easy,inflation,30-Year Fixed Rate Mortgage Average - CPI Inflation,"year,30-Year Fixed Rate Mortgage Average (%),CPI Inflation (%) 2024,6.721153846153846,2.94952520485207 ", 2805,US,macro,"What is the Corporate Real Rate of the US in 2017? (Unit: %; Use Moody's Baa Corporate Bond Yield as a proxy for corporate borrowing cost; use GDP deflator for inflation) Write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",2.64,easy,inflation,Moody's Seasoned Baa Corporate Bond Yield - GDP Deflator Inflation,"year,Moody's Seasoned Baa Corporate Bond Yield,GDP Deflator Inflation (%) 2017,4.44,1.8 ", 2806,US,macro,"In 2025, what was the US Corporate Real Rate? (Unit: %; Use Moody's Baa Corporate Bond Yield as a proxy for corporate borrowing cost; use GDP deflator for inflation) Write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",3.1983,easy,inflation,Moody's Seasoned Baa Corporate Bond Yield - GDP Deflator Inflation,"year,Moody's Seasoned Baa Corporate Bond Yield,GDP Deflator Inflation (%) 2025,5.998333333333334,2.8 ", 2807,US,macro,"What was the Corporate Real Rate reported in the US in 2016? (Unit: %; Use Moody's Baa Corporate Bond Yield as a proxy for corporate borrowing cost; use GDP deflator for inflation) Write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",3.7175,easy,inflation,Moody's Seasoned Baa Corporate Bond Yield - GDP Deflator Inflation,"year,Moody's Seasoned Baa Corporate Bond Yield,GDP Deflator Inflation (%) 2016,4.7175,1.0 ", 2808,US,macro,"For Corporate Real Rate, what is the US value in 2023? (Unit: %; Use Moody's Baa Corporate Bond Yield as a proxy for corporate borrowing cost; use GDP deflator for inflation) Write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",2.1608,easy,inflation,Moody's Seasoned Baa Corporate Bond Yield - GDP Deflator Inflation,"year,Moody's Seasoned Baa Corporate Bond Yield,GDP Deflator Inflation (%) 2023,5.860833333333333,3.7 ", 2809,US,macro,"Calculate the US Corporate Real Rate for 2024. (Unit: %; Use Moody's Baa Corporate Bond Yield as a proxy for corporate borrowing cost; use GDP deflator for inflation) Write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",3.2533,easy,inflation,Moody's Seasoned Baa Corporate Bond Yield - GDP Deflator Inflation,"year,Moody's Seasoned Baa Corporate Bond Yield,GDP Deflator Inflation (%) 2024,5.753333333333333,2.5 ", 2810,US,macro,"What is the Real Wage Growth Rate of the US in 2018? (Unit: %; Use Average Hourly Earnings as a proxy for wage) Write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.5557,easy,labor,Average Hourly Earnings Growth Rate - CPI Inflation,"year,Average Hourly Earnings (USD),CPI Inflation (%) 2017,26.320833333333336,2.13011000365961 2018,27.11,2.44258329692817 ", 2811,US,macro,"In 2017, what was the US Real Wage Growth Rate? (Unit: %; Use Average Hourly Earnings as a proxy for wage) Write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.5453,easy,labor,Average Hourly Earnings Growth Rate - CPI Inflation,"year,Average Hourly Earnings (USD),CPI Inflation (%) 2016,25.635,1.26158320570536 2017,26.320833333333336,2.13011000365961 ", 2812,US,macro,"What was the Real Wage Growth Rate reported in the US in 2024? (Unit: %; Use Average Hourly Earnings as a proxy for wage) Write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.02,easy,labor,Average Hourly Earnings Growth Rate - CPI Inflation,"year,Average Hourly Earnings (USD),CPI Inflation (%) 2023,33.715,4.11633838374488 2024,35.053333333333335,2.94952520485207 ", 2813,US,macro,"For Real Wage Growth Rate, what is the US value in 2023? (Unit: %; Use Average Hourly Earnings as a proxy for wage) Write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.4101,easy,labor,Average Hourly Earnings Growth Rate - CPI Inflation,"year,Average Hourly Earnings (USD),CPI Inflation (%) 2022,32.255,8.00279982052121 2023,33.715,4.11633838374488 ", 2814,US,macro,"Calculate the US Real Wage Growth Rate for 2020. (Unit: %; Use Average Hourly Earnings as a proxy for wage) Write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",3.6816,easy,labor,Average Hourly Earnings Growth Rate - CPI Inflation,"year,Average Hourly Earnings (USD),CPI Inflation (%) 2019,27.991666666666664,1.81221007526021 2020,29.367500000000003,1.23358439630629 ", 2815,US,macro,"What is the difference between the maximum and average values of the US Incremental Capital Output Ratio from 2019 to 2023? (Use BEA real investment and real GDP (chained 2017 dollars).) Write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",4.4528,hard,productivity,ICOR = \Delta K / \Delta Y = Real Gross Private Domestic Investment / change in GDP,"year,Real Gross Private Domestic Investment (Billion USD),Real GDP (Billion USD) 2018,3668.081,20193.896 2019,3783.988,20715.671 2020,3618.559,20284.5 2021,3944.358,21532.407 2022,4184.911,22075.931 2023,4219.497,22723.719 ","year,Incremental Capital Output Ratio 2019,7.252145081692331 2020,-8.392398839439602 2021,3.1607788080361776 2022,7.699588242653481 2023,6.5137004699068175 " 2816,US,macro,"From 2019 to 2021, what was the difference between the maximum and average values of the US Incremental Capital Output Ratio? (Use BEA real investment and real GDP (chained 2017 dollars).) Write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",6.5786,hard,productivity,ICOR = \Delta K / \Delta Y = Real Gross Private Domestic Investment / change in GDP,"year,Real Gross Private Domestic Investment (Billion USD),Real GDP (Billion USD) 2018,3668.081,20193.896 2019,3783.988,20715.671 2020,3618.559,20284.5 2021,3944.358,21532.407 ","year,Incremental Capital Output Ratio 2019,7.252145081692331 2020,-8.392398839439602 2021,3.1607788080361776 " 2817,US,macro,"During 2017–2019, how much did the US Incremental Capital Output Ratio's maximum value exceed its average? (Use BEA real investment and real GDP (chained 2017 dollars).) Write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.3952,hard,productivity,ICOR = \Delta K / \Delta Y = Real Gross Private Domestic Investment / change in GDP,"year,Real Gross Private Domestic Investment (Billion USD),Real GDP (Billion USD) 2016,3320.238,19141.672 2017,3467.664,19612.102 2018,3668.081,20193.896 2019,3783.988,20715.671 ","year,Incremental Capital Output Ratio 2017,7.371264587717616 2018,6.30477626101333 2019,7.252145081692331 " 2818,US,macro,"In the period 2018–2022, what was the gap between the highest and average values of the US Incremental Capital Output Ratio? (Use BEA real investment and real GDP (chained 2017 dollars).) Write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",4.4946,hard,productivity,ICOR = \Delta K / \Delta Y = Real Gross Private Domestic Investment / change in GDP,"year,Real Gross Private Domestic Investment (Billion USD),Real GDP (Billion USD) 2017,3467.664,19612.102 2018,3668.081,20193.896 2019,3783.988,20715.671 2020,3618.559,20284.5 2021,3944.358,21532.407 2022,4184.911,22075.931 ","year,Incremental Capital Output Ratio 2018,6.30477626101333 2019,7.252145081692331 2020,-8.392398839439602 2021,3.1607788080361776 2022,7.699588242653481 " 2819,US,macro,"For the US Incremental Capital Output Ratio from 2021 to 2023, calculate the difference between its maximum and average values. (Use BEA real investment and real GDP (chained 2017 dollars).) Write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.9082,hard,productivity,ICOR = \Delta K / \Delta Y = Real Gross Private Domestic Investment / change in GDP,"year,Real Gross Private Domestic Investment (Billion USD),Real GDP (Billion USD) 2020,3618.559,20284.5 2021,3944.358,21532.407 2022,4184.911,22075.931 2023,4219.497,22723.719 ","year,Incremental Capital Output Ratio 2021,3.1607788080361776 2022,7.699588242653481 2023,6.5137004699068175 " 2820,US,macro,"What is the difference between the maximum and average values of the US Total Factor Productivity Growth from 2019 to 2021? (Unit: %; \Delta K is set to a constant 6%) Write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",2.1111,hard,productivity,TFP Growth = (\Delta Y - \alpha \Delta K - \beta \Delta L) * 100%; \alpha = 1 - \beta; \beta = Compensation of Employees / GDP,"year,Nominal GDP (Billion USD),Real GDP Growth Rate (%),Total Employees (Thousand),Compensation of Employees (Billion USD) 2018,20656.516,3.0,148908.75,10957.404 2019,21539.982,2.6,150904.66666666666,11446.611 2020,21375.281,-2.1,142185.91666666666,11598.138 2021,23725.645,6.2,146284.83333333334,12558.374 ","year,Total Factor Productivity Growth 2019,-0.923811265684706 2020,-1.7094940611358016 2021,1.849992264020304 " 2821,US,macro,"From 2022 to 2024, what was the difference between the maximum and average values of the US Total Factor Productivity Growth? (Unit: %; \Delta K is set to a constant 6%) Write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.771,hard,productivity,TFP Growth = (\Delta Y - \alpha \Delta K - \beta \Delta L) * 100%; \alpha = 1 - \beta; \beta = Compensation of Employees / GDP,"year,Nominal GDP (Billion USD),Real GDP Growth Rate (%),Total Employees (Thousand),Compensation of Employees (Billion USD) 2021,23725.645,6.2,146284.83333333334,12558.374 2022,26054.614,2.5,152520.25,13443.377 2023,27811.517,2.9,155867.58333333334,14207.393 2024,29298.013,2.8,157693.16666666666,15027.059 ","year,Total Factor Productivity Growth 2022,-2.6035126501669303 2023,-1.1560693998444846 2024,-0.7233111248846524 " 2822,US,macro,"During 2021–2023, how much did the US Total Factor Productivity Growth's maximum value exceed its average? (Unit: %; \Delta K is set to a constant 6%) Write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",2.4865,hard,productivity,TFP Growth = (\Delta Y - \alpha \Delta K - \beta \Delta L) * 100%; \alpha = 1 - \beta; \beta = Compensation of Employees / GDP,"year,Nominal GDP (Billion USD),Real GDP Growth Rate (%),Total Employees (Thousand),Compensation of Employees (Billion USD) 2020,21375.281,-2.1,142185.91666666666,11598.138 2021,23725.645,6.2,146284.83333333334,12558.374 2022,26054.614,2.5,152520.25,13443.377 2023,27811.517,2.9,155867.58333333334,14207.393 ","year,Total Factor Productivity Growth 2021,1.849992264020304 2022,-2.6035126501669303 2023,-1.1560693998444846 " 2823,US,macro,"In the period 2023–2025, what was the gap between the highest and average values of the US Total Factor Productivity Growth? (Unit: %; \Delta K is set to a constant 6%) Write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.2621,hard,productivity,TFP Growth = (\Delta Y - \alpha \Delta K - \beta \Delta L) * 100%; \alpha = 1 - \beta; \beta = Compensation of Employees / GDP,"year,Nominal GDP (Billion USD),Real GDP Growth Rate (%),Total Employees (Thousand),Compensation of Employees (Billion USD) 2022,26054.614,2.5,152520.25,13443.377 2023,27811.517,2.9,155867.58333333334,14207.393 2024,29298.013,2.8,157693.16666666666,15027.059 2025,30762.099,2.1,158456.83333333334,15745.135 ","year,Total Factor Productivity Growth 2023,-1.1560693998444846 2024,-0.7233111248846524 2025,-1.0768553933665608 " 2824,US,macro,"For the US Total Factor Productivity Growth from 2021 to 2025, calculate the difference between its maximum and average values. (Unit: %; \Delta K is set to a constant 6%) Write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",2.5919,hard,productivity,TFP Growth = (\Delta Y - \alpha \Delta K - \beta \Delta L) * 100%; \alpha = 1 - \beta; \beta = Compensation of Employees / GDP,"year,Nominal GDP (Billion USD),Real GDP Growth Rate (%),Total Employees (Thousand),Compensation of Employees (Billion USD) 2020,21375.281,-2.1,142185.91666666666,11598.138 2021,23725.645,6.2,146284.83333333334,12558.374 2022,26054.614,2.5,152520.25,13443.377 2023,27811.517,2.9,155867.58333333334,14207.393 2024,29298.013,2.8,157693.16666666666,15027.059 2025,30762.099,2.1,158456.83333333334,15745.135 ","year,Total Factor Productivity Growth 2021,1.849992264020304 2022,-2.6035126501669303 2023,-1.1560693998444846 2024,-0.7233111248846524 2025,-1.0768553933665608 " 2825,US,macro,"What is the difference between the maximum and average values of the US Trade Openness from 2017 to 2019? (Unit: %) Write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.5023,hard,external trade,(Exports + Imports) / GDP * 100%,"year,Exports of Goods and Services (Billion USD),Imports of Goods and Services (Billion USD),Nominal GDP (Billion USD) 2017,2388.26,2931.589,19612.102 2018,2538.089,3131.166,20656.516 2019,2539.391,3116.681,21539.982 ","year,Trade Openness 2017,27.125338222287443 2018,27.445359130261853 2019,26.25848062454277 " 2826,US,macro,"From 2019 to 2021, what was the difference between the maximum and average values of the US Trade Openness? (Unit: %) Write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.3814,hard,external trade,(Exports + Imports) / GDP * 100%,"year,Exports of Goods and Services (Billion USD),Imports of Goods and Services (Billion USD),Nominal GDP (Billion USD) 2019,2539.391,3116.681,21539.982 2020,2163.837,2782.391,21375.281 2021,2568.697,3417.93,23725.645 ","year,Trade Openness 2019,26.25848062454277 2020,23.139943750914902 2021,25.232726022833102 " 2827,US,macro,"During 2022–2024, how much did the US Trade Openness's maximum value exceed its average? (Unit: %) Write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.2902,hard,external trade,(Exports + Imports) / GDP * 100%,"year,Exports of Goods and Services (Billion USD),Imports of Goods and Services (Billion USD),Nominal GDP (Billion USD) 2022,3036.43,3974.319,26054.614 2023,3073.36,3859.856,27811.517 2024,3215.368,4113.828,29298.013 ","year,Trade Openness 2022,26.907898155773868 2023,24.92929817528472 2024,25.016017297828352 " 2828,US,macro,"In the period 2020–2024, what was the gap between the highest and average values of the US Trade Openness? (Unit: %) Write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.8627,hard,external trade,(Exports + Imports) / GDP * 100%,"year,Exports of Goods and Services (Billion USD),Imports of Goods and Services (Billion USD),Nominal GDP (Billion USD) 2020,2163.837,2782.391,21375.281 2021,2568.697,3417.93,23725.645 2022,3036.43,3974.319,26054.614 2023,3073.36,3859.856,27811.517 2024,3215.368,4113.828,29298.013 ","year,Trade Openness 2020,23.139943750914902 2021,25.232726022833102 2022,26.907898155773868 2023,24.92929817528472 2024,25.016017297828352 " 2829,US,macro,"For the US Trade Openness from 2017 to 2021, calculate the difference between its maximum and average values. (Unit: %) Write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.605,hard,external trade,(Exports + Imports) / GDP * 100%,"year,Exports of Goods and Services (Billion USD),Imports of Goods and Services (Billion USD),Nominal GDP (Billion USD) 2017,2388.26,2931.589,19612.102 2018,2538.089,3131.166,20656.516 2019,2539.391,3116.681,21539.982 2020,2163.837,2782.391,21375.281 2021,2568.697,3417.93,23725.645 ","year,Trade Openness 2017,27.125338222287443 2018,27.445359130261853 2019,26.25848062454277 2020,23.139943750914902 2021,25.232726022833102 " 2830,US,macro,"What is the difference between the maximum and average values of the US Federal Debt to GDP from 2019 to 2023? (Unit: %) Write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",6.7896,hard,fiscal,Federal Debt Held by the Public / GDP * 100%,"year,Gross Federal Debt Held by the Public (Billion USD),Nominal GDP (Billion USD) 2019,16800.7,21539.982 2020,21016.7,21375.281 2021,22284.0,23725.645 2022,24253.4,26054.614 2023,26235.6,27811.517 ","year,Federal Debt to GDP 2019,77.99774391640625 2020,98.32245012357967 2021,93.9236846880243 2022,93.08677534044449 2023,94.33358130014986 " 2831,US,macro,"From 2017 to 2021, what was the difference between the maximum and average values of the US Federal Debt to GDP? (Unit: %) Write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",14.0692,hard,fiscal,Federal Debt Held by the Public / GDP * 100%,"year,Gross Federal Debt Held by the Public (Billion USD),Nominal GDP (Billion USD) 2017,14665.4,19612.102 2018,15749.6,20656.516 2019,16800.7,21539.982 2020,21016.7,21375.281 2021,22284.0,23725.645 ","year,Federal Debt to GDP 2017,74.77729822127175 2018,76.24519062169051 2019,77.99774391640625 2020,98.32245012357967 2021,93.9236846880243 " 2832,US,macro,"During 2021–2025, how much did the US Federal Debt to GDP's maximum value exceed its average? (Unit: %) Write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",2.9378,hard,fiscal,Federal Debt Held by the Public / GDP * 100%,"year,Gross Federal Debt Held by the Public (Billion USD),Nominal GDP (Billion USD) 2021,22284.0,23725.645 2022,24253.4,26054.614 2023,26235.6,27811.517 2024,28193.9,29298.013 2025,30167.2,30762.099 ","year,Federal Debt to GDP 2021,93.9236846880243 2022,93.08677534044449 2023,94.33358130014986 2024,96.23144067824668 2025,98.0661300127797 " 2833,US,macro,"In the period 2017–2019, what was the gap between the highest and average values of the US Federal Debt to GDP? (Unit: %) Write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.6577,hard,fiscal,Federal Debt Held by the Public / GDP * 100%,"year,Gross Federal Debt Held by the Public (Billion USD),Nominal GDP (Billion USD) 2017,14665.4,19612.102 2018,15749.6,20656.516 2019,16800.7,21539.982 ","year,Federal Debt to GDP 2017,74.77729822127175 2018,76.24519062169051 2019,77.99774391640625 " 2834,US,macro,"For the US Federal Debt to GDP from 2020 to 2022, calculate the difference between its maximum and average values. (Unit: %) Write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",3.2115,hard,fiscal,Federal Debt Held by the Public / GDP * 100%,"year,Gross Federal Debt Held by the Public (Billion USD),Nominal GDP (Billion USD) 2020,21016.7,21375.281 2021,22284.0,23725.645 2022,24253.4,26054.614 ","year,Federal Debt to GDP 2020,98.32245012357967 2021,93.9236846880243 2022,93.08677534044449 " 2835,US,macro,"What is the difference between the maximum and average values of the US Fiscal Deficit Ratio from 2021 to 2025? (Unit: %) Write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",4.6908,hard,fiscal,Federal Deficit / GDP * 100%; Federal Deficit = Federal Outlays - Federal Receipts,"year,Federal Outlays (Billion USD),Federal Receipts (Billion USD),Nominal GDP (Billion USD) 2021,6820.705,4047.111,23725.645 2022,6271.51,4897.339,26054.614 2023,6128.415,4440.948,27811.517 2024,6735.261,4919.884,29298.013 2025,7011.1050000000005,5236.421,30762.099 ","year,Fiscal Deficit Ratio 2021,11.690278599380544 2022,5.27419442867202 2023,6.06751152768833 2024,6.196246141333886 2025,5.7690601671882025 " 2836,US,macro,"From 2021 to 2023, what was the difference between the maximum and average values of the US Fiscal Deficit Ratio? (Unit: %) Write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",4.013,hard,fiscal,Federal Deficit / GDP * 100%; Federal Deficit = Federal Outlays - Federal Receipts,"year,Federal Outlays (Billion USD),Federal Receipts (Billion USD),Nominal GDP (Billion USD) 2021,6820.705,4047.111,23725.645 2022,6271.51,4897.339,26054.614 2023,6128.415,4440.948,27811.517 ","year,Fiscal Deficit Ratio 2021,11.690278599380544 2022,5.27419442867202 2023,6.06751152768833 " 2837,US,macro,"During 2018–2022, how much did the US Fiscal Deficit Ratio's maximum value exceed its average? (Unit: %) Write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",6.5254,hard,fiscal,Federal Deficit / GDP * 100%; Federal Deficit = Federal Outlays - Federal Receipts,"year,Federal Outlays (Billion USD),Federal Receipts (Billion USD),Nominal GDP (Billion USD) 2018,4108.981,3329.907,20656.516 2019,4446.952,3463.364,21539.982 2020,6516.817,3421.164,21375.281 2021,6820.705,4047.111,23725.645 2022,6271.51,4897.339,26054.614 ","year,Fiscal Deficit Ratio 2018,3.7715653501297104 2019,4.566336220708077 2020,14.482396746035759 2021,11.690278599380544 2022,5.27419442867202 " 2838,US,macro,"In the period 2019–2023, what was the gap between the highest and average values of the US Fiscal Deficit Ratio? (Unit: %) Write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",6.0663,hard,fiscal,Federal Deficit / GDP * 100%; Federal Deficit = Federal Outlays - Federal Receipts,"year,Federal Outlays (Billion USD),Federal Receipts (Billion USD),Nominal GDP (Billion USD) 2019,4446.952,3463.364,21539.982 2020,6516.817,3421.164,21375.281 2021,6820.705,4047.111,23725.645 2022,6271.51,4897.339,26054.614 2023,6128.415,4440.948,27811.517 ","year,Fiscal Deficit Ratio 2019,4.566336220708077 2020,14.482396746035759 2021,11.690278599380544 2022,5.27419442867202 2023,6.06751152768833 " 2839,US,macro,"For the US Fiscal Deficit Ratio from 2019 to 2021, calculate the difference between its maximum and average values. (Unit: %) Write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",4.2361,hard,fiscal,Federal Deficit / GDP * 100%; Federal Deficit = Federal Outlays - Federal Receipts,"year,Federal Outlays (Billion USD),Federal Receipts (Billion USD),Nominal GDP (Billion USD) 2019,4446.952,3463.364,21539.982 2020,6516.817,3421.164,21375.281 2021,6820.705,4047.111,23725.645 ","year,Fiscal Deficit Ratio 2019,4.566336220708077 2020,14.482396746035759 2021,11.690278599380544 " 2840,US,macro,"What is the difference between the maximum and average values of the US Federal Tax Burden from 2023 to 2025? (Unit: %) Write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.5563,hard,fiscal,Federal Tax Receipts / GDP * 100%,"year,Federal Tax Receipts (Billion USD),Nominal GDP (Billion USD) 2023,2918.06,27811.517 2024,3118.885,29298.013 2025,3507.89,30762.099 ","year,Federal Tax Burden 2023,10.492271960569429 2024,10.645380627007027 2025,11.40328558204042 " 2841,US,macro,"From 2020 to 2022, what was the difference between the maximum and average values of the US Federal Tax Burden? (Unit: %) Write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.2134,hard,fiscal,Federal Tax Receipts / GDP * 100%,"year,Federal Tax Receipts (Billion USD),Nominal GDP (Billion USD) 2020,2149.223,21375.281 2021,2675.072,23725.645 2022,3252.924,26054.614 ","year,Federal Tax Burden 2020,10.05471226319785 2021,11.2750232923067 2022,12.485020887279312 " 2842,US,macro,"During 2019–2023, how much did the US Federal Tax Burden's maximum value exceed its average? (Unit: %) Write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.6617,hard,fiscal,Federal Tax Receipts / GDP * 100%,"year,Federal Tax Receipts (Billion USD),Nominal GDP (Billion USD) 2019,2112.971,21539.982 2020,2149.223,21375.281 2021,2675.072,23725.645 2022,3252.924,26054.614 2023,2918.06,27811.517 ","year,Federal Tax Burden 2019,9.809530017248854 2020,10.05471226319785 2021,11.2750232923067 2022,12.485020887279312 2023,10.492271960569429 " 2843,US,macro,"In the period 2022–2024, what was the gap between the highest and average values of the US Federal Tax Burden? (Unit: %) Write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.2775,hard,fiscal,Federal Tax Receipts / GDP * 100%,"year,Federal Tax Receipts (Billion USD),Nominal GDP (Billion USD) 2022,3252.924,26054.614 2023,2918.06,27811.517 2024,3118.885,29298.013 ","year,Federal Tax Burden 2022,12.485020887279312 2023,10.492271960569429 2024,10.645380627007027 " 2844,US,macro,"For the US Federal Tax Burden from 2017 to 2021, calculate the difference between its maximum and average values. (Unit: %) Write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.0438,hard,fiscal,Federal Tax Receipts / GDP * 100%,"year,Federal Tax Receipts (Billion USD),Nominal GDP (Billion USD) 2017,1999.804,19612.102 2018,2028.439,20656.516 2019,2112.971,21539.982 2020,2149.223,21375.281 2021,2675.072,23725.645 ","year,Federal Tax Burden 2017,10.196785637765906 2018,9.819850549821664 2019,9.809530017248854 2020,10.05471226319785 2021,11.2750232923067 " 2845,US,macro,"What is the difference between the maximum and average values of the US Macro Real Rate from 2018 to 2022? (Unit: %; Use 10-Year Treasury rate as the risk-free rate; use GDP deflator for inflation) Write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.942,hard,inflation,10-Year Treasury Constant Maturity Rate - GDP Deflator Inflation,"year,10-Year Treasury Constant Maturity Rate (%),GDP Deflator Inflation (%) 2018,2.91,2.3 2019,2.14,1.7 2020,0.89,1.3 2021,1.45,4.6 2022,2.95,7.1 ","year,Macro Real Rate 2018,0.6100000000000003 2019,0.44000000000000017 2020,-0.41000000000000003 2021,-3.1499999999999995 2022,-4.1499999999999995 " 2846,US,macro,"From 2018 to 2020, what was the difference between the maximum and average values of the US Macro Real Rate? (Unit: %; Use 10-Year Treasury rate as the risk-free rate; use GDP deflator for inflation) Write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.3967,hard,inflation,10-Year Treasury Constant Maturity Rate - GDP Deflator Inflation,"year,10-Year Treasury Constant Maturity Rate (%),GDP Deflator Inflation (%) 2018,2.91,2.3 2019,2.14,1.7 2020,0.89,1.3 ","year,Macro Real Rate 2018,0.6100000000000003 2019,0.44000000000000017 2020,-0.41000000000000003 " 2847,US,macro,"During 2019–2023, how much did the US Macro Real Rate's maximum value exceed its average? (Unit: %; Use 10-Year Treasury rate as the risk-free rate; use GDP deflator for inflation) Write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.842,hard,inflation,10-Year Treasury Constant Maturity Rate - GDP Deflator Inflation,"year,10-Year Treasury Constant Maturity Rate (%),GDP Deflator Inflation (%) 2019,2.14,1.7 2020,0.89,1.3 2021,1.45,4.6 2022,2.95,7.1 2023,3.96,3.7 ","year,Macro Real Rate 2019,0.44000000000000017 2020,-0.41000000000000003 2021,-3.1499999999999995 2022,-4.1499999999999995 2023,0.2599999999999998 " 2848,US,macro,"In the period 2020–2022, what was the gap between the highest and average values of the US Macro Real Rate? (Unit: %; Use 10-Year Treasury rate as the risk-free rate; use GDP deflator for inflation) Write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",2.16,hard,inflation,10-Year Treasury Constant Maturity Rate - GDP Deflator Inflation,"year,10-Year Treasury Constant Maturity Rate (%),GDP Deflator Inflation (%) 2020,0.89,1.3 2021,1.45,4.6 2022,2.95,7.1 ","year,Macro Real Rate 2020,-0.41000000000000003 2021,-3.1499999999999995 2022,-4.1499999999999995 " 2849,US,macro,"For the US Macro Real Rate from 2017 to 2021, calculate the difference between its maximum and average values. (Unit: %; Use 10-Year Treasury rate as the risk-free rate; use GDP deflator for inflation) Write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.006,hard,inflation,10-Year Treasury Constant Maturity Rate - GDP Deflator Inflation,"year,10-Year Treasury Constant Maturity Rate (%),GDP Deflator Inflation (%) 2017,2.33,1.8 2018,2.91,2.3 2019,2.14,1.7 2020,0.89,1.3 2021,1.45,4.6 ","year,Macro Real Rate 2017,0.53 2018,0.6100000000000003 2019,0.44000000000000017 2020,-0.41000000000000003 2021,-3.1499999999999995 " 2850,US,macro,"What is the difference between the maximum and average values of the US Household Real Rate from 2021 to 2023? (Unit: %; Use 30-Year Fixed Mortgage rate as a proxy for household borrowing cost; use CPI for consumer inflation) Write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",3.2599,hard,inflation,30-Year Fixed Rate Mortgage Average - CPI Inflation,"year,30-Year Fixed Rate Mortgage Average (%),CPI Inflation (%) 2021,2.957692307692308,4.69785886363742 2022,5.344038461538461,8.00279982052121 2023,6.806730769230769,4.11633838374488 ","year,Household Real Rate 2021,-1.7401665559451125 2022,-2.6587613589827486 2023,2.6903923854858887 " 2851,US,macro,"From 2017 to 2021, what was the difference between the maximum and average values of the US Household Real Rate? (Unit: %; Use 30-Year Fixed Mortgage rate as a proxy for household borrowing cost; use CPI for consumer inflation) Write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.8789,hard,inflation,30-Year Fixed Rate Mortgage Average - CPI Inflation,"year,30-Year Fixed Rate Mortgage Average (%),CPI Inflation (%) 2017,3.989807692307693,2.13011000365961 2018,4.544615384615384,2.44258329692817 2019,3.935769230769231,1.81221007526021 2020,3.111698113207547,1.23358439630629 2021,2.957692307692308,4.69785886363742 ","year,Household Real Rate 2017,1.8596976886480827 2018,2.1020320876872143 2019,2.123559155509021 2020,1.878113716901257 2021,-1.7401665559451125 " 2852,US,macro,"During 2018–2022, how much did the US Household Real Rate's maximum value exceed its average? (Unit: %; Use 30-Year Fixed Mortgage rate as a proxy for household borrowing cost; use CPI for consumer inflation) Write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.7826,hard,inflation,30-Year Fixed Rate Mortgage Average - CPI Inflation,"year,30-Year Fixed Rate Mortgage Average (%),CPI Inflation (%) 2018,4.544615384615384,2.44258329692817 2019,3.935769230769231,1.81221007526021 2020,3.111698113207547,1.23358439630629 2021,2.957692307692308,4.69785886363742 2022,5.344038461538461,8.00279982052121 ","year,Household Real Rate 2018,2.1020320876872143 2019,2.123559155509021 2020,1.878113716901257 2021,-1.7401665559451125 2022,-2.6587613589827486 " 2853,US,macro,"In the period 2016–2018, what was the gap between the highest and average values of the US Household Real Rate? (Unit: %; Use 30-Year Fixed Mortgage rate as a proxy for household borrowing cost; use CPI for consumer inflation) Write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.2744,hard,inflation,30-Year Fixed Rate Mortgage Average - CPI Inflation,"year,30-Year Fixed Rate Mortgage Average (%),CPI Inflation (%) 2016,3.6540384615384616,1.26158320570536 2017,3.989807692307693,2.13011000365961 2018,4.544615384615384,2.44258329692817 ","year,Household Real Rate 2016,2.3924552558331014 2017,1.8596976886480827 2018,2.1020320876872143 " 2854,US,macro,"For the US Household Real Rate from 2019 to 2021, calculate the difference between its maximum and average values. (Unit: %; Use 30-Year Fixed Mortgage rate as a proxy for household borrowing cost; use CPI for consumer inflation) Write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.3697,hard,inflation,30-Year Fixed Rate Mortgage Average - CPI Inflation,"year,30-Year Fixed Rate Mortgage Average (%),CPI Inflation (%) 2019,3.935769230769231,1.81221007526021 2020,3.111698113207547,1.23358439630629 2021,2.957692307692308,4.69785886363742 ","year,Household Real Rate 2019,2.123559155509021 2020,1.878113716901257 2021,-1.7401665559451125 " 2855,US,macro,"What is the difference between the maximum and average values of the US Corporate Real Rate from 2017 to 2021? (Unit: %; Use Moody's Baa Corporate Bond Yield as a proxy for corporate borrowing cost; use GDP deflator for inflation) Write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.8932,hard,inflation,Moody's Seasoned Baa Corporate Bond Yield - GDP Deflator Inflation,"year,Moody's Seasoned Baa Corporate Bond Yield,GDP Deflator Inflation (%) 2017,4.44,1.8 2018,4.8,2.3 2019,4.375,1.7 2020,3.6025,1.3 2021,3.391666666666667,4.6 ","year,Corporate Real Rate 2017,2.6400000000000006 2018,2.5 2019,2.675 2020,2.3025 2021,-1.2083333333333326 " 2856,US,macro,"From 2018 to 2022, what was the difference between the maximum and average values of the US Corporate Real Rate? (Unit: %; Use Moody's Baa Corporate Bond Yield as a proxy for corporate borrowing cost; use GDP deflator for inflation) Write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.8268,hard,inflation,Moody's Seasoned Baa Corporate Bond Yield - GDP Deflator Inflation,"year,Moody's Seasoned Baa Corporate Bond Yield,GDP Deflator Inflation (%) 2018,4.8,2.3 2019,4.375,1.7 2020,3.6025,1.3 2021,3.391666666666667,4.6 2022,5.071666666666666,7.1 ","year,Corporate Real Rate 2018,2.5 2019,2.675 2020,2.3025 2021,-1.2083333333333326 2022,-2.0283333333333333 " 2857,US,macro,"During 2020–2022, how much did the US Corporate Real Rate's maximum value exceed its average? (Unit: %; Use Moody's Baa Corporate Bond Yield as a proxy for corporate borrowing cost; use GDP deflator for inflation) Write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",2.6139,hard,inflation,Moody's Seasoned Baa Corporate Bond Yield - GDP Deflator Inflation,"year,Moody's Seasoned Baa Corporate Bond Yield,GDP Deflator Inflation (%) 2020,3.6025,1.3 2021,3.391666666666667,4.6 2022,5.071666666666666,7.1 ","year,Corporate Real Rate 2020,2.3025 2021,-1.2083333333333326 2022,-2.0283333333333333 " 2858,US,macro,"In the period 2020–2024, what was the gap between the highest and average values of the US Corporate Real Rate? (Unit: %; Use Moody's Baa Corporate Bond Yield as a proxy for corporate borrowing cost; use GDP deflator for inflation) Write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",2.3573,hard,inflation,Moody's Seasoned Baa Corporate Bond Yield - GDP Deflator Inflation,"year,Moody's Seasoned Baa Corporate Bond Yield,GDP Deflator Inflation (%) 2020,3.6025,1.3 2021,3.391666666666667,4.6 2022,5.071666666666666,7.1 2023,5.860833333333333,3.7 2024,5.753333333333333,2.5 ","year,Corporate Real Rate 2020,2.3025 2021,-1.2083333333333326 2022,-2.0283333333333333 2023,2.1608333333333327 2024,3.253333333333333 " 2859,US,macro,"For the US Corporate Real Rate from 2022 to 2024, calculate the difference between its maximum and average values. (Unit: %; Use Moody's Baa Corporate Bond Yield as a proxy for corporate borrowing cost; use GDP deflator for inflation) Write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",2.1247,hard,inflation,Moody's Seasoned Baa Corporate Bond Yield - GDP Deflator Inflation,"year,Moody's Seasoned Baa Corporate Bond Yield,GDP Deflator Inflation (%) 2022,5.071666666666666,7.1 2023,5.860833333333333,3.7 2024,5.753333333333333,2.5 ","year,Corporate Real Rate 2022,-2.0283333333333333 2023,2.1608333333333327 2024,3.253333333333333 " 2860,US,macro,"What is the difference between the maximum and average values of the US Real Wage Growth Rate from 2017 to 2021? (Unit: %; Use Average Hourly Earnings as a proxy for wage) Write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",2.5452,hard,labor,Average Hourly Earnings Growth Rate - CPI Inflation,"year,Average Hourly Earnings (USD),CPI Inflation (%) 2016,25.635,1.26158320570536 2017,26.320833333333336,2.13011000365961 2018,27.11,2.44258329692817 2019,27.991666666666664,1.81221007526021 2020,29.367500000000003,1.23358439630629 2021,30.58833333333333,4.69785886363742 ","year,Real Wage Growth Rate 2017,0.545268710338179 2018,0.5556753701606345 2019,1.4399723912343143 2020,3.681568923134034 2021,-0.5407691102252183 " 2861,US,macro,"From 2018 to 2020, what was the difference between the maximum and average values of the US Real Wage Growth Rate? (Unit: %; Use Average Hourly Earnings as a proxy for wage) Write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.7892,hard,labor,Average Hourly Earnings Growth Rate - CPI Inflation,"year,Average Hourly Earnings (USD),CPI Inflation (%) 2017,26.320833333333336,2.13011000365961 2018,27.11,2.44258329692817 2019,27.991666666666664,1.81221007526021 2020,29.367500000000003,1.23358439630629 ","year,Real Wage Growth Rate 2018,0.5556753701606345 2019,1.4399723912343143 2020,3.681568923134034 " 2862,US,macro,"During 2021–2023, how much did the US Real Wage Growth Rate's maximum value exceed its average? (Unit: %; Use Average Hourly Earnings as a proxy for wage) Write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.305,hard,labor,Average Hourly Earnings Growth Rate - CPI Inflation,"year,Average Hourly Earnings (USD),CPI Inflation (%) 2020,29.367500000000003,1.23358439630629 2021,30.58833333333333,4.69785886363742 2022,32.255,8.00279982052121 2023,33.715,4.11633838374488 ","year,Real Wage Growth Rate 2021,-0.5407691102252183 2022,-2.554099335586855 2023,0.41009162710614344 " 2863,US,macro,"In the period 2017–2019, what was the gap between the highest and average values of the US Real Wage Growth Rate? (Unit: %; Use Average Hourly Earnings as a proxy for wage) Write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.593,hard,labor,Average Hourly Earnings Growth Rate - CPI Inflation,"year,Average Hourly Earnings (USD),CPI Inflation (%) 2016,25.635,1.26158320570536 2017,26.320833333333336,2.13011000365961 2018,27.11,2.44258329692817 2019,27.991666666666664,1.81221007526021 ","year,Real Wage Growth Rate 2017,0.545268710338179 2018,0.5556753701606345 2019,1.4399723912343143 " 2864,US,macro,"For the US Real Wage Growth Rate from 2018 to 2022, calculate the difference between its maximum and average values. (Unit: %; Use Average Hourly Earnings as a proxy for wage) Write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",3.1651,hard,labor,Average Hourly Earnings Growth Rate - CPI Inflation,"year,Average Hourly Earnings (USD),CPI Inflation (%) 2017,26.320833333333336,2.13011000365961 2018,27.11,2.44258329692817 2019,27.991666666666664,1.81221007526021 2020,29.367500000000003,1.23358439630629 2021,30.58833333333333,4.69785886363742 2022,32.255,8.00279982052121 ","year,Real Wage Growth Rate 2018,0.5556753701606345 2019,1.4399723912343143 2020,3.681568923134034 2021,-0.5407691102252183 2022,-2.554099335586855 " 2865,US,macro,"What is the average of Incremental Capital Output Ratio in the US from 2018 to 2022? (Use BEA real investment and real GDP (chained 2017 dollars).) Write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",3.205,medium,productivity,ICOR = \Delta K / \Delta Y = Real Gross Private Domestic Investment / change in GDP,"year,Real Gross Private Domestic Investment (Billion USD),Real GDP (Billion USD) 2017,3467.664,19612.102 2018,3668.081,20193.896 2019,3783.988,20715.671 2020,3618.559,20284.5 2021,3944.358,21532.407 2022,4184.911,22075.931 ","year,Incremental Capital Output Ratio 2018,6.30477626101333 2019,7.252145081692331 2020,-8.392398839439602 2021,3.1607788080361776 2022,7.699588242653481 " 2866,US,macro,"From 2023 to 2025, what is the minimum of the US Incremental Capital Output Ratio? (Use BEA real investment and real GDP (chained 2017 dollars).) Write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",6.5137,medium,productivity,ICOR = \Delta K / \Delta Y = Real Gross Private Domestic Investment / change in GDP,"year,Real Gross Private Domestic Investment (Billion USD),Real GDP (Billion USD) 2022,4184.911,22075.931 2023,4219.497,22723.719 2024,4346.493,23358.435 2025,4430.563,23850.442 ","year,Incremental Capital Output Ratio 2023,6.5137004699068175 2024,6.84793356398767 2025,9.005081228519147 " 2867,US,macro,"What was the minimum of Incremental Capital Output Ratio in the US during 2021–2025? (Use BEA real investment and real GDP (chained 2017 dollars).) Write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",3.1608,medium,productivity,ICOR = \Delta K / \Delta Y = Real Gross Private Domestic Investment / change in GDP,"year,Real Gross Private Domestic Investment (Billion USD),Real GDP (Billion USD) 2020,3618.559,20284.5 2021,3944.358,21532.407 2022,4184.911,22075.931 2023,4219.497,22723.719 2024,4346.493,23358.435 2025,4430.563,23850.442 ","year,Incremental Capital Output Ratio 2021,3.1607788080361776 2022,7.699588242653481 2023,6.5137004699068175 2024,6.84793356398767 2025,9.005081228519147 " 2868,US,macro,"For US Incremental Capital Output Ratio, what is the minimum over 2018 to 2020? (Use BEA real investment and real GDP (chained 2017 dollars).) Write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",-8.3924,medium,productivity,ICOR = \Delta K / \Delta Y = Real Gross Private Domestic Investment / change in GDP,"year,Real Gross Private Domestic Investment (Billion USD),Real GDP (Billion USD) 2017,3467.664,19612.102 2018,3668.081,20193.896 2019,3783.988,20715.671 2020,3618.559,20284.5 ","year,Incremental Capital Output Ratio 2018,6.30477626101333 2019,7.252145081692331 2020,-8.392398839439602 " 2869,US,macro,"Calculate the average of the US Incremental Capital Output Ratio from 2017 to 2019. (Use BEA real investment and real GDP (chained 2017 dollars).) Write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",6.9761,medium,productivity,ICOR = \Delta K / \Delta Y = Real Gross Private Domestic Investment / change in GDP,"year,Real Gross Private Domestic Investment (Billion USD),Real GDP (Billion USD) 2016,3320.238,19141.672 2017,3467.664,19612.102 2018,3668.081,20193.896 2019,3783.988,20715.671 ","year,Incremental Capital Output Ratio 2017,7.371264587717616 2018,6.30477626101333 2019,7.252145081692331 " 2870,US,macro,"What is the maximum of Total Factor Productivity Growth in the US from 2017 to 2019? (Unit: %; \Delta K is set to a constant 6%) Write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",-0.6503,medium,productivity,TFP Growth = (\Delta Y - \alpha \Delta K - \beta \Delta L) * 100%; \alpha = 1 - \beta; \beta = Compensation of Employees / GDP,"year,Nominal GDP (Billion USD),Real GDP Growth Rate (%),Total Employees (Thousand),Compensation of Employees (Billion USD) 2016,18804.913,1.8,144335.08333333334,9966.108 2017,19612.102,2.5,146606.41666666666,10424.372 2018,20656.516,3.0,148908.75,10957.404 2019,21539.982,2.6,150904.66666666666,11446.611 ","year,Total Factor Productivity Growth 2017,-1.1472747293402137 2018,-0.6502948903389778 2019,-0.923811265684706 " 2871,US,macro,"From 2021 to 2025, what is the minimum of the US Total Factor Productivity Growth? (Unit: %; \Delta K is set to a constant 6%) Write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",-2.6035,medium,productivity,TFP Growth = (\Delta Y - \alpha \Delta K - \beta \Delta L) * 100%; \alpha = 1 - \beta; \beta = Compensation of Employees / GDP,"year,Nominal GDP (Billion USD),Real GDP Growth Rate (%),Total Employees (Thousand),Compensation of Employees (Billion USD) 2020,21375.281,-2.1,142185.91666666666,11598.138 2021,23725.645,6.2,146284.83333333334,12558.374 2022,26054.614,2.5,152520.25,13443.377 2023,27811.517,2.9,155867.58333333334,14207.393 2024,29298.013,2.8,157693.16666666666,15027.059 2025,30762.099,2.1,158456.83333333334,15745.135 ","year,Total Factor Productivity Growth 2021,1.849992264020304 2022,-2.6035126501669303 2023,-1.1560693998444846 2024,-0.7233111248846524 2025,-1.0768553933665608 " 2872,US,macro,"What was the minimum of Total Factor Productivity Growth in the US during 2023–2025? (Unit: %; \Delta K is set to a constant 6%) Write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",-1.1561,medium,productivity,TFP Growth = (\Delta Y - \alpha \Delta K - \beta \Delta L) * 100%; \alpha = 1 - \beta; \beta = Compensation of Employees / GDP,"year,Nominal GDP (Billion USD),Real GDP Growth Rate (%),Total Employees (Thousand),Compensation of Employees (Billion USD) 2022,26054.614,2.5,152520.25,13443.377 2023,27811.517,2.9,155867.58333333334,14207.393 2024,29298.013,2.8,157693.16666666666,15027.059 2025,30762.099,2.1,158456.83333333334,15745.135 ","year,Total Factor Productivity Growth 2023,-1.1560693998444846 2024,-0.7233111248846524 2025,-1.0768553933665608 " 2873,US,macro,"For US Total Factor Productivity Growth, what is the average over 2017 to 2021? (Unit: %; \Delta K is set to a constant 6%) Write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",-0.5162,medium,productivity,TFP Growth = (\Delta Y - \alpha \Delta K - \beta \Delta L) * 100%; \alpha = 1 - \beta; \beta = Compensation of Employees / GDP,"year,Nominal GDP (Billion USD),Real GDP Growth Rate (%),Total Employees (Thousand),Compensation of Employees (Billion USD) 2016,18804.913,1.8,144335.08333333334,9966.108 2017,19612.102,2.5,146606.41666666666,10424.372 2018,20656.516,3.0,148908.75,10957.404 2019,21539.982,2.6,150904.66666666666,11446.611 2020,21375.281,-2.1,142185.91666666666,11598.138 2021,23725.645,6.2,146284.83333333334,12558.374 ","year,Total Factor Productivity Growth 2017,-1.1472747293402137 2018,-0.6502948903389778 2019,-0.923811265684706 2020,-1.7094940611358016 2021,1.849992264020304 " 2874,US,macro,"Calculate the minimum of the US Total Factor Productivity Growth from 2019 to 2023. (Unit: %; \Delta K is set to a constant 6%) Write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",-2.6035,medium,productivity,TFP Growth = (\Delta Y - \alpha \Delta K - \beta \Delta L) * 100%; \alpha = 1 - \beta; \beta = Compensation of Employees / GDP,"year,Nominal GDP (Billion USD),Real GDP Growth Rate (%),Total Employees (Thousand),Compensation of Employees (Billion USD) 2018,20656.516,3.0,148908.75,10957.404 2019,21539.982,2.6,150904.66666666666,11446.611 2020,21375.281,-2.1,142185.91666666666,11598.138 2021,23725.645,6.2,146284.83333333334,12558.374 2022,26054.614,2.5,152520.25,13443.377 2023,27811.517,2.9,155867.58333333334,14207.393 ","year,Total Factor Productivity Growth 2019,-0.923811265684706 2020,-1.7094940611358016 2021,1.849992264020304 2022,-2.6035126501669303 2023,-1.1560693998444846 " 2875,US,macro,"What is the maximum of Trade Openness in the US from 2016 to 2020? (Unit: %) Write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",27.4454,medium,external trade,(Exports + Imports) / GDP * 100%,"year,Exports of Goods and Services (Billion USD),Imports of Goods and Services (Billion USD),Nominal GDP (Billion USD) 2016,2235.558,2738.83,18804.913 2017,2388.26,2931.589,19612.102 2018,2538.089,3131.166,20656.516 2019,2539.391,3116.681,21539.982 2020,2163.837,2782.391,21375.281 ","year,Trade Openness 2016,26.452597786546526 2017,27.125338222287443 2018,27.445359130261853 2019,26.25848062454277 2020,23.139943750914902 " 2876,US,macro,"From 2019 to 2021, what is the average of the US Trade Openness? (Unit: %) Write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",24.8771,medium,external trade,(Exports + Imports) / GDP * 100%,"year,Exports of Goods and Services (Billion USD),Imports of Goods and Services (Billion USD),Nominal GDP (Billion USD) 2019,2539.391,3116.681,21539.982 2020,2163.837,2782.391,21375.281 2021,2568.697,3417.93,23725.645 ","year,Trade Openness 2019,26.25848062454277 2020,23.139943750914902 2021,25.232726022833102 " 2877,US,macro,"What was the average of Trade Openness in the US during 2018–2020? (Unit: %) Write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",25.6146,medium,external trade,(Exports + Imports) / GDP * 100%,"year,Exports of Goods and Services (Billion USD),Imports of Goods and Services (Billion USD),Nominal GDP (Billion USD) 2018,2538.089,3131.166,20656.516 2019,2539.391,3116.681,21539.982 2020,2163.837,2782.391,21375.281 ","year,Trade Openness 2018,27.445359130261853 2019,26.25848062454277 2020,23.139943750914902 " 2878,US,macro,"For US Trade Openness, what is the average over 2019 to 2023? (Unit: %) Write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",25.2937,medium,external trade,(Exports + Imports) / GDP * 100%,"year,Exports of Goods and Services (Billion USD),Imports of Goods and Services (Billion USD),Nominal GDP (Billion USD) 2019,2539.391,3116.681,21539.982 2020,2163.837,2782.391,21375.281 2021,2568.697,3417.93,23725.645 2022,3036.43,3974.319,26054.614 2023,3073.36,3859.856,27811.517 ","year,Trade Openness 2019,26.25848062454277 2020,23.139943750914902 2021,25.232726022833102 2022,26.907898155773868 2023,24.92929817528472 " 2879,US,macro,"Calculate the minimum of the US Trade Openness from 2018 to 2022. (Unit: %) Write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",23.1399,medium,external trade,(Exports + Imports) / GDP * 100%,"year,Exports of Goods and Services (Billion USD),Imports of Goods and Services (Billion USD),Nominal GDP (Billion USD) 2018,2538.089,3131.166,20656.516 2019,2539.391,3116.681,21539.982 2020,2163.837,2782.391,21375.281 2021,2568.697,3417.93,23725.645 2022,3036.43,3974.319,26054.614 ","year,Trade Openness 2018,27.445359130261853 2019,26.25848062454277 2020,23.139943750914902 2021,25.232726022833102 2022,26.907898155773868 " 2880,US,macro,"What is the maximum of Federal Debt to GDP in the US from 2019 to 2021? (Unit: %) Write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",98.3225,medium,fiscal,Federal Debt Held by the Public / GDP * 100%,"year,Gross Federal Debt Held by the Public (Billion USD),Nominal GDP (Billion USD) 2019,16800.7,21539.982 2020,21016.7,21375.281 2021,22284.0,23725.645 ","year,Federal Debt to GDP 2019,77.99774391640625 2020,98.32245012357967 2021,93.9236846880243 " 2881,US,macro,"From 2020 to 2022, what is the average of the US Federal Debt to GDP? (Unit: %) Write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",95.111,medium,fiscal,Federal Debt Held by the Public / GDP * 100%,"year,Gross Federal Debt Held by the Public (Billion USD),Nominal GDP (Billion USD) 2020,21016.7,21375.281 2021,22284.0,23725.645 2022,24253.4,26054.614 ","year,Federal Debt to GDP 2020,98.32245012357967 2021,93.9236846880243 2022,93.08677534044449 " 2882,US,macro,"What was the average of Federal Debt to GDP in the US during 2019–2023? (Unit: %) Write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",91.5328,medium,fiscal,Federal Debt Held by the Public / GDP * 100%,"year,Gross Federal Debt Held by the Public (Billion USD),Nominal GDP (Billion USD) 2019,16800.7,21539.982 2020,21016.7,21375.281 2021,22284.0,23725.645 2022,24253.4,26054.614 2023,26235.6,27811.517 ","year,Federal Debt to GDP 2019,77.99774391640625 2020,98.32245012357967 2021,93.9236846880243 2022,93.08677534044449 2023,94.33358130014986 " 2883,US,macro,"For US Federal Debt to GDP, what is the maximum over 2023 to 2025? (Unit: %) Write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",98.0661,medium,fiscal,Federal Debt Held by the Public / GDP * 100%,"year,Gross Federal Debt Held by the Public (Billion USD),Nominal GDP (Billion USD) 2023,26235.6,27811.517 2024,28193.9,29298.013 2025,30167.2,30762.099 ","year,Federal Debt to GDP 2023,94.33358130014986 2024,96.23144067824668 2025,98.0661300127797 " 2884,US,macro,"Calculate the minimum of the US Federal Debt to GDP from 2018 to 2022. (Unit: %) Write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",76.2452,medium,fiscal,Federal Debt Held by the Public / GDP * 100%,"year,Gross Federal Debt Held by the Public (Billion USD),Nominal GDP (Billion USD) 2018,15749.6,20656.516 2019,16800.7,21539.982 2020,21016.7,21375.281 2021,22284.0,23725.645 2022,24253.4,26054.614 ","year,Federal Debt to GDP 2018,76.24519062169051 2019,77.99774391640625 2020,98.32245012357967 2021,93.9236846880243 2022,93.08677534044449 " 2885,US,macro,"What is the minimum of Fiscal Deficit Ratio in the US from 2022 to 2024? (Unit: %) Write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",5.2742,medium,fiscal,Federal Deficit / GDP * 100%; Federal Deficit = Federal Outlays - Federal Receipts,"year,Federal Outlays (Billion USD),Federal Receipts (Billion USD),Nominal GDP (Billion USD) 2022,6271.51,4897.339,26054.614 2023,6128.415,4440.948,27811.517 2024,6735.261,4919.884,29298.013 ","year,Fiscal Deficit Ratio 2022,5.27419442867202 2023,6.06751152768833 2024,6.196246141333886 " 2886,US,macro,"From 2020 to 2022, what is the average of the US Fiscal Deficit Ratio? (Unit: %) Write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",10.4823,medium,fiscal,Federal Deficit / GDP * 100%; Federal Deficit = Federal Outlays - Federal Receipts,"year,Federal Outlays (Billion USD),Federal Receipts (Billion USD),Nominal GDP (Billion USD) 2020,6516.817,3421.164,21375.281 2021,6820.705,4047.111,23725.645 2022,6271.51,4897.339,26054.614 ","year,Fiscal Deficit Ratio 2020,14.482396746035759 2021,11.690278599380544 2022,5.27419442867202 " 2887,US,macro,"What was the average of Fiscal Deficit Ratio in the US during 2023–2025? (Unit: %) Write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",6.0109,medium,fiscal,Federal Deficit / GDP * 100%; Federal Deficit = Federal Outlays - Federal Receipts,"year,Federal Outlays (Billion USD),Federal Receipts (Billion USD),Nominal GDP (Billion USD) 2023,6128.415,4440.948,27811.517 2024,6735.261,4919.884,29298.013 2025,7011.1050000000005,5236.421,30762.099 ","year,Fiscal Deficit Ratio 2023,6.06751152768833 2024,6.196246141333886 2025,5.7690601671882025 " 2888,US,macro,"For US Fiscal Deficit Ratio, what is the minimum over 2016 to 2020? (Unit: %) Write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",3.109,medium,fiscal,Federal Deficit / GDP * 100%; Federal Deficit = Federal Outlays - Federal Receipts,"year,Federal Outlays (Billion USD),Federal Receipts (Billion USD),Nominal GDP (Billion USD) 2016,3852.615,3267.965,18804.913 2017,3981.634,3316.184,19612.102 2018,4108.981,3329.907,20656.516 2019,4446.952,3463.364,21539.982 2020,6516.817,3421.164,21375.281 ","year,Fiscal Deficit Ratio 2016,3.1090279439208235 2017,3.39305802101172 2018,3.7715653501297104 2019,4.566336220708077 2020,14.482396746035759 " 2889,US,macro,"Calculate the minimum of the US Fiscal Deficit Ratio from 2016 to 2018. (Unit: %) Write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",3.109,medium,fiscal,Federal Deficit / GDP * 100%; Federal Deficit = Federal Outlays - Federal Receipts,"year,Federal Outlays (Billion USD),Federal Receipts (Billion USD),Nominal GDP (Billion USD) 2016,3852.615,3267.965,18804.913 2017,3981.634,3316.184,19612.102 2018,4108.981,3329.907,20656.516 ","year,Fiscal Deficit Ratio 2016,3.1090279439208235 2017,3.39305802101172 2018,3.7715653501297104 " 2890,US,macro,"What is the maximum of Federal Tax Burden in the US from 2019 to 2021? (Unit: %) Write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",11.275,medium,fiscal,Federal Tax Receipts / GDP * 100%,"year,Federal Tax Receipts (Billion USD),Nominal GDP (Billion USD) 2019,2112.971,21539.982 2020,2149.223,21375.281 2021,2675.072,23725.645 ","year,Federal Tax Burden 2019,9.809530017248854 2020,10.05471226319785 2021,11.2750232923067 " 2891,US,macro,"From 2022 to 2024, what is the maximum of the US Federal Tax Burden? (Unit: %) Write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",12.485,medium,fiscal,Federal Tax Receipts / GDP * 100%,"year,Federal Tax Receipts (Billion USD),Nominal GDP (Billion USD) 2022,3252.924,26054.614 2023,2918.06,27811.517 2024,3118.885,29298.013 ","year,Federal Tax Burden 2022,12.485020887279312 2023,10.492271960569429 2024,10.645380627007027 " 2892,US,macro,"What was the minimum of Federal Tax Burden in the US during 2020–2022? (Unit: %) Write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",10.0547,medium,fiscal,Federal Tax Receipts / GDP * 100%,"year,Federal Tax Receipts (Billion USD),Nominal GDP (Billion USD) 2020,2149.223,21375.281 2021,2675.072,23725.645 2022,3252.924,26054.614 ","year,Federal Tax Burden 2020,10.05471226319785 2021,11.2750232923067 2022,12.485020887279312 " 2893,US,macro,"For US Federal Tax Burden, what is the maximum over 2016 to 2018? (Unit: %) Write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",10.7479,medium,fiscal,Federal Tax Receipts / GDP * 100%,"year,Federal Tax Receipts (Billion USD),Nominal GDP (Billion USD) 2016,2021.131,18804.913 2017,1999.804,19612.102 2018,2028.439,20656.516 ","year,Federal Tax Burden 2016,10.747888065209342 2017,10.196785637765906 2018,9.819850549821664 " 2894,US,macro,"Calculate the average of the US Federal Tax Burden from 2021 to 2023. (Unit: %) Write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",11.4174,medium,fiscal,Federal Tax Receipts / GDP * 100%,"year,Federal Tax Receipts (Billion USD),Nominal GDP (Billion USD) 2021,2675.072,23725.645 2022,3252.924,26054.614 2023,2918.06,27811.517 ","year,Federal Tax Burden 2021,11.2750232923067 2022,12.485020887279312 2023,10.492271960569429 " 2895,US,macro,"What is the minimum of Macro Real Rate in the US from 2020 to 2022? (Unit: %; Use 10-Year Treasury rate as the risk-free rate; use GDP deflator for inflation) Write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",-4.15,medium,inflation,10-Year Treasury Constant Maturity Rate - GDP Deflator Inflation,"year,10-Year Treasury Constant Maturity Rate (%),GDP Deflator Inflation (%) 2020,0.89,1.3 2021,1.45,4.6 2022,2.95,7.1 ","year,Macro Real Rate 2020,-0.41000000000000003 2021,-3.1499999999999995 2022,-4.1499999999999995 " 2896,US,macro,"From 2021 to 2023, what is the average of the US Macro Real Rate? (Unit: %; Use 10-Year Treasury rate as the risk-free rate; use GDP deflator for inflation) Write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",-2.3467,medium,inflation,10-Year Treasury Constant Maturity Rate - GDP Deflator Inflation,"year,10-Year Treasury Constant Maturity Rate (%),GDP Deflator Inflation (%) 2021,1.45,4.6 2022,2.95,7.1 2023,3.96,3.7 ","year,Macro Real Rate 2021,-3.1499999999999995 2022,-4.1499999999999995 2023,0.2599999999999998 " 2897,US,macro,"What was the average of Macro Real Rate in the US during 2016–2018? (Unit: %; Use 10-Year Treasury rate as the risk-free rate; use GDP deflator for inflation) Write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.66,medium,inflation,10-Year Treasury Constant Maturity Rate - GDP Deflator Inflation,"year,10-Year Treasury Constant Maturity Rate (%),GDP Deflator Inflation (%) 2016,1.84,1.0 2017,2.33,1.8 2018,2.91,2.3 ","year,Macro Real Rate 2016,0.8400000000000001 2017,0.53 2018,0.6100000000000003 " 2898,US,macro,"For US Macro Real Rate, what is the maximum over 2018 to 2022? (Unit: %; Use 10-Year Treasury rate as the risk-free rate; use GDP deflator for inflation) Write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.61,medium,inflation,10-Year Treasury Constant Maturity Rate - GDP Deflator Inflation,"year,10-Year Treasury Constant Maturity Rate (%),GDP Deflator Inflation (%) 2018,2.91,2.3 2019,2.14,1.7 2020,0.89,1.3 2021,1.45,4.6 2022,2.95,7.1 ","year,Macro Real Rate 2018,0.6100000000000003 2019,0.44000000000000017 2020,-0.41000000000000003 2021,-3.1499999999999995 2022,-4.1499999999999995 " 2899,US,macro,"Calculate the minimum of the US Macro Real Rate from 2017 to 2021. (Unit: %; Use 10-Year Treasury rate as the risk-free rate; use GDP deflator for inflation) Write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",-3.15,medium,inflation,10-Year Treasury Constant Maturity Rate - GDP Deflator Inflation,"year,10-Year Treasury Constant Maturity Rate (%),GDP Deflator Inflation (%) 2017,2.33,1.8 2018,2.91,2.3 2019,2.14,1.7 2020,0.89,1.3 2021,1.45,4.6 ","year,Macro Real Rate 2017,0.53 2018,0.6100000000000003 2019,0.44000000000000017 2020,-0.41000000000000003 2021,-3.1499999999999995 " 2900,US,macro,"What is the maximum of Household Real Rate in the US from 2020 to 2022? (Unit: %; Use 30-Year Fixed Mortgage rate as a proxy for household borrowing cost; use CPI for consumer inflation) Write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.8781,medium,inflation,30-Year Fixed Rate Mortgage Average - CPI Inflation,"year,30-Year Fixed Rate Mortgage Average (%),CPI Inflation (%) 2020,3.111698113207547,1.23358439630629 2021,2.957692307692308,4.69785886363742 2022,5.344038461538461,8.00279982052121 ","year,Household Real Rate 2020,1.878113716901257 2021,-1.7401665559451125 2022,-2.6587613589827486 " 2901,US,macro,"From 2019 to 2023, what is the maximum of the US Household Real Rate? (Unit: %; Use 30-Year Fixed Mortgage rate as a proxy for household borrowing cost; use CPI for consumer inflation) Write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",2.6904,medium,inflation,30-Year Fixed Rate Mortgage Average - CPI Inflation,"year,30-Year Fixed Rate Mortgage Average (%),CPI Inflation (%) 2019,3.935769230769231,1.81221007526021 2020,3.111698113207547,1.23358439630629 2021,2.957692307692308,4.69785886363742 2022,5.344038461538461,8.00279982052121 2023,6.806730769230769,4.11633838374488 ","year,Household Real Rate 2019,2.123559155509021 2020,1.878113716901257 2021,-1.7401665559451125 2022,-2.6587613589827486 2023,2.6903923854858887 " 2902,US,macro,"What was the minimum of Household Real Rate in the US during 2021–2023? (Unit: %; Use 30-Year Fixed Mortgage rate as a proxy for household borrowing cost; use CPI for consumer inflation) Write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",-2.6588,medium,inflation,30-Year Fixed Rate Mortgage Average - CPI Inflation,"year,30-Year Fixed Rate Mortgage Average (%),CPI Inflation (%) 2021,2.957692307692308,4.69785886363742 2022,5.344038461538461,8.00279982052121 2023,6.806730769230769,4.11633838374488 ","year,Household Real Rate 2021,-1.7401665559451125 2022,-2.6587613589827486 2023,2.6903923854858887 " 2903,US,macro,"For US Household Real Rate, what is the maximum over 2016 to 2020? (Unit: %; Use 30-Year Fixed Mortgage rate as a proxy for household borrowing cost; use CPI for consumer inflation) Write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",2.3925,medium,inflation,30-Year Fixed Rate Mortgage Average - CPI Inflation,"year,30-Year Fixed Rate Mortgage Average (%),CPI Inflation (%) 2016,3.6540384615384616,1.26158320570536 2017,3.989807692307693,2.13011000365961 2018,4.544615384615384,2.44258329692817 2019,3.935769230769231,1.81221007526021 2020,3.111698113207547,1.23358439630629 ","year,Household Real Rate 2016,2.3924552558331014 2017,1.8596976886480827 2018,2.1020320876872143 2019,2.123559155509021 2020,1.878113716901257 " 2904,US,macro,"Calculate the maximum of the US Household Real Rate from 2018 to 2022. (Unit: %; Use 30-Year Fixed Mortgage rate as a proxy for household borrowing cost; use CPI for consumer inflation) Write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",2.1236,medium,inflation,30-Year Fixed Rate Mortgage Average - CPI Inflation,"year,30-Year Fixed Rate Mortgage Average (%),CPI Inflation (%) 2018,4.544615384615384,2.44258329692817 2019,3.935769230769231,1.81221007526021 2020,3.111698113207547,1.23358439630629 2021,2.957692307692308,4.69785886363742 2022,5.344038461538461,8.00279982052121 ","year,Household Real Rate 2018,2.1020320876872143 2019,2.123559155509021 2020,1.878113716901257 2021,-1.7401665559451125 2022,-2.6587613589827486 " 2905,US,macro,"What is the minimum of Corporate Real Rate in the US from 2016 to 2018? (Unit: %; Use Moody's Baa Corporate Bond Yield as a proxy for corporate borrowing cost; use GDP deflator for inflation) Write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",2.5,medium,inflation,Moody's Seasoned Baa Corporate Bond Yield - GDP Deflator Inflation,"year,Moody's Seasoned Baa Corporate Bond Yield,GDP Deflator Inflation (%) 2016,4.7175,1.0 2017,4.44,1.8 2018,4.8,2.3 ","year,Corporate Real Rate 2016,3.7175000000000002 2017,2.6400000000000006 2018,2.5 " 2906,US,macro,"From 2017 to 2019, what is the maximum of the US Corporate Real Rate? (Unit: %; Use Moody's Baa Corporate Bond Yield as a proxy for corporate borrowing cost; use GDP deflator for inflation) Write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",2.675,medium,inflation,Moody's Seasoned Baa Corporate Bond Yield - GDP Deflator Inflation,"year,Moody's Seasoned Baa Corporate Bond Yield,GDP Deflator Inflation (%) 2017,4.44,1.8 2018,4.8,2.3 2019,4.375,1.7 ","year,Corporate Real Rate 2017,2.6400000000000006 2018,2.5 2019,2.675 " 2907,US,macro,"What was the minimum of Corporate Real Rate in the US during 2019–2023? (Unit: %; Use Moody's Baa Corporate Bond Yield as a proxy for corporate borrowing cost; use GDP deflator for inflation) Write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",-2.0283,medium,inflation,Moody's Seasoned Baa Corporate Bond Yield - GDP Deflator Inflation,"year,Moody's Seasoned Baa Corporate Bond Yield,GDP Deflator Inflation (%) 2019,4.375,1.7 2020,3.6025,1.3 2021,3.391666666666667,4.6 2022,5.071666666666666,7.1 2023,5.860833333333333,3.7 ","year,Corporate Real Rate 2019,2.675 2020,2.3025 2021,-1.2083333333333326 2022,-2.0283333333333333 2023,2.1608333333333327 " 2908,US,macro,"For US Corporate Real Rate, what is the maximum over 2016 to 2020? (Unit: %; Use Moody's Baa Corporate Bond Yield as a proxy for corporate borrowing cost; use GDP deflator for inflation) Write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",3.7175,medium,inflation,Moody's Seasoned Baa Corporate Bond Yield - GDP Deflator Inflation,"year,Moody's Seasoned Baa Corporate Bond Yield,GDP Deflator Inflation (%) 2016,4.7175,1.0 2017,4.44,1.8 2018,4.8,2.3 2019,4.375,1.7 2020,3.6025,1.3 ","year,Corporate Real Rate 2016,3.7175000000000002 2017,2.6400000000000006 2018,2.5 2019,2.675 2020,2.3025 " 2909,US,macro,"Calculate the minimum of the US Corporate Real Rate from 2021 to 2025. (Unit: %; Use Moody's Baa Corporate Bond Yield as a proxy for corporate borrowing cost; use GDP deflator for inflation) Write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",-2.0283,medium,inflation,Moody's Seasoned Baa Corporate Bond Yield - GDP Deflator Inflation,"year,Moody's Seasoned Baa Corporate Bond Yield,GDP Deflator Inflation (%) 2021,3.391666666666667,4.6 2022,5.071666666666666,7.1 2023,5.860833333333333,3.7 2024,5.753333333333333,2.5 2025,5.998333333333334,2.8 ","year,Corporate Real Rate 2021,-1.2083333333333326 2022,-2.0283333333333333 2023,2.1608333333333327 2024,3.253333333333333 2025,3.198333333333334 " 2910,US,macro,"What is the maximum of Real Wage Growth Rate in the US from 2019 to 2021? (Unit: %; Use Average Hourly Earnings as a proxy for wage) Write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",3.6816,medium,labor,Average Hourly Earnings Growth Rate - CPI Inflation,"year,Average Hourly Earnings (USD),CPI Inflation (%) 2018,27.11,2.44258329692817 2019,27.991666666666664,1.81221007526021 2020,29.367500000000003,1.23358439630629 2021,30.58833333333333,4.69785886363742 ","year,Real Wage Growth Rate 2019,1.4399723912343143 2020,3.681568923134034 2021,-0.5407691102252183 " 2911,US,macro,"From 2022 to 2024, what is the minimum of the US Real Wage Growth Rate? (Unit: %; Use Average Hourly Earnings as a proxy for wage) Write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",-2.5541,medium,labor,Average Hourly Earnings Growth Rate - CPI Inflation,"year,Average Hourly Earnings (USD),CPI Inflation (%) 2021,30.58833333333333,4.69785886363742 2022,32.255,8.00279982052121 2023,33.715,4.11633838374488 2024,35.053333333333335,2.94952520485207 ","year,Real Wage Growth Rate 2022,-2.554099335586855 2023,0.41009162710614344 2024,1.020023462902138 " 2912,US,macro,"What was the average of Real Wage Growth Rate in the US during 2020–2022? (Unit: %; Use Average Hourly Earnings as a proxy for wage) Write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.1956,medium,labor,Average Hourly Earnings Growth Rate - CPI Inflation,"year,Average Hourly Earnings (USD),CPI Inflation (%) 2019,27.991666666666664,1.81221007526021 2020,29.367500000000003,1.23358439630629 2021,30.58833333333333,4.69785886363742 2022,32.255,8.00279982052121 ","year,Real Wage Growth Rate 2020,3.681568923134034 2021,-0.5407691102252183 2022,-2.554099335586855 " 2913,US,macro,"For US Real Wage Growth Rate, what is the average over 2019 to 2023? (Unit: %; Use Average Hourly Earnings as a proxy for wage) Write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.4874,medium,labor,Average Hourly Earnings Growth Rate - CPI Inflation,"year,Average Hourly Earnings (USD),CPI Inflation (%) 2018,27.11,2.44258329692817 2019,27.991666666666664,1.81221007526021 2020,29.367500000000003,1.23358439630629 2021,30.58833333333333,4.69785886363742 2022,32.255,8.00279982052121 2023,33.715,4.11633838374488 ","year,Real Wage Growth Rate 2019,1.4399723912343143 2020,3.681568923134034 2021,-0.5407691102252183 2022,-2.554099335586855 2023,0.41009162710614344 " 2914,US,macro,"Calculate the maximum of the US Real Wage Growth Rate from 2017 to 2019. (Unit: %; Use Average Hourly Earnings as a proxy for wage) Write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.44,medium,labor,Average Hourly Earnings Growth Rate - CPI Inflation,"year,Average Hourly Earnings (USD),CPI Inflation (%) 2016,25.635,1.26158320570536 2017,26.320833333333336,2.13011000365961 2018,27.11,2.44258329692817 2019,27.991666666666664,1.81221007526021 ","year,Real Wage Growth Rate 2017,0.545268710338179 2018,0.5556753701606345 2019,1.4399723912343143 " 2915,US,technical,"What is the lower channel value of Bollinger Bands for Lennar on May 11, 2020? (Standard parameters: middle band SMA(20), band width multiplier 2, use population standard deviation) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",35.2958,easy,channel,Middle = SMA_n(P); Upper = Middle + 2 * \sigma_n(P); Lower = Middle - 2 * \sigma_n(P),"date,close 2020-04-14,41.64569091796875 2020-04-15,38.54792022705078 2020-04-16,39.59341812133789 2020-04-17,41.55856704711914 2020-04-20,38.70280838012695 2020-04-21,38.86737823486328 2020-04-22,39.74830627441406 2020-04-23,39.93223571777344 2020-04-24,41.51016616821289 2020-04-27,43.91093826293945 2020-04-28,47.93804550170898 2020-04-29,51.539207458496094 2020-04-30,48.47047424316406 2020-05-01,47.87995910644531 2020-05-04,47.84123992919922 2020-05-05,49.47724914550781 2020-05-06,49.43852996826172 2020-05-07,49.21587753295898 2020-05-08,52.28460693359375 2020-05-11,51.3068733215332 ", 2916,US,technical,"On February 05, 2021, what is the Bollinger Bands upper channel value for Allstate? (Standard parameters: middle band SMA(20), band width multiplier 2, use population standard deviation) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",111.851,easy,channel,Middle = SMA_n(P); Upper = Middle + 2 * \sigma_n(P); Lower = Middle - 2 * \sigma_n(P),"date,close 2021-01-08,109.9499969482422 2021-01-11,109.1500015258789 2021-01-12,109.77999877929688 2021-01-13,108.87999725341795 2021-01-14,109.05999755859376 2021-01-15,108.4000015258789 2021-01-19,110.2699966430664 2021-01-20,111.0 2021-01-21,110.72000122070312 2021-01-22,110.43000030517578 2021-01-25,110.9499969482422 2021-01-26,109.5199966430664 2021-01-27,110.51000213623048 2021-01-28,109.3000030517578 2021-01-29,107.18000030517578 2021-02-01,108.70999908447266 2021-02-02,110.79000091552734 2021-02-03,109.0 2021-02-04,107.12999725341795 2021-02-05,106.91999816894533 ", 2917,US,technical,"For Corpay's Bollinger Bands on December 15, 2025, what is the upper value? (Standard parameters: middle band SMA(20), band width multiplier 2, use population standard deviation) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",322.4211,easy,channel,Middle = SMA_n(P); Upper = Middle + 2 * \sigma_n(P); Lower = Middle - 2 * \sigma_n(P),"date,close 2025-11-17,274.17999267578125 2025-11-18,272.7799987792969 2025-11-19,276.4599914550781 2025-11-20,277.29998779296875 2025-11-21,288.82000732421875 2025-11-24,287.0299987792969 2025-11-25,291.9800109863281 2025-11-26,293.3399963378906 2025-11-28,295.79998779296875 2025-12-01,296.2699890136719 2025-12-02,294.95001220703125 2025-12-03,299.8900146484375 2025-12-04,297.3900146484375 2025-12-05,310.6400146484375 2025-12-08,303.70001220703125 2025-12-09,300.2799987792969 2025-12-10,311.57000732421875 2025-12-11,316.29998779296875 2025-12-12,316.0899963378906 2025-12-15,312.1600036621094 ", 2918,US,technical,"What is the value of the upper of Bollinger Bands for Gartner on January 13, 2025? (Standard parameters: middle band SMA(20), band width multiplier 2, use population standard deviation) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",508.3171,easy,channel,Middle = SMA_n(P); Upper = Middle + 2 * \sigma_n(P); Lower = Middle - 2 * \sigma_n(P),"date,close 2024-12-12,514.1300048828125 2024-12-13,508.4599914550781 2024-12-16,502.5799865722656 2024-12-17,497.4200134277344 2024-12-18,481.7699890136719 2024-12-19,481.2200012207031 2024-12-20,491.25 2024-12-23,487.2200012207031 2024-12-24,489.9599914550781 2024-12-26,489.2200012207031 2024-12-27,486.9599914550781 2024-12-30,485.4500122070313 2024-12-31,484.4700012207031 2025-01-02,483.2999877929688 2025-01-03,485.9700012207031 2025-01-06,491.7200012207031 2025-01-07,491.4800109863281 2025-01-08,495.4400024414063 2025-01-10,489.0 2025-01-13,493.1300048828125 ", 2919,US,technical,"Calculate the Bollinger Bands middle channel value for Arch Capital Group on December 11, 2023. (Standard parameters: middle band SMA(20), band width multiplier 2, use population standard deviation) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",83.3195,easy,channel,Middle = SMA_n(P); Upper = Middle + 2 * \sigma_n(P); Lower = Middle - 2 * \sigma_n(P),"date,close 2023-11-13,86.56999969482422 2023-11-14,85.5 2023-11-15,82.66000366210938 2023-11-16,83.70999908447266 2023-11-17,83.5999984741211 2023-11-20,84.45999908447266 2023-11-21,86.12999725341797 2023-11-22,85.94999694824219 2023-11-24,86.5999984741211 2023-11-27,87.0 2023-11-28,84.44999694824219 2023-11-29,82.37999725341797 2023-11-30,83.69000244140625 2023-12-01,82.62999725341797 2023-12-04,81.98999786376953 2023-12-05,81.8499984741211 2023-12-06,79.97000122070312 2023-12-07,78.33999633789062 2023-12-08,79.30000305175781 2023-12-11,79.61000061035156 ", 2920,US,technical,"What is the lower channel value of Keltner Channel for Mid-America Apartment Communities on March 17, 2021? (Standard parameters: middle EMA(20), requiring 4n data points to warm up, using the first data point as the initial value; ATR(10) using Wilder smoothing, multiplier 1.5) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",133.5101,easy,channel,Middle = EMA_{n_{ema}}(C); Upper = Middle + 1.5 * ATR_{n_{atr}}^{Wilder}; Lower = Middle - 1.5 * ATR_{n_{atr}}^{Wilder},"date,close,high,low 2020-11-18,126.06999969482422,131.97000122070312,126.05999755859376 2020-11-19,126.13999938964844,126.72000122070312,123.43000030517578 2020-11-20,126.18000030517578,126.48999786376952,124.91999816894533 2020-11-23,123.7699966430664,126.88999938964844,123.52999877929688 2020-11-24,125.87999725341795,127.30999755859376,124.83999633789062 2020-11-25,125.02999877929688,126.30999755859376,124.41000366210938 2020-11-27,124.0,124.77999877929688,122.63999938964844 2020-11-30,126.16000366210938,126.3000030517578,122.4499969482422 2020-12-01,124.58999633789062,126.31999969482422,123.66999816894533 2020-12-02,123.7300033569336,127.4800033569336,123.25 2020-12-03,123.6500015258789,124.87999725341795,123.33000183105467 2020-12-04,125.12999725341795,125.41999816894533,123.56999969482422 2020-12-07,125.31999969482422,126.11000061035156,124.6500015258789 2020-12-08,123.93000030517578,125.48999786376952,123.69000244140624 2020-12-09,122.9000015258789,125.06999969482422,121.0 2020-12-10,120.18000030517578,122.66999816894533,119.75 2020-12-11,121.66000366210938,121.97000122070312,119.20999908447266 2020-12-14,121.44000244140624,123.6999969482422,121.12999725341795 2020-12-15,123.54000091552734,123.54000091552734,120.5 2020-12-16,123.41000366210938,125.12999725341795,122.52999877929688 2020-12-17,125.58999633789062,126.1999969482422,123.06999969482422 2020-12-18,124.04000091552734,126.27999877929688,123.41000366210938 2020-12-21,124.5999984741211,124.9800033569336,122.33000183105467 2020-12-22,125.27999877929688,125.4000015258789,123.56999969482422 2020-12-23,122.66000366210938,126.25,122.58000183105467 2020-12-24,124.5999984741211,124.61000061035156,122.97000122070312 2020-12-28,124.97000122070312,125.83999633789062,124.0500030517578 2020-12-29,124.25,126.30999755859376,123.4499969482422 2020-12-30,125.0,126.20999908447266,124.1999969482422 2020-12-31,126.69000244140624,126.97000122070312,123.9000015258789 2021-01-04,122.70999908447266,127.37000274658205,122.1500015258789 2021-01-05,122.66999816894533,123.81999969482422,122.3499984741211 2021-01-06,124.6999969482422,124.86000061035156,122.7699966430664 2021-01-07,124.5500030517578,125.33000183105467,123.4499969482422 2021-01-08,125.2699966430664,125.37000274658205,124.0 2021-01-11,124.20999908447266,125.33000183105467,123.16999816894533 2021-01-12,124.69000244140624,124.97000122070312,123.0 2021-01-13,126.41999816894533,127.06999969482422,124.5999984741211 2021-01-14,129.0,129.0800018310547,125.31999969482422 2021-01-15,132.00999450683594,132.13999938964844,127.72000122070312 2021-01-19,130.61000061035156,132.42999267578125,129.99000549316406 2021-01-20,133.16000366210938,133.61000061035156,128.94000244140625 2021-01-21,133.4499969482422,133.52999877929688,131.13999938964844 2021-01-22,134.17999267578125,134.83999633789062,132.22999572753906 2021-01-25,133.86000061035156,134.9600067138672,132.97000122070312 2021-01-26,134.88999938964844,135.4199981689453,133.88999938964844 2021-01-27,131.72999572753906,135.0,131.10000610351562 2021-01-28,132.7899932861328,134.74000549316406,131.02000427246094 2021-01-29,132.75,133.3800048828125,129.8300018310547 2021-02-01,134.97999572753906,135.1300048828125,130.72000122070312 2021-02-02,135.5800018310547,136.42999267578125,133.8699951171875 2021-02-03,134.7100067138672,135.8699951171875,133.67999267578125 2021-02-04,134.83999633789062,137.0,134.0 2021-02-05,134.72000122070312,135.27000427246094,133.2100067138672 2021-02-08,135.49000549316406,136.14999389648438,133.77000427246094 2021-02-09,135.5500030517578,136.24000549316406,134.52000427246094 2021-02-10,136.3000030517578,137.24000549316406,134.85000610351562 2021-02-11,137.97000122070312,138.02000427246094,135.49000549316406 2021-02-12,138.13999938964844,138.39999389648438,136.94000244140625 2021-02-16,138.44000244140625,138.49000549316406,136.50999450683594 2021-02-17,137.72000122070312,138.7899932861328,137.08999633789062 2021-02-18,137.25,138.13999938964844,136.38999938964844 2021-02-19,137.57000732421875,138.22000122070312,137.0 2021-02-22,138.69000244140625,139.11000061035156,136.3300018310547 2021-02-23,142.3000030517578,142.61000061035156,139.33999633789062 2021-02-24,140.50999450683594,142.97999572753906,140.35000610351562 2021-02-25,137.91000366210938,141.99000549316406,137.25 2021-02-26,134.72999572753906,138.25999450683594,134.58999633789062 2021-03-01,135.5399932861328,138.02999877929688,135.47000122070312 2021-03-02,135.3000030517578,136.8699951171875,134.0 2021-03-03,134.60000610351562,136.1699981689453,134.02999877929688 2021-03-04,132.6999969482422,135.2899932861328,131.4499969482422 2021-03-05,133.91000366210938,134.22000122070312,131.8699951171875 2021-03-08,134.22999572753906,136.24000549316406,133.05999755859375 2021-03-09,134.72999572753906,137.0399932861328,134.39999389648438 2021-03-10,134.8300018310547,135.91000366210938,132.8699951171875 2021-03-11,136.5500030517578,137.38999938964844,134.49000549316406 2021-03-12,141.77999877929688,141.7899932861328,137.0 2021-03-15,144.97999572753906,146.30999755859375,140.63999938964844 2021-03-16,144.3800048828125,145.75999450683594,143.0 2021-03-17,145.47000122070312,145.52999877929688,142.82000732421875 ", 2921,US,technical,"On July 29, 2020, what is the Keltner Channel middle channel value for First Solar? (Standard parameters: middle EMA(20), requiring 4n data points to warm up, using the first data point as the initial value; ATR(10) using Wilder smoothing, multiplier 1.5) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",58.4932,easy,channel,Middle = EMA_{n_{ema}}(C); Upper = Middle + 1.5 * ATR_{n_{atr}}^{Wilder}; Lower = Middle - 1.5 * ATR_{n_{atr}}^{Wilder},"date,close,high,low 2020-04-03,34.380001068115234,36.29999923706055,34.119998931884766 2020-04-06,36.75,37.40999984741211,35.0 2020-04-07,37.34999847412109,38.88999938964844,37.130001068115234 2020-04-08,38.900001525878906,39.060001373291016,36.59000015258789 2020-04-09,40.45000076293945,41.0099983215332,39.09999847412109 2020-04-13,40.61000061035156,40.93000030517578,39.63999938964844 2020-04-14,42.119998931884766,42.84000015258789,41.09000015258789 2020-04-15,40.93000030517578,41.68000030517578,40.5099983215332 2020-04-16,40.150001525878906,41.84000015258789,39.70000076293945 2020-04-17,42.20000076293945,42.400001525878906,41.18000030517578 2020-04-20,41.0,42.27999877929688,40.88999938964844 2020-04-21,39.18000030517578,40.880001068115234,38.959999084472656 2020-04-22,40.22999954223633,40.52999877929688,39.59999847412109 2020-04-23,42.290000915527344,42.43999862670898,40.29999923706055 2020-04-24,40.84000015258789,42.84000015258789,40.56999969482422 2020-04-27,43.2599983215332,43.41999816894531,41.060001373291016 2020-04-28,41.77000045776367,44.400001525878906,41.75 2020-04-29,45.54999923706055,45.68000030517578,42.29999923706055 2020-04-30,44.0099983215332,44.900001525878906,43.75 2020-05-01,41.97999954223633,43.400001525878906,41.58000183105469 2020-05-04,43.400001525878906,43.45000076293945,41.31999969482422 2020-05-05,43.09999847412109,44.93000030517578,42.84000015258789 2020-05-06,43.119998931884766,44.59999847412109,43.06999969482422 2020-05-07,44.65999984741211,44.7599983215332,43.470001220703125 2020-05-08,44.15999984741211,45.5,43.400001525878906 2020-05-11,42.869998931884766,44.060001373291016,42.45000076293945 2020-05-12,40.34999847412109,43.400001525878906,40.29999923706055 2020-05-13,39.43000030517578,41.16999816894531,39.0099983215332 2020-05-14,39.790000915527344,39.959999084472656,37.91999816894531 2020-05-15,39.369998931884766,39.369998931884766,38.59000015258789 2020-05-18,42.369998931884766,42.4900016784668,40.70000076293945 2020-05-19,43.22999954223633,44.970001220703125,42.11000061035156 2020-05-20,43.93999862670898,45.02999877929688,43.5099983215332 2020-05-21,43.7599983215332,44.70000076293945,43.5099983215332 2020-05-22,43.470001220703125,43.959999084472656,43.18000030517578 2020-05-26,46.560001373291016,46.83000183105469,44.7599983215332 2020-05-27,46.61000061035156,47.59999847412109,44.86000061035156 2020-05-28,45.52000045776367,47.13999938964844,45.27000045776367 2020-05-29,46.619998931884766,46.77999877929688,45.06999969482422 2020-06-01,48.0099983215332,48.52999877929688,46.2599983215332 2020-06-02,47.900001525878906,49.18999862670898,47.540000915527344 2020-06-03,49.5,49.95000076293945,48.310001373291016 2020-06-04,49.61000061035156,49.970001220703125,49.25 2020-06-05,51.380001068115234,51.970001220703125,50.0 2020-06-08,54.43999862670898,54.5,51.650001525878906 2020-06-09,53.060001373291016,53.88999938964844,52.04999923706055 2020-06-10,51.18999862670898,53.130001068115234,51.060001373291016 2020-06-11,48.93999862670898,50.5,48.70000076293945 2020-06-12,49.41999816894531,50.5099983215332,48.20000076293945 2020-06-15,50.11000061035156,50.2400016784668,47.869998931884766 2020-06-16,51.310001373291016,52.02000045776367,50.59000015258789 2020-06-17,49.900001525878906,51.83000183105469,49.81999969482422 2020-06-18,50.470001220703125,51.310001373291016,49.52000045776367 2020-06-19,50.20000076293945,51.560001373291016,50.119998931884766 2020-06-22,49.79999923706055,50.41999816894531,49.29999923706055 2020-06-23,51.91999816894531,52.29999923706055,50.470001220703125 2020-06-24,49.08000183105469,51.869998931884766,48.560001373291016 2020-06-25,50.380001068115234,50.41999816894531,48.63999938964844 2020-06-26,48.7599983215332,50.41999816894531,48.68999862670898 2020-06-29,49.61000061035156,50.11000061035156,48.29999923706055 2020-06-30,49.5,50.34000015258789,48.970001220703125 2020-07-01,49.09000015258789,49.88999938964844,49.040000915527344 2020-07-02,49.880001068115234,50.9900016784668,49.77999877929688 2020-07-06,53.40999984741211,53.70000076293945,50.5 2020-07-07,53.15999984741211,53.56999969482422,52.34999847412109 2020-07-08,58.060001373291016,58.16999816894531,53.130001068115234 2020-07-09,57.20000076293945,59.56999969482422,55.900001525878906 2020-07-10,57.4900016784668,58.45000076293945,56.34000015258789 2020-07-13,56.209999084472656,59.61000061035156,56.11000061035156 2020-07-14,61.77999877929688,61.83000183105469,55.34999847412109 2020-07-15,60.97999954223633,62.70000076293945,58.9900016784668 2020-07-16,59.02999877929688,60.93000030517578,58.540000915527344 2020-07-17,61.0,61.34000015258789,59.2400016784668 2020-07-20,62.15999984741211,63.68000030517578,60.61000061035156 2020-07-21,60.7400016784668,62.84000015258789,59.88999938964844 2020-07-22,61.150001525878906,61.79999923706055,60.36000061035156 2020-07-23,62.5,63.470001220703125,60.77000045776367 2020-07-24,62.15999984741211,62.369998931884766,60.56999969482422 2020-07-27,62.2599983215332,62.470001220703125,60.2400016784668 2020-07-28,59.68000030517578,62.09000015258789,59.58000183105469 2020-07-29,60.11000061035156,60.84000015258789,59.630001068115234 ", 2922,US,technical,"For Qualcomm's Keltner Channel on May 18, 2023, what is the middle value? (Standard parameters: middle EMA(20), requiring 4n data points to warm up, using the first data point as the initial value; ATR(10) using Wilder smoothing, multiplier 1.5) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",109.7153,easy,channel,Middle = EMA_{n_{ema}}(C); Upper = Middle + 1.5 * ATR_{n_{atr}}^{Wilder}; Lower = Middle - 1.5 * ATR_{n_{atr}}^{Wilder},"date,close,high,low 2023-01-24,130.6999969482422,132.97000122070312,130.14999389648438 2023-01-25,131.1699981689453,131.5399932861328,127.6999969482422 2023-01-26,133.9600067138672,134.85000610351562,131.16000366210938 2023-01-27,133.39999389648438,134.88999938964844,131.4199981689453 2023-01-30,131.6300048828125,132.39999389648438,130.14999389648438 2023-01-31,133.2100067138672,133.63999938964844,131.32000732421875 2023-02-01,138.4600067138672,139.94000244140625,132.67999267578125 2023-02-02,135.85000610351562,139.16000366210938,134.8000030517578 2023-02-03,135.02000427246094,138.39999389648438,128.57000732421875 2023-02-06,132.92999267578125,134.8800048828125,131.86000061035156 2023-02-07,136.6300048828125,137.3800048828125,132.3300018310547 2023-02-08,132.1699981689453,136.27999877929688,131.75999450683594 2023-02-09,130.52999877929688,135.22999572753906,129.9199981689453 2023-02-10,128.99000549316406,129.94000244140625,127.62000274658205 2023-02-13,130.83999633789062,131.42999267578125,128.38999938964844 2023-02-14,132.33999633789062,132.8800048828125,128.36000061035156 2023-02-15,133.07000732421875,133.3300018310547,130.3000030517578 2023-02-16,130.16000366210938,132.58999633789062,129.9499969482422 2023-02-17,127.72000122070312,129.80999755859375,126.95999908447266 2023-02-21,123.6999969482422,127.62000274658205,123.5500030517578 2023-02-22,123.9499969482422,124.97000122070312,122.91999816894533 2023-02-23,126.1999969482422,127.2300033569336,123.66999816894533 2023-02-24,124.33999633789062,124.70999908447266,123.18000030517578 2023-02-27,123.41999816894533,126.5999984741211,123.04000091552734 2023-02-28,123.52999877929688,125.0999984741211,122.91999816894533 2023-03-01,123.68000030517578,125.47000122070312,122.9800033569336 2023-03-02,123.77999877929688,124.26000213623048,120.86000061035156 2023-03-03,123.5999984741211,124.20999908447266,121.66999816894533 2023-03-06,122.41000366210938,125.16999816894533,122.02999877929688 2023-03-07,119.19000244140624,122.5,118.27999877929688 2023-03-08,121.1999969482422,121.75,119.3499984741211 2023-03-09,117.22000122070312,121.91999816894533,116.94000244140624 2023-03-10,115.19000244140624,118.2300033569336,114.52999877929688 2023-03-13,114.43000030517578,116.23999786376952,113.27999877929688 2023-03-14,116.5500030517578,117.05999755859376,113.91999816894533 2023-03-15,115.48999786376952,116.18000030517578,113.13999938964844 2023-03-16,120.51000213623048,120.83000183105467,115.91000366210938 2023-03-17,120.7300033569336,122.87000274658205,119.1500015258789 2023-03-20,121.81999969482422,122.0199966430664,119.80999755859376 2023-03-21,123.8000030517578,125.06999969482422,122.1500015258789 2023-03-22,121.97000122070312,126.23999786376952,121.87000274658205 2023-03-23,124.1500015258789,127.0,122.0999984741211 2023-03-24,124.76000213623048,124.93000030517578,122.25 2023-03-27,123.5999984741211,126.05999755859376,123.31999969482422 2023-03-28,121.33999633789062,123.68000030517578,120.20999908447266 2023-03-29,125.08999633789062,125.95999908447266,123.25 2023-03-30,127.4000015258789,128.19000244140625,126.43000030517578 2023-03-31,127.58000183105467,127.97000122070312,126.29000091552734 2023-04-03,124.73999786376952,127.56999969482422,123.61000061035156 2023-04-04,122.3000030517578,125.22000122070312,121.80999755859376 2023-04-05,123.04000091552734,123.22000122070312,121.25 2023-04-06,123.0,123.8499984741211,121.0500030517578 2023-04-10,124.29000091552734,124.58000183105467,121.68000030517578 2023-04-11,123.56999969482422,125.25,123.16999816894533 2023-04-12,120.2699966430664,124.5,120.1500015258789 2023-04-13,121.12999725341795,121.66000366210938,119.12000274658205 2023-04-14,120.16000366210938,121.91999816894533,118.76000213623048 2023-04-17,119.37999725341795,119.83999633789062,118.16999816894533 2023-04-18,118.36000061035156,120.8000030517578,117.41000366210938 2023-04-19,118.54000091552734,118.69000244140624,116.4499969482422 2023-04-20,118.63999938964844,119.9000015258789,117.12000274658205 2023-04-21,117.76000213623048,118.19000244140624,116.5500030517578 2023-04-24,117.3499984741211,117.83000183105467,116.56999969482422 2023-04-25,114.0500030517578,116.83999633789062,113.68000030517578 2023-04-26,114.16000366210938,115.0999984741211,113.20999908447266 2023-04-27,113.91999816894533,114.30999755859376,112.1500015258789 2023-04-28,116.8000030517578,116.9000015258789,113.7300033569336 2023-05-01,115.83999633789062,117.58000183105467,115.51000213623048 2023-05-02,116.11000061035156,117.05999755859376,114.44000244140624 2023-05-03,112.83000183105467,116.81999969482422,112.5999984741211 2023-05-04,106.58000183105467,107.12000274658205,103.5 2023-05-05,108.77999877929688,109.2699966430664,105.7699966430664 2023-05-08,108.30999755859376,108.83000183105467,106.87000274658205 2023-05-09,105.7699966430664,107.43000030517578,105.3000030517578 2023-05-10,106.45999908447266,107.4800033569336,105.13999938964844 2023-05-11,104.05999755859376,106.51000213623048,103.68000030517578 2023-05-12,103.62000274658205,104.73999786376952,102.61000061035156 2023-05-15,106.27999877929688,106.4000015258789,102.88999938964844 2023-05-16,103.79000091552734,106.4800033569336,103.72000122070312 2023-05-17,104.80999755859376,105.4499969482422,103.58000183105467 2023-05-18,106.95999908447266,107.12000274658205,104.80999755859376 ", 2923,US,technical,"What is the value of the upper of Keltner Channel for Brown & Brown on June 18, 2024? (Standard parameters: middle EMA(20), requiring 4n data points to warm up, using the first data point as the initial value; ATR(10) using Wilder smoothing, multiplier 1.5) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",91.7241,easy,channel,Middle = EMA_{n_{ema}}(C); Upper = Middle + 1.5 * ATR_{n_{atr}}^{Wilder}; Lower = Middle - 1.5 * ATR_{n_{atr}}^{Wilder},"date,close,high,low 2024-02-23,84.23999786376953,84.5999984741211,83.91000366210938 2024-02-26,84.05000305175781,84.7300033569336,84.0199966430664 2024-02-27,84.11000061035156,84.22000122070312,83.13999938964844 2024-02-28,84.77999877929688,84.87000274658203,84.18000030517578 2024-02-29,84.20999908447266,84.83999633789062,83.77999877929688 2024-03-01,83.73999786376953,84.01000213623047,83.1500015258789 2024-03-04,83.94999694824219,84.13999938964844,83.19999694824219 2024-03-05,84.0999984741211,84.20999908447266,83.26000213623047 2024-03-06,85.11000061035156,85.20999908447266,84.05999755859375 2024-03-07,85.8499984741211,86.52999877929688,85.08999633789062 2024-03-08,85.19000244140625,86.02999877929688,84.83000183105469 2024-03-11,84.87999725341797,85.58999633789062,84.68000030517578 2024-03-12,85.9000015258789,86.22000122070312,84.80000305175781 2024-03-13,85.51000213623047,85.7699966430664,84.8499984741211 2024-03-14,84.98999786376953,85.83000183105469,84.51000213623047 2024-03-15,84.94000244140625,85.1500015258789,83.19000244140625 2024-03-18,85.01000213623047,85.48999786376953,84.91000366210938 2024-03-19,85.4800033569336,85.63999938964844,84.83999633789062 2024-03-20,86.69999694824219,87.0,85.54000091552734 2024-03-21,86.04000091552734,86.94999694824219,85.94999694824219 2024-03-22,86.0,86.66000366210938,85.93000030517578 2024-03-25,85.9000015258789,86.19000244140625,85.7300033569336 2024-03-26,86.41999816894531,86.54000091552734,85.58000183105469 2024-03-27,87.26000213623047,87.41999816894531,86.5 2024-03-28,87.54000091552734,87.98999786376953,87.19000244140625 2024-04-01,86.31999969482422,87.30999755859375,86.30000305175781 2024-04-02,85.51000213623047,86.9800033569336,85.33999633789062 2024-04-03,85.48999786376953,86.0999984741211,85.3499984741211 2024-04-04,83.94000244140625,86.06999969482422,83.7699966430664 2024-04-05,85.1500015258789,85.56999969482422,83.97000122070312 2024-04-08,85.51000213623047,86.04000091552734,84.91999816894531 2024-04-09,84.55999755859375,85.76000213623047,83.70999908447266 2024-04-10,83.5999984741211,84.30000305175781,83.43000030517578 2024-04-11,82.6500015258789,83.30000305175781,82.27999877929688 2024-04-12,81.9000015258789,83.05000305175781,81.58999633789062 2024-04-15,81.02999877929688,83.12999725341797,81.01000213623047 2024-04-16,80.91999816894531,81.69999694824219,80.9000015258789 2024-04-17,80.62000274658203,81.3499984741211,80.33000183105469 2024-04-18,81.12999725341797,81.86000061035156,80.88999938964844 2024-04-19,82.16999816894531,82.19000244140625,81.1500015258789 2024-04-22,82.5,83.20999908447266,82.33999633789062 2024-04-23,82.93000030517578,83.5,81.48999786376953 2024-04-24,82.12999725341797,82.87999725341797,81.69000244140625 2024-04-25,82.27999877929688,82.6500015258789,81.5 2024-04-26,81.45999908447266,82.1500015258789,80.87000274658203 2024-04-29,81.54000091552734,81.7699966430664,80.91000366210938 2024-04-30,81.54000091552734,82.12999725341797,81.06999969482422 2024-05-01,82.69999694824219,83.61000061035156,81.56999969482422 2024-05-02,82.8499984741211,83.20999908447266,82.27999877929688 2024-05-03,83.5,83.63999938964844,81.79000091552734 2024-05-06,84.20999908447266,84.47000122070312,83.5999984741211 2024-05-07,85.23999786376953,85.33000183105469,84.47000122070312 2024-05-08,84.80999755859375,85.81999969482422,84.76000213623047 2024-05-09,85.61000061035156,85.7300033569336,84.52999877929688 2024-05-10,87.06999969482422,87.43000030517578,85.88999938964844 2024-05-13,87.47000122070312,87.7699966430664,87.0199966430664 2024-05-14,88.44999694824219,88.51000213623047,87.06999969482422 2024-05-15,88.69999694824219,88.97000122070312,88.1500015258789 2024-05-16,89.4000015258789,89.9800033569336,88.98999786376953 2024-05-17,89.83000183105469,89.87000274658203,89.25 2024-05-20,89.86000061035156,89.91000366210938,89.33999633789062 2024-05-21,89.8499984741211,90.5,89.83999633789062 2024-05-22,91.16000366210938,91.6999969482422,89.9000015258789 2024-05-23,89.11000061035156,91.18000030517578,88.98999786376953 2024-05-24,89.36000061035156,89.51000213623047,89.04000091552734 2024-05-28,87.58000183105469,89.18000030517578,87.47000122070312 2024-05-29,86.31999969482422,87.19000244140625,86.2699966430664 2024-05-30,87.75,88.01000213623047,85.97000122070312 2024-05-31,89.51000213623047,89.6500015258789,87.87999725341797 2024-06-03,88.88999938964844,89.83999633789062,88.08999633789062 2024-06-04,89.9000015258789,89.98999786376953,88.66000366210938 2024-06-05,90.0,90.1500015258789,88.8499984741211 2024-06-06,89.52999877929688,90.47000122070312,88.87999725341797 2024-06-07,90.27999877929688,90.68000030517578,89.66000366210938 2024-06-10,89.63999938964844,90.41999816894533,89.18000030517578 2024-06-11,89.62000274658203,89.69000244140625,88.68000030517578 2024-06-12,90.47000122070312,90.69000244140624,89.0999984741211 2024-06-13,90.5199966430664,90.8000030517578,89.62000274658203 2024-06-14,90.08000183105467,90.5,89.73999786376953 2024-06-17,92.0,92.12000274658205,89.72000122070312 2024-06-18,92.41000366210938,93.0500030517578,91.87000274658205 ", 2924,US,technical,"Calculate the Keltner Channel middle channel value for Southwest Airlines on November 11, 2025. (Standard parameters: middle EMA(20), requiring 4n data points to warm up, using the first data point as the initial value; ATR(10) using Wilder smoothing, multiplier 1.5) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",31.8225,easy,channel,Middle = EMA_{n_{ema}}(C); Upper = Middle + 1.5 * ATR_{n_{atr}}^{Wilder}; Lower = Middle - 1.5 * ATR_{n_{atr}}^{Wilder},"date,close,high,low 2025-07-21,36.86000061035156,37.27999877929688,36.560001373291016 2025-07-22,37.16999816894531,37.41999816894531,36.84999847412109 2025-07-23,37.43999862670898,37.84999847412109,37.34999847412109 2025-07-24,33.2599983215332,36.25,32.400001525878906 2025-07-25,33.209999084472656,33.38999938964844,32.619998931884766 2025-07-28,32.52000045776367,33.060001373291016,32.119998931884766 2025-07-29,31.100000381469727,32.84000015258789,31.09000015258789 2025-07-30,30.709999084472656,31.36000061035156,30.450000762939453 2025-07-31,30.93000030517578,31.290000915527344,30.3700008392334 2025-08-01,29.799999237060547,30.309999465942383,29.34000015258789 2025-08-04,29.75,30.18000030517578,29.61000061035156 2025-08-05,29.920000076293945,30.229999542236328,29.540000915527344 2025-08-06,29.709999084472656,30.239999771118164,29.559999465942383 2025-08-07,29.559999465942383,30.06999969482422,29.36000061035156 2025-08-08,29.6200008392334,30.01000022888184,29.5 2025-08-11,29.059999465942383,29.93000030517578,28.979999542236328 2025-08-12,30.71999931335449,30.8799991607666,29.32999992370605 2025-08-13,30.96999931335449,31.149999618530277,30.399999618530277 2025-08-14,30.700000762939453,30.81999969482422,30.21999931335449 2025-08-15,31.5,31.770000457763672,30.75 2025-08-18,31.309999465942383,31.420000076293945,31.020000457763672 2025-08-19,31.59000015258789,31.71999931335449,31.21999931335449 2025-08-20,31.18000030517578,31.65999984741211,31.100000381469727 2025-08-21,31.06999969482422,31.11000061035156,30.549999237060547 2025-08-22,32.77000045776367,32.869998931884766,31.21999931335449 2025-08-25,32.52000045776367,32.790000915527344,32.41999816894531 2025-08-26,33.400001525878906,33.5099983215332,32.4900016784668 2025-08-27,33.189998626708984,33.63999938964844,33.029998779296875 2025-08-28,32.97999954223633,33.349998474121094,32.54999923706055 2025-08-29,32.900001525878906,33.06999969482422,32.630001068115234 2025-09-02,32.25,32.939998626708984,31.709999084472656 2025-09-03,32.33000183105469,33.349998474121094,32.119998931884766 2025-09-04,31.1200008392334,32.68000030517578,30.899999618530277 2025-09-05,31.38999938964844,31.86000061035156,30.989999771118164 2025-09-08,31.709999084472656,31.86000061035156,31.200000762939453 2025-09-09,30.989999771118164,31.68000030517578,30.63999938964844 2025-09-10,31.11000061035156,31.43000030517578,30.57999992370605 2025-09-11,31.71999931335449,31.84000015258789,30.600000381469727 2025-09-12,31.65999984741211,32.459999084472656,31.540000915527344 2025-09-15,31.43000030517578,31.790000915527344,31.190000534057617 2025-09-16,31.56999969482422,31.709999084472656,30.709999084472656 2025-09-17,32.119998931884766,32.630001068115234,31.559999465942383 2025-09-18,32.27000045776367,32.400001525878906,31.63999938964844 2025-09-19,32.52000045776367,32.75,31.979999542236328 2025-09-22,32.29999923706055,32.45000076293945,31.90999984741211 2025-09-23,33.34000015258789,33.40999984741211,32.2400016784668 2025-09-24,33.060001373291016,33.900001525878906,32.970001220703125 2025-09-25,31.93000030517578,32.880001068115234,31.65999984741211 2025-09-26,32.529998779296875,32.599998474121094,32.0 2025-09-29,32.7599983215332,33.060001373291016,32.40999984741211 2025-09-30,31.90999984741211,32.88999938964844,30.770000457763672 2025-10-01,32.279998779296875,32.54999923706055,31.809999465942383 2025-10-02,32.310001373291016,32.58000183105469,31.84000015258789 2025-10-03,32.52000045776367,33.4900016784668,32.5099983215332 2025-10-06,32.58000183105469,32.709999084472656,31.770000457763672 2025-10-07,32.38999938964844,32.7599983215332,32.09000015258789 2025-10-08,32.45000076293945,32.70000076293945,32.11000061035156 2025-10-09,31.68000030517578,33.72999954223633,31.46999931335449 2025-10-10,31.290000915527344,32.630001068115234,31.059999465942383 2025-10-13,31.899999618530277,32.31999969482422,31.559999465942383 2025-10-14,33.41999816894531,33.630001068115234,31.420000076293945 2025-10-15,33.560001373291016,33.880001068115234,33.25 2025-10-16,33.290000915527344,34.04999923706055,32.84000015258789 2025-10-17,33.52000045776367,33.79999923706055,33.189998626708984 2025-10-20,34.43000030517578,34.66999816894531,33.599998474121094 2025-10-21,34.68000030517578,34.97999954223633,34.060001373291016 2025-10-22,33.7599983215332,34.75,33.43000030517578 2025-10-23,31.649999618530277,33.150001525878906,31.020000457763672 2025-10-24,32.20000076293945,32.43000030517578,31.3799991607666 2025-10-27,32.25,32.7400016784668,31.8700008392334 2025-10-28,31.09000015258789,32.18000030517578,31.030000686645508 2025-10-29,30.65999984741211,31.1299991607666,30.459999084472656 2025-10-30,30.09000015258789,30.770000457763672,30.049999237060547 2025-10-31,30.299999237060547,30.38999938964844,29.920000076293945 2025-11-03,30.43000030517578,30.76000022888184,29.75 2025-11-04,29.670000076293945,30.170000076293945,29.26000022888184 2025-11-05,31.6200008392334,31.649999618530277,29.799999237060547 2025-11-06,31.51000022888184,31.96999931335449,31.049999237060547 2025-11-07,32.45000076293945,32.470001220703125,30.850000381469727 2025-11-10,32.65999984741211,33.58000183105469,32.470001220703125 2025-11-11,31.989999771118164,32.79999923706055,31.790000915527344 ", 2925,US,technical,"What is the lower channel value of Moving Average Envelope for Omnicom Group on December 05, 2022? (Standard parameters: middle band SMA(20), upper and lower bands +/- 10%) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",69.3149,easy,channel,Middle = SMA_n(P); Upper = Middle * 1.1; Lower = Middle * 0.9,"date,close 2022-11-07,72.86000061035156 2022-11-08,74.0999984741211 2022-11-09,73.36000061035156 2022-11-10,75.11000061035156 2022-11-11,77.51000213623047 2022-11-14,76.38999938964844 2022-11-15,77.0 2022-11-16,76.18000030517578 2022-11-17,76.2300033569336 2022-11-18,77.19999694824219 2022-11-21,76.56999969482422 2022-11-22,78.0999984741211 2022-11-23,78.19000244140625 2022-11-25,79.1500015258789 2022-11-28,78.1500015258789 2022-11-29,78.76000213623047 2022-11-30,79.76000213623047 2022-12-01,79.86000061035156 2022-12-02,78.6500015258789 2022-12-05,77.19999694824219 ", 2926,US,technical,"On May 11, 2020, what is the Moving Average Envelope lower channel value for McKesson Corporation? (Standard parameters: middle band SMA(20), upper and lower bands +/- 10%) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",123.8297,easy,channel,Middle = SMA_n(P); Upper = Middle * 1.1; Lower = Middle * 0.9,"date,close 2020-04-14,137.66000366210938 2020-04-15,137.97999572753906 2020-04-16,138.11000061035156 2020-04-17,141.61000061035156 2020-04-20,140.49000549316406 2020-04-21,132.44000244140625 2020-04-22,135.22000122070312 2020-04-23,136.57000732421875 2020-04-24,139.94000244140625 2020-04-27,143.27999877929688 2020-04-28,140.36000061035156 2020-04-29,140.25999450683594 2020-04-30,141.25 2020-05-01,134.6999969482422 2020-05-04,135.67999267578125 2020-05-05,133.5500030517578 2020-05-06,131.86000061035156 2020-05-07,134.5800018310547 2020-05-08,135.97000122070312 2020-05-11,140.25999450683594 ", 2927,US,technical,"For Chevron Corporation's Moving Average Envelope on October 18, 2024, what is the upper value? (Standard parameters: middle band SMA(20), upper and lower bands +/- 10%) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",163.7955,easy,channel,Middle = SMA_n(P); Upper = Middle * 1.1; Lower = Middle * 0.9,"date,close 2024-09-23,147.5399932861328 2024-09-24,147.4499969482422 2024-09-25,143.97000122070312 2024-09-26,141.99000549316406 2024-09-27,145.49000549316406 2024-09-30,147.27000427246094 2024-10-01,149.6999969482422 2024-10-02,150.9499969482422 2024-10-03,151.25 2024-10-04,150.74000549316406 2024-10-07,151.1199951171875 2024-10-08,148.75 2024-10-09,149.64999389648438 2024-10-10,150.6199951171875 2024-10-11,151.4199981689453 2024-10-14,151.77999877929688 2024-10-15,147.72999572753906 2024-10-16,148.72999572753906 2024-10-17,151.1999969482422 2024-10-18,150.75 ", 2928,US,technical,"What is the value of the middle of Moving Average Envelope for Micron Technology on May 15, 2020? (Standard parameters: middle band SMA(20), upper and lower bands +/- 10%) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",45.4185,easy,channel,Middle = SMA_n(P); Upper = Middle * 1.1; Lower = Middle * 0.9,"date,close 2020-04-20,43.400001525878906 2020-04-21,41.40999984741211 2020-04-22,43.90999984741211 2020-04-23,43.77000045776367 2020-04-24,44.15999984741211 2020-04-27,45.27999877929688 2020-04-28,45.310001373291016 2020-04-29,49.83000183105469 2020-04-30,47.88999938964844 2020-05-01,45.060001373291016 2020-05-04,44.459999084472656 2020-05-05,45.40999984741211 2020-05-06,46.08000183105469 2020-05-07,46.59000015258789 2020-05-08,48.25 2020-05-11,48.20000076293945 2020-05-12,45.68999862670898 2020-05-13,43.52999877929688 2020-05-14,45.72999954223633 2020-05-15,44.40999984741211 ", 2929,US,technical,"Calculate the Moving Average Envelope upper channel value for Williams-Sonoma on April 21, 2020. (Standard parameters: middle band SMA(20), upper and lower bands +/- 10%) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",25.2873,easy,channel,Middle = SMA_n(P); Upper = Middle * 1.1; Lower = Middle * 0.9,"date,close 2020-03-24,21.2450008392334 2020-03-25,21.8700008392334 2020-03-26,21.96500015258789 2020-03-27,21.024999618530277 2020-03-30,21.684999465942383 2020-03-31,21.26000022888184 2020-04-01,18.799999237060547 2020-04-02,19.024999618530277 2020-04-03,19.09499931335449 2020-04-06,23.174999237060547 2020-04-07,22.565000534057617 2020-04-08,23.82999992370605 2020-04-09,25.540000915527344 2020-04-13,25.674999237060547 2020-04-14,26.71999931335449 2020-04-15,24.625 2020-04-16,24.299999237060547 2020-04-17,25.81999969482422 2020-04-20,25.38500022888184 2020-04-21,26.165000915527344 ", 2930,US,technical,"What is the upper channel value of Donchian Channel for NVR on March 20, 2024? (Standard parameters: 20-period high/low, middle band is their average) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",7981.3701,easy,channel,Upper = max_{i=0}^{n-1} H_{t-i}; Lower = min_{i=0}^{n-1} L_{t-i}; Middle = (Upper + Lower) / 2,"date,high,low 2024-02-22,7540.2099609375,7442.4599609375 2024-02-23,7615.0,7530.0 2024-02-26,7628.5400390625,7569.56005859375 2024-02-27,7635.0,7506.1298828125 2024-02-28,7605.64990234375,7532.0 2024-02-29,7700.0,7570.10009765625 2024-03-01,7712.0,7531.02001953125 2024-03-04,7776.169921875,7651.830078125 2024-03-05,7770.0,7583.6201171875 2024-03-06,7754.0,7634.27978515625 2024-03-07,7825.0,7679.60009765625 2024-03-08,7761.259765625,7633.419921875 2024-03-11,7655.7998046875,7537.10986328125 2024-03-12,7772.9501953125,7547.06982421875 2024-03-13,7820.0,7721.47021484375 2024-03-14,7840.0,7511.5498046875 2024-03-15,7671.22998046875,7499.0498046875 2024-03-18,7683.27001953125,7526.7900390625 2024-03-19,7819.64990234375,7647.580078125 2024-03-20,7981.3701171875,7783.2099609375 ", 2931,US,technical,"On January 13, 2020, what is the Donchian Channel lower channel value for Leidos? (Standard parameters: 20-period high/low, middle band is their average) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",90.03,easy,channel,Upper = max_{i=0}^{n-1} H_{t-i}; Lower = min_{i=0}^{n-1} L_{t-i}; Middle = (Upper + Lower) / 2,"date,high,low 2019-12-13,92.04000091552734,90.02999877929688 2019-12-16,92.5,91.4000015258789 2019-12-17,92.04000091552734,90.98999786376952 2019-12-18,96.0999984741211,93.36000061035156 2019-12-19,96.5500030517578,94.36000061035156 2019-12-20,98.02999877929688,96.2699966430664 2019-12-23,98.66000366210938,97.2300033569336 2019-12-24,98.33999633789062,97.56999969482422 2019-12-26,98.76000213623048,97.9499969482422 2019-12-27,98.72000122070312,97.56999969482422 2019-12-30,98.22000122070312,97.12999725341795 2019-12-31,98.70999908447266,97.56999969482422 2020-01-02,98.63999938964844,97.81999969482422 2020-01-03,99.87000274658205,97.41000366210938 2020-01-06,100.44000244140624,98.68000030517578 2020-01-07,100.7699966430664,99.6999969482422 2020-01-08,101.08000183105467,99.80999755859376 2020-01-09,101.45999908447266,99.75 2020-01-10,101.62999725341795,100.93000030517578 2020-01-13,101.81999969482422,100.83000183105467 ", 2932,US,technical,"For Cummins's Donchian Channel on December 17, 2025, what is the middle value? (Standard parameters: 20-period high/low, middle band is their average) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",491.75,easy,channel,Upper = max_{i=0}^{n-1} H_{t-i}; Lower = min_{i=0}^{n-1} L_{t-i}; Middle = (Upper + Lower) / 2,"date,high,low 2025-11-19,475.7699890136719,464.9200134277344 2025-11-20,483.5700073242188,462.8999938964844 2025-11-21,476.3399963378906,457.0 2025-11-24,490.3399963378906,476.9800109863281 2025-11-25,495.1099853515625,482.6300048828125 2025-11-26,499.8699951171875,492.2200012207031 2025-11-28,500.1700134277344,495.3399963378906 2025-12-01,501.4700012207031,493.5 2025-12-02,504.2900085449219,496.1000061035156 2025-12-03,508.3699951171875,496.3399963378906 2025-12-04,515.6400146484375,506.25 2025-12-05,514.4299926757812,506.4400024414063 2025-12-08,515.8300170898438,505.8399963378906 2025-12-09,508.1000061035156,499.2799987792969 2025-12-10,526.5,499.2799987792969 2025-12-11,524.3800048828125,513.489990234375 2025-12-12,525.47998046875,504.1000061035156 2025-12-15,518.739990234375,507.0299987792969 2025-12-16,520.0499877929688,511.30999755859375 2025-12-17,518.739990234375,495.489990234375 ", 2933,US,technical,"What is the value of the lower of Donchian Channel for Williams-Sonoma on January 13, 2021? (Standard parameters: 20-period high/low, middle band is their average) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",49.375,easy,channel,Upper = max_{i=0}^{n-1} H_{t-i}; Lower = min_{i=0}^{n-1} L_{t-i}; Middle = (Upper + Lower) / 2,"date,high,low 2020-12-15,55.25,53.41999816894531 2020-12-16,56.459999084472656,54.869998931884766 2020-12-17,57.07500076293945,55.92499923706055 2020-12-18,56.77000045776367,54.650001525878906 2020-12-21,54.7400016784668,53.4900016784668 2020-12-22,54.90999984741211,53.41999816894531 2020-12-23,54.375,53.54499816894531 2020-12-24,54.27999877929688,53.52000045776367 2020-12-28,54.290000915527344,51.75 2020-12-29,52.72999954223633,51.28499984741211 2020-12-30,53.255001068115234,51.57500076293945 2020-12-31,51.720001220703125,50.8849983215332 2021-01-04,52.90499877929688,49.375 2021-01-05,52.47499847412109,50.72499847412109 2021-01-06,53.935001373291016,51.5 2021-01-07,54.959999084472656,53.619998931884766 2021-01-08,55.18999862670898,53.18000030517578 2021-01-11,56.68999862670898,53.42499923706055 2021-01-12,59.185001373291016,55.75 2021-01-13,61.994998931884766,59.40499877929688 ", 2934,US,technical,"Calculate the Donchian Channel upper channel value for Vistra Corp. on September 01, 2022. (Standard parameters: 20-period high/low, middle band is their average) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",26.12,easy,channel,Upper = max_{i=0}^{n-1} H_{t-i}; Lower = min_{i=0}^{n-1} L_{t-i}; Middle = (Upper + Lower) / 2,"date,high,low 2022-08-05,25.729999542236328,24.309999465942383 2022-08-08,25.44499969482422,24.559999465942383 2022-08-09,24.809999465942383,24.31999969482422 2022-08-10,25.21999931335449,24.854999542236328 2022-08-11,25.780000686645508,25.225000381469727 2022-08-12,25.90999984741211,25.524999618530277 2022-08-15,25.989999771118164,25.350000381469727 2022-08-16,26.0,25.690000534057617 2022-08-17,25.809999465942383,25.440000534057617 2022-08-18,26.1200008392334,25.530000686645508 2022-08-19,25.780000686645508,25.13999938964844 2022-08-22,24.93000030517578,24.59000015258789 2022-08-23,24.950000762939453,24.459999084472656 2022-08-24,25.299999237060547,24.3700008392334 2022-08-25,25.96999931335449,25.1200008392334 2022-08-26,25.709999084472656,24.920000076293945 2022-08-29,24.84000015258789,24.399999618530277 2022-08-30,24.975000381469727,24.18000030517578 2022-08-31,24.799999237060547,24.0049991607666 2022-09-01,25.01000022888184,24.584999084472656 ", 2935,US,technical,"What is the upper channel value of SuperTrend for Ford Motor Company on September 01, 2020? (Standard parameters: period 10, multiplier 3; Require 5n data points to warm up) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",6.821,easy,channel,"Mid_t = (H_t + L_t) / 2; BasicUpper_t = Mid_t + m * ATR_n^{Wilder}; BasicLower_t = Mid_t - m * ATR_n^{Wilder}; in long state Lower_t = max(BasicLower_t, Lower_{t-1}), flip to short if C_t < Lower_t; in short state Upper_t = min(BasicUpper_t, Upper_{t-1}), flip to long if C_t > Upper_t","date,high,low,close 2020-06-22,6.28000020980835,6.130000114440918,6.28000020980835 2020-06-23,6.380000114440918,6.139999866485596,6.150000095367432 2020-06-24,6.119999885559082,5.860000133514404,5.949999809265137 2020-06-25,6.050000190734863,5.800000190734863,6.03000020980835 2020-06-26,6.070000171661377,5.809999942779541,5.909999847412109 2020-06-29,6.070000171661377,5.809999942779541,6.010000228881836 2020-06-30,6.099999904632568,5.900000095367432,6.079999923706055 2020-07-01,6.179999828338623,5.949999809265137,5.980000019073486 2020-07-02,6.170000076293945,6.0,6.050000190734863 2020-07-06,6.199999809265137,6.110000133514404,6.190000057220459 2020-07-07,6.199999809265137,6.090000152587891,6.119999885559082 2020-07-08,6.179999828338623,6.050000190734863,6.090000152587891 2020-07-09,6.099999904632568,5.820000171661377,5.840000152587891 2020-07-10,6.099999904632568,5.739999771118164,6.099999904632568 2020-07-13,6.21999979019165,6.050000190734863,6.059999942779541 2020-07-14,6.389999866485596,6.079999923706055,6.360000133514404 2020-07-15,6.78000020980835,6.519999980926514,6.739999771118164 2020-07-16,6.900000095367432,6.630000114440918,6.860000133514404 2020-07-17,6.909999847412109,6.730000019073486,6.800000190734863 2020-07-20,6.849999904632568,6.579999923706055,6.659999847412109 2020-07-21,6.809999942779541,6.639999866485596,6.679999828338623 2020-07-22,6.880000114440918,6.610000133514404,6.840000152587891 2020-07-23,7.059999942779541,6.800000190734863,6.980000019073486 2020-07-24,7.010000228881836,6.860000133514404,6.880000114440918 2020-07-27,6.940000057220459,6.769999980926514,6.929999828338623 2020-07-28,7.050000190734863,6.900000095367432,7.010000228881836 2020-07-29,7.059999942779541,6.829999923706055,6.920000076293945 2020-07-30,6.829999923706055,6.670000076293945,6.739999771118164 2020-07-31,6.900000095367432,6.519999980926514,6.610000133514404 2020-08-03,6.71999979019165,6.53000020980835,6.690000057220459 2020-08-04,6.909999847412109,6.730000019073486,6.860000133514404 2020-08-05,7.03000020980835,6.860000133514404,6.960000038146973 2020-08-06,7.0,6.889999866485596,6.929999828338623 2020-08-07,6.920000076293945,6.789999961853027,6.860000133514404 2020-08-10,7.130000114440918,6.909999847412109,7.090000152587891 2020-08-11,7.380000114440918,7.190000057220459,7.230000019073486 2020-08-12,7.369999885559082,7.059999942779541,7.110000133514404 2020-08-13,7.179999828338623,7.0,7.03000020980835 2020-08-14,7.110000133514404,6.929999828338623,7.039999961853027 2020-08-17,7.059999942779541,6.869999885559082,6.980000019073486 2020-08-18,7.010000228881836,6.889999866485596,6.889999866485596 2020-08-19,7.019999980926514,6.860000133514404,6.869999885559082 2020-08-20,6.889999866485596,6.730000019073486,6.840000152587891 2020-08-21,6.849999904632568,6.650000095367432,6.659999847412109 2020-08-24,7.0,6.690000057220459,6.980000019073486 2020-08-25,7.099999904632568,6.860000133514404,6.940000057220459 2020-08-26,6.96999979019165,6.769999980926514,6.820000171661377 2020-08-27,6.980000019073486,6.829999923706055,6.909999847412109 2020-08-28,6.949999809265137,6.860000133514404,6.940000057220459 2020-08-31,6.929999828338623,6.789999961853027,6.820000171661377 2020-09-01,6.869999885559082,6.71999979019165,6.829999923706055 ", 2936,US,technical,"On January 03, 2020, what is the SuperTrend lower channel value for Advanced Micro Devices? (Standard parameters: period 10, multiplier 3; Require 5n data points to warm up) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",43.8765,easy,channel,"Mid_t = (H_t + L_t) / 2; BasicUpper_t = Mid_t + m * ATR_n^{Wilder}; BasicLower_t = Mid_t - m * ATR_n^{Wilder}; in long state Lower_t = max(BasicLower_t, Lower_{t-1}), flip to short if C_t < Lower_t; in short state Upper_t = min(BasicUpper_t, Upper_{t-1}), flip to long if C_t > Upper_t","date,high,low,close 2019-10-22,32.150001525878906,31.5,31.51000022888184 2019-10-23,31.649999618530277,30.82999992370605,31.36000061035156 2019-10-24,31.86000061035156,31.34000015258789,31.71999931335449 2019-10-25,32.86000061035156,31.82999992370605,32.709999084472656 2019-10-28,33.90999984741211,33.150001525878906,33.689998626708984 2019-10-29,33.900001525878906,32.70000076293945,33.029998779296875 2019-10-30,33.34000015258789,32.029998779296875,33.130001068115234 2019-10-31,34.34000015258789,32.81999969482422,33.93000030517578 2019-11-01,35.0,34.099998474121094,34.88999938964844 2019-11-04,36.45000076293945,34.7599983215332,36.290000915527344 2019-11-05,37.18000030517578,35.97999954223633,36.150001525878906 2019-11-06,36.47999954223633,35.52000045776367,35.93000030517578 2019-11-07,36.9900016784668,36.02999877929688,36.27999877929688 2019-11-08,36.58000183105469,36.0,36.290000915527344 2019-11-11,36.65999984741211,35.58000183105469,36.310001373291016 2019-11-12,37.130001068115234,36.400001525878906,36.709999084472656 2019-11-13,37.959999084472656,36.58000183105469,37.52000045776367 2019-11-14,38.5,37.36000061035156,38.34999847412109 2019-11-15,39.369998931884766,38.34000015258789,38.560001373291016 2019-11-18,39.9900016784668,38.59999847412109,39.880001068115234 2019-11-19,41.790000915527344,39.68999862670898,41.290000915527344 2019-11-20,41.75,40.06999969482422,40.97999954223633 2019-11-21,40.709999084472656,38.63999938964844,39.52000045776367 2019-11-22,39.88999938964844,38.18999862670898,39.150001525878906 2019-11-25,40.16999816894531,39.4900016784668,39.790000915527344 2019-11-26,39.47999954223633,38.810001373291016,38.9900016784668 2019-11-27,39.7599983215332,39.06999969482422,39.40999984741211 2019-11-29,39.52000045776367,39.02000045776367,39.150001525878906 2019-12-02,39.40999984741211,38.43999862670898,38.72999954223633 2019-12-03,38.93000030517578,37.150001525878906,38.900001525878906 2019-12-04,39.81999969482422,39.130001068115234,39.68999862670898 2019-12-05,40.220001220703125,39.54999923706055,39.619998931884766 2019-12-06,40.18999862670898,39.560001373291016,39.630001068115234 2019-12-09,39.84000015258789,38.90999984741211,38.93000030517578 2019-12-10,39.72999954223633,38.81999969482422,39.43999862670898 2019-12-11,39.61000061035156,39.040000915527344,39.470001220703125 2019-12-12,42.619998931884766,39.25,42.59000015258789 2019-12-13,42.95000076293945,41.060001373291016,41.150001525878906 2019-12-16,42.97999954223633,41.72999954223633,42.34999847412109 2019-12-17,43.11000061035156,42.150001525878906,42.77000045776367 2019-12-18,43.060001373291016,42.2400016784668,42.29999923706055 2019-12-19,43.34000015258789,42.59999847412109,42.83000183105469 2019-12-20,44.2599983215332,43.2599983215332,44.150001525878906 2019-12-23,45.630001068115234,44.38999938964844,45.459999084472656 2019-12-24,46.61000061035156,45.77000045776367,46.540000915527344 2019-12-26,47.310001373291016,45.65999984741211,46.630001068115234 2019-12-27,46.880001068115234,45.97999954223633,46.18000030517578 2019-12-30,46.16999816894531,44.65999984741211,45.52000045776367 2019-12-31,46.09000015258789,44.91999816894531,45.86000061035156 2020-01-02,49.25,46.630001068115234,49.09999847412109 2020-01-03,49.38999938964844,47.540000915527344,48.59999847412109 ", 2937,US,technical,"For Verisign's SuperTrend on August 29, 2025, what is the upper value? (Standard parameters: period 10, multiplier 3; Require 5n data points to warm up) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",284.5996,easy,channel,"Mid_t = (H_t + L_t) / 2; BasicUpper_t = Mid_t + m * ATR_n^{Wilder}; BasicLower_t = Mid_t - m * ATR_n^{Wilder}; in long state Lower_t = max(BasicLower_t, Lower_{t-1}), flip to short if C_t < Lower_t; in short state Upper_t = min(BasicUpper_t, Upper_{t-1}), flip to long if C_t > Upper_t","date,high,low,close 2025-06-18,284.44000244140625,279.760009765625,281.1600036621094 2025-06-20,283.0400085449219,278.3599853515625,280.7300109863281 2025-06-23,283.8599853515625,279.1000061035156,282.8900146484375 2025-06-24,285.2099914550781,280.7699890136719,285.0299987792969 2025-06-25,284.6000061035156,281.9100036621094,282.44000244140625 2025-06-26,284.2200012207031,280.7900085449219,283.2099914550781 2025-06-27,288.3399963378906,282.0,287.67999267578125 2025-06-30,290.3800048828125,286.8699951171875,288.79998779296875 2025-07-01,290.3699951171875,283.6499938964844,289.0799865722656 2025-07-02,287.510009765625,277.0,282.0199890136719 2025-07-03,286.57000732421875,281.9700012207031,286.32000732421875 2025-07-07,289.0,285.989990234375,287.489990234375 2025-07-08,287.3099975585937,281.1000061035156,286.8500061035156 2025-07-09,291.5400085449219,284.79998779296875,289.760009765625 2025-07-10,289.9599914550781,284.20001220703125,285.2900085449219 2025-07-11,284.6300048828125,280.44000244140625,281.3900146484375 2025-07-14,285.0,281.0,282.8099975585937 2025-07-15,282.8399963378906,280.239990234375,281.489990234375 2025-07-16,283.3999938964844,278.7099914550781,283.2699890136719 2025-07-17,283.2900085449219,279.29998779296875,280.8599853515625 2025-07-18,283.67999267578125,279.1600036621094,283.42999267578125 2025-07-21,285.739990234375,281.2099914550781,284.1700134277344 2025-07-22,288.3699951171875,283.2900085449219,287.9200134277344 2025-07-23,289.95001220703125,283.8900146484375,289.3599853515625 2025-07-24,289.989990234375,286.3900146484375,286.6700134277344 2025-07-25,308.0,288.1199951171875,305.7900085449219 2025-07-28,310.6000061035156,304.8399963378906,305.9800109863281 2025-07-29,288.0,273.260009765625,277.4700012207031 2025-07-30,277.25,263.94000244140625,266.9800109863281 2025-07-31,269.1199951171875,264.7099914550781,268.8699951171875 2025-08-01,268.8299865722656,264.04998779296875,265.3699951171875 2025-08-04,268.70001220703125,262.5599975585937,268.2900085449219 2025-08-05,270.5,263.9200134277344,268.2300109863281 2025-08-06,273.3800048828125,266.1199951171875,273.2200012207031 2025-08-07,275.4100036621094,270.6700134277344,273.989990234375 2025-08-08,275.9200134277344,269.8299865722656,271.8900146484375 2025-08-11,273.7799987792969,267.0400085449219,267.4200134277344 2025-08-12,267.4200134277344,261.8800048828125,263.0199890136719 2025-08-13,268.8900146484375,261.2300109863281,267.5 2025-08-14,267.70001220703125,264.29998779296875,266.82000732421875 2025-08-15,270.8699951171875,266.0,269.8900146484375 2025-08-18,270.8500061035156,266.1000061035156,267.6499938964844 2025-08-19,269.6000061035156,266.2200012207031,269.2300109863281 2025-08-20,271.8099975585937,268.2900085449219,271.4200134277344 2025-08-21,273.17999267578125,270.010009765625,272.239990234375 2025-08-22,273.5,267.8699951171875,269.54998779296875 2025-08-25,271.6400146484375,266.17999267578125,266.3900146484375 2025-08-26,270.25,265.8699951171875,269.989990234375 2025-08-27,273.0,270.4700012207031,272.3699951171875 2025-08-28,273.8099975585937,271.4599914550781,272.0 2025-08-29,273.3800048828125,270.9700012207031,273.3699951171875 ", 2938,US,technical,"What is the value of the middle of SuperTrend for Deckers Brands on May 15, 2025? (Standard parameters: period 10, multiplier 3; Require 5n data points to warm up) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",126.325,easy,channel,"Mid_t = (H_t + L_t) / 2; BasicUpper_t = Mid_t + m * ATR_n^{Wilder}; BasicLower_t = Mid_t - m * ATR_n^{Wilder}; in long state Lower_t = max(BasicLower_t, Lower_{t-1}), flip to short if C_t < Lower_t; in short state Upper_t = min(BasicUpper_t, Upper_{t-1}), flip to long if C_t > Upper_t","date,high,low,close 2025-03-05,137.5,134.25999450683594,136.08999633789062 2025-03-06,137.22999572753906,130.75999450683594,131.92999267578125 2025-03-07,131.0,122.62000274658205,126.72000122070312 2025-03-10,124.8000030517578,119.3000030517578,121.11000061035156 2025-03-11,124.79000091552734,119.80999755859376,120.52999877929688 2025-03-12,126.3499984741211,121.25,121.58000183105467 2025-03-13,121.56999969482422,115.05999755859376,117.04000091552734 2025-03-14,120.38999938964844,117.16999816894533,118.68000030517578 2025-03-17,118.97000122070312,115.5,117.4800033569336 2025-03-18,117.95999908447266,115.0,115.3000030517578 2025-03-19,119.97000122070312,115.98999786376952,119.0500030517578 2025-03-20,119.83000183105467,115.5999984741211,115.66999816894533 2025-03-21,118.33000183105467,112.0999984741211,117.86000061035156 2025-03-24,125.36000061035156,120.36000061035156,124.68000030517578 2025-03-25,125.70999908447266,122.58000183105467,122.97000122070312 2025-03-26,122.79000091552734,117.54000091552734,118.16000366210938 2025-03-27,119.47000122070312,115.22000122070312,116.9499969482422 2025-03-28,115.31999969482422,110.75,111.55999755859376 2025-03-31,112.11000061035156,107.37000274658205,111.80999755859376 2025-04-01,114.62999725341795,111.0999984741211,113.3499984741211 2025-04-02,119.19000244140624,111.44000244140624,117.9800033569336 2025-04-03,102.87000274658205,96.8000030517578,100.87999725341795 2025-04-04,108.61000061035156,93.72000122070312,106.0199966430664 2025-04-07,109.29000091552734,99.0,106.12999725341795 2025-04-08,110.73999786376952,100.37000274658205,101.87999725341795 2025-04-09,118.63999938964844,101.04000091552734,116.05999755859376 2025-04-10,113.41999816894533,106.33000183105467,109.62999725341795 2025-04-11,109.86000061035156,105.54000091552734,109.0500030517578 2025-04-14,113.3000030517578,105.7300033569336,107.1500015258789 2025-04-15,107.1999969482422,103.1500015258789,104.18000030517578 2025-04-16,105.1500015258789,101.69000244140624,103.0199966430664 2025-04-17,105.94000244140624,103.0199966430664,105.66999816894533 2025-04-21,104.27999877929688,100.26000213623048,103.5500030517578 2025-04-22,107.5199966430664,104.16000366210938,106.41999816894533 2025-04-23,113.0,106.2699966430664,106.66000366210938 2025-04-24,112.33000183105467,106.9800033569336,110.6500015258789 2025-04-25,110.56999969482422,108.33000183105467,109.19000244140624 2025-04-28,110.51000213623048,107.22000122070312,109.1500015258789 2025-04-29,112.13999938964844,108.4000015258789,111.69000244140624 2025-04-30,111.5199966430664,108.04000091552734,110.83000183105467 2025-05-01,112.70999908447266,110.5,111.12999725341795 2025-05-02,118.0,113.87000274658205,116.94000244140624 2025-05-05,120.58000183105467,117.86000061035156,118.33000183105467 2025-05-06,118.4499969482422,115.0999984741211,117.06999969482422 2025-05-07,121.41999816894533,117.55999755859376,120.86000061035156 2025-05-08,127.66999816894533,123.51000213623048,125.62000274658205 2025-05-09,125.73999786376952,120.88999938964844,121.06999969482422 2025-05-12,133.42999267578125,123.83000183105467,126.08000183105467 2025-05-13,130.41000366210938,127.37000274658205,129.3699951171875 2025-05-14,131.52000427246094,126.6999969482422,127.36000061035156 2025-05-15,127.48999786376952,125.16000366210938,126.94000244140624 ", 2939,US,technical,"Calculate the SuperTrend middle channel value for Corning Inc. on December 23, 2021. (Standard parameters: period 10, multiplier 3; Require 5n data points to warm up) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",36.74,easy,channel,"Mid_t = (H_t + L_t) / 2; BasicUpper_t = Mid_t + m * ATR_n^{Wilder}; BasicLower_t = Mid_t - m * ATR_n^{Wilder}; in long state Lower_t = max(BasicLower_t, Lower_{t-1}), flip to short if C_t < Lower_t; in short state Upper_t = min(BasicUpper_t, Upper_{t-1}), flip to long if C_t > Upper_t","date,high,low,close 2021-10-13,36.91999816894531,36.22999954223633,36.84999847412109 2021-10-14,37.88999938964844,37.09999847412109,37.68999862670898 2021-10-15,38.2599983215332,37.75,37.95000076293945 2021-10-18,38.0099983215332,37.43000030517578,37.81999969482422 2021-10-19,38.18999862670898,37.720001220703125,37.90999984741211 2021-10-20,38.5099983215332,37.86000061035156,38.33000183105469 2021-10-21,38.4900016784668,37.9900016784668,38.459999084472656 2021-10-22,38.650001525878906,37.93000030517578,38.22999954223633 2021-10-25,38.900001525878906,38.16999816894531,38.61000061035156 2021-10-26,36.93000030517578,36.02999877929688,36.58000183105469 2021-10-27,36.70000076293945,35.2400016784668,35.38999938964844 2021-10-28,35.95000076293945,35.380001068115234,35.63999938964844 2021-10-29,36.0099983215332,35.40999984741211,35.56999969482422 2021-11-01,36.59000015258789,35.529998779296875,36.43999862670898 2021-11-02,37.02999877929688,36.33000183105469,36.959999084472656 2021-11-03,37.2400016784668,36.7400016784668,37.060001373291016 2021-11-04,37.13999938964844,36.41999816894531,36.66999816894531 2021-11-05,38.54999923706055,36.88999938964844,38.34000015258789 2021-11-08,38.81999969482422,38.150001525878906,38.470001220703125 2021-11-09,38.93999862670898,38.18999862670898,38.220001220703125 2021-11-10,38.27999877929688,37.65999984741211,37.869998931884766 2021-11-11,38.58000183105469,37.81999969482422,38.2599983215332 2021-11-12,39.27999877929688,38.27999877929688,39.119998931884766 2021-11-15,39.2400016784668,38.59999847412109,38.70000076293945 2021-11-16,39.04999923706055,38.56999969482422,38.650001525878906 2021-11-17,38.68999862670898,38.02000045776367,38.20000076293945 2021-11-18,38.38999938964844,37.83000183105469,38.33000183105469 2021-11-19,38.31999969482422,37.63999938964844,37.650001525878906 2021-11-22,39.20000076293945,37.709999084472656,38.709999084472656 2021-11-23,39.4900016784668,38.709999084472656,39.43000030517578 2021-11-24,39.4900016784668,38.97999954223633,39.040000915527344 2021-11-26,38.56999969482422,37.68000030517578,37.959999084472656 2021-11-29,38.880001068115234,38.02999877929688,38.459999084472656 2021-11-30,38.27999877929688,36.97999954223633,37.09000015258789 2021-12-01,38.40999984741211,36.83000183105469,36.84999847412109 2021-12-02,37.77999877929688,36.90999984741211,37.52999877929688 2021-12-03,37.83000183105469,36.869998931884766,37.130001068115234 2021-12-06,38.02000045776367,36.93000030517578,37.65999984741211 2021-12-07,38.63999938964844,37.93000030517578,38.22999954223633 2021-12-08,38.52000045776367,38.060001373291016,38.31999969482422 2021-12-09,38.470001220703125,37.52999877929688,37.54999923706055 2021-12-10,38.16999816894531,37.43999862670898,37.61000061035156 2021-12-13,37.52000045776367,36.47999954223633,36.93000030517578 2021-12-14,37.29999923706055,36.68999862670898,36.77999877929688 2021-12-15,37.27999877929688,36.619998931884766,37.20000076293945 2021-12-16,37.70000076293945,37.08000183105469,37.09999847412109 2021-12-17,37.119998931884766,36.43000030517578,36.68999862670898 2021-12-20,36.220001220703125,35.369998931884766,36.09999847412109 2021-12-21,36.380001068115234,35.7599983215332,36.2599983215332 2021-12-22,36.59999847412109,36.18000030517578,36.380001068115234 2021-12-23,37.02000045776367,36.459999084472656,36.75 ", 2940,US,technical,"What is the 5-day period Simple Moving Average close price of S&P Global on February 28, 2023? (Unit: USD) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",344.084,easy,moving average,SMA_n = 1 / n * \sum_{i=0}^{n-1} P_{t-i},"date,close 2023-02-22,346.20001220703125 2023-02-23,348.1300048828125 2023-02-24,343.3800048828125 2023-02-27,341.510009765625 2023-02-28,341.20001220703125 ", 2941,US,technical,"On June 02, 2023, what is the 10-day Simple Moving Average close price of Howmet Aerospace? (Unit: USD) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",43.864,easy,moving average,SMA_n = 1 / n * \sum_{i=0}^{n-1} P_{t-i},"date,close 2023-05-19,44.959999084472656 2023-05-22,44.81999969482422 2023-05-23,43.77000045776367 2023-05-24,43.2400016784668 2023-05-25,43.2599983215332 2023-05-26,43.5 2023-05-30,43.47999954223633 2023-05-31,42.75 2023-06-01,43.72999954223633 2023-06-02,45.130001068115234 ", 2942,US,technical,"For the 20-day Simple Moving Average close price, what is the value for Occidental Petroleum on January 14, 2022? (Unit: USD) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",31.072,easy,moving average,SMA_n = 1 / n * \sum_{i=0}^{n-1} P_{t-i},"date,close 2021-12-17,28.040000915527344 2021-12-20,26.979999542236328 2021-12-21,28.600000381469727 2021-12-22,28.920000076293945 2021-12-23,28.850000381469727 2021-12-27,29.63999938964844 2021-12-28,29.479999542236328 2021-12-29,29.26000022888184 2021-12-30,28.96999931335449 2021-12-31,28.989999771118164 2022-01-03,31.059999465942383 2022-01-04,33.380001068115234 2022-01-05,31.809999465942383 2022-01-06,32.7599983215332 2022-01-07,33.209999084472656 2022-01-10,32.380001068115234 2022-01-11,34.70000076293945 2022-01-12,34.75 2022-01-13,34.150001525878906 2022-01-14,35.5099983215332 ", 2943,US,technical,"What is Hasbro's 30-day Simple Moving Average close price on June 30, 2022? (Unit: USD) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",85.1077,easy,moving average,SMA_n = 1 / n * \sum_{i=0}^{n-1} P_{t-i},"date,close 2022-05-18,90.7300033569336 2022-05-19,86.76000213623047 2022-05-20,84.69999694824219 2022-05-23,84.95999908447266 2022-05-24,81.61000061035156 2022-05-25,83.56999969482422 2022-05-26,85.98999786376953 2022-05-27,87.08000183105469 2022-05-31,89.75 2022-06-01,89.44999694824219 2022-06-02,89.87000274658203 2022-06-03,88.79000091552734 2022-06-06,88.56999969482422 2022-06-07,88.81999969482422 2022-06-08,88.33000183105469 2022-06-09,87.29000091552734 2022-06-10,84.91999816894531 2022-06-13,81.2699966430664 2022-06-14,80.75 2022-06-15,81.76000213623047 2022-06-16,79.01000213623047 2022-06-17,80.11000061035156 2022-06-21,82.45999908447266 2022-06-22,82.2699966430664 2022-06-23,83.05999755859375 2022-06-24,85.73999786376953 2022-06-27,85.6500015258789 2022-06-28,84.19000244140625 2022-06-29,83.88999938964844 2022-06-30,81.87999725341797 ", 2944,US,technical,"Calculate the 60-day period Simple Moving Average close price for Paccar on August 05, 2020. (Unit: USD) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",50.8043,easy,moving average,SMA_n = 1 / n * \sum_{i=0}^{n-1} P_{t-i},"date,close 2020-05-12,44.560001373291016 2020-05-13,44.0 2020-05-14,44.40666580200195 2020-05-15,44.5533332824707 2020-05-18,46.64666748046875 2020-05-19,45.70000076293945 2020-05-20,46.02000045776367 2020-05-21,45.459999084472656 2020-05-22,45.61333465576172 2020-05-26,48.36000061035156 2020-05-27,50.040000915527344 2020-05-28,49.34000015258789 2020-05-29,49.2400016784668 2020-06-01,48.74666595458984 2020-06-02,48.95333480834961 2020-06-03,49.75333404541016 2020-06-04,50.459999084472656 2020-06-05,51.96666717529297 2020-06-08,52.5533332824707 2020-06-09,52.633331298828125 2020-06-10,51.20000076293945 2020-06-11,48.38666534423828 2020-06-12,48.77999877929688 2020-06-15,49.14666748046875 2020-06-16,49.67333221435547 2020-06-17,49.53333282470703 2020-06-18,49.64666748046875 2020-06-19,49.973331451416016 2020-06-22,49.81333160400391 2020-06-23,49.8466682434082 2020-06-24,48.3466682434082 2020-06-25,48.83333206176758 2020-06-26,48.29333114624024 2020-06-29,49.119998931884766 2020-06-30,49.900001525878906 2020-07-01,49.5 2020-07-02,50.45333480834961 2020-07-06,51.43999862670898 2020-07-07,50.51333236694336 2020-07-08,50.30666732788086 2020-07-09,49.619998931884766 2020-07-10,50.15999984741211 2020-07-13,50.426666259765625 2020-07-14,51.36666870117188 2020-07-15,52.47999954223633 2020-07-16,52.96666717529297 2020-07-17,52.95333480834961 2020-07-20,53.119998931884766 2020-07-21,55.77333450317383 2020-07-22,56.83333206176758 2020-07-23,57.37333297729492 2020-07-24,57.15999984741211 2020-07-27,57.27999877929688 2020-07-28,56.96666717529297 2020-07-29,57.32666778564453 2020-07-30,56.40666580200195 2020-07-31,56.720001220703125 2020-08-03,57.073333740234375 2020-08-04,56.606666564941406 2020-08-05,57.93333435058594 ", 2945,US,technical,"What is the 20-day period Weighted Moving Average close price of General Dynamics on July 21, 2020? (Unit: USD) (Weights are 1, 2, ..., n) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",145.727,easy,moving average,WMA_n = \sum_{i=0}^{n-1} (n-i) * P_{t-i} / \sum_{j=1}^{n} j,"date,close 2020-06-23,152.75 2020-06-24,146.4499969482422 2020-06-25,146.9600067138672 2020-06-26,146.0500030517578 2020-06-29,149.33999633789062 2020-06-30,149.4600067138672 2020-07-01,147.13999938964844 2020-07-02,147.3000030517578 2020-07-06,148.47000122070312 2020-07-07,145.17999267578125 2020-07-08,143.89999389648438 2020-07-09,138.02000427246094 2020-07-10,141.97000122070312 2020-07-13,142.82000732421875 2020-07-14,143.36000061035156 2020-07-15,145.7899932861328 2020-07-16,148.50999450683594 2020-07-17,148.91000366210938 2020-07-20,145.4499969482422 2020-07-21,147.80999755859375 ", 2946,US,technical,"On November 01, 2023, what is the 5-day Weighted Moving Average close price of Tapestry? (Unit: USD) (Weights are 1, 2, ..., n) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",27.3713,easy,moving average,WMA_n = \sum_{i=0}^{n-1} (n-i) * P_{t-i} / \sum_{j=1}^{n} j,"date,close 2023-10-26,28.0 2023-10-27,27.600000381469727 2023-10-30,28.059999465942383 2023-10-31,27.559999465942383 2023-11-01,26.59000015258789 ", 2947,US,technical,"For the 5-day Weighted Moving Average close price, what is the value for Danaher Corporation on June 09, 2020? (Unit: USD) (Weights are 1, 2, ..., n) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",151.3121,easy,moving average,WMA_n = \sum_{i=0}^{n-1} (n-i) * P_{t-i} / \sum_{j=1}^{n} j,"date,close 2020-06-03,150.39007568359375 2020-06-04,149.6365203857422 2020-06-05,153.57269287109375 2020-06-08,152.04786682128906 2020-06-09,150.2216339111328 ", 2948,US,technical,"What is Citizens Financial Group's 60-day Weighted Moving Average close price on November 15, 2023? (Unit: USD) (Weights are 1, 2, ..., n) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",25.606,easy,moving average,WMA_n = \sum_{i=0}^{n-1} (n-i) * P_{t-i} / \sum_{j=1}^{n} j,"date,close 2023-08-23,26.920000076293945 2023-08-24,27.07999992370605 2023-08-25,26.84000015258789 2023-08-28,27.3700008392334 2023-08-29,28.299999237060547 2023-08-30,27.989999771118164 2023-08-31,28.1299991607666 2023-09-01,28.6299991607666 2023-09-05,28.3799991607666 2023-09-06,27.68000030517578 2023-09-07,26.940000534057617 2023-09-08,27.3700008392334 2023-09-11,27.6200008392334 2023-09-12,28.3700008392334 2023-09-13,27.440000534057617 2023-09-14,28.270000457763672 2023-09-15,27.959999084472656 2023-09-18,27.399999618530277 2023-09-19,27.459999084472656 2023-09-20,27.520000457763672 2023-09-21,26.96999931335449 2023-09-22,26.559999465942383 2023-09-25,26.6299991607666 2023-09-26,25.989999771118164 2023-09-27,25.76000022888184 2023-09-28,26.350000381469727 2023-09-29,26.799999237060547 2023-10-02,25.90999984741211 2023-10-03,25.450000762939453 2023-10-04,25.63999938964844 2023-10-05,25.790000915527344 2023-10-06,26.18000030517578 2023-10-09,26.32999992370605 2023-10-10,26.809999465942383 2023-10-11,26.75 2023-10-12,26.36000061035156 2023-10-13,25.709999084472656 2023-10-16,26.51000022888184 2023-10-17,27.100000381469727 2023-10-18,25.59000015258789 2023-10-19,24.8799991607666 2023-10-20,23.76000022888184 2023-10-23,23.57999992370605 2023-10-24,23.57999992370605 2023-10-25,23.46999931335449 2023-10-26,23.739999771118164 2023-10-27,22.8700008392334 2023-10-30,23.38999938964844 2023-10-31,23.43000030517578 2023-11-01,23.170000076293945 2023-11-02,24.899999618530277 2023-11-03,26.170000076293945 2023-11-06,25.84000015258789 2023-11-07,25.809999465942383 2023-11-08,25.709999084472656 2023-11-09,25.020000457763672 2023-11-10,25.170000076293945 2023-11-13,24.950000762939453 2023-11-14,26.57999992370605 2023-11-15,27.31999969482422 ", 2949,US,technical,"Calculate the 10-day period Weighted Moving Average close price for Clorox on August 15, 2025. (Unit: USD) (Weights are 1, 2, ..., n) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",123.1167,easy,moving average,WMA_n = \sum_{i=0}^{n-1} (n-i) * P_{t-i} / \sum_{j=1}^{n} j,"date,close 2025-08-04,124.19000244140624 2025-08-05,125.37000274658205 2025-08-06,125.5 2025-08-07,126.08000183105467 2025-08-08,124.87000274658205 2025-08-11,122.08999633789062 2025-08-12,122.81999969482422 2025-08-13,122.88999938964844 2025-08-14,121.58000183105467 2025-08-15,122.16999816894533 ", 2950,US,technical,"What is the 10-day period Exponential Moving Average close price of International Paper on October 07, 2022? (Unit: USD) (Smoothing factor alpha = 2 / (n + 1); Require 4n data points to warm up; Use the first data point as the initial value) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",32.8065,easy,moving average,"EMA_t = \alpha * P_t + (1 - \alpha) * EMA_{t-1}, \quad \alpha = 2 / (n + 1)","date,close 2022-08-11,43.79999923706055 2022-08-12,44.5099983215332 2022-08-15,44.4900016784668 2022-08-16,44.97999954223633 2022-08-17,44.400001525878906 2022-08-18,44.13999938964844 2022-08-19,43.59000015258789 2022-08-22,42.5 2022-08-23,42.77999877929688 2022-08-24,42.61000061035156 2022-08-25,43.869998931884766 2022-08-26,42.619998931884766 2022-08-29,42.150001525878906 2022-08-30,42.09999847412109 2022-08-31,41.619998931884766 2022-09-01,41.310001373291016 2022-09-02,40.93000030517578 2022-09-06,40.33000183105469 2022-09-07,41.060001373291016 2022-09-08,41.56999969482422 2022-09-09,41.720001220703125 2022-09-12,42.16999816894531 2022-09-13,40.4900016784668 2022-09-14,39.68000030517578 2022-09-15,39.68000030517578 2022-09-16,35.22999954223633 2022-09-19,36.52000045776367 2022-09-20,34.83000183105469 2022-09-21,34.2599983215332 2022-09-22,33.810001373291016 2022-09-23,33.099998474121094 2022-09-26,31.770000457763672 2022-09-27,31.899999618530277 2022-09-28,32.709999084472656 2022-09-29,32.09000015258789 2022-09-30,31.700000762939453 2022-10-03,32.540000915527344 2022-10-04,33.25 2022-10-05,32.869998931884766 2022-10-06,32.20000076293945 2022-10-07,31.559999465942383 ", 2951,US,technical,"On August 29, 2024, what is the 20-day Exponential Moving Average close price of Fifth Third Bancorp? (Unit: USD) (Smoothing factor alpha = 2 / (n + 1); Require 4n data points to warm up; Use the first data point as the initial value) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",40.9139,easy,moving average,"EMA_t = \alpha * P_t + (1 - \alpha) * EMA_{t-1}, \quad \alpha = 2 / (n + 1)","date,close 2024-05-06,38.0 2024-05-07,38.02999877929688 2024-05-08,38.47999954223633 2024-05-09,38.650001525878906 2024-05-10,38.77999877929688 2024-05-13,38.20000076293945 2024-05-14,38.470001220703125 2024-05-15,38.97999954223633 2024-05-16,38.59999847412109 2024-05-17,38.560001373291016 2024-05-20,37.7599983215332 2024-05-21,38.040000915527344 2024-05-22,37.59000015258789 2024-05-23,36.81999969482422 2024-05-24,37.25 2024-05-28,36.68000030517578 2024-05-29,36.2599983215332 2024-05-30,36.75 2024-05-31,37.41999816894531 2024-06-03,36.84999847412109 2024-06-04,36.16999816894531 2024-06-05,36.380001068115234 2024-06-06,36.11000061035156 2024-06-07,36.130001068115234 2024-06-10,35.619998931884766 2024-06-11,35.279998779296875 2024-06-12,36.04999923706055 2024-06-13,35.61000061035156 2024-06-14,35.220001220703125 2024-06-17,35.650001525878906 2024-06-18,35.97999954223633 2024-06-20,35.91999816894531 2024-06-21,36.060001373291016 2024-06-24,36.63999938964844 2024-06-25,35.90999984741211 2024-06-26,35.93000030517578 2024-06-27,35.849998474121094 2024-06-28,36.4900016784668 2024-07-01,36.27000045776367 2024-07-02,36.97999954223633 2024-07-03,36.77999877929688 2024-07-05,36.0099983215332 2024-07-08,36.22999954223633 2024-07-09,36.209999084472656 2024-07-10,36.84999847412109 2024-07-11,38.2599983215332 2024-07-12,38.47999954223633 2024-07-15,39.15999984741211 2024-07-16,40.220001220703125 2024-07-17,41.0 2024-07-18,40.22999954223633 2024-07-19,40.9900016784668 2024-07-22,40.86000061035156 2024-07-23,41.2599983215332 2024-07-24,40.97999954223633 2024-07-25,41.83000183105469 2024-07-26,42.27000045776367 2024-07-29,41.9900016784668 2024-07-30,42.2599983215332 2024-07-31,42.34000015258789 2024-08-01,40.72999954223633 2024-08-02,39.54999923706055 2024-08-05,39.22999954223633 2024-08-06,39.369998931884766 2024-08-07,39.02000045776367 2024-08-08,39.65999984741211 2024-08-09,39.650001525878906 2024-08-12,38.91999816894531 2024-08-13,39.41999816894531 2024-08-14,39.709999084472656 2024-08-15,39.9900016784668 2024-08-16,40.68000030517578 2024-08-19,41.06999969482422 2024-08-20,40.63999938964844 2024-08-21,40.68000030517578 2024-08-22,41.0 2024-08-23,42.119998931884766 2024-08-26,41.93999862670898 2024-08-27,41.709999084472656 2024-08-28,42.20000076293945 2024-08-29,42.18999862670898 ", 2952,US,technical,"For the 30-day Exponential Moving Average close price, what is the value for Block on December 03, 2021? (Unit: USD) (Smoothing factor alpha = 2 / (n + 1); Require 4n data points to warm up; Use the first data point as the initial value) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",223.7432,easy,moving average,"EMA_t = \alpha * P_t + (1 - \alpha) * EMA_{t-1}, \quad \alpha = 2 / (n + 1)","date,close 2021-06-15,227.75 2021-06-16,225.1100006103516 2021-06-17,236.1300048828125 2021-06-18,237.0500030517578 2021-06-21,233.88999938964844 2021-06-22,235.97000122070312 2021-06-23,238.6999969482422 2021-06-24,244.1499938964844 2021-06-25,239.94000244140625 2021-06-28,246.6000061035156 2021-06-29,248.8699951171875 2021-06-30,243.8000030517578 2021-07-01,241.8500061035156 2021-07-02,241.0800018310547 2021-07-06,246.6999969482422 2021-07-07,244.63999938964844 2021-07-08,235.8999938964844 2021-07-09,241.88999938964844 2021-07-12,243.3500061035156 2021-07-13,241.42999267578125 2021-07-14,239.0 2021-07-15,235.16000366210935 2021-07-16,237.5200042724609 2021-07-19,233.69000244140625 2021-07-20,246.47000122070312 2021-07-21,257.25 2021-07-22,260.5899963378906 2021-07-23,264.0 2021-07-26,261.989990234375 2021-07-27,251.72999572753903 2021-07-28,258.6099853515625 2021-07-29,255.27999877929688 2021-07-30,247.25999450683597 2021-08-02,272.3800048828125 2021-08-03,269.489990234375 2021-08-04,266.4200134277344 2021-08-05,281.8099975585937 2021-08-06,275.1000061035156 2021-08-09,279.7300109863281 2021-08-10,273.0799865722656 2021-08-11,271.0899963378906 2021-08-12,268.5899963378906 2021-08-13,267.8800048828125 2021-08-16,263.3999938964844 2021-08-17,260.8800048828125 2021-08-18,259.6600036621094 2021-08-19,257.3500061035156 2021-08-20,263.04998779296875 2021-08-23,270.44000244140625 2021-08-24,270.1700134277344 2021-08-25,267.57000732421875 2021-08-26,262.1300048828125 2021-08-27,268.010009765625 2021-08-30,271.9200134277344 2021-08-31,268.07000732421875 2021-09-01,268.25 2021-09-02,265.94000244140625 2021-09-03,269.739990234375 2021-09-07,265.8299865722656 2021-09-08,254.72000122070312 2021-09-09,251.5399932861328 2021-09-10,247.8999938964844 2021-09-13,246.67999267578125 2021-09-14,247.0500030517578 2021-09-15,248.8000030517578 2021-09-16,255.08999633789065 2021-09-17,255.7899932861328 2021-09-20,250.22999572753903 2021-09-21,251.3000030517578 2021-09-22,261.07000732421875 2021-09-23,266.7200012207031 2021-09-24,262.5 2021-09-27,258.1099853515625 2021-09-28,242.6999969482422 2021-09-29,236.0399932861328 2021-09-30,239.83999633789065 2021-10-01,239.2899932861328 2021-10-04,226.25 2021-10-05,235.97999572753903 2021-10-06,239.1199951171875 2021-10-07,249.16000366210935 2021-10-08,238.4900054931641 2021-10-11,232.3300018310547 2021-10-12,237.41000366210935 2021-10-13,242.72999572753903 2021-10-14,247.41000366210935 2021-10-15,249.0 2021-10-18,252.1999969482422 2021-10-19,254.41000366210935 2021-10-20,255.3500061035156 2021-10-21,265.0799865722656 2021-10-22,253.05999755859372 2021-10-25,262.0 2021-10-26,263.3900146484375 2021-10-27,253.0200042724609 2021-10-28,261.3299865722656 2021-10-29,254.5 2021-11-01,255.0399932861328 2021-11-02,249.00999450683597 2021-11-03,252.47999572753903 2021-11-04,247.4600067138672 2021-11-05,237.3800048828125 2021-11-08,236.7700042724609 2021-11-09,230.77999877929688 2021-11-10,227.2100067138672 2021-11-11,226.50999450683597 2021-11-12,227.3000030517578 2021-11-15,233.0200042724609 2021-11-16,238.47000122070312 2021-11-17,231.8500061035156 2021-11-18,230.3500061035156 2021-11-19,225.13999938964844 2021-11-22,211.30999755859372 2021-11-23,210.5500030517578 2021-11-24,215.6499938964844 2021-11-26,212.0800018310547 2021-11-29,212.8699951171875 2021-11-30,208.3300018310547 2021-12-01,194.5 2021-12-02,192.1499938964844 2021-12-03,181.30999755859372 ", 2953,US,technical,"What is Royal Caribbean Group's 5-day Exponential Moving Average close price on December 12, 2025? (Unit: USD) (Smoothing factor alpha = 2 / (n + 1); Require 4n data points to warm up; Use the first data point as the initial value) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",269.2351,easy,moving average,"EMA_t = \alpha * P_t + (1 - \alpha) * EMA_{t-1}, \quad \alpha = 2 / (n + 1)","date,close 2025-11-13,255.75999450683597 2025-11-14,252.8699951171875 2025-11-17,246.7100067138672 2025-11-18,251.4199981689453 2025-11-19,256.0 2025-11-20,252.72000122070312 2025-11-21,264.0899963378906 2025-11-24,255.57000732421875 2025-11-25,266.4100036621094 2025-11-26,265.7099914550781 2025-11-28,266.25 2025-12-01,266.6000061035156 2025-12-02,265.0799865722656 2025-12-03,265.7699890136719 2025-12-04,259.2699890136719 2025-12-05,257.6600036621094 2025-12-08,252.41000366210935 2025-12-09,248.32000732421875 2025-12-10,260.3800048828125 2025-12-11,279.70001220703125 2025-12-12,278.8599853515625 ", 2954,US,technical,"Calculate the 10-day period Exponential Moving Average close price for Tesla on May 11, 2020. (Unit: USD) (Smoothing factor alpha = 2 / (n + 1); Require 4n data points to warm up; Use the first data point as the initial value) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",51.7888,easy,moving average,"EMA_t = \alpha * P_t + (1 - \alpha) * EMA_{t-1}, \quad \alpha = 2 / (n + 1)","date,close 2020-03-13,36.44133377075195 2020-03-16,29.67133331298828 2020-03-17,28.68000030517578 2020-03-18,24.08133316040039 2020-03-19,28.50933265686035 2020-03-20,28.50200080871582 2020-03-23,28.952667236328125 2020-03-24,33.66666793823242 2020-03-25,35.95000076293945 2020-03-26,35.21066665649414 2020-03-27,34.29066848754883 2020-03-30,33.47533416748047 2020-03-31,34.93333435058594 2020-04-01,32.104000091552734 2020-04-02,30.29800033569336 2020-04-03,32.000667572021484 2020-04-06,34.41600036621094 2020-04-07,36.36333465576172 2020-04-08,36.589332580566406 2020-04-09,38.20000076293945 2020-04-13,43.39666748046875 2020-04-14,47.32600021362305 2020-04-15,48.65533447265625 2020-04-16,49.68066787719727 2020-04-17,50.25933456420898 2020-04-20,49.75733184814453 2020-04-21,45.78133392333984 2020-04-22,48.80733489990234 2020-04-23,47.04199981689453 2020-04-24,48.34333419799805 2020-04-27,53.25 2020-04-28,51.27466583251953 2020-04-29,53.367332458496094 2020-04-30,52.12533187866211 2020-05-01,46.75466537475586 2020-05-04,50.74599838256836 2020-05-05,51.2140007019043 2020-05-06,52.172000885009766 2020-05-07,52.00266647338867 2020-05-08,54.62799835205078 2020-05-11,54.08599853515625 ", 2955,US,technical,"What is the 60-day period Double Exponential Moving Average close price of KKR & Co. on September 21, 2023? (Unit: USD) (Smoothing factor alpha = 2 / (n + 1); Require 5n data points to warm up; Use the first data point as the initial value) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",63.3001,easy,moving average,DEMA = 2 * EMA1 - EMA2; EMA1 = EMA_n(P); EMA2 = EMA_n(EMA1),"date,close 2022-07-13,46.16999816894531 2022-07-14,45.83000183105469 2022-07-15,48.2400016784668 2022-07-18,48.709999084472656 2022-07-19,50.790000915527344 2022-07-20,51.61000061035156 2022-07-21,52.45000076293945 2022-07-22,51.33000183105469 2022-07-25,52.13999938964844 2022-07-26,51.09999847412109 2022-07-27,52.630001068115234 2022-07-28,55.43999862670898 2022-07-29,55.459999084472656 2022-08-01,55.52999877929688 2022-08-02,52.2400016784668 2022-08-03,53.290000915527344 2022-08-04,53.2400016784668 2022-08-05,52.41999816894531 2022-08-08,52.810001373291016 2022-08-09,51.75 2022-08-10,55.5 2022-08-11,56.65999984741211 2022-08-12,57.119998931884766 2022-08-15,57.52000045776367 2022-08-16,57.20000076293945 2022-08-17,56.540000915527344 2022-08-18,55.83000183105469 2022-08-19,54.09000015258789 2022-08-22,52.91999816894531 2022-08-23,52.83000183105469 2022-08-24,53.15999984741211 2022-08-25,54.41999816894531 2022-08-26,51.630001068115234 2022-08-29,51.150001525878906 2022-08-30,50.70000076293945 2022-08-31,50.560001373291016 2022-09-01,50.130001068115234 2022-09-02,49.25 2022-09-06,48.52000045776367 2022-09-07,49.43000030517578 2022-09-08,50.06999969482422 2022-09-09,51.5 2022-09-12,52.68000030517578 2022-09-13,50.0 2022-09-14,50.13999938964844 2022-09-15,49.63999938964844 2022-09-16,48.52000045776367 2022-09-19,49.5099983215332 2022-09-20,47.68000030517578 2022-09-21,46.119998931884766 2022-09-22,45.11000061035156 2022-09-23,43.88999938964844 2022-09-26,43.65999984741211 2022-09-27,43.93000030517578 2022-09-28,45.02000045776367 2022-09-29,43.29999923706055 2022-09-30,43.0 2022-10-03,43.970001220703125 2022-10-04,47.38999938964844 2022-10-05,47.290000915527344 2022-10-06,47.040000915527344 2022-10-07,44.900001525878906 2022-10-10,44.9900016784668 2022-10-11,44.13999938964844 2022-10-12,44.380001068115234 2022-10-13,45.52000045776367 2022-10-14,44.31999969482422 2022-10-17,45.18000030517578 2022-10-18,46.43999862670898 2022-10-19,45.77000045776367 2022-10-20,44.90999984741211 2022-10-21,46.34000015258789 2022-10-24,46.2599983215332 2022-10-25,47.27000045776367 2022-10-26,48.2400016784668 2022-10-27,48.72999954223633 2022-10-28,49.380001068115234 2022-10-31,48.630001068115234 2022-11-01,49.470001220703125 2022-11-02,49.84000015258789 2022-11-03,48.47999954223633 2022-11-04,51.33000183105469 2022-11-07,52.540000915527344 2022-11-08,52.65999984741211 2022-11-09,50.5 2022-11-10,56.380001068115234 2022-11-11,57.08000183105469 2022-11-14,53.619998931884766 2022-11-15,54.16999816894531 2022-11-16,53.13999938964844 2022-11-17,51.93999862670898 2022-11-18,51.84000015258789 2022-11-21,51.33000183105469 2022-11-22,51.84999847412109 2022-11-23,52.08000183105469 2022-11-25,51.84999847412109 2022-11-28,50.54999923706055 2022-11-29,50.54999923706055 2022-11-30,51.91999816894531 2022-12-01,52.54999923706055 2022-12-02,52.25 2022-12-05,49.56999969482422 2022-12-06,49.04999923706055 2022-12-07,47.34999847412109 2022-12-08,48.27000045776367 2022-12-09,48.0 2022-12-12,48.33000183105469 2022-12-13,49.93999862670898 2022-12-14,49.34999847412109 2022-12-15,47.470001220703125 2022-12-16,46.58000183105469 2022-12-19,46.0 2022-12-20,46.22999954223633 2022-12-21,47.650001525878906 2022-12-22,46.61000061035156 2022-12-23,46.869998931884766 2022-12-27,45.88999938964844 2022-12-28,45.20000076293945 2022-12-29,46.7400016784668 2022-12-30,46.41999816894531 2023-01-03,46.68000030517578 2023-01-04,48.09999847412109 2023-01-05,47.400001525878906 2023-01-06,48.18000030517578 2023-01-09,49.63999938964844 2023-01-10,50.130001068115234 2023-01-11,52.22999954223633 2023-01-12,53.66999816894531 2023-01-13,54.0 2023-01-17,53.52999877929688 2023-01-18,53.0099983215332 2023-01-19,50.5 2023-01-20,53.18000030517578 2023-01-23,53.88999938964844 2023-01-24,53.369998931884766 2023-01-25,53.56999969482422 2023-01-26,55.31999969482422 2023-01-27,55.5 2023-01-30,54.43000030517578 2023-01-31,55.810001373291016 2023-02-01,56.9900016784668 2023-02-02,58.0099983215332 2023-02-03,57.150001525878906 2023-02-06,56.02000045776367 2023-02-07,58.93999862670898 2023-02-08,58.27000045776367 2023-02-09,57.70000076293945 2023-02-10,57.9900016784668 2023-02-13,59.09999847412109 2023-02-14,58.59999847412109 2023-02-15,58.900001525878906 2023-02-16,57.54999923706055 2023-02-17,57.18000030517578 2023-02-21,55.70000076293945 2023-02-22,55.5099983215332 2023-02-23,55.900001525878906 2023-02-24,55.02999877929688 2023-02-27,55.650001525878906 2023-02-28,56.34999847412109 2023-03-01,55.95000076293945 2023-03-02,55.810001373291016 2023-03-03,56.959999084472656 2023-03-06,57.08000183105469 2023-03-07,55.84999847412109 2023-03-08,57.0 2023-03-09,54.45000076293945 2023-03-10,50.310001373291016 2023-03-13,49.83000183105469 2023-03-14,50.869998931884766 2023-03-15,49.83000183105469 2023-03-16,49.7400016784668 2023-03-17,48.43999862670898 2023-03-20,48.59999847412109 2023-03-21,51.02999877929688 2023-03-22,50.36000061035156 2023-03-23,50.56999969482422 2023-03-24,50.04999923706055 2023-03-27,50.41999816894531 2023-03-28,50.34999847412109 2023-03-29,51.130001068115234 2023-03-30,51.34999847412109 2023-03-31,52.52000045776367 2023-04-03,51.93000030517578 2023-04-04,51.0099983215332 2023-04-05,49.810001373291016 2023-04-06,49.310001373291016 2023-04-10,50.400001525878906 2023-04-11,51.5 2023-04-12,51.290000915527344 2023-04-13,52.0 2023-04-14,51.90999984741211 2023-04-17,52.31999969482422 2023-04-18,53.02999877929688 2023-04-19,53.91999816894531 2023-04-20,52.959999084472656 2023-04-21,52.52000045776367 2023-04-24,52.4900016784668 2023-04-25,51.040000915527344 2023-04-26,50.29999923706055 2023-04-27,51.36000061035156 2023-04-28,53.06999969482422 2023-05-01,53.25 2023-05-02,51.220001220703125 2023-05-03,51.310001373291016 2023-05-04,49.59999847412109 2023-05-05,51.5099983215332 2023-05-08,49.310001373291016 2023-05-09,49.0099983215332 2023-05-10,49.18000030517578 2023-05-11,48.61000061035156 2023-05-12,48.4900016784668 2023-05-15,49.11000061035156 2023-05-16,47.790000915527344 2023-05-17,49.38999938964844 2023-05-18,49.970001220703125 2023-05-19,50.02999877929688 2023-05-22,51.18999862670898 2023-05-23,50.119998931884766 2023-05-24,49.43999862670898 2023-05-25,50.70000076293945 2023-05-26,51.68000030517578 2023-05-30,51.66999816894531 2023-05-31,51.4900016784668 2023-06-01,52.43000030517578 2023-06-02,53.630001068115234 2023-06-05,54.04999923706055 2023-06-06,54.52999877929688 2023-06-07,54.70000076293945 2023-06-08,54.709999084472656 2023-06-09,55.18000030517578 2023-06-12,55.66999816894531 2023-06-13,56.88999938964844 2023-06-14,57.02999877929688 2023-06-15,58.61000061035156 2023-06-16,57.20000076293945 2023-06-20,56.630001068115234 2023-06-21,55.77999877929688 2023-06-22,55.18999862670898 2023-06-23,53.59000015258789 2023-06-26,53.09000015258789 2023-06-27,54.91999816894531 2023-06-28,55.7400016784668 2023-06-29,55.95000076293945 2023-06-30,56.0 2023-07-03,56.5 2023-07-05,55.27000045776367 2023-07-06,53.90999984741211 2023-07-07,54.869998931884766 2023-07-10,55.16999816894531 2023-07-11,56.310001373291016 2023-07-12,58.59000015258789 2023-07-13,61.209999084472656 2023-07-14,60.560001373291016 2023-07-17,60.68000030517578 2023-07-18,61.75 2023-07-19,61.09000015258789 2023-07-20,60.9900016784668 2023-07-21,60.4900016784668 2023-07-24,60.77000045776367 2023-07-25,60.93000030517578 2023-07-26,60.68000030517578 2023-07-27,59.130001068115234 2023-07-28,59.95000076293945 2023-07-31,59.380001068115234 2023-08-01,59.72999954223633 2023-08-02,58.90999984741211 2023-08-03,59.2400016784668 2023-08-04,60.18999862670898 2023-08-07,61.810001373291016 2023-08-08,61.18999862670898 2023-08-09,61.56999969482422 2023-08-10,62.310001373291016 2023-08-11,61.90999984741211 2023-08-14,61.77999877929688 2023-08-15,60.45000076293945 2023-08-16,59.13999938964844 2023-08-17,59.150001525878906 2023-08-18,60.20000076293945 2023-08-21,59.86000061035156 2023-08-22,59.040000915527344 2023-08-23,60.220001220703125 2023-08-24,59.54999923706055 2023-08-25,59.5 2023-08-28,60.63999938964844 2023-08-29,61.720001220703125 2023-08-30,61.869998931884766 2023-08-31,62.810001373291016 2023-09-01,62.20000076293945 2023-09-05,61.97999954223633 2023-09-06,61.720001220703125 2023-09-07,61.380001068115234 2023-09-08,62.81999969482422 2023-09-11,63.20000076293945 2023-09-12,63.790000915527344 2023-09-13,63.220001220703125 2023-09-14,63.720001220703125 2023-09-15,64.4000015258789 2023-09-18,64.45999908447266 2023-09-19,63.43000030517578 2023-09-20,63.630001068115234 2023-09-21,61.380001068115234 ", 2956,US,technical,"On August 27, 2020, what is the 30-day Double Exponential Moving Average close price of Cencora? (Unit: USD) (Smoothing factor alpha = 2 / (n + 1); Require 5n data points to warm up; Use the first data point as the initial value) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",100.9702,easy,moving average,DEMA = 2 * EMA1 - EMA2; EMA1 = EMA_n(P); EMA2 = EMA_n(EMA1),"date,close 2020-01-24,88.91999816894531 2020-01-27,87.5199966430664 2020-01-28,89.11000061035156 2020-01-29,89.86000061035156 2020-01-30,88.87999725341797 2020-01-31,85.55999755859375 2020-02-03,85.69999694824219 2020-02-04,88.08999633789062 2020-02-05,91.44000244140624 2020-02-06,92.4800033569336 2020-02-07,91.94000244140624 2020-02-10,93.5999984741211 2020-02-11,94.56999969482422 2020-02-12,95.77999877929688 2020-02-13,94.5199966430664 2020-02-14,94.36000061035156 2020-02-18,94.30999755859376 2020-02-19,95.12999725341795 2020-02-20,96.52999877929688 2020-02-21,97.0 2020-02-24,94.93000030517578 2020-02-25,92.93000030517578 2020-02-26,93.70999908447266 2020-02-27,86.58999633789062 2020-02-28,84.31999969482422 2020-03-02,87.16000366210938 2020-03-03,85.87000274658203 2020-03-04,90.37999725341795 2020-03-05,86.97000122070312 2020-03-06,85.80999755859375 2020-03-09,83.2699966430664 2020-03-10,86.06999969482422 2020-03-11,84.95999908447266 2020-03-12,80.48999786376953 2020-03-13,90.0 2020-03-16,80.5 2020-03-17,89.5 2020-03-18,84.97000122070312 2020-03-19,86.0 2020-03-20,80.61000061035156 2020-03-23,73.93000030517578 2020-03-24,79.8499984741211 2020-03-25,75.3499984741211 2020-03-26,84.16000366210938 2020-03-27,81.77999877929688 2020-03-30,88.0999984741211 2020-03-31,88.5 2020-04-01,86.2300033569336 2020-04-02,83.88999938964844 2020-04-03,81.33999633789062 2020-04-06,86.29000091552734 2020-04-07,87.19999694824219 2020-04-08,88.33000183105469 2020-04-09,87.80999755859375 2020-04-13,85.44999694824219 2020-04-14,89.41999816894531 2020-04-15,88.33000183105469 2020-04-16,86.27999877929688 2020-04-17,89.19000244140625 2020-04-20,89.62000274658203 2020-04-21,85.56999969482422 2020-04-22,86.5 2020-04-23,87.26000213623047 2020-04-24,88.69999694824219 2020-04-27,90.77999877929688 2020-04-28,89.52999877929688 2020-04-29,89.33999633789062 2020-04-30,89.66000366210938 2020-05-01,86.37999725341797 2020-05-04,86.41999816894531 2020-05-05,87.97000122070312 2020-05-06,85.5 2020-05-07,88.73999786376953 2020-05-08,88.08999633789062 2020-05-11,90.63999938964844 2020-05-12,88.58000183105469 2020-05-13,84.1500015258789 2020-05-14,84.02999877929688 2020-05-15,85.75 2020-05-18,89.19999694824219 2020-05-19,89.62999725341797 2020-05-20,92.7300033569336 2020-05-21,92.25 2020-05-22,93.13999938964844 2020-05-26,90.77999877929688 2020-05-27,93.33000183105467 2020-05-28,94.4000015258789 2020-05-29,95.33999633789062 2020-06-01,95.1500015258789 2020-06-02,98.66000366210938 2020-06-03,99.48999786376952 2020-06-04,99.4499969482422 2020-06-05,98.97000122070312 2020-06-08,102.3000030517578 2020-06-09,99.9000015258789 2020-06-10,96.9499969482422 2020-06-11,93.51000213623048 2020-06-12,94.87000274658205 2020-06-15,96.20999908447266 2020-06-16,99.11000061035156 2020-06-17,100.1500015258789 2020-06-18,100.25 2020-06-19,102.1500015258789 2020-06-22,101.7300033569336 2020-06-23,101.5 2020-06-24,98.83999633789062 2020-06-25,100.66999816894533 2020-06-26,99.18000030517578 2020-06-29,98.98999786376952 2020-06-30,100.7699966430664 2020-07-01,99.4499969482422 2020-07-02,100.08999633789062 2020-07-06,100.72000122070312 2020-07-07,98.3000030517578 2020-07-08,97.20999908447266 2020-07-09,96.38999938964844 2020-07-10,97.0500030517578 2020-07-13,97.2699966430664 2020-07-14,99.33000183105467 2020-07-15,101.9000015258789 2020-07-16,102.73999786376952 2020-07-17,104.4499969482422 2020-07-20,102.19000244140624 2020-07-21,104.1500015258789 2020-07-22,103.80999755859376 2020-07-23,104.02999877929688 2020-07-24,103.76000213623048 2020-07-27,104.0 2020-07-28,102.11000061035156 2020-07-29,103.30999755859376 2020-07-30,102.16999816894533 2020-07-31,100.19000244140624 2020-08-03,104.4800033569336 2020-08-04,104.6999969482422 2020-08-05,103.5 2020-08-06,101.61000061035156 2020-08-07,102.0999984741211 2020-08-10,103.04000091552734 2020-08-11,101.37999725341795 2020-08-12,103.5500030517578 2020-08-13,102.7300033569336 2020-08-14,103.75 2020-08-17,103.41999816894533 2020-08-18,102.83999633789062 2020-08-19,101.70999908447266 2020-08-20,99.04000091552734 2020-08-21,98.1500015258789 2020-08-24,97.56999969482422 2020-08-25,98.27999877929688 2020-08-26,97.66000366210938 2020-08-27,98.12999725341795 ", 2957,US,technical,"For the 30-day Double Exponential Moving Average close price, what is the value for Fair Isaac on September 26, 2022? (Unit: USD) (Smoothing factor alpha = 2 / (n + 1); Require 5n data points to warm up; Use the first data point as the initial value) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",451.1688,easy,moving average,DEMA = 2 * EMA1 - EMA2; EMA1 = EMA_n(P); EMA2 = EMA_n(EMA1),"date,close 2022-02-18,498.2000122070313 2022-02-22,485.1600036621094 2022-02-23,454.7999877929688 2022-02-24,472.4500122070313 2022-02-25,473.3900146484375 2022-02-28,471.1900024414063 2022-03-01,475.4599914550781 2022-03-02,490.0 2022-03-03,481.9700012207031 2022-03-04,497.2300109863281 2022-03-07,477.0199890136719 2022-03-08,468.9100036621094 2022-03-09,485.9200134277344 2022-03-10,481.6099853515625 2022-03-11,463.1799926757813 2022-03-14,466.0299987792969 2022-03-15,478.6799926757813 2022-03-16,483.7200012207031 2022-03-17,480.2000122070313 2022-03-18,491.6499938964844 2022-03-21,483.7300109863281 2022-03-22,484.7900085449219 2022-03-23,464.4200134277344 2022-03-24,465.1700134277344 2022-03-25,457.5 2022-03-28,462.3900146484375 2022-03-29,479.3599853515625 2022-03-30,476.9599914550781 2022-03-31,466.4599914550781 2022-04-01,449.2900085449219 2022-04-04,452.4299926757813 2022-04-05,439.9100036621094 2022-04-06,419.1000061035156 2022-04-07,421.1799926757813 2022-04-08,418.75 2022-04-11,411.010009765625 2022-04-12,407.3999938964844 2022-04-13,414.9800109863281 2022-04-14,413.7200012207031 2022-04-18,404.739990234375 2022-04-19,409.5499877929688 2022-04-20,408.0899963378906 2022-04-21,386.6700134277344 2022-04-22,382.6000061035156 2022-04-25,386.5 2022-04-26,369.3399963378906 2022-04-27,375.2799987792969 2022-04-28,385.3800048828125 2022-04-29,373.510009765625 2022-05-02,374.0899963378906 2022-05-03,370.5199890136719 2022-05-04,378.4200134277344 2022-05-05,362.6700134277344 2022-05-06,349.8900146484375 2022-05-09,341.44000244140625 2022-05-10,358.4100036621094 2022-05-11,351.0899963378906 2022-05-12,352.7300109863281 2022-05-13,361.5299987792969 2022-05-16,364.3999938964844 2022-05-17,379.6000061035156 2022-05-18,375.6300048828125 2022-05-19,378.7200012207031 2022-05-20,395.4200134277344 2022-05-23,398.7200012207031 2022-05-24,390.8399963378906 2022-05-25,398.1000061035156 2022-05-26,401.6199951171875 2022-05-27,410.9200134277344 2022-05-31,409.5499877929688 2022-06-01,406.25 2022-06-02,419.55999755859375 2022-06-03,420.4500122070313 2022-06-06,416.5899963378906 2022-06-07,421.8800048828125 2022-06-08,408.4800109863281 2022-06-09,404.8299865722656 2022-06-10,401.80999755859375 2022-06-13,381.1400146484375 2022-06-14,379.4100036621094 2022-06-15,395.7999877929688 2022-06-16,374.7900085449219 2022-06-17,379.0299987792969 2022-06-21,385.010009765625 2022-06-22,386.6300048828125 2022-06-23,402.239990234375 2022-06-24,416.1499938964844 2022-06-27,415.0299987792969 2022-06-28,401.3599853515625 2022-06-29,401.05999755859375 2022-06-30,400.8999938964844 2022-07-01,408.260009765625 2022-07-05,411.3299865722656 2022-07-06,419.0 2022-07-07,423.6099853515625 2022-07-08,418.8500061035156 2022-07-11,417.8200073242188 2022-07-12,412.1300048828125 2022-07-13,416.3200073242188 2022-07-14,419.5 2022-07-15,428.2999877929688 2022-07-18,425.3999938964844 2022-07-19,440.4299926757813 2022-07-20,450.0 2022-07-21,466.2200012207031 2022-07-22,467.6499938964844 2022-07-25,469.7000122070313 2022-07-26,427.6199951171875 2022-07-27,437.6700134277344 2022-07-28,456.2699890136719 2022-07-29,462.0299987792969 2022-08-01,460.7000122070313 2022-08-02,462.6000061035156 2022-08-03,470.4599914550781 2022-08-04,475.3999938964844 2022-08-05,482.4700012207031 2022-08-08,489.8399963378906 2022-08-09,490.5799865722656 2022-08-10,501.1099853515625 2022-08-11,486.2300109863281 2022-08-12,490.75 2022-08-15,489.7900085449219 2022-08-16,501.489990234375 2022-08-17,499.1799926757813 2022-08-18,497.3800048828125 2022-08-19,489.7900085449219 2022-08-22,477.9200134277344 2022-08-23,476.1300048828125 2022-08-24,478.7200012207031 2022-08-25,485.5799865722656 2022-08-26,476.8500061035156 2022-08-29,462.5400085449219 2022-08-30,455.8299865722656 2022-08-31,449.3999938964844 2022-09-01,442.8200073242188 2022-09-02,439.7799987792969 2022-09-06,441.6300048828125 2022-09-07,449.5400085449219 2022-09-08,451.6099853515625 2022-09-09,451.7699890136719 2022-09-12,460.6700134277344 2022-09-13,454.3299865722656 2022-09-14,463.9800109863281 2022-09-15,458.0 2022-09-16,465.9500122070313 2022-09-19,449.8399963378906 2022-09-20,450.0700073242188 2022-09-21,449.7000122070313 2022-09-22,439.5899963378906 2022-09-23,427.9100036621094 2022-09-26,428.1799926757813 ", 2958,US,technical,"What is Lennar's 5-day Double Exponential Moving Average close price on March 09, 2022? (Unit: USD) (Smoothing factor alpha = 2 / (n + 1); Require 5n data points to warm up; Use the first data point as the initial value) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",83.0577,easy,moving average,DEMA = 2 * EMA1 - EMA2; EMA1 = EMA_n(P); EMA2 = EMA_n(EMA1),"date,close 2022-02-01,92.63311004638672 2022-02-02,94.40464782714844 2022-02-03,91.8005828857422 2022-02-04,87.41529846191406 2022-02-07,89.09002685546875 2022-02-08,90.78412628173828 2022-02-09,93.26234436035156 2022-02-10,89.0416259765625 2022-02-11,88.61568450927734 2022-02-14,87.69602966308594 2022-02-15,88.94482421875 2022-02-16,89.0803451538086 2022-02-17,86.47628021240234 2022-02-18,86.57308959960938 2022-02-22,83.33979034423828 2022-02-23,79.69990539550781 2022-02-24,84.93707275390625 2022-02-25,87.9283676147461 2022-02-28,87.00871276855469 2022-03-01,87.45401763916016 2022-03-02,89.10939025878906 2022-03-03,87.01839447021484 2022-03-04,86.29235076904297 2022-03-07,80.6001968383789 2022-03-08,81.07453918457031 2022-03-09,84.70474243164062 ", 2959,US,technical,"Calculate the 60-day period Double Exponential Moving Average close price for ResMed on April 20, 2022. (Unit: USD) (Smoothing factor alpha = 2 / (n + 1); Require 5n data points to warm up; Use the first data point as the initial value) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",241.2481,easy,moving average,DEMA = 2 * EMA1 - EMA2; EMA1 = EMA_n(P); EMA2 = EMA_n(EMA1),"date,close 2021-02-10,200.3999938964844 2021-02-11,200.52999877929688 2021-02-12,200.5500030517578 2021-02-16,194.1000061035156 2021-02-17,199.72999572753903 2021-02-18,199.8800048828125 2021-02-19,201.17999267578125 2021-02-22,200.0200042724609 2021-02-23,200.08999633789065 2021-02-24,200.97000122070312 2021-02-25,194.97999572753903 2021-02-26,192.77999877929688 2021-03-01,195.6199951171875 2021-03-02,193.2100067138672 2021-03-03,190.2100067138672 2021-03-04,183.0500030517578 2021-03-05,185.0500030517578 2021-03-08,179.4600067138672 2021-03-09,182.25999450683597 2021-03-10,185.38999938964844 2021-03-11,186.7100067138672 2021-03-12,185.1199951171875 2021-03-15,187.08999633789065 2021-03-16,191.9900054931641 2021-03-17,191.47000122070312 2021-03-18,185.08999633789065 2021-03-19,185.6000061035156 2021-03-22,189.7899932861328 2021-03-23,190.7400054931641 2021-03-24,192.17999267578125 2021-03-25,187.52999877929688 2021-03-26,190.92999267578125 2021-03-29,191.0500030517578 2021-03-30,189.30999755859372 2021-03-31,194.0200042724609 2021-04-01,194.44000244140625 2021-04-05,195.1100006103516 2021-04-06,196.2899932861328 2021-04-07,197.1199951171875 2021-04-08,197.2400054931641 2021-04-09,199.16000366210935 2021-04-12,201.7400054931641 2021-04-13,205.4499969482422 2021-04-14,207.67999267578125 2021-04-15,204.1999969482422 2021-04-16,207.50999450683597 2021-04-19,205.66000366210935 2021-04-20,205.6999969482422 2021-04-21,208.50999450683597 2021-04-22,208.22000122070312 2021-04-23,209.3000030517578 2021-04-26,210.88999938964844 2021-04-27,210.6699981689453 2021-04-28,210.13999938964844 2021-04-29,207.91000366210935 2021-04-30,187.97000122070312 2021-05-03,194.7400054931641 2021-05-04,192.1699981689453 2021-05-05,192.6000061035156 2021-05-06,193.1000061035156 2021-05-07,195.16000366210935 2021-05-10,193.2100067138672 2021-05-11,194.75 2021-05-12,192.32000732421875 2021-05-13,194.8600006103516 2021-05-14,195.4199981689453 2021-05-17,195.0 2021-05-18,193.5399932861328 2021-05-19,193.8600006103516 2021-05-20,198.75 2021-05-21,202.13999938964844 2021-05-24,206.3300018310547 2021-05-25,206.5500030517578 2021-05-26,205.6100006103516 2021-05-27,205.9600067138672 2021-05-28,205.8500061035156 2021-06-01,206.25 2021-06-02,203.55999755859372 2021-06-03,203.92999267578125 2021-06-04,205.30999755859372 2021-06-07,206.6999969482422 2021-06-08,207.47999572753903 2021-06-09,211.9600067138672 2021-06-10,220.52999877929688 2021-06-11,218.5800018310547 2021-06-14,231.6999969482422 2021-06-15,236.4600067138672 2021-06-16,236.8000030517578 2021-06-17,240.4600067138672 2021-06-18,237.44000244140625 2021-06-21,239.5200042724609 2021-06-22,241.08999633789065 2021-06-23,243.3999938964844 2021-06-24,245.97000122070312 2021-06-25,244.5 2021-06-28,247.08999633789065 2021-06-29,246.2899932861328 2021-06-30,246.5200042724609 2021-07-01,247.8800048828125 2021-07-02,250.52999877929688 2021-07-06,247.92999267578125 2021-07-07,252.0800018310547 2021-07-08,250.72999572753903 2021-07-09,247.67999267578125 2021-07-12,248.83999633789065 2021-07-13,248.75999450683597 2021-07-14,249.3800048828125 2021-07-15,249.6000061035156 2021-07-16,253.19000244140625 2021-07-19,253.5500030517578 2021-07-20,255.25 2021-07-21,255.3699951171875 2021-07-22,257.5899963378906 2021-07-23,259.8299865722656 2021-07-26,259.739990234375 2021-07-27,264.239990234375 2021-07-28,266.0299987792969 2021-07-29,269.7300109863281 2021-07-30,271.79998779296875 2021-08-02,268.6300048828125 2021-08-03,273.0899963378906 2021-08-04,273.19000244140625 2021-08-05,267.3800048828125 2021-08-06,274.69000244140625 2021-08-09,277.9700012207031 2021-08-10,275.1199951171875 2021-08-11,272.510009765625 2021-08-12,275.20001220703125 2021-08-13,275.1000061035156 2021-08-16,280.239990234375 2021-08-17,280.6000061035156 2021-08-18,279.57000732421875 2021-08-19,283.0299987792969 2021-08-20,285.69000244140625 2021-08-23,285.8399963378906 2021-08-24,282.239990234375 2021-08-25,285.5599975585937 2021-08-26,285.0400085449219 2021-08-27,286.9100036621094 2021-08-30,289.0599975585937 2021-08-31,290.5299987792969 2021-09-01,288.07000732421875 2021-09-02,294.3999938964844 2021-09-03,295.79998779296875 2021-09-07,296.010009765625 2021-09-08,297.3599853515625 2021-09-09,295.5799865722656 2021-09-10,295.5899963378906 2021-09-13,288.8999938964844 2021-09-14,292.2799987792969 2021-09-15,290.4200134277344 2021-09-16,286.17999267578125 2021-09-17,285.95001220703125 2021-09-20,284.2300109863281 2021-09-21,288.2300109863281 2021-09-22,288.4800109863281 2021-09-23,282.75 2021-09-24,279.4800109863281 2021-09-27,270.5 2021-09-28,264.82000732421875 2021-09-29,265.3599853515625 2021-09-30,263.54998779296875 2021-10-01,262.20001220703125 2021-10-04,255.0200042724609 2021-10-05,257.9700012207031 2021-10-06,256.1700134277344 2021-10-07,254.9900054931641 2021-10-08,253.8999938964844 2021-10-11,251.6199951171875 2021-10-12,252.25 2021-10-13,252.25 2021-10-14,254.6199951171875 2021-10-15,255.4900054931641 2021-10-18,256.989990234375 2021-10-19,260.1600036621094 2021-10-20,261.45001220703125 2021-10-21,263.0400085449219 2021-10-22,267.5 2021-10-25,267.9800109863281 2021-10-26,267.7200012207031 2021-10-27,268.1199951171875 2021-10-28,268.6600036621094 2021-10-29,262.9100036621094 2021-11-01,264.95001220703125 2021-11-02,262.6000061035156 2021-11-03,268.1199951171875 2021-11-04,262.6499938964844 2021-11-05,260.54998779296875 2021-11-08,263.6300048828125 2021-11-09,261.6499938964844 2021-11-10,259.4700012207031 2021-11-11,253.3000030517578 2021-11-12,254.80999755859372 2021-11-15,262.3699951171875 2021-11-16,266.4800109863281 2021-11-17,262.5299987792969 2021-11-18,263.1600036621094 2021-11-19,260.3099975585937 2021-11-22,257.2200012207031 2021-11-23,254.3600006103516 2021-11-24,255.0 2021-11-26,251.2100067138672 2021-11-29,256.9200134277344 2021-11-30,254.8500061035156 2021-12-01,253.2899932861328 2021-12-02,255.8800048828125 2021-12-03,254.77999877929688 2021-12-06,260.29998779296875 2021-12-07,265.9100036621094 2021-12-08,268.0199890136719 2021-12-09,264.5599975585937 2021-12-10,261.3800048828125 2021-12-13,263.489990234375 2021-12-14,256.4599914550781 2021-12-15,256.5599975585937 2021-12-16,253.7700042724609 2021-12-17,252.97999572753903 2021-12-20,248.02999877929688 2021-12-21,257.6300048828125 2021-12-22,261.70001220703125 2021-12-23,258.82000732421875 2021-12-27,262.07000732421875 2021-12-28,260.8900146484375 2021-12-29,261.1099853515625 2021-12-30,261.989990234375 2021-12-31,260.4800109863281 2022-01-03,259.510009765625 2022-01-04,253.44000244140625 2022-01-05,244.7400054931641 2022-01-06,241.8000030517578 2022-01-07,237.22999572753903 2022-01-10,237.3500061035156 2022-01-11,238.3699951171875 2022-01-12,244.1699981689453 2022-01-13,251.6999969482422 2022-01-14,252.16000366210935 2022-01-18,240.69000244140625 2022-01-19,241.38999938964844 2022-01-20,237.9600067138672 2022-01-21,235.16000366210935 2022-01-24,238.5200042724609 2022-01-25,232.1699981689453 2022-01-26,231.0399932861328 2022-01-27,224.88999938964844 2022-01-28,216.1199951171875 2022-01-31,228.6000061035156 2022-02-01,232.16000366210935 2022-02-02,237.1999969482422 2022-02-03,237.00999450683597 2022-02-04,239.00999450683597 2022-02-07,237.5500030517578 2022-02-08,241.0500030517578 2022-02-09,246.47999572753903 2022-02-10,244.3500061035156 2022-02-11,243.9199981689453 2022-02-14,233.6199951171875 2022-02-15,235.25 2022-02-16,237.57000732421875 2022-02-17,234.2400054931641 2022-02-18,231.72999572753903 2022-02-22,233.2700042724609 2022-02-23,233.22999572753903 2022-02-24,237.77999877929688 2022-02-25,245.38999938964844 2022-02-28,246.75 2022-03-01,251.1499938964844 2022-03-02,249.6199951171875 2022-03-03,249.91000366210935 2022-03-04,254.6000061035156 2022-03-07,247.27999877929688 2022-03-08,238.8500061035156 2022-03-09,245.22999572753903 2022-03-10,242.6199951171875 2022-03-11,238.07000732421875 2022-03-14,236.5800018310547 2022-03-15,244.30999755859372 2022-03-16,255.3600006103516 2022-03-17,259.2200012207031 2022-03-18,261.4700012207031 2022-03-21,256.95001220703125 2022-03-22,255.0500030517578 2022-03-23,233.0 2022-03-24,241.3699951171875 2022-03-25,240.3300018310547 2022-03-28,242.47999572753903 2022-03-29,247.22000122070312 2022-03-30,249.00999450683597 2022-03-31,242.50999450683597 2022-04-01,246.44000244140625 2022-04-04,245.7100067138672 2022-04-05,245.47999572753903 2022-04-06,247.2899932861328 2022-04-07,252.0800018310547 2022-04-08,249.3300018310547 2022-04-11,242.1499938964844 2022-04-12,237.3699951171875 2022-04-13,236.6000061035156 2022-04-14,234.2100067138672 2022-04-18,231.9900054931641 2022-04-19,239.4199981689453 2022-04-20,245.0399932861328 ", 2960,US,technical,"What is the 30-day period Triple Exponential Moving Average close price of Incyte on August 25, 2021? (Unit: USD) (Smoothing factor alpha = 2 / (n + 1); Require 6n data points to warm up; Use the first data point as the initial value) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",73.7258,easy,moving average,TEMA = 3 * EMA1 - 3 * EMA2 + EMA3; EMA1 = EMA_n(P); EMA2 = EMA_n(EMA1); EMA3 = EMA_n(EMA2),"date,close 2020-12-07,83.05999755859375 2020-12-08,82.8499984741211 2020-12-09,80.95999908447266 2020-12-10,82.05000305175781 2020-12-11,81.30000305175781 2020-12-14,86.80999755859375 2020-12-15,86.2699966430664 2020-12-16,86.2300033569336 2020-12-17,88.27999877929688 2020-12-18,88.33999633789062 2020-12-21,86.97000122070312 2020-12-22,87.98999786376953 2020-12-23,87.93000030517578 2020-12-24,87.37000274658203 2020-12-28,86.33999633789062 2020-12-29,85.87000274658203 2020-12-30,86.86000061035156 2020-12-31,86.9800033569336 2021-01-04,86.44999694824219 2021-01-05,85.87000274658203 2021-01-06,84.30999755859375 2021-01-07,90.05000305175781 2021-01-08,93.83000183105467 2021-01-11,93.31999969482422 2021-01-12,94.30999755859376 2021-01-13,92.73999786376952 2021-01-14,92.04000091552734 2021-01-15,90.55999755859376 2021-01-19,93.95999908447266 2021-01-20,96.37000274658205 2021-01-21,93.9000015258789 2021-01-22,97.88999938964844 2021-01-25,100.5 2021-01-26,99.38999938964844 2021-01-27,93.0 2021-01-28,91.2699966430664 2021-01-29,89.75 2021-02-01,90.91999816894533 2021-02-02,93.0500030517578 2021-02-03,90.97000122070312 2021-02-04,90.91000366210938 2021-02-05,90.23999786376952 2021-02-08,93.62000274658205 2021-02-09,89.45999908447266 2021-02-10,85.16999816894531 2021-02-11,84.98999786376953 2021-02-12,84.33000183105469 2021-02-16,82.12999725341797 2021-02-17,83.7699966430664 2021-02-18,81.55000305175781 2021-02-19,80.54000091552734 2021-02-22,79.91999816894531 2021-02-23,79.0199966430664 2021-02-24,80.61000061035156 2021-02-25,78.44999694824219 2021-02-26,78.66000366210938 2021-03-01,79.62999725341797 2021-03-02,78.55999755859375 2021-03-03,76.0199966430664 2021-03-04,77.5 2021-03-05,80.26000213623047 2021-03-08,77.83999633789062 2021-03-09,79.11000061035156 2021-03-10,78.3499984741211 2021-03-11,79.4800033569336 2021-03-12,79.01000213623047 2021-03-15,80.6500015258789 2021-03-16,80.27999877929688 2021-03-17,80.19999694824219 2021-03-18,78.25 2021-03-19,79.37000274658203 2021-03-22,81.66999816894531 2021-03-23,79.8499984741211 2021-03-24,78.4800033569336 2021-03-25,79.77999877929688 2021-03-26,81.75 2021-03-29,81.0999984741211 2021-03-30,80.2300033569336 2021-03-31,81.2699966430664 2021-04-01,83.01000213623047 2021-04-05,83.25 2021-04-06,83.18000030517578 2021-04-07,81.37999725341797 2021-04-08,80.83000183105469 2021-04-09,79.95999908447266 2021-04-12,79.87000274658203 2021-04-13,80.6500015258789 2021-04-14,82.20999908447266 2021-04-15,83.19999694824219 2021-04-16,82.68000030517578 2021-04-19,82.66999816894531 2021-04-20,84.56999969482422 2021-04-21,84.72000122070312 2021-04-22,84.18000030517578 2021-04-23,85.58000183105469 2021-04-26,85.61000061035156 2021-04-27,84.62999725341797 2021-04-28,84.88999938964844 2021-04-29,84.88999938964844 2021-04-30,85.37999725341797 2021-05-03,85.5199966430664 2021-05-04,81.02999877929688 2021-05-05,81.27999877929688 2021-05-06,82.30999755859375 2021-05-07,82.73999786376953 2021-05-10,81.38999938964844 2021-05-11,80.63999938964844 2021-05-12,82.37000274658203 2021-05-13,83.2300033569336 2021-05-14,82.62000274658203 2021-05-17,82.2699966430664 2021-05-18,81.77999877929688 2021-05-19,81.70999908447266 2021-05-20,83.51000213623047 2021-05-21,82.76000213623047 2021-05-24,82.91000366210938 2021-05-25,82.68000030517578 2021-05-26,83.16000366210938 2021-05-27,82.68000030517578 2021-05-28,83.77999877929688 2021-06-01,82.88999938964844 2021-06-02,82.26000213623047 2021-06-03,82.9000015258789 2021-06-04,83.33000183105469 2021-06-07,85.11000061035156 2021-06-08,84.80999755859375 2021-06-09,86.19999694824219 2021-06-10,87.52999877929688 2021-06-11,82.58000183105469 2021-06-14,82.63999938964844 2021-06-15,82.76000213623047 2021-06-16,83.12000274658203 2021-06-17,83.12999725341797 2021-06-18,83.95999908447266 2021-06-21,84.93000030517578 2021-06-22,85.08999633789062 2021-06-23,85.12999725341797 2021-06-24,86.12999725341797 2021-06-25,86.83000183105469 2021-06-28,85.61000061035156 2021-06-29,84.69999694824219 2021-06-30,84.12999725341797 2021-07-01,84.0199966430664 2021-07-02,83.58000183105469 2021-07-06,83.33999633789062 2021-07-07,82.12999725341797 2021-07-08,81.43000030517578 2021-07-09,82.04000091552734 2021-07-12,81.18000030517578 2021-07-13,80.62000274658203 2021-07-14,79.87000274658203 2021-07-15,79.98999786376953 2021-07-16,78.33000183105469 2021-07-19,77.55999755859375 2021-07-20,79.20999908447266 2021-07-21,79.13999938964844 2021-07-22,78.62000274658203 2021-07-23,79.30000305175781 2021-07-26,77.30999755859375 2021-07-27,76.33999633789062 2021-07-28,78.01000213623047 2021-07-29,77.4000015258789 2021-07-30,77.3499984741211 2021-08-02,78.47000122070312 2021-08-03,77.94999694824219 2021-08-04,77.33999633789062 2021-08-05,76.91999816894531 2021-08-06,76.30000305175781 2021-08-09,75.30999755859375 2021-08-10,73.62000274658203 2021-08-11,72.9000015258789 2021-08-12,72.9000015258789 2021-08-13,73.47000122070312 2021-08-16,73.98999786376953 2021-08-17,75.66000366210938 2021-08-18,74.54000091552734 2021-08-19,74.51000213623047 2021-08-20,74.9000015258789 2021-08-23,75.52999877929688 2021-08-24,75.54000091552734 2021-08-25,75.76000213623047 ", 2961,US,technical,"On October 01, 2021, what is the 20-day Triple Exponential Moving Average close price of Charles Schwab Corporation? (Unit: USD) (Smoothing factor alpha = 2 / (n + 1); Require 6n data points to warm up; Use the first data point as the initial value) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",74.5085,easy,moving average,TEMA = 3 * EMA1 - 3 * EMA2 + EMA3; EMA1 = EMA_n(P); EMA2 = EMA_n(EMA1); EMA3 = EMA_n(EMA2),"date,close 2021-04-13,66.5999984741211 2021-04-14,67.44000244140625 2021-04-15,65.5 2021-04-16,64.73999786376953 2021-04-19,65.87999725341797 2021-04-20,63.68999862670898 2021-04-21,65.4000015258789 2021-04-22,64.80000305175781 2021-04-23,67.13999938964844 2021-04-26,67.7699966430664 2021-04-27,69.63999938964844 2021-04-28,69.86000061035156 2021-04-29,71.70999908447266 2021-04-30,70.4000015258789 2021-05-03,70.94000244140625 2021-05-04,70.08999633789062 2021-05-05,70.9800033569336 2021-05-06,71.5199966430664 2021-05-07,71.75 2021-05-10,71.0999984741211 2021-05-11,70.62999725341797 2021-05-12,69.12000274658203 2021-05-13,70.43000030517578 2021-05-14,73.25 2021-05-17,73.0 2021-05-18,70.9000015258789 2021-05-19,71.20999908447266 2021-05-20,70.73999786376953 2021-05-21,72.16999816894531 2021-05-24,72.61000061035156 2021-05-25,71.62999725341797 2021-05-26,71.52999877929688 2021-05-27,73.8499984741211 2021-05-28,73.8499984741211 2021-06-01,74.63999938964844 2021-06-02,74.93000030517578 2021-06-03,76.01000213623047 2021-06-04,75.72000122070312 2021-06-07,74.7300033569336 2021-06-08,75.12000274658203 2021-06-09,72.8499984741211 2021-06-10,72.62000274658203 2021-06-11,73.91999816894531 2021-06-14,72.01000213623047 2021-06-15,72.54000091552734 2021-06-16,73.75 2021-06-17,72.13999938964844 2021-06-18,69.83000183105469 2021-06-21,72.73999786376953 2021-06-22,72.5 2021-06-23,72.88999938964844 2021-06-24,73.38999938964844 2021-06-25,73.77999877929688 2021-06-28,73.27999877929688 2021-06-29,73.22000122070312 2021-06-30,72.80999755859375 2021-07-01,73.56999969482422 2021-07-02,72.80000305175781 2021-07-06,70.7699966430664 2021-07-07,70.06999969482422 2021-07-08,67.94000244140625 2021-07-09,70.55000305175781 2021-07-12,71.70999908447266 2021-07-13,71.81999969482422 2021-07-14,70.19999694824219 2021-07-15,70.55000305175781 2021-07-16,68.88999938964844 2021-07-19,66.68000030517578 2021-07-20,67.94000244140625 2021-07-21,69.55999755859375 2021-07-22,67.25 2021-07-23,67.91000366210938 2021-07-26,68.04000091552734 2021-07-27,67.37000274658203 2021-07-28,67.8499984741211 2021-07-29,68.56999969482422 2021-07-30,67.94999694824219 2021-08-02,67.73999786376953 2021-08-03,67.41000366210938 2021-08-04,67.66999816894531 2021-08-05,69.30000305175781 2021-08-06,71.93000030517578 2021-08-09,73.41999816894531 2021-08-10,74.52999877929688 2021-08-11,74.80999755859375 2021-08-12,75.41999816894531 2021-08-13,74.01000213623047 2021-08-16,73.26000213623047 2021-08-17,72.5 2021-08-18,72.0 2021-08-19,71.05999755859375 2021-08-20,71.97000122070312 2021-08-23,72.30000305175781 2021-08-24,74.1500015258789 2021-08-25,74.58000183105469 2021-08-26,73.6500015258789 2021-08-27,75.83999633789062 2021-08-30,73.44000244140625 2021-08-31,72.8499984741211 2021-09-01,73.19999694824219 2021-09-02,72.91000366210938 2021-09-03,72.08999633789062 2021-09-07,72.08000183105469 2021-09-08,71.55999755859375 2021-09-09,72.33000183105469 2021-09-10,71.44000244140625 2021-09-13,71.88999938964844 2021-09-14,69.7300033569336 2021-09-15,71.1500015258789 2021-09-16,70.77999877929688 2021-09-17,70.43000030517578 2021-09-20,68.80000305175781 2021-09-21,68.44000244140625 2021-09-22,70.4000015258789 2021-09-23,74.30000305175781 2021-09-24,75.58999633789062 2021-09-27,77.37999725341797 2021-09-28,76.18000030517578 2021-09-29,75.37999725341797 2021-09-30,72.83999633789062 2021-10-01,74.41999816894531 ", 2962,US,technical,"For the 20-day Triple Exponential Moving Average close price, what is the value for Kroger on August 17, 2023? (Unit: USD) (Smoothing factor alpha = 2 / (n + 1); Require 6n data points to warm up; Use the first data point as the initial value) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",48.1214,easy,moving average,TEMA = 3 * EMA1 - 3 * EMA2 + EMA3; EMA1 = EMA_n(P); EMA2 = EMA_n(EMA1); EMA3 = EMA_n(EMA2),"date,close 2023-02-24,43.75 2023-02-27,43.40999984741211 2023-02-28,43.13999938964844 2023-03-01,43.380001068115234 2023-03-02,45.72999954223633 2023-03-03,45.97999954223633 2023-03-06,46.47999954223633 2023-03-07,46.90999984741211 2023-03-08,47.45000076293945 2023-03-09,47.25 2023-03-10,47.09999847412109 2023-03-13,46.84999847412109 2023-03-14,47.18000030517578 2023-03-15,48.290000915527344 2023-03-16,47.130001068115234 2023-03-17,46.77999877929688 2023-03-20,47.34999847412109 2023-03-21,47.7599983215332 2023-03-22,48.040000915527344 2023-03-23,48.52000045776367 2023-03-24,49.04999923706055 2023-03-27,48.630001068115234 2023-03-28,48.91999816894531 2023-03-29,49.040000915527344 2023-03-30,49.060001373291016 2023-03-31,49.369998931884766 2023-04-03,49.93999862670898 2023-04-04,49.459999084472656 2023-04-05,48.060001373291016 2023-04-06,48.52000045776367 2023-04-10,48.900001525878906 2023-04-11,47.959999084472656 2023-04-12,47.31999969482422 2023-04-13,47.04999923706055 2023-04-14,46.650001525878906 2023-04-17,47.810001373291016 2023-04-18,47.84999847412109 2023-04-19,47.45000076293945 2023-04-20,47.79999923706055 2023-04-21,47.91999816894531 2023-04-24,48.2400016784668 2023-04-25,47.970001220703125 2023-04-26,47.81999969482422 2023-04-27,48.34000015258789 2023-04-28,48.630001068115234 2023-05-01,49.27999877929688 2023-05-02,49.43999862670898 2023-05-03,48.93999862670898 2023-05-04,48.27999877929688 2023-05-05,49.22999954223633 2023-05-08,49.150001525878906 2023-05-09,49.15999984741211 2023-05-10,49.119998931884766 2023-05-11,49.15999984741211 2023-05-12,49.18000030517578 2023-05-15,49.06999969482422 2023-05-16,48.93000030517578 2023-05-17,49.25 2023-05-18,49.33000183105469 2023-05-19,49.63999938964844 2023-05-22,49.97999954223633 2023-05-23,49.09999847412109 2023-05-24,49.560001373291016 2023-05-25,48.900001525878906 2023-05-26,47.310001373291016 2023-05-30,45.959999084472656 2023-05-31,45.33000183105469 2023-06-01,44.65999984741211 2023-06-02,45.91999816894531 2023-06-05,46.150001525878906 2023-06-06,46.06999969482422 2023-06-07,45.459999084472656 2023-06-08,45.7599983215332 2023-06-09,46.16999816894531 2023-06-12,46.380001068115234 2023-06-13,46.86000061035156 2023-06-14,47.209999084472656 2023-06-15,45.93999862670898 2023-06-16,46.16999816894531 2023-06-20,45.83000183105469 2023-06-21,45.68000030517578 2023-06-22,46.06999969482422 2023-06-23,46.13999938964844 2023-06-26,46.650001525878906 2023-06-27,46.77000045776367 2023-06-28,47.16999816894531 2023-06-29,46.31999969482422 2023-06-30,47.0 2023-07-03,47.43999862670898 2023-07-05,47.040000915527344 2023-07-06,47.290000915527344 2023-07-07,47.16999816894531 2023-07-10,46.880001068115234 2023-07-11,47.56999969482422 2023-07-12,47.34999847412109 2023-07-13,47.0 2023-07-14,46.43999862670898 2023-07-17,46.540000915527344 2023-07-18,46.209999084472656 2023-07-19,46.97999954223633 2023-07-20,47.86000061035156 2023-07-21,47.9900016784668 2023-07-24,48.7400016784668 2023-07-25,48.68999862670898 2023-07-26,48.709999084472656 2023-07-27,48.09999847412109 2023-07-28,48.52000045776367 2023-07-31,48.63999938964844 2023-08-01,48.540000915527344 2023-08-02,49.02000045776367 2023-08-03,49.400001525878906 2023-08-04,49.4900016784668 2023-08-07,49.70000076293945 2023-08-08,48.869998931884766 2023-08-09,49.2599983215332 2023-08-10,49.08000183105469 2023-08-11,48.97999954223633 2023-08-14,48.560001373291016 2023-08-15,47.95000076293945 2023-08-16,47.02000045776367 2023-08-17,46.7400016784668 ", 2963,US,technical,"What is Alphabet Inc. (Class A)'s 5-day Triple Exponential Moving Average close price on September 12, 2025? (Unit: USD) (Smoothing factor alpha = 2 / (n + 1); Require 6n data points to warm up; Use the first data point as the initial value) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",241.4961,easy,moving average,TEMA = 3 * EMA1 - 3 * EMA2 + EMA3; EMA1 = EMA_n(P); EMA2 = EMA_n(EMA1); EMA3 = EMA_n(EMA2),"date,close 2025-07-31,191.8999938964844 2025-08-01,189.1300048828125 2025-08-04,195.0399932861328 2025-08-05,194.6699981689453 2025-08-06,196.08999633789065 2025-08-07,196.5200042724609 2025-08-08,201.4199981689453 2025-08-11,201.0 2025-08-12,203.33999633789065 2025-08-13,201.9600067138672 2025-08-14,202.94000244140625 2025-08-15,203.8999938964844 2025-08-18,203.5 2025-08-19,201.57000732421875 2025-08-20,199.32000732421875 2025-08-21,199.75 2025-08-22,206.08999633789065 2025-08-25,208.4900054931641 2025-08-26,207.13999938964844 2025-08-27,207.47999572753903 2025-08-28,211.63999938964844 2025-08-29,212.91000366210935 2025-09-02,211.3500061035156 2025-09-03,230.66000366210935 2025-09-04,232.3000030517578 2025-09-05,235.0 2025-09-08,234.0399932861328 2025-09-09,239.6300048828125 2025-09-10,239.1699981689453 2025-09-11,240.3699951171875 2025-09-12,240.8000030517578 ", 2964,US,technical,"Calculate the 5-day period Triple Exponential Moving Average close price for MSCI Inc. on March 11, 2025. (Unit: USD) (Smoothing factor alpha = 2 / (n + 1); Require 6n data points to warm up; Use the first data point as the initial value) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",540.8775,easy,moving average,TEMA = 3 * EMA1 - 3 * EMA2 + EMA3; EMA1 = EMA_n(P); EMA2 = EMA_n(EMA1); EMA3 = EMA_n(EMA2),"date,close 2025-01-27,623.72998046875 2025-01-28,628.3400268554688 2025-01-29,593.0499877929688 2025-01-30,590.72998046875 2025-01-31,596.77001953125 2025-02-03,582.4299926757812 2025-02-04,584.469970703125 2025-02-05,582.1199951171875 2025-02-06,587.47998046875 2025-02-07,579.3900146484375 2025-02-10,583.47998046875 2025-02-11,577.3099975585938 2025-02-12,572.530029296875 2025-02-13,572.2999877929688 2025-02-14,572.6300048828125 2025-02-18,572.6900024414062 2025-02-19,574.72998046875 2025-02-20,574.3499755859375 2025-02-21,578.3400268554688 2025-02-24,573.5499877929688 2025-02-25,584.5399780273438 2025-02-26,579.4400024414062 2025-02-27,581.27001953125 2025-02-28,590.510009765625 2025-03-03,588.760009765625 2025-03-04,567.6199951171875 2025-03-05,572.989990234375 2025-03-06,566.280029296875 2025-03-07,561.8900146484375 2025-03-10,545.3400268554688 2025-03-11,541.719970703125 ", 2965,US,technical,"What is the 60-day period Hull Moving Average close price of Coca-Cola Company (The) on October 20, 2020? (Unit: USD) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",50.0948,easy,moving average,HMA = WMA_{\sqrt{n}}(2 * WMA_{n/2}(P) - WMA_n(P)),"date,close 2020-06-12,45.59999847412109 2020-06-15,46.29999923706055 2020-06-16,46.77000045776367 2020-06-17,46.58000183105469 2020-06-18,46.9900016784668 2020-06-19,46.02000045776367 2020-06-22,45.7400016784668 2020-06-23,45.63999938964844 2020-06-24,44.650001525878906 2020-06-25,44.93000030517578 2020-06-26,43.56999969482422 2020-06-29,44.36000061035156 2020-06-30,44.68000030517578 2020-07-01,44.81999969482422 2020-07-02,44.880001068115234 2020-07-06,45.22999954223633 2020-07-07,45.209999084472656 2020-07-08,45.06999969482422 2020-07-09,43.90999984741211 2020-07-10,45.150001525878906 2020-07-13,45.25 2020-07-14,45.869998931884766 2020-07-15,46.400001525878906 2020-07-16,46.150001525878906 2020-07-17,46.81999969482422 2020-07-20,46.119998931884766 2020-07-21,47.20000076293945 2020-07-22,48.47999954223633 2020-07-23,48.27999877929688 2020-07-24,48.4900016784668 2020-07-27,48.47999954223633 2020-07-28,48.18000030517578 2020-07-29,48.02000045776367 2020-07-30,47.68999862670898 2020-07-31,47.2400016784668 2020-08-03,46.29999923706055 2020-08-04,46.68999862670898 2020-08-05,47.220001220703125 2020-08-06,47.47999954223633 2020-08-07,47.79999923706055 2020-08-10,47.720001220703125 2020-08-11,47.93000030517578 2020-08-12,48.43000030517578 2020-08-13,48.380001068115234 2020-08-14,48.45000076293945 2020-08-17,48.209999084472656 2020-08-18,48.41999816894531 2020-08-19,47.369998931884766 2020-08-20,47.34999847412109 2020-08-21,47.27999877929688 2020-08-24,47.970001220703125 2020-08-25,47.90999984741211 2020-08-26,48.15999984741211 2020-08-27,48.22999954223633 2020-08-28,49.83000183105469 2020-08-31,49.52999877929688 2020-09-01,49.119998931884766 2020-09-02,51.18999862670898 2020-09-03,50.47999954223633 2020-09-04,51.040000915527344 2020-09-08,49.810001373291016 2020-09-09,50.18999862670898 2020-09-10,50.0 2020-09-11,51.060001373291016 2020-09-14,50.709999084472656 2020-09-15,51.04999923706055 2020-09-16,50.790000915527344 2020-09-17,50.54999923706055 2020-09-18,50.45000076293945 2020-09-21,49.09000015258789 2020-09-22,49.65999984741211 2020-09-23,48.209999084472656 2020-09-24,48.70000076293945 2020-09-25,48.720001220703125 2020-09-28,49.27999877929688 2020-09-29,48.91999816894531 2020-09-30,49.369998931884766 2020-10-01,49.18000030517578 2020-10-02,49.36000061035156 2020-10-05,49.380001068115234 2020-10-06,48.93999862670898 2020-10-07,49.560001373291016 2020-10-08,50.459999084472656 2020-10-09,50.810001373291016 2020-10-12,51.09000015258789 2020-10-13,50.220001220703125 2020-10-14,50.119998931884766 2020-10-15,49.9900016784668 2020-10-16,50.02999877929688 2020-10-19,49.619998931884766 2020-10-20,50.25 ", 2966,US,technical,"On September 28, 2021, what is the 30-day Hull Moving Average close price of Dow Inc.? (Unit: USD) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",56.5213,easy,moving average,HMA = WMA_{\sqrt{n}}(2 * WMA_{n/2}(P) - WMA_n(P)),"date,close 2021-07-26,62.0099983215332 2021-07-27,61.95000076293945 2021-07-28,61.869998931884766 2021-07-29,62.59999847412109 2021-07-30,62.15999984741211 2021-08-02,61.220001220703125 2021-08-03,62.22999954223633 2021-08-04,60.9900016784668 2021-08-05,61.0 2021-08-06,62.0 2021-08-09,61.81999969482422 2021-08-10,63.119998931884766 2021-08-11,64.23999786376953 2021-08-12,64.01000213623047 2021-08-13,63.68999862670898 2021-08-16,63.31999969482422 2021-08-17,62.310001373291016 2021-08-18,61.880001068115234 2021-08-19,60.54999923706055 2021-08-20,60.88999938964844 2021-08-23,62.060001373291016 2021-08-24,63.2599983215332 2021-08-25,63.869998931884766 2021-08-26,63.650001525878906 2021-08-27,65.37999725341797 2021-08-30,63.97999954223633 2021-08-31,62.900001525878906 2021-09-01,62.540000915527344 2021-09-02,62.619998931884766 2021-09-03,62.119998931884766 2021-09-07,61.869998931884766 2021-09-08,60.68999862670898 2021-09-09,60.27999877929688 2021-09-10,60.40999984741211 2021-09-13,60.720001220703125 2021-09-14,59.650001525878906 2021-09-15,60.20000076293945 2021-09-16,59.470001220703125 2021-09-17,57.75 2021-09-20,56.18000030517578 2021-09-21,55.52999877929688 2021-09-22,56.29999923706055 2021-09-23,57.43000030517578 2021-09-24,56.810001373291016 2021-09-27,59.68999862670898 2021-09-28,59.459999084472656 ", 2967,US,technical,"For the 10-day Hull Moving Average close price, what is the value for Fiserv on September 06, 2024? (Unit: USD) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",173.2488,easy,moving average,HMA = WMA_{\sqrt{n}}(2 * WMA_{n/2}(P) - WMA_n(P)),"date,close 2024-08-15,165.72000122070312 2024-08-16,167.32000732421875 2024-08-19,167.91000366210938 2024-08-20,168.0399932861328 2024-08-21,168.3300018310547 2024-08-22,168.7899932861328 2024-08-23,169.80999755859375 2024-08-26,169.85000610351562 2024-08-27,170.1699981689453 2024-08-28,171.8300018310547 2024-08-29,172.9499969482422 2024-08-30,174.60000610351562 2024-09-03,173.91000366210938 2024-09-04,173.6199951171875 2024-09-05,172.50999450683594 2024-09-06,170.02000427246094 ", 2968,US,technical,"What is Insulet Corporation's 5-day Hull Moving Average close price on April 18, 2022? (Unit: USD) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",261.0913,easy,moving average,HMA = WMA_{\sqrt{n}}(2 * WMA_{n/2}(P) - WMA_n(P)),"date,close 2022-04-06,267.2799987792969 2022-04-07,267.510009765625 2022-04-08,267.6300048828125 2022-04-11,258.1400146484375 2022-04-12,253.6000061035156 2022-04-13,265.2799987792969 2022-04-14,263.5 2022-04-18,257.0 ", 2969,US,technical,"Calculate the 10-day period Hull Moving Average close price for Extra Space Storage on January 17, 2024. (Unit: USD) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",149.2538,easy,moving average,HMA = WMA_{\sqrt{n}}(2 * WMA_{n/2}(P) - WMA_n(P)),"date,close 2023-12-22,156.5399932861328 2023-12-26,159.4499969482422 2023-12-27,161.08999633789062 2023-12-28,162.16000366210938 2023-12-29,160.3300018310547 2024-01-02,164.39999389648438 2024-01-03,158.8000030517578 2024-01-04,156.9499969482422 2024-01-05,158.0800018310547 2024-01-08,159.83999633789062 2024-01-09,158.02999877929688 2024-01-10,156.83999633789062 2024-01-11,150.74000549316406 2024-01-12,152.32000732421875 2024-01-16,150.4499969482422 2024-01-17,148.1699981689453 ", 2970,US,technical,"What is the value of Aroon Up for Zebra Technologies on July 09, 2021? (Standard period: 25) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",100.0,easy,trend,"AroonUp = (n - i_{max}) / n * 100; i_{max} = argmax_{i=0}^{n} H_{t-i}, the number of bars since the highest high in the last n+1 bars","date,high 2021-06-03,509.239990234375 2021-06-04,517.0 2021-06-07,517.9400024414062 2021-06-08,508.6300048828125 2021-06-09,508.1799926757813 2021-06-10,511.6000061035156 2021-06-11,511.4800109863281 2021-06-14,511.2799987792969 2021-06-15,509.9200134277344 2021-06-16,513.0900268554688 2021-06-17,509.30999755859375 2021-06-18,500.3999938964844 2021-06-21,504.5 2021-06-22,507.0 2021-06-23,506.4800109863281 2021-06-24,511.2900085449219 2021-06-25,514.5999755859375 2021-06-28,529.010009765625 2021-06-29,536.780029296875 2021-06-30,538.510009765625 2021-07-01,533.22998046875 2021-07-02,541.260009765625 2021-07-06,545.4600219726562 2021-07-07,547.7999877929688 2021-07-08,546.8400268554688 2021-07-09,548.469970703125 ", 2971,US,technical,"On May 21, 2021, what is the Aroon Up value for EQT Corporation? (Standard period: 25) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",88.0,easy,trend,"AroonUp = (n - i_{max}) / n * 100; i_{max} = argmax_{i=0}^{n} H_{t-i}, the number of bars since the highest high in the last n+1 bars","date,high 2021-04-16,17.860000610351562 2021-04-19,17.739999771118164 2021-04-20,17.700000762939453 2021-04-21,17.739999771118164 2021-04-22,17.90999984741211 2021-04-23,17.979999542236328 2021-04-26,18.6299991607666 2021-04-27,18.959999084472656 2021-04-28,19.739999771118164 2021-04-29,19.8700008392334 2021-04-30,19.780000686645508 2021-05-03,19.90999984741211 2021-05-04,19.940000534057617 2021-05-05,20.25 2021-05-06,19.959999084472656 2021-05-07,20.700000762939453 2021-05-10,21.530000686645508 2021-05-11,21.239999771118164 2021-05-12,21.790000915527344 2021-05-13,20.82999992370605 2021-05-14,21.420000076293945 2021-05-17,23.15999984741211 2021-05-18,23.15999984741211 2021-05-19,22.739999771118164 2021-05-20,22.6200008392334 2021-05-21,22.61000061035156 ", 2972,US,technical,"What was Applied Materials's Aroon Up on March 16, 2020? (Standard period: 25) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",16.0,easy,trend,"AroonUp = (n - i_{max}) / n * 100; i_{max} = argmax_{i=0}^{n} H_{t-i}, the number of bars since the highest high in the last n+1 bars","date,high 2020-02-07,62.97999954223633 2020-02-10,62.959999084472656 2020-02-11,64.69999694824219 2020-02-12,65.68000030517578 2020-02-13,69.44000244140625 2020-02-14,67.9000015258789 2020-02-18,66.0 2020-02-19,67.73999786376953 2020-02-20,67.3499984741211 2020-02-21,66.12999725341797 2020-02-24,61.84999847412109 2020-02-25,62.27999877929688 2020-02-26,60.7599983215332 2020-02-27,58.5 2020-02-28,58.18000030517578 2020-03-02,60.18999862670898 2020-03-03,61.380001068115234 2020-03-04,60.650001525878906 2020-03-05,60.43999862670898 2020-03-06,58.47999954223633 2020-03-09,55.33000183105469 2020-03-10,56.16999816894531 2020-03-11,54.9900016784668 2020-03-12,50.36000061035156 2020-03-13,51.22999954223633 2020-03-16,46.70000076293945 ", 2973,US,technical,"For Aroon Up, what is the value of Pentair on August 24, 2022? (Standard period: 25) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",76.0,easy,trend,"AroonUp = (n - i_{max}) / n * 100; i_{max} = argmax_{i=0}^{n} H_{t-i}, the number of bars since the highest high in the last n+1 bars","date,high 2022-07-20,48.68000030517578 2022-07-21,48.68999862670898 2022-07-22,47.58000183105469 2022-07-25,47.34000015258789 2022-07-26,48.08000183105469 2022-07-27,49.5 2022-07-28,50.06999969482422 2022-07-29,49.119998931884766 2022-08-01,48.9900016784668 2022-08-02,49.119998931884766 2022-08-03,49.18999862670898 2022-08-04,49.560001373291016 2022-08-05,49.36000061035156 2022-08-08,50.58000183105469 2022-08-09,50.290000915527344 2022-08-10,50.38999938964844 2022-08-11,50.630001068115234 2022-08-12,50.709999084472656 2022-08-15,50.77999877929688 2022-08-16,51.4900016784668 2022-08-17,50.810001373291016 2022-08-18,50.81999969482422 2022-08-19,50.15999984741211 2022-08-22,49.08000183105469 2022-08-23,48.43000030517578 2022-08-24,48.0099983215332 ", 2974,US,technical,"Calculate the Aroon Up value for Adobe Inc. on June 01, 2022. (Standard period: 25) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",100.0,easy,trend,"AroonUp = (n - i_{max}) / n * 100; i_{max} = argmax_{i=0}^{n} H_{t-i}, the number of bars since the highest high in the last n+1 bars","date,high 2022-04-26,411.6099853515625 2022-04-27,412.4599914550781 2022-04-28,414.2699890136719 2022-04-29,413.0 2022-05-02,407.9800109863281 2022-05-03,413.9299926757813 2022-05-04,424.2300109863281 2022-05-05,417.989990234375 2022-05-06,401.260009765625 2022-05-09,389.6300048828125 2022-05-10,400.8299865722656 2022-05-11,409.989990234375 2022-05-12,390.1300048828125 2022-05-13,408.9700012207031 2022-05-16,407.1700134277344 2022-05-17,416.7200012207031 2022-05-18,411.6600036621094 2022-05-19,403.0400085449219 2022-05-20,406.239990234375 2022-05-23,407.8800048828125 2022-05-24,404.3299865722656 2022-05-25,406.1000061035156 2022-05-26,411.5499877929688 2022-05-27,428.5499877929688 2022-05-31,427.2900085449219 2022-06-01,437.5499877929688 ", 2975,US,technical,"What is the value of Aroon Down for Brown–Forman on April 04, 2025? (Standard period: 25) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",100.0,easy,trend,"AroonDown = (n - i_{min}) / n * 100; i_{min} = argmin_{i=0}^{n} L_{t-i}, the number of bars since the lowest low in the last n+1 bars","date,high,low 2025-02-28,33.47999954223633,32.91999816894531 2025-03-03,33.4900016784668,32.5099983215332 2025-03-04,33.52000045776367,32.650001525878906 2025-03-05,36.18000030517578,34.72999954223633 2025-03-06,35.88999938964844,34.27000045776367 2025-03-07,37.31999969482422,35.41999816894531 2025-03-10,38.84999847412109,37.0 2025-03-11,37.959999084472656,35.61000061035156 2025-03-12,35.349998474121094,33.33000183105469 2025-03-13,35.02000045776367,34.27000045776367 2025-03-14,35.20000076293945,34.68000030517578 2025-03-17,36.220001220703125,35.0099983215332 2025-03-18,35.7599983215332,35.16999816894531 2025-03-19,35.33000183105469,34.630001068115234 2025-03-20,35.34000015258789,34.81999969482422 2025-03-21,35.310001373291016,34.58000183105469 2025-03-24,34.68000030517578,33.59000015258789 2025-03-25,34.189998626708984,33.650001525878906 2025-03-26,34.36000061035156,33.560001373291016 2025-03-27,34.849998474121094,34.060001373291016 2025-03-28,35.02000045776367,34.130001068115234 2025-03-31,34.72999954223633,33.900001525878906 2025-04-01,34.150001525878906,33.099998474121094 2025-04-02,34.84000015258789,33.13999938964844 2025-04-03,34.939998626708984,32.72999954223633 2025-04-04,32.72999954223633,31.729999542236328 ", 2976,US,technical,"On April 12, 2023, what is the Aroon Down value for Alphabet Inc. (Class C)? (Standard period: 25) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",16.0,easy,trend,"AroonDown = (n - i_{min}) / n * 100; i_{min} = argmin_{i=0}^{n} L_{t-i}, the number of bars since the lowest low in the last n+1 bars","date,high,low 2023-03-07,96.08999633789062,93.84400177001952 2023-03-08,96.23999786376952,94.40499877929688 2023-03-09,95.91999816894533,92.3550033569336 2023-03-10,93.18000030517578,90.8000030517578 2023-03-13,93.08000183105467,89.94000244140625 2023-03-14,94.83000183105467,92.77999877929688 2023-03-15,97.25,93.04000091552734 2023-03-16,101.97000122070312,95.87000274658205 2023-03-17,103.48999786376952,100.75 2023-03-20,102.58000183105467,100.79000091552734 2023-03-21,105.95999908447266,101.86000061035156 2023-03-22,107.51000213623048,104.20999908447266 2023-03-23,107.10099792480467,105.41000366210938 2023-03-24,106.16000366210938,104.73999786376952 2023-03-27,105.4000015258789,102.62999725341795 2023-03-28,103.0,100.27999877929688 2023-03-29,102.81999969482422,101.02999877929688 2023-03-30,101.61000061035156,100.29000091552734 2023-03-31,104.19000244140624,101.44000244140624 2023-04-03,104.9499969482422,102.37999725341795 2023-04-04,106.0999984741211,104.5999984741211 2023-04-05,106.54000091552734,104.10199737548828 2023-04-06,109.62999725341795,104.81500244140624 2023-04-10,107.97000122070312,105.5999984741211 2023-04-11,107.22000122070312,105.27999877929688 2023-04-12,107.58699798583984,104.97000122070312 ", 2977,US,technical,"What was Equifax's Aroon Down on April 16, 2025? (Standard period: 25) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",80.0,easy,trend,"AroonDown = (n - i_{min}) / n * 100; i_{min} = argmin_{i=0}^{n} L_{t-i}, the number of bars since the lowest low in the last n+1 bars","date,high,low 2025-03-12,240.7100067138672,231.3999938964844 2025-03-13,237.4499969482422,233.9199981689453 2025-03-14,238.33999633789065,235.00999450683597 2025-03-17,241.6300048828125,237.3999938964844 2025-03-18,238.44000244140625,233.38999938964844 2025-03-19,242.33999633789065,236.67999267578125 2025-03-20,245.94000244140625,240.57000732421875 2025-03-21,244.66000366210935,239.3699951171875 2025-03-24,247.8699951171875,243.3600006103516 2025-03-25,245.8699951171875,241.69000244140625 2025-03-26,246.25999450683597,240.30999755859372 2025-03-27,244.6999969482422,240.41000366210935 2025-03-28,244.3699951171875,239.8500061035156 2025-03-31,244.8000030517578,238.44000244140625 2025-04-01,244.5399932861328,240.32000732421875 2025-04-02,248.1699981689453,241.0 2025-04-03,245.75,231.2700042724609 2025-04-04,226.3500061035156,209.88999938964844 2025-04-07,218.9499969482422,202.22999572753903 2025-04-08,216.55999755859372,202.00999450683597 2025-04-09,226.1300048828125,199.97999572753903 2025-04-10,221.9499969482422,209.2400054931641 2025-04-11,220.5800018310547,210.3999938964844 2025-04-14,226.5800018310547,221.8699951171875 2025-04-15,227.97999572753903,223.30999755859372 2025-04-16,225.9499969482422,217.13999938964844 ", 2978,US,technical,"For Aroon Down, what is the value of Capital One on November 17, 2020? (Standard period: 25) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",48.0,easy,trend,"AroonDown = (n - i_{min}) / n * 100; i_{min} = argmin_{i=0}^{n} L_{t-i}, the number of bars since the lowest low in the last n+1 bars","date,high,low 2020-10-13,80.66999816894531,78.87000274658203 2020-10-14,80.22000122070312,78.55999755859375 2020-10-15,78.69999694824219,76.83000183105469 2020-10-16,79.87999725341797,78.51000213623047 2020-10-19,79.88999938964844,77.08999633789062 2020-10-20,79.08999633789062,77.1500015258789 2020-10-21,77.19999694824219,73.66999816894531 2020-10-22,77.47000122070312,74.56999969482422 2020-10-23,81.0,76.81999969482422 2020-10-26,76.7699966430664,74.19000244140625 2020-10-27,74.98999786376953,73.69000244140625 2020-10-28,73.5999984741211,71.5199966430664 2020-10-29,73.62000274658203,70.77999877929688 2020-10-30,73.19999694824219,71.2699966430664 2020-11-02,76.22000122070312,74.01000213623047 2020-11-03,78.83000183105469,76.83000183105469 2020-11-04,77.79000091552734,73.05000305175781 2020-11-05,79.20999908447266,76.19999694824219 2020-11-06,79.79000091552734,77.11000061035156 2020-11-09,90.3000030517578,84.77999877929688 2020-11-10,88.61000061035156,85.7699966430664 2020-11-11,87.45999908447266,83.72000122070312 2020-11-12,84.58000183105469,82.52999877929688 2020-11-13,87.2699966430664,84.37999725341797 2020-11-16,90.61000061035156,87.62000274658203 2020-11-17,88.61000061035156,85.48999786376953 ", 2979,US,technical,"Calculate the Aroon Down value for Ball Corporation on May 30, 2024. (Standard period: 25) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",4.0,easy,trend,"AroonDown = (n - i_{min}) / n * 100; i_{min} = argmin_{i=0}^{n} L_{t-i}, the number of bars since the lowest low in the last n+1 bars","date,high,low 2024-04-24,65.58999633789062,64.55000305175781 2024-04-25,65.80999755859375,64.47000122070312 2024-04-26,70.75,66.37999725341797 2024-04-29,70.81999969482422,69.88999938964844 2024-04-30,71.31999969482422,69.43000030517578 2024-05-01,69.7699966430664,67.91999816894531 2024-05-02,69.1500015258789,67.79000091552734 2024-05-03,68.93000030517578,68.16999816894531 2024-05-06,69.58999633789062,68.54000091552734 2024-05-07,69.66000366210938,68.66000366210938 2024-05-08,70.11000061035156,68.73999786376953 2024-05-09,70.45999908447266,69.38999938964844 2024-05-10,69.80999755859375,68.8499984741211 2024-05-13,69.83000183105469,69.01000213623047 2024-05-14,70.16000366210938,69.25 2024-05-15,70.97000122070312,70.23999786376953 2024-05-16,70.80000305175781,70.18000030517578 2024-05-17,70.54000091552734,69.72000122070312 2024-05-20,70.7300033569336,69.73999786376953 2024-05-21,70.43000030517578,69.76000213623047 2024-05-22,70.23999786376953,69.38999938964844 2024-05-23,70.27999877929688,68.37000274658203 2024-05-24,69.12999725341797,68.01000213623047 2024-05-28,68.87999725341797,67.19999694824219 2024-05-29,67.3499984741211,66.44999694824219 2024-05-30,68.7300033569336,66.5999984741211 ", 2980,US,technical,"What is the value of Aroon Oscillator for Phillips 66 on January 30, 2023? (Standard period: 25) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",92.0,easy,trend,AroonOsc = AroonUp - AroonDown; AroonUp = (n - i_{max}) / n * 100; AroonDown = (n - i_{min}) / n * 100,"date,high,low 2022-12-21,104.66000366210938,102.2699966430664 2022-12-22,103.48999786376952,98.97000122070312 2022-12-23,104.0199966430664,101.0500030517578 2022-12-27,104.79000091552734,103.69000244140624 2022-12-28,104.72000122070312,101.98999786376952 2022-12-29,104.3000030517578,101.66999816894533 2022-12-30,104.87999725341795,103.51000213623048 2023-01-03,104.47000122070312,100.54000091552734 2023-01-04,102.0,99.37999725341795 2023-01-05,103.06999969482422,100.1999969482422 2023-01-06,106.33000183105467,103.81999969482422 2023-01-09,106.97000122070312,101.55999755859376 2023-01-10,103.4499969482422,100.56999969482422 2023-01-11,102.7300033569336,100.52999877929688 2023-01-12,103.7699966430664,101.72000122070312 2023-01-13,103.37999725341795,101.5199966430664 2023-01-17,105.01000213623048,102.36000061035156 2023-01-18,105.51000213623048,102.3000030517578 2023-01-19,104.81999969482422,101.83000183105467 2023-01-20,107.23999786376952,103.83000183105467 2023-01-23,108.68000030517578,106.5999984741211 2023-01-24,107.26000213623048,104.36000061035156 2023-01-25,108.86000061035156,105.54000091552734 2023-01-26,111.66999816894533,108.27999877929688 2023-01-27,111.83999633789062,108.6999969482422 2023-01-30,108.93000030517578,105.88999938964844 ", 2981,US,technical,"On January 10, 2020, what is the Aroon Oscillator value for Edwards Lifesciences? (Standard period: 25) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",-16.0,easy,trend,AroonOsc = AroonUp - AroonDown; AroonUp = (n - i_{max}) / n * 100; AroonDown = (n - i_{min}) / n * 100,"date,high,low 2019-12-04,82.44999694824219,81.36333465576172 2019-12-05,82.5,79.43333435058594 2019-12-06,81.99666595458984,79.59333038330078 2019-12-09,79.66666412353516,77.27999877929688 2019-12-10,78.37000274658203,75.51000213623047 2019-12-11,76.93333435058594,75.36666870117188 2019-12-12,77.11333465576172,75.91999816894531 2019-12-13,77.69999694824219,76.56666564941406 2019-12-16,78.89666748046875,77.51000213623047 2019-12-17,79.46666717529297,78.33999633789062 2019-12-18,79.87333679199219,78.46666717529297 2019-12-19,79.49333190917969,77.68333435058594 2019-12-20,78.8133316040039,77.22333526611328 2019-12-23,79.5,78.79666900634766 2019-12-24,79.21333312988281,78.20999908447266 2019-12-26,78.836669921875,78.0566635131836 2019-12-27,78.86666870117188,77.99666595458984 2019-12-30,78.52999877929688,77.11666870117188 2019-12-31,77.836669921875,77.0 2020-01-02,77.91666412353516,76.62999725341797 2020-01-03,77.5,76.1066665649414 2020-01-06,78.35333251953125,76.66999816894531 2020-01-07,78.5999984741211,77.38333129882812 2020-01-08,78.0,76.61333465576172 2020-01-09,78.55000305175781,77.36000061035156 2020-01-10,78.66666412353516,77.44667053222656 ", 2982,US,technical,"What was Quanta Services's Aroon Oscillator on February 21, 2024? (Standard period: 25) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",68.0,easy,trend,AroonOsc = AroonUp - AroonDown; AroonUp = (n - i_{max}) / n * 100; AroonDown = (n - i_{min}) / n * 100,"date,high,low 2024-01-16,202.25999450683597,200.3000030517578 2024-01-17,201.0200042724609,198.97999572753903 2024-01-18,203.5,200.05999755859372 2024-01-19,203.42999267578125,199.41000366210935 2024-01-22,204.50999450683597,202.2100067138672 2024-01-23,204.4600067138672,187.2700042724609 2024-01-24,196.88999938964844,192.6199951171875 2024-01-25,198.6699981689453,193.5 2024-01-26,198.6499938964844,194.4199981689453 2024-01-29,197.6300048828125,194.8999938964844 2024-01-30,197.57000732421875,194.47999572753903 2024-01-31,197.7100067138672,193.5200042724609 2024-02-01,201.3699951171875,195.5800018310547 2024-02-02,206.08999633789065,197.4600067138672 2024-02-05,204.07000732421875,200.50999450683597 2024-02-06,206.2899932861328,200.22999572753903 2024-02-07,210.94000244140625,206.1999969482422 2024-02-08,211.77999877929688,207.07000732421875 2024-02-09,211.0,206.42999267578125 2024-02-12,212.1199951171875,209.3699951171875 2024-02-13,209.0,205.82000732421875 2024-02-14,212.9499969482422,207.9499969482422 2024-02-15,214.4900054931641,210.75 2024-02-16,214.1199951171875,211.00999450683597 2024-02-20,209.3600006103516,206.6100006103516 2024-02-21,212.07000732421875,206.5800018310547 ", 2983,US,technical,"For Aroon Oscillator, what is the value of L3Harris on October 28, 2020? (Standard period: 25) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",-100.0,easy,trend,AroonOsc = AroonUp - AroonDown; AroonUp = (n - i_{max}) / n * 100; AroonDown = (n - i_{min}) / n * 100,"date,high,low 2020-09-23,183.8699951171875,177.5 2020-09-24,177.85000610351562,172.6300048828125 2020-09-25,178.5800018310547,174.8300018310547 2020-09-28,181.17999267578125,178.35000610351562 2020-09-29,178.3300018310547,175.42999267578125 2020-09-30,175.6199951171875,168.39999389648438 2020-10-01,174.88999938964844,171.47000122070312 2020-10-02,174.14999389648438,169.97999572753906 2020-10-05,175.8699951171875,172.4600067138672 2020-10-06,177.3300018310547,173.64999389648438 2020-10-07,177.3800048828125,174.8000030517578 2020-10-08,178.13999938964844,175.0 2020-10-09,179.49000549316406,174.47999572753906 2020-10-12,175.83999633789062,174.27000427246094 2020-10-13,175.49000549316406,173.55999755859375 2020-10-14,177.3800048828125,174.3000030517578 2020-10-15,176.02000427246094,172.9199981689453 2020-10-16,175.41000366210938,174.16000366210938 2020-10-19,176.47000122070312,170.89999389648438 2020-10-20,173.32000732421875,170.1300048828125 2020-10-21,172.25,169.80999755859375 2020-10-22,172.0,169.50999450683594 2020-10-23,172.8800048828125,169.80999755859375 2020-10-26,170.50999450683594,167.14999389648438 2020-10-27,170.02999877929688,166.19000244140625 2020-10-28,166.19000244140625,161.1300048828125 ", 2984,US,technical,"Calculate the Aroon Oscillator value for Camden Property Trust on December 11, 2025. (Standard period: 25) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",56.0,easy,trend,AroonOsc = AroonUp - AroonDown; AroonUp = (n - i_{max}) / n * 100; AroonDown = (n - i_{min}) / n * 100,"date,high,low 2025-11-05,102.16000366210938,100.77999877929688 2025-11-06,101.88999938964844,99.25 2025-11-07,102.33000183105467,99.44000244140624 2025-11-10,102.45999908447266,101.04000091552734 2025-11-11,103.93000030517578,101.80999755859376 2025-11-12,103.63999938964844,102.2300033569336 2025-11-13,102.93000030517578,101.55999755859376 2025-11-14,102.80999755859376,101.26000213623048 2025-11-17,103.77999877929688,101.77999877929688 2025-11-18,102.56999969482422,101.47000122070312 2025-11-19,102.6500015258789,101.5999984741211 2025-11-20,104.31999969482422,102.75 2025-11-21,105.8000030517578,103.77999877929688 2025-11-24,105.25,104.08000183105467 2025-11-25,106.94000244140624,104.51000213623048 2025-11-26,106.9800033569336,105.76000213623048 2025-11-28,106.81999969482422,105.68000030517578 2025-12-01,106.97000122070312,105.70999908447266 2025-12-02,106.55999755859376,105.47000122070312 2025-12-03,106.7699966430664,105.30999755859376 2025-12-04,106.43000030517578,104.4000015258789 2025-12-05,105.01000213623048,103.45999908447266 2025-12-08,103.88999938964844,102.47000122070312 2025-12-09,103.79000091552734,101.58999633789062 2025-12-10,103.7699966430664,101.81999969482422 2025-12-11,104.51000213623048,102.95999908447266 ", 2985,US,technical,"What is the value of Relative Strength Index for IBM on April 18, 2024? (Standard period: 14; Gain/Loss calculation uses Wilder Smoothing, using the first data point as the initial value; Require 4n data points to warm up) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",36.7644,easy,momentum,"RSI = 100 - (100 / (1 + Gain / Loss)); Gain = Wilder_n(max(Change, 0)); Loss = Wilder_n(-min(Change, 0)); Wilder Smoothing alpha = 1/n","date,close 2024-01-29,187.13999938964844 2024-01-30,187.8699951171875 2024-01-31,183.66000366210935 2024-02-01,186.8999938964844 2024-02-02,185.7899932861328 2024-02-05,183.4199981689453 2024-02-06,183.41000366210935 2024-02-07,183.7400054931641 2024-02-08,184.3600006103516 2024-02-09,186.33999633789065 2024-02-12,186.16000366210935 2024-02-13,183.6999969482422 2024-02-14,183.57000732421875 2024-02-15,186.8699951171875 2024-02-16,187.63999938964844 2024-02-20,183.44000244140625 2024-02-21,179.6999969482422 2024-02-22,184.2100067138672 2024-02-23,185.72000122070312 2024-02-26,184.1300048828125 2024-02-27,184.8699951171875 2024-02-28,185.3000030517578 2024-02-29,185.02999877929688 2024-03-01,188.1999969482422 2024-03-04,193.05999755859372 2024-03-05,191.9499969482422 2024-03-06,196.16000366210935 2024-03-07,196.5399932861328 2024-03-08,195.9499969482422 2024-03-11,191.72999572753903 2024-03-12,197.77999877929688 2024-03-13,196.6999969482422 2024-03-14,193.42999267578125 2024-03-15,191.07000732421875 2024-03-18,191.69000244140625 2024-03-19,193.33999633789065 2024-03-20,193.9600067138672 2024-03-21,191.8999938964844 2024-03-22,190.83999633789065 2024-03-25,188.7899932861328 2024-03-26,188.5 2024-03-27,190.8000030517578 2024-03-28,190.9600067138672 2024-04-01,189.8300018310547 2024-04-02,188.8800048828125 2024-04-03,190.8999938964844 2024-04-04,187.94000244140625 2024-04-05,189.13999938964844 2024-04-08,189.82000732421875 2024-04-09,189.30999755859372 2024-04-10,186.0399932861328 2024-04-11,185.8999938964844 2024-04-12,182.2700042724609 2024-04-15,181.25 2024-04-16,183.75 2024-04-17,183.1000061035156 2024-04-18,181.47000122070312 ", 2986,US,technical,"On January 15, 2020, what is the Relative Strength Index value for Applied Materials? (Standard period: 14; Gain/Loss calculation uses Wilder Smoothing, using the first data point as the initial value; Require 4n data points to warm up) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",58.5807,easy,momentum,"RSI = 100 - (100 / (1 + Gain / Loss)); Gain = Wilder_n(max(Change, 0)); Loss = Wilder_n(-min(Change, 0)); Wilder Smoothing alpha = 1/n","date,close 2019-10-24,55.06999969482422 2019-10-25,55.720001220703125 2019-10-28,56.95000076293945 2019-10-29,55.52000045776367 2019-10-30,55.209999084472656 2019-10-31,54.2599983215332 2019-11-01,55.459999084472656 2019-11-04,55.7400016784668 2019-11-05,55.880001068115234 2019-11-06,55.81999969482422 2019-11-07,55.93999862670898 2019-11-08,56.02999877929688 2019-11-11,56.59000015258789 2019-11-12,56.41999816894531 2019-11-13,57.119998931884766 2019-11-14,56.959999084472656 2019-11-15,62.060001373291016 2019-11-18,62.34999847412109 2019-11-19,60.93999862670898 2019-11-20,59.650001525878906 2019-11-21,56.43999862670898 2019-11-22,55.93999862670898 2019-11-25,58.27999877929688 2019-11-26,57.56999969482422 2019-11-27,58.290000915527344 2019-11-29,57.900001525878906 2019-12-02,56.70000076293945 2019-12-03,55.34000015258789 2019-12-04,56.09000015258789 2019-12-05,55.84000015258789 2019-12-06,56.59999847412109 2019-12-09,56.59999847412109 2019-12-10,56.619998931884766 2019-12-11,59.040000915527344 2019-12-12,60.36000061035156 2019-12-13,59.869998931884766 2019-12-16,59.959999084472656 2019-12-17,60.790000915527344 2019-12-18,60.380001068115234 2019-12-19,60.66999816894531 2019-12-20,61.810001373291016 2019-12-23,61.08000183105469 2019-12-24,61.5 2019-12-26,61.310001373291016 2019-12-27,61.16999816894531 2019-12-30,60.93000030517578 2019-12-31,61.040000915527344 2020-01-02,62.20000076293945 2020-01-03,61.209999084472656 2020-01-06,59.88999938964844 2020-01-07,61.619998931884766 2020-01-08,61.58000183105469 2020-01-09,61.970001220703125 2020-01-10,61.470001220703125 2020-01-13,61.810001373291016 2020-01-14,62.34999847412109 2020-01-15,61.93000030517578 ", 2987,US,technical,"What was Broadcom's Relative Strength Index on January 16, 2020? (Standard period: 14; Gain/Loss calculation uses Wilder Smoothing, using the first data point as the initial value; Require 4n data points to warm up) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",45.944,easy,momentum,"RSI = 100 - (100 / (1 + Gain / Loss)); Gain = Wilder_n(max(Change, 0)); Loss = Wilder_n(-min(Change, 0)); Wilder Smoothing alpha = 1/n","date,close 2019-10-25,28.98200035095215 2019-10-28,29.155000686645508 2019-10-29,28.81599998474121 2019-10-30,29.02400016784668 2019-10-31,29.28499984741211 2019-11-01,29.65900039672852 2019-11-04,30.5 2019-11-05,31.40399932861328 2019-11-06,31.31599998474121 2019-11-07,31.173999786376957 2019-11-08,31.340999603271484 2019-11-11,31.274999618530277 2019-11-12,31.55299949645996 2019-11-13,31.367000579833984 2019-11-14,30.89699935913086 2019-11-15,31.291000366210938 2019-11-18,31.10700035095215 2019-11-19,31.770000457763672 2019-11-20,31.16699981689453 2019-11-21,31.524999618530277 2019-11-22,31.492000579833984 2019-11-25,31.96199989318848 2019-11-26,31.62700080871582 2019-11-27,31.8439998626709 2019-11-29,31.621000289916992 2019-12-02,31.07200050354004 2019-12-03,30.652000427246094 2019-12-04,30.972000122070312 2019-12-05,31.11899948120117 2019-12-06,31.604999542236328 2019-12-09,31.4379997253418 2019-12-10,31.506000518798828 2019-12-11,31.972000122070312 2019-12-12,32.779998779296875 2019-12-13,31.54199981689453 2019-12-16,32.3129997253418 2019-12-17,32.380001068115234 2019-12-18,32.74399948120117 2019-12-19,32.40999984741211 2019-12-20,31.899999618530277 2019-12-23,31.952999114990234 2019-12-24,32.04999923706055 2019-12-26,31.79800033569336 2019-12-27,31.652999877929688 2019-12-30,31.34600067138672 2019-12-31,31.601999282836918 2020-01-02,32.23899841308594 2020-01-03,31.41900062561035 2020-01-06,31.371999740600582 2020-01-07,31.263999938964844 2020-01-08,30.874000549316406 2020-01-09,30.625999450683597 2020-01-10,29.92200088500977 2020-01-13,30.118000030517575 2020-01-14,30.81800079345703 2020-01-15,30.31399917602539 2020-01-16,30.70499992370605 ", 2988,US,technical,"For Relative Strength Index, what is the value of U.S. Bancorp on February 15, 2022? (Standard period: 14; Gain/Loss calculation uses Wilder Smoothing, using the first data point as the initial value; Require 4n data points to warm up) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",46.3211,easy,momentum,"RSI = 100 - (100 / (1 + Gain / Loss)); Gain = Wilder_n(max(Change, 0)); Loss = Wilder_n(-min(Change, 0)); Wilder Smoothing alpha = 1/n","date,close 2021-11-24,59.84000015258789 2021-11-26,57.5 2021-11-29,57.400001525878906 2021-11-30,55.34000015258789 2021-12-01,54.84999847412109 2021-12-02,56.59999847412109 2021-12-03,55.59000015258789 2021-12-06,56.880001068115234 2021-12-07,57.68999862670898 2021-12-08,57.040000915527344 2021-12-09,57.209999084472656 2021-12-10,57.77000045776367 2021-12-13,56.81999969482422 2021-12-14,57.310001373291016 2021-12-15,56.7400016784668 2021-12-16,57.43000030517578 2021-12-17,55.72999954223633 2021-12-20,54.869998931884766 2021-12-21,55.84000015258789 2021-12-22,56.06999969482422 2021-12-23,56.310001373291016 2021-12-27,56.7400016784668 2021-12-28,56.75 2021-12-29,56.59999847412109 2021-12-30,56.150001525878906 2021-12-31,56.16999816894531 2022-01-03,57.27000045776367 2022-01-04,58.77000045776367 2022-01-05,58.459999084472656 2022-01-06,60.04999923706055 2022-01-07,61.0 2022-01-10,61.36000061035156 2022-01-11,62.119998931884766 2022-01-12,62.4900016784668 2022-01-13,63.18999862670898 2022-01-14,63.25 2022-01-18,62.18999862670898 2022-01-19,57.369998931884766 2022-01-20,56.93999862670898 2022-01-21,55.09999847412109 2022-01-24,56.810001373291016 2022-01-25,57.40999984741211 2022-01-26,57.560001373291016 2022-01-27,57.43999862670898 2022-01-28,58.08000183105469 2022-01-31,58.18999862670898 2022-02-01,59.27000045776367 2022-02-02,59.77000045776367 2022-02-03,59.150001525878906 2022-02-04,59.70000076293945 2022-02-07,59.58000183105469 2022-02-08,59.58000183105469 2022-02-09,59.75 2022-02-10,59.209999084472656 2022-02-11,58.54999923706055 2022-02-14,57.869998931884766 2022-02-15,58.61000061035156 ", 2989,US,technical,"Calculate the Relative Strength Index value for Xylem Inc. on September 28, 2021. (Standard period: 14; Gain/Loss calculation uses Wilder Smoothing, using the first data point as the initial value; Require 4n data points to warm up) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",39.7883,easy,momentum,"RSI = 100 - (100 / (1 + Gain / Loss)); Gain = Wilder_n(max(Change, 0)); Loss = Wilder_n(-min(Change, 0)); Wilder Smoothing alpha = 1/n","date,close 2021-07-09,121.0500030517578 2021-07-12,121.63999938964844 2021-07-13,120.7699966430664 2021-07-14,121.01000213623048 2021-07-15,120.01000213623048 2021-07-16,119.36000061035156 2021-07-19,117.2300033569336 2021-07-20,121.52999877929688 2021-07-21,122.43000030517578 2021-07-22,122.0 2021-07-23,123.26000213623048 2021-07-26,124.08000183105467 2021-07-27,123.9499969482422 2021-07-28,122.93000030517578 2021-07-29,125.05999755859376 2021-07-30,125.8499984741211 2021-08-02,125.63999938964844 2021-08-03,127.93000030517578 2021-08-04,126.66000366210938 2021-08-05,127.5199966430664 2021-08-06,128.8000030517578 2021-08-09,128.49000549316406 2021-08-10,129.39999389648438 2021-08-11,130.22000122070312 2021-08-12,131.08999633789062 2021-08-13,131.52999877929688 2021-08-16,132.92999267578125 2021-08-17,131.8000030517578 2021-08-18,130.27000427246094 2021-08-19,130.25 2021-08-20,131.57000732421875 2021-08-23,132.1999969482422 2021-08-24,133.9600067138672 2021-08-25,135.10000610351562 2021-08-26,134.27999877929688 2021-08-27,134.94000244140625 2021-08-30,136.47999572753906 2021-08-31,136.30999755859375 2021-09-01,136.5500030517578 2021-09-02,138.02999877929688 2021-09-03,137.25 2021-09-07,135.64999389648438 2021-09-08,135.11000061035156 2021-09-09,133.94000244140625 2021-09-10,134.33999633789062 2021-09-13,132.67999267578125 2021-09-14,132.49000549316406 2021-09-15,134.17999267578125 2021-09-16,132.8800048828125 2021-09-17,131.55999755859375 2021-09-20,131.0399932861328 2021-09-21,130.94000244140625 2021-09-22,133.16000366210938 2021-09-23,135.1699981689453 2021-09-24,135.6199951171875 2021-09-27,134.3000030517578 2021-09-28,128.9199981689453 ", 2990,US,technical,"What is the value of Commodity Channel Index for UnitedHealth Group on January 30, 2024? (Standard period: 20) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",-86.2339,easy,momentum,TP_t = (H_t + L_t + C_t) / 3; MD_t = 1 / n * \sum_{i=0}^{n-1} |TP_{t-i} - SMA_n(TP)|; CCI = (TP_t - SMA_n(TP)) / (0.015 * MD_t),"date,high,low,close 2024-01-02,539.6599731445312,526.6699829101562,539.3400268554688 2024-01-03,546.7899780273438,539.47998046875,542.030029296875 2024-01-04,549.0,543.0,545.4199829101562 2024-01-05,547.0,533.72998046875,537.3800048828125 2024-01-08,540.25,528.0,536.52001953125 2024-01-09,539.6099853515625,532.3300170898438,538.3699951171875 2024-01-10,541.2000122070312,536.1500244140625,537.6400146484375 2024-01-11,540.1599731445312,534.530029296875,539.6799926757812 2024-01-12,528.47998046875,513.1300048828125,521.510009765625 2024-01-16,524.5,516.5499877929688,519.1500244140625 2024-01-17,530.6599731445312,520.0,524.9400024414062 2024-01-18,516.8400268554688,497.4599914550781,516.3400268554688 2024-01-19,517.5499877929688,501.8200073242188,503.55999755859375 2024-01-22,513.5700073242188,496.5,512.989990234375 2024-01-23,518.0800170898438,512.0800170898438,515.52001953125 2024-01-24,521.72998046875,512.9500122070312,513.22998046875 2024-01-25,495.510009765625,479.0,493.3999938964844 2024-01-26,503.6900024414063,489.8999938964844,503.2000122070313 2024-01-29,506.510009765625,501.1499938964844,504.5400085449219 2024-01-30,506.0499877929688,499.2200012207031,503.6099853515625 ", 2991,US,technical,"On July 01, 2022, what is the Commodity Channel Index value for Dominion Energy? (Standard period: 20) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",63.5885,easy,momentum,TP_t = (H_t + L_t + C_t) / 3; MD_t = 1 / n * \sum_{i=0}^{n-1} |TP_{t-i} - SMA_n(TP)|; CCI = (TP_t - SMA_n(TP)) / (0.015 * MD_t),"date,high,low,close 2022-06-03,83.6500015258789,82.66999816894531,82.70999908447266 2022-06-06,83.44000244140625,82.62000274658203,82.7300033569336 2022-06-07,83.16999816894531,81.93000030517578,83.0999984741211 2022-06-08,82.55999755859375,81.08000183105469,81.19000244140625 2022-06-09,81.98999786376953,79.30999755859375,79.33999633789062 2022-06-10,79.97000122070312,78.29000091552734,79.30999755859375 2022-06-13,78.69999694824219,75.95999908447266,76.31999969482422 2022-06-14,76.9000015258789,73.25,74.5999984741211 2022-06-15,76.0,73.83999633789062,74.87999725341797 2022-06-16,74.87000274658203,73.37999725341797,74.37999725341797 2022-06-17,74.58000183105469,72.63999938964844,73.41000366210938 2022-06-21,74.83000183105469,73.33999633789062,74.58000183105469 2022-06-22,75.94999694824219,74.5,75.41999816894531 2022-06-23,77.23999786376953,75.73999786376953,77.1500015258789 2022-06-24,78.3499984741211,77.16000366210938,78.13999938964844 2022-06-27,78.87999725341797,77.44999694824219,78.62000274658203 2022-06-28,79.37999725341797,78.4000015258789,78.52999877929688 2022-06-29,79.22000122070312,78.5999984741211,79.0199966430664 2022-06-30,80.5999984741211,78.37999725341797,79.80999755859375 2022-07-01,81.29000091552734,79.44000244140625,81.23999786376953 ", 2992,US,technical,"What was Thermo Fisher Scientific's Commodity Channel Index on May 15, 2025? (Standard period: 20) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",-179.0677,easy,momentum,TP_t = (H_t + L_t + C_t) / 3; MD_t = 1 / n * \sum_{i=0}^{n-1} |TP_{t-i} - SMA_n(TP)|; CCI = (TP_t - SMA_n(TP)) / (0.015 * MD_t),"date,high,low,close 2025-04-17,436.0199890136719,425.0499877929688,427.5 2025-04-21,426.5,416.6199951171875,421.8500061035156 2025-04-22,437.010009765625,426.510009765625,434.7300109863281 2025-04-23,461.6099853515625,429.4200134277344,431.6400146484375 2025-04-24,432.4599914550781,417.7900085449219,426.6600036621094 2025-04-25,426.7200012207031,416.8200073242188,424.239990234375 2025-04-28,432.8500061035156,416.8399963378906,421.3399963378906 2025-04-29,430.3399963378906,418.80999755859375,427.5299987792969 2025-04-30,429.30999755859375,422.989990234375,429.0 2025-05-01,428.8699951171875,415.3800048828125,419.8900146484375 2025-05-02,431.4400024414063,422.4200134277344,423.5499877929688 2025-05-05,424.9800109863281,417.8599853515625,422.2699890136719 2025-05-06,423.55999755859375,406.5,407.0199890136719 2025-05-07,413.3500061035156,404.5700073242188,407.8500061035156 2025-05-08,415.75,402.80999755859375,410.7799987792969 2025-05-09,412.489990234375,401.75,403.1300048828125 2025-05-12,432.7300109863281,409.7000122070313,432.5899963378906 2025-05-13,434.9800109863281,427.2999877929688,428.9500122070313 2025-05-14,430.5499877929688,405.7799987792969,406.0499877929688 2025-05-15,407.0400085449219,390.5,404.9299926757813 ", 2993,US,technical,"For Commodity Channel Index, what is the value of Lululemon Athletica on January 08, 2020? (Standard period: 20) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",142.1482,easy,momentum,TP_t = (H_t + L_t + C_t) / 3; MD_t = 1 / n * \sum_{i=0}^{n-1} |TP_{t-i} - SMA_n(TP)|; CCI = (TP_t - SMA_n(TP)) / (0.015 * MD_t),"date,high,low,close 2019-12-10,231.6999969482422,227.07000732421875,229.6499938964844 2019-12-11,235.5,228.0,233.19000244140625 2019-12-12,228.82000732421875,218.17999267578125,224.47000122070312 2019-12-13,225.5,218.80999755859372,223.5500030517578 2019-12-16,227.32000732421875,223.75999450683597,225.3500061035156 2019-12-17,226.44000244140625,221.4600067138672,222.97999572753903 2019-12-18,225.6000061035156,223.3000030517578,224.30999755859372 2019-12-19,224.75,222.2700042724609,224.1300048828125 2019-12-20,230.57000732421875,224.38999938964844,230.2899932861328 2019-12-23,231.13999938964844,227.07000732421875,228.1300048828125 2019-12-24,229.41000366210935,227.1100006103516,229.02999877929688 2019-12-26,233.4199981689453,229.30999755859372,231.1699981689453 2019-12-27,232.7899932861328,229.75999450683597,230.0200042724609 2019-12-30,231.75,227.52999877929688,230.8300018310547 2019-12-31,232.0,229.6699981689453,231.6699981689453 2020-01-02,233.47000122070312,231.7700042724609,233.4199981689453 2020-01-03,234.5,230.22999572753903,232.63999938964844 2020-01-06,235.52999877929688,230.8000030517578,235.42999267578125 2020-01-07,236.8500061035156,233.33999633789065,233.6999969482422 2020-01-08,238.00999450683597,234.00999450683597,237.2700042724609 ", 2994,US,technical,"Calculate the Commodity Channel Index value for Republic Services on February 17, 2023. (Standard period: 20) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",276.2547,easy,momentum,TP_t = (H_t + L_t + C_t) / 3; MD_t = 1 / n * \sum_{i=0}^{n-1} |TP_{t-i} - SMA_n(TP)|; CCI = (TP_t - SMA_n(TP)) / (0.015 * MD_t),"date,high,low,close 2023-01-23,124.0199966430664,122.30999755859376,123.31999969482422 2023-01-24,124.25,122.1999969482422,123.20999908447266 2023-01-25,124.3000030517578,122.2300033569336,124.27999877929688 2023-01-26,124.91000366210938,123.06999969482422,123.87000274658205 2023-01-27,124.04000091552734,122.5199966430664,123.8499984741211 2023-01-30,125.5,123.80999755859376,124.12000274658205 2023-01-31,124.8499984741211,123.38999938964844,124.81999969482422 2023-02-01,126.02999877929688,122.01000213623048,124.79000091552734 2023-02-02,124.56999969482422,122.38999938964844,122.54000091552734 2023-02-03,123.4000015258789,121.16999816894533,123.08000183105467 2023-02-06,124.1999969482422,122.44000244140624,123.88999938964844 2023-02-07,124.4499969482422,122.51000213623048,124.29000091552734 2023-02-08,124.81999969482422,123.62000274658205,124.41999816894533 2023-02-09,126.04000091552734,124.66999816894533,125.44000244140624 2023-02-10,127.5199966430664,125.52999877929688,127.36000061035156 2023-02-13,128.25999450683594,125.75,126.04000091552734 2023-02-14,126.5,124.5199966430664,124.86000061035156 2023-02-15,126.22000122070312,124.2699966430664,125.80999755859376 2023-02-16,131.25,126.8000030517578,129.99000549316406 2023-02-17,132.60000610351562,130.22000122070312,131.9600067138672 ", 2995,US,technical,"What is the value of Williams %R for Match Group on June 01, 2021? (Standard period: 14) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",-36.129,easy,momentum,%R = (max_{i=0}^{n-1} H_{t-i} - C_t) / (max_{i=0}^{n-1} H_{t-i} - min_{i=0}^{n-1} L_{t-i}) * (-100),"date,high,low,close 2021-05-12,144.0,140.25,141.6199951171875 2021-05-13,144.25,135.50999450683594,138.39999389648438 2021-05-14,142.83999633789062,139.00999450683594,142.19000244140625 2021-05-17,141.14999389648438,138.27999877929688,139.99000549316406 2021-05-18,142.77000427246094,136.5,136.86000061035156 2021-05-19,139.1199951171875,132.3300018310547,138.83999633789062 2021-05-20,143.22999572753906,137.02000427246094,142.77999877929688 2021-05-21,145.49000549316406,142.75,143.32000732421875 2021-05-24,148.42999267578125,143.3300018310547,147.3000030517578 2021-05-25,149.3800048828125,142.85000610351562,144.25999450683594 2021-05-26,146.39999389648438,143.1699981689453,144.63999938964844 2021-05-27,145.4949951171875,142.4199981689453,143.00999450683594 2021-05-28,145.3800048828125,142.17999267578125,143.3800048828125 2021-06-01,145.6999969482422,141.52999877929688,143.22000122070312 ", 2996,US,technical,"On April 04, 2022, what is the Williams %R value for Baker Hughes? (Standard period: 14) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",-46.5278,easy,momentum,%R = (max_{i=0}^{n-1} H_{t-i} - C_t) / (max_{i=0}^{n-1} H_{t-i} - min_{i=0}^{n-1} L_{t-i}) * (-100),"date,high,low,close 2022-03-16,34.970001220703125,32.58000183105469,33.650001525878906 2022-03-17,35.209999084472656,33.91999816894531,34.97999954223633 2022-03-18,35.54999923706055,34.619998931884766,35.290000915527344 2022-03-21,37.130001068115234,35.88999938964844,36.220001220703125 2022-03-22,36.959999084472656,35.900001525878906,36.540000915527344 2022-03-23,38.09000015258789,36.709999084472656,37.59000015258789 2022-03-24,39.77999877929688,37.41999816894531,38.290000915527344 2022-03-25,38.7400016784668,37.93000030517578,38.720001220703125 2022-03-28,37.93999862670898,36.7400016784668,37.0 2022-03-29,36.720001220703125,35.16999816894531,36.66999816894531 2022-03-30,37.560001373291016,36.61000061035156,37.34999847412109 2022-03-31,37.77000045776367,36.09999847412109,36.40999984741211 2022-04-01,37.20000076293945,36.11000061035156,36.41999816894531 2022-04-04,36.790000915527344,35.79999923706055,36.43000030517578 ", 2997,US,technical,"What was Automatic Data Processing's Williams %R on July 20, 2023? (Standard period: 14) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",-6.5081,easy,momentum,%R = (max_{i=0}^{n-1} H_{t-i} - C_t) / (max_{i=0}^{n-1} H_{t-i} - min_{i=0}^{n-1} L_{t-i}) * (-100),"date,high,low,close 2023-06-30,220.5500030517578,217.47000122070312,219.7899932861328 2023-07-03,219.22999572753903,216.25,218.72999572753903 2023-07-05,220.1999969482422,217.22000122070312,219.6999969482422 2023-07-06,222.16000366210935,218.08999633789065,221.6499938964844 2023-07-07,221.3500061035156,218.5200042724609,218.7400054931641 2023-07-10,225.72999572753903,219.2100067138672,224.25999450683597 2023-07-11,226.63999938964844,223.6199951171875,226.3800048828125 2023-07-12,228.97000122070312,224.3699951171875,224.9900054931641 2023-07-13,227.6100006103516,224.6100006103516,227.16000366210935 2023-07-14,229.7100067138672,226.6199951171875,229.47000122070312 2023-07-17,234.44000244140625,228.25999450683597,233.72000122070312 2023-07-18,237.08999633789065,233.0,235.8999938964844 2023-07-19,238.52999877929688,235.1100006103516,237.3300018310547 2023-07-20,238.3300018310547,235.2899932861328,237.0800018310547 ", 2998,US,technical,"For Williams %R, what is the value of Quest Diagnostics on July 08, 2020? (Standard period: 14) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",-6.8023,easy,momentum,%R = (max_{i=0}^{n-1} H_{t-i} - C_t) / (max_{i=0}^{n-1} H_{t-i} - min_{i=0}^{n-1} L_{t-i}) * (-100),"date,high,low,close 2020-06-18,113.1500015258789,110.41000366210938,111.08999633789062 2020-06-19,112.68000030517578,108.23999786376952,108.2699966430664 2020-06-22,109.9800033569336,107.26000213623048,109.91000366210938 2020-06-23,110.41000366210938,106.08999633789062,106.95999908447266 2020-06-24,107.98999786376952,103.45999908447266,104.5500030517578 2020-06-25,108.62999725341795,103.26000213623048,108.3000030517578 2020-06-26,110.8000030517578,107.52999877929688,110.22000122070312 2020-06-29,110.9000015258789,108.87999725341795,110.41999816894533 2020-06-30,114.5,110.37999725341795,113.95999908447266 2020-07-01,114.97000122070312,112.48999786376952,114.0500030517578 2020-07-02,116.86000061035156,114.4000015258789,116.04000091552734 2020-07-06,118.98999786376952,117.08999633789062,118.37000274658205 2020-07-07,118.23999786376952,116.22000122070312,117.30999755859376 2020-07-08,118.0,116.2699966430664,117.91999816894533 ", 2999,US,technical,"Calculate the Williams %R value for Regeneron Pharmaceuticals on October 18, 2021. (Standard period: 14) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",-94.2204,easy,momentum,%R = (max_{i=0}^{n-1} H_{t-i} - C_t) / (max_{i=0}^{n-1} H_{t-i} - min_{i=0}^{n-1} L_{t-i}) * (-100),"date,high,low,close 2021-09-29,612.739990234375,604.97998046875,606.7000122070312 2021-09-30,613.5800170898438,604.6199951171875,605.1799926757812 2021-10-01,578.0,556.0499877929688,570.7899780273438 2021-10-04,568.1300048828125,553.0999755859375,555.4199829101562 2021-10-05,564.72998046875,549.27001953125,550.9000244140625 2021-10-06,553.9299926757812,543.4099731445312,546.5700073242188 2021-10-07,559.75,547.3200073242188,552.02001953125 2021-10-08,555.52001953125,543.25,550.02001953125 2021-10-11,557.8699951171875,545.5999755859375,546.260009765625 2021-10-12,549.3499755859375,541.5800170898438,544.4400024414062 2021-10-13,556.1799926757812,546.969970703125,547.1199951171875 2021-10-14,565.1099853515625,552.0700073242188,555.6199951171875 2021-10-15,558.9299926757812,552.1599731445312,553.239990234375 2021-10-18,552.489990234375,539.1799926757812,543.47998046875 ", 3000,US,technical,"What is the value of Bollinger %B for Host Hotels & Resorts on February 28, 2022? (Standard parameters: period 20, multiplier 2, use population standard deviation) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.5208,easy,volatility,Middle = SMA_n(P); Upper = Middle + 2 * \sigma_n(P); Lower = Middle - 2 * \sigma_n(P); %B = (P_t - Lower) / (Upper - Lower),"date,close 2022-01-31,17.34000015258789 2022-02-01,17.3700008392334 2022-02-02,17.18000030517578 2022-02-03,17.079999923706055 2022-02-04,17.459999084472656 2022-02-07,17.84000015258789 2022-02-08,18.170000076293945 2022-02-09,18.450000762939453 2022-02-10,18.540000915527344 2022-02-11,18.059999465942383 2022-02-14,17.93000030517578 2022-02-15,18.71999931335449 2022-02-16,19.309999465942383 2022-02-17,19.299999237060547 2022-02-18,19.11000061035156 2022-02-22,18.59000015258789 2022-02-23,18.34000015258789 2022-02-24,18.489999771118164 2022-02-25,18.75 2022-02-28,18.270000457763672 ", 3001,US,technical,"On February 10, 2025, what is the Bollinger %B value for Fair Isaac? (Standard parameters: period 20, multiplier 2, use population standard deviation) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.3942,easy,volatility,Middle = SMA_n(P); Upper = Middle + 2 * \sigma_n(P); Lower = Middle - 2 * \sigma_n(P); %B = (P_t - Lower) / (Upper - Lower),"date,close 2025-01-13,1911.97998046875 2025-01-14,1949.530029296875 2025-01-15,2030.469970703125 2025-01-16,1969.6800537109373 2025-01-17,1900.5400390625 2025-01-21,1894.18994140625 2025-01-22,1880.3199462890625 2025-01-23,1854.5999755859373 2025-01-24,1814.8499755859373 2025-01-27,1842.6400146484373 2025-01-28,1851.0999755859373 2025-01-29,1860.2099609375 2025-01-30,1866.4200439453125 2025-01-31,1873.56005859375 2025-02-03,1827.9599609375 2025-02-04,1809.699951171875 2025-02-05,1847.800048828125 2025-02-06,1887.300048828125 2025-02-07,1858.8599853515625 2025-02-10,1857.3499755859373 ", 3002,US,technical,"What was Digital Realty's Bollinger %B on June 09, 2022? (Standard parameters: period 20, multiplier 2, use population standard deviation) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.4789,easy,volatility,Middle = SMA_n(P); Upper = Middle + 2 * \sigma_n(P); Lower = Middle - 2 * \sigma_n(P); %B = (P_t - Lower) / (Upper - Lower),"date,close 2022-05-12,127.11000061035156 2022-05-13,131.19000244140625 2022-05-16,128.41000366210938 2022-05-17,128.64999389648438 2022-05-18,125.29000091552734 2022-05-19,127.66999816894533 2022-05-20,131.10000610351562 2022-05-23,133.52000427246094 2022-05-24,136.6300048828125 2022-05-25,137.85000610351562 2022-05-26,136.7899932861328 2022-05-27,141.50999450683594 2022-05-31,139.58999633789062 2022-06-01,137.44000244140625 2022-06-02,138.3699951171875 2022-06-03,134.49000549316406 2022-06-06,134.91000366210938 2022-06-07,135.25999450683594 2022-06-08,132.85000610351562 2022-06-09,133.22000122070312 ", 3003,US,technical,"For Bollinger %B, what is the value of Boston Scientific on June 30, 2025? (Standard parameters: period 20, multiplier 2, use population standard deviation) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.0486,easy,volatility,Middle = SMA_n(P); Upper = Middle + 2 * \sigma_n(P); Lower = Middle - 2 * \sigma_n(P); %B = (P_t - Lower) / (Upper - Lower),"date,close 2025-06-02,104.16999816894533 2025-06-03,103.0999984741211 2025-06-04,102.43000030517578 2025-06-05,102.83000183105467 2025-06-06,102.08999633789062 2025-06-09,100.04000091552734 2025-06-10,99.33999633789062 2025-06-11,99.4000015258789 2025-06-12,98.55999755859376 2025-06-13,99.73999786376952 2025-06-16,101.48999786376952 2025-06-17,101.7300033569336 2025-06-18,101.37000274658205 2025-06-20,101.3000030517578 2025-06-23,102.36000061035156 2025-06-24,104.12000274658205 2025-06-25,104.29000091552734 2025-06-26,104.58000183105467 2025-06-27,106.52999877929688 2025-06-30,107.41000366210938 ", 3004,US,technical,"Calculate the Bollinger %B value for Netflix on August 17, 2021. (Standard parameters: period 20, multiplier 2, use population standard deviation) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.6805,easy,volatility,Middle = SMA_n(P); Upper = Middle + 2 * \sigma_n(P); Lower = Middle - 2 * \sigma_n(P); %B = (P_t - Lower) / (Upper - Lower),"date,close 2021-07-21,51.36299896240234 2021-07-22,51.17699813842773 2021-07-23,51.54100036621094 2021-07-26,51.64899826049805 2021-07-27,51.89099884033203 2021-07-28,51.93000030517578 2021-07-29,51.42499923706055 2021-07-30,51.75699996948242 2021-08-02,51.51499938964844 2021-08-03,51.08200073242188 2021-08-04,51.73500061035156 2021-08-05,52.48899841308594 2021-08-06,52.05500030517578 2021-08-09,51.99700164794922 2021-08-10,51.58399963378906 2021-08-11,51.2400016784668 2021-08-12,51.071998596191406 2021-08-13,51.59199905395508 2021-08-16,51.79199981689453 2021-08-17,51.89099884033203 ", 3005,US,technical,"What is the value of Average True Range for KeyCorp on October 01, 2021? (Standard period: 14; ATR calculation uses Wilder Smoothing, using the first data point as the initial value; Require 4n data points to warm up) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.5802,easy,volatility,"TR_t = max(H_t - L_t, |H_t - C_{t-1}|, |L_t - C_{t-1}|); ATR = Wilder_n(TR); Wilder Smoothing alpha = 1/n","date,high,low,close 2021-07-14,20.399999618530277,19.68000030517578,19.989999771118164 2021-07-15,20.32999992370605,19.700000762939453,20.15999984741211 2021-07-16,20.34000015258789,19.299999237060547,19.350000381469727 2021-07-19,19.01000022888184,18.350000381469727,18.489999771118164 2021-07-20,19.399999618530277,17.899999618530273,19.100000381469727 2021-07-21,19.65999984741211,19.299999237060547,19.40999984741211 2021-07-22,19.34000015258789,18.8799991607666,19.0 2021-07-23,19.530000686645508,19.01000022888184,19.100000381469727 2021-07-26,19.530000686645508,19.15999984741211,19.350000381469727 2021-07-27,19.540000915527344,18.989999771118164,19.36000061035156 2021-07-28,19.809999465942383,19.209999084472656,19.59000015258789 2021-07-29,20.059999465942383,19.6299991607666,19.8700008392334 2021-07-30,20.06999969482422,19.549999237060547,19.65999984741211 2021-08-02,20.309999465942383,19.530000686645508,19.540000915527344 2021-08-03,20.06999969482422,19.299999237060547,20.01000022888184 2021-08-04,20.100000381469727,19.59000015258789,19.6299991607666 2021-08-05,19.989999771118164,19.76000022888184,19.899999618530277 2021-08-06,20.559999465942383,20.15999984741211,20.32999992370605 2021-08-09,20.46999931335449,20.0,20.200000762939453 2021-08-10,20.68000030517578,20.07999992370605,20.57999992370605 2021-08-11,20.920000076293945,20.3799991607666,20.8799991607666 2021-08-12,20.93000030517578,20.6200008392334,20.82999992370605 2021-08-13,20.989999771118164,20.57999992370605,20.68000030517578 2021-08-16,20.63999938964844,20.21999931335449,20.520000457763672 2021-08-17,20.459999084472656,19.920000076293945,20.209999084472656 2021-08-18,20.420000076293945,19.989999771118164,20.020000457763672 2021-08-19,19.979999542236328,19.56999969482422,19.739999771118164 2021-08-20,19.920000076293945,19.59000015258789,19.90999984741211 2021-08-23,20.270000457763672,20.020000457763672,20.15999984741211 2021-08-24,20.479999542236328,20.18000030517578,20.40999984741211 2021-08-25,20.979999542236328,20.38999938964844,20.850000381469727 2021-08-26,20.940000534057617,20.420000076293945,20.51000022888184 2021-08-27,20.940000534057617,20.479999542236328,20.88999938964844 2021-08-30,20.75,20.15999984741211,20.170000076293945 2021-08-31,20.479999542236328,20.1200008392334,20.31999969482422 2021-09-01,20.36000061035156,19.920000076293945,20.01000022888184 2021-09-02,20.31999969482422,19.93000030517578,20.1200008392334 2021-09-03,21.11000061035156,19.899999618530277,20.049999237060547 2021-09-07,20.38999938964844,20.030000686645508,20.040000915527344 2021-09-08,20.059999465942383,19.700000762939453,19.739999771118164 2021-09-09,20.15999984741211,19.61000061035156,19.96999931335449 2021-09-10,20.15999984741211,19.84000015258789,19.8700008392334 2021-09-13,20.76000022888184,20.020000457763672,20.71999931335449 2021-09-14,20.940000534057617,20.459999084472656,20.600000381469727 2021-09-15,21.13999938964844,20.700000762939453,21.0 2021-09-16,21.21999931335449,20.850000381469727,20.88999938964844 2021-09-17,21.18000030517578,20.68000030517578,20.76000022888184 2021-09-20,20.190000534057617,19.68000030517578,20.059999465942383 2021-09-21,20.25,19.799999237060547,19.93000030517578 2021-09-22,20.530000686645508,20.18000030517578,20.309999465942383 2021-09-23,21.13999938964844,20.489999771118164,20.96999931335449 2021-09-24,21.34000015258789,20.96999931335449,21.13999938964844 2021-09-27,21.93000030517578,21.38999938964844,21.81999969482422 2021-09-28,22.11000061035156,21.700000762939453,21.75 2021-09-29,22.06999969482422,21.65999984741211,21.989999771118164 2021-09-30,22.18000030517578,21.6200008392334,21.6200008392334 2021-10-01,22.5,21.780000686645508,22.34000015258789 ", 3006,US,technical,"On September 02, 2022, what is the Average True Range value for Idexx Laboratories? (Standard period: 14; ATR calculation uses Wilder Smoothing, using the first data point as the initial value; Require 4n data points to warm up) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",12.7413,easy,volatility,"TR_t = max(H_t - L_t, |H_t - C_{t-1}|, |L_t - C_{t-1}|); ATR = Wilder_n(TR); Wilder Smoothing alpha = 1/n","date,high,low,close 2022-06-14,338.010009765625,322.7799987792969,328.989990234375 2022-06-15,339.0599975585937,325.7699890136719,333.94000244140625 2022-06-16,329.1499938964844,318.5,327.3699951171875 2022-06-17,336.3099975585937,327.3800048828125,328.04998779296875 2022-06-21,334.8399963378906,329.5299987792969,332.0299987792969 2022-06-22,337.7300109863281,328.5,333.1099853515625 2022-06-23,355.94000244140625,337.45001220703125,355.6199951171875 2022-06-24,366.5499877929688,357.7699890136719,361.4800109863281 2022-06-27,364.2999877929688,354.7799987792969,359.0299987792969 2022-06-28,363.8500061035156,347.9200134277344,349.2099914550781 2022-06-29,361.9200134277344,342.69000244140625,358.2200012207031 2022-06-30,357.510009765625,342.510009765625,350.7300109863281 2022-07-01,359.5299987792969,348.57000732421875,358.44000244140625 2022-07-05,366.9700012207031,351.7799987792969,366.8699951171875 2022-07-06,380.7799987792969,366.9800109863281,375.2200012207031 2022-07-07,383.2000122070313,370.7300109863281,382.5199890136719 2022-07-08,383.3800048828125,375.7099914550781,378.4500122070313 2022-07-11,375.2000122070313,366.8200073242188,369.6600036621094 2022-07-12,379.5899963378906,360.3900146484375,362.4599914550781 2022-07-13,366.5899963378906,350.3900146484375,363.3299865722656 2022-07-14,367.2000122070313,356.3500061035156,366.05999755859375 2022-07-15,376.3399963378906,368.4200134277344,370.1400146484375 2022-07-18,373.5400085449219,359.54998779296875,360.6000061035156 2022-07-19,379.7000122070313,366.2999877929688,377.1000061035156 2022-07-20,386.7300109863281,374.3900146484375,383.80999755859375 2022-07-21,398.9100036621094,387.3699951171875,398.3500061035156 2022-07-22,408.6000061035156,389.6199951171875,393.510009765625 2022-07-25,383.8599853515625,371.8999938964844,375.55999755859375 2022-07-26,381.6000061035156,373.0499877929688,377.0 2022-07-27,387.4800109863281,376.8500061035156,385.9599914550781 2022-07-28,399.0400085449219,383.6199951171875,398.55999755859375 2022-07-29,403.2000122070313,391.9200134277344,399.1799926757813 2022-08-01,401.9700012207031,392.5899963378906,398.1300048828125 2022-08-02,410.0,380.3800048828125,398.9299926757813 2022-08-03,410.5199890136719,396.6099853515625,406.8699951171875 2022-08-04,410.1700134277344,401.30999755859375,405.0199890136719 2022-08-05,409.739990234375,394.510009765625,407.7799987792969 2022-08-08,417.7699890136719,406.3299865722656,407.0 2022-08-09,407.010009765625,388.3599853515625,388.6000061035156 2022-08-10,401.5700073242188,394.4100036621094,400.2900085449219 2022-08-11,409.9500122070313,395.1400146484375,396.6799926757813 2022-08-12,407.0899963378906,393.8800048828125,396.4299926757813 2022-08-15,398.6300048828125,387.8699951171875,390.8500061035156 2022-08-16,387.8999938964844,370.9599914550781,382.239990234375 2022-08-17,379.3399963378906,368.1700134277344,374.010009765625 2022-08-18,376.1000061035156,366.25,374.75 2022-08-19,376.6700134277344,369.7799987792969,373.739990234375 2022-08-22,369.0,356.1300048828125,358.3999938964844 2022-08-23,359.1199951171875,352.29998779296875,356.9100036621094 2022-08-24,362.75,355.5,360.5499877929688 2022-08-25,371.8699951171875,360.8999938964844,371.2099914550781 2022-08-26,374.5,349.1300048828125,349.8999938964844 2022-08-29,351.8500061035156,345.75,349.04998779296875 2022-08-30,353.69000244140625,345.6600036621094,348.8399963378906 2022-08-31,356.07000732421875,346.25,347.6199951171875 2022-09-01,350.5,337.8999938964844,349.92999267578125 2022-09-02,355.5899963378906,341.1300048828125,343.8299865722656 ", 3007,US,technical,"What was Mosaic Company (The)'s Average True Range on December 28, 2023? (Standard period: 14; ATR calculation uses Wilder Smoothing, using the first data point as the initial value; Require 4n data points to warm up) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.0629,easy,volatility,"TR_t = max(H_t - L_t, |H_t - C_{t-1}|, |L_t - C_{t-1}|); ATR = Wilder_n(TR); Wilder Smoothing alpha = 1/n","date,high,low,close 2023-10-09,36.0099983215332,33.95000076293945,35.97999954223633 2023-10-10,36.90999984741211,36.08000183105469,36.47999954223633 2023-10-11,37.02000045776367,35.849998474121094,36.130001068115234 2023-10-12,36.459999084472656,35.400001525878906,36.13999938964844 2023-10-13,37.0,35.959999084472656,36.36000061035156 2023-10-16,37.02999877929688,36.36000061035156,36.38999938964844 2023-10-17,37.41999816894531,36.150001525878906,37.130001068115234 2023-10-18,37.13999938964844,36.41999816894531,36.68000030517578 2023-10-19,37.22999954223633,36.29999923706055,36.43999862670898 2023-10-20,36.20000076293945,35.189998626708984,35.40999984741211 2023-10-23,34.70000076293945,33.529998779296875,33.68000030517578 2023-10-24,34.66999816894531,33.869998931884766,34.15999984741211 2023-10-25,33.939998626708984,33.02000045776367,33.36000061035156 2023-10-26,33.93000030517578,33.36000061035156,33.65999984741211 2023-10-27,33.7400016784668,32.900001525878906,33.09000015258789 2023-10-30,34.119998931884766,33.2400016784668,33.47999954223633 2023-10-31,33.279998779296875,32.22999954223633,32.47999954223633 2023-11-01,32.7400016784668,31.950000762939453,32.290000915527344 2023-11-02,33.68000030517578,32.119998931884766,33.65999984741211 2023-11-03,34.150001525878906,33.0,33.36000061035156 2023-11-06,33.5099983215332,32.40999984741211,32.47999954223633 2023-11-07,32.33000183105469,31.739999771118164,31.93000030517578 2023-11-08,33.5099983215332,31.600000381469727,32.77000045776367 2023-11-09,34.70000076293945,33.209999084472656,33.619998931884766 2023-11-10,33.72999954223633,33.0099983215332,33.63999938964844 2023-11-13,34.66999816894531,33.45000076293945,34.5 2023-11-14,36.34999847412109,35.369998931884766,35.90999984741211 2023-11-15,37.4900016784668,35.9900016784668,37.310001373291016 2023-11-16,37.63999938964844,36.16999816894531,36.77999877929688 2023-11-17,37.18000030517578,35.72999954223633,36.150001525878906 2023-11-20,36.25,35.5099983215332,36.209999084472656 2023-11-21,36.22999954223633,35.439998626708984,35.91999816894531 2023-11-22,36.06999969482422,35.099998474121094,36.0099983215332 2023-11-24,36.93999862670898,36.09999847412109,36.40999984741211 2023-11-27,36.16999816894531,35.68000030517578,36.0 2023-11-28,36.41999816894531,35.439998626708984,36.27999877929688 2023-11-29,36.75,36.119998931884766,36.41999816894531 2023-11-30,36.5,35.61000061035156,35.88999938964844 2023-12-01,37.130001068115234,35.81999969482422,36.900001525878906 2023-12-04,36.959999084472656,36.02000045776367,36.11000061035156 2023-12-05,36.220001220703125,35.060001373291016,35.150001525878906 2023-12-06,35.7599983215332,34.97999954223633,35.08000183105469 2023-12-07,36.43999862670898,35.349998474121094,35.90999984741211 2023-12-08,36.22999954223633,35.310001373291016,35.68000030517578 2023-12-11,35.95000076293945,35.22999954223633,35.88999938964844 2023-12-12,35.720001220703125,34.65999984741211,34.77000045776367 2023-12-13,36.540000915527344,34.560001373291016,36.459999084472656 2023-12-14,38.060001373291016,36.97999954223633,37.09999847412109 2023-12-15,37.29999923706055,36.22999954223633,36.619998931884766 2023-12-18,37.709999084472656,36.959999084472656,37.0 2023-12-19,38.29999923706055,37.209999084472656,38.150001525878906 2023-12-20,37.630001068115234,35.970001220703125,35.97999954223633 2023-12-21,36.4900016784668,35.650001525878906,36.33000183105469 2023-12-22,36.93000030517578,36.04999923706055,36.209999084472656 2023-12-26,36.59999847412109,36.15999984741211,36.40999984741211 2023-12-27,36.68999862670898,36.2400016784668,36.54999923706055 2023-12-28,36.72999954223633,36.09000015258789,36.11000061035156 ", 3008,US,technical,"For Average True Range, what is the value of Synchrony Financial on October 23, 2024? (Standard period: 14; ATR calculation uses Wilder Smoothing, using the first data point as the initial value; Require 4n data points to warm up) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.3878,easy,volatility,"TR_t = max(H_t - L_t, |H_t - C_{t-1}|, |L_t - C_{t-1}|); ATR = Wilder_n(TR); Wilder Smoothing alpha = 1/n","date,high,low,close 2024-08-05,44.060001373291016,41.994998931884766,43.77000045776367 2024-08-06,45.01499938964844,43.560001373291016,44.310001373291016 2024-08-07,45.959999084472656,44.220001220703125,44.29999923706055 2024-08-08,45.97999954223633,44.869998931884766,45.7599983215332 2024-08-09,46.59999847412109,45.77000045776367,46.56999969482422 2024-08-12,46.93000030517578,45.415000915527344,45.650001525878906 2024-08-13,45.97499847412109,45.33000183105469,45.7400016784668 2024-08-14,46.584999084472656,45.619998931884766,46.31999969482422 2024-08-15,47.744998931884766,45.81999969482422,45.88999938964844 2024-08-16,46.68999862670898,45.84000015258789,46.619998931884766 2024-08-19,47.650001525878906,46.70000076293945,47.630001068115234 2024-08-20,47.5099983215332,46.77999877929688,47.11000061035156 2024-08-21,47.36199951171875,46.7599983215332,47.2400016784668 2024-08-22,47.56999969482422,47.0099983215332,47.20000076293945 2024-08-23,48.790000915527344,47.20000076293945,48.59999847412109 2024-08-26,49.10499954223633,48.560001373291016,48.869998931884766 2024-08-27,49.20000076293945,48.59999847412109,48.810001373291016 2024-08-28,49.54999923706055,48.52999877929688,49.52000045776367 2024-08-29,50.220001220703125,49.27000045776367,49.77999877929688 2024-08-30,50.560001373291016,49.65999984741211,50.2599983215332 2024-09-03,49.959999084472656,49.0,49.29999923706055 2024-09-04,49.93000030517578,48.77999877929688,49.18999862670898 2024-09-05,49.720001220703125,48.310001373291016,48.66999816894531 2024-09-06,49.53900146484375,47.150001525878906,47.40999984741211 2024-09-09,48.54999923706055,47.65999984741211,48.16999816894531 2024-09-10,47.630001068115234,44.0,46.150001525878906 2024-09-11,46.16999816894531,44.630001068115234,45.84000015258789 2024-09-12,46.43000030517578,45.44499969482422,46.40999984741211 2024-09-13,47.34000015258789,46.68999862670898,47.130001068115234 2024-09-16,47.459999084472656,46.51499938964844,47.33000183105469 2024-09-17,49.58000183105469,47.52000045776367,49.18999862670898 2024-09-18,49.650001525878906,48.36000061035156,48.88999938964844 2024-09-19,51.22999954223633,49.58000183105469,51.02999877929688 2024-09-20,51.15499877929688,50.38999938964844,50.58000183105469 2024-09-23,51.31999969482422,49.67499923706055,49.70000076293945 2024-09-24,49.90999984741211,47.59000015258789,48.209999084472656 2024-09-25,48.5,47.89500045776367,48.20000076293945 2024-09-26,49.209999084472656,47.959999084472656,49.040000915527344 2024-09-27,50.18000030517578,48.95000076293945,49.650001525878906 2024-09-30,49.90999984741211,49.150001525878906,49.880001068115234 2024-10-01,49.7599983215332,48.27999877929688,49.0099983215332 2024-10-02,50.26499938964844,48.880001068115234,49.58000183105469 2024-10-03,49.91999816894531,48.69499969482422,49.560001373291016 2024-10-04,51.93999862670898,50.619998931884766,51.86000061035156 2024-10-07,51.959999084472656,51.220001220703125,51.56999969482422 2024-10-08,51.86000061035156,51.02000045776367,51.18999862670898 2024-10-09,52.0890007019043,51.13999938964844,52.0 2024-10-10,52.290000915527344,51.40999984741211,51.58000183105469 2024-10-11,53.29999923706055,51.77000045776367,53.150001525878906 2024-10-14,53.91999816894531,52.625,53.68999862670898 2024-10-15,54.790000915527344,53.18000030517578,53.290000915527344 2024-10-16,56.59000015258789,54.0099983215332,56.52000045776367 2024-10-17,57.26499938964844,56.02999877929688,56.70000076293945 2024-10-18,56.47999954223633,55.040000915527344,56.41999816894531 2024-10-21,56.58000183105469,55.54999923706055,55.810001373291016 2024-10-22,55.810001373291016,55.18999862670898,55.66999816894531 2024-10-23,55.84000015258789,54.55500030517578,55.0 ", 3009,US,technical,"Calculate the Average True Range value for Oracle Corporation on December 26, 2024. (Standard period: 14; ATR calculation uses Wilder Smoothing, using the first data point as the initial value; Require 4n data points to warm up) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",4.8355,easy,volatility,"TR_t = max(H_t - L_t, |H_t - C_{t-1}|, |L_t - C_{t-1}|); ATR = Wilder_n(TR); Wilder Smoothing alpha = 1/n","date,high,low,close 2024-10-07,172.3300018310547,169.5500030517578,169.97000122070312 2024-10-08,174.63999938964844,170.44000244140625,174.3699951171875 2024-10-09,178.61000061035156,173.80999755859375,178.2899932861328 2024-10-10,178.3000030517578,174.17999267578125,175.41000366210938 2024-10-11,177.0,174.39999389648438,175.77000427246094 2024-10-14,177.22000122070312,175.5,176.1199951171875 2024-10-15,178.22000122070312,173.75,174.08999633789062 2024-10-16,174.91000366210938,171.63999938964844,174.77000427246094 2024-10-17,177.75,175.13999938964844,175.67999267578125 2024-10-18,176.97000122070312,174.5800018310547,174.69000244140625 2024-10-21,175.14999389648438,173.16000366210938,173.75999450683594 2024-10-22,175.85000610351562,174.27999877929688,175.30999755859375 2024-10-23,176.07000732421875,173.00999450683594,173.10000610351562 2024-10-24,174.9499969482422,172.91000366210938,174.3800048828125 2024-10-25,176.2899932861328,173.10000610351562,173.52000427246094 2024-10-28,174.1699981689453,172.13999938964844,172.4199981689453 2024-10-29,174.02000427246094,172.2899932861328,173.42999267578125 2024-10-30,176.16000366210938,172.7899932861328,174.55999755859375 2024-10-31,170.8800048828125,167.39999389648438,167.83999633789062 2024-11-01,172.27000427246094,169.10000610351562,170.02000427246094 2024-11-04,170.47999572753906,168.72999572753906,169.58999633789062 2024-11-05,171.88999938964844,170.32000732421875,171.77999877929688 2024-11-06,182.1000061035156,177.4199981689453,181.2400054931641 2024-11-07,186.6699981689453,180.5399932861328,186.3699951171875 2024-11-08,190.16000366210935,186.25999450683597,189.25 2024-11-11,191.5,187.83999633789065,189.1300048828125 2024-11-12,190.6100006103516,187.1999969482422,189.5800018310547 2024-11-13,191.7700042724609,188.7899932861328,189.6300048828125 2024-11-14,189.58999633789065,186.7100067138672,187.0500030517578 2024-11-15,185.8000030517578,182.3300018310547,183.7400054931641 2024-11-18,186.17999267578125,182.8800048828125,185.72999572753903 2024-11-19,189.32000732421875,184.32000732421875,188.8999938964844 2024-11-20,190.97000122070312,187.82000732421875,190.75 2024-11-21,196.0399932861328,191.63999938964844,192.42999267578125 2024-11-22,194.1999969482422,191.05999755859372,192.2899932861328 2024-11-25,194.75,187.9900054931641,187.9900054931641 2024-11-26,192.3999938964844,188.32000732421875,190.3699951171875 2024-11-27,188.9600067138672,182.22000122070312,182.6999969482422 2024-11-29,185.92999267578125,184.0,184.83999633789065 2024-12-02,185.2899932861328,181.0,181.41000366210935 2024-12-03,183.0399932861328,179.11000061035156,182.88999938964844 2024-12-04,189.7899932861328,185.8999938964844,188.19000244140625 2024-12-05,189.0200042724609,185.8500061035156,186.2400054931641 2024-12-06,192.6300048828125,186.3800048828125,191.69000244140625 2024-12-09,198.30999755859372,188.92999267578125,190.4499969482422 2024-12-10,177.8000030517578,171.05999755859375,177.74000549316406 2024-12-11,181.3800048828125,174.8300018310547,178.5800018310547 2024-12-12,178.1699981689453,174.80999755859375,175.32000732421875 2024-12-13,176.13999938964844,171.63999938964844,173.38999938964844 2024-12-16,174.27000427246094,170.92999267578125,171.22999572753906 2024-12-17,172.99000549316406,169.27000427246094,169.7100067138672 2024-12-18,171.22999572753906,165.36000061035156,165.41000366210938 2024-12-19,171.0,167.39999389648438,168.7899932861328 2024-12-20,171.25999450683594,165.6300048828125,169.66000366210938 2024-12-23,169.6199951171875,167.1699981689453,169.13999938964844 2024-12-24,171.77000427246094,169.02999877929688,171.41000366210938 2024-12-26,172.5500030517578,170.5,171.67999267578125 ", 3010,US,technical,"What is the value of Ease of Movement for Procter & Gamble on December 29, 2022? (Standard period: 14; volume is scaled in millions in the denominator to avoid extreme values) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.0837,easy,volume,MidMove_t = ((H_t + L_t) / 2 - (H_{t-1} + L_{t-1}) / 2) / ((V_t / 10^6) / (H_t - L_t)); EMV = SMA_n(MidMove),"date,high,low,volume 2022-12-08,151.3800048828125,149.00999450683594,5187100 2022-12-09,151.9499969482422,150.22000122070312,5868200 2022-12-12,152.55999755859375,151.0399932861328,6142400 2022-12-13,154.22999572753906,150.7899932861328,7680600 2022-12-14,154.44000244140625,152.1699981689453,7385600 2022-12-15,152.0,149.74000549316406,7117200 2022-12-16,151.07000732421875,149.02000427246094,19966400 2022-12-19,151.3800048828125,149.24000549316406,5881800 2022-12-20,150.89999389648438,149.27000427246094,5646100 2022-12-21,152.6300048828125,150.72000122070312,5024700 2022-12-22,152.41000366210938,150.8800048828125,5904900 2022-12-23,152.9199981689453,151.6699981689453,3401800 2022-12-27,154.32000732421875,152.66000366210938,4215100 2022-12-28,154.64999389648438,151.89999389648438,4197500 2022-12-29,153.24000549316406,152.13999938964844,3809100 ", 3011,US,technical,"On October 31, 2025, what is the Ease of Movement value for Baker Hughes? (Standard period: 14; volume is scaled in millions in the denominator to avoid extreme values) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.0294,easy,volume,MidMove_t = ((H_t + L_t) / 2 - (H_{t-1} + L_{t-1}) / 2) / ((V_t / 10^6) / (H_t - L_t)); EMV = SMA_n(MidMove),"date,high,low,volume 2025-10-13,45.93999862670898,45.040000915527344,11107900 2025-10-14,45.36000061035156,43.91999816894531,9227800 2025-10-15,45.66999816894531,44.220001220703125,7972200 2025-10-16,45.119998931884766,44.25,8097300 2025-10-17,45.5,44.41999816894531,8216300 2025-10-20,46.38999938964844,45.20000076293945,6771900 2025-10-21,47.40999984741211,45.630001068115234,11386600 2025-10-22,48.33000183105469,46.720001220703125,8747500 2025-10-23,49.08000183105469,48.0,9548800 2025-10-24,50.41999816894531,46.84999847412109,13058600 2025-10-27,48.20000076293945,46.119998931884766,8753600 2025-10-28,47.97999954223633,46.38999938964844,9193800 2025-10-29,48.84999847412109,47.58000183105469,7071700 2025-10-30,49.15999984741211,47.70000076293945,6193500 2025-10-31,48.97999954223633,47.95000076293945,6960400 ", 3012,US,technical,"What was Adobe Inc.'s Ease of Movement on April 28, 2022? (Standard period: 14; volume is scaled in millions in the denominator to avoid extreme values) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",-11.7822,easy,volume,MidMove_t = ((H_t + L_t) / 2 - (H_{t-1} + L_{t-1}) / 2) / ((V_t / 10^6) / (H_t - L_t)); EMV = SMA_n(MidMove),"date,high,low,volume 2022-04-07,455.9200134277344,440.760009765625,2757800 2022-04-08,454.4100036621094,443.3699951171875,2260700 2022-04-11,440.0,429.739990234375,2932100 2022-04-12,444.4400024414063,425.1600036621094,2199000 2022-04-13,433.5199890136719,425.6700134277344,3078900 2022-04-14,435.9500122070313,420.0299987792969,2597000 2022-04-18,429.6900024414063,418.7300109863281,2594700 2022-04-19,437.489990234375,420.6400146484375,1962700 2022-04-20,442.4400024414063,427.2000122070313,2094400 2022-04-21,438.9400024414063,416.3599853515625,2390100 2022-04-22,424.3299865722656,408.0199890136719,3198800 2022-04-25,414.0799865722656,401.6700134277344,3368800 2022-04-26,411.6099853515625,397.4700012207031,2820100 2022-04-27,412.4599914550781,396.80999755859375,3080700 2022-04-28,414.2699890136719,398.489990234375,2593900 ", 3013,US,technical,"For Ease of Movement, what is the value of Kraft Heinz on March 02, 2023? (Standard period: 14; volume is scaled in millions in the denominator to avoid extreme values) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",-0.0038,easy,volume,MidMove_t = ((H_t + L_t) / 2 - (H_{t-1} + L_{t-1}) / 2) / ((V_t / 10^6) / (H_t - L_t)); EMV = SMA_n(MidMove),"date,high,low,volume 2023-02-09,39.34000015258789,38.68000030517578,4941900 2023-02-10,39.84999847412109,38.93999862670898,5555200 2023-02-13,40.380001068115234,39.7599983215332,6591800 2023-02-14,40.40999984741211,39.7400016784668,7316000 2023-02-15,40.27999877929688,39.380001068115234,7756100 2023-02-16,39.8849983215332,39.27999877929688,8923000 2023-02-17,40.20000076293945,39.619998931884766,10134500 2023-02-21,40.25,39.27999877929688,8349000 2023-02-22,40.040000915527344,39.470001220703125,6589400 2023-02-23,39.89500045776367,39.47999954223633,4959200 2023-02-24,39.82500076293945,39.45000076293945,5082100 2023-02-27,40.01499938964844,39.54100036621094,4497200 2023-02-28,39.68999862670898,38.869998931884766,8956200 2023-03-01,38.900001525878906,38.09999847412109,5550400 2023-03-02,38.8849983215332,38.369998931884766,3976800 ", 3014,US,technical,"Calculate the Ease of Movement value for Gartner on June 30, 2025. (Standard period: 14; volume is scaled in millions in the denominator to avoid extreme values) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",-14.4711,easy,volume,MidMove_t = ((H_t + L_t) / 2 - (H_{t-1} + L_{t-1}) / 2) / ((V_t / 10^6) / (H_t - L_t)); EMV = SMA_n(MidMove),"date,high,low,volume 2025-06-09,426.2900085449219,420.3299865722656,509100 2025-06-10,430.1900024414063,419.8599853515625,913200 2025-06-11,424.8699951171875,411.5899963378906,1042100 2025-06-12,416.739990234375,410.9200134277344,1023800 2025-06-13,413.260009765625,404.510009765625,558800 2025-06-16,409.9800109863281,405.7799987792969,680400 2025-06-17,409.9500122070313,404.0,460000 2025-06-18,406.6400146484375,398.8399963378906,712100 2025-06-20,401.25,390.1600036621094,1951500 2025-06-23,398.5199890136719,390.7099914550781,1715900 2025-06-24,402.30999755859375,395.260009765625,936000 2025-06-25,404.30999755859375,397.3800048828125,832100 2025-06-26,404.9599914550781,398.4700012207031,897500 2025-06-27,408.55999755859375,400.010009765625,1040400 2025-06-30,406.5799865722656,402.1199951171875,957700 ", 3015,US,technical,"What is the value of Money Flow Index for Skyworks Solutions on December 26, 2025? (Standard period: 14) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",22.2554,easy,volume,TP_t = (H_t + L_t + C_t) / 3; MF_t = TP_t * V_t; PMF_t = MF_t * \mathbb{1}[TP_t > TP_{t-1}]; NMF_t = MF_t * \mathbb{1}[TP_t < TP_{t-1}]; MFR = \sum_{i=0}^{n-1} PMF_{t-i} / \sum_{i=0}^{n-1} NMF_{t-i}; MFI = 100 - 100 / (1 + MFR),"date,high,low,close,volume 2025-12-05,70.0999984741211,68.47000122070312,69.31999969482422,2415700 2025-12-08,70.30999755859375,68.61000061035156,69.20999908447266,2583700 2025-12-09,69.44999694824219,68.04000091552734,68.54000091552734,2468400 2025-12-10,69.5999984741211,67.72000122070312,68.80999755859375,2951900 2025-12-11,68.5199966430664,67.08999633789062,68.25,2158300 2025-12-12,68.80999755859375,66.5999984741211,66.97000122070312,3372900 2025-12-15,68.11000061035156,66.16000366210938,66.37000274658203,2429100 2025-12-16,66.93000030517578,65.05000305175781,66.0199966430664,2556400 2025-12-17,66.77999877929688,64.4800033569336,65.0,2179100 2025-12-18,66.33999633789062,64.44000244140625,64.48999786376953,2646000 2025-12-19,65.5199966430664,64.1500015258789,64.68000030517578,5855300 2025-12-22,65.80000305175781,64.87000274658203,65.23999786376953,2139900 2025-12-23,65.25,64.29000091552734,64.4800033569336,1755200 2025-12-24,65.11000061035156,64.20999908447266,64.51000213623047,743000 2025-12-26,64.83999633789062,64.16999816894531,64.20999908447266,1433500 ", 3016,US,technical,"On March 26, 2020, what is the Money Flow Index value for Dow Inc.? (Standard period: 14) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",44.5612,easy,volume,TP_t = (H_t + L_t + C_t) / 3; MF_t = TP_t * V_t; PMF_t = MF_t * \mathbb{1}[TP_t > TP_{t-1}]; NMF_t = MF_t * \mathbb{1}[TP_t < TP_{t-1}]; MFR = \sum_{i=0}^{n-1} PMF_{t-i} / \sum_{i=0}^{n-1} NMF_{t-i}; MFI = 100 - 100 / (1 + MFR),"date,high,low,close,volume 2020-03-06,39.68999862670898,38.310001373291016,38.970001220703125,6928400 2020-03-09,34.939998626708984,30.43000030517578,30.530000686645508,15081500 2020-03-10,33.33000183105469,29.315000534057617,31.399999618530277,12975400 2020-03-11,30.32999992370605,27.850000381469727,27.989999771118164,12444100 2020-03-12,26.38999938964844,22.38999938964844,23.670000076293945,18163300 2020-03-13,28.01000022888184,22.57999992370605,25.690000534057617,17350800 2020-03-16,25.43000030517578,21.950000762939453,22.0,12345400 2020-03-17,27.600000381469727,22.739999771118164,26.600000381469727,19873300 2020-03-18,28.290000915527344,24.51000022888184,26.440000534057617,16955900 2020-03-19,31.350000381469727,25.93000030517578,28.1200008392334,13893400 2020-03-20,29.690000534057617,26.59000015258789,27.440000534057617,12649100 2020-03-23,28.43000030517578,26.01000022888184,26.57999992370605,11703100 2020-03-24,29.959999084472656,26.899999618530277,28.46999931335449,12333600 2020-03-25,32.42499923706055,28.600000381469727,30.3799991607666,10539200 2020-03-26,31.299999237060547,28.950000762939453,29.68000030517578,14298600 ", 3017,US,technical,"What was Microchip Technology's Money Flow Index on January 28, 2025? (Standard period: 14) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",56.0,easy,volume,TP_t = (H_t + L_t + C_t) / 3; MF_t = TP_t * V_t; PMF_t = MF_t * \mathbb{1}[TP_t > TP_{t-1}]; NMF_t = MF_t * \mathbb{1}[TP_t < TP_{t-1}]; MFR = \sum_{i=0}^{n-1} PMF_{t-i} / \sum_{i=0}^{n-1} NMF_{t-i}; MFI = 100 - 100 / (1 + MFR),"date,high,low,close,volume 2025-01-06,59.86000061035156,57.79999923706055,58.290000915527344,6946000 2025-01-07,59.27999877929688,57.209999084472656,57.470001220703125,10217500 2025-01-08,57.5,56.0099983215332,56.380001068115234,6226800 2025-01-10,55.869998931884766,54.470001220703125,55.18999862670898,7634000 2025-01-13,56.02999877929688,54.81999969482422,55.90999984741211,6656100 2025-01-14,56.90999984741211,55.380001068115234,56.880001068115234,6015300 2025-01-15,58.43000030517578,56.959999084472656,57.0,8972300 2025-01-16,57.27000045776367,55.34000015258789,56.18999862670898,7925700 2025-01-17,58.470001220703125,57.18000030517578,57.970001220703125,8272700 2025-01-21,59.66999816894531,57.61000061035156,58.5099983215332,6996100 2025-01-22,59.36000061035156,58.02999877929688,58.47999954223633,6901700 2025-01-23,59.58000183105469,56.970001220703125,59.56999969482422,6335100 2025-01-24,59.16999816894531,55.75,56.38999938964844,10300600 2025-01-27,58.34000015258789,56.630001068115234,57.22999954223633,15094900 2025-01-28,56.79999923706055,55.369998931884766,56.27999877929688,9813500 ", 3018,US,technical,"For Money Flow Index, what is the value of Applied Materials on May 06, 2021? (Standard period: 14) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",39.9292,easy,volume,TP_t = (H_t + L_t + C_t) / 3; MF_t = TP_t * V_t; PMF_t = MF_t * \mathbb{1}[TP_t > TP_{t-1}]; NMF_t = MF_t * \mathbb{1}[TP_t < TP_{t-1}]; MFR = \sum_{i=0}^{n-1} PMF_{t-i} / \sum_{i=0}^{n-1} NMF_{t-i}; MFI = 100 - 100 / (1 + MFR),"date,high,low,close,volume 2021-04-16,134.74000549316406,133.00999450683594,133.72999572753906,7686300 2021-04-19,135.27999877929688,128.6999969482422,130.88999938964844,12826400 2021-04-20,131.6699981689453,128.30999755859375,128.58999633789062,7583300 2021-04-21,135.16000366210938,129.0,135.0500030517578,12108800 2021-04-22,135.74000549316406,130.4499969482422,131.75,11483500 2021-04-23,135.1699981689453,132.75,134.86000061035156,8079100 2021-04-26,138.6699981689453,134.1999969482422,137.3000030517578,7927200 2021-04-27,138.25,135.5500030517578,136.77999877929688,5767400 2021-04-28,136.9199981689453,134.57000732421875,135.69000244140625,6172700 2021-04-29,137.60000610351562,133.08999633789062,135.38999938964844,6668400 2021-04-30,134.39999389648438,131.39999389648438,132.7100067138672,8691800 2021-05-03,135.61000061035156,131.6999969482422,132.85000610351562,7750200 2021-05-04,130.67999267578125,125.31999969482422,128.72000122070312,14199100 2021-05-05,132.52000427246094,128.75999450683594,130.2899932861328,7276600 2021-05-06,131.88999938964844,127.76000213623048,131.72999572753906,7270500 ", 3019,US,technical,"Calculate the Money Flow Index value for Johnson & Johnson on February 13, 2020. (Standard period: 14) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",57.6964,easy,volume,TP_t = (H_t + L_t + C_t) / 3; MF_t = TP_t * V_t; PMF_t = MF_t * \mathbb{1}[TP_t > TP_{t-1}]; NMF_t = MF_t * \mathbb{1}[TP_t < TP_{t-1}]; MFR = \sum_{i=0}^{n-1} PMF_{t-i} / \sum_{i=0}^{n-1} NMF_{t-i}; MFI = 100 - 100 / (1 + MFR),"date,high,low,close,volume 2020-01-24,148.9499969482422,147.92999267578125,148.32000732421875,9051900 2020-01-27,149.4600067138672,147.0,148.75,7587100 2020-01-28,150.57000732421875,148.14999389648438,149.5,7336600 2020-01-29,151.19000244140625,149.1300048828125,150.5399932861328,6288600 2020-01-30,150.50999450683594,149.0500030517578,150.36000061035156,6470600 2020-01-31,150.0,148.63999938964844,148.8699951171875,8651700 2020-02-03,150.49000549316406,149.24000549316406,150.1699981689453,5765200 2020-02-04,152.75,151.1999969482422,151.60000610351562,6541400 2020-02-05,154.02000427246094,151.30999755859375,153.99000549316406,5979900 2020-02-06,154.5,152.74000549316406,153.52999877929688,6201200 2020-02-07,153.4600067138672,151.5500030517578,151.88999938964844,5700300 2020-02-10,151.91000366210938,150.88999938964844,151.86000061035156,4835600 2020-02-11,152.3800048828125,151.5399932861328,151.99000549316406,3715300 2020-02-12,152.14999389648438,150.9199981689453,151.08999633789062,5166800 2020-02-13,151.0399932861328,149.8800048828125,150.08999633789062,5480200 ", 3020,US,technical,"What is the value of Stochastic %K for Loews Corporation on March 24, 2020? (Standard parameters: 14, 3, 3; Calculates Slow Stochastic by default) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",12.0821,easy,momentum,"K = SMA(RSV, k); RSV = (C - Low_n) / (High_n - Low_n) * 100","date,high,low,close 2020-02-25,52.33000183105469,50.27999877929688,50.36000061035156 2020-02-26,51.02000045776367,48.880001068115234,48.95000076293945 2020-02-27,48.33000183105469,46.209999084472656,46.209999084472656 2020-02-28,45.650001525878906,43.970001220703125,45.630001068115234 2020-03-02,48.709999084472656,45.54999923706055,48.68999862670898 2020-03-03,49.04999923706055,46.86000061035156,47.08000183105469 2020-03-04,48.58000183105469,46.81999969482422,48.5 2020-03-05,47.150001525878906,45.18000030517578,45.52999877929688 2020-03-06,44.65999984741211,43.209999084472656,44.18000030517578 2020-03-09,41.93999862670898,38.630001068115234,39.38999938964844 2020-03-10,43.2400016784668,40.2599983215332,43.18000030517578 2020-03-11,41.95000076293945,39.4900016784668,39.72999954223633 2020-03-12,37.310001373291016,33.18000030517578,33.189998626708984 2020-03-13,37.040000915527344,34.16999816894531,37.0099983215332 2020-03-16,37.959999084472656,32.220001220703125,33.41999816894531 2020-03-17,37.70000076293945,32.25,36.720001220703125 2020-03-18,34.900001525878906,31.65999984741211,34.59000015258789 2020-03-19,38.22999954223633,32.0,37.310001373291016 2020-03-20,37.970001220703125,30.8700008392334,31.26000022888184 2020-03-23,32.0,28.520000457763672,29.739999771118164 2020-03-24,33.9900016784668,30.51000022888184,33.7400016784668 ", 3021,US,technical,"On July 07, 2020, what is the Stochastic %K value for Tapestry? (Standard parameters: 14, 3, 3; Calculates Slow Stochastic by default) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",20.0175,easy,momentum,"K = SMA(RSV, k); RSV = (C - Low_n) / (High_n - Low_n) * 100","date,high,low,close 2020-06-08,18.149999618530277,17.170000076293945,17.979999542236328 2020-06-09,17.31999969482422,16.520000457763672,16.549999237060547 2020-06-10,16.5,15.4399995803833,15.479999542236328 2020-06-11,14.579999923706056,13.93000030517578,14.119999885559082 2020-06-12,15.149999618530272,14.039999961853027,14.479999542236328 2020-06-15,14.390000343322754,13.649999618530272,14.1899995803833 2020-06-16,15.68000030517578,14.789999961853027,14.989999771118164 2020-06-17,14.989999771118164,14.210000038146973,14.220000267028809 2020-06-18,14.449999809265137,13.800000190734863,13.979999542236328 2020-06-19,14.6899995803833,13.520000457763672,13.529999732971191 2020-06-22,13.859999656677246,13.300000190734863,13.710000038146973 2020-06-23,14.06999969482422,13.489999771118164,13.779999732971191 2020-06-24,13.579999923706056,12.6899995803833,12.800000190734863 2020-06-25,12.6899995803833,12.3100004196167,12.600000381469728 2020-06-26,12.770000457763672,12.300000190734863,12.550000190734863 2020-06-29,13.369999885559082,12.40999984741211,13.350000381469728 2020-06-30,13.520000457763672,12.970000267028809,13.279999732971191 2020-07-01,13.9399995803833,12.920000076293944,12.970000267028809 2020-07-02,13.619999885559082,12.920000076293944,13.010000228881836 2020-07-06,13.5,12.890000343322754,13.18000030517578 2020-07-07,13.15999984741211,12.630000114440918,12.649999618530272 ", 3022,US,technical,"What was SBA Communications's Stochastic %K on September 19, 2024? (Standard parameters: 14, 3, 3; Calculates Slow Stochastic by default) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",72.9371,easy,momentum,"K = SMA(RSV, k); RSV = (C - Low_n) / (High_n - Low_n) * 100","date,high,low,close 2024-08-21,219.5800018310547,217.41000366210935,219.3000030517578 2024-08-22,219.5399932861328,217.50999450683597,218.3699951171875 2024-08-23,228.02999877929688,219.02999877929688,227.27999877929688 2024-08-26,229.8999938964844,226.72000122070312,227.5399932861328 2024-08-27,228.88999938964844,225.5399932861328,228.50999450683597 2024-08-28,229.3500061035156,226.50999450683597,227.6699981689453 2024-08-29,227.6300048828125,223.0500030517578,226.5399932861328 2024-08-30,229.00999450683597,224.69000244140625,226.66000366210935 2024-09-03,233.6499938964844,225.8300018310547,230.80999755859372 2024-09-04,235.41000366210935,230.22000122070312,233.22000122070312 2024-09-05,236.9900054931641,232.50999450683597,233.3699951171875 2024-09-06,238.82000732421875,233.5399932861328,238.50999450683597 2024-09-09,241.8300018310547,236.0200042724609,239.8300018310547 2024-09-10,243.75,239.8999938964844,242.52999877929688 2024-09-11,242.33999633789065,236.80999755859372,241.83999633789065 2024-09-12,242.22999572753903,237.82000732421875,239.8500061035156 2024-09-13,243.47999572753903,239.0,242.9499969482422 2024-09-16,247.4499969482422,244.5,245.08999633789065 2024-09-17,246.66000366210935,243.55999755859372,245.0 2024-09-18,246.91000366210935,239.7700042724609,239.91000366210935 2024-09-19,240.82000732421875,232.17999267578125,238.2899932861328 ", 3023,US,technical,"For Stochastic %K, what is the value of General Mills on May 25, 2021? (Standard parameters: 14, 3, 3; Calculates Slow Stochastic by default) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",47.3911,easy,momentum,"K = SMA(RSV, k); RSV = (C - Low_n) / (High_n - Low_n) * 100","date,high,low,close 2021-04-27,60.75,60.13999938964844,60.540000915527344 2021-04-28,61.34000015258789,60.52999877929688,60.79999923706055 2021-04-29,61.65999984741211,60.79999923706055,61.43000030517578 2021-04-30,61.619998931884766,60.619998931884766,60.86000061035156 2021-05-03,62.02999877929688,60.86000061035156,61.59999847412109 2021-05-04,62.2599983215332,61.33000183105469,61.79999923706055 2021-05-05,61.90999984741211,60.9900016784668,61.83000183105469 2021-05-06,64.23999786376953,62.38999938964844,63.63999938964844 2021-05-07,63.68000030517578,62.400001525878906,63.04999923706055 2021-05-10,64.13999938964844,63.15999984741211,63.83000183105469 2021-05-11,64.30000305175781,62.81999969482422,63.11000061035156 2021-05-12,63.63999938964844,62.75,62.959999084472656 2021-05-13,64.6500015258789,62.43999862670898,63.97999954223633 2021-05-14,64.6500015258789,63.369998931884766,63.400001525878906 2021-05-17,63.61000061035156,62.540000915527344,62.790000915527344 2021-05-18,63.16999816894531,62.33000183105469,62.93000030517578 2021-05-19,63.040000915527344,62.16999816894531,62.59999847412109 2021-05-20,63.380001068115234,62.38999938964844,62.900001525878906 2021-05-21,63.880001068115234,62.95000076293945,63.130001068115234 2021-05-24,63.63999938964844,63.040000915527344,63.04999923706055 2021-05-25,63.20000076293945,62.31999969482422,62.84999847412109 ", 3024,US,technical,"Calculate the Stochastic %K value for Boston Scientific on June 10, 2025. (Standard parameters: 14, 3, 3; Calculates Slow Stochastic by default) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",9.5022,easy,momentum,"K = SMA(RSV, k); RSV = (C - Low_n) / (High_n - Low_n) * 100","date,high,low,close 2025-05-12,104.5500030517578,101.81999969482422,102.87000274658205 2025-05-13,103.68000030517578,102.26000213623048,102.9499969482422 2025-05-14,103.4800033569336,102.56999969482422,102.9499969482422 2025-05-15,105.05999755859376,102.77999877929688,104.86000061035156 2025-05-16,106.23999786376952,104.72000122070312,106.04000091552734 2025-05-19,106.72000122070312,105.5199966430664,106.66000366210938 2025-05-20,106.66999816894533,105.3000030517578,106.54000091552734 2025-05-21,107.05999755859376,104.37000274658205,104.63999938964844 2025-05-22,105.0,103.56999969482422,104.5 2025-05-23,104.87000274658205,103.58000183105467,104.5 2025-05-27,106.66999816894533,105.22000122070312,106.16999816894533 2025-05-28,105.72000122070312,103.5,104.51000213623048 2025-05-29,105.0,103.87000274658205,104.5 2025-05-30,105.37000274658205,104.08999633789062,105.26000213623048 2025-06-02,105.26000213623048,102.81999969482422,104.16999816894533 2025-06-03,104.1999969482422,102.31999969482422,103.0999984741211 2025-06-04,103.48999786376952,102.4000015258789,102.43000030517578 2025-06-05,103.23999786376952,102.12999725341795,102.83000183105467 2025-06-06,105.77999877929688,100.95999908447266,102.08999633789062 2025-06-09,101.54000091552734,99.62000274658205,100.04000091552734 2025-06-10,100.45999908447266,98.98999786376952,99.33999633789062 ", 3025,US,technical,"What is the value of Stochastic %D for Nasdaq Inc. on October 18, 2021? (Standard parameters: 14, 3, 3) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",81.9057,easy,momentum,"D = SMA(K, k); K = SMA(RSV, k); RSV = (C - Low_n) / (High_n - Low_n) * 100","date,high,low,close 2021-09-15,65.71333312988281,64.83333587646484,65.27999877929688 2021-09-16,65.48666381835938,64.85333251953125,65.1433334350586 2021-09-17,64.97000122070312,63.66666793823242,64.30000305175781 2021-09-20,64.03666687011719,62.83666610717773,63.65999984741211 2021-09-21,64.23999786376953,63.7400016784668,63.96666717529297 2021-09-22,64.9000015258789,64.01667022705078,64.83333587646484 2021-09-23,65.57666778564453,65.086669921875,65.1933364868164 2021-09-24,65.70999908447266,64.79666900634766,65.59333038330078 2021-09-27,65.54666900634766,64.83999633789062,65.26000213623047 2021-09-28,64.77666473388672,63.12666702270508,63.6533317565918 2021-09-29,64.80332946777344,63.63999938964844,64.663330078125 2021-09-30,65.77666473388672,64.3066635131836,64.33999633789062 2021-10-01,64.91666412353516,63.5533332824707,64.57666778564453 2021-10-04,65.11000061035156,62.913333892822266,62.9900016784668 2021-10-05,65.1933364868164,63.08666610717773,65.086669921875 2021-10-06,65.30000305175781,64.0999984741211,64.87999725341797 2021-10-07,66.36333465576172,65.33333587646484,65.97000122070312 2021-10-08,66.38333129882812,65.51000213623047,65.80000305175781 2021-10-11,67.5,65.41999816894531,65.8933334350586 2021-10-12,66.30000305175781,65.39666748046875,65.82666778564453 2021-10-13,66.27999877929688,65.05000305175781,65.8066635131836 2021-10-14,67.07333374023438,66.29666900634766,66.87999725341797 2021-10-15,67.8066635131836,66.77666473388672,67.67333221435547 2021-10-18,68.17333221435547,67.27666473388672,67.83000183105469 ", 3026,US,technical,"On May 21, 2024, what is the Stochastic %D value for Arch Capital Group? (Standard parameters: 14, 3, 3) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",87.7009,easy,momentum,"D = SMA(K, k); K = SMA(RSV, k); RSV = (C - Low_n) / (High_n - Low_n) * 100","date,high,low,close 2024-04-18,91.91999816894533,90.88999938964844,91.38999938964844 2024-04-19,92.97000122070312,90.91000366210938,92.93000030517578 2024-04-22,94.5999984741211,93.0,93.8499984741211 2024-04-23,94.37000274658205,93.4499969482422,93.77999877929688 2024-04-24,93.66999816894533,92.70999908447266,93.19000244140624 2024-04-25,93.45999908447266,92.38999938964844,93.0500030517578 2024-04-26,92.43000030517578,90.77999877929688,90.9000015258789 2024-04-29,91.63999938964844,90.61000061035156,91.25 2024-04-30,94.04000091552734,90.5500030517578,93.54000091552734 2024-05-01,96.58000183105467,93.62999725341795,95.8000030517578 2024-05-02,96.44000244140624,94.5,95.16999816894533 2024-05-03,95.58999633789062,92.77999877929688,94.41000366210938 2024-05-06,97.16999816894533,94.76000213623048,97.13999938964844 2024-05-07,98.54000091552734,97.04000091552734,98.20999908447266 2024-05-08,99.6999969482422,98.20999908447266,98.93000030517578 2024-05-09,99.63999938964844,98.54000091552734,99.62999725341795 2024-05-10,100.86000061035156,99.75,100.0500030517578 2024-05-13,100.33000183105467,97.83999633789062,97.91000366210938 2024-05-14,98.30999755859376,97.29000091552734,97.9000015258789 2024-05-15,98.38999938964844,97.31999969482422,97.87000274658205 2024-05-16,99.37000274658205,98.4499969482422,98.81999969482422 2024-05-17,101.27999877929688,99.2699966430664,100.98999786376952 2024-05-20,101.26000213623048,100.13999938964844,100.16999816894533 2024-05-21,102.41000366210938,100.55999755859376,101.6500015258789 ", 3027,US,technical,"What was NextEra Energy's Stochastic %D on May 12, 2025? (Standard parameters: 14, 3, 3) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",78.279,easy,momentum,"D = SMA(K, k); K = SMA(RSV, k); RSV = (C - Low_n) / (High_n - Low_n) * 100","date,high,low,close 2025-04-08,66.58000183105469,63.20000076293945,64.11000061035156 2025-04-09,67.79000091552734,61.720001220703125,67.58000183105469 2025-04-10,67.5,65.23999786376953,66.72000122070312 2025-04-11,66.98999786376953,64.5999984741211,65.80999755859375 2025-04-14,68.12000274658203,65.95999908447266,67.69000244140625 2025-04-15,68.44000244140625,67.52999877929688,67.66000366210938 2025-04-16,68.05000305175781,65.30000305175781,65.63999938964844 2025-04-17,67.33999633789062,65.97000122070312,66.30999755859375 2025-04-21,66.05999755859375,63.63999938964844,64.68000030517578 2025-04-22,66.80000305175781,65.3499984741211,66.63999938964844 2025-04-23,69.0999984741211,66.98999786376953,67.2699966430664 2025-04-24,67.19999694824219,65.23999786376953,66.3499984741211 2025-04-25,66.87000274658203,65.36000061035156,66.08999633789062 2025-04-28,66.33999633789062,65.27999877929688,66.19000244140625 2025-04-29,67.4000015258789,65.72000122070312,67.25 2025-04-30,67.20999908447266,65.45999908447266,66.87999725341797 2025-05-01,67.62999725341797,65.94000244140625,66.05000305175781 2025-05-02,67.37000274658203,65.98999786376953,67.08999633789062 2025-05-05,67.02999877929688,65.87999725341797,66.0999984741211 2025-05-06,66.88999938964844,65.3499984741211,66.54000091552734 2025-05-07,67.9800033569336,65.97000122070312,67.36000061035156 2025-05-08,69.37999725341797,66.91000366210938,68.31999969482422 2025-05-09,70.48999786376953,68.44999694824219,70.30999755859375 2025-05-12,70.98999786376953,68.69999694824219,69.69000244140625 ", 3028,US,technical,"For Stochastic %D, what is the value of Elevance Health on February 29, 2024? (Standard parameters: 14, 3, 3) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",50.1614,easy,momentum,"D = SMA(K, k); K = SMA(RSV, k); RSV = (C - Low_n) / (High_n - Low_n) * 100","date,high,low,close 2024-01-26,485.6900024414063,479.7699890136719,483.7999877929688 2024-01-29,487.2900085449219,480.9299926757813,486.5299987792969 2024-01-30,492.8299865722656,486.6900024414063,492.3500061035156 2024-01-31,497.2999877929688,492.5700073242188,493.4400024414063 2024-02-01,496.989990234375,488.3999938964844,495.4299926757813 2024-02-02,497.5299987792969,490.5799865722656,495.1199951171875 2024-02-05,498.2300109863281,488.5799865722656,490.3299865722656 2024-02-06,495.7900085449219,486.4700012207031,493.8299865722656 2024-02-07,502.1400146484375,495.8999938964844,497.7900085449219 2024-02-08,504.0799865722656,499.989990234375,502.1499938964844 2024-02-09,506.8200073242188,500.1799926757813,506.0799865722656 2024-02-12,506.9800109863281,503.7300109863281,505.239990234375 2024-02-13,513.22998046875,503.510009765625,505.30999755859375 2024-02-14,507.2699890136719,502.2999877929688,506.1099853515625 2024-02-15,511.2099914550781,506.2699890136719,508.8299865722656 2024-02-16,514.3499755859375,506.1199951171875,512.6300048828125 2024-02-20,515.3499755859375,508.2900085449219,508.9100036621094 2024-02-21,511.5299987792969,506.05999755859375,509.3800048828125 2024-02-22,514.469970703125,506.3299865722656,512.1699829101562 2024-02-23,514.239990234375,508.4200134277344,514.0900268554688 2024-02-26,516.6099853515625,506.2000122070313,506.5499877929688 2024-02-27,509.2000122070313,503.1799926757813,507.4100036621094 2024-02-28,507.8500061035156,499.5899963378906,503.1099853515625 2024-02-29,504.9800109863281,498.6499938964844,501.25 ", 3029,US,technical,"Calculate the Stochastic %D value for Garmin on March 04, 2022. (Standard parameters: 14, 3, 3) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",24.8194,easy,momentum,"D = SMA(K, k); K = SMA(RSV, k); RSV = (C - Low_n) / (High_n - Low_n) * 100","date,high,low,close 2022-01-31,124.48999786376952,120.9000015258789,124.41999816894533 2022-02-01,125.52999877929688,122.61000061035156,125.36000061035156 2022-02-02,128.3000030517578,125.86000061035156,127.2300033569336 2022-02-03,127.83000183105467,125.0199966430664,125.0999984741211 2022-02-04,126.36000061035156,123.26000213623048,124.76000213623048 2022-02-07,126.45999908447266,124.68000030517578,125.08999633789062 2022-02-08,126.66000366210938,124.62000274658205,126.36000061035156 2022-02-09,128.80999755859375,127.4800033569336,128.6999969482422 2022-02-10,129.07000732421875,124.05999755859376,124.20999908447266 2022-02-11,125.76000213623048,122.66999816894533,123.2300033569336 2022-02-14,123.51000213623048,120.12999725341795,120.76000213623048 2022-02-15,122.98999786376952,118.7300033569336,119.87999725341795 2022-02-16,121.0,114.25,119.58999633789062 2022-02-17,118.31999969482422,112.75,113.31999969482422 2022-02-18,115.56999969482422,112.04000091552734,114.5199966430664 2022-02-22,114.6500015258789,111.2300033569336,111.83000183105467 2022-02-23,113.08000183105467,109.61000061035156,109.79000091552734 2022-02-24,110.44000244140624,106.66000366210938,110.41000366210938 2022-02-25,112.30999755859376,109.8499984741211,111.83000183105467 2022-02-28,111.26000213623048,109.48999786376952,110.44000244140624 2022-03-01,110.7300033569336,109.08000183105467,110.0 2022-03-02,115.20999908447266,110.0,113.91000366210938 2022-03-03,114.45999908447266,111.5,112.0500030517578 2022-03-04,111.0,109.51000213623048,110.56999969482422 ", 3030,US,technical,"What is the value of Kaufman Adaptive Moving Average for Netflix on August 13, 2020? (ER period 10, fast period 2, slow period 30; Require 60 data points to warm up) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",49.3108,easy,moving average,ER_t = |C_t - C_{t-n_{er}}| / \sum_{i=0}^{n_{er}-1} |C_{t-i} - C_{t-i-1}|; SC_t = (ER_t * (2/(n_{fast}+1) - 2/(n_{slow}+1)) + 2/(n_{slow}+1))^2; KAMA_t = KAMA_{t-1} + SC_t * (C_t - KAMA_{t-1}),"date,close 2020-05-19,45.104000091552734 2020-05-20,44.766998291015625 2020-05-21,43.625 2020-05-22,42.93199920654297 2020-05-26,41.47700119018555 2020-05-27,41.98899841308594 2020-05-28,41.34400177001953 2020-05-29,41.97299957275391 2020-06-01,42.59199905395508 2020-06-02,42.73099899291992 2020-06-03,42.196998596191406 2020-06-04,41.43299865722656 2020-06-05,41.959999084472656 2020-06-08,41.94900131225586 2020-06-09,43.40499877929688 2020-06-10,43.448001861572266 2020-06-11,42.555999755859375 2020-06-12,41.80699920654297 2020-06-15,42.54999923706055 2020-06-16,43.61299896240234 2020-06-17,44.777000427246094 2020-06-18,44.98699951171875 2020-06-19,45.37200164794922 2020-06-22,46.80400085449219 2020-06-23,46.6259994506836 2020-06-24,45.78499984741211 2020-06-25,46.59099960327149 2020-06-26,44.34000015258789 2020-06-29,44.7239990234375 2020-06-30,45.50400161743164 2020-07-01,48.56399917602539 2020-07-02,47.68899917602539 2020-07-06,49.38100051879883 2020-07-07,49.31600189208984 2020-07-08,50.27799987792969 2020-07-09,50.7760009765625 2020-07-10,54.87300109863281 2020-07-13,52.54999923706055 2020-07-14,52.48799896240234 2020-07-15,52.32600021362305 2020-07-16,52.73899841308594 2020-07-17,49.29899978637695 2020-07-20,50.24100112915039 2020-07-21,49.0099983215332 2020-07-22,48.98199844360352 2020-07-23,47.757999420166016 2020-07-24,48.04499816894531 2020-07-27,49.56499862670898 2020-07-28,48.85100173950195 2020-07-29,48.448001861572266 2020-07-30,48.58000183105469 2020-07-31,48.88800048828125 2020-08-03,49.86199951171875 2020-08-04,50.9640007019043 2020-08-05,50.21099853515625 2020-08-06,50.90800094604492 2020-08-07,49.47299957275391 2020-08-10,48.3380012512207 2020-08-11,46.69300079345703 2020-08-12,47.547000885009766 2020-08-13,48.132999420166016 ", 3031,US,technical,"On August 21, 2025, what is the Kaufman Adaptive Moving Average value for Lowe's? (ER period 10, fast period 2, slow period 30; Require 60 data points to warm up) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",250.295,easy,moving average,ER_t = |C_t - C_{t-n_{er}}| / \sum_{i=0}^{n_{er}-1} |C_{t-i} - C_{t-i-1}|; SC_t = (ER_t * (2/(n_{fast}+1) - 2/(n_{slow}+1)) + 2/(n_{slow}+1))^2; KAMA_t = KAMA_{t-1} + SC_t * (C_t - KAMA_{t-1}),"date,close 2025-05-27,225.80999755859372 2025-05-28,224.5200042724609 2025-05-29,224.92999267578125 2025-05-30,225.72999572753903 2025-06-02,225.5200042724609 2025-06-03,228.8000030517578 2025-06-04,228.38999938964844 2025-06-05,227.58999633789065 2025-06-06,225.2700042724609 2025-06-09,223.6100006103516 2025-06-10,224.88999938964844 2025-06-11,221.6000061035156 2025-06-12,223.5 2025-06-13,217.2700042724609 2025-06-16,216.0800018310547 2025-06-17,211.9199981689453 2025-06-18,210.8300018310547 2025-06-20,212.75 2025-06-23,218.57000732421875 2025-06-24,219.97999572753903 2025-06-25,220.6999969482422 2025-06-26,221.22999572753903 2025-06-27,223.6300048828125 2025-06-30,221.8699951171875 2025-07-01,228.63999938964844 2025-07-02,226.94000244140625 2025-07-03,228.30999755859372 2025-07-07,224.9900054931641 2025-07-08,223.6699981689453 2025-07-09,225.57000732421875 2025-07-10,227.91000366210935 2025-07-11,224.1300048828125 2025-07-14,222.3999938964844 2025-07-15,215.00999450683597 2025-07-16,216.6000061035156 2025-07-17,218.5800018310547 2025-07-18,219.16000366210935 2025-07-21,220.91000366210935 2025-07-22,226.8300018310547 2025-07-23,228.6100006103516 2025-07-24,225.55999755859372 2025-07-25,226.8000030517578 2025-07-28,229.9900054931641 2025-07-29,230.0399932861328 2025-07-30,227.42999267578125 2025-07-31,223.57000732421875 2025-08-01,226.3999938964844 2025-08-04,233.80999755859372 2025-08-05,237.4600067138672 2025-08-06,238.2899932861328 2025-08-07,238.55999755859372 2025-08-08,241.1499938964844 2025-08-11,239.8500061035156 2025-08-12,244.8699951171875 2025-08-13,256.3299865722656 2025-08-14,253.0500030517578 2025-08-15,252.05999755859372 2025-08-18,250.88999938964844 2025-08-19,256.3599853515625 2025-08-20,257.1400146484375 2025-08-21,255.6499938964844 ", 3032,US,technical,"What was Rollins's Kaufman Adaptive Moving Average on June 21, 2021? (ER period 10, fast period 2, slow period 30; Require 60 data points to warm up) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",33.5434,easy,moving average,ER_t = |C_t - C_{t-n_{er}}| / \sum_{i=0}^{n_{er}-1} |C_{t-i} - C_{t-i-1}|; SC_t = (ER_t * (2/(n_{fast}+1) - 2/(n_{slow}+1)) + 2/(n_{slow}+1))^2; KAMA_t = KAMA_{t-1} + SC_t * (C_t - KAMA_{t-1}),"date,close 2021-03-25,33.90999984741211 2021-03-26,34.189998626708984 2021-03-29,34.18000030517578 2021-03-30,33.91999816894531 2021-03-31,34.41999816894531 2021-04-01,34.83000183105469 2021-04-05,35.38999938964844 2021-04-06,35.290000915527344 2021-04-07,34.47999954223633 2021-04-08,34.959999084472656 2021-04-09,35.43000030517578 2021-04-12,35.619998931884766 2021-04-13,34.90999984741211 2021-04-14,34.70000076293945 2021-04-15,35.22999954223633 2021-04-16,35.27000045776367 2021-04-19,34.810001373291016 2021-04-20,35.18000030517578 2021-04-21,35.18000030517578 2021-04-22,35.290000915527344 2021-04-23,35.79999923706055 2021-04-26,35.90999984741211 2021-04-27,35.91999816894531 2021-04-28,36.40999984741211 2021-04-29,37.36000061035156 2021-04-30,37.27999877929688 2021-05-03,37.75 2021-05-04,37.61000061035156 2021-05-05,37.09999847412109 2021-05-06,36.970001220703125 2021-05-07,37.119998931884766 2021-05-10,37.220001220703125 2021-05-11,36.95000076293945 2021-05-12,35.75 2021-05-13,36.34000015258789 2021-05-14,36.91999816894531 2021-05-17,36.09999847412109 2021-05-18,35.400001525878906 2021-05-19,34.939998626708984 2021-05-20,35.060001373291016 2021-05-21,35.04999923706055 2021-05-24,34.400001525878906 2021-05-25,34.029998779296875 2021-05-26,33.86000061035156 2021-05-27,33.86000061035156 2021-05-28,34.09000015258789 2021-06-01,33.7599983215332 2021-06-02,33.91999816894531 2021-06-03,33.09000015258789 2021-06-04,33.189998626708984 2021-06-07,32.79999923706055 2021-06-08,33.119998931884766 2021-06-09,33.04999923706055 2021-06-10,33.189998626708984 2021-06-11,33.31999969482422 2021-06-14,33.63999938964844 2021-06-15,33.790000915527344 2021-06-16,33.16999816894531 2021-06-17,33.369998931884766 2021-06-18,33.09000015258789 2021-06-21,33.72999954223633 ", 3033,US,technical,"For Kaufman Adaptive Moving Average, what is the value of News Corp (Class B) on March 08, 2024? (ER period 10, fast period 2, slow period 30; Require 60 data points to warm up) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",26.9405,easy,moving average,ER_t = |C_t - C_{t-n_{er}}| / \sum_{i=0}^{n_{er}-1} |C_{t-i} - C_{t-i-1}|; SC_t = (ER_t * (2/(n_{fast}+1) - 2/(n_{slow}+1)) + 2/(n_{slow}+1))^2; KAMA_t = KAMA_{t-1} + SC_t * (C_t - KAMA_{t-1}),"date,close 2023-12-11,23.100000381469727 2023-12-12,23.040000915527344 2023-12-13,23.780000686645508 2023-12-14,24.420000076293945 2023-12-15,24.530000686645508 2023-12-18,24.450000762939453 2023-12-19,24.850000381469727 2023-12-20,24.46999931335449 2023-12-21,24.809999465942383 2023-12-22,24.940000534057617 2023-12-26,25.299999237060547 2023-12-27,25.61000061035156 2023-12-28,25.81999969482422 2023-12-29,25.71999931335449 2024-01-02,25.61000061035156 2024-01-03,25.479999542236328 2024-01-04,25.3799991607666 2024-01-05,25.57999992370605 2024-01-08,25.790000915527344 2024-01-09,25.3700008392334 2024-01-10,25.31999969482422 2024-01-11,25.3700008392334 2024-01-12,25.34000015258789 2024-01-16,24.799999237060547 2024-01-17,24.51000022888184 2024-01-18,24.59000015258789 2024-01-19,25.01000022888184 2024-01-22,25.200000762939453 2024-01-23,25.290000915527344 2024-01-24,25.6299991607666 2024-01-25,25.68000030517578 2024-01-26,25.75 2024-01-29,26.149999618530277 2024-01-30,25.790000915527344 2024-01-31,25.56999969482422 2024-02-01,25.700000762939453 2024-02-02,25.700000762939453 2024-02-05,25.18000030517578 2024-02-06,25.700000762939453 2024-02-07,25.299999237060547 2024-02-08,27.01000022888184 2024-02-09,27.209999084472656 2024-02-12,27.25 2024-02-13,26.950000762939453 2024-02-14,27.209999084472656 2024-02-15,27.670000076293945 2024-02-16,27.40999984741211 2024-02-20,27.399999618530277 2024-02-21,27.229999542236328 2024-02-22,27.6299991607666 2024-02-23,27.57999992370605 2024-02-26,27.520000457763672 2024-02-27,27.56999969482422 2024-02-28,27.479999542236328 2024-02-29,27.989999771118164 2024-03-01,27.399999618530277 2024-03-04,27.040000915527344 2024-03-05,26.920000076293945 2024-03-06,27.09000015258789 2024-03-07,27.209999084472656 2024-03-08,27.350000381469727 ", 3034,US,technical,"Calculate the Kaufman Adaptive Moving Average value for Williams Companies on February 14, 2020. (ER period 10, fast period 2, slow period 30; Require 60 data points to warm up) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",21.3724,easy,moving average,ER_t = |C_t - C_{t-n_{er}}| / \sum_{i=0}^{n_{er}-1} |C_{t-i} - C_{t-i-1}|; SC_t = (ER_t * (2/(n_{fast}+1) - 2/(n_{slow}+1)) + 2/(n_{slow}+1))^2; KAMA_t = KAMA_{t-1} + SC_t * (C_t - KAMA_{t-1}),"date,close 2019-11-18,22.299999237060547 2019-11-19,22.13999938964844 2019-11-20,22.3799991607666 2019-11-21,22.790000915527344 2019-11-22,23.100000381469727 2019-11-25,23.09000015258789 2019-11-26,22.8700008392334 2019-11-27,22.709999084472656 2019-11-29,22.71999931335449 2019-12-02,22.549999237060547 2019-12-03,22.200000762939453 2019-12-04,22.1299991607666 2019-12-05,22.190000534057617 2019-12-06,22.38999938964844 2019-12-09,22.899999618530277 2019-12-10,22.940000534057617 2019-12-11,23.190000534057617 2019-12-12,22.649999618530277 2019-12-13,22.709999084472656 2019-12-16,22.81999969482422 2019-12-17,22.940000534057617 2019-12-18,23.07999992370605 2019-12-19,23.5 2019-12-20,23.799999237060547 2019-12-23,23.940000534057617 2019-12-24,23.84000015258789 2019-12-26,23.809999465942383 2019-12-27,23.59000015258789 2019-12-30,23.200000762939453 2019-12-31,23.71999931335449 2020-01-02,23.489999771118164 2020-01-03,23.59000015258789 2020-01-06,23.899999618530277 2020-01-07,23.899999618530277 2020-01-08,23.530000686645508 2020-01-09,23.670000076293945 2020-01-10,23.5 2020-01-13,23.780000686645508 2020-01-14,23.84000015258789 2020-01-15,23.809999465942383 2020-01-16,24.040000915527344 2020-01-17,23.86000061035156 2020-01-21,23.01000022888184 2020-01-22,22.63999938964844 2020-01-23,22.440000534057617 2020-01-24,22.190000534057617 2020-01-27,21.61000061035156 2020-01-28,21.63999938964844 2020-01-29,21.15999984741211 2020-01-30,21.270000457763672 2020-01-31,20.690000534057617 2020-02-03,21.1200008392334 2020-02-04,21.479999542236328 2020-02-05,21.649999618530277 2020-02-06,21.440000534057617 2020-02-07,21.059999465942383 2020-02-10,21.43000030517578 2020-02-11,21.46999931335449 2020-02-12,21.549999237060547 2020-02-13,21.6200008392334 2020-02-14,21.540000915527344 ", 3035,US,technical,"What is the value of MACD Line for International Flavors & Fragrances on February 01, 2021? (Standard parameters: fast 12, slow 26; Require 104 data points to warm up; EMA uses the first data point as the initial value) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.2717,easy,trend,MACD Line = EMA_{n_{fast}}(P) - EMA_{n_{slow}}(P),"date,close 2020-09-01,124.73999786376952 2020-09-02,125.95999908447266 2020-09-03,123.87999725341795 2020-09-04,123.12000274658205 2020-09-08,121.62999725341795 2020-09-09,122.0 2020-09-10,120.36000061035156 2020-09-11,121.02999877929688 2020-09-14,122.9800033569336 2020-09-15,124.23999786376952 2020-09-16,124.23999786376952 2020-09-17,124.18000030517578 2020-09-18,122.54000091552734 2020-09-21,120.43000030517578 2020-09-22,120.61000061035156 2020-09-23,116.12000274658205 2020-09-24,116.5500030517578 2020-09-25,118.97000122070312 2020-09-28,121.4000015258789 2020-09-29,121.5 2020-09-30,122.4499969482422 2020-10-01,120.08999633789062 2020-10-02,119.16999816894533 2020-10-05,118.36000061035156 2020-10-06,115.30999755859376 2020-10-07,116.51000213623048 2020-10-08,116.1999969482422 2020-10-09,119.41000366210938 2020-10-12,118.63999938964844 2020-10-13,117.16999816894533 2020-10-14,116.91000366210938 2020-10-15,116.01000213623048 2020-10-16,116.2699966430664 2020-10-19,113.5500030517578 2020-10-20,113.5999984741211 2020-10-21,110.4499969482422 2020-10-22,111.8499984741211 2020-10-23,110.56999969482422 2020-10-26,108.9499969482422 2020-10-27,105.62000274658205 2020-10-28,101.44000244140624 2020-10-29,102.91999816894533 2020-10-30,102.66000366210938 2020-11-02,105.06999969482422 2020-11-03,107.2300033569336 2020-11-04,105.0199966430664 2020-11-05,107.5500030517578 2020-11-06,108.55999755859376 2020-11-09,112.37999725341795 2020-11-10,112.44000244140624 2020-11-11,109.1999969482422 2020-11-12,109.87000274658205 2020-11-13,112.16999816894533 2020-11-16,114.76000213623048 2020-11-17,114.51000213623048 2020-11-18,112.38999938964844 2020-11-19,111.9499969482422 2020-11-20,112.05999755859376 2020-11-23,111.27999877929688 2020-11-24,115.12999725341795 2020-11-25,112.4000015258789 2020-11-27,112.87000274658205 2020-11-30,112.0999984741211 2020-12-01,111.62000274658205 2020-12-02,112.51000213623048 2020-12-03,112.63999938964844 2020-12-04,116.0 2020-12-07,114.91000366210938 2020-12-08,115.43000030517578 2020-12-09,115.22000122070312 2020-12-10,112.58999633789062 2020-12-11,111.04000091552734 2020-12-14,109.25 2020-12-15,110.93000030517578 2020-12-16,112.12000274658205 2020-12-17,113.58000183105467 2020-12-18,114.29000091552734 2020-12-21,114.29000091552734 2020-12-22,114.95999908447266 2020-12-23,110.52999877929688 2020-12-24,110.05999755859376 2020-12-28,109.2300033569336 2020-12-29,111.04000091552734 2020-12-30,111.26000213623048 2020-12-31,108.83999633789062 2021-01-04,105.08000183105467 2021-01-05,107.98999786376952 2021-01-06,112.91999816894533 2021-01-07,118.6500015258789 2021-01-08,119.0 2021-01-11,122.4499969482422 2021-01-12,125.9800033569336 2021-01-13,121.5199966430664 2021-01-14,119.94000244140624 2021-01-15,117.72000122070312 2021-01-19,120.33999633789062 2021-01-20,120.08000183105467 2021-01-21,116.0 2021-01-22,115.80999755859376 2021-01-25,116.33000183105467 2021-01-26,113.77999877929688 2021-01-27,110.94000244140624 2021-01-28,115.0199966430664 2021-01-29,112.37999725341795 2021-02-01,130.14999389648438 ", 3036,US,technical,"On March 24, 2025, what is the MACD Line value for Vertex Pharmaceuticals? (Standard parameters: fast 12, slow 26; Require 104 data points to warm up; EMA uses the first data point as the initial value) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",11.8497,easy,trend,MACD Line = EMA_{n_{fast}}(P) - EMA_{n_{slow}}(P),"date,close 2024-10-21,478.0899963378906 2024-10-22,474.9100036621094 2024-10-23,470.0499877929688 2024-10-24,471.9100036621094 2024-10-25,477.7000122070313 2024-10-28,476.3699951171875 2024-10-29,470.3599853515625 2024-10-30,475.0799865722656 2024-10-31,475.9800109863281 2024-11-01,471.1199951171875 2024-11-04,472.7999877929688 2024-11-05,499.8800048828125 2024-11-06,493.6400146484375 2024-11-07,502.4500122070313 2024-11-08,516.739990234375 2024-11-11,501.7200012207031 2024-11-12,490.0 2024-11-13,494.6099853515625 2024-11-14,483.9599914550781 2024-11-15,465.7000122070313 2024-11-18,467.010009765625 2024-11-19,448.010009765625 2024-11-20,451.2300109863281 2024-11-21,450.3699951171875 2024-11-22,450.9700012207031 2024-11-25,461.7099914550781 2024-11-26,467.0700073242188 2024-11-27,464.55999755859375 2024-11-29,468.1300048828125 2024-12-02,465.7300109863281 2024-12-03,456.9700012207031 2024-12-04,463.9800109863281 2024-12-05,459.9200134277344 2024-12-06,462.1000061035156 2024-12-09,473.9800109863281 2024-12-10,469.2200012207031 2024-12-11,468.2900085449219 2024-12-12,464.1199951171875 2024-12-13,463.7300109863281 2024-12-16,468.0899963378906 2024-12-17,469.239990234375 2024-12-18,447.5 2024-12-19,396.6400146484375 2024-12-20,397.2699890136719 2024-12-23,405.2699890136719 2024-12-24,408.1799926757813 2024-12-26,410.6499938964844 2024-12-27,408.760009765625 2024-12-30,399.3500061035156 2024-12-31,402.7000122070313 2025-01-02,405.760009765625 2025-01-03,407.1099853515625 2025-01-06,402.489990234375 2025-01-07,408.3200073242188 2025-01-08,412.1099853515625 2025-01-10,409.55999755859375 2025-01-13,413.3699951171875 2025-01-14,411.6600036621094 2025-01-15,424.260009765625 2025-01-16,416.9599914550781 2025-01-17,422.0 2025-01-21,427.8900146484375 2025-01-22,428.0 2025-01-23,439.7300109863281 2025-01-24,439.6199951171875 2025-01-27,443.8800048828125 2025-01-28,440.6799926757813 2025-01-29,441.5199890136719 2025-01-30,438.3999938964844 2025-01-31,461.6799926757813 2025-02-03,470.3699951171875 2025-02-04,482.2799987792969 2025-02-05,488.4400024414063 2025-02-06,481.1600036621094 2025-02-07,469.3200073242188 2025-02-10,469.9700012207031 2025-02-11,455.2200012207031 2025-02-12,453.2000122070313 2025-02-13,462.5799865722656 2025-02-14,459.0 2025-02-18,462.1099853515625 2025-02-19,471.760009765625 2025-02-20,480.3299865722656 2025-02-21,484.239990234375 2025-02-24,481.6499938964844 2025-02-25,480.3500061035156 2025-02-26,479.1000061035156 2025-02-27,474.5 2025-02-28,479.7900085449219 2025-03-03,483.30999755859375 2025-03-04,486.2200012207031 2025-03-05,491.6400146484375 2025-03-06,485.7200012207031 2025-03-07,488.2900085449219 2025-03-10,500.010009765625 2025-03-11,488.3399963378906 2025-03-12,495.4200134277344 2025-03-13,502.9200134277344 2025-03-14,504.7699890136719 2025-03-17,513.760009765625 2025-03-18,512.22998046875 2025-03-19,512.52001953125 2025-03-20,510.1799926757813 2025-03-21,503.2000122070313 2025-03-24,511.739990234375 ", 3037,US,technical,"What was Microsoft's MACD Line on September 27, 2023? (Standard parameters: fast 12, slow 26; Require 104 data points to warm up; EMA uses the first data point as the initial value) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",-3.6222,easy,trend,MACD Line = EMA_{n_{fast}}(P) - EMA_{n_{slow}}(P),"date,close 2023-04-28,307.260009765625 2023-05-01,305.5599975585937 2023-05-02,305.4100036621094 2023-05-03,304.3999938964844 2023-05-04,305.4100036621094 2023-05-05,310.6499938964844 2023-05-08,308.6499938964844 2023-05-09,307.0 2023-05-10,312.3099975585937 2023-05-11,310.1099853515625 2023-05-12,308.9700012207031 2023-05-15,309.4599914550781 2023-05-16,311.739990234375 2023-05-17,314.0 2023-05-18,318.5199890136719 2023-05-19,318.3399963378906 2023-05-22,321.17999267578125 2023-05-23,315.260009765625 2023-05-24,313.8500061035156 2023-05-25,325.9200134277344 2023-05-26,332.8900146484375 2023-05-30,331.2099914550781 2023-05-31,328.3900146484375 2023-06-01,332.5799865722656 2023-06-02,335.3999938964844 2023-06-05,335.94000244140625 2023-06-06,333.67999267578125 2023-06-07,323.3800048828125 2023-06-08,325.260009765625 2023-06-09,326.7900085449219 2023-06-12,331.8500061035156 2023-06-13,334.2900085449219 2023-06-14,337.3399963378906 2023-06-15,348.1000061035156 2023-06-16,342.3299865722656 2023-06-20,338.04998779296875 2023-06-21,333.5599975585937 2023-06-22,339.7099914550781 2023-06-23,335.0199890136719 2023-06-26,328.6000061035156 2023-06-27,334.57000732421875 2023-06-28,335.8500061035156 2023-06-29,335.04998779296875 2023-06-30,340.5400085449219 2023-07-03,337.989990234375 2023-07-05,338.1499938964844 2023-07-06,341.2699890136719 2023-07-07,337.2200012207031 2023-07-10,331.8299865722656 2023-07-11,332.4700012207031 2023-07-12,337.20001220703125 2023-07-13,342.6600036621094 2023-07-14,345.239990234375 2023-07-17,345.7300109863281 2023-07-18,359.489990234375 2023-07-19,355.0799865722656 2023-07-20,346.8699951171875 2023-07-21,343.7699890136719 2023-07-24,345.1099853515625 2023-07-25,350.9800109863281 2023-07-26,337.7699890136719 2023-07-27,330.7200012207031 2023-07-28,338.3699951171875 2023-07-31,335.9200134277344 2023-08-01,336.3399963378906 2023-08-02,327.5 2023-08-03,326.6600036621094 2023-08-04,327.7799987792969 2023-08-07,330.1099853515625 2023-08-08,326.04998779296875 2023-08-09,322.2300109863281 2023-08-10,322.92999267578125 2023-08-11,321.010009765625 2023-08-14,324.0400085449219 2023-08-15,321.8599853515625 2023-08-16,320.3999938964844 2023-08-17,316.8800048828125 2023-08-18,316.4800109863281 2023-08-21,321.8800048828125 2023-08-22,322.4599914550781 2023-08-23,327.0 2023-08-24,319.9700012207031 2023-08-25,322.9800109863281 2023-08-28,323.70001220703125 2023-08-29,328.4100036621094 2023-08-30,328.7900085449219 2023-08-31,327.760009765625 2023-09-01,328.6600036621094 2023-09-05,333.54998779296875 2023-09-06,332.8800048828125 2023-09-07,329.9100036621094 2023-09-08,334.2699890136719 2023-09-11,337.94000244140625 2023-09-12,331.7699890136719 2023-09-13,336.0599975585937 2023-09-14,338.70001220703125 2023-09-15,330.2200012207031 2023-09-18,329.0599975585937 2023-09-19,328.6499938964844 2023-09-20,320.7699890136719 2023-09-21,319.5299987792969 2023-09-22,317.010009765625 2023-09-25,317.5400085449219 2023-09-26,312.1400146484375 2023-09-27,312.7900085449219 ", 3038,US,technical,"For MACD Line, what is the value of Waters Corporation on February 28, 2024? (Standard parameters: fast 12, slow 26; Require 104 data points to warm up; EMA uses the first data point as the initial value) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",4.5796,easy,trend,MACD Line = EMA_{n_{fast}}(P) - EMA_{n_{slow}}(P),"date,close 2023-09-28,275.3500061035156 2023-09-29,274.2099914550781 2023-10-02,270.5199890136719 2023-10-03,265.010009765625 2023-10-04,267.760009765625 2023-10-05,265.989990234375 2023-10-06,267.3999938964844 2023-10-09,266.989990234375 2023-10-10,268.79998779296875 2023-10-11,266.20001220703125 2023-10-12,251.0 2023-10-13,252.6100006103516 2023-10-16,255.1699981689453 2023-10-17,256.6199951171875 2023-10-18,248.50999450683597 2023-10-19,252.3300018310547 2023-10-20,253.63999938964844 2023-10-23,255.66000366210935 2023-10-24,249.17999267578125 2023-10-25,242.3000030517578 2023-10-26,244.4499969482422 2023-10-27,244.75999450683597 2023-10-30,236.6999969482422 2023-10-31,238.52999877929688 2023-11-01,240.83999633789065 2023-11-02,245.41000366210935 2023-11-03,260.489990234375 2023-11-06,252.1499938964844 2023-11-07,260.6700134277344 2023-11-08,255.82000732421875 2023-11-09,253.0800018310547 2023-11-10,255.9199981689453 2023-11-13,250.97999572753903 2023-11-14,258.6700134277344 2023-11-15,266.94000244140625 2023-11-16,266.20001220703125 2023-11-17,261.8800048828125 2023-11-20,260.92999267578125 2023-11-21,274.6499938964844 2023-11-22,276.3299865722656 2023-11-24,280.3900146484375 2023-11-27,277.0 2023-11-28,275.95001220703125 2023-11-29,279.739990234375 2023-11-30,280.6099853515625 2023-12-01,288.8500061035156 2023-12-04,288.7900085449219 2023-12-05,284.95001220703125 2023-12-06,289.5199890136719 2023-12-07,293.3800048828125 2023-12-08,292.1400146484375 2023-12-11,296.3699951171875 2023-12-12,297.7900085449219 2023-12-13,312.1300048828125 2023-12-14,321.3399963378906 2023-12-15,320.1400146484375 2023-12-18,322.2799987792969 2023-12-19,328.9700012207031 2023-12-20,323.25 2023-12-21,328.7900085449219 2023-12-22,329.739990234375 2023-12-26,331.9700012207031 2023-12-27,333.0400085449219 2023-12-28,332.7699890136719 2023-12-29,329.2300109863281 2024-01-02,328.6199951171875 2024-01-03,305.8800048828125 2024-01-04,307.3699951171875 2024-01-05,305.07000732421875 2024-01-08,311.739990234375 2024-01-09,302.5799865722656 2024-01-10,307.6000061035156 2024-01-11,304.42999267578125 2024-01-12,307.9599914550781 2024-01-16,308.1300048828125 2024-01-17,302.510009765625 2024-01-18,310.1600036621094 2024-01-19,312.45001220703125 2024-01-22,317.04998779296875 2024-01-23,316.44000244140625 2024-01-24,312.4200134277344 2024-01-25,312.0 2024-01-26,316.1199951171875 2024-01-29,324.3599853515625 2024-01-30,328.3800048828125 2024-01-31,317.7099914550781 2024-02-01,324.45001220703125 2024-02-02,320.739990234375 2024-02-05,324.8500061035156 2024-02-06,330.3800048828125 2024-02-07,323.5400085449219 2024-02-08,326.69000244140625 2024-02-09,322.82000732421875 2024-02-12,320.20001220703125 2024-02-13,311.5799865722656 2024-02-14,317.5199890136719 2024-02-15,322.8699951171875 2024-02-16,325.2099914550781 2024-02-20,323.95001220703125 2024-02-21,329.5199890136719 2024-02-22,330.54998779296875 2024-02-23,331.25 2024-02-26,327.0299987792969 2024-02-27,332.6499938964844 2024-02-28,337.67999267578125 ", 3039,US,technical,"Calculate the MACD Line value for Amazon on July 21, 2022. (Standard parameters: fast 12, slow 26; Require 104 data points to warm up; EMA uses the first data point as the initial value) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.5571,easy,trend,MACD Line = EMA_{n_{fast}}(P) - EMA_{n_{slow}}(P),"date,close 2022-02-18,152.60150146484375 2022-02-22,150.19749450683594 2022-02-23,144.82699584960938 2022-02-24,151.35800170898438 2022-02-25,153.7884979248047 2022-02-28,153.56300354003906 2022-03-01,151.14199829101562 2022-03-02,152.05250549316406 2022-03-03,147.89849853515625 2022-03-04,145.64100646972656 2022-03-07,137.4530029296875 2022-03-08,136.01449584960938 2022-03-09,139.2790069580078 2022-03-10,146.8175048828125 2022-03-11,145.52450561523438 2022-03-14,141.85299682617188 2022-03-15,147.3665008544922 2022-03-16,153.10400390625 2022-03-17,157.23899841308594 2022-03-18,161.25050354003906 2022-03-21,161.4915008544922 2022-03-22,164.88900756835938 2022-03-23,163.4080047607422 2022-03-24,163.64950561523438 2022-03-25,164.77349853515625 2022-03-28,168.99049377441406 2022-03-29,169.31500244140625 2022-03-30,166.30099487304688 2022-03-31,162.99749755859375 2022-04-01,163.55999755859375 2022-04-04,168.34649658203125 2022-04-05,164.05499267578125 2022-04-06,158.75599670410156 2022-04-07,157.7845001220703 2022-04-08,154.4604949951172 2022-04-11,151.1219940185547 2022-04-12,150.78750610351562 2022-04-13,155.54100036621094 2022-04-14,151.7064971923828 2022-04-18,152.78500366210938 2022-04-19,158.11549377441406 2022-04-20,153.9980010986328 2022-04-21,148.29600524902344 2022-04-22,144.35000610351562 2022-04-25,146.07400512695312 2022-04-26,139.39100646972656 2022-04-27,138.16700744628906 2022-04-28,144.59649658203125 2022-04-29,124.28150177001952 2022-05-02,124.5 2022-05-03,124.25350189208984 2022-05-04,125.92849731445312 2022-05-05,116.40699768066406 2022-05-06,114.77249908447266 2022-05-09,108.78900146484376 2022-05-10,108.85900115966795 2022-05-11,105.37200164794922 2022-05-12,106.93049621582033 2022-05-13,113.05500030517578 2022-05-16,110.8105010986328 2022-05-17,115.36849975585938 2022-05-18,107.1125030517578 2022-05-19,107.31900024414062 2022-05-20,107.59100341796876 2022-05-23,107.55699920654295 2022-05-24,104.0999984741211 2022-05-25,106.7750015258789 2022-05-26,111.07749938964844 2022-05-27,115.14649963378906 2022-05-31,120.20950317382812 2022-06-01,121.68399810791016 2022-06-02,125.51100158691406 2022-06-03,122.3499984741211 2022-06-06,124.79000091552734 2022-06-07,123.0 2022-06-08,121.18000030517578 2022-06-09,116.1500015258789 2022-06-10,109.6500015258789 2022-06-13,103.66999816894533 2022-06-14,102.30999755859376 2022-06-15,107.66999816894533 2022-06-16,103.66000366210938 2022-06-17,106.22000122070312 2022-06-21,108.68000030517578 2022-06-22,108.9499969482422 2022-06-23,112.44000244140624 2022-06-24,116.45999908447266 2022-06-27,113.22000122070312 2022-06-28,107.4000015258789 2022-06-29,108.91999816894533 2022-06-30,106.20999908447266 2022-07-01,109.55999755859376 2022-07-05,113.5 2022-07-06,114.33000183105467 2022-07-07,116.33000183105467 2022-07-08,115.54000091552734 2022-07-11,111.75 2022-07-12,109.22000122070312 2022-07-13,110.4000015258789 2022-07-14,110.62999725341795 2022-07-15,113.5500030517578 2022-07-18,113.76000213623048 2022-07-19,118.20999908447266 2022-07-20,122.7699966430664 2022-07-21,124.62999725341795 ", 3040,US,technical,"What is the value of MACD Signal for Weyerhaeuser on March 23, 2022? (Standard parameters: fast 12, slow 26, signal 9; Require 104 data points to warm up; EMA uses the first data point as the initial value) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",-0.1937,easy,trend,Signal Line = EMA_{n_{signal}}(MACD Line); MACD Line = EMA_{n_{fast}}(P) - EMA_{n_{slow}}(P),"date,close 2021-10-22,37.13999938964844 2021-10-25,37.72999954223633 2021-10-26,36.7599983215332 2021-10-27,35.709999084472656 2021-10-28,36.400001525878906 2021-10-29,35.720001220703125 2021-11-01,36.97999954223633 2021-11-02,36.150001525878906 2021-11-03,38.27000045776367 2021-11-04,38.13999938964844 2021-11-05,38.33000183105469 2021-11-08,37.72999954223633 2021-11-09,37.54999923706055 2021-11-10,36.88999938964844 2021-11-11,36.810001373291016 2021-11-12,36.93000030517578 2021-11-15,37.40999984741211 2021-11-16,38.36000061035156 2021-11-17,38.52000045776367 2021-11-18,37.93999862670898 2021-11-19,38.040000915527344 2021-11-22,38.84999847412109 2021-11-23,38.540000915527344 2021-11-24,38.97999954223633 2021-11-26,38.41999816894531 2021-11-29,38.75 2021-11-30,37.61000061035156 2021-12-01,37.63999938964844 2021-12-02,38.5099983215332 2021-12-03,38.33000183105469 2021-12-06,38.459999084472656 2021-12-07,39.34999847412109 2021-12-08,39.47999954223633 2021-12-09,39.75 2021-12-10,40.02000045776367 2021-12-13,40.04999923706055 2021-12-14,38.88999938964844 2021-12-15,39.470001220703125 2021-12-16,39.630001068115234 2021-12-17,39.63999938964844 2021-12-20,38.130001068115234 2021-12-21,38.459999084472656 2021-12-22,38.83000183105469 2021-12-23,38.63999938964844 2021-12-27,39.65999984741211 2021-12-28,39.86000061035156 2021-12-29,40.68000030517578 2021-12-30,40.970001220703125 2021-12-31,41.18000030517578 2022-01-03,40.56999969482422 2022-01-04,41.09000015258789 2022-01-05,40.06999969482422 2022-01-06,40.38999938964844 2022-01-07,40.34000015258789 2022-01-10,40.150001525878906 2022-01-11,40.72999954223633 2022-01-12,41.04999923706055 2022-01-13,41.65999984741211 2022-01-14,40.97999954223633 2022-01-18,39.27999877929688 2022-01-19,39.18000030517578 2022-01-20,38.290000915527344 2022-01-21,38.0099983215332 2022-01-24,38.84999847412109 2022-01-25,38.470001220703125 2022-01-26,38.08000183105469 2022-01-27,37.88999938964844 2022-01-28,39.650001525878906 2022-01-31,40.43000030517578 2022-02-01,40.630001068115234 2022-02-02,41.470001220703125 2022-02-03,41.31999969482422 2022-02-04,40.4900016784668 2022-02-07,40.97999954223633 2022-02-08,41.790000915527344 2022-02-09,42.56999969482422 2022-02-10,41.81999969482422 2022-02-11,41.560001373291016 2022-02-14,40.90999984741211 2022-02-15,41.83000183105469 2022-02-16,41.86000061035156 2022-02-17,39.16999816894531 2022-02-18,39.18000030517578 2022-02-22,38.47999954223633 2022-02-23,37.27999877929688 2022-02-24,38.22999954223633 2022-02-25,39.20000076293945 2022-02-28,38.880001068115234 2022-03-01,38.619998931884766 2022-03-02,39.4900016784668 2022-03-03,39.16999816894531 2022-03-04,39.29999923706055 2022-03-07,38.470001220703125 2022-03-08,38.52000045776367 2022-03-09,38.9900016784668 2022-03-10,40.09999847412109 2022-03-11,39.619998931884766 2022-03-14,38.77000045776367 2022-03-15,39.470001220703125 2022-03-16,39.27000045776367 2022-03-17,39.5099983215332 2022-03-18,39.9900016784668 2022-03-21,39.18999862670898 2022-03-22,38.20000076293945 2022-03-23,38.150001525878906 ", 3041,US,technical,"On November 21, 2024, what is the MACD Signal value for McDonald's? (Standard parameters: fast 12, slow 26, signal 9; Require 104 data points to warm up; EMA uses the first data point as the initial value) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",-1.6828,easy,trend,Signal Line = EMA_{n_{signal}}(MACD Line); MACD Line = EMA_{n_{fast}}(P) - EMA_{n_{slow}}(P),"date,close 2024-06-26,257.8299865722656 2024-06-27,258.1700134277344 2024-06-28,254.83999633789065 2024-07-01,249.9900054931641 2024-07-02,247.7899932861328 2024-07-03,250.0 2024-07-05,251.08999633789065 2024-07-08,247.8500061035156 2024-07-09,245.82000732421875 2024-07-10,250.4900054931641 2024-07-11,254.8000030517578 2024-07-12,253.8999938964844 2024-07-15,251.52999877929688 2024-07-16,257.2699890136719 2024-07-17,261.0 2024-07-18,259.5199890136719 2024-07-19,257.2799987792969 2024-07-22,259.5400085449219 2024-07-23,254.0500030517578 2024-07-24,253.3699951171875 2024-07-25,251.4600067138672 2024-07-26,252.0 2024-07-29,261.4200134277344 2024-07-30,266.44000244140625 2024-07-31,265.3999938964844 2024-08-01,268.75 2024-08-02,276.69000244140625 2024-08-05,268.45001220703125 2024-08-06,270.0599975585937 2024-08-07,269.3699951171875 2024-08-08,271.19000244140625 2024-08-09,267.9100036621094 2024-08-12,269.4599914550781 2024-08-13,270.3099975585937 2024-08-14,271.1499938964844 2024-08-15,274.8699951171875 2024-08-16,278.489990234375 2024-08-19,287.54998779296875 2024-08-20,285.6300048828125 2024-08-21,289.7099914550781 2024-08-22,289.2099914550781 2024-08-23,289.5199890136719 2024-08-26,288.67999267578125 2024-08-27,289.6400146484375 2024-08-28,287.04998779296875 2024-08-29,287.8599853515625 2024-08-30,288.6600036621094 2024-09-03,285.5199890136719 2024-09-04,288.0299987792969 2024-09-05,287.9700012207031 2024-09-06,289.510009765625 2024-09-09,291.2900085449219 2024-09-10,291.2699890136719 2024-09-11,290.2300109863281 2024-09-12,292.3500061035156 2024-09-13,296.5299987792969 2024-09-16,296.69000244140625 2024-09-17,293.75 2024-09-18,292.0299987792969 2024-09-19,293.8500061035156 2024-09-20,296.8299865722656 2024-09-23,299.0599975585937 2024-09-24,300.2699890136719 2024-09-25,300.4700012207031 2024-09-26,303.6499938964844 2024-09-27,303.69000244140625 2024-09-30,304.510009765625 2024-10-01,302.9800109863281 2024-10-02,303.760009765625 2024-10-03,303.45001220703125 2024-10-04,303.760009765625 2024-10-07,300.8500061035156 2024-10-08,301.8999938964844 2024-10-09,303.8299865722656 2024-10-10,304.0400085449219 2024-10-11,305.0400085449219 2024-10-14,309.8399963378906 2024-10-15,313.3399963378906 2024-10-16,312.9200134277344 2024-10-17,314.70001220703125 2024-10-18,316.5599975585937 2024-10-21,314.8900146484375 2024-10-22,314.69000244140625 2024-10-23,298.57000732421875 2024-10-24,301.5799865722656 2024-10-25,292.6099853515625 2024-10-28,296.7900085449219 2024-10-29,295.0 2024-10-30,291.5199890136719 2024-10-31,292.1099853515625 2024-11-01,295.2099914550781 2024-11-04,292.8500061035156 2024-11-05,297.32000732421875 2024-11-06,294.0 2024-11-07,294.6600036621094 2024-11-08,298.9700012207031 2024-11-11,301.5299987792969 2024-11-12,298.6499938964844 2024-11-13,297.3500061035156 2024-11-14,298.5599975585937 2024-11-15,292.6300048828125 2024-11-18,291.1000061035156 2024-11-19,290.7300109863281 2024-11-20,290.9100036621094 2024-11-21,288.4700012207031 ", 3042,US,technical,"What was Occidental Petroleum's MACD Signal on October 13, 2025? (Standard parameters: fast 12, slow 26, signal 9; Require 104 data points to warm up; EMA uses the first data point as the initial value) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",-0.1616,easy,trend,Signal Line = EMA_{n_{signal}}(MACD Line); MACD Line = EMA_{n_{fast}}(P) - EMA_{n_{slow}}(P),"date,close 2025-05-14,43.81999969482422 2025-05-15,43.369998931884766 2025-05-16,43.040000915527344 2025-05-19,42.310001373291016 2025-05-20,41.900001525878906 2025-05-21,41.130001068115234 2025-05-22,41.08000183105469 2025-05-23,41.290000915527344 2025-05-27,41.619998931884766 2025-05-28,41.119998931884766 2025-05-29,41.459999084472656 2025-05-30,40.77999877929688 2025-06-02,41.43999862670898 2025-06-03,42.68999862670898 2025-06-04,41.90999984741211 2025-06-05,41.81999969482422 2025-06-06,42.540000915527344 2025-06-09,43.2400016784668 2025-06-10,43.90999984741211 2025-06-11,44.84000015258789 2025-06-12,44.7599983215332 2025-06-13,46.45000076293945 2025-06-16,45.33000183105469 2025-06-17,45.97999954223633 2025-06-18,45.34999847412109 2025-06-20,45.630001068115234 2025-06-23,43.95000076293945 2025-06-24,42.47999954223633 2025-06-25,42.41999816894531 2025-06-26,43.15999984741211 2025-06-27,42.59999847412109 2025-06-30,42.0099983215332 2025-07-01,42.86000061035156 2025-07-02,43.93000030517578 2025-07-03,43.79999923706055 2025-07-07,43.34999847412109 2025-07-08,45.75 2025-07-09,45.56999969482422 2025-07-10,45.84999847412109 2025-07-11,46.310001373291016 2025-07-14,45.06999969482422 2025-07-15,42.68999862670898 2025-07-16,42.630001068115234 2025-07-17,43.54999923706055 2025-07-18,43.619998931884766 2025-07-21,43.0 2025-07-22,43.560001373291016 2025-07-23,44.43999862670898 2025-07-24,44.630001068115234 2025-07-25,44.709999084472656 2025-07-28,45.54999923706055 2025-07-29,45.459999084472656 2025-07-30,44.40999984741211 2025-07-31,43.93999862670898 2025-08-01,43.40999984741211 2025-08-04,42.86000061035156 2025-08-05,43.08000183105469 2025-08-06,42.540000915527344 2025-08-07,43.59000015258789 2025-08-08,44.31999969482422 2025-08-11,43.709999084472656 2025-08-12,44.150001525878906 2025-08-13,44.75 2025-08-14,44.77000045776367 2025-08-15,44.61000061035156 2025-08-18,44.209999084472656 2025-08-19,43.959999084472656 2025-08-20,44.27000045776367 2025-08-21,44.560001373291016 2025-08-22,45.83000183105469 2025-08-25,46.400001525878906 2025-08-26,46.040000915527344 2025-08-27,46.869998931884766 2025-08-28,47.5099983215332 2025-08-29,47.61000061035156 2025-09-02,48.04999923706055 2025-09-03,46.29999923706055 2025-09-04,46.61000061035156 2025-09-05,45.90999984741211 2025-09-08,45.380001068115234 2025-09-09,45.13999938964844 2025-09-10,46.310001373291016 2025-09-11,46.02000045776367 2025-09-12,45.66999816894531 2025-09-15,45.470001220703125 2025-09-16,47.7599983215332 2025-09-17,47.18999862670898 2025-09-18,47.36000061035156 2025-09-19,46.09999847412109 2025-09-22,45.7599983215332 2025-09-23,46.41999816894531 2025-09-24,46.88999938964844 2025-09-25,46.9900016784668 2025-09-26,47.470001220703125 2025-09-29,48.09999847412109 2025-09-30,47.25 2025-10-01,47.720001220703125 2025-10-02,44.22999954223633 2025-10-03,44.84999847412109 2025-10-06,45.400001525878906 2025-10-07,45.33000183105469 2025-10-08,45.040000915527344 2025-10-09,44.52000045776367 2025-10-10,42.150001525878906 2025-10-13,42.41999816894531 ", 3043,US,technical,"For MACD Signal, what is the value of Schlumberger on April 11, 2024? (Standard parameters: fast 12, slow 26, signal 9; Require 104 data points to warm up; EMA uses the first data point as the initial value) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.0651,easy,trend,Signal Line = EMA_{n_{signal}}(MACD Line); MACD Line = EMA_{n_{fast}}(P) - EMA_{n_{slow}}(P),"date,close 2023-11-09,52.7400016784668 2023-11-10,53.29999923706055 2023-11-13,54.0 2023-11-14,54.34999847412109 2023-11-15,53.68000030517578 2023-11-16,52.11000061035156 2023-11-17,52.84999847412109 2023-11-20,52.7400016784668 2023-11-21,52.720001220703125 2023-11-22,52.52000045776367 2023-11-24,52.59999847412109 2023-11-27,52.54999923706055 2023-11-28,52.310001373291016 2023-11-29,51.869998931884766 2023-11-30,52.040000915527344 2023-12-01,52.38999938964844 2023-12-04,52.02999877929688 2023-12-05,50.61000061035156 2023-12-06,49.130001068115234 2023-12-07,48.459999084472656 2023-12-08,48.79999923706055 2023-12-11,49.150001525878906 2023-12-12,49.040000915527344 2023-12-13,49.18999862670898 2023-12-14,52.41999816894531 2023-12-15,52.18999862670898 2023-12-18,52.27999877929688 2023-12-19,52.97999954223633 2023-12-20,52.54999923706055 2023-12-21,52.58000183105469 2023-12-22,53.08000183105469 2023-12-26,53.68000030517578 2023-12-27,53.02999877929688 2023-12-28,52.2400016784668 2023-12-29,52.040000915527344 2024-01-02,51.97999954223633 2024-01-03,52.650001525878906 2024-01-04,51.68999862670898 2024-01-05,51.86000061035156 2024-01-08,50.31999969482422 2024-01-09,48.560001373291016 2024-01-10,48.45000076293945 2024-01-11,48.79999923706055 2024-01-12,49.95000076293945 2024-01-16,48.29999923706055 2024-01-17,47.88999938964844 2024-01-18,48.560001373291016 2024-01-19,49.63999938964844 2024-01-22,50.68000030517578 2024-01-23,50.41999816894531 2024-01-24,51.66999816894531 2024-01-25,52.470001220703125 2024-01-26,52.91999816894531 2024-01-29,53.20000076293945 2024-01-30,49.34999847412109 2024-01-31,48.70000076293945 2024-02-01,49.0 2024-02-02,49.0 2024-02-05,48.54999923706055 2024-02-06,48.0099983215332 2024-02-07,47.45000076293945 2024-02-08,47.790000915527344 2024-02-09,47.08000183105469 2024-02-12,48.13999938964844 2024-02-13,47.58000183105469 2024-02-14,47.75 2024-02-15,48.58000183105469 2024-02-16,48.56999969482422 2024-02-20,48.52000045776367 2024-02-21,49.209999084472656 2024-02-22,49.2599983215332 2024-02-23,48.81999969482422 2024-02-26,48.560001373291016 2024-02-27,48.459999084472656 2024-02-28,48.15999984741211 2024-02-29,48.33000183105469 2024-03-01,49.34999847412109 2024-03-04,49.41999816894531 2024-03-05,49.65999984741211 2024-03-06,50.02999877929688 2024-03-07,50.77999877929688 2024-03-08,50.400001525878906 2024-03-11,51.52999877929688 2024-03-12,51.56999969482422 2024-03-13,52.56999969482422 2024-03-14,53.22999954223633 2024-03-15,52.869998931884766 2024-03-18,53.43000030517578 2024-03-19,54.47999954223633 2024-03-20,54.400001525878906 2024-03-21,54.43999862670898 2024-03-22,53.9900016784668 2024-03-25,54.310001373291016 2024-03-26,54.06999969482422 2024-03-27,54.900001525878906 2024-03-28,54.810001373291016 2024-04-01,55.220001220703125 2024-04-02,54.68000030517578 2024-04-03,54.86000061035156 2024-04-04,54.27000045776367 2024-04-05,55.02999877929688 2024-04-08,54.040000915527344 2024-04-09,54.16999816894531 2024-04-10,54.20000076293945 2024-04-11,54.0 ", 3044,US,technical,"Calculate the MACD Signal value for Universal Health Services on September 25, 2025. (Standard parameters: fast 12, slow 26, signal 9; Require 104 data points to warm up; EMA uses the first data point as the initial value) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",3.7861,easy,trend,Signal Line = EMA_{n_{signal}}(MACD Line); MACD Line = EMA_{n_{fast}}(P) - EMA_{n_{slow}}(P),"date,close 2025-04-28,172.91000366210938 2025-04-29,171.8800048828125 2025-04-30,177.07000732421875 2025-05-01,174.6300048828125 2025-05-02,178.74000549316406 2025-05-05,178.19000244140625 2025-05-06,184.16000366210935 2025-05-07,186.58999633789065 2025-05-08,183.7700042724609 2025-05-09,181.77999877929688 2025-05-12,191.5500030517578 2025-05-13,192.1699981689453 2025-05-14,187.8300018310547 2025-05-15,195.8800048828125 2025-05-16,197.94000244140625 2025-05-19,196.82000732421875 2025-05-20,195.72999572753903 2025-05-21,190.1499938964844 2025-05-22,186.6499938964844 2025-05-23,186.2100067138672 2025-05-27,192.4199981689453 2025-05-28,190.38999938964844 2025-05-29,191.0500030517578 2025-05-30,190.3500061035156 2025-06-02,187.3800048828125 2025-06-03,188.80999755859372 2025-06-04,188.6499938964844 2025-06-05,189.08999633789065 2025-06-06,189.38999938964844 2025-06-09,177.77000427246094 2025-06-10,172.6699981689453 2025-06-11,172.2899932861328 2025-06-12,173.66000366210938 2025-06-13,171.07000732421875 2025-06-16,170.36000061035156 2025-06-17,171.75999450683594 2025-06-18,171.24000549316406 2025-06-20,171.6999969482422 2025-06-23,173.52000427246094 2025-06-24,175.1999969482422 2025-06-25,175.69000244140625 2025-06-26,177.42999267578125 2025-06-27,178.0800018310547 2025-06-30,181.1499938964844 2025-07-01,188.94000244140625 2025-07-02,184.47000122070312 2025-07-03,184.52999877929688 2025-07-07,181.5200042724609 2025-07-08,182.25 2025-07-09,182.55999755859372 2025-07-10,184.0500030517578 2025-07-11,182.5200042724609 2025-07-14,183.4499969482422 2025-07-15,176.94000244140625 2025-07-16,170.27999877929688 2025-07-17,170.82000732421875 2025-07-18,168.94000244140625 2025-07-21,168.75 2025-07-22,162.67999267578125 2025-07-23,164.82000732421875 2025-07-24,155.4600067138672 2025-07-25,155.60000610351562 2025-07-28,154.9499969482422 2025-07-29,162.82000732421875 2025-07-30,165.44000244140625 2025-07-31,166.4499969482422 2025-08-01,162.97999572753906 2025-08-04,164.67999267578125 2025-08-05,164.6999969482422 2025-08-06,163.47999572753906 2025-08-07,169.02000427246094 2025-08-08,172.3000030517578 2025-08-11,171.66000366210938 2025-08-12,175.2100067138672 2025-08-13,178.50999450683594 2025-08-14,178.74000549316406 2025-08-15,178.47000122070312 2025-08-18,177.61000061035156 2025-08-19,182.55999755859372 2025-08-20,184.6999969482422 2025-08-21,183.9499969482422 2025-08-22,185.5800018310547 2025-08-25,183.8800048828125 2025-08-26,181.4499969482422 2025-08-27,182.41000366210935 2025-08-28,181.22000122070312 2025-08-29,181.5800018310547 2025-09-02,181.50999450683597 2025-09-03,181.57000732421875 2025-09-04,185.67999267578125 2025-09-05,190.1199951171875 2025-09-08,185.75999450683597 2025-09-09,186.42999267578125 2025-09-10,186.05999755859372 2025-09-11,190.7899932861328 2025-09-12,191.72000122070312 2025-09-15,189.5800018310547 2025-09-16,186.25999450683597 2025-09-17,187.38999938964844 2025-09-18,188.1100006103516 2025-09-19,188.63999938964844 2025-09-22,194.16000366210935 2025-09-23,194.72000122070312 2025-09-24,199.6999969482422 2025-09-25,197.6199951171875 ", 3045,US,technical,"What is the value of MACD Histogram for Cigna on March 21, 2022? (Standard parameters: fast 12, slow 26, signal 9; Require 104 data points to warm up; EMA uses the first data point as the initial value) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.0551,easy,trend,MACD Histogram = MACD Line - Signal Line; MACD Line = EMA_{n_{fast}}(P) - EMA_{n_{slow}}(P); Signal Line = EMA_{n_{signal}}(MACD Line),"date,close 2021-10-20,214.75999450683597 2021-10-21,216.22999572753903 2021-10-22,216.3999938964844 2021-10-25,215.6199951171875 2021-10-26,215.6699981689453 2021-10-27,213.3999938964844 2021-10-28,215.75 2021-10-29,213.6100006103516 2021-11-01,216.1300048828125 2021-11-02,214.7100067138672 2021-11-03,218.25 2021-11-04,213.16000366210935 2021-11-05,214.1199951171875 2021-11-08,218.16000366210935 2021-11-09,216.1999969482422 2021-11-10,217.83999633789065 2021-11-11,217.6999969482422 2021-11-12,217.72999572753903 2021-11-15,215.52999877929688 2021-11-16,217.75999450683597 2021-11-17,216.97999572753903 2021-11-18,218.75 2021-11-19,210.50999450683597 2021-11-22,211.5500030517578 2021-11-23,213.2400054931641 2021-11-24,210.5800018310547 2021-11-26,202.02999877929688 2021-11-29,199.6100006103516 2021-11-30,191.8999938964844 2021-12-01,194.72000122070312 2021-12-02,197.7899932861328 2021-12-03,199.8600006103516 2021-12-06,206.58999633789065 2021-12-07,207.97000122070312 2021-12-08,208.30999755859372 2021-12-09,211.3000030517578 2021-12-10,214.94000244140625 2021-12-13,215.1499938964844 2021-12-14,216.6199951171875 2021-12-15,217.4600067138672 2021-12-16,218.6699981689453 2021-12-17,219.6199951171875 2021-12-20,217.0 2021-12-21,220.2400054931641 2021-12-22,222.3300018310547 2021-12-23,225.88999938964844 2021-12-27,227.8600006103516 2021-12-28,230.5399932861328 2021-12-29,231.6499938964844 2021-12-30,230.75 2021-12-31,229.6300048828125 2022-01-03,234.1999969482422 2022-01-04,233.3000030517578 2022-01-05,236.5200042724609 2022-01-06,227.5399932861328 2022-01-07,233.17999267578125 2022-01-10,233.69000244140625 2022-01-11,240.13999938964844 2022-01-12,238.77999877929688 2022-01-13,240.5500030517578 2022-01-14,242.1699981689453 2022-01-18,239.97999572753903 2022-01-19,238.8000030517578 2022-01-20,240.38999938964844 2022-01-21,236.25 2022-01-24,236.4199981689453 2022-01-25,234.7400054931641 2022-01-26,234.0200042724609 2022-01-27,227.42999267578125 2022-01-28,233.4499969482422 2022-01-31,230.4600067138672 2022-02-01,225.91000366210935 2022-02-02,230.0200042724609 2022-02-03,217.55999755859372 2022-02-04,221.3699951171875 2022-02-07,224.47999572753903 2022-02-08,231.7700042724609 2022-02-09,232.3800048828125 2022-02-10,230.2700042724609 2022-02-11,227.5 2022-02-14,225.2400054931641 2022-02-15,228.41000366210935 2022-02-16,229.0 2022-02-17,227.1100006103516 2022-02-18,228.6499938964844 2022-02-22,227.72999572753903 2022-02-23,225.08999633789065 2022-02-24,224.42999267578125 2022-02-25,232.83999633789065 2022-02-28,237.77999877929688 2022-03-01,237.1000061035156 2022-03-02,240.50999450683597 2022-03-03,237.80999755859372 2022-03-04,241.6300048828125 2022-03-07,237.8500061035156 2022-03-08,229.1000061035156 2022-03-09,231.25999450683597 2022-03-10,229.4600067138672 2022-03-11,226.8600006103516 2022-03-14,226.1999969482422 2022-03-15,233.0800018310547 2022-03-16,237.5 2022-03-17,242.38999938964844 2022-03-18,241.16000366210935 2022-03-21,243.50999450683597 ", 3046,US,technical,"On May 29, 2024, what is the MACD Histogram value for AbbVie? (Standard parameters: fast 12, slow 26, signal 9; Require 104 data points to warm up; EMA uses the first data point as the initial value) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",-0.5256,easy,trend,MACD Histogram = MACD Line - Signal Line; MACD Line = EMA_{n_{fast}}(P) - EMA_{n_{slow}}(P); Signal Line = EMA_{n_{signal}}(MACD Line),"date,close 2023-12-28,154.75 2023-12-29,154.97000122070312 2024-01-02,159.82000732421875 2024-01-03,160.4600067138672 2024-01-04,161.4600067138672 2024-01-05,162.13999938964844 2024-01-08,161.42999267578125 2024-01-09,162.30999755859375 2024-01-10,164.88999938964844 2024-01-11,163.77999877929688 2024-01-12,162.39999389648438 2024-01-16,161.47999572753906 2024-01-17,162.0399932861328 2024-01-18,163.3000030517578 2024-01-19,164.77000427246094 2024-01-22,165.38999938964844 2024-01-23,167.5 2024-01-24,164.22000122070312 2024-01-25,165.1300048828125 2024-01-26,164.39999389648438 2024-01-29,163.91000366210938 2024-01-30,164.9199981689453 2024-01-31,164.39999389648438 2024-02-01,167.58999633789062 2024-02-02,168.6699981689453 2024-02-05,171.25999450683594 2024-02-06,173.2899932861328 2024-02-07,175.00999450683594 2024-02-08,174.7899932861328 2024-02-09,174.0800018310547 2024-02-12,173.07000732421875 2024-02-13,173.2899932861328 2024-02-14,174.4199981689453 2024-02-15,176.58999633789062 2024-02-16,177.49000549316406 2024-02-20,175.75 2024-02-21,175.13999938964844 2024-02-22,176.75 2024-02-23,178.08999633789062 2024-02-26,178.80999755859375 2024-02-27,178.99000549316406 2024-02-28,178.0 2024-02-29,176.0500030517578 2024-03-01,178.91000366210938 2024-03-04,177.0500030517578 2024-03-05,179.16000366210938 2024-03-06,181.05999755859372 2024-03-07,180.57000732421875 2024-03-08,178.85000610351562 2024-03-11,179.6300048828125 2024-03-12,180.9199981689453 2024-03-13,179.86000061035156 2024-03-14,181.1999969482422 2024-03-15,177.8800048828125 2024-03-18,178.49000549316406 2024-03-19,179.66000366210938 2024-03-20,176.27000427246094 2024-03-21,177.5 2024-03-22,178.4499969482422 2024-03-25,178.52999877929688 2024-03-26,179.19000244140625 2024-03-27,180.3500061035156 2024-03-28,182.1000061035156 2024-04-01,180.75999450683597 2024-04-02,180.69000244140625 2024-04-03,177.3300018310547 2024-04-04,167.89999389648438 2024-04-05,170.0 2024-04-08,169.8000030517578 2024-04-09,170.13999938964844 2024-04-10,169.02999877929688 2024-04-11,167.52000427246094 2024-04-12,162.27999877929688 2024-04-15,161.6699981689453 2024-04-16,162.5399932861328 2024-04-17,164.25 2024-04-18,164.66000366210938 2024-04-19,166.41000366210938 2024-04-22,167.88999938964844 2024-04-23,169.5399932861328 2024-04-24,167.8000030517578 2024-04-25,167.2899932861328 2024-04-26,159.6199951171875 2024-04-29,161.52000427246094 2024-04-30,162.63999938964844 2024-05-01,161.72000122070312 2024-05-02,160.80999755859375 2024-05-03,163.7899932861328 2024-05-06,162.72999572753906 2024-05-07,162.5500030517578 2024-05-08,160.4499969482422 2024-05-09,160.39999389648438 2024-05-10,160.75 2024-05-13,161.27999877929688 2024-05-14,161.58999633789062 2024-05-15,163.7899932861328 2024-05-16,164.35000610351562 2024-05-17,166.4199981689453 2024-05-20,164.55999755859375 2024-05-21,162.92999267578125 2024-05-22,159.61000061035156 2024-05-23,158.25999450683594 2024-05-24,157.05999755859375 2024-05-28,155.33999633789062 2024-05-29,154.7899932861328 ", 3047,US,technical,"What was Cintas's MACD Histogram on July 15, 2021? (Standard parameters: fast 12, slow 26, signal 9; Require 104 data points to warm up; EMA uses the first data point as the initial value) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",-0.426,easy,trend,MACD Histogram = MACD Line - Signal Line; MACD Line = EMA_{n_{fast}}(P) - EMA_{n_{slow}}(P); Signal Line = EMA_{n_{signal}}(MACD Line),"date,close 2021-02-16,86.2750015258789 2021-02-17,84.77749633789062 2021-02-18,85.11250305175781 2021-02-19,85.87249755859375 2021-02-22,85.125 2021-02-23,84.17749786376953 2021-02-24,84.57749938964844 2021-02-25,82.01249694824219 2021-02-26,81.08499908447266 2021-03-01,86.22000122070312 2021-03-02,85.5999984741211 2021-03-03,84.07749938964844 2021-03-04,81.68250274658203 2021-03-05,84.8375015258789 2021-03-08,85.1500015258789 2021-03-09,86.45999908447266 2021-03-10,88.26000213623047 2021-03-11,90.01000213623047 2021-03-12,89.57250213623047 2021-03-15,87.9000015258789 2021-03-16,86.98750305175781 2021-03-17,85.80500030517578 2021-03-18,84.30750274658203 2021-03-19,83.26249694824219 2021-03-22,84.0824966430664 2021-03-23,83.25250244140625 2021-03-24,83.98750305175781 2021-03-25,84.26499938964844 2021-03-26,86.65249633789062 2021-03-29,85.30000305175781 2021-03-30,84.32749938964844 2021-03-31,85.32749938964844 2021-04-01,87.07749938964844 2021-04-05,88.51000213623047 2021-04-06,87.21749877929688 2021-04-07,87.57499694824219 2021-04-08,86.43000030517578 2021-04-09,88.12000274658203 2021-04-12,88.7925033569336 2021-04-13,88.87000274658203 2021-04-14,87.5199966430664 2021-04-15,87.96499633789062 2021-04-16,87.62999725341797 2021-04-19,85.93499755859375 2021-04-20,85.42500305175781 2021-04-21,86.9124984741211 2021-04-22,87.13999938964844 2021-04-23,88.43000030517578 2021-04-26,87.33999633789062 2021-04-27,87.5374984741211 2021-04-28,86.30000305175781 2021-04-29,87.76499938964844 2021-04-30,86.28500366210938 2021-05-03,87.65499877929688 2021-05-04,87.69499969482422 2021-05-05,87.14749908447266 2021-05-06,87.5625 2021-05-07,90.1675033569336 2021-05-10,90.18499755859376 2021-05-11,88.66999816894531 2021-05-12,85.94000244140625 2021-05-13,88.30249786376953 2021-05-14,89.5199966430664 2021-05-17,88.01000213623047 2021-05-18,87.0 2021-05-19,85.62249755859375 2021-05-20,87.36499786376953 2021-05-21,87.10749816894531 2021-05-24,88.63500213623047 2021-05-25,88.875 2021-05-26,88.55000305175781 2021-05-27,88.5374984741211 2021-05-28,88.38500213623047 2021-06-01,88.24500274658203 2021-06-02,88.06999969482422 2021-06-03,87.72000122070312 2021-06-04,88.05000305175781 2021-06-07,86.69999694824219 2021-06-08,86.85749816894531 2021-06-09,86.97000122070312 2021-06-10,87.77749633789062 2021-06-11,88.20999908447266 2021-06-14,88.31500244140625 2021-06-15,89.44999694824219 2021-06-16,89.20999908447266 2021-06-17,90.42250061035156 2021-06-18,88.71499633789062 2021-06-21,90.69750213623048 2021-06-22,93.625 2021-06-23,93.94499969482422 2021-06-24,94.4499969482422 2021-06-25,94.56500244140624 2021-06-28,94.89749908447266 2021-06-29,95.62999725341795 2021-06-30,95.5 2021-07-01,95.2300033569336 2021-07-02,95.875 2021-07-06,95.69499969482422 2021-07-07,97.40249633789062 2021-07-08,96.6999969482422 2021-07-09,97.08000183105467 2021-07-12,98.01750183105467 2021-07-13,95.24500274658205 2021-07-14,94.7375030517578 2021-07-15,92.2874984741211 ", 3048,US,technical,"For MACD Histogram, what is the value of Mid-America Apartment Communities on April 15, 2020? (Standard parameters: fast 12, slow 26, signal 9; Require 104 data points to warm up; EMA uses the first data point as the initial value) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",2.819,easy,trend,MACD Histogram = MACD Line - Signal Line; MACD Line = EMA_{n_{fast}}(P) - EMA_{n_{slow}}(P); Signal Line = EMA_{n_{signal}}(MACD Line),"date,close 2019-11-13,134.64999389648438 2019-11-14,136.72000122070312 2019-11-15,138.3300018310547 2019-11-18,137.6699981689453 2019-11-19,137.38999938964844 2019-11-20,137.44000244140625 2019-11-21,135.3800048828125 2019-11-22,134.39999389648438 2019-11-25,134.16000366210938 2019-11-26,137.07000732421875 2019-11-27,137.11000061035156 2019-11-29,136.11000061035156 2019-12-02,133.66000366210938 2019-12-03,134.1199951171875 2019-12-04,134.75 2019-12-05,135.0 2019-12-06,134.7899932861328 2019-12-09,135.0 2019-12-10,133.42999267578125 2019-12-11,131.63999938964844 2019-12-12,130.77999877929688 2019-12-13,130.5 2019-12-16,130.5399932861328 2019-12-17,128.0800018310547 2019-12-18,128.8699951171875 2019-12-19,129.32000732421875 2019-12-20,130.05999755859375 2019-12-23,129.0399932861328 2019-12-24,129.36000061035156 2019-12-26,129.42999267578125 2019-12-27,130.0 2019-12-30,130.5500030517578 2019-12-31,131.86000061035156 2020-01-02,129.61000061035156 2020-01-03,131.07000732421875 2020-01-06,131.25999450683594 2020-01-07,129.3000030517578 2020-01-08,130.22000122070312 2020-01-09,130.3000030517578 2020-01-10,132.35000610351562 2020-01-13,133.52999877929688 2020-01-14,131.7899932861328 2020-01-15,132.05999755859375 2020-01-16,133.69000244140625 2020-01-17,133.99000549316406 2020-01-21,135.5500030517578 2020-01-22,134.92999267578125 2020-01-23,136.41000366210938 2020-01-24,136.9600067138672 2020-01-27,136.63999938964844 2020-01-28,137.44000244140625 2020-01-29,136.5800018310547 2020-01-30,137.49000549316406 2020-01-31,137.2100067138672 2020-02-03,137.14999389648438 2020-02-04,139.35000610351562 2020-02-05,139.13999938964844 2020-02-06,140.35000610351562 2020-02-07,141.19000244140625 2020-02-10,142.33999633789062 2020-02-11,141.94000244140625 2020-02-12,142.52999877929688 2020-02-13,144.13999938964844 2020-02-14,145.50999450683594 2020-02-18,146.11000061035156 2020-02-19,145.02999877929688 2020-02-20,147.6999969482422 2020-02-21,147.77000427246094 2020-02-24,145.91000366210938 2020-02-25,143.07000732421875 2020-02-26,142.32000732421875 2020-02-27,134.1999969482422 2020-02-28,129.25999450683594 2020-03-02,135.39999389648438 2020-03-03,137.27000427246094 2020-03-04,145.0 2020-03-05,144.77000427246094 2020-03-06,143.3000030517578 2020-03-09,134.3000030517578 2020-03-10,140.07000732421875 2020-03-11,133.8800048828125 2020-03-12,117.61000061035156 2020-03-13,126.0 2020-03-16,104.9499969482422 2020-03-17,113.16999816894533 2020-03-18,100.0999984741211 2020-03-19,99.47000122070312 2020-03-20,87.5 2020-03-23,84.66999816894531 2020-03-24,89.18000030517578 2020-03-25,97.83999633789062 2020-03-26,102.79000091552734 2020-03-27,107.5999984741211 2020-03-30,107.12999725341795 2020-03-31,103.02999877929688 2020-04-01,98.73999786376952 2020-04-02,94.25 2020-04-03,94.30999755859376 2020-04-06,105.27999877929688 2020-04-07,103.79000091552734 2020-04-08,110.93000030517578 2020-04-09,116.6500015258789 2020-04-13,111.37000274658205 2020-04-14,114.0199966430664 2020-04-15,109.9800033569336 ", 3049,US,technical,"Calculate the MACD Histogram value for AppLovin on February 27, 2023. (Standard parameters: fast 12, slow 26, signal 9; Require 104 data points to warm up; EMA uses the first data point as the initial value) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",-0.2377,easy,trend,MACD Histogram = MACD Line - Signal Line; MACD Line = EMA_{n_{fast}}(P) - EMA_{n_{slow}}(P); Signal Line = EMA_{n_{signal}}(MACD Line),"date,close 2022-09-27,20.3799991607666 2022-09-28,21.3700008392334 2022-09-29,19.68000030517578 2022-09-30,19.489999771118164 2022-10-03,20.420000076293945 2022-10-04,21.239999771118164 2022-10-05,20.76000022888184 2022-10-06,20.540000915527344 2022-10-07,19.21999931335449 2022-10-10,18.479999542236328 2022-10-11,17.770000457763672 2022-10-12,18.100000381469727 2022-10-13,18.34000015258789 2022-10-14,17.829999923706055 2022-10-17,18.440000534057617 2022-10-18,18.6299991607666 2022-10-19,17.440000534057617 2022-10-20,17.799999237060547 2022-10-21,17.520000457763672 2022-10-24,17.670000076293945 2022-10-25,18.799999237060547 2022-10-26,17.989999771118164 2022-10-27,17.579999923706055 2022-10-28,17.389999389648438 2022-10-31,16.959999084472656 2022-11-01,17.1200008392334 2022-11-02,16.06999969482422 2022-11-03,15.289999961853027 2022-11-04,14.84000015258789 2022-11-07,14.9399995803833 2022-11-08,15.18000030517578 2022-11-09,13.739999771118164 2022-11-10,16.280000686645508 2022-11-11,16.940000534057617 2022-11-14,15.359999656677246 2022-11-15,15.520000457763672 2022-11-16,14.56999969482422 2022-11-17,14.359999656677246 2022-11-18,13.949999809265137 2022-11-21,13.300000190734863 2022-11-22,13.960000038146973 2022-11-23,14.100000381469728 2022-11-25,14.020000457763672 2022-11-28,13.479999542236328 2022-11-29,13.4399995803833 2022-11-30,14.40999984741211 2022-12-01,14.289999961853027 2022-12-02,14.279999732971191 2022-12-05,12.829999923706056 2022-12-06,11.100000381469728 2022-12-07,10.789999961853027 2022-12-08,10.40999984741211 2022-12-09,10.359999656677246 2022-12-12,10.699999809265137 2022-12-13,10.5600004196167 2022-12-14,10.529999732971191 2022-12-15,9.760000228881836 2022-12-16,9.81999969482422 2022-12-19,9.479999542236328 2022-12-20,9.829999923706056 2022-12-21,10.199999809265137 2022-12-22,9.84000015258789 2022-12-23,9.84000015258789 2022-12-27,9.300000190734863 2022-12-28,9.399999618530272 2022-12-29,10.43000030517578 2022-12-30,10.529999732971191 2023-01-03,10.729999542236328 2023-01-04,10.899999618530272 2023-01-05,9.850000381469728 2023-01-06,9.720000267028809 2023-01-09,10.18000030517578 2023-01-10,10.369999885559082 2023-01-11,10.760000228881836 2023-01-12,10.68000030517578 2023-01-13,10.8100004196167 2023-01-17,10.899999618530272 2023-01-18,10.699999809265137 2023-01-19,10.18000030517578 2023-01-20,10.9399995803833 2023-01-23,11.979999542236328 2023-01-24,11.899999618530272 2023-01-25,11.81999969482422 2023-01-26,11.899999618530272 2023-01-27,12.59000015258789 2023-01-30,12.210000038146973 2023-01-31,12.699999809265137 2023-02-01,13.359999656677246 2023-02-02,14.1899995803833 2023-02-03,13.220000267028809 2023-02-06,12.600000381469728 2023-02-07,12.850000381469728 2023-02-08,12.68000030517578 2023-02-09,16.110000610351562 2023-02-10,15.289999961853027 2023-02-13,15.859999656677246 2023-02-14,15.970000267028809 2023-02-15,16.8700008392334 2023-02-16,15.600000381469728 2023-02-17,14.989999771118164 2023-02-21,14.199999809265137 2023-02-22,15.170000076293944 2023-02-23,14.489999771118164 2023-02-24,14.210000038146973 2023-02-27,13.40999984741211 ", 3050,US,technical,"What is the value of Parabolic SAR for McKesson Corporation on October 29, 2021? (Initial AF 0.02, step 0.02, max 0.20; Require 10 data points to warm up) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",202.61,easy,trend,"SAR_t = SAR_{t-1} + AF * (EP - SAR_{t-1}); EP is the extreme point of the current trend (high for long, low for short); AF starts at initial_af, accelerates by step_af each new extreme until max_af; on reversal SAR resets to the prior trend EP and AF resets to initial_af","date,high,low,close 2021-10-15,205.5800018310547,203.0,204.1699981689453 2021-10-18,203.75,200.7400054931641,200.8000030517578 2021-10-19,203.72999572753903,201.58999633789065,202.58999633789065 2021-10-20,207.42999267578125,202.8000030517578,206.08999633789065 2021-10-21,207.25,204.72000122070312,207.19000244140625 2021-10-22,209.30999755859372,206.8500061035156,209.08999633789065 2021-10-25,210.1699981689453,207.27999877929688,207.4499969482422 2021-10-26,209.1499938964844,206.0,207.97000122070312 2021-10-27,208.4199981689453,202.6100006103516,203.02999877929688 2021-10-28,206.05999755859372,203.32000732421875,205.0200042724609 2021-10-29,208.6000061035156,203.33999633789065,207.8800048828125 ", 3051,US,technical,"On August 09, 2023, what is the Parabolic SAR value for NVR? (Initial AF 0.02, step 0.02, max 0.20; Require 10 data points to warm up) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",6391.4199,easy,trend,"SAR_t = SAR_{t-1} + AF * (EP - SAR_{t-1}); EP is the extreme point of the current trend (high for long, low for short); AF starts at initial_af, accelerates by step_af each new extreme until max_af; on reversal SAR resets to the prior trend EP and AF resets to initial_af","date,high,low,close 2023-07-26,6443.89990234375,6340.5,6382.97998046875 2023-07-27,6389.0,6265.2099609375,6301.7099609375 2023-07-28,6374.97998046875,6300.0,6343.330078125 2023-07-31,6369.72021484375,6262.72998046875,6306.43994140625 2023-08-01,6350.0,6283.0,6324.0 2023-08-02,6326.9501953125,6200.0,6303.83984375 2023-08-03,6290.0,6180.0,6248.02001953125 2023-08-04,6339.0,6246.77978515625,6320.97021484375 2023-08-07,6391.419921875,6305.0,6387.740234375 2023-08-08,6369.93994140625,6276.66015625,6348.759765625 2023-08-09,6350.0,6251.81982421875,6261.60986328125 ", 3052,US,technical,"What was Domino's's Parabolic SAR on July 16, 2020? (Initial AF 0.02, step 0.02, max 0.20; Require 10 data points to warm up) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",385.4623,easy,trend,"SAR_t = SAR_{t-1} + AF * (EP - SAR_{t-1}); EP is the extreme point of the current trend (high for long, low for short); AF starts at initial_af, accelerates by step_af each new extreme until max_af; on reversal SAR resets to the prior trend EP and AF resets to initial_af","date,high,low,close 2020-07-01,377.0199890136719,369.6000061035156,375.7099914550781 2020-07-02,379.989990234375,372.1199951171875,374.0899963378906 2020-07-06,387.010009765625,376.2099914550781,385.0 2020-07-07,388.7300109863281,380.8800048828125,381.1400146484375 2020-07-08,385.4299926757813,381.4599914550781,384.1400146484375 2020-07-09,387.3399963378906,378.3800048828125,385.5 2020-07-10,398.9100036621094,383.7099914550781,398.30999755859375 2020-07-13,417.1499938964844,401.239990234375,401.3800048828125 2020-07-14,405.4299926757813,390.5799865722656,402.2999877929688 2020-07-15,417.3399963378906,399.4299926757813,413.6799926757813 2020-07-16,422.1499938964844,403.6900024414063,407.5199890136719 ", 3053,US,technical,"For Parabolic SAR, what is the value of Palantir Technologies on June 12, 2024? (Initial AF 0.02, step 0.02, max 0.20; Require 10 data points to warm up) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",22.0292,easy,trend,"SAR_t = SAR_{t-1} + AF * (EP - SAR_{t-1}); EP is the extreme point of the current trend (high for long, low for short); AF starts at initial_af, accelerates by step_af each new extreme until max_af; on reversal SAR resets to the prior trend EP and AF resets to initial_af","date,high,low,close 2024-05-29,20.989999771118164,20.63999938964844,20.940000534057617 2024-05-30,21.959999084472656,21.020000457763672,21.729999542236328 2024-05-31,22.200000762939453,21.309999465942383,21.68000030517578 2024-06-03,21.790000915527344,21.0049991607666,21.31999969482422 2024-06-04,22.26000022888184,21.040000915527344,22.100000381469727 2024-06-05,22.979999542236328,22.21999931335449,22.959999084472656 2024-06-06,23.950000762939453,22.979999542236328,23.790000915527344 2024-06-07,23.56999969482422,23.059999465942383,23.309999465942383 2024-06-10,23.15999984741211,22.65999984741211,23.1299991607666 2024-06-11,23.950000762939453,22.88999938964844,23.850000381469727 2024-06-12,24.32999992370605,23.56999969482422,23.770000457763672 ", 3054,US,technical,"Calculate the Parabolic SAR value for Ingersoll Rand on December 12, 2023. (Initial AF 0.02, step 0.02, max 0.20; Require 10 data points to warm up) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",70.8087,easy,trend,"SAR_t = SAR_{t-1} + AF * (EP - SAR_{t-1}); EP is the extreme point of the current trend (high for long, low for short); AF starts at initial_af, accelerates by step_af each new extreme until max_af; on reversal SAR resets to the prior trend EP and AF resets to initial_af","date,high,low,close 2023-11-28,71.23999786376953,69.63999938964844,69.66000366210938 2023-11-29,70.4000015258789,69.45999908447266,69.5999984741211 2023-11-30,71.5199966430664,69.51000213623047,71.43000030517578 2023-12-01,72.7300033569336,71.36000061035156,72.23999786376953 2023-12-04,72.16000366210938,71.29000091552734,72.0199966430664 2023-12-05,72.44000244140625,71.54000091552734,71.95999908447266 2023-12-06,72.9800033569336,71.20999908447266,71.37999725341797 2023-12-07,72.55999755859375,71.53500366210938,72.55000305175781 2023-12-08,73.41999816894531,72.3949966430664,73.30999755859375 2023-12-11,74.48999786376953,73.37999725341797,73.9800033569336 2023-12-12,74.8499984741211,74.06600189208984,74.26000213623047 ", 3055,US,technical,"What is the value of Stochastic RSI for Coterra on February 01, 2021? (Standard parameters: RSI period 14, Stoch period 14, smooth 3; Gain/Loss calculation uses Wilder smoothing, using the first data point as the initial value; output smoothed with SMA; Require 73 data points to warm up) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.0778,easy,momentum,"StochRSI_Smoothed = SMA_k(StochRSI); StochRSI = (RSI - min(RSI, k)) / (max(RSI, k) - min(RSI, k)) * 100; RSI = 100 - (100 / (1 + Gain / Loss)); Gain = Wilder_n(max(Change, 0)); Loss = Wilder_n(-min(Change, 0))","date,close 2020-10-15,19.46999931335449 2020-10-16,19.100000381469727 2020-10-19,19.07999992370605 2020-10-20,19.270000457763672 2020-10-21,19.18000030517578 2020-10-22,20.170000076293945 2020-10-23,19.68000030517578 2020-10-26,19.34000015258789 2020-10-27,19.09000015258789 2020-10-28,18.170000076293945 2020-10-29,18.38999938964844 2020-10-30,17.790000915527344 2020-11-02,17.420000076293945 2020-11-03,16.799999237060547 2020-11-04,16.010000228881836 2020-11-05,16.450000762939453 2020-11-06,16.440000534057617 2020-11-09,16.649999618530273 2020-11-10,17.190000534057617 2020-11-11,17.280000686645508 2020-11-12,16.90999984741211 2020-11-13,17.6200008392334 2020-11-16,17.049999237060547 2020-11-17,17.18000030517578 2020-11-18,16.739999771118164 2020-11-19,17.18000030517578 2020-11-20,17.06999969482422 2020-11-23,17.6299991607666 2020-11-24,18.030000686645508 2020-11-25,17.770000457763672 2020-11-27,17.770000457763672 2020-11-30,17.520000457763672 2020-12-01,17.3799991607666 2020-12-02,17.049999237060547 2020-12-03,15.920000076293944 2020-12-04,16.440000534057617 2020-12-07,16.530000686645508 2020-12-08,16.420000076293945 2020-12-09,16.770000457763672 2020-12-10,17.649999618530273 2020-12-11,17.0 2020-12-14,17.25 2020-12-15,17.31999969482422 2020-12-16,17.020000457763672 2020-12-17,17.229999542236328 2020-12-18,16.969999313354492 2020-12-21,16.860000610351562 2020-12-22,16.790000915527344 2020-12-23,17.170000076293945 2020-12-24,16.940000534057617 2020-12-28,16.479999542236328 2020-12-29,16.079999923706055 2020-12-30,16.469999313354492 2020-12-31,16.280000686645508 2021-01-04,16.600000381469727 2021-01-05,16.760000228881836 2021-01-06,17.06999969482422 2021-01-07,17.420000076293945 2021-01-08,17.270000457763672 2021-01-11,18.040000915527344 2021-01-12,18.57999992370605 2021-01-13,18.920000076293945 2021-01-14,19.299999237060547 2021-01-15,19.06999969482422 2021-01-19,18.61000061035156 2021-01-20,18.31999969482422 2021-01-21,18.36000061035156 2021-01-22,18.540000915527344 2021-01-25,18.690000534057617 2021-01-26,18.38999938964844 2021-01-27,19.049999237060547 2021-01-28,18.3799991607666 2021-01-29,18.32999992370605 2021-02-01,18.61000061035156 ", 3056,US,technical,"On September 24, 2020, what is the Stochastic RSI value for Jack Henry & Associates? (Standard parameters: RSI period 14, Stoch period 14, smooth 3; Gain/Loss calculation uses Wilder smoothing, using the first data point as the initial value; output smoothed with SMA; Require 73 data points to warm up) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.7647,easy,momentum,"StochRSI_Smoothed = SMA_k(StochRSI); StochRSI = (RSI - min(RSI, k)) / (max(RSI, k) - min(RSI, k)) * 100; RSI = 100 - (100 / (1 + Gain / Loss)); Gain = Wilder_n(max(Change, 0)); Loss = Wilder_n(-min(Change, 0))","date,close 2020-06-11,174.89999389648438 2020-06-12,172.25 2020-06-15,173.94000244140625 2020-06-16,175.88999938964844 2020-06-17,177.8000030517578 2020-06-18,179.80999755859375 2020-06-19,181.2899932861328 2020-06-22,183.1699981689453 2020-06-23,182.1199951171875 2020-06-24,179.69000244140625 2020-06-25,180.25 2020-06-26,178.49000549316406 2020-06-29,181.47999572753903 2020-06-30,184.02999877929688 2020-07-01,183.8300018310547 2020-07-02,184.50999450683597 2020-07-06,183.05999755859372 2020-07-07,179.82000732421875 2020-07-08,181.9600067138672 2020-07-09,182.3000030517578 2020-07-10,181.52999877929688 2020-07-13,178.3800048828125 2020-07-14,180.05999755859375 2020-07-15,180.1300048828125 2020-07-16,178.82000732421875 2020-07-17,181.5800018310547 2020-07-20,182.8500061035156 2020-07-21,183.27999877929688 2020-07-22,184.05999755859372 2020-07-23,181.7700042724609 2020-07-24,179.58999633789062 2020-07-27,180.6999969482422 2020-07-28,176.5399932861328 2020-07-29,180.75 2020-07-30,178.49000549316406 2020-07-31,178.3000030517578 2020-08-03,182.0 2020-08-04,179.58999633789062 2020-08-05,179.6999969482422 2020-08-06,182.42999267578125 2020-08-07,184.0 2020-08-10,183.77999877929688 2020-08-11,182.8800048828125 2020-08-12,187.8600006103516 2020-08-13,191.97999572753903 2020-08-14,194.3600006103516 2020-08-17,199.1300048828125 2020-08-18,197.6699981689453 2020-08-19,172.22000122070312 2020-08-20,168.1999969482422 2020-08-21,165.85000610351562 2020-08-24,164.72999572753906 2020-08-25,166.3800048828125 2020-08-26,167.25999450683594 2020-08-27,165.85000610351562 2020-08-28,167.47999572753906 2020-08-31,165.4199981689453 2020-09-01,164.36000061035156 2020-09-02,171.10000610351562 2020-09-03,165.6999969482422 2020-09-04,163.1699981689453 2020-09-08,158.50999450683594 2020-09-09,160.7100067138672 2020-09-10,156.0399932861328 2020-09-11,155.77999877929688 2020-09-14,158.47000122070312 2020-09-15,159.7899932861328 2020-09-16,155.6699981689453 2020-09-17,161.75999450683594 2020-09-18,161.8300018310547 2020-09-21,159.2100067138672 2020-09-22,163.1199951171875 2020-09-23,159.41000366210938 2020-09-24,157.6199951171875 ", 3057,US,technical,"What was Arthur J. Gallagher & Co.'s Stochastic RSI on March 25, 2025? (Standard parameters: RSI period 14, Stoch period 14, smooth 3; Gain/Loss calculation uses Wilder smoothing, using the first data point as the initial value; output smoothed with SMA; Require 73 data points to warm up) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.5519,easy,momentum,"StochRSI_Smoothed = SMA_k(StochRSI); StochRSI = (RSI - min(RSI, k)) / (max(RSI, k) - min(RSI, k)) * 100; RSI = 100 - (100 / (1 + Gain / Loss)); Gain = Wilder_n(max(Change, 0)); Loss = Wilder_n(-min(Change, 0))","date,close 2024-12-05,303.5799865722656 2024-12-06,296.7099914550781 2024-12-09,291.8500061035156 2024-12-10,283.739990234375 2024-12-11,283.5799865722656 2024-12-12,281.19000244140625 2024-12-13,284.5899963378906 2024-12-16,286.0 2024-12-17,282.9100036621094 2024-12-18,278.489990234375 2024-12-19,279.0899963378906 2024-12-20,283.1000061035156 2024-12-23,284.510009765625 2024-12-24,288.3500061035156 2024-12-26,288.3599853515625 2024-12-27,286.5400085449219 2024-12-30,284.4599914550781 2024-12-31,283.8500061035156 2025-01-02,275.8900146484375 2025-01-03,280.3999938964844 2025-01-06,276.4200134277344 2025-01-07,279.7699890136719 2025-01-08,285.5 2025-01-10,287.010009765625 2025-01-13,285.8099975585937 2025-01-14,289.1099853515625 2025-01-15,290.19000244140625 2025-01-16,295.7900085449219 2025-01-17,294.82000732421875 2025-01-21,296.7699890136719 2025-01-22,293.5 2025-01-23,288.0 2025-01-24,289.510009765625 2025-01-27,296.0 2025-01-28,293.4100036621094 2025-01-29,294.1000061035156 2025-01-30,299.0299987792969 2025-01-31,301.82000732421875 2025-02-03,309.0 2025-02-04,312.2099914550781 2025-02-05,316.29998779296875 2025-02-06,319.989990234375 2025-02-07,322.3299865722656 2025-02-10,324.2900085449219 2025-02-11,322.0 2025-02-12,324.6099853515625 2025-02-13,328.5599975585937 2025-02-14,321.5 2025-02-18,326.29998779296875 2025-02-19,327.3299865722656 2025-02-20,325.1300048828125 2025-02-21,325.5599975585937 2025-02-24,328.489990234375 2025-02-25,331.8299865722656 2025-02-26,328.3299865722656 2025-02-27,333.1700134277344 2025-02-28,337.739990234375 2025-03-03,341.79998779296875 2025-03-04,337.2699890136719 2025-03-05,340.7900085449219 2025-03-06,339.8500061035156 2025-03-07,324.0 2025-03-10,321.8500061035156 2025-03-11,325.75 2025-03-12,325.0799865722656 2025-03-13,322.8500061035156 2025-03-14,325.239990234375 2025-03-17,329.1400146484375 2025-03-18,329.6600036621094 2025-03-19,326.6400146484375 2025-03-20,334.44000244140625 2025-03-21,331.7900085449219 2025-03-24,337.6700134277344 2025-03-25,337.3599853515625 ", 3058,US,technical,"For Stochastic RSI, what is the value of Fair Isaac on July 12, 2022? (Standard parameters: RSI period 14, Stoch period 14, smooth 3; Gain/Loss calculation uses Wilder smoothing, using the first data point as the initial value; output smoothed with SMA; Require 73 data points to warm up) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.6937,easy,momentum,"StochRSI_Smoothed = SMA_k(StochRSI); StochRSI = (RSI - min(RSI, k)) / (max(RSI, k) - min(RSI, k)) * 100; RSI = 100 - (100 / (1 + Gain / Loss)); Gain = Wilder_n(max(Change, 0)); Loss = Wilder_n(-min(Change, 0))","date,close 2022-03-25,457.5 2022-03-28,462.3900146484375 2022-03-29,479.3599853515625 2022-03-30,476.9599914550781 2022-03-31,466.4599914550781 2022-04-01,449.2900085449219 2022-04-04,452.4299926757813 2022-04-05,439.9100036621094 2022-04-06,419.1000061035156 2022-04-07,421.1799926757813 2022-04-08,418.75 2022-04-11,411.010009765625 2022-04-12,407.3999938964844 2022-04-13,414.9800109863281 2022-04-14,413.7200012207031 2022-04-18,404.739990234375 2022-04-19,409.5499877929688 2022-04-20,408.0899963378906 2022-04-21,386.6700134277344 2022-04-22,382.6000061035156 2022-04-25,386.5 2022-04-26,369.3399963378906 2022-04-27,375.2799987792969 2022-04-28,385.3800048828125 2022-04-29,373.510009765625 2022-05-02,374.0899963378906 2022-05-03,370.5199890136719 2022-05-04,378.4200134277344 2022-05-05,362.6700134277344 2022-05-06,349.8900146484375 2022-05-09,341.44000244140625 2022-05-10,358.4100036621094 2022-05-11,351.0899963378906 2022-05-12,352.7300109863281 2022-05-13,361.5299987792969 2022-05-16,364.3999938964844 2022-05-17,379.6000061035156 2022-05-18,375.6300048828125 2022-05-19,378.7200012207031 2022-05-20,395.4200134277344 2022-05-23,398.7200012207031 2022-05-24,390.8399963378906 2022-05-25,398.1000061035156 2022-05-26,401.6199951171875 2022-05-27,410.9200134277344 2022-05-31,409.5499877929688 2022-06-01,406.25 2022-06-02,419.55999755859375 2022-06-03,420.4500122070313 2022-06-06,416.5899963378906 2022-06-07,421.8800048828125 2022-06-08,408.4800109863281 2022-06-09,404.8299865722656 2022-06-10,401.80999755859375 2022-06-13,381.1400146484375 2022-06-14,379.4100036621094 2022-06-15,395.7999877929688 2022-06-16,374.7900085449219 2022-06-17,379.0299987792969 2022-06-21,385.010009765625 2022-06-22,386.6300048828125 2022-06-23,402.239990234375 2022-06-24,416.1499938964844 2022-06-27,415.0299987792969 2022-06-28,401.3599853515625 2022-06-29,401.05999755859375 2022-06-30,400.8999938964844 2022-07-01,408.260009765625 2022-07-05,411.3299865722656 2022-07-06,419.0 2022-07-07,423.6099853515625 2022-07-08,418.8500061035156 2022-07-11,417.8200073242188 2022-07-12,412.1300048828125 ", 3059,US,technical,"Calculate the Stochastic RSI value for Jabil on December 19, 2025. (Standard parameters: RSI period 14, Stoch period 14, smooth 3; Gain/Loss calculation uses Wilder smoothing, using the first data point as the initial value; output smoothed with SMA; Require 73 data points to warm up) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.2606,easy,momentum,"StochRSI_Smoothed = SMA_k(StochRSI); StochRSI = (RSI - min(RSI, k)) / (max(RSI, k) - min(RSI, k)) * 100; RSI = 100 - (100 / (1 + Gain / Loss)); Gain = Wilder_n(max(Change, 0)); Loss = Wilder_n(-min(Change, 0))","date,close 2025-09-08,209.1699981689453 2025-09-09,209.22000122070312 2025-09-10,215.72000122070312 2025-09-11,214.27999877929688 2025-09-12,214.05999755859372 2025-09-15,216.05999755859372 2025-09-16,213.3300018310547 2025-09-17,213.63999938964844 2025-09-18,223.2899932861328 2025-09-19,224.33999633789065 2025-09-22,233.22999572753903 2025-09-23,234.4499969482422 2025-09-24,225.27999877929688 2025-09-25,210.1999969482422 2025-09-26,215.83999633789065 2025-09-29,214.50999450683597 2025-09-30,217.1699981689453 2025-10-01,214.83999633789065 2025-10-02,215.69000244140625 2025-10-03,202.0800018310547 2025-10-06,202.1999969482422 2025-10-07,202.6199951171875 2025-10-08,206.52999877929688 2025-10-09,204.7100067138672 2025-10-10,193.9900054931641 2025-10-13,199.8999938964844 2025-10-14,200.58999633789065 2025-10-15,206.8800048828125 2025-10-16,209.7400054931641 2025-10-17,209.33999633789065 2025-10-20,204.0200042724609 2025-10-21,201.1199951171875 2025-10-22,198.75 2025-10-23,206.57000732421875 2025-10-24,212.44000244140625 2025-10-27,211.22999572753903 2025-10-28,214.5200042724609 2025-10-29,222.32000732421875 2025-10-30,221.47000122070312 2025-10-31,220.88999938964844 2025-11-03,220.30999755859372 2025-11-04,209.22000122070312 2025-11-05,218.1499938964844 2025-11-06,215.05999755859372 2025-11-07,213.7100067138672 2025-11-10,219.25999450683597 2025-11-11,211.08999633789065 2025-11-12,213.92999267578125 2025-11-13,201.82000732421875 2025-11-14,201.8699951171875 2025-11-17,200.4600067138672 2025-11-18,198.8800048828125 2025-11-19,200.08999633789065 2025-11-20,192.4900054931641 2025-11-21,196.6999969482422 2025-11-24,197.1499938964844 2025-11-25,203.97999572753903 2025-11-26,207.22999572753903 2025-11-28,210.7100067138672 2025-12-01,209.9900054931641 2025-12-02,212.0500030517578 2025-12-03,214.0500030517578 2025-12-04,218.72000122070312 2025-12-05,220.05999755859372 2025-12-08,225.4199981689453 2025-12-09,228.08999633789065 2025-12-10,229.97000122070312 2025-12-11,234.25 2025-12-12,222.3699951171875 2025-12-15,221.2100067138672 2025-12-16,212.55999755859372 2025-12-17,216.3000030517578 2025-12-18,217.0399932861328 2025-12-19,226.6199951171875 ", 3060,US,technical,"What is the value of Percentage Price Oscillator for Public Service Enterprise Group on November 14, 2022? (Standard parameters: fast 12, slow 26; Require 104 data points to warm up; EMA uses the first data point as the initial value) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",-0.0409,easy,trend,PPO = (EMA_{n_{fast}}(P) - EMA_{n_{slow}}(P)) / EMA_{n_{slow}}(P) * 100,"date,close 2022-06-16,59.0 2022-06-17,59.15999984741211 2022-06-21,59.65999984741211 2022-06-22,59.81999969482422 2022-06-23,60.43000030517578 2022-06-24,62.5099983215332 2022-06-27,62.83000183105469 2022-06-28,62.630001068115234 2022-06-29,62.61000061035156 2022-06-30,63.27999877929688 2022-07-01,64.66999816894531 2022-07-05,62.560001373291016 2022-07-06,62.97999954223633 2022-07-07,62.79999923706055 2022-07-08,62.459999084472656 2022-07-11,62.47999954223633 2022-07-12,61.7400016784668 2022-07-13,61.0 2022-07-14,60.34000015258789 2022-07-15,60.54999923706055 2022-07-18,60.060001373291016 2022-07-19,60.40999984741211 2022-07-20,59.63999938964844 2022-07-21,59.59999847412109 2022-07-22,60.09999847412109 2022-07-25,60.68999862670898 2022-07-26,61.45000076293945 2022-07-27,61.900001525878906 2022-07-28,65.44000244140625 2022-07-29,65.66999816894531 2022-08-01,65.68000030517578 2022-08-02,65.1500015258789 2022-08-03,65.37999725341797 2022-08-04,64.7300033569336 2022-08-05,64.73999786376953 2022-08-08,65.44000244140625 2022-08-09,66.02999877929688 2022-08-10,66.58999633789062 2022-08-11,66.69000244140625 2022-08-12,67.61000061035156 2022-08-15,68.83000183105469 2022-08-16,68.79000091552734 2022-08-17,68.80999755859375 2022-08-18,69.38999938964844 2022-08-19,69.4000015258789 2022-08-22,67.8499984741211 2022-08-23,67.37999725341797 2022-08-24,67.23999786376953 2022-08-25,67.80000305175781 2022-08-26,66.69000244140625 2022-08-29,66.41999816894531 2022-08-30,65.22000122070312 2022-08-31,64.36000061035156 2022-09-01,64.83000183105469 2022-09-02,64.01000213623047 2022-09-06,63.52999877929688 2022-09-07,67.2300033569336 2022-09-08,67.87999725341797 2022-09-09,68.0 2022-09-12,69.18000030517578 2022-09-13,66.83999633789062 2022-09-14,67.2699966430664 2022-09-15,66.47000122070312 2022-09-16,66.36000061035156 2022-09-19,66.62000274658203 2022-09-20,65.37999725341797 2022-09-21,64.4800033569336 2022-09-22,63.970001220703125 2022-09-23,62.93999862670898 2022-09-26,60.79999923706055 2022-09-27,59.560001373291016 2022-09-28,59.880001068115234 2022-09-29,56.91999816894531 2022-09-30,56.22999954223633 2022-10-03,57.90999984741211 2022-10-04,59.810001373291016 2022-10-05,58.470001220703125 2022-10-06,56.65999984741211 2022-10-07,55.31999969482422 2022-10-10,55.40999984741211 2022-10-11,55.130001068115234 2022-10-12,53.47999954223633 2022-10-13,54.970001220703125 2022-10-14,53.810001373291016 2022-10-17,55.27000045776367 2022-10-18,55.68999862670898 2022-10-19,54.79999923706055 2022-10-20,53.77000045776367 2022-10-21,54.29999923706055 2022-10-24,55.220001220703125 2022-10-25,56.08000183105469 2022-10-26,55.56999969482422 2022-10-27,55.4900016784668 2022-10-28,57.43000030517578 2022-10-31,56.06999969482422 2022-11-01,56.33000183105469 2022-11-02,56.61000061035156 2022-11-03,57.060001373291016 2022-11-04,57.88999938964844 2022-11-07,57.310001373291016 2022-11-08,57.84999847412109 2022-11-09,57.27000045776367 2022-11-10,59.52000045776367 2022-11-11,58.290000915527344 2022-11-14,57.36000061035156 ", 3061,US,technical,"On July 12, 2021, what is the Percentage Price Oscillator value for Oneok? (Standard parameters: fast 12, slow 26; Require 104 data points to warm up; EMA uses the first data point as the initial value) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.1817,easy,trend,PPO = (EMA_{n_{fast}}(P) - EMA_{n_{slow}}(P)) / EMA_{n_{slow}}(P) * 100,"date,close 2021-02-10,44.75 2021-02-11,44.27999877929688 2021-02-12,45.11000061035156 2021-02-16,45.95000076293945 2021-02-17,45.9900016784668 2021-02-18,44.86000061035156 2021-02-19,45.81999969482422 2021-02-22,46.09999847412109 2021-02-23,45.619998931884766 2021-02-24,46.709999084472656 2021-02-25,45.400001525878906 2021-02-26,44.290000915527344 2021-03-01,47.470001220703125 2021-03-02,46.88999938964844 2021-03-03,47.77000045776367 2021-03-04,48.25 2021-03-05,49.56999969482422 2021-03-08,49.540000915527344 2021-03-09,48.63999938964844 2021-03-10,50.95000076293945 2021-03-11,50.400001525878906 2021-03-12,51.59999847412109 2021-03-15,51.290000915527344 2021-03-16,49.540000915527344 2021-03-17,50.31999969482422 2021-03-18,48.20000076293945 2021-03-19,48.459999084472656 2021-03-22,48.4900016784668 2021-03-23,47.45000076293945 2021-03-24,48.7400016784668 2021-03-25,49.68999862670898 2021-03-26,51.18000030517578 2021-03-29,50.56999969482422 2021-03-30,50.2599983215332 2021-03-31,50.65999984741211 2021-04-01,51.34999847412109 2021-04-05,51.02999877929688 2021-04-06,51.2599983215332 2021-04-07,51.13999938964844 2021-04-08,50.459999084472656 2021-04-09,50.91999816894531 2021-04-12,50.90999984741211 2021-04-13,51.09000015258789 2021-04-14,51.5099983215332 2021-04-15,52.38999938964844 2021-04-16,51.59999847412109 2021-04-19,51.77999877929688 2021-04-20,50.630001068115234 2021-04-21,52.15999984741211 2021-04-22,51.040000915527344 2021-04-23,50.59999847412109 2021-04-26,50.459999084472656 2021-04-27,50.880001068115234 2021-04-28,52.130001068115234 2021-04-29,52.59999847412109 2021-04-30,52.34000015258789 2021-05-03,52.720001220703125 2021-05-04,52.58000183105469 2021-05-05,53.150001525878906 2021-05-06,53.40999984741211 2021-05-07,53.380001068115234 2021-05-10,53.959999084472656 2021-05-11,53.27000045776367 2021-05-12,52.560001373291016 2021-05-13,52.77999877929688 2021-05-14,54.34999847412109 2021-05-17,55.0099983215332 2021-05-18,53.97999954223633 2021-05-19,52.86000061035156 2021-05-20,53.68999862670898 2021-05-21,53.2599983215332 2021-05-24,54.13999938964844 2021-05-25,52.65999984741211 2021-05-26,52.5099983215332 2021-05-27,52.79999923706055 2021-05-28,52.7400016784668 2021-06-01,53.77000045776367 2021-06-02,54.25 2021-06-03,53.720001220703125 2021-06-04,53.95000076293945 2021-06-07,55.16999816894531 2021-06-08,55.77999877929688 2021-06-09,54.84000015258789 2021-06-10,54.77999877929688 2021-06-11,55.060001373291016 2021-06-14,55.43999862670898 2021-06-15,55.97999954223633 2021-06-16,57.02000045776367 2021-06-17,54.15999984741211 2021-06-18,53.02000045776367 2021-06-21,55.59000015258789 2021-06-22,55.470001220703125 2021-06-23,55.22999954223633 2021-06-24,55.88999938964844 2021-06-25,56.54999923706055 2021-06-28,55.43999862670898 2021-06-29,55.18000030517578 2021-06-30,55.63999938964844 2021-07-01,56.93000030517578 2021-07-02,57.38999938964844 2021-07-06,56.4900016784668 2021-07-07,55.43999862670898 2021-07-08,55.380001068115234 2021-07-09,57.52000045776367 2021-07-12,56.91999816894531 ", 3062,US,technical,"What was Dexcom's Percentage Price Oscillator on January 26, 2022? (Standard parameters: fast 12, slow 26; Require 104 data points to warm up; EMA uses the first data point as the initial value) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",-7.6316,easy,trend,PPO = (EMA_{n_{fast}}(P) - EMA_{n_{slow}}(P)) / EMA_{n_{slow}}(P) * 100,"date,close 2021-08-27,130.17750549316406 2021-08-30,130.38499450683594 2021-08-31,132.35499572753906 2021-09-01,136.22999572753906 2021-09-02,134.92750549316406 2021-09-03,135.6074981689453 2021-09-07,137.9149932861328 2021-09-08,137.6374969482422 2021-09-09,138.1649932861328 2021-09-10,137.34500122070312 2021-09-13,135.1074981689453 2021-09-14,135.5574951171875 2021-09-15,137.91749572753906 2021-09-16,141.28250122070312 2021-09-17,140.78500366210938 2021-09-20,139.44000244140625 2021-09-21,138.44749450683594 2021-09-22,142.60499572753906 2021-09-23,143.1824951171875 2021-09-24,140.18499755859375 2021-09-27,137.2675018310547 2021-09-28,134.23500061035156 2021-09-29,136.39500427246094 2021-09-30,136.71499633789062 2021-10-01,137.47999572753906 2021-10-04,131.6074981689453 2021-10-05,135.09750366210938 2021-10-06,135.45750427246094 2021-10-07,134.79750061035156 2021-10-08,132.27499389648438 2021-10-11,132.19500732421875 2021-10-12,134.61500549316406 2021-10-13,137.0124969482422 2021-10-14,138.62750244140625 2021-10-15,136.11749267578125 2021-10-18,135.32000732421875 2021-10-19,137.5124969482422 2021-10-20,139.13499450683594 2021-10-21,142.02499389648438 2021-10-22,141.6425018310547 2021-10-25,142.0850067138672 2021-10-26,141.41000366210938 2021-10-27,139.63499450683594 2021-10-28,142.5800018310547 2021-10-29,155.80250549316406 2021-11-01,156.8175048828125 2021-11-02,159.91000366210938 2021-11-03,154.93499755859375 2021-11-04,157.4550018310547 2021-11-05,158.86500549316406 2021-11-08,159.2725067138672 2021-11-09,159.2624969482422 2021-11-10,155.10499572753906 2021-11-11,159.34750366210938 2021-11-12,161.63999938964844 2021-11-15,160.4875030517578 2021-11-16,162.00750732421875 2021-11-17,162.81500244140625 2021-11-18,162.1024932861328 2021-11-19,160.2949981689453 2021-11-22,154.51499938964844 2021-11-23,147.5 2021-11-24,149.64500427246094 2021-11-26,147.99000549316406 2021-11-29,142.75250244140625 2021-11-30,140.6475067138672 2021-12-01,137.08749389648438 2021-12-02,140.05499267578125 2021-12-03,129.87249755859375 2021-12-06,131.1074981689453 2021-12-07,139.60000610351562 2021-12-08,141.21249389648438 2021-12-09,140.03750610351562 2021-12-10,141.625 2021-12-13,137.40249633789062 2021-12-14,133.8350067138672 2021-12-15,135.32249450683594 2021-12-16,132.33999633789062 2021-12-17,138.8350067138672 2021-12-20,136.22250366210938 2021-12-21,141.47500610351562 2021-12-22,143.19749450683594 2021-12-23,143.00250244140625 2021-12-27,142.47000122070312 2021-12-28,132.375 2021-12-29,133.85000610351562 2021-12-30,135.32749938964844 2021-12-31,134.2375030517578 2022-01-03,130.19749450683594 2022-01-04,128.0675048828125 2022-01-05,121.95249938964844 2022-01-06,120.75 2022-01-07,117.87249755859376 2022-01-10,115.58499908447266 2022-01-11,120.2925033569336 2022-01-12,122.59500122070312 2022-01-13,113.94499969482422 2022-01-14,111.83499908447266 2022-01-18,107.46749877929688 2022-01-19,108.80750274658205 2022-01-20,108.66000366210938 2022-01-21,105.5250015258789 2022-01-24,106.7074966430664 2022-01-25,101.55750274658205 2022-01-26,98.9574966430664 ", 3063,US,technical,"For Percentage Price Oscillator, what is the value of CVS Health on March 23, 2022? (Standard parameters: fast 12, slow 26; Require 104 data points to warm up; EMA uses the first data point as the initial value) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.7819,easy,trend,PPO = (EMA_{n_{fast}}(P) - EMA_{n_{slow}}(P)) / EMA_{n_{slow}}(P) * 100,"date,close 2021-10-22,87.5199966430664 2021-10-25,87.68000030517578 2021-10-26,88.31999969482422 2021-10-27,88.08999633789062 2021-10-28,88.62000274658203 2021-10-29,89.27999877929688 2021-11-01,90.6500015258789 2021-11-02,91.1500015258789 2021-11-03,96.33999633789062 2021-11-04,94.48999786376952 2021-11-05,93.77999877929688 2021-11-08,93.76000213623048 2021-11-09,92.76000213623048 2021-11-10,92.95999908447266 2021-11-11,94.20999908447266 2021-11-12,94.0199966430664 2021-11-15,93.48999786376952 2021-11-16,92.88999938964844 2021-11-17,92.7300033569336 2021-11-18,95.33999633789062 2021-11-19,93.16000366210938 2021-11-22,92.98999786376952 2021-11-23,93.63999938964844 2021-11-24,92.6500015258789 2021-11-26,91.5199966430664 2021-11-29,92.0199966430664 2021-11-30,89.05999755859375 2021-12-01,88.77999877929688 2021-12-02,89.98999786376953 2021-12-03,90.87000274658205 2021-12-06,92.6500015258789 2021-12-07,92.93000030517578 2021-12-08,93.0999984741211 2021-12-09,97.30999755859376 2021-12-10,98.86000061035156 2021-12-13,98.9000015258789 2021-12-14,98.77999877929688 2021-12-15,100.5500030517578 2021-12-16,101.22000122070312 2021-12-17,100.36000061035156 2021-12-20,100.31999969482422 2021-12-21,100.79000091552734 2021-12-22,100.9000015258789 2021-12-23,101.30999755859376 2021-12-27,102.4000015258789 2021-12-28,102.7699966430664 2021-12-29,103.6999969482422 2021-12-30,103.68000030517578 2021-12-31,103.16000366210938 2022-01-03,104.16000366210938 2022-01-04,104.29000091552734 2022-01-05,105.80999755859376 2022-01-06,102.58999633789062 2022-01-07,104.19000244140624 2022-01-10,105.05999755859376 2022-01-11,106.04000091552734 2022-01-12,105.77999877929688 2022-01-13,105.33999633789062 2022-01-14,106.22000122070312 2022-01-18,104.51000213623048 2022-01-19,103.4499969482422 2022-01-20,102.38999938964844 2022-01-21,101.55999755859376 2022-01-24,103.51000213623048 2022-01-25,103.0999984741211 2022-01-26,104.86000061035156 2022-01-27,106.79000091552734 2022-01-28,109.2699966430664 2022-01-31,106.51000213623048 2022-02-01,106.2699966430664 2022-02-02,108.9000015258789 2022-02-03,108.72000122070312 2022-02-04,108.48999786376952 2022-02-07,109.41000366210938 2022-02-08,110.83000183105467 2022-02-09,104.79000091552734 2022-02-10,105.31999969482422 2022-02-11,104.23999786376952 2022-02-14,103.0 2022-02-15,102.97000122070312 2022-02-16,103.94000244140624 2022-02-17,102.3000030517578 2022-02-18,102.12999725341795 2022-02-22,101.91999816894533 2022-02-23,102.23999786376952 2022-02-24,100.7699966430664 2022-02-25,104.3000030517578 2022-02-28,103.6500015258789 2022-03-01,102.0500030517578 2022-03-02,104.43000030517578 2022-03-03,104.54000091552734 2022-03-04,105.19000244140624 2022-03-07,104.55999755859376 2022-03-08,102.36000061035156 2022-03-09,103.5999984741211 2022-03-10,104.08000183105467 2022-03-11,103.47000122070312 2022-03-14,104.48999786376952 2022-03-15,106.9800033569336 2022-03-16,107.11000061035156 2022-03-17,108.55999755859376 2022-03-18,107.3000030517578 2022-03-21,107.38999938964844 2022-03-22,107.2300033569336 2022-03-23,106.1999969482422 ", 3064,US,technical,"Calculate the Percentage Price Oscillator value for PPL Corporation on April 26, 2023. (Standard parameters: fast 12, slow 26; Require 104 data points to warm up; EMA uses the first data point as the initial value) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.0173,easy,trend,PPO = (EMA_{n_{fast}}(P) - EMA_{n_{slow}}(P)) / EMA_{n_{slow}}(P) * 100,"date,close 2022-11-23,29.11000061035156 2022-11-25,29.229999542236328 2022-11-28,29.100000381469727 2022-11-29,29.020000457763672 2022-11-30,29.520000457763672 2022-12-01,29.290000915527344 2022-12-02,29.18000030517578 2022-12-05,29.07999992370605 2022-12-06,29.299999237060547 2022-12-07,28.979999542236328 2022-12-08,29.059999465942383 2022-12-09,28.950000762939453 2022-12-12,29.450000762939453 2022-12-13,29.34000015258789 2022-12-14,29.420000076293945 2022-12-15,29.36000061035156 2022-12-16,29.1299991607666 2022-12-19,29.11000061035156 2022-12-20,29.15999984741211 2022-12-21,29.399999618530277 2022-12-22,29.18000030517578 2022-12-23,29.540000915527344 2022-12-27,29.690000534057617 2022-12-28,29.440000534057617 2022-12-29,29.65999984741211 2022-12-30,29.21999931335449 2023-01-03,29.200000762939453 2023-01-04,29.93000030517578 2023-01-05,29.239999771118164 2023-01-06,29.959999084472656 2023-01-09,30.170000076293945 2023-01-10,30.170000076293945 2023-01-11,30.799999237060547 2023-01-12,30.71999931335449 2023-01-13,30.61000061035156 2023-01-17,30.59000015258789 2023-01-18,29.709999084472656 2023-01-19,29.149999618530277 2023-01-20,29.31999969482422 2023-01-23,29.31999969482422 2023-01-24,29.489999771118164 2023-01-25,29.5 2023-01-26,29.68000030517578 2023-01-27,29.6299991607666 2023-01-30,29.450000762939453 2023-01-31,29.600000381469727 2023-02-01,29.61000061035156 2023-02-02,29.38999938964844 2023-02-03,28.65999984741211 2023-02-06,28.84000015258789 2023-02-07,28.75 2023-02-08,28.3700008392334 2023-02-09,28.059999465942383 2023-02-10,28.65999984741211 2023-02-13,28.809999465942383 2023-02-14,28.540000915527344 2023-02-15,28.68000030517578 2023-02-16,28.450000762939453 2023-02-17,28.809999465942383 2023-02-21,27.81999969482422 2023-02-22,27.709999084472656 2023-02-23,27.86000061035156 2023-02-24,27.690000534057617 2023-02-27,27.549999237060547 2023-02-28,27.06999969482422 2023-03-01,26.68000030517578 2023-03-02,27.1200008392334 2023-03-03,27.38999938964844 2023-03-06,27.479999542236328 2023-03-07,26.8799991607666 2023-03-08,27.0 2023-03-09,26.57999992370605 2023-03-10,26.25 2023-03-13,26.76000022888184 2023-03-14,26.989999771118164 2023-03-15,27.239999771118164 2023-03-16,27.200000762939453 2023-03-17,26.82999992370605 2023-03-20,27.270000457763672 2023-03-21,26.780000686645508 2023-03-22,26.26000022888184 2023-03-23,25.90999984741211 2023-03-24,26.780000686645508 2023-03-27,26.959999084472656 2023-03-28,27.09000015258789 2023-03-29,27.530000686645508 2023-03-30,27.549999237060547 2023-03-31,27.790000915527344 2023-04-03,27.57999992370605 2023-04-04,27.549999237060547 2023-04-05,28.3799991607666 2023-04-06,28.549999237060547 2023-04-10,28.63999938964844 2023-04-11,28.82999992370605 2023-04-12,28.65999984741211 2023-04-13,28.76000022888184 2023-04-14,28.56999969482422 2023-04-17,28.71999931335449 2023-04-18,28.489999771118164 2023-04-19,28.700000762939453 2023-04-20,28.600000381469727 2023-04-21,28.690000534057617 2023-04-24,28.670000076293945 2023-04-25,28.700000762939453 2023-04-26,28.32999992370605 ", 3065,US,technical,"What is the value of True Range for Camden Property Trust on December 27, 2021? Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",3.74,easy,volatility,"TR_t = max(H_t - L_t, |H_t - C_{t-1}|, |L_t - C_{t-1}|)","date,high,low,close 2021-12-23,175.50999450683594,172.1199951171875,173.49000549316406 2021-12-27,176.63999938964844,172.89999389648438,176.55999755859375 ", 3066,US,technical,"On June 30, 2021, what is the True Range value for Electronic Arts? Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.49,easy,volatility,"TR_t = max(H_t - L_t, |H_t - C_{t-1}|, |L_t - C_{t-1}|)","date,high,low,close 2021-06-29,144.52999877929688,142.22999572753906,144.10000610351562 2021-06-30,144.63999938964844,143.14999389648438,143.8300018310547 ", 3067,US,technical,"What was Qualcomm's True Range on August 13, 2024? Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",6.67,easy,volatility,"TR_t = max(H_t - L_t, |H_t - C_{t-1}|, |L_t - C_{t-1}|)","date,high,low,close 2024-08-12,163.38999938964844,157.4199981689453,162.88999938964844 2024-08-13,169.55999755859375,163.27999877929688,169.47000122070312 ", 3068,US,technical,"For True Range, what is the value of Molina Healthcare on August 22, 2022? Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",4.0,easy,volatility,"TR_t = max(H_t - L_t, |H_t - C_{t-1}|, |L_t - C_{t-1}|)","date,high,low,close 2022-08-19,334.739990234375,327.989990234375,331.7099914550781 2022-08-22,331.20001220703125,327.7099914550781,329.5 ", 3069,US,technical,"Calculate the True Range value for Booking Holdings on March 22, 2022. Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",2.2332,easy,volatility,"TR_t = max(H_t - L_t, |H_t - C_{t-1}|, |L_t - C_{t-1}|)","date,high,low,close 2022-03-21,88.18000030517578,85.68000030517578,86.45559692382812 2022-03-22,88.68879699707031,86.5604019165039,88.07839965820312 ", 3070,US,technical,"What is the value of Chaikin Volatility for BXP on September 30, 2024? (Standard parameters: (10, 10); Require 50 bars to warm up; EMA uses the first data point as the initial value) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",-0.0758,easy,volatility,HL_EMA_t = EMA_n(H - L); ChaikinVol_t = HL_EMA_t / HL_EMA_{t-m} - 1,"date,high,low 2024-07-19,67.55999755859375,66.06999969482422 2024-07-22,67.91999816894531,66.06999969482422 2024-07-23,69.69999694824219,67.20999908447266 2024-07-24,70.19999694824219,66.93000030517578 2024-07-25,69.37000274658203,66.91999816894531 2024-07-26,70.55999755859375,68.63999938964844 2024-07-29,71.6500015258789,70.01000213623047 2024-07-30,72.8499984741211,70.04000091552734 2024-07-31,73.37000274658203,69.0 2024-08-01,73.0999984741211,69.51000213623047 2024-08-02,68.77999877929688,65.47000122070312 2024-08-05,67.0199966430664,62.4900016784668 2024-08-06,69.91999816894531,65.69999694824219 2024-08-07,70.06999969482422,67.11000061035156 2024-08-08,68.88999938964844,67.55999755859375 2024-08-09,69.05000305175781,67.58000183105469 2024-08-12,68.61000061035156,66.62000274658203 2024-08-13,68.91000366210938,67.33000183105469 2024-08-14,69.41999816894531,68.30999755859375 2024-08-15,70.62999725341797,68.76000213623047 2024-08-16,70.5199966430664,69.01000213623047 2024-08-19,71.4000015258789,69.97000122070312 2024-08-20,71.27999877929688,69.97000122070312 2024-08-21,70.73999786376953,69.55000305175781 2024-08-22,71.2699966430664,69.79000091552734 2024-08-23,74.1500015258789,71.01000213623047 2024-08-26,74.91000366210938,73.19999694824219 2024-08-27,74.44999694824219,73.05999755859375 2024-08-28,74.5199966430664,73.72000122070312 2024-08-29,74.87999725341797,73.5 2024-08-30,75.7300033569336,74.6500015258789 2024-09-03,75.2300033569336,73.72000122070312 2024-09-04,75.47000122070312,73.95999908447266 2024-09-05,75.72000122070312,74.5199966430664 2024-09-06,75.18000030517578,73.87000274658203 2024-09-09,74.62999725341797,73.47000122070312 2024-09-10,74.73999786376953,73.06999969482422 2024-09-11,76.37000274658203,73.2300033569336 2024-09-12,79.0999984741211,76.31999969482422 2024-09-13,80.58000183105469,79.18000030517578 2024-09-16,81.73999786376953,79.30999755859375 2024-09-17,82.41999816894531,80.12999725341797 2024-09-18,83.37999725341797,80.4000015258789 2024-09-19,83.8499984741211,81.77999877929688 2024-09-20,82.08999633789062,80.80000305175781 2024-09-23,82.20999908447266,81.11000061035156 2024-09-24,82.98999786376953,81.69000244140625 2024-09-25,82.91999816894531,80.30000305175781 2024-09-26,81.83999633789062,79.8499984741211 2024-09-27,81.45999908447266,79.9000015258789 2024-09-30,80.83000183105469,79.30999755859375 ", 3071,US,technical,"On February 03, 2025, what is the Chaikin Volatility value for American International Group? (Standard parameters: (10, 10); Require 50 bars to warm up; EMA uses the first data point as the initial value) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.0937,easy,volatility,HL_EMA_t = EMA_n(H - L); ChaikinVol_t = HL_EMA_t / HL_EMA_{t-m} - 1,"date,high,low 2024-11-18,76.54000091552734,75.41999816894531 2024-11-19,75.68000030517578,74.77999877929688 2024-11-20,75.6500015258789,74.54000091552734 2024-11-21,76.23999786376953,74.52999877929688 2024-11-22,76.91999816894531,75.62999725341797 2024-11-25,77.2699966430664,75.79000091552734 2024-11-26,76.37999725341797,75.4000015258789 2024-11-27,77.58999633789062,76.4000015258789 2024-11-29,77.70999908447266,76.83999633789062 2024-12-02,77.20999908447266,75.94999694824219 2024-12-03,76.4000015258789,75.08000183105469 2024-12-04,76.0,74.80000305175781 2024-12-05,76.91999816894531,75.87999725341797 2024-12-06,76.44000244140625,74.63999938964844 2024-12-09,76.16999816894531,73.93000030517578 2024-12-10,74.26000213623047,72.7300033569336 2024-12-11,73.69000244140625,72.54000091552734 2024-12-12,74.16000366210938,72.37000274658203 2024-12-13,73.51000213623047,72.45999908447266 2024-12-16,73.05000305175781,71.97000122070312 2024-12-17,71.7699966430664,70.91999816894531 2024-12-18,71.6500015258789,69.97000122070312 2024-12-19,71.95999908447266,70.51000213623047 2024-12-20,73.43000030517578,70.6500015258789 2024-12-23,72.56999969482422,71.94000244140625 2024-12-24,73.13999938964844,72.25 2024-12-26,73.55000305175781,72.3499984741211 2024-12-27,73.7699966430664,72.62000274658203 2024-12-30,73.0,71.97000122070312 2024-12-31,73.0999984741211,72.55000305175781 2025-01-02,73.44999694824219,72.58000183105469 2025-01-03,73.30000305175781,72.45999908447266 2025-01-06,73.94999694824219,72.30999755859375 2025-01-07,73.44000244140625,72.0999984741211 2025-01-08,71.86000061035156,69.5 2025-01-10,70.72000122070312,69.23999786376953 2025-01-13,70.87999725341797,69.97000122070312 2025-01-14,72.69000244140625,70.63999938964844 2025-01-15,74.01000213623047,72.73999786376953 2025-01-16,74.73999786376953,72.93000030517578 2025-01-17,75.69999694824219,74.66000366210938 2025-01-21,75.93000030517578,75.11000061035156 2025-01-22,75.79000091552734,74.69999694824219 2025-01-23,75.20999908447266,74.55999755859375 2025-01-24,74.80999755859375,73.36000061035156 2025-01-27,76.13999938964844,73.9000015258789 2025-01-28,76.93000030517578,75.04000091552734 2025-01-29,76.56999969482422,75.02999877929688 2025-01-30,76.01000213623047,75.0999984741211 2025-01-31,75.36000061035156,73.4000015258789 2025-02-03,73.48999786376953,71.73999786376953 ", 3072,US,technical,"What was Prologis's Chaikin Volatility on June 26, 2020? (Standard parameters: (10, 10); Require 50 bars to warm up; EMA uses the first data point as the initial value) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.0374,easy,volatility,HL_EMA_t = EMA_n(H - L); ChaikinVol_t = HL_EMA_t / HL_EMA_{t-m} - 1,"date,high,low 2020-04-16,88.43000030517578,85.80000305175781 2020-04-17,90.9499969482422,88.23999786376953 2020-04-20,89.47000122070312,87.87999725341797 2020-04-21,89.63999938964844,83.70999908447266 2020-04-22,90.77999877929688,87.66999816894531 2020-04-23,88.95999908447266,86.62999725341797 2020-04-24,89.52999877929688,86.75 2020-04-27,92.68000030517578,89.7300033569336 2020-04-28,94.18000030517578,89.25 2020-04-29,92.0,89.98999786376953 2020-04-30,89.56999969482422,86.87999725341797 2020-05-01,88.62999725341797,86.08999633789062 2020-05-04,87.30999755859375,85.25 2020-05-05,88.93000030517578,87.30999755859375 2020-05-06,88.9800033569336,86.87000274658203 2020-05-07,88.91999816894531,87.33999633789062 2020-05-08,90.3000030517578,88.62999725341797 2020-05-11,90.2300033569336,88.29000091552734 2020-05-12,89.08999633789062,84.20999908447266 2020-05-13,84.72000122070312,82.55999755859375 2020-05-14,84.08000183105469,80.12000274658203 2020-05-15,83.9800033569336,82.0 2020-05-18,87.73999786376953,85.08000183105469 2020-05-19,87.08999633789062,84.52999877929688 2020-05-20,87.30000305175781,85.75 2020-05-21,87.47000122070312,85.94999694824219 2020-05-22,87.66000366210938,85.93000030517578 2020-05-26,90.6999969482422,88.81999969482422 2020-05-27,92.0,89.4800033569336 2020-05-28,93.33999633789062,91.23999786376952 2020-05-29,92.66000366210938,91.0199966430664 2020-06-01,94.55999755859376,91.54000091552734 2020-06-02,95.5500030517578,93.43000030517578 2020-06-03,97.72000122070312,95.5 2020-06-04,96.8000030517578,92.4800033569336 2020-06-05,97.41999816894533,95.37999725341795 2020-06-08,97.97000122070312,95.33999633789062 2020-06-09,98.20999908447266,95.7300033569336 2020-06-10,97.5500030517578,95.55999755859376 2020-06-11,94.16000366210938,90.8000030517578 2020-06-12,95.12000274658205,91.33000183105467 2020-06-15,95.31999969482422,90.87000274658205 2020-06-16,98.30999755859376,95.4499969482422 2020-06-17,97.98999786376952,95.86000061035156 2020-06-18,95.88999938964844,94.5500030517578 2020-06-19,96.68000030517578,91.6500015258789 2020-06-22,92.63999938964844,89.91999816894531 2020-06-23,93.83000183105467,91.26000213623048 2020-06-24,91.58000183105467,87.93000030517578 2020-06-25,91.56999969482422,88.83000183105469 2020-06-26,91.7300033569336,89.16000366210938 ", 3073,US,technical,"For Chaikin Volatility, what is the value of APA Corporation on June 03, 2021? (Standard parameters: (10, 10); Require 50 bars to warm up; EMA uses the first data point as the initial value) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",-0.1517,easy,volatility,HL_EMA_t = EMA_n(H - L); ChaikinVol_t = HL_EMA_t / HL_EMA_{t-m} - 1,"date,high,low 2021-03-23,18.96999931335449,17.899999618530273 2021-03-24,19.229999542236328,18.540000915527344 2021-03-25,18.420000076293945,17.450000762939453 2021-03-26,19.01000022888184,18.0 2021-03-29,18.56999969482422,17.649999618530273 2021-03-30,17.979999542236328,17.100000381469727 2021-03-31,18.06999969482422,17.56999969482422 2021-04-01,18.920000076293945,17.940000534057617 2021-04-05,18.809999465942383,17.3700008392334 2021-04-06,18.3799991607666,17.719999313354492 2021-04-07,18.190000534057617,17.729999542236328 2021-04-08,17.860000610351562,17.219999313354492 2021-04-09,17.68000030517578,17.139999389648438 2021-04-12,17.809999465942383,17.100000381469727 2021-04-13,17.59000015258789,17.170000076293945 2021-04-14,18.68000030517578,17.489999771118164 2021-04-15,18.15999984741211,17.739999771118164 2021-04-16,18.270000457763672,17.59000015258789 2021-04-19,18.38999938964844,17.780000686645508 2021-04-20,18.040000915527344,16.760000228881836 2021-04-21,17.299999237060547,16.270000457763672 2021-04-22,17.719999313354492,16.959999084472656 2021-04-23,18.209999084472656,17.399999618530273 2021-04-26,18.850000381469727,18.06999969482422 2021-04-27,19.149999618530277,18.6200008392334 2021-04-28,20.65999984741211,19.209999084472656 2021-04-29,21.25,20.31999969482422 2021-04-30,20.71999931335449,19.739999771118164 2021-05-03,20.549999237060547,20.0 2021-05-04,20.86000061035156,19.86000061035156 2021-05-05,21.489999771118164,20.290000915527344 2021-05-06,21.51000022888184,20.34000015258789 2021-05-07,21.649999618530277,20.540000915527344 2021-05-10,22.479999542236328,21.81999969482422 2021-05-11,21.540000915527344,20.670000076293945 2021-05-12,22.239999771118164,21.049999237060547 2021-05-13,21.21999931335449,19.950000762939453 2021-05-14,21.71999931335449,20.75 2021-05-17,22.200000762939453,21.25 2021-05-18,22.40999984741211,21.549999237060547 2021-05-19,21.200000762939453,20.3799991607666 2021-05-20,20.81999969482422,20.25 2021-05-21,21.18000030517578,20.739999771118164 2021-05-24,21.26000022888184,20.63999938964844 2021-05-25,20.950000762939453,19.8700008392334 2021-05-26,20.51000022888184,19.81999969482422 2021-05-27,20.959999084472656,20.459999084472656 2021-05-28,21.049999237060547,20.6200008392334 2021-06-01,23.059999465942383,21.729999542236328 2021-06-02,23.86000061035156,22.75 2021-06-03,23.520000457763672,22.959999084472656 ", 3074,US,technical,"Calculate the Chaikin Volatility value for International Flavors & Fragrances on August 18, 2023. (Standard parameters: (10, 10); Require 50 bars to warm up; EMA uses the first data point as the initial value) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",-0.1713,easy,volatility,HL_EMA_t = EMA_n(H - L); ChaikinVol_t = HL_EMA_t / HL_EMA_{t-m} - 1,"date,high,low 2023-06-07,81.98999786376953,80.37000274658203 2023-06-08,81.91999816894531,79.7300033569336 2023-06-09,78.63999938964844,76.68000030517578 2023-06-12,79.45999908447266,77.66000366210938 2023-06-13,79.73999786376953,78.05000305175781 2023-06-14,80.56999969482422,77.93000030517578 2023-06-15,79.69000244140625,77.62999725341797 2023-06-16,80.93000030517578,78.95999908447266 2023-06-20,80.75,78.70999908447266 2023-06-21,79.41999816894531,77.69000244140625 2023-06-22,77.80000305175781,76.44000244140625 2023-06-23,76.9000015258789,75.18000030517578 2023-06-26,76.87000274658203,75.19999694824219 2023-06-27,77.36000061035156,76.30000305175781 2023-06-28,76.98999786376953,75.31999969482422 2023-06-29,77.91999816894531,76.06999969482422 2023-06-30,79.76000213623047,77.83000183105469 2023-07-03,80.45999908447266,79.16000366210938 2023-07-05,79.80000305175781,78.12000274658203 2023-07-06,78.26000213623047,76.83000183105469 2023-07-07,79.8499984741211,78.12999725341797 2023-07-10,80.29000091552734,78.36000061035156 2023-07-11,80.54000091552734,78.66000366210938 2023-07-12,82.2699966430664,81.37000274658203 2023-07-13,82.05999755859375,80.5999984741211 2023-07-14,81.73999786376953,79.23999786376953 2023-07-17,80.51000213623047,78.63999938964844 2023-07-18,82.3499984741211,79.4000015258789 2023-07-19,84.36000061035156,82.87000274658203 2023-07-20,83.95999908447266,82.5999984741211 2023-07-21,84.41999816894531,81.3499984741211 2023-07-24,85.47000122070312,84.0 2023-07-25,87.56999969482422,84.80000305175781 2023-07-26,88.69000244140625,86.5199966430664 2023-07-27,87.75,83.83000183105469 2023-07-28,85.8499984741211,84.6500015258789 2023-07-31,86.66000366210938,83.86000061035156 2023-08-01,84.7699966430664,83.66999816894531 2023-08-02,83.3499984741211,82.18000030517578 2023-08-03,82.38999938964844,80.1500015258789 2023-08-04,81.76000213623047,80.41999816894531 2023-08-07,80.62999725341797,79.69000244140625 2023-08-08,67.52999877929688,62.27999877929688 2023-08-09,65.02999877929688,62.79999923706055 2023-08-10,64.97000122070312,63.22999954223633 2023-08-11,64.37000274658203,63.0099983215332 2023-08-14,64.98999786376953,63.630001068115234 2023-08-15,64.91000366210938,63.88999938964844 2023-08-16,64.37999725341797,63.29999923706055 2023-08-17,63.83000183105469,62.790000915527344 2023-08-18,63.709999084472656,62.11000061035156 ", 3075,US,technical,"What is the value of On-Balance Volume for Southern Company on October 17, 2023? (Requires 60 bars to warm up) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",-21171100.0,easy,volume,OBV_t = OBV_{t-1} + sign(C_t - C_{t-1}) * V_t = \sum_{i=1}^{t} sign(C_i - C_{i-1}) * V_i,"date,close,volume 2023-07-24,72.94999694824219,3446600 2023-07-25,72.61000061035156,3997200 2023-07-26,73.08999633789062,3005600 2023-07-27,72.86000061035156,5379900 2023-07-28,72.3499984741211,5362800 2023-07-31,72.33999633789062,6777500 2023-08-01,71.27999877929688,3892700 2023-08-02,70.97000122070312,3746600 2023-08-03,68.62000274658203,5397400 2023-08-04,67.83999633789062,4105500 2023-08-07,68.0199966430664,3197200 2023-08-08,68.80999755859375,3567200 2023-08-09,69.19000244140625,3729200 2023-08-10,69.41000366210938,2583800 2023-08-11,69.5,3230300 2023-08-14,68.83000183105469,2773200 2023-08-15,67.77999877929688,3450200 2023-08-16,68.11000061035156,2246900 2023-08-17,68.25,2620500 2023-08-18,67.80999755859375,2682700 2023-08-21,67.61000061035156,2308900 2023-08-22,67.7300033569336,2060700 2023-08-23,67.55000305175781,2655000 2023-08-24,67.43000030517578,2414700 2023-08-25,68.08999633789062,2227400 2023-08-28,68.12999725341797,2380400 2023-08-29,68.56999969482422,2535700 2023-08-30,68.62000274658203,3583400 2023-08-31,67.7300033569336,4063800 2023-09-01,67.22000122070312,3505400 2023-09-05,66.30000305175781,3197800 2023-09-06,66.25,5730300 2023-09-07,67.11000061035156,3728600 2023-09-08,67.93000030517578,4412100 2023-09-11,68.12999725341797,2838600 2023-09-12,68.5999984741211,3754600 2023-09-13,69.5,3632100 2023-09-14,70.9000015258789,3698700 2023-09-15,71.08999633789062,7353100 2023-09-18,70.94999694824219,3686800 2023-09-19,70.91000366210938,3961500 2023-09-20,71.19999694824219,4072900 2023-09-21,69.9000015258789,3982700 2023-09-22,69.37000274658203,3528500 2023-09-25,69.29000091552734,3038000 2023-09-26,67.11000061035156,3948400 2023-09-27,66.13999938964844,4712500 2023-09-28,65.06999969482422,5083500 2023-09-29,64.72000122070312,4928500 2023-10-02,62.709999084472656,7772700 2023-10-03,64.02999877929688,8589500 2023-10-04,64.62000274658203,5147200 2023-10-05,64.58999633789062,5269100 2023-10-06,64.97000122070312,5158400 2023-10-09,65.91000366210938,3845600 2023-10-10,66.44000244140625,4253000 2023-10-11,67.0999984741211,3908100 2023-10-12,65.69999694824219,4192400 2023-10-13,66.55000305175781,3368600 2023-10-16,67.5,4242000 2023-10-17,67.11000061035156,4596300 ", 3076,US,technical,"On April 28, 2023, what is the On-Balance Volume value for Honeywell? (Requires 60 bars to warm up) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",10796524.0,easy,volume,OBV_t = OBV_{t-1} + sign(C_t - C_{t-1}) * V_t = \sum_{i=1}^{t} sign(C_i - C_{i-1}) * V_i,"date,close,volume 2023-02-01,194.83506774902344,5721124 2023-02-02,195.4571228027344,7621694 2023-02-03,191.0367584228516,4729620 2023-02-06,192.30914306640625,3028306 2023-02-07,193.65692138671875,3127616 2023-02-08,190.59378051757807,3779494 2023-02-09,187.7662506103516,3197111 2023-02-10,188.94439697265625,3067033 2023-02-13,191.6776580810547,3154565 2023-02-14,189.4439239501953,3182363 2023-02-15,190.11309814453125,2686664 2023-02-16,187.8982086181641,2922949 2023-02-17,189.8397674560547,3024274 2023-02-21,185.44769287109372,3003585 2023-02-22,184.25070190429688,3144061 2023-02-23,183.80772399902344,2595843 2023-02-24,180.99905395507807,3507136 2023-02-27,181.38548278808597,3568249 2023-02-28,180.47125244140625,3299816 2023-03-01,181.79075622558597,3428834 2023-03-02,183.2704925537109,4513812 2023-03-03,185.50424194335935,3306607 2023-03-06,185.7115936279297,2887830 2023-03-07,184.37322998046875,2950641 2023-03-08,184.32611083984372,2190859 2023-03-09,181.79075622558597,3383105 2023-03-10,182.2148895263672,3890793 2023-03-13,181.99810791015625,3420240 2023-03-14,181.87559509277344,5149245 2023-03-15,177.30442810058594,4165804 2023-03-16,178.2657928466797,4087184 2023-03-17,174.02450561523438,7834106 2023-03-20,178.96324157714844,3014089 2023-03-21,180.16964721679688,3325068 2023-03-22,176.39962768554688,2491759 2023-03-23,176.1734161376953,2504066 2023-03-24,177.34213256835938,2474570 2023-03-27,177.18190002441406,2263219 2023-03-28,177.1159210205078,2195952 2023-03-29,178.19981384277344,2847936 2023-03-30,178.24693298339844,2121363 2023-03-31,180.1319580078125,2867459 2023-04-03,182.1677703857422,3048890 2023-04-04,179.96229553222656,2651545 2023-04-05,178.5391082763672,3214618 2023-04-06,179.50990295410156,2952020 2023-04-10,180.6597595214844,2695152 2023-04-11,181.1404266357422,2584172 2023-04-12,182.12063598632807,3879865 2023-04-13,184.6371307373047,3565597 2023-04-14,185.2497711181641,2083698 2023-04-17,186.4844512939453,1785345 2023-04-18,185.60791015625,2546400 2023-04-19,186.43731689453125,1977810 2023-04-20,185.43826293945312,2065873 2023-04-21,184.80679321289065,2090913 2023-04-24,185.46653747558597,1703542 2023-04-25,184.6936798095703,2381202 2023-04-26,179.9246063232422,3797743 2023-04-27,187.1913299560547,4098006 2023-04-28,188.35061645507807,3037749 ", 3077,US,technical,"What was IDEX Corporation's On-Balance Volume on September 30, 2022? (Requires 60 bars to warm up) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",-157400.0,easy,volume,OBV_t = OBV_{t-1} + sign(C_t - C_{t-1}) * V_t = \sum_{i=1}^{t} sign(C_i - C_{i-1}) * V_i,"date,close,volume 2022-07-07,187.3600006103516,517600 2022-07-08,185.69000244140625,389700 2022-07-11,186.27999877929688,294500 2022-07-12,182.2700042724609,327900 2022-07-13,181.4199981689453,337300 2022-07-14,181.3600006103516,326600 2022-07-15,186.25999450683597,412100 2022-07-18,182.75999450683597,317400 2022-07-19,189.38999938964844,385300 2022-07-20,189.3000030517578,493000 2022-07-21,192.63999938964844,458500 2022-07-22,192.7700042724609,343800 2022-07-25,192.8699951171875,373200 2022-07-26,194.6100006103516,538400 2022-07-27,199.72000122070312,573500 2022-07-28,206.0800018310547,421200 2022-07-29,208.75,470900 2022-08-01,208.3000030517578,362400 2022-08-02,206.6199951171875,462900 2022-08-03,209.8500061035156,325300 2022-08-04,210.92999267578125,282200 2022-08-05,211.92999267578125,438300 2022-08-08,211.1300048828125,281400 2022-08-09,209.4600067138672,271100 2022-08-10,213.72000122070312,366200 2022-08-11,214.0200042724609,251100 2022-08-12,215.1999969482422,381100 2022-08-15,216.1199951171875,452500 2022-08-16,217.41000366210935,358100 2022-08-17,215.8999938964844,230100 2022-08-18,217.6300048828125,278800 2022-08-19,215.5399932861328,966400 2022-08-22,211.00999450683597,378500 2022-08-23,211.42999267578125,258100 2022-08-24,211.42999267578125,272400 2022-08-25,213.4600067138672,174900 2022-08-26,205.4600067138672,202300 2022-08-29,204.8000030517578,204500 2022-08-30,202.58999633789065,189600 2022-08-31,201.2100067138672,455300 2022-09-01,202.6100006103516,298100 2022-09-02,200.0200042724609,189600 2022-09-06,200.92999267578125,294200 2022-09-07,207.2400054931641,474300 2022-09-08,208.58999633789065,346800 2022-09-09,210.0399932861328,316000 2022-09-12,211.1699981689453,380700 2022-09-13,207.97000122070312,555300 2022-09-14,208.0399932861328,686400 2022-09-15,205.83999633789065,476900 2022-09-16,204.92999267578125,1066800 2022-09-19,209.38999938964844,560700 2022-09-20,206.22000122070312,481800 2022-09-21,204.32000732421875,461800 2022-09-22,201.75999450683597,410300 2022-09-23,199.30999755859372,544000 2022-09-26,199.6199951171875,654700 2022-09-27,198.52999877929688,677100 2022-09-28,202.94000244140625,427500 2022-09-29,200.25,578000 2022-09-30,199.8500061035156,796800 ", 3078,US,technical,"For On-Balance Volume, what is the value of Altria on October 02, 2025? (Requires 60 bars to warm up) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",161680800.0,easy,volume,OBV_t = OBV_{t-1} + sign(C_t - C_{t-1}) * V_t = \sum_{i=1}^{t} sign(C_i - C_{i-1}) * V_i,"date,close,volume 2025-07-09,57.75,22224800 2025-07-10,58.54999923706055,14342400 2025-07-11,57.79999923706055,9431100 2025-07-14,58.130001068115234,8320700 2025-07-15,58.47999954223633,7739800 2025-07-16,58.86000061035156,7054300 2025-07-17,57.97999954223633,12501400 2025-07-18,58.02000045776367,5688800 2025-07-21,58.91999816894531,6946800 2025-07-22,59.43999862670898,9649500 2025-07-23,59.77000045776367,7172200 2025-07-24,59.61000061035156,6933900 2025-07-25,59.84000015258789,6368800 2025-07-28,58.720001220703125,7419900 2025-07-29,59.36000061035156,11825600 2025-07-30,61.5,20487500 2025-07-31,61.93999862670898,10623100 2025-08-01,61.77999877929688,9689400 2025-08-04,61.93999862670898,6384500 2025-08-05,62.52000045776367,5889500 2025-08-06,63.150001525878906,6482800 2025-08-07,63.54999923706055,5124400 2025-08-08,64.19000244140625,5434900 2025-08-11,65.66999816894531,10650500 2025-08-12,66.01000213623047,8848600 2025-08-13,65.5,7508200 2025-08-14,65.55000305175781,10791100 2025-08-15,65.81999969482422,10137000 2025-08-18,65.98999786376953,7371700 2025-08-19,66.55999755859375,6482700 2025-08-20,67.58000183105469,8893100 2025-08-21,67.68000030517578,5963200 2025-08-22,67.66999816894531,9603300 2025-08-25,67.05000305175781,5706800 2025-08-26,66.44999694824219,8535600 2025-08-27,66.41000366210938,4973500 2025-08-28,66.41999816894531,5807700 2025-08-29,67.20999908447266,5930600 2025-09-02,67.12999725341797,6919700 2025-09-03,66.62999725341797,6722300 2025-09-04,66.58999633789062,6388600 2025-09-05,66.55000305175781,5935900 2025-09-08,65.7699966430664,10316600 2025-09-09,66.19000244140625,6918500 2025-09-10,66.2300033569336,6677300 2025-09-11,66.36000061035156,10022800 2025-09-12,66.6500015258789,7975900 2025-09-15,64.88999938964844,9129700 2025-09-16,64.80999755859375,9536300 2025-09-17,65.51000213623047,7261100 2025-09-18,63.93999862670898,10329700 2025-09-19,64.88999938964844,22705100 2025-09-22,63.790000915527344,7628300 2025-09-23,64.87000274658203,7417400 2025-09-24,65.12999725341797,6838200 2025-09-25,65.19000244140625,5747900 2025-09-26,65.70999908447266,5513800 2025-09-29,65.66999816894531,6867400 2025-09-30,66.05999755859375,7797300 2025-10-01,66.29000091552734,8514600 2025-10-02,65.75,6043300 ", 3079,US,technical,"Calculate the On-Balance Volume value for Chipotle Mexican Grill on February 09, 2024. (Requires 60 bars to warm up) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",131930000.0,easy,volume,OBV_t = OBV_{t-1} + sign(C_t - C_{t-1}) * V_t = \sum_{i=1}^{t} sign(C_i - C_{i-1}) * V_i,"date,close,volume 2023-11-13,43.00859832763672,12785000 2023-11-14,43.32040023803711,11470000 2023-11-15,43.1161994934082,9945000 2023-11-16,43.46200180053711,12810000 2023-11-17,43.24440002441406,6980000 2023-11-20,43.73379898071289,10130000 2023-11-21,43.95280075073242,9120000 2023-11-22,44.37860107421875,8895000 2023-11-24,44.39339828491211,3370000 2023-11-27,44.18379974365234,10390000 2023-11-28,44.133399963378906,7205000 2023-11-29,43.78219985961914,8960000 2023-11-30,44.04499816894531,12955000 2023-12-01,44.67660140991211,10795000 2023-12-04,44.38399887084961,8605000 2023-12-05,44.525001525878906,5745000 2023-12-06,44.20100021362305,8330000 2023-12-07,44.525001525878906,6380000 2023-12-08,44.85900115966797,8170000 2023-12-11,45.90959930419922,12625000 2023-12-12,46.40779876708984,7140000 2023-12-13,46.79999923706055,9140000 2023-12-14,45.51399993896485,13380000 2023-12-15,45.42940139770508,12835000 2023-12-18,45.94060134887695,10065000 2023-12-19,46.54059982299805,8570000 2023-12-20,46.27740097045898,7405000 2023-12-21,46.141998291015625,6515000 2023-12-22,46.08700180053711,5230000 2023-12-26,46.39039993286133,5330000 2023-12-27,46.14879989624024,7290000 2023-12-28,45.56760025024414,7515000 2023-12-29,45.739200592041016,9245000 2024-01-02,44.89500045776367,9995000 2024-01-03,44.67300033569336,8490000 2024-01-04,44.409400939941406,8435000 2024-01-05,44.25600051879883,9075000 2024-01-08,44.72779846191406,16410000 2024-01-09,44.63999938964844,10690000 2024-01-10,44.900001525878906,10420000 2024-01-11,45.53139877319336,9120000 2024-01-12,45.4379997253418,6270000 2024-01-16,45.79940032958984,7975000 2024-01-17,46.20880126953125,9140000 2024-01-18,46.45640182495117,7875000 2024-01-19,46.69200134277344,15070000 2024-01-22,46.5,10170000 2024-01-23,46.4364013671875,7980000 2024-01-24,46.69599914550781,8090000 2024-01-25,46.23540115356445,8520000 2024-01-26,46.525001525878906,7255000 2024-01-29,48.090599060058594,16330000 2024-01-30,48.38560104370117,9290000 2024-01-31,48.17539978027344,10775000 2024-02-01,48.84040069580078,13430000 2024-02-02,49.645599365234375,10680000 2024-02-05,49.41699981689453,18925000 2024-02-06,49.75479888916016,22535000 2024-02-07,53.33980178833008,45060000 2024-02-08,52.40959930419922,19345000 2024-02-09,52.766998291015625,10550000 ", 3080,US,technical,"What is the value of Force Index for Stanley Black & Decker on October 29, 2021? Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",-11850798.5199,easy,volume,ForceIndex_t = (C_t - C_{t-1}) * V_t,"date,close,volume 2021-10-28,185.0800018310547,2121000 2021-10-29,179.72999572753906,2215100 ", 3081,US,technical,"On November 04, 2021, what is the Force Index value for Prologis? Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",351737.9517,easy,volume,ForceIndex_t = (C_t - C_{t-1}) * V_t,"date,close,volume 2021-11-03,147.64999389648438,1739300 2021-11-04,147.8699951171875,1598800 ", 3082,US,technical,"What was Vici Properties's Force Index on October 08, 2024? Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",-258156.0608,easy,volume,ForceIndex_t = (C_t - C_{t-1}) * V_t,"date,close,volume 2024-10-07,32.41999816894531,2483600 2024-10-08,32.31999969482422,2581600 ", 3083,US,technical,"For Force Index, what is the value of American Tower on November 17, 2020? Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",121873.0408,easy,volume,ForceIndex_t = (C_t - C_{t-1}) * V_t,"date,close,volume 2020-11-16,239.08999633789065,1433300 2020-11-17,239.17999267578125,1354200 ", 3084,US,technical,"Calculate the Force Index value for Bank of America on December 18, 2025. Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",-25361363.0653,easy,volume,ForceIndex_t = (C_t - C_{t-1}) * V_t,"date,close,volume 2025-12-17,54.54999923706055,35304100 2025-12-18,54.2599983215332,87452700 ", 3085,US,technical,"What is the value of Accumulation/Distribution Line for Lennox International on February 23, 2022? (Requires 60 bars to warm up) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",-2327833.4886,easy,volume,MFM_t = ((C_t - L_t) - (H_t - C_t)) / (H_t - L_t); MFV_t = MFM_t * V_t; ADL_t = ADL_{t-1} + MFV_t = \sum_{i=1}^{t} MFV_i,"date,high,low,close,volume 2021-11-26,322.8900146484375,315.17999267578125,317.4599914550781,161700 2021-11-29,322.82000732421875,314.70001220703125,322.1199951171875,218100 2021-11-30,328.1600036621094,309.0,309.0199890136719,582500 2021-12-01,316.0799865722656,301.54998779296875,301.9599914550781,273800 2021-12-02,313.7099914550781,301.25,311.6199951171875,170200 2021-12-03,317.04998779296875,309.1700134277344,316.0400085449219,230300 2021-12-06,329.4800109863281,320.9200134277344,327.82000732421875,420700 2021-12-07,334.0299987792969,326.54998779296875,327.79998779296875,317400 2021-12-08,333.92999267578125,326.4599914550781,332.70001220703125,349900 2021-12-09,334.7799987792969,327.7300109863281,327.9100036621094,285100 2021-12-10,331.8999938964844,325.3999938964844,331.739990234375,234800 2021-12-13,334.0,328.92999267578125,331.29998779296875,253500 2021-12-14,331.5899963378906,319.07000732421875,324.1000061035156,235100 2021-12-15,326.989990234375,312.7900085449219,322.260009765625,352200 2021-12-16,326.3900146484375,320.25,324.92999267578125,259800 2021-12-17,325.1499938964844,311.8599853515625,312.4800109863281,488800 2021-12-20,311.20001220703125,303.1099853515625,307.9599914550781,245400 2021-12-21,314.1400146484375,306.8900146484375,313.95001220703125,157700 2021-12-22,315.9800109863281,311.25,313.5199890136719,110700 2021-12-23,317.8099975585937,313.6000061035156,316.1099853515625,148700 2021-12-27,321.0299987792969,313.6400146484375,321.0299987792969,96600 2021-12-28,325.6000061035156,321.1000061035156,322.8500061035156,120200 2021-12-29,327.0899963378906,322.510009765625,326.4599914550781,86900 2021-12-30,327.32000732421875,322.6600036621094,323.1099853515625,96400 2021-12-31,326.1000061035156,321.45001220703125,324.3599853515625,81200 2022-01-03,324.0400085449219,311.1300048828125,314.1199951171875,335800 2022-01-04,323.8900146484375,313.5400085449219,315.1700134277344,208700 2022-01-05,318.4100036621094,308.7099914550781,308.760009765625,193800 2022-01-06,312.42999267578125,307.82000732421875,309.0400085449219,208500 2022-01-07,312.9599914550781,304.3500061035156,304.9800109863281,247600 2022-01-10,305.9800109863281,297.0,305.79998779296875,186000 2022-01-11,308.6499938964844,303.2200012207031,308.5799865722656,216100 2022-01-12,311.8800048828125,304.8800048828125,305.8800048828125,163200 2022-01-13,309.2799987792969,299.2699890136719,300.95001220703125,223300 2022-01-14,297.7200012207031,289.8299865722656,291.4200134277344,219700 2022-01-18,294.2699890136719,283.0899963378906,292.8399963378906,269600 2022-01-19,297.3099975585937,290.5,290.7699890136719,220800 2022-01-20,295.5299987792969,283.0599975585937,283.8299865722656,233500 2022-01-21,287.9800109863281,280.1400146484375,280.4599914550781,167400 2022-01-24,289.19000244140625,273.9700012207031,288.6000061035156,275800 2022-01-25,286.3399963378906,276.2099914550781,283.79998779296875,339400 2022-01-26,288.8399963378906,271.5199890136719,275.1300048828125,265000 2022-01-27,279.7200012207031,269.45001220703125,272.45001220703125,244700 2022-01-28,279.5299987792969,269.0299987792969,279.2300109863281,256300 2022-01-31,283.79998779296875,277.70001220703125,283.6199951171875,379700 2022-02-01,287.32000732421875,271.3399963378906,277.2699890136719,500800 2022-02-02,284.1400146484375,270.1199951171875,272.1499938964844,470500 2022-02-03,271.239990234375,265.20001220703125,268.739990234375,352500 2022-02-04,270.5199890136719,260.489990234375,266.9800109863281,336200 2022-02-07,271.0299987792969,264.1199951171875,268.95001220703125,338300 2022-02-08,276.8699951171875,267.2099914550781,273.260009765625,330900 2022-02-09,279.5,273.0400085449219,275.5199890136719,1512200 2022-02-10,273.1700134277344,264.8900146484375,266.5799865722656,332900 2022-02-11,269.95001220703125,261.2200012207031,263.2300109863281,248800 2022-02-14,265.5599975585937,260.32000732421875,262.75,344200 2022-02-15,268.239990234375,263.69000244140625,265.1499938964844,192300 2022-02-16,265.6300048828125,260.0,261.92999267578125,296700 2022-02-17,259.1700134277344,252.57000732421875,252.7400054931641,546700 2022-02-18,255.27999877929688,249.2400054931641,251.97999572753903,391800 2022-02-22,253.82000732421875,246.3300018310547,251.8699951171875,354200 2022-02-23,253.1999969482422,248.8600006103516,249.1499938964844,461700 ", 3086,US,technical,"On March 30, 2020, what is the Accumulation/Distribution Line value for Hormel Foods? (Requires 60 bars to warm up) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",7805248.8163,easy,volume,MFM_t = ((C_t - L_t) - (H_t - C_t)) / (H_t - L_t); MFV_t = MFM_t * V_t; ADL_t = ADL_{t-1} + MFV_t = \sum_{i=1}^{t} MFV_i,"date,high,low,close,volume 2020-01-02,45.34999847412109,44.040000915527344,44.310001373291016,2405700 2020-01-03,44.56999969482422,44.0099983215332,44.25,1858700 2020-01-06,44.650001525878906,44.220001220703125,44.27000045776367,2276200 2020-01-07,44.66999816894531,44.130001068115234,44.540000915527344,2076400 2020-01-08,44.77000045776367,44.5099983215332,44.59000015258789,2016700 2020-01-09,44.7599983215332,44.29999923706055,44.4900016784668,2242900 2020-01-10,45.25,44.33000183105469,44.900001525878906,2356600 2020-01-13,45.90999984741211,45.0,45.900001525878906,2379100 2020-01-14,45.84000015258789,45.040000915527344,45.45000076293945,2676200 2020-01-15,45.84999847412109,45.29999923706055,45.29999923706055,1558900 2020-01-16,46.150001525878906,45.29999923706055,46.02000045776367,2061100 2020-01-17,46.70000076293945,46.0,46.29999923706055,3373300 2020-01-21,47.060001373291016,46.33000183105469,46.95000076293945,4061300 2020-01-22,47.369998931884766,46.43000030517578,46.56999969482422,2262100 2020-01-23,47.22999954223633,46.369998931884766,46.9900016784668,2872300 2020-01-24,47.22999954223633,46.75,47.22999954223633,1667200 2020-01-27,47.4900016784668,46.709999084472656,46.81999969482422,2318900 2020-01-28,47.18999862670898,46.68999862670898,47.04999923706055,1441700 2020-01-29,47.52000045776367,46.91999816894531,47.31999969482422,2281300 2020-01-30,47.97999954223633,47.09000015258789,47.880001068115234,2476400 2020-01-31,48.0099983215332,47.13999938964844,47.2599983215332,3577500 2020-02-03,47.77999877929688,47.29999923706055,47.43000030517578,1898200 2020-02-04,47.97999954223633,47.540000915527344,47.54999923706055,1688700 2020-02-05,47.84999847412109,47.36000061035156,47.38999938964844,2133800 2020-02-06,47.5,46.5099983215332,46.88999938964844,3810000 2020-02-07,47.2400016784668,46.61000061035156,47.09000015258789,1654500 2020-02-10,47.34999847412109,47.0,47.33000183105469,1616000 2020-02-11,47.72999954223633,47.16999816894531,47.47999954223633,1512300 2020-02-12,47.84999847412109,47.369998931884766,47.7599983215332,1397100 2020-02-13,48.47999954223633,47.5,48.45000076293945,1818100 2020-02-14,48.86000061035156,48.400001525878906,48.58000183105469,1466600 2020-02-18,48.52000045776367,48.119998931884766,48.2599983215332,2114700 2020-02-19,48.72999954223633,48.2400016784668,48.43999862670898,2092200 2020-02-20,47.09000015258789,44.91999816894531,45.52999877929688,4520300 2020-02-21,45.4900016784668,44.72999954223633,44.77000045776367,3623500 2020-02-24,44.810001373291016,44.06999969482422,44.56999969482422,3433800 2020-02-25,45.16999816894531,44.61000061035156,44.720001220703125,2521200 2020-02-26,45.34999847412109,43.90999984741211,43.93999862670898,3147900 2020-02-27,43.93000030517578,42.52000045776367,42.52999877929688,2669700 2020-02-28,41.88999938964844,40.13999938964844,41.59999847412109,4121100 2020-03-02,43.209999084472656,41.7599983215332,43.18999862670898,3812000 2020-03-03,44.33000183105469,42.619998931884766,42.9900016784668,4089300 2020-03-04,45.04999923706055,43.41999816894531,45.04999923706055,2005400 2020-03-05,44.5,43.400001525878906,43.79999923706055,2355600 2020-03-06,44.13999938964844,42.68000030517578,43.95000076293945,2611400 2020-03-09,44.119998931884766,42.0,43.40999984741211,2570200 2020-03-10,44.34000015258789,42.0099983215332,43.7599983215332,3485800 2020-03-11,43.06999969482422,41.90999984741211,42.27000045776367,3227100 2020-03-12,41.41999816894531,39.0099983215332,40.08000183105469,4250500 2020-03-13,42.45000076293945,39.79999923706055,42.400001525878906,5237200 2020-03-16,43.25,39.310001373291016,42.630001068115234,6520100 2020-03-17,48.630001068115234,42.91999816894531,48.52999877929688,8303900 2020-03-18,51.52999877929688,45.54999923706055,48.27000045776367,8444500 2020-03-19,49.29999923706055,45.560001373291016,47.220001220703125,5974200 2020-03-20,47.720001220703125,44.59999847412109,45.119998931884766,5160100 2020-03-23,45.29999923706055,41.86000061035156,42.310001373291016,4950000 2020-03-24,45.13999938964844,42.459999084472656,44.84999847412109,3415500 2020-03-25,44.369998931884766,41.70000076293945,41.93999862670898,6298400 2020-03-26,44.97999954223633,41.84999847412109,44.84999847412109,3487300 2020-03-27,46.22999954223633,44.11000061035156,44.959999084472656,2457500 2020-03-30,47.25,45.72999954223633,46.77999877929688,2387000 ", 3087,US,technical,"What was Jacobs Solutions's Accumulation/Distribution Line on October 06, 2020? (Requires 60 bars to warm up) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",3924095.6557,easy,volume,MFM_t = ((C_t - L_t) - (H_t - C_t)) / (H_t - L_t); MFV_t = MFM_t * V_t; ADL_t = ADL_{t-1} + MFV_t = \sum_{i=1}^{t} MFV_i,"date,high,low,close,volume 2020-07-13,66.42017364501953,64.98920440673828,65.12155151367188,823188 2020-07-14,66.17202758789062,64.1124267578125,65.37796783447266,1885026 2020-07-15,67.58645629882812,65.85771179199219,67.13152313232422,1842833 2020-07-16,68.99261474609375,67.1067123413086,68.33916473388672,931995 2020-07-17,69.3482894897461,68.53768157958984,69.08360290527344,659130 2020-07-20,68.91816711425781,68.17373657226562,68.6369400024414,562655 2020-07-21,69.88593292236328,68.98434448242188,69.44754791259766,580668 2020-07-22,70.10926818847656,68.94298553466797,69.80322265625,454694 2020-07-23,70.74617004394531,69.35655975341797,70.010009765625,613915 2020-07-24,70.216796875,69.24903106689453,69.43099975585938,682343 2020-07-27,69.85285186767578,68.58731079101562,69.65433502197266,618025 2020-07-28,69.89420318603516,69.00088500976562,69.24076080322266,685244 2020-07-29,71.73875427246094,69.41445922851562,71.73048400878906,925950 2020-07-30,71.22592163085938,70.010009765625,70.62210083007812,686211 2020-07-31,70.9115982055664,69.10014343261719,70.59728240966797,1096415 2020-08-03,75.64290618896484,70.59728240966797,74.85710906982422,1560538 2020-08-04,76.51141357421875,74.55106353759766,76.3956069946289,1167623 2020-08-05,77.04078674316406,75.91586303710938,76.19709014892578,892703 2020-08-06,76.2798080444336,74.46007537841797,74.8322982788086,836728 2020-08-07,75.62635803222656,74.23674774169922,75.53536987304688,667110 2020-08-10,75.73388671875,74.8322982788086,75.36994171142578,818956 2020-08-11,76.45350646972656,74.79920959472656,75.25414276123047,1126639 2020-08-12,76.47005462646484,74.55106353759766,74.84883880615234,1152874 2020-08-13,75.03080749511719,73.81490325927734,74.41044616699219,740131 2020-08-14,74.68341064453125,73.77354431152344,74.44353485107422,570997 2020-08-17,74.60896301269531,73.96378326416016,74.41871643066406,718249 2020-08-18,74.84056854248047,73.89761352539062,74.3277359008789,611860 2020-08-19,74.55933380126953,73.86453247070312,74.26155853271484,1029922 2020-08-20,73.872802734375,73.44268035888672,73.64119720458984,623224 2020-08-21,73.86453247070312,72.96293640136719,73.46749877929688,914344 2020-08-24,74.37736511230469,73.40132141113281,73.92243194580078,567732 2020-08-25,74.44353485107422,73.04564666748047,73.18626403808594,766487 2020-08-26,73.50057983398438,72.22676849365234,73.15318298339844,642084 2020-08-27,74.286376953125,72.88021850585938,73.68255615234375,532309 2020-08-28,74.0382308959961,73.16145324707031,73.99687194824219,428096 2020-08-31,74.9811782836914,73.31861114501953,74.66686248779297,965604 2020-09-01,75.95722198486328,74.12921905517578,75.63462829589844,786798 2020-09-02,77.0159683227539,75.19624328613281,77.0159683227539,732394 2020-09-03,77.2806625366211,74.6585922241211,75.27068328857422,1462975 2020-09-04,76.40387725830078,75.18797302246094,76.06475067138672,1134135 2020-09-08,75.55191802978516,74.46007537841797,74.95636749267578,1432992 2020-09-09,77.28893280029297,75.38648223876953,76.75955963134766,1102218 2020-09-10,76.78437042236328,74.76612091064453,75.36994171142578,1082391 2020-09-11,77.0738754272461,75.41130065917969,76.75955963134766,869975 2020-09-14,78.44694519042969,76.96634674072266,77.7769546508789,894880 2020-09-15,78.66200256347656,77.41300201416016,78.47175598144531,903463 2020-09-16,79.08384704589844,78.04991149902344,78.28150939941406,941546 2020-09-17,79.10038757324219,76.70165252685547,78.06645202636719,744242 2020-09-18,78.86051940917969,77.3137435913086,77.84312438964844,1978238 2020-09-21,76.61894226074219,73.33515167236328,73.85625457763672,1281871 2020-09-22,75.89932250976562,74.01341247558594,75.54364776611328,711600 2020-09-23,76.61067199707031,73.83971405029297,73.83971405029297,1040560 2020-09-24,75.09698486328125,72.9133071899414,74.46007537841797,657921 2020-09-25,75.35340118408203,73.61638641357422,74.79093933105469,667956 2020-09-28,77.25584411621094,75.5684585571289,76.4865951538086,558181 2020-09-29,77.70250701904297,76.3211669921875,76.90843963623047,614278 2020-09-30,78.48829650878906,76.3211669921875,76.7347412109375,927884 2020-10-01,78.02509307861328,75.22932434082031,75.64290618896484,794535 2020-10-02,79.13347625732422,74.60896301269531,77.95065307617188,1059300 2020-10-05,80.49827575683594,78.149169921875,79.71248626708984,1000181 2020-10-06,80.88703918457031,78.51311492919922,78.80261993408203,1005500 ", 3088,US,technical,"For Accumulation/Distribution Line, what is the value of Fortive on February 06, 2020? (Requires 60 bars to warm up) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",-5826806.3951,easy,volume,MFM_t = ((C_t - L_t) - (H_t - C_t)) / (H_t - L_t); MFV_t = MFM_t * V_t; ADL_t = ADL_{t-1} + MFV_t = \sum_{i=1}^{t} MFV_i,"date,high,low,close,volume 2019-11-08,45.990421295166016,45.35034942626953,45.958892822265625,1364868 2019-11-11,45.92105484008789,45.35980987548828,45.454402923583984,1913067 2019-11-12,45.81385040283203,45.25260543823242,45.46701431274414,2499007 2019-11-13,45.31566619873047,44.74181365966797,44.7607307434082,1992672 2019-11-14,45.239994049072266,44.74811935424805,44.85532379150391,2271291 2019-11-15,45.873756408691406,44.9814453125,45.17062759399414,3004549 2019-11-18,45.14540481567383,44.74181365966797,44.86793518066406,1941452 2019-11-19,45.15171051025391,44.60307693481445,44.836402893066406,2536590 2019-11-20,44.84270858764648,44.199485778808594,44.20579147338867,4170245 2019-11-21,44.98775100708008,43.98508071899414,44.72919845581055,2862782 2019-11-22,45.050811767578125,44.3697509765625,44.58415985107422,2091307 2019-11-25,45.22107696533203,44.47064971923828,45.07603454589844,2904011 2019-11-26,45.53007507324219,45.132789611816406,45.4985466003418,1761943 2019-11-27,45.68457412719727,45.24629974365234,45.63097381591797,1535655 2019-11-29,45.63097381591797,45.36611557006836,45.51115798950195,1208353 2019-12-02,46.02195358276367,45.24629974365234,45.26522064208984,3134265 2019-12-03,44.94991302490234,44.33191680908203,44.84270858764648,3003597 2019-12-04,45.80754470825195,45.01297378540039,45.03189468383789,3184850 2019-12-05,45.83907318115234,44.9814453125,45.59313583374024,3167883 2019-12-06,46.38140106201172,45.939971923828125,45.95258331298828,2713561 2019-12-09,48.00837326049805,46.5390510559082,46.75345993041992,4660088 2019-12-10,46.89849853515625,46.51382827758789,46.56427764892578,2816477 2019-12-11,47.775047302246094,46.84174346923828,47.2768669128418,4021341 2019-12-12,48.11557769775391,46.9804801940918,48.033599853515625,3523570 2019-12-13,48.41701126098633,47.40929412841797,47.41559982299805,2437321 2019-12-16,48.367820739746094,47.52280426025391,48.02729415893555,2895607 2019-12-17,48.43719100952149,47.71198654174805,48.39304733276367,2731797 2019-12-18,48.45610809326172,48.00206756591797,48.329986572265625,3099695 2019-12-19,48.54439163208008,48.19755935668945,48.3362922668457,2515816 2019-12-20,48.73988342285156,47.75613021850586,47.76243591308594,5684809 2019-12-23,48.47502517700195,47.53541564941406,48.4624137878418,2384673 2019-12-24,48.74618911743164,48.05251693725586,48.17233276367188,428315 2019-12-26,48.47187423706055,47.87594604492188,48.10927200317383,1317136 2019-12-27,48.34890365600586,48.0399055480957,48.29214859008789,1238958 2019-12-30,48.46871948242188,47.93900680541992,48.10296630859375,1025831 2019-12-31,48.26692581176758,47.91378402709961,48.17233276367188,1372480 2020-01-02,48.91014862060547,48.25431442260742,48.903839111328125,2573062 2020-01-03,48.77771759033203,47.9453125,48.70204544067383,1813322 2020-01-06,48.55133056640625,47.90747833251953,48.44980239868164,3149488 2020-01-07,48.62006759643555,48.0399055480957,48.607452392578125,2659645 2020-01-08,48.74618911743164,48.17863845825195,48.56331253051758,3626962 2020-01-09,49.60382080078125,48.83447265625,49.17500305175781,4416514 2020-01-10,49.58489990234375,48.96690368652344,49.18761444091797,3349136 2020-01-13,49.7425537109375,49.07410430908203,49.69210433959961,3727499 2020-01-14,50.06731796264648,49.320045471191406,49.40202331542969,3040070 2020-01-15,49.811920166015625,48.94798278808594,49.18761444091797,1891342 2020-01-16,49.780391693115234,48.87231063842773,49.3515739440918,1698830 2020-01-17,49.93173599243164,49.28851318359375,49.67949295043945,2301262 2020-01-21,49.47138977050781,48.85969924926758,49.30112457275391,2347408 2020-01-22,49.75831985473633,48.94167709350586,48.97320938110352,2225145 2020-01-23,49.09933090209961,48.44349670410156,48.9290657043457,1485703 2020-01-24,49.1497802734375,48.08404922485352,48.50025177001953,1829180 2020-01-27,47.82234573364258,47.037235260009766,47.05615234375,2216424 2020-01-28,47.68676376342773,46.94264221191406,47.31470489501953,2892753 2020-01-29,47.90747833251953,47.40298843383789,47.49127578735352,2214521 2020-01-30,48.10296630859375,47.11290740966797,48.05251693725586,2550069 2020-01-31,47.88855743408203,47.018314361572266,47.25164031982422,3178666 2020-02-03,47.99576187133789,47.02840423583984,47.15705108642578,2566719 2020-02-04,48.370975494384766,47.71198654174805,48.23539352416992,3322336 2020-02-05,48.98582077026367,48.51601409912109,48.91014862060547,1847733 2020-02-06,49.20653533935547,48.48133087158203,49.080413818359375,3138546 ", 3089,US,technical,"Calculate the Accumulation/Distribution Line value for Automatic Data Processing on June 12, 2020. (Requires 60 bars to warm up) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",25865962.2972,easy,volume,MFM_t = ((C_t - L_t) - (H_t - C_t)) / (H_t - L_t); MFV_t = MFM_t * V_t; ADL_t = ADL_{t-1} + MFV_t = \sum_{i=1}^{t} MFV_i,"date,high,low,close,volume 2020-03-18,122.58999633789062,103.11000061035156,117.5999984741211,5108600 2020-03-19,123.16999816894533,110.0,117.37000274658205,4022100 2020-03-20,119.47000122070312,107.0999984741211,112.05999755859376,6257600 2020-03-23,112.05999755859376,104.88999938964844,109.06999969482422,4794500 2020-03-24,122.04000091552734,114.3000030517578,120.95999908447266,4884100 2020-03-25,130.0,116.48999786376952,122.58999633789062,3941600 2020-03-26,138.13999938964844,122.5999984741211,137.05999755859375,4041000 2020-03-27,136.0,128.9199981689453,131.3800048828125,2997800 2020-03-30,138.5399932861328,131.77000427246094,137.82000732421875,2522300 2020-03-31,139.39999389648438,134.22000122070312,136.67999267578125,3513000 2020-04-01,133.41000366210938,128.08999633789062,129.72000122070312,2905400 2020-04-02,132.61000061035156,127.43000030517578,131.5500030517578,3808200 2020-04-03,132.52999877929688,126.69000244140624,128.57000732421875,1567500 2020-04-06,140.4499969482422,134.35000610351562,139.64999389648438,3664100 2020-04-07,147.1699981689453,136.75,136.9600067138672,2870600 2020-04-08,139.60000610351562,136.35000610351562,138.52999877929688,2726600 2020-04-09,143.80999755859375,139.91000366210938,142.52000427246094,2683400 2020-04-13,140.9199981689453,136.02000427246094,139.52999877929688,1728700 2020-04-14,143.99000549316406,140.47000122070312,143.8699951171875,2404400 2020-04-15,140.66000366210938,137.17999267578125,137.63999938964844,2146300 2020-04-16,138.9499969482422,134.4199981689453,136.9199981689453,1949100 2020-04-17,142.1199951171875,138.6999969482422,141.0800018310547,3179500 2020-04-20,141.64999389648438,138.0,139.82000732421875,2521400 2020-04-21,137.63999938964844,133.1999969482422,133.61000061035156,2178100 2020-04-22,139.75,135.0399932861328,138.6999969482422,1558400 2020-04-23,141.14999389648438,135.4499969482422,135.9199981689453,2345000 2020-04-24,139.72999572753906,135.3800048828125,139.22999572753906,2000300 2020-04-27,142.32000732421875,139.47000122070312,142.22000122070312,1779500 2020-04-28,146.19000244140625,142.60000610351562,143.00999450683594,2129400 2020-04-29,146.75999450683594,141.60000610351562,145.83999633789062,2644300 2020-04-30,147.32000732421875,143.57000732421875,146.69000244140625,2592300 2020-05-01,144.6999969482422,139.4600067138672,140.4199981689453,2617000 2020-05-04,144.63999938964844,138.38999938964844,144.47999572753906,2614300 2020-05-05,147.77000427246094,144.82000732421875,145.82000732421875,1672000 2020-05-06,147.6300048828125,143.1300048828125,144.55999755859375,1780200 2020-05-07,149.32000732421875,146.6699981689453,147.77000427246094,1900200 2020-05-08,149.77999877929688,144.72000122070312,146.0,1738400 2020-05-11,145.8000030517578,143.6999969482422,144.61000061035156,1762700 2020-05-12,145.63999938964844,141.38999938964844,141.72999572753906,2014200 2020-05-13,141.72999572753906,132.8000030517578,134.5800018310547,2963900 2020-05-14,135.16000366210938,130.63999938964844,134.9499969482422,2164900 2020-05-15,134.97999572753906,131.85000610351562,134.85000610351562,4047700 2020-05-18,137.47999572753906,134.50999450683594,136.39999389648438,3753600 2020-05-19,137.6199951171875,133.0500030517578,133.10000610351562,2523000 2020-05-20,136.08999633789062,133.99000549316406,134.77999877929688,5466000 2020-05-21,135.0500030517578,132.6999969482422,133.32000732421875,2856300 2020-05-22,135.72000122070312,131.89999389648438,134.8699951171875,2201100 2020-05-26,139.55999755859375,136.6999969482422,138.9199981689453,3080400 2020-05-27,145.1300048828125,139.5399932861328,144.6699981689453,3439600 2020-05-28,146.50999450683594,143.52000427246094,144.8000030517578,2547000 2020-05-29,146.97999572753906,142.1699981689453,146.49000549316406,3239500 2020-06-01,146.97999572753906,144.55999755859375,145.5500030517578,2374100 2020-06-02,148.32000732421875,145.00999450683594,148.25,2880900 2020-06-03,152.25,148.9600067138672,151.67999267578125,2100300 2020-06-04,151.9499969482422,149.14999389648438,149.97000122070312,2086400 2020-06-05,161.0500030517578,153.57000732421875,160.1300048828125,3344600 2020-06-08,161.3000030517578,158.2899932861328,161.14999389648438,2270400 2020-06-09,160.75,157.02000427246094,157.69000244140625,1885700 2020-06-10,158.2100067138672,153.9499969482422,156.0399932861328,1690800 2020-06-11,154.2100067138672,142.80999755859375,142.99000549316406,2922100 2020-06-12,148.97999572753906,143.08999633789062,147.00999450683594,2726000 ", 3090,US,technical,"What is the value of Chaikin Money Flow for T-Mobile US on October 18, 2024? (Standard period: 20) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.2604,easy,volume,MFM_t = ((C_t - L_t) - (H_t - C_t)) / (H_t - L_t); MFV_t = MFM_t * V_t; CMF = \sum_{i=0}^{n-1} MFV_{t-i} / \sum_{i=0}^{n-1} V_{t-i},"date,high,low,close,volume 2024-09-23,202.8800048828125,198.69000244140625,202.4600067138672,4545600 2024-09-24,203.72999572753903,200.8800048828125,201.44000244140625,4411300 2024-09-25,203.88999938964844,201.7100067138672,203.30999755859372,2666800 2024-09-26,208.16000366210935,201.82000732421875,203.25,2629200 2024-09-27,205.72000122070312,202.80999755859372,205.17999267578125,3158000 2024-09-30,207.47000122070312,204.7100067138672,206.3600006103516,3243600 2024-10-01,206.3500061035156,202.7700042724609,206.1000061035156,3702000 2024-10-02,208.3600006103516,205.38999938964844,208.0800018310547,2245100 2024-10-03,209.25999450683597,207.44000244140625,208.02999877929688,2902100 2024-10-04,208.72999572753903,206.17999267578125,208.27999877929688,2654800 2024-10-07,210.0800018310547,207.41000366210935,208.3300018310547,2651400 2024-10-08,212.2400054931641,208.6999969482422,211.1699981689453,3310400 2024-10-09,213.47000122070312,210.50999450683597,212.08999633789065,2243600 2024-10-10,215.17999267578125,210.94000244140625,211.4499969482422,2601700 2024-10-11,213.83999633789065,212.1699981689453,213.0399932861328,1778500 2024-10-14,216.25,213.72999572753903,215.91000366210935,2655700 2024-10-15,218.3300018310547,215.63999938964844,217.02999877929688,3382500 2024-10-16,220.69000244140625,216.08999633789065,219.75999450683597,2730100 2024-10-17,222.72999572753903,219.8999938964844,221.9499969482422,3177700 2024-10-18,223.4499969482422,220.91000366210935,223.2100067138672,3334300 ", 3091,US,technical,"On December 24, 2025, what is the Chaikin Money Flow value for Waste Management? (Standard period: 20) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",-0.1357,easy,volume,MFM_t = ((C_t - L_t) - (H_t - C_t)) / (H_t - L_t); MFV_t = MFM_t * V_t; CMF = \sum_{i=0}^{n-1} MFV_{t-i} / \sum_{i=0}^{n-1} V_{t-i},"date,high,low,close,volume 2025-11-26,218.1300048828125,215.8300018310547,217.3500061035156,1811300 2025-11-28,218.32000732421875,216.0,217.8699951171875,779700 2025-12-01,219.47999572753903,215.42999267578125,215.92999267578125,2809900 2025-12-02,216.7700042724609,213.50999450683597,214.5399932861328,1886400 2025-12-03,217.5200042724609,214.6199951171875,216.1499938964844,1615500 2025-12-04,216.72000122070312,213.25999450683597,214.19000244140625,2403100 2025-12-05,215.38999938964844,212.91000366210935,213.5800018310547,1277300 2025-12-08,213.25,210.0,210.22999572753903,1709900 2025-12-09,212.25,209.05999755859372,209.30999755859372,1808400 2025-12-10,209.97000122070312,207.7400054931641,209.1499938964844,2474900 2025-12-11,213.2700042724609,209.91000366210935,212.0500030517578,2512300 2025-12-12,216.7899932861328,212.66000366210935,215.6100006103516,2572700 2025-12-15,218.6100006103516,214.5399932861328,218.32000732421875,2013300 2025-12-16,220.58999633789065,218.3999938964844,218.8999938964844,1591500 2025-12-17,220.57000732421875,217.82000732421875,219.7700042724609,1628700 2025-12-18,220.52999877929688,217.9199981689453,218.32000732421875,1476800 2025-12-19,218.42999267578125,216.27999877929688,216.33999633789065,4209800 2025-12-22,219.8000030517578,214.0,219.66000366210935,1575500 2025-12-23,220.5399932861328,219.0500030517578,220.33999633789065,915200 2025-12-24,221.82000732421875,220.63999938964844,221.3600006103516,460900 ", 3092,US,technical,"What was NXP Semiconductors's Chaikin Money Flow on February 10, 2021? (Standard period: 20) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",-0.0715,easy,volume,MFM_t = ((C_t - L_t) - (H_t - C_t)) / (H_t - L_t); MFV_t = MFM_t * V_t; CMF = \sum_{i=0}^{n-1} MFV_{t-i} / \sum_{i=0}^{n-1} V_{t-i},"date,high,low,close,volume 2021-01-13,177.99000549316406,176.17999267578125,177.4199981689453,1750300 2021-01-14,181.08999633789065,178.6199951171875,180.0,2617400 2021-01-15,179.83999633789062,168.4499969482422,172.22000122070312,3598600 2021-01-19,178.5,174.5399932861328,175.0,2522300 2021-01-20,180.30999755859372,173.7100067138672,174.49000549316406,2590700 2021-01-21,176.75,171.72999572753906,173.6199951171875,2187400 2021-01-22,175.1699981689453,171.9199981689453,172.3000030517578,1974000 2021-01-25,176.75,171.02999877929688,174.4199981689453,2006000 2021-01-26,174.4600067138672,168.66000366210938,168.75,2231100 2021-01-27,164.42999267578125,156.02000427246094,160.55999755859375,3714500 2021-01-28,166.8000030517578,162.3800048828125,164.3300018310547,2484700 2021-01-29,167.5500030517578,159.80999755859375,160.47000122070312,3535400 2021-02-01,172.44000244140625,166.10000610351562,171.52999877929688,4953000 2021-02-02,183.0,170.6999969482422,177.2100067138672,6621800 2021-02-03,181.7400054931641,173.11000061035156,174.10000610351562,3272600 2021-02-04,181.4499969482422,175.14999389648438,181.4499969482422,2703100 2021-02-05,184.1300048828125,181.05999755859372,181.9900054931641,3031400 2021-02-08,188.1499938964844,184.0,188.1199951171875,2332800 2021-02-09,188.3999938964844,184.47000122070312,188.0399932861328,1702800 2021-02-10,191.92999267578125,183.38999938964844,187.8999938964844,2839800 ", 3093,US,technical,"For Chaikin Money Flow, what is the value of Allegion on June 25, 2020? (Standard period: 20) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.0421,easy,volume,MFM_t = ((C_t - L_t) - (H_t - C_t)) / (H_t - L_t); MFV_t = MFM_t * V_t; CMF = \sum_{i=0}^{n-1} MFV_{t-i} / \sum_{i=0}^{n-1} V_{t-i},"date,high,low,close,volume 2020-05-29,100.18000030517578,97.8499984741211,99.6999969482422,917200 2020-06-01,102.01000213623048,99.43000030517578,100.6500015258789,480400 2020-06-02,101.98999786376952,99.36000061035156,100.01000213623048,664100 2020-06-03,105.38999938964844,100.5999984741211,105.04000091552734,714800 2020-06-04,106.23999786376952,103.20999908447266,106.08999633789062,774900 2020-06-05,117.48999786376952,109.29000091552734,115.3499984741211,1535500 2020-06-08,116.6999969482422,114.31999969482422,115.54000091552734,707900 2020-06-09,113.63999938964844,111.77999877929688,112.29000091552734,612100 2020-06-10,112.41999816894533,108.76000213623048,109.0199966430664,663200 2020-06-11,105.48999786376952,101.37999725341795,101.55999755859376,734400 2020-06-12,104.91000366210938,99.37000274658205,102.41000366210938,732000 2020-06-15,103.2300033569336,98.47000122070312,102.6500015258789,540700 2020-06-16,106.80999755859376,102.05999755859376,104.52999877929688,472600 2020-06-17,106.02999877929688,103.63999938964844,104.25,481300 2020-06-18,105.26000213623048,102.16999816894533,102.98999786376952,563400 2020-06-19,104.98999786376952,101.91000366210938,102.73999786376952,969000 2020-06-22,102.86000061035156,100.41000366210938,102.6999969482422,709800 2020-06-23,104.91000366210938,102.41999816894533,102.66000366210938,466700 2020-06-24,101.97000122070312,97.70999908447266,97.83000183105467,560200 2020-06-25,98.25,95.08000183105467,98.0,716200 ", 3094,US,technical,"Calculate the Chaikin Money Flow value for Arista Networks on July 14, 2025. (Standard period: 20) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.2227,easy,volume,MFM_t = ((C_t - L_t) - (H_t - C_t)) / (H_t - L_t); MFV_t = MFM_t * V_t; CMF = \sum_{i=0}^{n-1} MFV_{t-i} / \sum_{i=0}^{n-1} V_{t-i},"date,high,low,close,volume 2025-06-13,94.94000244140624,92.12000274658205,92.3499984741211,6217300 2025-06-16,95.33999633789062,92.5250015258789,95.08999633789062,7734700 2025-06-17,94.697998046875,89.54000091552734,89.68000030517578,11797600 2025-06-18,91.4739990234375,89.0,90.23999786376952,9164100 2025-06-20,91.2300033569336,85.7750015258789,86.25,18552800 2025-06-23,92.37999725341795,85.58000183105469,91.9499969482422,16234000 2025-06-24,95.12000274658205,92.6999969482422,94.97000122070312,11279800 2025-06-25,96.66000366210938,94.5,96.30999755859376,7883500 2025-06-26,102.12000274658205,97.33000183105467,101.58999633789062,15262400 2025-06-27,102.25,98.87999725341795,99.38999938964844,10396100 2025-06-30,103.13200378417967,101.0,102.30999755859376,12519500 2025-07-01,102.72000122070312,97.3499984741211,98.91000366210938,8685500 2025-07-02,101.20999908447266,97.13999938964844,101.12999725341795,8326300 2025-07-03,103.5,101.3000030517578,102.5199966430664,5296700 2025-07-07,102.20999908447266,100.33000183105467,101.47000122070312,6245100 2025-07-08,103.66999816894533,100.94499969482422,103.38999938964844,7297000 2025-07-09,107.31999969482422,103.63700103759766,106.27999877929688,14511700 2025-07-10,106.5500030517578,102.6780014038086,106.29000091552734,9371000 2025-07-11,109.4499969482422,105.68000030517578,108.56999969482422,12954500 2025-07-14,109.88999938964844,106.25,108.37000274658205,8871000 ", 3095,US,technical,"What is the value of Chaikin Oscillator for Baxter International on April 03, 2020? (Standard parameters: fast 3, slow 10; Require 60 bars to warm up; EMA uses the first data point as the initial value) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",2082114.2491,easy,volume,ChaikinOsc = EMA_{n_{fast}}(ADL) - EMA_{n_{slow}}(ADL),"date,high,low,close,volume 2020-01-08,86.98999786376953,85.54000091552734,86.7300033569336,3576600 2020-01-09,87.08000183105469,85.86000061035156,86.54000091552734,2098900 2020-01-10,87.05000305175781,85.6500015258789,85.9000015258789,3118900 2020-01-13,90.3000030517578,87.0999984741211,89.37000274658203,5007700 2020-01-14,89.2699966430664,87.88999938964844,89.20999908447266,3836300 2020-01-15,89.94999694824219,88.69000244140625,89.55999755859375,2561000 2020-01-16,90.0,89.31999969482422,89.98999786376953,2243900 2020-01-17,89.93000030517578,89.20999908447266,89.7300033569336,4474900 2020-01-21,91.87000274658205,89.30999755859375,91.06999969482422,4284900 2020-01-22,91.86000061035156,90.58000183105467,91.16000366210938,2815400 2020-01-23,91.43000030517578,90.52999877929688,91.0999984741211,2129400 2020-01-24,91.47000122070312,90.51000213623048,90.77999877929688,1610800 2020-01-27,90.95999908447266,89.12000274658203,90.52999877929688,2222400 2020-01-28,90.94000244140624,90.26000213623048,90.5500030517578,1952200 2020-01-29,91.16999816894533,90.4800033569336,90.5,1548200 2020-01-30,90.6999969482422,89.2699966430664,90.63999938964844,1608500 2020-01-31,90.31999969482422,89.05000305175781,89.22000122070312,1796500 2020-02-03,90.63999938964844,89.6500015258789,89.69000244140625,1498500 2020-02-04,91.62000274658205,90.06999969482422,90.87000274658205,2213300 2020-02-05,91.6500015258789,90.4499969482422,91.30999755859376,3185000 2020-02-06,95.0,92.75,93.3000030517578,3888400 2020-02-07,92.95999908447266,91.18000030517578,91.25,2306000 2020-02-10,91.38999938964844,90.25,91.27999877929688,2597700 2020-02-11,92.3000030517578,91.41999816894533,91.8499984741211,1706500 2020-02-12,92.19000244140624,91.11000061035156,91.43000030517578,1590900 2020-02-13,92.88999938964844,90.98999786376952,92.56999969482422,2146100 2020-02-14,93.43000030517578,91.9000015258789,93.13999938964844,1740200 2020-02-18,92.6500015258789,91.04000091552734,92.22000122070312,1820600 2020-02-19,93.56999969482422,92.20999908447266,93.16000366210938,1616300 2020-02-20,93.5,92.41000366210938,93.05999755859376,1778200 2020-02-21,93.16000366210938,92.23999786376952,92.66999816894533,1529500 2020-02-24,91.33000183105467,89.19000244140625,89.52999877929688,2380600 2020-02-25,90.2300033569336,86.19999694824219,86.98999786376953,2620400 2020-02-26,88.69999694824219,86.87999725341797,87.02999877929688,3126900 2020-02-27,87.0199966430664,84.2300033569336,84.2699966430664,3004200 2020-02-28,83.58999633789062,80.58999633789062,83.47000122070312,4659600 2020-03-02,87.2300033569336,82.9000015258789,87.18000030517578,3370100 2020-03-03,88.9800033569336,84.55999755859375,85.91000366210938,3240700 2020-03-04,91.13999938964844,87.08999633789062,91.05999755859376,4342500 2020-03-05,89.94000244140625,86.41999816894531,87.6500015258789,3821800 2020-03-06,86.19000244140625,82.94999694824219,85.37999725341797,3442800 2020-03-09,81.7300033569336,78.0999984741211,78.4000015258789,4109100 2020-03-10,83.30999755859375,78.7300033569336,82.9800033569336,3490500 2020-03-11,81.9000015258789,76.37999725341797,77.97000122070312,3652900 2020-03-12,77.26000213623047,71.27999877929688,75.47000122070312,6982400 2020-03-13,81.31999969482422,73.58999633789062,80.98999786376953,5774200 2020-03-16,77.13999938964844,69.0999984741211,71.56999969482422,4351900 2020-03-17,81.27999877929688,72.87999725341797,80.51000213623047,5921700 2020-03-18,85.22000122070312,75.94999694824219,84.58999633789062,7524300 2020-03-19,85.19999694824219,77.16000366210938,78.16999816894531,6492100 2020-03-20,78.73999786376953,74.04000091552734,75.75,6097400 2020-03-23,75.08999633789062,69.69000244140625,71.80999755859375,4664000 2020-03-24,75.7300033569336,72.0999984741211,73.91000366210938,4685100 2020-03-25,74.86000061035156,72.20999908447266,73.56999969482422,5993700 2020-03-26,80.73999786376953,73.91000366210938,80.16999816894531,4465700 2020-03-27,80.66999816894531,76.37000274658203,79.79000091552734,4446300 2020-03-30,82.98999786376953,80.30999755859375,82.19000244140625,2371200 2020-03-31,84.36000061035156,80.76000213623047,81.19000244140625,2767600 2020-04-01,80.8499984741211,77.81999969482422,78.66000366210938,3017800 2020-04-02,82.36000061035156,77.9800033569336,82.22000122070312,3161100 2020-04-03,82.69000244140625,80.19999694824219,81.41999816894531,3271000 ", 3096,US,technical,"On August 25, 2021, what is the Chaikin Oscillator value for International Flavors & Fragrances? (Standard parameters: fast 3, slow 10; Require 60 bars to warm up; EMA uses the first data point as the initial value) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",347448.9997,easy,volume,ChaikinOsc = EMA_{n_{fast}}(ADL) - EMA_{n_{slow}}(ADL),"date,high,low,close,volume 2021-06-01,143.60000610351562,140.83999633789062,142.30999755859375,1973400 2021-06-02,144.64999389648438,142.0,143.6699981689453,1888600 2021-06-03,144.16000366210938,142.0,142.7100067138672,1092600 2021-06-04,143.44000244140625,141.6999969482422,143.0,1415000 2021-06-07,144.50999450683594,142.24000549316406,143.17999267578125,696100 2021-06-08,144.99000549316406,142.6999969482422,144.80999755859375,994200 2021-06-09,147.38999938964844,144.66000366210938,147.08999633789062,1137900 2021-06-10,148.1699981689453,147.05999755859375,147.75,1493800 2021-06-11,148.77000427246094,145.6300048828125,147.77999877929688,1835400 2021-06-14,148.00999450683594,146.58999633789062,147.77000427246094,1303500 2021-06-15,148.10000610351562,146.36000061035156,147.22999572753906,859000 2021-06-16,148.24000549316406,146.52999877929688,147.27000427246094,791300 2021-06-17,148.07000732421875,144.72000122070312,145.80999755859375,1412200 2021-06-18,145.6300048828125,143.60000610351562,144.86000061035156,1842600 2021-06-21,148.60000610351562,145.66000366210938,148.41000366210938,821000 2021-06-22,149.74000549316406,147.52999877929688,149.10000610351562,900300 2021-06-23,150.02999877929688,148.3800048828125,148.4499969482422,927100 2021-06-24,148.99000549316406,147.25999450683594,148.4199981689453,617900 2021-06-25,149.99000549316406,148.57000732421875,148.9600067138672,827100 2021-06-28,149.27999877929688,147.66000366210938,148.7899932861328,1014400 2021-06-29,150.02999877929688,148.22000122070312,148.75999450683594,664500 2021-06-30,149.55999755859375,147.47999572753906,149.39999389648438,1462700 2021-07-01,150.16000366210938,149.14999389648438,149.38999938964844,871500 2021-07-02,150.07000732421875,148.36000061035156,149.99000549316406,955700 2021-07-06,149.99000549316406,147.25999450683594,147.91000366210938,1060100 2021-07-07,149.10000610351562,146.77000427246094,148.8000030517578,642500 2021-07-08,147.9499969482422,146.25,147.8000030517578,1406200 2021-07-09,149.6199951171875,147.05999755859375,147.6999969482422,1707900 2021-07-12,149.02999877929688,146.9199981689453,148.5800018310547,2216100 2021-07-13,148.61000061035156,144.52999877929688,145.4499969482422,1222700 2021-07-14,145.6199951171875,144.13999938964844,144.7100067138672,2025500 2021-07-15,145.6699981689453,143.35000610351562,144.0,1083200 2021-07-16,145.1699981689453,142.67999267578125,143.4199981689453,1343500 2021-07-19,142.91000366210938,139.6199951171875,140.11000061035156,2290300 2021-07-20,144.39999389648438,140.08999633789062,143.7899932861328,1260200 2021-07-21,145.27999877929688,143.61000061035156,144.97999572753906,656500 2021-07-22,146.50999450683594,144.10000610351562,146.0500030517578,1298600 2021-07-23,148.47000122070312,145.77000427246094,148.3300018310547,582700 2021-07-26,149.1999969482422,147.91000366210938,148.8000030517578,692800 2021-07-27,149.27000427246094,147.24000549316406,149.16000366210938,1003600 2021-07-28,149.44000244140625,147.55999755859375,148.47000122070312,774200 2021-07-29,150.10000610351562,148.63999938964844,149.1300048828125,720400 2021-07-30,150.77000427246094,148.75,150.63999938964844,738000 2021-08-02,151.99000549316406,149.47000122070312,149.58999633789062,1063600 2021-08-03,150.67999267578125,148.35000610351562,150.11000061035156,981400 2021-08-04,150.02999877929688,147.77000427246094,147.7899932861328,2313500 2021-08-05,149.74000549316406,147.77999877929688,148.0800018310547,1045500 2021-08-06,151.60000610351562,147.17999267578125,151.05999755859375,1697900 2021-08-09,153.8300018310547,150.52999877929688,153.72999572753906,1632800 2021-08-10,156.5,153.7100067138672,156.35000610351562,1269300 2021-08-11,157.0800018310547,155.8800048828125,156.77999877929688,793500 2021-08-12,156.80999755859375,155.27000427246094,156.08999633789062,1197800 2021-08-13,157.05999755859375,155.60000610351562,156.75,555400 2021-08-16,156.5500030517578,154.75999450683594,155.55999755859375,1085700 2021-08-17,155.92999267578125,153.25999450683594,154.8300018310547,793300 2021-08-18,154.55999755859375,151.4199981689453,151.50999450683594,1048000 2021-08-19,151.35000610351562,149.27000427246094,149.39999389648438,1369000 2021-08-20,150.0,148.3800048828125,149.75999450683594,930000 2021-08-23,150.5500030517578,148.94000244140625,150.24000549316406,1088200 2021-08-24,152.07000732421875,150.1999969482422,151.2899932861328,1395700 2021-08-25,152.42999267578125,150.02000427246094,151.6699981689453,818300 ", 3097,US,technical,"What was Schlumberger's Chaikin Oscillator on March 30, 2020? (Standard parameters: fast 3, slow 10; Require 60 bars to warm up; EMA uses the first data point as the initial value) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",2188579.8984,easy,volume,ChaikinOsc = EMA_{n_{fast}}(ADL) - EMA_{n_{slow}}(ADL),"date,high,low,close,volume 2020-01-02,40.720001220703125,40.08000183105469,40.16999816894531,9147400 2020-01-03,41.13999938964844,40.0,40.560001373291016,9752000 2020-01-06,41.08000183105469,40.18999862670898,40.81999969482422,15534100 2020-01-07,40.61000061035156,39.72999954223633,40.61000061035156,10971700 2020-01-08,40.43999862670898,39.310001373291016,39.40999984741211,11327600 2020-01-09,40.09000015258789,38.72999954223633,39.86000061035156,12186000 2020-01-10,40.09000015258789,39.5099983215332,39.83000183105469,8089700 2020-01-13,39.84000015258789,38.970001220703125,39.22999954223633,11665600 2020-01-14,39.52999877929688,38.38999938964844,39.52999877929688,13958700 2020-01-15,39.36000061035156,38.13999938964844,38.33000183105469,13737700 2020-01-16,38.93000030517578,38.34999847412109,38.77999877929688,11771100 2020-01-17,39.970001220703125,38.18000030517578,38.369998931884766,17644600 2020-01-21,37.72999954223633,36.88999938964844,36.95000076293945,16710200 2020-01-22,36.81999969482422,36.22999954223633,36.68000030517578,12796800 2020-01-23,36.52999877929688,35.56999969482422,36.43000030517578,11844000 2020-01-24,36.220001220703125,35.349998474121094,35.77000045776367,10408600 2020-01-27,34.7400016784668,33.869998931884766,33.959999084472656,17360600 2020-01-28,34.22999954223633,33.4900016784668,33.959999084472656,10938000 2020-01-29,34.630001068115234,33.720001220703125,33.72999954223633,9003800 2020-01-30,34.08000183105469,33.0,34.040000915527344,10489600 2020-01-31,33.86000061035156,33.18000030517578,33.5099983215332,16887900 2020-02-03,33.70000076293945,33.189998626708984,33.459999084472656,9202500 2020-02-04,34.72999954223633,33.95000076293945,34.06999969482422,12373600 2020-02-05,35.65999984741211,34.72999954223633,35.06999969482422,11399900 2020-02-06,35.220001220703125,34.41999816894531,34.5099983215332,7980300 2020-02-07,34.7599983215332,33.880001068115234,34.41999816894531,8582100 2020-02-10,34.369998931884766,33.810001373291016,34.349998474121094,7197400 2020-02-11,34.349998474121094,33.869998931884766,34.290000915527344,8825600 2020-02-12,35.380001068115234,34.439998626708984,35.04999923706055,9094900 2020-02-13,35.02000045776367,33.970001220703125,34.66999816894531,11718000 2020-02-14,34.869998931884766,34.13999938964844,34.41999816894531,7904500 2020-02-18,33.9900016784668,32.880001068115234,33.650001525878906,11792800 2020-02-19,34.34000015258789,33.63999938964844,34.290000915527344,6592300 2020-02-20,34.709999084472656,33.779998779296875,33.83000183105469,7836000 2020-02-21,33.54999923706055,32.869998931884766,33.38999938964844,7246300 2020-02-24,31.989999771118164,30.809999465942383,30.93000030517578,16714900 2020-02-25,31.049999237060547,29.21999931335449,29.34000015258789,18709700 2020-02-26,29.739999771118164,28.3799991607666,28.3799991607666,19240700 2020-02-27,28.280000686645508,26.81999969482422,26.84000015258789,23765700 2020-02-28,27.15999984741211,25.450000762939453,27.09000015258789,26830600 2020-03-02,27.790000915527344,26.170000076293945,27.790000915527344,23253000 2020-03-03,27.90999984741211,26.270000457763672,26.809999465942383,22020400 2020-03-04,27.3799991607666,26.26000022888184,27.07999992370605,16155900 2020-03-05,26.25,25.239999771118164,25.82999992370605,15754600 2020-03-06,25.15999984741211,23.520000457763672,23.850000381469727,23793200 2020-03-09,17.899999618530273,12.90999984741211,17.309999465942383,86148000 2020-03-10,19.229999542236328,17.1299991607666,18.190000534057617,40409000 2020-03-11,18.13999938964844,17.049999237060547,17.3799991607666,33291900 2020-03-12,16.690000534057617,14.40999984741211,14.420000076293944,47922900 2020-03-13,16.170000076293945,14.31999969482422,16.15999984741211,29182100 2020-03-16,16.040000915527344,13.260000228881836,14.40999984741211,24971100 2020-03-17,14.5600004196167,13.109999656677246,14.0,25536500 2020-03-18,13.720000267028809,11.890000343322754,12.050000190734863,28198200 2020-03-19,14.279999732971191,11.869999885559082,13.869999885559082,25449300 2020-03-20,14.579999923706056,13.100000381469728,14.279999732971191,32875200 2020-03-23,14.43000030517578,12.600000381469728,12.829999923706056,24393500 2020-03-24,14.93000030517578,13.5,14.649999618530272,25812600 2020-03-25,15.869999885559082,13.579999923706056,14.600000381469728,24201200 2020-03-26,15.640000343322754,14.380000114440918,15.520000457763672,22180200 2020-03-27,14.699999809265137,13.739999771118164,13.760000228881836,21794500 2020-03-30,13.6899995803833,12.949999809265137,13.279999732971191,25981500 ", 3098,US,technical,"For Chaikin Oscillator, what is the value of Rockwell Automation on June 10, 2022? (Standard parameters: fast 3, slow 10; Require 60 bars to warm up; EMA uses the first data point as the initial value) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",243936.4008,easy,volume,ChaikinOsc = EMA_{n_{fast}}(ADL) - EMA_{n_{slow}}(ADL),"date,high,low,close,volume 2022-03-16,269.19000244140625,262.44000244140625,268.4800109863281,755800 2022-03-17,272.260009765625,266.92999267578125,271.0,569100 2022-03-18,276.489990234375,268.8699951171875,275.8299865722656,949400 2022-03-21,275.8699951171875,270.04998779296875,272.9100036621094,613700 2022-03-22,275.6300048828125,272.0400085449219,274.1499938964844,534900 2022-03-23,273.42999267578125,269.0599975585937,270.44000244140625,452800 2022-03-24,275.0,270.4599914550781,275.0,422100 2022-03-25,279.989990234375,274.7300109863281,279.17999267578125,526500 2022-03-28,280.3800048828125,275.32000732421875,280.239990234375,481800 2022-03-29,288.3800048828125,282.1600036621094,284.8900146484375,626200 2022-03-30,283.5799865722656,279.6300048828125,280.7200012207031,656800 2022-03-31,283.7099914550781,279.4800109863281,280.0299987792969,1083000 2022-04-01,284.75,278.9700012207031,284.4800109863281,740500 2022-04-04,284.0,279.6199951171875,281.1700134277344,666000 2022-04-05,283.6499938964844,277.75,279.1000061035156,756100 2022-04-06,275.1099853515625,269.20001220703125,272.2300109863281,814500 2022-04-07,272.54998779296875,266.5,271.04998779296875,665200 2022-04-08,275.010009765625,267.8299865722656,269.4100036621094,472100 2022-04-11,270.92999267578125,265.4800109863281,266.0799865722656,495900 2022-04-12,270.3999938964844,262.07000732421875,262.9100036621094,455800 2022-04-13,267.2099914550781,262.04998779296875,267.0400085449219,460600 2022-04-14,267.989990234375,261.4800109863281,261.6600036621094,509800 2022-04-18,264.9800109863281,260.2200012207031,261.4700012207031,422300 2022-04-19,271.2300109863281,261.67999267578125,270.9100036621094,529300 2022-04-20,277.1600036621094,271.9800109863281,272.5400085449219,607500 2022-04-21,280.4599914550781,271.6300048828125,271.760009765625,615000 2022-04-22,269.6199951171875,260.3699951171875,260.5299987792969,594000 2022-04-25,261.7699890136719,252.4900054931641,261.3099975585937,613900 2022-04-26,260.5199890136719,252.02999877929688,252.2100067138672,752800 2022-04-27,258.5799865722656,252.7899932861328,256.7900085449219,576000 2022-04-28,264.2699890136719,256.5899963378906,263.3500061035156,464700 2022-04-29,264.5199890136719,251.8500061035156,252.6699981689453,1077700 2022-05-02,253.2400054931641,244.91000366210935,250.0399932861328,1572800 2022-05-03,230.0,210.6199951171875,213.7400054931641,4018500 2022-05-04,223.33999633789065,211.8500061035156,222.3500061035156,1792300 2022-05-05,221.3999938964844,212.2700042724609,214.44000244140625,1271300 2022-05-06,219.50999450683597,210.2100067138672,214.50999450683597,1306600 2022-05-09,213.50999450683597,202.3800048828125,203.22000122070312,1744500 2022-05-10,208.6300048828125,199.83999633789065,205.1199951171875,1403900 2022-05-11,207.3800048828125,198.63999938964844,199.0,1100600 2022-05-12,208.0,197.1000061035156,203.8300018310547,1555700 2022-05-13,209.38999938964844,202.3000030517578,203.82000732421875,1386800 2022-05-16,204.1300048828125,199.0,202.38999938964844,742800 2022-05-17,205.6100006103516,200.66000366210935,204.2400054931641,812500 2022-05-18,202.4900054931641,194.52999877929688,195.3999938964844,1072600 2022-05-19,201.27999877929688,191.0800018310547,198.72000122070312,956900 2022-05-20,201.6300048828125,195.2100067138672,199.50999450683597,910600 2022-05-23,203.6100006103516,197.69000244140625,202.66000366210935,701800 2022-05-24,199.3000030517578,193.9499969482422,198.17999267578125,1046200 2022-05-25,199.6300048828125,195.25,198.8300018310547,899000 2022-05-26,205.88999938964844,201.63999938964844,204.7400054931641,877900 2022-05-27,212.0800018310547,207.1199951171875,211.0200042724609,1176200 2022-05-31,214.8600006103516,207.22000122070312,213.1999969482422,2238300 2022-06-01,219.52999877929688,213.72000122070312,217.00999450683597,1433300 2022-06-02,220.42999267578125,214.8300018310547,220.16000366210935,1008200 2022-06-03,219.58999633789065,215.4600067138672,218.2700042724609,794700 2022-06-06,222.1699981689453,212.9900054931641,214.8600006103516,1197200 2022-06-07,217.42999267578125,211.25,217.2899932861328,997000 2022-06-08,218.22000122070312,214.22000122070312,214.8699951171875,824100 2022-06-09,217.47000122070312,210.5500030517578,213.3000030517578,992400 2022-06-10,212.6000061035156,208.55999755859372,208.7400054931641,1194700 ", 3099,US,technical,"Calculate the Chaikin Oscillator value for KLA Corporation on December 26, 2024. (Standard parameters: fast 3, slow 10; Require 60 bars to warm up; EMA uses the first data point as the initial value) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",-208434.1713,easy,volume,ChaikinOsc = EMA_{n_{fast}}(ADL) - EMA_{n_{slow}}(ADL),"date,high,low,close,volume 2024-10-01,786.9099731445312,746.1599731445312,753.6900024414062,1279600 2024-10-02,787.4400024414062,755.0,777.3599853515625,701800 2024-10-03,783.989990234375,764.0,774.5599975585938,584200 2024-10-04,800.4600219726562,777.2100219726562,787.3900146484375,757300 2024-10-07,787.9000244140625,771.8400268554688,781.6699829101562,748100 2024-10-08,793.6699829101562,774.239990234375,783.9000244140625,653400 2024-10-09,806.780029296875,780.3499755859375,804.6300048828125,628500 2024-10-10,799.8200073242188,787.0,797.97998046875,461900 2024-10-11,806.4199829101562,792.6699829101562,803.72998046875,570800 2024-10-14,833.0,809.3699951171875,829.6500244140625,567900 2024-10-15,832.3800048828125,698.9600219726562,707.719970703125,2870900 2024-10-16,720.760009765625,682.010009765625,682.5900268554688,2280600 2024-10-17,701.219970703125,669.6799926757812,670.25,1936500 2024-10-18,681.9000244140625,664.3200073242188,678.52001953125,1192800 2024-10-21,679.75,667.4000244140625,673.6099853515625,739300 2024-10-22,673.1500244140625,663.6599731445312,670.0800170898438,787400 2024-10-23,672.3099975585938,654.6500244140625,664.6300048828125,846800 2024-10-24,684.3900146484375,665.4400024414062,666.1599731445312,884700 2024-10-25,682.8400268554688,668.0,673.0700073242188,954800 2024-10-28,679.1400146484375,670.2100219726562,674.3499755859375,1051800 2024-10-29,700.4000244140625,673.77001953125,696.22998046875,1333900 2024-10-30,695.1900024414062,680.010009765625,691.7999877929688,1656800 2024-10-31,681.0499877929688,656.0,666.22998046875,2001200 2024-11-01,678.6500244140625,663.4400024414062,669.3800048828125,906400 2024-11-04,670.5599975585938,662.3599853515625,663.3699951171875,637900 2024-11-05,681.5499877929688,667.25,670.3300170898438,1016300 2024-11-06,678.6400146484375,657.47998046875,669.6599731445312,1715400 2024-11-07,687.8200073242188,675.0999755859375,686.1500244140625,1122200 2024-11-08,694.3599853515625,681.3800048828125,687.4099731445312,1278100 2024-11-11,685.2100219726562,656.739990234375,666.030029296875,1422800 2024-11-12,669.260009765625,654.8599853515625,664.780029296875,1111300 2024-11-13,655.989990234375,638.3200073242188,644.5499877929688,1505200 2024-11-14,660.0,642.739990234375,645.0,1169900 2024-11-15,630.0,612.3499755859375,614.4600219726562,1712000 2024-11-18,623.77001953125,611.77001953125,620.260009765625,1223300 2024-11-19,618.4099731445312,609.4000244140625,615.6599731445312,1408900 2024-11-20,619.9500122070312,609.8900146484375,616.8300170898438,1195100 2024-11-21,637.9600219726562,620.0,633.1599731445312,1386000 2024-11-22,643.030029296875,630.0,639.5499877929688,981800 2024-11-25,646.6900024414062,632.1099853515625,644.6699829101562,1913000 2024-11-26,651.1799926757812,623.8599853515625,631.469970703125,923200 2024-11-27,633.989990234375,621.22998046875,632.1400146484375,942600 2024-11-29,661.5,643.27001953125,647.030029296875,925700 2024-12-02,669.0700073242188,645.0,666.030029296875,1380200 2024-12-03,667.1799926757812,656.8200073242188,665.719970703125,1376500 2024-12-04,670.5,655.6699829101562,666.219970703125,1459200 2024-12-05,662.9199829101562,641.3900146484375,642.6099853515625,1028200 2024-12-06,650.7100219726562,638.1799926757812,648.3400268554688,862400 2024-12-09,666.3400268554688,645.8200073242188,652.3699951171875,1093300 2024-12-10,657.8300170898438,638.469970703125,641.8699951171875,914800 2024-12-11,657.1199951171875,642.0800170898438,648.8400268554688,1107400 2024-12-12,649.8900146484375,637.9099731445312,646.5999755859375,698200 2024-12-13,663.8699951171875,647.5800170898438,653.760009765625,1463200 2024-12-16,664.530029296875,645.4199829101562,656.1300048828125,1014300 2024-12-17,668.9000244140625,652.0900268554688,654.8800048828125,1252400 2024-12-18,669.0999755859375,625.6099853515625,630.77001953125,1452100 2024-12-19,635.280029296875,620.5800170898438,622.1799926757812,1115700 2024-12-20,641.0499877929688,613.4000244140625,629.3699951171875,2652200 2024-12-23,649.510009765625,631.5800170898438,647.989990234375,886400 2024-12-24,652.0,641.260009765625,650.530029296875,349500 2024-12-26,653.8900146484375,642.0499877929688,648.5499877929688,454100 ", 3100,US,technical,"What is the value of Annualized Return for Broadridge Financial Solutions from August 02, 2020 to December 04, 2020? (252 trading days per year; unit: %) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",27.9716,easy,return,((P_T / P_0)^{252 / N} - 1) * 100%,"date,close 2020-08-03,137.0399932861328 2020-12-04,149.22000122070312 ", 3101,US,technical,"From November 19, 2023 to November 13, 2024, what is Expeditors International's Annualized Return? (252 trading days per year; unit: %) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.7104,easy,return,((P_T / P_0)^{252 / N} - 1) * 100%,"date,close 2023-11-20,117.52999877929688 2024-11-13,119.5 ", 3102,US,technical,"What was JPMorgan Chase's Annualized Return during the period May 07, 2022 to June 12, 2022? (252 trading days per year; unit: %) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",-18.9162,easy,return,((P_T / P_0)^{252 / N} - 1) * 100%,"date,close 2022-05-09,121.86000061035156 2022-06-10,119.5500030517578 ", 3103,US,technical,"For Annualized Return, what is Hubbell Incorporated's value from September 11, 2024 to August 24, 2025? (252 trading days per year; unit: %) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",13.034,easy,return,((P_T / P_0)^{252 / N} - 1) * 100%,"date,close 2024-09-11,392.8699951171875 2025-08-22,440.8500061035156 ", 3104,US,technical,"Calculate Honeywell's Annualized Return from October 04, 2024 to November 26, 2024. (252 trading days per year; unit: %) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",130.759,easy,return,((P_T / P_0)^{252 / N} - 1) * 100%,"date,close 2024-10-04,192.0640869140625 2024-11-26,217.15362548828125 ", 3105,US,technical,"What is the value of Annualized Volatility for Garmin from August 01, 2024 to May 03, 2025? (252 trading days per year; unit: %) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",45.1469,easy,risk,r_t = P_t / P_{t-1} - 1; AnnVol = \sigma(r) * \sqrt{252} * 100%,"date,close 2024-07-31,171.25 2024-08-01,171.05999755859375 2024-08-02,168.52000427246094 2024-08-05,161.6300048828125 2024-08-06,164.7100067138672 2024-08-07,162.35000610351562 2024-08-08,167.1199951171875 2024-08-09,167.4199981689453 2024-08-12,168.55999755859375 2024-08-13,169.66000366210938 2024-08-14,170.0 2024-08-15,170.82000732421875 2024-08-16,172.05999755859375 2024-08-19,175.91000366210938 2024-08-20,176.47999572753906 2024-08-21,178.4600067138672 2024-08-22,177.64999389648438 2024-08-23,179.75999450683594 2024-08-26,179.52999877929688 2024-08-27,180.6499938964844 2024-08-28,180.0800018310547 2024-08-29,180.6499938964844 2024-08-30,183.2899932861328 2024-09-03,180.10000610351562 2024-09-04,180.92999267578125 2024-09-05,180.77999877929688 2024-09-06,180.1699981689453 2024-09-09,182.94000244140625 2024-09-10,180.44000244140625 2024-09-11,182.7400054931641 2024-09-12,182.75999450683597 2024-09-13,172.67999267578125 2024-09-16,172.6199951171875 2024-09-17,171.5800018310547 2024-09-18,169.8699951171875 2024-09-19,171.75999450683594 2024-09-20,171.0 2024-09-23,175.80999755859375 2024-09-24,175.80999755859375 2024-09-25,173.14999389648438 2024-09-26,174.8300018310547 2024-09-27,173.99000549316406 2024-09-30,176.02999877929688 2024-10-01,172.72999572753906 2024-10-02,172.0500030517578 2024-10-03,169.1300048828125 2024-10-04,170.02999877929688 2024-10-07,163.1300048828125 2024-10-08,164.6300048828125 2024-10-09,165.30999755859375 2024-10-10,165.6999969482422 2024-10-11,165.88999938964844 2024-10-14,167.9600067138672 2024-10-15,166.83999633789062 2024-10-16,167.10000610351562 2024-10-17,166.52000427246094 2024-10-18,167.5800018310547 2024-10-21,166.47000122070312 2024-10-22,163.0 2024-10-23,161.5800018310547 2024-10-24,161.92999267578125 2024-10-25,162.3000030517578 2024-10-28,166.2899932861328 2024-10-29,166.27000427246094 2024-10-30,204.9199981689453 2024-10-31,198.3500061035156 2024-11-01,198.17999267578125 2024-11-04,200.2400054931641 2024-11-05,204.22999572753903 2024-11-06,209.6699981689453 2024-11-07,210.33999633789065 2024-11-08,212.72000122070312 2024-11-11,212.55999755859372 2024-11-12,213.5800018310547 2024-11-13,212.97999572753903 2024-11-14,211.3699951171875 2024-11-15,208.42999267578125 2024-11-18,209.2700042724609 2024-11-19,207.3699951171875 2024-11-20,205.58999633789065 2024-11-21,209.1100006103516 2024-11-22,210.3300018310547 2024-11-25,214.5200042724609 2024-11-26,212.8500061035156 2024-11-27,212.08999633789065 2024-11-29,212.6000061035156 2024-12-02,213.4600067138672 2024-12-03,212.4499969482422 2024-12-04,215.7700042724609 2024-12-05,216.58999633789065 2024-12-06,218.5800018310547 2024-12-09,219.3300018310547 2024-12-10,219.2100067138672 2024-12-11,220.7700042724609 2024-12-12,215.97000122070312 2024-12-13,215.3999938964844 2024-12-16,214.6199951171875 2024-12-17,210.88999938964844 2024-12-18,206.22999572753903 2024-12-19,205.4199981689453 2024-12-20,208.9900054931641 2024-12-23,209.3000030517578 2024-12-24,211.0200042724609 2024-12-26,210.6699981689453 2024-12-27,209.3600006103516 2024-12-30,207.4600067138672 2024-12-31,206.25999450683597 2025-01-02,204.5500030517578 2025-01-03,207.1499938964844 2025-01-06,207.8300018310547 2025-01-07,208.5500030517578 2025-01-08,211.38999938964844 2025-01-10,209.16000366210935 2025-01-13,208.44000244140625 2025-01-14,212.2700042724609 2025-01-15,213.4499969482422 2025-01-16,214.55999755859372 2025-01-17,215.6999969482422 2025-01-21,217.82000732421875 2025-01-22,216.1999969482422 2025-01-23,215.5800018310547 2025-01-24,214.22999572753903 2025-01-27,214.91000366210935 2025-01-28,217.77999877929688 2025-01-29,214.33999633789065 2025-01-30,217.0399932861328 2025-01-31,215.8500061035156 2025-02-03,215.4900054931641 2025-02-04,218.22000122070312 2025-02-05,218.8500061035156 2025-02-06,219.77999877929688 2025-02-07,217.6699981689453 2025-02-10,215.72999572753903 2025-02-11,211.57000732421875 2025-02-12,209.6300048828125 2025-02-13,210.22999572753903 2025-02-14,212.6199951171875 2025-02-18,214.77999877929688 2025-02-19,241.92999267578125 2025-02-20,229.00999450683597 2025-02-21,224.7100067138672 2025-02-24,222.80999755859372 2025-02-25,226.0399932861328 2025-02-26,226.9199981689453 2025-02-27,224.05999755859372 2025-02-28,228.92999267578125 2025-03-03,226.22000122070312 2025-03-04,220.1199951171875 2025-03-05,224.80999755859372 2025-03-06,221.91000366210935 2025-03-07,219.33999633789065 2025-03-10,215.32000732421875 2025-03-11,213.2100067138672 2025-03-12,215.6100006103516 2025-03-13,209.3699951171875 2025-03-14,213.8999938964844 2025-03-17,212.44000244140625 2025-03-18,206.6300048828125 2025-03-19,208.7700042724609 2025-03-20,208.7100067138672 2025-03-21,210.19000244140625 2025-03-24,214.47000122070312 2025-03-25,218.57000732421875 2025-03-26,216.8300018310547 2025-03-27,216.9600067138672 2025-03-28,213.66000366210935 2025-03-31,217.1300048828125 2025-04-01,217.57000732421875 2025-04-02,218.07000732421875 2025-04-03,185.33999633789065 2025-04-04,178.4600067138672 2025-04-07,180.8600006103516 2025-04-08,173.6300048828125 2025-04-09,192.7100067138672 2025-04-10,186.8300018310547 2025-04-11,189.77999877929688 2025-04-14,192.1000061035156 2025-04-15,192.30999755859372 2025-04-16,188.9600067138672 2025-04-17,190.6100006103516 2025-04-21,186.8300018310547 2025-04-22,191.41000366210935 2025-04-23,193.8300018310547 2025-04-24,199.1100006103516 2025-04-25,198.9600067138672 2025-04-28,200.6300048828125 2025-04-29,204.1000061035156 2025-04-30,186.8699951171875 2025-05-01,186.77999877929688 2025-05-02,191.77999877929688 ", 3106,US,technical,"From November 29, 2024 to January 08, 2025, what is Coinbase's Annualized Volatility? (252 trading days per year; unit: %) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",75.0982,easy,risk,r_t = P_t / P_{t-1} - 1; AnnVol = \sigma(r) * \sqrt{252} * 100%,"date,close 2024-11-27,310.9800109863281 2024-11-29,296.20001220703125 2024-12-02,302.3999938964844 2024-12-03,309.3500061035156 2024-12-04,330.94000244140625 2024-12-05,320.57000732421875 2024-12-06,343.6199951171875 2024-12-09,310.5199890136719 2024-12-10,302.4200134277344 2024-12-11,313.8099975585937 2024-12-12,312.9599914550781 2024-12-13,310.5799865722656 2024-12-16,315.3099975585937 2024-12-17,311.6400146484375 2024-12-18,279.8599853515625 2024-12-19,273.9200134277344 2024-12-20,278.7099914550781 2024-12-23,268.1499938964844 2024-12-24,279.6199951171875 2024-12-26,274.4100036621094 2024-12-27,265.7099914550781 2024-12-30,255.55999755859372 2024-12-31,248.3000030517578 2025-01-02,257.2099914550781 2025-01-03,270.6499938964844 2025-01-06,287.760009765625 2025-01-07,264.3299865722656 2025-01-08,260.010009765625 ", 3107,US,technical,"What was FedEx's Annualized Volatility during the period July 11, 2023 to May 02, 2024? (252 trading days per year; unit: %) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",25.2319,easy,risk,r_t = P_t / P_{t-1} - 1; AnnVol = \sigma(r) * \sqrt{252} * 100%,"date,close 2023-07-10,251.69000244140625 2023-07-11,258.3999938964844 2023-07-12,261.6099853515625 2023-07-13,258.4599914550781 2023-07-14,257.45001220703125 2023-07-17,254.72999572753903 2023-07-18,261.9700012207031 2023-07-19,260.260009765625 2023-07-20,263.5400085449219 2023-07-21,259.6700134277344 2023-07-24,258.7699890136719 2023-07-25,259.6600036621094 2023-07-26,268.1300048828125 2023-07-27,265.3699951171875 2023-07-28,268.8500061035156 2023-07-31,269.95001220703125 2023-08-01,268.1600036621094 2023-08-02,265.45001220703125 2023-08-03,263.5199890136719 2023-08-04,263.0 2023-08-07,264.3599853515625 2023-08-08,268.260009765625 2023-08-09,265.4800109863281 2023-08-10,266.5299987792969 2023-08-11,265.7699890136719 2023-08-14,266.94000244140625 2023-08-15,265.54998779296875 2023-08-16,265.07000732421875 2023-08-17,264.9100036621094 2023-08-18,262.6499938964844 2023-08-21,259.94000244140625 2023-08-22,258.9800109863281 2023-08-23,260.45001220703125 2023-08-24,258.7799987792969 2023-08-25,258.7300109863281 2023-08-28,258.3500061035156 2023-08-29,260.5799865722656 2023-08-30,263.8900146484375 2023-08-31,261.0199890136719 2023-09-01,260.9700012207031 2023-09-05,256.6199951171875 2023-09-06,257.4700012207031 2023-09-07,256.1600036621094 2023-09-08,253.30999755859372 2023-09-11,254.6999969482422 2023-09-12,251.47000122070312 2023-09-13,252.16000366210935 2023-09-14,257.0299987792969 2023-09-15,254.0800018310547 2023-09-18,249.3000030517578 2023-09-19,249.9900054931641 2023-09-20,250.5200042724609 2023-09-21,261.8500061035156 2023-09-22,261.0899963378906 2023-09-25,266.42999267578125 2023-09-26,261.3900146484375 2023-09-27,262.7099914550781 2023-09-28,266.44000244140625 2023-09-29,264.9200134277344 2023-10-02,265.1099853515625 2023-10-03,260.19000244140625 2023-10-04,260.04998779296875 2023-10-05,259.1600036621094 2023-10-06,257.8999938964844 2023-10-09,255.72000122070312 2023-10-10,256.7900085449219 2023-10-11,255.4600067138672 2023-10-12,252.0399932861328 2023-10-13,242.83999633789065 2023-10-16,247.55999755859372 2023-10-17,248.02999877929688 2023-10-18,243.6100006103516 2023-10-19,243.2899932861328 2023-10-20,240.6199951171875 2023-10-23,237.97000122070312 2023-10-24,241.67999267578125 2023-10-25,235.2100067138672 2023-10-26,227.92999267578125 2023-10-27,228.83999633789065 2023-10-30,236.82000732421875 2023-10-31,240.1000061035156 2023-11-01,243.22999572753903 2023-11-02,247.25 2023-11-03,247.13999938964844 2023-11-06,245.3300018310547 2023-11-07,244.1999969482422 2023-11-08,245.3699951171875 2023-11-09,241.19000244140625 2023-11-10,246.02999877929688 2023-11-13,245.38999938964844 2023-11-14,254.17999267578125 2023-11-15,257.4200134277344 2023-11-16,254.94000244140625 2023-11-17,255.9499969482422 2023-11-20,255.5399932861328 2023-11-21,255.8600006103516 2023-11-22,256.4599914550781 2023-11-24,257.6099853515625 2023-11-27,253.6000061035156 2023-11-28,253.41000366210935 2023-11-29,253.92999267578125 2023-11-30,258.8299865722656 2023-12-01,264.4200134277344 2023-12-04,265.6000061035156 2023-12-05,266.0799865722656 2023-12-06,267.2099914550781 2023-12-07,267.6300048828125 2023-12-08,272.2099914550781 2023-12-11,271.3800048828125 2023-12-12,273.010009765625 2023-12-13,273.8299865722656 2023-12-14,279.4599914550781 2023-12-15,281.2900085449219 2023-12-18,281.9200134277344 2023-12-19,280.0 2023-12-20,246.25 2023-12-21,247.3600006103516 2023-12-22,248.02999877929688 2023-12-26,251.9900054931641 2023-12-27,250.94000244140625 2023-12-28,253.5800018310547 2023-12-29,252.97000122070312 2024-01-02,252.2400054931641 2024-01-03,247.63999938964844 2024-01-04,245.2899932861328 2024-01-05,246.80999755859372 2024-01-08,248.58999633789065 2024-01-09,247.25 2024-01-10,250.80999755859372 2024-01-11,250.8500061035156 2024-01-12,248.57000732421875 2024-01-16,245.0399932861328 2024-01-17,243.2899932861328 2024-01-18,244.07000732421875 2024-01-19,246.52999877929688 2024-01-22,250.69000244140625 2024-01-23,250.8500061035156 2024-01-24,249.72999572753903 2024-01-25,253.1300048828125 2024-01-26,251.5500030517578 2024-01-29,248.02999877929688 2024-01-30,243.7700042724609 2024-01-31,241.2899932861328 2024-02-01,241.9499969482422 2024-02-02,242.3600006103516 2024-02-05,238.30999755859372 2024-02-06,241.32000732421875 2024-02-07,242.1300048828125 2024-02-08,241.75 2024-02-09,242.6199951171875 2024-02-12,244.44000244140625 2024-02-13,236.38999938964844 2024-02-14,236.8300018310547 2024-02-15,236.5200042724609 2024-02-16,237.58999633789065 2024-02-20,239.5399932861328 2024-02-21,241.41000366210935 2024-02-22,244.16000366210935 2024-02-23,243.4600067138672 2024-02-26,241.1199951171875 2024-02-27,241.3999938964844 2024-02-28,244.3699951171875 2024-02-29,248.97000122070312 2024-03-01,246.6000061035156 2024-03-04,246.7700042724609 2024-03-05,248.72000122070312 2024-03-06,248.3999938964844 2024-03-07,250.2400054931641 2024-03-08,247.67999267578125 2024-03-11,252.6999969482422 2024-03-12,254.22000122070312 2024-03-13,255.22000122070312 2024-03-14,255.52999877929688 2024-03-15,253.2899932861328 2024-03-18,253.17999267578125 2024-03-19,256.6199951171875 2024-03-20,259.989990234375 2024-03-21,264.8500061035156 2024-03-22,284.32000732421875 2024-03-25,282.57000732421875 2024-03-26,288.989990234375 2024-03-27,287.8800048828125 2024-03-28,289.739990234375 2024-04-01,280.1300048828125 2024-04-02,275.2900085449219 2024-04-03,278.489990234375 2024-04-04,275.510009765625 2024-04-05,273.5199890136719 2024-04-08,275.57000732421875 2024-04-09,276.3699951171875 2024-04-10,270.29998779296875 2024-04-11,272.17999267578125 2024-04-12,267.79998779296875 2024-04-15,266.739990234375 2024-04-16,264.94000244140625 2024-04-17,263.07000732421875 2024-04-18,263.3699951171875 2024-04-19,266.989990234375 2024-04-22,270.1499938964844 2024-04-23,271.75 2024-04-24,266.07000732421875 2024-04-25,265.5199890136719 2024-04-26,265.8399963378906 2024-04-29,265.8599853515625 2024-04-30,261.7799987792969 2024-05-01,260.7300109863281 2024-05-02,262.0299987792969 ", 3108,US,technical,"For Annualized Volatility, what is Equinix's value from January 19, 2021 to October 10, 2021? (252 trading days per year; unit: %) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",25.2698,easy,risk,r_t = P_t / P_{t-1} - 1; AnnVol = \sigma(r) * \sqrt{252} * 100%,"date,close 2021-01-15,707.760009765625 2021-01-19,716.3200073242188 2021-01-20,727.739990234375 2021-01-21,719.9000244140625 2021-01-22,721.1599731445312 2021-01-25,723.1599731445312 2021-01-26,735.239990234375 2021-01-27,731.7000122070312 2021-01-28,738.22998046875 2021-01-29,739.9600219726562 2021-02-01,756.719970703125 2021-02-02,768.5700073242188 2021-02-03,754.8900146484375 2021-02-04,746.9099731445312 2021-02-05,754.2899780273438 2021-02-08,747.4099731445312 2021-02-09,750.469970703125 2021-02-10,751.0 2021-02-11,717.7000122070312 2021-02-12,709.8099975585938 2021-02-16,688.0900268554688 2021-02-17,694.4299926757812 2021-02-18,685.5599975585938 2021-02-19,680.219970703125 2021-02-22,667.3400268554688 2021-02-23,658.8200073242188 2021-02-24,639.0 2021-02-25,638.3699951171875 2021-02-26,648.3400268554688 2021-03-01,648.260009765625 2021-03-02,640.0499877929688 2021-03-03,611.3400268554688 2021-03-04,603.5700073242188 2021-03-05,610.5599975585938 2021-03-08,594.9199829101562 2021-03-09,622.7100219726562 2021-03-10,638.7000122070312 2021-03-11,654.5900268554688 2021-03-12,668.0 2021-03-15,669.5499877929688 2021-03-16,671.3300170898438 2021-03-17,656.4500122070312 2021-03-18,646.8300170898438 2021-03-19,653.0599975585938 2021-03-22,666.6900024414062 2021-03-23,675.77001953125 2021-03-24,662.3400268554688 2021-03-25,668.1199951171875 2021-03-26,683.6300048828125 2021-03-29,687.8400268554688 2021-03-30,674.8400268554688 2021-03-31,679.5900268554688 2021-04-01,678.0 2021-04-05,690.239990234375 2021-04-06,688.7100219726562 2021-04-07,684.4500122070312 2021-04-08,687.6900024414062 2021-04-09,687.4600219726562 2021-04-12,691.4299926757812 2021-04-13,705.77001953125 2021-04-14,694.3099975585938 2021-04-15,718.8499755859375 2021-04-16,708.1400146484375 2021-04-19,717.2899780273438 2021-04-20,726.219970703125 2021-04-21,726.1300048828125 2021-04-22,717.969970703125 2021-04-23,718.1099853515625 2021-04-26,716.969970703125 2021-04-27,713.8800048828125 2021-04-28,707.3800048828125 2021-04-29,706.0800170898438 2021-04-30,720.760009765625 2021-05-03,711.0499877929688 2021-05-04,710.030029296875 2021-05-05,693.0 2021-05-06,699.0800170898438 2021-05-07,713.4500122070312 2021-05-10,720.0 2021-05-11,718.0399780273438 2021-05-12,705.3599853515625 2021-05-13,715.4299926757812 2021-05-14,722.02001953125 2021-05-17,715.030029296875 2021-05-18,715.3300170898438 2021-05-19,715.3599853515625 2021-05-20,728.1199951171875 2021-05-21,725.219970703125 2021-05-24,723.2999877929688 2021-05-25,735.260009765625 2021-05-26,735.3900146484375 2021-05-27,735.0900268554688 2021-05-28,736.719970703125 2021-06-01,739.4199829101562 2021-06-02,758.1300048828125 2021-06-03,777.0399780273438 2021-06-04,785.3900146484375 2021-06-07,795.0599975585938 2021-06-08,816.6599731445312 2021-06-09,810.010009765625 2021-06-10,822.989990234375 2021-06-11,816.0399780273438 2021-06-14,823.989990234375 2021-06-15,809.0 2021-06-16,809.969970703125 2021-06-17,815.4600219726562 2021-06-18,822.77001953125 2021-06-21,822.5 2021-06-22,822.5700073242188 2021-06-23,803.5599975585938 2021-06-24,779.3200073242188 2021-06-25,783.4000244140625 2021-06-28,798.52001953125 2021-06-29,802.3300170898438 2021-06-30,802.5999755859375 2021-07-01,797.6400146484375 2021-07-02,800.5 2021-07-06,819.1099853515625 2021-07-07,827.8099975585938 2021-07-08,828.1900024414062 2021-07-09,820.3200073242188 2021-07-12,829.5499877929688 2021-07-13,823.0399780273438 2021-07-14,831.8400268554688 2021-07-15,834.0399780273438 2021-07-16,831.469970703125 2021-07-19,834.2999877929688 2021-07-20,832.6500244140625 2021-07-21,819.760009765625 2021-07-22,820.8200073242188 2021-07-23,833.47998046875 2021-07-26,829.510009765625 2021-07-27,841.8300170898438 2021-07-28,836.3099975585938 2021-07-29,786.3800048828125 2021-07-30,820.4099731445312 2021-08-02,818.989990234375 2021-08-03,820.3099975585938 2021-08-04,828.3400268554688 2021-08-05,830.6199951171875 2021-08-06,820.1500244140625 2021-08-09,814.989990234375 2021-08-10,797.969970703125 2021-08-11,806.8800048828125 2021-08-12,811.719970703125 2021-08-13,814.0900268554688 2021-08-16,822.9400024414062 2021-08-17,827.8099975585938 2021-08-18,814.27001953125 2021-08-19,833.9600219726562 2021-08-20,835.6300048828125 2021-08-23,835.5700073242188 2021-08-24,820.239990234375 2021-08-25,807.530029296875 2021-08-26,824.989990234375 2021-08-27,824.8099975585938 2021-08-30,840.030029296875 2021-08-31,843.4500122070312 2021-09-01,868.8400268554688 2021-09-02,874.4299926757812 2021-09-03,882.8300170898438 2021-09-07,881.760009765625 2021-09-08,882.3099975585938 2021-09-09,854.5599975585938 2021-09-10,844.0 2021-09-13,839.5399780273438 2021-09-14,834.8900146484375 2021-09-15,843.4400024414062 2021-09-16,853.25 2021-09-17,872.5800170898438 2021-09-20,850.22998046875 2021-09-21,848.2000122070312 2021-09-22,860.1199951171875 2021-09-23,848.010009765625 2021-09-24,834.6799926757812 2021-09-27,807.530029296875 2021-09-28,798.9400024414062 2021-09-29,801.5800170898438 2021-09-30,790.1300048828125 2021-10-01,789.3200073242188 2021-10-04,785.6099853515625 2021-10-05,760.0700073242188 2021-10-06,762.3200073242188 2021-10-07,766.489990234375 2021-10-08,750.9600219726562 ", 3109,US,technical,"Calculate Fiserv's Annualized Volatility from January 12, 2021 to April 08, 2021. (252 trading days per year; unit: %) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",25.1422,easy,risk,r_t = P_t / P_{t-1} - 1; AnnVol = \sigma(r) * \sqrt{252} * 100%,"date,close 2021-01-11,115.0500030517578 2021-01-12,111.1999969482422 2021-01-13,110.23999786376952 2021-01-14,107.9800033569336 2021-01-15,108.1999969482422 2021-01-19,107.66999816894533 2021-01-20,109.13999938964844 2021-01-21,108.9499969482422 2021-01-22,107.27999877929688 2021-01-25,106.70999908447266 2021-01-26,106.20999908447266 2021-01-27,103.22000122070312 2021-01-28,105.25 2021-01-29,102.69000244140624 2021-02-01,106.5 2021-02-02,110.0199966430664 2021-02-03,110.1999969482422 2021-02-04,112.23999786376952 2021-02-05,112.22000122070312 2021-02-08,113.4000015258789 2021-02-09,113.4499969482422 2021-02-10,109.41999816894533 2021-02-11,108.4800033569336 2021-02-12,109.98999786376952 2021-02-16,110.1999969482422 2021-02-17,111.06999969482422 2021-02-18,113.0500030517578 2021-02-19,111.36000061035156 2021-02-22,113.36000061035156 2021-02-23,115.5999984741211 2021-02-24,119.06999969482422 2021-02-25,116.29000091552734 2021-02-26,115.37000274658205 2021-03-01,116.68000030517578 2021-03-02,115.68000030517578 2021-03-03,115.8000030517578 2021-03-04,115.5500030517578 2021-03-05,119.69000244140624 2021-03-08,121.5 2021-03-09,122.5 2021-03-10,123.86000061035156 2021-03-11,124.11000061035156 2021-03-12,124.12999725341795 2021-03-15,124.0 2021-03-16,124.12000274658205 2021-03-17,123.52999877929688 2021-03-18,122.41000366210938 2021-03-19,121.87000274658205 2021-03-22,121.70999908447266 2021-03-23,121.29000091552734 2021-03-24,123.25 2021-03-25,122.9499969482422 2021-03-26,123.61000061035156 2021-03-29,121.48999786376952 2021-03-30,120.76000213623048 2021-03-31,119.04000091552734 2021-04-01,122.16999816894533 2021-04-05,122.87000274658205 2021-04-06,123.69000244140624 2021-04-07,123.12000274658205 2021-04-08,124.1500015258789 ", 3110,US,technical,"What is the value of Skewness for L3Harris from December 03, 2022 to December 21, 2022? Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",-0.6476,easy,risk,Skew(r) = E[(r - \mu)^3] / \sigma^3,"date,close 2022-12-02,230.0 2022-12-05,224.7100067138672 2022-12-06,218.75999450683597 2022-12-07,217.91000366210935 2022-12-08,217.80999755859372 2022-12-09,215.52999877929688 2022-12-12,217.58999633789065 2022-12-13,216.1499938964844 2022-12-14,218.0399932861328 2022-12-15,216.47999572753903 2022-12-16,213.2700042724609 2022-12-19,205.5500030517578 2022-12-20,205.6000061035156 2022-12-21,206.97999572753903 ", 3111,US,technical,"From January 04, 2020 to October 21, 2020, what is DTE Energy's Skewness? Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",-0.4887,easy,risk,Skew(r) = E[(r - \mu)^3] / \sigma^3,"date,close 2020-01-03,109.79574584960938 2020-01-06,109.77021026611328 2020-01-07,109.40425872802734 2020-01-08,109.3446807861328 2020-01-09,109.49787139892578 2020-01-10,109.73616790771484 2020-01-13,110.28936004638672 2020-01-14,110.8595733642578 2020-01-15,112.33191680908205 2020-01-16,113.12340545654295 2020-01-17,113.89787292480467 2020-01-21,113.98297882080078 2020-01-22,112.86808776855467 2020-01-23,113.95744323730467 2020-01-24,112.98723602294922 2020-01-27,112.58723449707033 2020-01-28,112.73191833496094 2020-01-29,112.2978744506836 2020-01-30,113.31914520263672 2020-01-31,112.8595733642578 2020-02-03,113.85531616210938 2020-02-04,113.27659606933594 2020-02-05,114.42552947998048 2020-02-06,114.22127532958984 2020-02-07,113.71063995361328 2020-02-10,113.58297729492188 2020-02-11,114.0595703125 2020-02-12,113.8297882080078 2020-02-13,113.65957641601562 2020-02-14,114.0595703125 2020-02-18,114.59574127197266 2020-02-19,114.10212707519533 2020-02-20,114.0 2020-02-21,114.8595733642578 2020-02-24,113.07234191894533 2020-02-25,109.03829956054688 2020-02-26,106.15319061279295 2020-02-27,100.43404388427734 2020-02-28,95.03829956054688 2020-03-02,99.26808166503906 2020-03-03,96.1872329711914 2020-03-04,101.5404281616211 2020-03-05,98.9446792602539 2020-03-06,98.82553100585938 2020-03-09,87.25957489013672 2020-03-10,91.92340087890624 2020-03-11,88.60425567626953 2020-03-12,77.5999984741211 2020-03-13,82.07659912109375 2020-03-16,70.66383361816406 2020-03-17,75.2170181274414 2020-03-18,65.53191375732422 2020-03-19,72.68936157226562 2020-03-20,70.63829803466797 2020-03-23,65.3702163696289 2020-03-24,73.63404083251953 2020-03-25,78.70638275146484 2020-03-26,83.38723754882812 2020-03-27,83.00425720214844 2020-03-30,84.62127685546875 2020-03-31,80.82553100585938 2020-04-01,74.96170043945312 2020-04-02,75.88935852050781 2020-04-03,74.15319061279297 2020-04-06,81.73616790771484 2020-04-07,82.93617248535156 2020-04-08,88.37446594238281 2020-04-09,94.68085479736328 2020-04-13,92.4595718383789 2020-04-14,92.20425415039062 2020-04-15,89.19149017333984 2020-04-16,86.44255065917969 2020-04-17,90.0851058959961 2020-04-20,85.75318908691406 2020-04-21,84.37446594238281 2020-04-22,87.1148910522461 2020-04-23,85.96595764160156 2020-04-24,87.67659759521484 2020-04-27,87.38723754882812 2020-04-28,90.485107421875 2020-04-29,91.31063842773438 2020-04-30,88.28936004638672 2020-05-01,85.68510437011719 2020-05-04,85.8127670288086 2020-05-05,87.1574478149414 2020-05-06,85.5404281616211 2020-05-07,84.01702117919922 2020-05-08,86.17872619628906 2020-05-11,84.0255355834961 2020-05-12,84.47659301757812 2020-05-13,81.66808319091797 2020-05-14,83.40425872802734 2020-05-15,82.85106658935547 2020-05-18,87.86383056640625 2020-05-19,87.5404281616211 2020-05-20,87.8723373413086 2020-05-21,85.99148559570312 2020-05-22,86.91063690185547 2020-05-26,89.65957641601562 2020-05-27,90.63829803466795 2020-05-28,91.71063995361328 2020-05-29,91.54893493652344 2020-06-01,92.2723388671875 2020-06-02,93.96595764160156 2020-06-03,96.20425415039062 2020-06-04,94.57872009277344 2020-06-05,97.76170349121094 2020-06-08,99.92340087890624 2020-06-09,97.8723373413086 2020-06-10,96.11914825439452 2020-06-11,89.36170196533203 2020-06-12,89.42127990722656 2020-06-15,90.22978973388672 2020-06-16,91.89787292480467 2020-06-17,91.2170181274414 2020-06-18,91.6851043701172 2020-06-19,88.30638122558594 2020-06-22,90.85106658935548 2020-06-23,91.28510284423828 2020-06-24,89.59149169921875 2020-06-25,89.29361724853516 2020-06-26,88.61276245117188 2020-06-29,90.68936157226562 2020-06-30,91.48936462402344 2020-07-01,93.61701965332033 2020-07-02,93.59149169921876 2020-07-06,92.28085327148438 2020-07-07,91.1404266357422 2020-07-08,91.8297882080078 2020-07-09,90.7829818725586 2020-07-10,91.49787139892578 2020-07-13,92.34893798828124 2020-07-14,92.57872009277344 2020-07-15,92.93617248535156 2020-07-16,93.36170196533205 2020-07-17,94.90213012695312 2020-07-20,92.9446792602539 2020-07-21,94.56169891357422 2020-07-22,97.40425872802734 2020-07-23,97.8297882080078 2020-07-24,97.50638580322266 2020-07-27,97.02978515625 2020-07-28,97.55744934082033 2020-07-29,98.0595703125 2020-07-30,97.61701965332033 2020-07-31,98.40850830078124 2020-08-03,96.91063690185548 2020-08-04,98.41702270507812 2020-08-05,98.2978744506836 2020-08-06,99.52340698242188 2020-08-07,101.1574478149414 2020-08-10,102.32340240478516 2020-08-11,99.90637969970705 2020-08-12,101.1148910522461 2020-08-13,100.56169891357422 2020-08-14,100.17872619628906 2020-08-17,99.60851287841795 2020-08-18,99.17446899414062 2020-08-19,99.59149169921876 2020-08-20,98.26383209228516 2020-08-21,98.57872009277344 2020-08-24,100.4000015258789 2020-08-25,99.57447052001952 2020-08-26,98.50212860107422 2020-08-27,99.59149169921876 2020-08-28,100.30638122558594 2020-08-31,100.99574279785156 2020-09-01,100.24681091308594 2020-09-02,102.51914978027344 2020-09-03,101.37872314453124 2020-09-04,101.1148910522461 2020-09-08,100.49361419677734 2020-09-09,101.88085174560548 2020-09-10,100.3574447631836 2020-09-11,100.8000030517578 2020-09-14,102.45106506347656 2020-09-15,100.90213012695312 2020-09-16,101.31063842773438 2020-09-17,99.455322265625 2020-09-18,95.3446807861328 2020-09-21,94.72340393066406 2020-09-22,95.3276596069336 2020-09-23,95.23403930664062 2020-09-24,96.16170501708984 2020-09-25,97.63404083251952 2020-09-28,97.71063995361328 2020-09-29,97.36170196533205 2020-09-30,97.90637969970705 2020-10-01,96.544677734375 2020-10-02,97.1574478149414 2020-10-05,97.455322265625 2020-10-06,98.2127685546875 2020-10-07,97.455322265625 2020-10-08,103.71914672851562 2020-10-09,102.3744659423828 2020-10-12,102.79148864746094 2020-10-13,101.33616638183594 2020-10-14,101.61701965332033 2020-10-15,100.3744659423828 2020-10-16,101.53191375732422 2020-10-19,100.5702133178711 2020-10-20,103.26808166503906 2020-10-21,103.3702163696289 ", 3112,US,technical,"What was Fidelity National Information Services's Skewness during the period February 17, 2024 to March 21, 2024? Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.5522,easy,risk,Skew(r) = E[(r - \mu)^3] / \sigma^3,"date,close 2024-02-16,63.650001525878906 2024-02-20,62.959999084472656 2024-02-21,63.45000076293945 2024-02-22,64.0999984741211 2024-02-23,64.27999877929688 2024-02-26,67.33000183105469 2024-02-27,66.9800033569336 2024-02-28,66.87000274658203 2024-02-29,69.19000244140625 2024-03-01,69.20999908447266 2024-03-04,69.44999694824219 2024-03-05,69.75 2024-03-06,69.83000183105469 2024-03-07,69.1500015258789 2024-03-08,69.6500015258789 2024-03-11,69.75 2024-03-12,69.55000305175781 2024-03-13,68.9000015258789 2024-03-14,68.22000122070312 2024-03-15,69.12000274658203 2024-03-18,69.30000305175781 2024-03-19,69.86000061035156 2024-03-20,70.69999694824219 2024-03-21,72.26000213623047 ", 3113,US,technical,"For Skewness, what is Royal Caribbean Group's value from April 26, 2024 to December 21, 2024? Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",-0.083,easy,risk,Skew(r) = E[(r - \mu)^3] / \sigma^3,"date,close 2024-04-25,137.47000122070312 2024-04-26,140.58999633789062 2024-04-29,143.36000061035156 2024-04-30,139.6300048828125 2024-05-01,137.52000427246094 2024-05-02,137.3800048828125 2024-05-03,138.2100067138672 2024-05-06,143.25 2024-05-07,141.58999633789062 2024-05-08,141.67999267578125 2024-05-09,141.74000549316406 2024-05-10,141.0399932861328 2024-05-13,140.83999633789062 2024-05-14,140.8000030517578 2024-05-15,140.63999938964844 2024-05-16,142.86000061035156 2024-05-17,141.9199981689453 2024-05-20,147.6999969482422 2024-05-21,150.75 2024-05-22,147.3699951171875 2024-05-23,146.30999755859375 2024-05-24,148.42999267578125 2024-05-28,150.1300048828125 2024-05-29,147.9600067138672 2024-05-30,147.49000549316406 2024-05-31,147.67999267578125 2024-06-03,150.97000122070312 2024-06-04,155.16000366210938 2024-06-05,156.3300018310547 2024-06-06,154.5500030517578 2024-06-07,154.57000732421875 2024-06-10,155.39999389648438 2024-06-11,153.19000244140625 2024-06-12,157.47999572753906 2024-06-13,155.27999877929688 2024-06-14,148.5 2024-06-17,149.1199951171875 2024-06-18,151.47999572753906 2024-06-20,150.2100067138672 2024-06-21,151.1199951171875 2024-06-24,154.52000427246094 2024-06-25,160.72999572753906 2024-06-26,161.39999389648438 2024-06-27,160.2100067138672 2024-06-28,159.42999267578125 2024-07-01,156.47000122070312 2024-07-02,156.61000061035156 2024-07-03,155.3800048828125 2024-07-05,156.77999877929688 2024-07-08,160.8300018310547 2024-07-09,163.1300048828125 2024-07-10,162.67999267578125 2024-07-11,163.17999267578125 2024-07-12,166.39999389648438 2024-07-15,167.72000122070312 2024-07-16,172.0800018310547 2024-07-17,164.4600067138672 2024-07-18,164.19000244140625 2024-07-19,168.2899932861328 2024-07-22,168.52999877929688 2024-07-23,170.72999572753906 2024-07-24,164.50999450683594 2024-07-25,152.02000427246094 2024-07-26,153.55999755859375 2024-07-29,155.13999938964844 2024-07-30,156.94000244140625 2024-07-31,156.72000122070312 2024-08-01,148.08999633789062 2024-08-02,138.85000610351562 2024-08-05,139.77000427246094 2024-08-06,150.25999450683594 2024-08-07,147.52999877929688 2024-08-08,155.89999389648438 2024-08-09,155.75 2024-08-12,153.86000061035156 2024-08-13,154.5800018310547 2024-08-14,152.7100067138672 2024-08-15,160.25999450683594 2024-08-16,157.8000030517578 2024-08-19,161.42999267578125 2024-08-20,158.83999633789062 2024-08-21,158.1199951171875 2024-08-22,157.88999938964844 2024-08-23,163.0800018310547 2024-08-26,162.0500030517578 2024-08-27,169.02000427246094 2024-08-28,166.94000244140625 2024-08-29,166.83999633789062 2024-08-30,164.6199951171875 2024-09-03,159.64999389648438 2024-09-04,158.77000427246094 2024-09-05,158.02000427246094 2024-09-06,156.5500030517578 2024-09-09,160.25999450683594 2024-09-10,158.3000030517578 2024-09-11,162.14999389648438 2024-09-12,165.57000732421875 2024-09-13,167.9600067138672 2024-09-16,169.74000549316406 2024-09-17,168.39999389648438 2024-09-18,168.5500030517578 2024-09-19,171.55999755859375 2024-09-20,174.0500030517578 2024-09-23,175.89999389648438 2024-09-24,179.6300048828125 2024-09-25,177.41000366210938 2024-09-26,182.80999755859372 2024-09-27,177.5399932861328 2024-09-30,177.36000061035156 2024-10-01,173.22999572753906 2024-10-02,174.9600067138672 2024-10-03,173.16000366210938 2024-10-04,179.44000244140625 2024-10-07,179.7899932861328 2024-10-08,183.38999938964844 2024-10-09,193.02999877929688 2024-10-10,193.58999633789065 2024-10-11,195.69000244140625 2024-10-14,196.77999877929688 2024-10-15,202.4199981689453 2024-10-16,201.7400054931641 2024-10-17,201.2100067138672 2024-10-18,199.94000244140625 2024-10-21,199.91000366210935 2024-10-22,203.3500061035156 2024-10-23,201.13999938964844 2024-10-24,203.0500030517578 2024-10-25,200.91000366210935 2024-10-28,203.5200042724609 2024-10-29,210.1000061035156 2024-10-30,208.3600006103516 2024-10-31,206.3500061035156 2024-11-01,202.05999755859372 2024-11-04,204.38999938964844 2024-11-05,210.7700042724609 2024-11-06,226.63999938964844 2024-11-07,220.5200042724609 2024-11-08,225.2700042724609 2024-11-11,234.82000732421875 2024-11-12,237.4199981689453 2024-11-13,234.25 2024-11-14,233.00999450683597 2024-11-15,231.4900054931641 2024-11-18,231.75999450683597 2024-11-19,234.6699981689453 2024-11-20,235.8699951171875 2024-11-21,237.57000732421875 2024-11-22,241.4900054931641 2024-11-25,240.38999938964844 2024-11-26,244.5 2024-11-27,241.6199951171875 2024-11-29,244.05999755859372 2024-12-02,246.41000366210935 2024-12-03,245.8999938964844 2024-12-04,249.7400054931641 2024-12-05,251.13999938964844 2024-12-06,258.0899963378906 2024-12-09,247.13999938964844 2024-12-10,245.66000366210935 2024-12-11,245.5200042724609 2024-12-12,244.1499938964844 2024-12-13,245.1699981689453 2024-12-16,243.0 2024-12-17,242.07000732421875 2024-12-18,229.52999877929688 2024-12-19,230.75999450683597 2024-12-20,238.42999267578125 ", 3114,US,technical,"Calculate Digital Realty's Skewness from August 27, 2024 to October 03, 2024. Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.6314,easy,risk,Skew(r) = E[(r - \mu)^3] / \sigma^3,"date,close 2024-08-26,150.58999633789062 2024-08-27,150.61000061035156 2024-08-28,150.11000061035156 2024-08-29,149.5 2024-08-30,151.61000061035156 2024-09-03,149.7899932861328 2024-09-04,149.08999633789062 2024-09-05,149.91000366210938 2024-09-06,148.22000122070312 2024-09-09,149.33999633789062 2024-09-10,156.75999450683594 2024-09-11,158.4199981689453 2024-09-12,160.49000549316406 2024-09-13,158.92999267578125 2024-09-16,160.8699951171875 2024-09-17,157.5800018310547 2024-09-18,158.25 2024-09-19,158.89999389648438 2024-09-20,158.6999969482422 2024-09-23,160.9600067138672 2024-09-24,162.1300048828125 2024-09-25,162.89999389648438 2024-09-26,162.05999755859375 2024-09-27,161.16000366210938 2024-09-30,161.8300018310547 2024-10-01,160.27000427246094 2024-10-02,159.60000610351562 2024-10-03,157.3000030517578 ", 3115,US,technical,"What is the value of Excess Kurtosis for Aptiv from January 29, 2024 to November 07, 2024? Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",12.4977,easy,risk,Kurt(r) = E[(r - \mu)^4] / \sigma^4 - 3,"date,close 2024-01-26,86.04000091552734 2024-01-29,87.44000244140625 2024-01-30,86.72000122070312 2024-01-31,81.33000183105469 2024-02-01,83.5 2024-02-02,83.5 2024-02-05,82.2300033569336 2024-02-06,84.19000244140625 2024-02-07,82.0199966430664 2024-02-08,81.29000091552734 2024-02-09,82.0199966430664 2024-02-12,83.77999877929688 2024-02-13,79.08999633789062 2024-02-14,79.13999938964844 2024-02-15,79.41000366210938 2024-02-16,78.95999908447266 2024-02-20,77.76000213623047 2024-02-21,77.62999725341797 2024-02-22,77.80000305175781 2024-02-23,77.2300033569336 2024-02-26,77.5199966430664 2024-02-27,78.83000183105469 2024-02-28,78.7699966430664 2024-02-29,79.48999786376953 2024-03-01,79.05000305175781 2024-03-04,78.48999786376953 2024-03-05,79.43000030517578 2024-03-06,78.12999725341797 2024-03-07,78.7699966430664 2024-03-08,78.19000244140625 2024-03-11,78.51000213623047 2024-03-12,78.70999908447266 2024-03-13,79.72000122070312 2024-03-14,76.19999694824219 2024-03-15,77.23999786376953 2024-03-18,77.80999755859375 2024-03-19,77.91999816894531 2024-03-20,79.01000213623047 2024-03-21,80.55999755859375 2024-03-22,78.72000122070312 2024-03-25,79.08999633789062 2024-03-26,76.58999633789062 2024-03-27,78.63999938964844 2024-03-28,79.6500015258789 2024-04-01,78.79000091552734 2024-04-02,77.16000366210938 2024-04-03,77.56999969482422 2024-04-04,75.2699966430664 2024-04-05,74.7300033569336 2024-04-08,76.06999969482422 2024-04-09,78.93000030517578 2024-04-10,74.94999694824219 2024-04-11,75.7699966430664 2024-04-12,74.19000244140625 2024-04-15,73.01000213623047 2024-04-16,71.94000244140625 2024-04-17,69.3499984741211 2024-04-18,69.31999969482422 2024-04-19,69.62999725341797 2024-04-22,70.0999984741211 2024-04-23,70.25 2024-04-24,71.4000015258789 2024-04-25,70.12999725341797 2024-04-26,71.20999908447266 2024-04-29,72.41000366210938 2024-04-30,71.0 2024-05-01,69.75 2024-05-02,77.79000091552734 2024-05-03,80.81999969482422 2024-05-06,84.4000015258789 2024-05-07,83.0 2024-05-08,83.19999694824219 2024-05-09,83.69000244140625 2024-05-10,82.77999877929688 2024-05-13,82.73999786376953 2024-05-14,82.83999633789062 2024-05-15,81.7300033569336 2024-05-16,82.29000091552734 2024-05-17,82.11000061035156 2024-05-20,81.94000244140625 2024-05-21,82.30999755859375 2024-05-22,81.70999908447266 2024-05-23,80.27999877929688 2024-05-24,82.55000305175781 2024-05-28,83.12999725341797 2024-05-29,81.5199966430664 2024-05-30,81.95999908447266 2024-05-31,83.26000213623047 2024-06-03,84.6500015258789 2024-06-04,83.79000091552734 2024-06-05,81.58999633789062 2024-06-06,81.30000305175781 2024-06-07,81.41999816894531 2024-06-10,79.66000366210938 2024-06-11,76.27999877929688 2024-06-12,75.2699966430664 2024-06-13,74.51000213623047 2024-06-14,70.30000305175781 2024-06-17,70.94999694824219 2024-06-18,70.62000274658203 2024-06-20,73.25 2024-06-21,75.20999908447266 2024-06-24,76.08999633789062 2024-06-25,73.36000061035156 2024-06-26,67.54000091552734 2024-06-27,68.9800033569336 2024-06-28,70.41999816894531 2024-07-01,68.44000244140625 2024-07-02,69.44000244140625 2024-07-03,69.79000091552734 2024-07-05,70.18000030517578 2024-07-08,69.68000030517578 2024-07-09,69.08000183105469 2024-07-10,69.5999984741211 2024-07-11,71.75 2024-07-12,72.72000122070312 2024-07-15,72.26000213623047 2024-07-16,73.41000366210938 2024-07-17,72.41000366210938 2024-07-18,71.68000030517578 2024-07-19,68.87000274658203 2024-07-22,69.93000030517578 2024-07-23,68.58999633789062 2024-07-24,67.08000183105469 2024-07-25,67.83000183105469 2024-07-26,68.73999786376953 2024-07-29,68.9000015258789 2024-07-30,67.62999725341797 2024-07-31,69.38999938964844 2024-08-01,73.12999725341797 2024-08-02,69.62999725341797 2024-08-05,69.12000274658203 2024-08-06,69.05000305175781 2024-08-07,67.91000366210938 2024-08-08,68.94000244140625 2024-08-09,67.63999938964844 2024-08-12,67.25 2024-08-13,67.97000122070312 2024-08-14,66.9800033569336 2024-08-15,68.69000244140625 2024-08-16,68.93000030517578 2024-08-19,70.98999786376953 2024-08-20,69.8499984741211 2024-08-21,70.87999725341797 2024-08-22,70.0999984741211 2024-08-23,72.29000091552734 2024-08-26,72.08999633789062 2024-08-27,70.83000183105469 2024-08-28,70.0199966430664 2024-08-29,70.91999816894531 2024-08-30,71.52999877929688 2024-09-03,70.11000061035156 2024-09-04,69.45999908447266 2024-09-05,70.97000122070312 2024-09-06,68.48999786376953 2024-09-09,69.08000183105469 2024-09-10,65.37999725341797 2024-09-11,65.47000122070312 2024-09-12,67.0 2024-09-13,68.94999694824219 2024-09-16,68.79000091552734 2024-09-17,70.22000122070312 2024-09-18,69.66999816894531 2024-09-19,70.5199966430664 2024-09-20,69.83999633789062 2024-09-23,71.55999755859375 2024-09-24,72.11000061035156 2024-09-25,70.55999755859375 2024-09-26,72.30999755859375 2024-09-27,74.23999786376953 2024-09-30,72.01000213623047 2024-10-01,70.5199966430664 2024-10-02,70.05000305175781 2024-10-03,68.97000122070312 2024-10-04,70.33000183105469 2024-10-07,70.47000122070312 2024-10-08,69.5999984741211 2024-10-09,71.36000061035156 2024-10-10,70.75 2024-10-11,71.29000091552734 2024-10-14,71.08999633789062 2024-10-15,70.0 2024-10-16,70.36000061035156 2024-10-17,69.9000015258789 2024-10-18,71.76000213623047 2024-10-21,70.0999984741211 2024-10-22,69.68000030517578 2024-10-23,69.52999877929688 2024-10-24,68.30999755859375 2024-10-25,69.30999755859375 2024-10-28,70.4000015258789 2024-10-29,69.1500015258789 2024-10-30,69.06999969482422 2024-10-31,56.83000183105469 2024-11-01,56.369998931884766 2024-11-04,55.93000030517578 2024-11-05,55.2400016784668 2024-11-06,53.83000183105469 2024-11-07,55.63999938964844 ", 3116,US,technical,"From April 01, 2024 to April 13, 2024, what is McCormick & Company's Excess Kurtosis? Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.2936,easy,risk,Kurt(r) = E[(r - \mu)^4] / \sigma^4 - 3,"date,close 2024-03-28,76.80999755859375 2024-04-01,76.62000274658203 2024-04-02,78.2699966430664 2024-04-03,76.25 2024-04-04,76.41000366210938 2024-04-05,75.47000122070312 2024-04-08,75.62999725341797 2024-04-09,75.62999725341797 2024-04-10,74.77999877929688 2024-04-11,73.41999816894531 2024-04-12,71.76000213623047 ", 3117,US,technical,"What was CDW Corporation's Excess Kurtosis during the period June 24, 2024 to February 16, 2025? Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",8.4851,easy,risk,Kurt(r) = E[(r - \mu)^4] / \sigma^4 - 3,"date,close 2024-06-21,235.4900054931641 2024-06-24,231.6100006103516 2024-06-25,224.6199951171875 2024-06-26,223.1300048828125 2024-06-27,224.05999755859372 2024-06-28,223.83999633789065 2024-07-01,219.19000244140625 2024-07-02,219.1199951171875 2024-07-03,218.1100006103516 2024-07-05,216.3000030517578 2024-07-08,216.8699951171875 2024-07-09,214.8000030517578 2024-07-10,218.8699951171875 2024-07-11,223.82000732421875 2024-07-12,228.5 2024-07-15,232.7700042724609 2024-07-16,239.83999633789065 2024-07-17,236.97999572753903 2024-07-18,233.6999969482422 2024-07-19,228.83999633789065 2024-07-22,232.5200042724609 2024-07-23,230.1499938964844 2024-07-24,229.2100067138672 2024-07-25,228.6199951171875 2024-07-26,229.7400054931641 2024-07-29,231.38999938964844 2024-07-30,232.47000122070312 2024-07-31,218.1100006103516 2024-08-01,213.58999633789065 2024-08-02,209.8500061035156 2024-08-05,206.6699981689453 2024-08-06,208.4499969482422 2024-08-07,208.9900054931641 2024-08-08,212.30999755859372 2024-08-09,213.72999572753903 2024-08-12,212.1000061035156 2024-08-13,215.8999938964844 2024-08-14,216.67999267578125 2024-08-15,221.8699951171875 2024-08-16,222.75999450683597 2024-08-19,219.1999969482422 2024-08-20,221.1499938964844 2024-08-21,224.94000244140625 2024-08-22,225.19000244140625 2024-08-23,229.7400054931641 2024-08-26,229.30999755859372 2024-08-27,226.9900054931641 2024-08-28,224.5 2024-08-29,223.1199951171875 2024-08-30,225.63999938964844 2024-09-03,217.6699981689453 2024-09-04,214.47999572753903 2024-09-05,214.82000732421875 2024-09-06,212.2100067138672 2024-09-09,214.13999938964844 2024-09-10,215.8600006103516 2024-09-11,215.8000030517578 2024-09-12,218.63999938964844 2024-09-13,220.1499938964844 2024-09-16,221.4499969482422 2024-09-17,223.32000732421875 2024-09-18,221.6199951171875 2024-09-19,227.8699951171875 2024-09-20,225.3000030517578 2024-09-23,224.1100006103516 2024-09-24,224.27999877929688 2024-09-25,221.27999877929688 2024-09-26,228.6300048828125 2024-09-27,226.5500030517578 2024-09-30,226.3000030517578 2024-10-01,217.80999755859372 2024-10-02,219.3500061035156 2024-10-03,218.25999450683597 2024-10-04,221.69000244140625 2024-10-07,220.4900054931641 2024-10-08,223.6100006103516 2024-10-09,225.6999969482422 2024-10-10,221.69000244140625 2024-10-11,222.0 2024-10-14,223.47999572753903 2024-10-15,220.1300048828125 2024-10-16,220.16000366210935 2024-10-17,221.17999267578125 2024-10-18,218.30999755859372 2024-10-21,220.3500061035156 2024-10-22,217.0800018310547 2024-10-23,217.6499938964844 2024-10-24,219.16000366210935 2024-10-25,217.00999450683597 2024-10-28,218.5 2024-10-29,219.8999938964844 2024-10-30,195.05999755859372 2024-10-31,188.22999572753903 2024-11-01,188.3800048828125 2024-11-04,191.1000061035156 2024-11-05,192.9900054931641 2024-11-06,202.7899932861328 2024-11-07,202.8999938964844 2024-11-08,199.8699951171875 2024-11-11,197.80999755859372 2024-11-12,191.91000366210935 2024-11-13,186.00999450683597 2024-11-14,180.7700042724609 2024-11-15,177.6300048828125 2024-11-18,178.07000732421875 2024-11-19,174.0500030517578 2024-11-20,175.99000549316406 2024-11-21,178.1699981689453 2024-11-22,178.9600067138672 2024-11-25,181.33999633789065 2024-11-26,177.8000030517578 2024-11-27,176.75 2024-11-29,175.92999267578125 2024-12-02,180.6199951171875 2024-12-03,179.6300048828125 2024-12-04,178.27999877929688 2024-12-05,178.3000030517578 2024-12-06,180.05999755859375 2024-12-09,182.4600067138672 2024-12-10,179.00999450683594 2024-12-11,178.25 2024-12-12,178.0500030517578 2024-12-13,176.05999755859375 2024-12-16,177.7899932861328 2024-12-17,176.66000366210938 2024-12-18,171.49000549316406 2024-12-19,173.27999877929688 2024-12-20,174.52999877929688 2024-12-23,175.55999755859375 2024-12-24,176.33999633789062 2024-12-26,177.1199951171875 2024-12-27,175.80999755859375 2024-12-30,173.35000610351562 2024-12-31,174.0399932861328 2025-01-02,170.02999877929688 2025-01-03,174.22999572753906 2025-01-06,179.2899932861328 2025-01-07,180.97999572753903 2025-01-08,181.33999633789065 2025-01-10,183.13999938964844 2025-01-13,180.9199981689453 2025-01-14,186.55999755859372 2025-01-15,187.4600067138672 2025-01-16,187.7899932861328 2025-01-17,188.72999572753903 2025-01-21,191.58999633789065 2025-01-22,194.3000030517578 2025-01-23,197.4900054931641 2025-01-24,195.1300048828125 2025-01-27,194.0399932861328 2025-01-28,194.75999450683597 2025-01-29,195.52999877929688 2025-01-30,197.75999450683597 2025-01-31,199.13999938964844 2025-02-03,198.44000244140625 2025-02-04,199.33999633789065 2025-02-05,206.1300048828125 2025-02-06,199.8600006103516 2025-02-07,192.0200042724609 2025-02-10,191.57000732421875 2025-02-11,191.7400054931641 2025-02-12,188.94000244140625 2025-02-13,187.58999633789065 2025-02-14,189.38999938964844 ", 3118,US,technical,"For Excess Kurtosis, what is TE Connectivity's value from June 19, 2023 to February 03, 2024? Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",4.2443,easy,risk,Kurt(r) = E[(r - \mu)^4] / \sigma^4 - 3,"date,close 2023-06-16,135.64999389648438 2023-06-20,135.2100067138672 2023-06-21,135.8000030517578 2023-06-22,134.50999450683594 2023-06-23,133.11000061035156 2023-06-26,133.94000244140625 2023-06-27,136.72999572753906 2023-06-28,137.0800018310547 2023-06-29,138.38999938964844 2023-06-30,140.16000366210938 2023-07-03,140.3800048828125 2023-07-05,139.42999267578125 2023-07-06,138.92999267578125 2023-07-07,139.82000732421875 2023-07-10,141.24000549316406 2023-07-11,141.24000549316406 2023-07-12,142.67999267578125 2023-07-13,142.3800048828125 2023-07-14,141.24000549316406 2023-07-17,142.77000427246094 2023-07-18,142.57000732421875 2023-07-19,143.08999633789062 2023-07-20,141.9499969482422 2023-07-21,141.0 2023-07-24,140.47000122070312 2023-07-25,141.1999969482422 2023-07-26,144.42999267578125 2023-07-27,143.85000610351562 2023-07-28,142.77000427246094 2023-07-31,143.49000549316406 2023-08-01,143.6199951171875 2023-08-02,141.30999755859375 2023-08-03,139.9199981689453 2023-08-04,138.5 2023-08-07,139.4199981689453 2023-08-08,137.39999389648438 2023-08-09,135.7100067138672 2023-08-10,135.0 2023-08-11,133.0399932861328 2023-08-14,133.4600067138672 2023-08-15,130.47000122070312 2023-08-16,129.4499969482422 2023-08-17,127.83999633789062 2023-08-18,127.6999969482422 2023-08-21,128.27999877929688 2023-08-22,127.7699966430664 2023-08-23,128.97000122070312 2023-08-24,127.55999755859376 2023-08-25,128.63999938964844 2023-08-28,129.75 2023-08-29,131.19000244140625 2023-08-30,131.92999267578125 2023-08-31,132.38999938964844 2023-09-01,133.27000427246094 2023-09-05,131.00999450683594 2023-09-06,130.05999755859375 2023-09-07,128.17999267578125 2023-09-08,127.86000061035156 2023-09-11,128.38999938964844 2023-09-12,128.47000122070312 2023-09-13,128.25 2023-09-14,129.19000244140625 2023-09-15,126.68000030517578 2023-09-18,126.97000122070312 2023-09-19,126.95999908447266 2023-09-20,125.44000244140624 2023-09-21,123.22000122070312 2023-09-22,123.04000091552734 2023-09-25,123.02999877929688 2023-09-26,120.5199966430664 2023-09-27,120.44000244140624 2023-09-28,123.80999755859376 2023-09-29,123.52999877929688 2023-10-02,123.22000122070312 2023-10-03,122.2300033569336 2023-10-04,123.41000366210938 2023-10-05,120.93000030517578 2023-10-06,123.97000122070312 2023-10-09,123.0999984741211 2023-10-10,124.33000183105467 2023-10-11,125.43000030517578 2023-10-12,124.5999984741211 2023-10-13,121.4499969482422 2023-10-16,124.27999877929688 2023-10-17,124.5199966430664 2023-10-18,122.0 2023-10-19,119.3499984741211 2023-10-20,117.5999984741211 2023-10-23,116.0500030517578 2023-10-24,118.05999755859376 2023-10-25,116.4800033569336 2023-10-26,117.5500030517578 2023-10-27,115.51000213623048 2023-10-30,116.33999633789062 2023-10-31,117.8499984741211 2023-11-01,122.86000061035156 2023-11-02,124.04000091552734 2023-11-03,125.76000213623048 2023-11-06,125.88999938964844 2023-11-07,125.04000091552734 2023-11-08,125.04000091552734 2023-11-09,124.0999984741211 2023-11-10,126.6500015258789 2023-11-13,124.97000122070312 2023-11-14,130.5500030517578 2023-11-15,131.77000427246094 2023-11-16,131.33999633789062 2023-11-17,131.4600067138672 2023-11-20,131.25999450683594 2023-11-21,130.7100067138672 2023-11-22,131.3300018310547 2023-11-24,131.05999755859375 2023-11-27,130.64999389648438 2023-11-28,130.19000244140625 2023-11-29,130.42999267578125 2023-11-30,131.0 2023-12-01,132.0 2023-12-04,131.0 2023-12-05,129.69000244140625 2023-12-06,131.22999572753906 2023-12-07,132.3699951171875 2023-12-08,133.32000732421875 2023-12-11,135.75999450683594 2023-12-12,135.5 2023-12-13,137.88999938964844 2023-12-14,143.33999633789062 2023-12-15,141.6199951171875 2023-12-18,140.97999572753906 2023-12-19,141.1199951171875 2023-12-20,138.50999450683594 2023-12-21,139.8800048828125 2023-12-22,140.97000122070312 2023-12-26,141.3300018310547 2023-12-27,140.77000427246094 2023-12-28,141.07000732421875 2023-12-29,140.5 2024-01-02,138.9199981689453 2024-01-03,137.1300048828125 2024-01-04,132.4600067138672 2024-01-05,132.35000610351562 2024-01-08,133.85000610351562 2024-01-09,133.16000366210938 2024-01-10,133.1699981689453 2024-01-11,132.10000610351562 2024-01-12,131.92999267578125 2024-01-16,130.74000549316406 2024-01-17,129.1300048828125 2024-01-18,130.4600067138672 2024-01-19,132.5399932861328 2024-01-22,133.1999969482422 2024-01-23,134.64999389648438 2024-01-24,143.6300048828125 2024-01-25,144.25999450683594 2024-01-26,144.47999572753906 2024-01-29,145.6699981689453 2024-01-30,145.22999572753906 2024-01-31,142.19000244140625 2024-02-01,142.25 2024-02-02,142.82000732421875 ", 3119,US,technical,"Calculate Edwards Lifesciences's Excess Kurtosis from May 10, 2021 to January 30, 2022. Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.2756,easy,risk,Kurt(r) = E[(r - \mu)^4] / \sigma^4 - 3,"date,close 2021-05-07,92.16999816894533 2021-05-10,90.4000015258789 2021-05-11,89.51000213623047 2021-05-12,87.47000122070312 2021-05-13,87.94000244140625 2021-05-14,89.48999786376953 2021-05-17,89.8499984741211 2021-05-18,90.06999969482422 2021-05-19,90.68000030517578 2021-05-20,92.8000030517578 2021-05-21,94.1999969482422 2021-05-24,95.4499969482422 2021-05-25,96.68000030517578 2021-05-26,96.0 2021-05-27,94.3499984741211 2021-05-28,95.9000015258789 2021-06-01,95.12000274658205 2021-06-02,93.37999725341795 2021-06-03,94.33999633789062 2021-06-04,95.87000274658205 2021-06-07,96.33999633789062 2021-06-08,96.9800033569336 2021-06-09,97.08000183105467 2021-06-10,99.94000244140624 2021-06-11,99.98999786376952 2021-06-14,100.95999908447266 2021-06-15,100.27999877929688 2021-06-16,100.13999938964844 2021-06-17,100.98999786376952 2021-06-18,100.70999908447266 2021-06-21,102.83999633789062 2021-06-22,104.5199966430664 2021-06-23,104.76000213623048 2021-06-24,103.8000030517578 2021-06-25,103.56999969482422 2021-06-28,102.58000183105467 2021-06-29,103.58999633789062 2021-06-30,103.56999969482422 2021-07-01,104.80999755859376 2021-07-02,106.58999633789062 2021-07-06,106.45999908447266 2021-07-07,107.87999725341795 2021-07-08,108.19000244140624 2021-07-09,107.51000213623048 2021-07-12,106.83999633789062 2021-07-13,106.73999786376952 2021-07-14,106.79000091552734 2021-07-15,106.33999633789062 2021-07-16,106.91999816894533 2021-07-19,102.91000366210938 2021-07-20,106.58000183105467 2021-07-21,106.0500030517578 2021-07-22,107.05999755859376 2021-07-23,109.4000015258789 2021-07-26,108.88999938964844 2021-07-27,109.9000015258789 2021-07-28,110.05999755859376 2021-07-29,111.62000274658205 2021-07-30,112.2699966430664 2021-08-02,113.27999877929688 2021-08-03,114.6999969482422 2021-08-04,114.45999908447266 2021-08-05,114.77999877929688 2021-08-06,115.20999908447266 2021-08-09,114.33000183105467 2021-08-10,111.9499969482422 2021-08-11,111.13999938964844 2021-08-12,111.7699966430664 2021-08-13,113.1500015258789 2021-08-16,114.36000061035156 2021-08-17,117.26000213623048 2021-08-18,116.26000213623048 2021-08-19,117.9499969482422 2021-08-20,118.9499969482422 2021-08-23,116.95999908447266 2021-08-24,118.08999633789062 2021-08-25,117.0199966430664 2021-08-26,116.95999908447266 2021-08-27,116.38999938964844 2021-08-30,118.04000091552734 2021-08-31,117.18000030517578 2021-09-01,119.43000030517578 2021-09-02,120.61000061035156 2021-09-03,121.06999969482422 2021-09-07,121.98999786376952 2021-09-08,122.75 2021-09-09,122.08000183105467 2021-09-10,120.88999938964844 2021-09-13,119.3499984741211 2021-09-14,120.94000244140624 2021-09-15,121.0199966430664 2021-09-16,120.69000244140624 2021-09-17,119.41999816894533 2021-09-20,117.98999786376952 2021-09-21,118.5 2021-09-22,119.66000366210938 2021-09-23,121.0199966430664 2021-09-24,120.06999969482422 2021-09-27,117.06999969482422 2021-09-28,113.86000061035156 2021-09-29,113.5199966430664 2021-09-30,113.20999908447266 2021-10-01,112.27999877929688 2021-10-04,106.37000274658205 2021-10-05,108.83000183105467 2021-10-06,109.4800033569336 2021-10-07,110.88999938964844 2021-10-08,108.7300033569336 2021-10-11,108.48999786376952 2021-10-12,108.80999755859376 2021-10-13,109.0999984741211 2021-10-14,111.56999969482422 2021-10-15,112.16000366210938 2021-10-18,111.08999633789062 2021-10-19,115.0 2021-10-20,115.5999984741211 2021-10-21,115.73999786376952 2021-10-22,116.58999633789062 2021-10-25,117.3000030517578 2021-10-26,116.98999786376952 2021-10-27,116.06999969482422 2021-10-28,116.51000213623048 2021-10-29,119.81999969482422 2021-11-01,115.55999755859376 2021-11-02,116.94000244140624 2021-11-03,117.25 2021-11-04,117.37000274658205 2021-11-05,118.6500015258789 2021-11-08,119.54000091552734 2021-11-09,120.04000091552734 2021-11-10,118.7699966430664 2021-11-11,114.30999755859376 2021-11-12,116.0 2021-11-15,116.69000244140624 2021-11-16,119.04000091552734 2021-11-17,118.3499984741211 2021-11-18,117.02999877929688 2021-11-19,117.02999877929688 2021-11-22,114.83999633789062 2021-11-23,112.62999725341795 2021-11-24,114.48999786376952 2021-11-26,109.5199966430664 2021-11-29,110.70999908447266 2021-11-30,107.30999755859376 2021-12-01,107.43000030517578 2021-12-02,109.81999969482422 2021-12-03,108.4800033569336 2021-12-06,111.95999908447266 2021-12-07,115.5199966430664 2021-12-08,119.45999908447266 2021-12-09,120.33999633789062 2021-12-10,121.83999633789062 2021-12-13,120.73999786376952 2021-12-14,116.9000015258789 2021-12-15,119.91000366210938 2021-12-16,119.56999969482422 2021-12-17,122.12000274658205 2021-12-20,120.02999877929688 2021-12-21,124.4000015258789 2021-12-22,127.83000183105467 2021-12-23,128.57000732421875 2021-12-27,130.5800018310547 2021-12-28,129.35000610351562 2021-12-29,130.63999938964844 2021-12-30,130.67999267578125 2021-12-31,129.5500030517578 2022-01-03,128.33999633789062 2022-01-04,127.88999938964844 2022-01-05,123.91999816894533 2022-01-06,123.2300033569336 2022-01-07,122.3000030517578 2022-01-10,120.12000274658205 2022-01-11,121.94000244140624 2022-01-12,122.26000213623048 2022-01-13,120.45999908447266 2022-01-14,118.26000213623048 2022-01-18,115.83000183105467 2022-01-19,116.16000366210938 2022-01-20,115.55999755859376 2022-01-21,112.6500015258789 2022-01-24,110.5999984741211 2022-01-25,109.48999786376952 2022-01-26,108.62999725341795 2022-01-27,101.95999908447266 2022-01-28,104.87000274658205 ", 3120,US,technical,"What is the value of Downside Deviation for Synchrony Financial from June 17, 2020 to July 04, 2020? (Default target return is 0; not annualized) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.0304,easy,risk,"DD = \sqrt{1 / N * \sum_{t=1}^{N} min(r_t - rf, 0)^2}","date,close 2020-06-16,25.15999984741211 2020-06-17,24.75 2020-06-18,24.25 2020-06-19,23.770000457763672 2020-06-22,23.790000915527344 2020-06-23,23.920000076293945 2020-06-24,22.09000015258789 2020-06-25,22.75 2020-06-26,21.38999938964844 2020-06-29,21.950000762939453 2020-06-30,22.15999984741211 2020-07-01,21.61000061035156 2020-07-02,21.86000061035156 ", 3121,US,technical,"From June 21, 2022 to September 23, 2022, what is Pfizer's Downside Deviation? (Default target return is 0; not annualized) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.0109,easy,risk,"DD = \sqrt{1 / N * \sum_{t=1}^{N} min(r_t - rf, 0)^2}","date,close 2022-06-17,46.52999877929688 2022-06-21,48.11000061035156 2022-06-22,49.06999969482422 2022-06-23,50.09000015258789 2022-06-24,51.59000015258789 2022-06-27,51.880001068115234 2022-06-28,50.65999984741211 2022-06-29,50.93999862670898 2022-06-30,52.43000030517578 2022-07-01,52.310001373291016 2022-07-05,51.63999938964844 2022-07-06,52.75 2022-07-07,53.41999816894531 2022-07-08,53.16999816894531 2022-07-11,52.88999938964844 2022-07-12,52.040000915527344 2022-07-13,51.790000915527344 2022-07-14,51.38999938964844 2022-07-15,51.75 2022-07-18,50.75 2022-07-19,51.369998931884766 2022-07-20,50.81999969482422 2022-07-21,51.119998931884766 2022-07-22,51.22999954223633 2022-07-25,51.77000045776367 2022-07-26,52.29999923706055 2022-07-27,51.95000076293945 2022-07-28,50.720001220703125 2022-07-29,50.5099983215332 2022-08-01,50.61000061035156 2022-08-02,49.68999862670898 2022-08-03,49.86000061035156 2022-08-04,49.86000061035156 2022-08-05,49.27000045776367 2022-08-08,49.56999969482422 2022-08-09,49.77999877929688 2022-08-10,49.95000076293945 2022-08-11,48.290000915527344 2022-08-12,50.11000061035156 2022-08-15,49.75 2022-08-16,49.86000061035156 2022-08-17,49.27000045776367 2022-08-18,48.58000183105469 2022-08-19,49.150001525878906 2022-08-22,48.900001525878906 2022-08-23,48.0099983215332 2022-08-24,47.43000030517578 2022-08-25,47.900001525878906 2022-08-26,46.81999969482422 2022-08-29,46.22999954223633 2022-08-30,45.84999847412109 2022-08-31,45.22999954223633 2022-09-01,46.630001068115234 2022-09-02,45.70000076293945 2022-09-06,45.7599983215332 2022-09-07,46.130001068115234 2022-09-08,47.08000183105469 2022-09-09,47.84000015258789 2022-09-12,47.7599983215332 2022-09-13,46.18999862670898 2022-09-14,46.150001525878906 2022-09-15,45.93999862670898 2022-09-16,46.02999877929688 2022-09-19,45.43999862670898 2022-09-20,44.77000045776367 2022-09-21,43.91999816894531 2022-09-22,44.56999969482422 2022-09-23,44.08000183105469 ", 3122,US,technical,"What was Boston Scientific's Downside Deviation during the period December 11, 2019 to July 26, 2020? (Default target return is 0; not annualized) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.0244,easy,risk,"DD = \sqrt{1 / N * \sum_{t=1}^{N} min(r_t - rf, 0)^2}","date,close 2019-12-10,44.0099983215332 2019-12-11,43.81999969482422 2019-12-12,44.66999816894531 2019-12-13,45.09000015258789 2019-12-16,45.20000076293945 2019-12-17,44.75 2019-12-18,44.7400016784668 2019-12-19,44.83000183105469 2019-12-20,45.369998931884766 2019-12-23,45.220001220703125 2019-12-24,45.310001373291016 2019-12-26,45.2599983215332 2019-12-27,45.220001220703125 2019-12-30,44.9900016784668 2019-12-31,45.220001220703125 2020-01-02,45.33000183105469 2020-01-03,44.97999954223633 2020-01-06,45.34999847412109 2020-01-07,45.400001525878906 2020-01-08,45.63999938964844 2020-01-09,45.709999084472656 2020-01-10,45.66999816894531 2020-01-13,45.470001220703125 2020-01-14,42.65999984741211 2020-01-15,42.56999969482422 2020-01-16,43.20000076293945 2020-01-17,44.27999877929688 2020-01-21,44.06999969482422 2020-01-22,44.04999923706055 2020-01-23,43.56999969482422 2020-01-24,43.209999084472656 2020-01-27,42.650001525878906 2020-01-28,43.45000076293945 2020-01-29,43.95000076293945 2020-01-30,43.40999984741211 2020-01-31,41.869998931884766 2020-02-03,42.22999954223633 2020-02-04,42.880001068115234 2020-02-05,42.619998931884766 2020-02-06,43.0099983215332 2020-02-07,42.18999862670898 2020-02-10,42.220001220703125 2020-02-11,42.56999969482422 2020-02-12,42.22999954223633 2020-02-13,42.18000030517578 2020-02-14,42.310001373291016 2020-02-18,42.15999984741211 2020-02-19,43.02000045776367 2020-02-20,42.5 2020-02-21,42.619998931884766 2020-02-24,41.08000183105469 2020-02-25,39.90999984741211 2020-02-26,39.38999938964844 2020-02-27,37.91999816894531 2020-02-28,37.38999938964844 2020-03-02,38.27000045776367 2020-03-03,37.22999954223633 2020-03-04,38.75 2020-03-05,37.459999084472656 2020-03-06,37.59999847412109 2020-03-09,34.09000015258789 2020-03-10,35.18000030517578 2020-03-11,33.86000061035156 2020-03-12,31.0 2020-03-13,32.33000183105469 2020-03-16,27.549999237060547 2020-03-17,28.790000915527344 2020-03-18,27.239999771118164 2020-03-19,28.270000457763672 2020-03-20,27.239999771118164 2020-03-23,25.82999992370605 2020-03-24,28.21999931335449 2020-03-25,29.920000076293945 2020-03-26,31.420000076293945 2020-03-27,30.61000061035156 2020-03-30,31.63999938964844 2020-03-31,32.630001068115234 2020-04-01,30.190000534057617 2020-04-02,31.049999237060547 2020-04-03,31.170000076293945 2020-04-06,32.880001068115234 2020-04-07,33.689998626708984 2020-04-08,35.130001068115234 2020-04-09,36.83000183105469 2020-04-13,35.209999084472656 2020-04-14,35.91999816894531 2020-04-15,34.790000915527344 2020-04-16,35.45000076293945 2020-04-17,38.290000915527344 2020-04-20,37.25 2020-04-21,35.04999923706055 2020-04-22,35.4900016784668 2020-04-23,36.400001525878906 2020-04-24,36.900001525878906 2020-04-27,37.0 2020-04-28,35.93000030517578 2020-04-29,37.43000030517578 2020-04-30,37.47999954223633 2020-05-01,35.9900016784668 2020-05-04,35.83000183105469 2020-05-05,36.810001373291016 2020-05-06,35.88999938964844 2020-05-07,37.0 2020-05-08,38.18000030517578 2020-05-11,37.77999877929688 2020-05-12,36.97999954223633 2020-05-13,35.77000045776367 2020-05-14,35.5 2020-05-15,34.83000183105469 2020-05-18,36.41999816894531 2020-05-19,35.43000030517578 2020-05-20,37.18000030517578 2020-05-21,34.790000915527344 2020-05-22,35.90999984741211 2020-05-26,36.18999862670898 2020-05-27,37.13999938964844 2020-05-28,37.470001220703125 2020-05-29,37.9900016784668 2020-06-01,37.5 2020-06-02,37.540000915527344 2020-06-03,37.90999984741211 2020-06-04,37.41999816894531 2020-06-05,38.83000183105469 2020-06-08,39.11000061035156 2020-06-09,38.2599983215332 2020-06-10,37.4900016784668 2020-06-11,35.04999923706055 2020-06-12,35.349998474121094 2020-06-15,35.869998931884766 2020-06-16,36.70000076293945 2020-06-17,36.88999938964844 2020-06-18,36.68000030517578 2020-06-19,36.59000015258789 2020-06-22,35.970001220703125 2020-06-23,36.25 2020-06-24,33.849998474121094 2020-06-25,33.88999938964844 2020-06-26,33.279998779296875 2020-06-29,34.650001525878906 2020-06-30,35.11000061035156 2020-07-01,35.279998779296875 2020-07-02,35.380001068115234 2020-07-06,35.59000015258789 2020-07-07,34.63999938964844 2020-07-08,34.54999923706055 2020-07-09,34.5 2020-07-10,34.68000030517578 2020-07-13,34.439998626708984 2020-07-14,35.220001220703125 2020-07-15,36.70000076293945 2020-07-16,36.369998931884766 2020-07-17,37.709999084472656 2020-07-20,37.16999816894531 2020-07-21,37.47999954223633 2020-07-22,38.38999938964844 2020-07-23,38.43000030517578 2020-07-24,38.59999847412109 ", 3123,US,technical,"For Downside Deviation, what is Dollar General's value from October 15, 2021 to April 01, 2022? (Default target return is 0; not annualized) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.0113,easy,risk,"DD = \sqrt{1 / N * \sum_{t=1}^{N} min(r_t - rf, 0)^2}","date,close 2021-10-14,212.8000030517578 2021-10-15,212.8000030517578 2021-10-18,213.6999969482422 2021-10-19,213.7899932861328 2021-10-20,215.22999572753903 2021-10-21,218.94000244140625 2021-10-22,220.30999755859372 2021-10-25,222.4900054931641 2021-10-26,221.52999877929688 2021-10-27,220.3699951171875 2021-10-28,220.9199981689453 2021-10-29,221.5200042724609 2021-11-01,220.47000122070312 2021-11-02,221.83999633789065 2021-11-03,223.72000122070312 2021-11-04,226.2100067138672 2021-11-05,225.6300048828125 2021-11-08,220.92999267578125 2021-11-09,220.17999267578125 2021-11-10,220.7700042724609 2021-11-11,221.27999877929688 2021-11-12,225.0 2021-11-15,227.0 2021-11-16,230.3300018310547 2021-11-17,222.8800048828125 2021-11-18,222.33999633789065 2021-11-19,224.5500030517578 2021-11-22,225.9600067138672 2021-11-23,225.13999938964844 2021-11-24,223.42999267578125 2021-11-26,224.4199981689453 2021-11-29,225.07000732421875 2021-11-30,221.3000030517578 2021-12-01,222.7899932861328 2021-12-02,215.80999755859372 2021-12-03,222.0 2021-12-06,225.52999877929688 2021-12-07,224.5 2021-12-08,221.41000366210935 2021-12-09,222.3300018310547 2021-12-10,222.3999938964844 2021-12-13,226.0 2021-12-14,225.4499969482422 2021-12-15,226.1199951171875 2021-12-16,225.66000366210935 2021-12-17,222.5 2021-12-20,220.3999938964844 2021-12-21,221.72000122070312 2021-12-22,220.22000122070312 2021-12-23,221.3300018310547 2021-12-27,224.69000244140625 2021-12-28,228.32000732421875 2021-12-29,233.5800018310547 2021-12-30,235.8300018310547 2021-12-31,235.8300018310547 2022-01-03,235.47999572753903 2022-01-04,233.6999969482422 2022-01-05,233.8000030517578 2022-01-06,235.8000030517578 2022-01-07,238.2700042724609 2022-01-10,236.30999755859372 2022-01-11,228.6499938964844 2022-01-12,228.6000061035156 2022-01-13,223.05999755859372 2022-01-14,217.0800018310547 2022-01-18,213.1100006103516 2022-01-19,219.94000244140625 2022-01-20,212.1000061035156 2022-01-21,210.17999267578125 2022-01-24,216.5800018310547 2022-01-25,212.00999450683597 2022-01-26,204.7100067138672 2022-01-27,205.33999633789065 2022-01-28,204.3300018310547 2022-01-31,208.47999572753903 2022-02-01,209.1199951171875 2022-02-02,206.69000244140625 2022-02-03,205.3699951171875 2022-02-04,202.3600006103516 2022-02-07,200.58999633789065 2022-02-08,202.7700042724609 2022-02-09,205.7899932861328 2022-02-10,202.1000061035156 2022-02-11,200.6300048828125 2022-02-14,200.6100006103516 2022-02-15,199.1499938964844 2022-02-16,197.3500061035156 2022-02-17,197.1199951171875 2022-02-18,199.97000122070312 2022-02-22,191.94000244140625 2022-02-23,188.33999633789065 2022-02-24,190.8000030517578 2022-02-25,198.9900054931641 2022-02-28,198.33999633789065 2022-03-01,201.0500030517578 2022-03-02,205.41000366210935 2022-03-03,206.2899932861328 2022-03-04,210.97999572753903 2022-03-07,203.72000122070312 2022-03-08,199.25999450683597 2022-03-09,207.22000122070312 2022-03-10,206.0800018310547 2022-03-11,205.5500030517578 2022-03-14,208.69000244140625 2022-03-15,214.25 2022-03-16,212.4900054931641 2022-03-17,221.94000244140625 2022-03-18,229.6300048828125 2022-03-21,228.3999938964844 2022-03-22,226.05999755859372 2022-03-23,221.5500030517578 2022-03-24,220.8999938964844 2022-03-25,221.47000122070312 2022-03-28,226.3000030517578 2022-03-29,228.5200042724609 2022-03-30,227.47000122070312 2022-03-31,222.6300048828125 2022-04-01,226.3000030517578 ", 3124,US,technical,"Calculate American Water Works's Downside Deviation from July 31, 2024 to August 20, 2024. (Default target return is 0; not annualized) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.0099,easy,risk,"DD = \sqrt{1 / N * \sum_{t=1}^{N} min(r_t - rf, 0)^2}","date,close 2024-07-30,143.6699981689453 2024-07-31,142.36000061035156 2024-08-01,144.5 2024-08-02,147.35000610351562 2024-08-05,142.72000122070312 2024-08-06,143.60000610351562 2024-08-07,143.7899932861328 2024-08-08,144.7100067138672 2024-08-09,142.27999877929688 2024-08-12,142.55999755859375 2024-08-13,141.38999938964844 2024-08-14,141.6699981689453 2024-08-15,142.02999877929688 2024-08-16,140.97999572753906 2024-08-19,141.57000732421875 2024-08-20,141.27000427246094 ", 3125,US,technical,"What is the value of Maximum Drawdown for Coinbase from May 12, 2021 to September 22, 2021? (Reported as a positive number; unit: %) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",22.2136,easy,risk,MDD = max_{t} (1 - P_t / max_{s \le t} P_s) * 100%,"date,close 2021-05-12,283.6099853515625 2021-05-13,265.1000061035156 2021-05-14,258.3699951171875 2021-05-17,248.2400054931641 2021-05-18,239.0 2021-05-19,224.8000030517578 2021-05-20,233.3999938964844 2021-05-21,224.3500061035156 2021-05-24,225.3000030517578 2021-05-25,242.41000366210935 2021-05-26,241.5200042724609 2021-05-27,247.08999633789065 2021-05-28,236.5399932861328 2021-06-01,238.92999267578125 2021-06-02,240.47999572753903 2021-06-03,233.66000366210935 2021-06-04,228.7899932861328 2021-06-07,231.4499969482422 2021-06-08,220.66000366210935 2021-06-09,224.32000732421875 2021-06-10,221.8500061035156 2021-06-11,223.9199981689453 2021-06-14,239.1000061035156 2021-06-15,232.2100067138672 2021-06-16,228.0500030517578 2021-06-17,230.66000366210935 2021-06-18,229.2899932861328 2021-06-21,222.6000061035156 2021-06-22,222.47000122070312 2021-06-23,226.00999450683597 2021-06-24,229.92999267578125 2021-06-25,224.5399932861328 2021-06-28,246.69000244140625 2021-06-29,254.8999938964844 2021-06-30,253.3000030517578 2021-07-01,241.44000244140625 2021-07-02,240.72000122070312 2021-07-06,235.41000366210935 2021-07-07,251.97000122070312 2021-07-08,244.2899932861328 2021-07-09,253.8800048828125 2021-07-12,247.6699981689453 2021-07-13,243.30999755859372 2021-07-14,229.94000244140625 2021-07-15,224.6300048828125 2021-07-16,225.00999450683597 2021-07-19,220.6100006103516 2021-07-20,224.9600067138672 2021-07-21,230.8699951171875 2021-07-22,226.0800018310547 2021-07-23,224.9199981689453 2021-07-26,245.4499969482422 2021-07-27,235.0800018310547 2021-07-28,241.75 2021-07-29,235.77999877929688 2021-07-30,236.5800018310547 2021-08-02,235.3999938964844 2021-08-03,230.17999267578125 2021-08-04,244.3600006103516 2021-08-05,255.5 2021-08-06,258.260009765625 2021-08-09,280.4700012207031 2021-08-10,269.6700134277344 2021-08-11,278.3999938964844 2021-08-12,256.5 2021-08-13,261.25 2021-08-16,256.8299865722656 2021-08-17,250.8000030517578 2021-08-18,244.38999938964844 2021-08-19,248.2400054931641 2021-08-20,257.32000732421875 2021-08-23,256.0 2021-08-24,259.2799987792969 2021-08-25,256.7699890136719 2021-08-26,248.5399932861328 2021-08-27,259.1199951171875 2021-08-30,262.6600036621094 2021-08-31,259.0 2021-09-01,265.8999938964844 2021-09-02,268.17999267578125 2021-09-03,278.44000244140625 2021-09-07,266.8099975585937 2021-09-08,258.20001220703125 2021-09-09,256.4200134277344 2021-09-10,248.32000732421875 2021-09-13,242.83999633789065 2021-09-14,243.0 2021-09-15,247.07000732421875 2021-09-16,243.2100067138672 2021-09-17,245.19000244140625 2021-09-20,236.52999877929688 2021-09-21,238.4600067138672 2021-09-22,241.8500061035156 ", 3126,US,technical,"From November 01, 2024 to November 29, 2024, what is Block's Maximum Drawdown? (Reported as a positive number; unit: %) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",4.4768,easy,risk,MDD = max_{t} (1 - P_t / max_{s \le t} P_s) * 100%,"date,close 2024-11-01,72.1500015258789 2024-11-04,72.69000244140625 2024-11-05,72.37999725341797 2024-11-06,77.63999938964844 2024-11-07,75.2699966430664 2024-11-08,74.55999755859375 2024-11-11,83.4000015258789 2024-11-12,87.25 2024-11-13,85.81999969482422 2024-11-14,83.41999816894531 2024-11-15,84.30000305175781 2024-11-18,90.79000091552734 2024-11-19,92.41999816894533 2024-11-20,89.69999694824219 2024-11-21,92.6999969482422 2024-11-22,92.26000213623048 2024-11-25,90.75 2024-11-26,89.01000213623047 2024-11-27,88.77999877929688 2024-11-29,88.55000305175781 ", 3127,US,technical,"What was Amazon's Maximum Drawdown during the period March 03, 2022 to August 31, 2022? (Reported as a positive number; unit: %) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",39.5742,easy,risk,MDD = max_{t} (1 - P_t / max_{s \le t} P_s) * 100%,"date,close 2022-03-03,147.89849853515625 2022-03-04,145.64100646972656 2022-03-07,137.4530029296875 2022-03-08,136.01449584960938 2022-03-09,139.2790069580078 2022-03-10,146.8175048828125 2022-03-11,145.52450561523438 2022-03-14,141.85299682617188 2022-03-15,147.3665008544922 2022-03-16,153.10400390625 2022-03-17,157.23899841308594 2022-03-18,161.25050354003906 2022-03-21,161.4915008544922 2022-03-22,164.88900756835938 2022-03-23,163.4080047607422 2022-03-24,163.64950561523438 2022-03-25,164.77349853515625 2022-03-28,168.99049377441406 2022-03-29,169.31500244140625 2022-03-30,166.30099487304688 2022-03-31,162.99749755859375 2022-04-01,163.55999755859375 2022-04-04,168.34649658203125 2022-04-05,164.05499267578125 2022-04-06,158.75599670410156 2022-04-07,157.7845001220703 2022-04-08,154.4604949951172 2022-04-11,151.1219940185547 2022-04-12,150.78750610351562 2022-04-13,155.54100036621094 2022-04-14,151.7064971923828 2022-04-18,152.78500366210938 2022-04-19,158.11549377441406 2022-04-20,153.9980010986328 2022-04-21,148.29600524902344 2022-04-22,144.35000610351562 2022-04-25,146.07400512695312 2022-04-26,139.39100646972656 2022-04-27,138.16700744628906 2022-04-28,144.59649658203125 2022-04-29,124.28150177001952 2022-05-02,124.5 2022-05-03,124.25350189208984 2022-05-04,125.92849731445312 2022-05-05,116.40699768066406 2022-05-06,114.77249908447266 2022-05-09,108.78900146484376 2022-05-10,108.85900115966795 2022-05-11,105.37200164794922 2022-05-12,106.93049621582033 2022-05-13,113.05500030517578 2022-05-16,110.8105010986328 2022-05-17,115.36849975585938 2022-05-18,107.1125030517578 2022-05-19,107.31900024414062 2022-05-20,107.59100341796876 2022-05-23,107.55699920654295 2022-05-24,104.0999984741211 2022-05-25,106.7750015258789 2022-05-26,111.07749938964844 2022-05-27,115.14649963378906 2022-05-31,120.20950317382812 2022-06-01,121.68399810791016 2022-06-02,125.51100158691406 2022-06-03,122.3499984741211 2022-06-06,124.79000091552734 2022-06-07,123.0 2022-06-08,121.18000030517578 2022-06-09,116.1500015258789 2022-06-10,109.6500015258789 2022-06-13,103.66999816894533 2022-06-14,102.30999755859376 2022-06-15,107.66999816894533 2022-06-16,103.66000366210938 2022-06-17,106.22000122070312 2022-06-21,108.68000030517578 2022-06-22,108.9499969482422 2022-06-23,112.44000244140624 2022-06-24,116.45999908447266 2022-06-27,113.22000122070312 2022-06-28,107.4000015258789 2022-06-29,108.91999816894533 2022-06-30,106.20999908447266 2022-07-01,109.55999755859376 2022-07-05,113.5 2022-07-06,114.33000183105467 2022-07-07,116.33000183105467 2022-07-08,115.54000091552734 2022-07-11,111.75 2022-07-12,109.22000122070312 2022-07-13,110.4000015258789 2022-07-14,110.62999725341795 2022-07-15,113.5500030517578 2022-07-18,113.76000213623048 2022-07-19,118.20999908447266 2022-07-20,122.7699966430664 2022-07-21,124.62999725341795 2022-07-22,122.41999816894533 2022-07-25,121.13999938964844 2022-07-26,114.80999755859376 2022-07-27,120.97000122070312 2022-07-28,122.27999877929688 2022-07-29,134.9499969482422 2022-08-01,135.38999938964844 2022-08-02,134.16000366210938 2022-08-03,139.52000427246094 2022-08-04,142.57000732421875 2022-08-05,140.8000030517578 2022-08-08,139.41000366210938 2022-08-09,137.8300018310547 2022-08-10,142.69000244140625 2022-08-11,140.63999938964844 2022-08-12,143.5500030517578 2022-08-15,143.17999267578125 2022-08-16,144.77999877929688 2022-08-17,142.10000610351562 2022-08-18,142.3000030517578 2022-08-19,138.22999572753906 2022-08-22,133.22000122070312 2022-08-23,133.6199951171875 2022-08-24,133.8000030517578 2022-08-25,137.27999877929688 2022-08-26,130.75 2022-08-29,129.7899932861328 2022-08-30,128.72999572753906 2022-08-31,126.7699966430664 ", 3128,US,technical,"For Maximum Drawdown, what is Salesforce's value from July 18, 2022 to September 25, 2022? (Reported as a positive number; unit: %) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",23.1401,easy,risk,MDD = max_{t} (1 - P_t / max_{s \le t} P_s) * 100%,"date,close 2022-07-18,167.88999938964844 2022-07-19,173.80999755859375 2022-07-20,182.4499969482422 2022-07-21,185.3500061035156 2022-07-22,182.47000122070312 2022-07-25,177.2899932861328 2022-07-26,170.4600067138672 2022-07-27,180.3000030517578 2022-07-28,181.2899932861328 2022-07-29,184.0200042724609 2022-08-01,182.97999572753903 2022-08-02,183.7899932861328 2022-08-03,189.6499938964844 2022-08-04,191.2700042724609 2022-08-05,190.1699981689453 2022-08-08,189.75 2022-08-09,182.2400054931641 2022-08-10,188.6100006103516 2022-08-11,186.72999572753903 2022-08-12,189.88999938964844 2022-08-15,191.05999755859372 2022-08-16,189.58999633789065 2022-08-17,187.9600067138672 2022-08-18,187.92999267578125 2022-08-19,183.7700042724609 2022-08-22,176.97999572753906 2022-08-23,176.0 2022-08-24,180.00999450683594 2022-08-25,173.91000366210938 2022-08-26,165.22999572753906 2022-08-29,160.2100067138672 2022-08-30,159.6699981689453 2022-08-31,156.1199951171875 2022-09-01,153.52999877929688 2022-09-02,153.69000244140625 2022-09-06,151.72000122070312 2022-09-07,153.27999877929688 2022-09-08,156.89999389648438 2022-09-09,162.58999633789062 2022-09-12,165.6300048828125 2022-09-13,158.10000610351562 2022-09-14,160.27999877929688 2022-09-15,154.77999877929688 2022-09-16,151.50999450683594 2022-09-19,152.8300018310547 2022-09-20,149.8000030517578 2022-09-21,147.6300048828125 2022-09-22,150.14999389648438 2022-09-23,147.00999450683594 ", 3129,US,technical,"Calculate Monster Beverage's Maximum Drawdown from April 11, 2021 to July 29, 2021. (Reported as a positive number; unit: %) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",9.3332,easy,risk,MDD = max_{t} (1 - P_t / max_{s \le t} P_s) * 100%,"date,close 2021-04-12,47.709999084472656 2021-04-13,47.94499969482422 2021-04-14,47.400001525878906 2021-04-15,47.97499847412109 2021-04-16,49.084999084472656 2021-04-19,48.93000030517578 2021-04-20,48.70000076293945 2021-04-21,48.994998931884766 2021-04-22,48.755001068115234 2021-04-23,49.34000015258789 2021-04-26,48.56999969482422 2021-04-27,48.5099983215332 2021-04-28,48.23500061035156 2021-04-29,48.970001220703125 2021-04-30,48.525001525878906 2021-05-03,48.80500030517578 2021-05-04,47.970001220703125 2021-05-05,47.22499847412109 2021-05-06,47.5099983215332 2021-05-07,45.625 2021-05-10,45.79999923706055 2021-05-11,45.77000045776367 2021-05-12,44.89500045776367 2021-05-13,44.73500061035156 2021-05-14,46.06999969482422 2021-05-17,45.67499923706055 2021-05-18,45.40499877929688 2021-05-19,45.3650016784668 2021-05-20,46.25 2021-05-21,46.005001068115234 2021-05-24,46.6150016784668 2021-05-25,46.51499938964844 2021-05-26,46.70500183105469 2021-05-27,46.65499877929688 2021-05-28,47.1349983215332 2021-06-01,46.79499816894531 2021-06-02,47.415000915527344 2021-06-03,47.525001525878906 2021-06-04,47.685001373291016 2021-06-07,47.150001525878906 2021-06-08,47.08000183105469 2021-06-09,46.619998931884766 2021-06-10,46.8849983215332 2021-06-11,46.75 2021-06-14,46.70000076293945 2021-06-15,46.095001220703125 2021-06-16,45.7599983215332 2021-06-17,46.28499984741211 2021-06-18,45.880001068115234 2021-06-21,46.02000045776367 2021-06-22,45.88999938964844 2021-06-23,45.15499877929688 2021-06-24,45.06999969482422 2021-06-25,46.060001373291016 2021-06-28,45.72999954223633 2021-06-29,45.77999877929688 2021-06-30,45.67499923706055 2021-07-01,45.57500076293945 2021-07-02,45.43000030517578 2021-07-06,45.30500030517578 2021-07-07,45.41999816894531 2021-07-08,44.91999816894531 2021-07-09,45.119998931884766 2021-07-12,45.584999084472656 2021-07-13,46.0099983215332 2021-07-14,46.5 2021-07-15,46.810001373291016 2021-07-16,46.53499984741211 2021-07-19,46.125 2021-07-20,46.85499954223633 2021-07-21,46.67499923706055 2021-07-22,46.685001373291016 2021-07-23,48.14500045776367 2021-07-26,48.0 2021-07-27,47.59000015258789 2021-07-28,47.025001525878906 2021-07-29,47.290000915527344 ", 3130,US,technical,"What is the value of Tracking Error for JPMorgan Chase from December 27, 2021 to September 09, 2022? (Annualized; 252 trading days per year) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.2161,easy,risk,TE = \sigma(r - r_b) * \sqrt{252}; r_b is the benchmark daily return,"date,close,benchmark_close 2021-12-23,157.25999450683594,4725.7900390625 2021-12-27,158.16000366210938,4791.18994140625 2021-12-28,158.63999938964844,4786.35009765625 2021-12-29,158.55999755859375,4793.06005859375 2021-12-30,158.47999572753906,4778.72998046875 2021-12-31,158.35000610351562,4766.18017578125 2022-01-03,161.6999969482422,4796.56005859375 2022-01-04,167.8300018310547,4793.5400390625 2022-01-05,163.77999877929688,4700.580078125 2022-01-06,165.52000427246094,4696.0498046875 2022-01-07,167.16000366210938,4677.02978515625 2022-01-10,167.32000732421875,4670.2900390625 2022-01-11,167.49000549316406,4713.06982421875 2022-01-12,168.44000244140625,4726.35009765625 2022-01-13,168.22999572753906,4659.02978515625 2022-01-14,157.88999938964844,4662.85009765625 2022-01-18,151.27000427246094,4577.10986328125 2022-01-19,148.92999267578125,4532.759765625 2022-01-20,147.66000366210938,4482.72998046875 2022-01-21,145.0800018310547,4397.93994140625 2022-01-24,144.9499969482422,4410.1298828125 2022-01-25,146.52999877929688,4356.4501953125 2022-01-26,147.9199981689453,4349.93017578125 2022-01-27,145.30999755859375,4326.509765625 2022-01-28,146.61000061035156,4431.85009765625 2022-01-31,148.60000610351562,4515.5498046875 2022-02-01,151.14999389648438,4546.5400390625 2022-02-02,149.94000244140625,4589.3798828125 2022-02-03,148.6999969482422,4477.43994140625 2022-02-04,152.55999755859375,4500.52978515625 2022-02-07,153.07000732421875,4483.8701171875 2022-02-08,155.9499969482422,4521.5400390625 2022-02-09,156.60000610351562,4587.18017578125 2022-02-10,155.9499969482422,4504.080078125 2022-02-11,153.9199981689453,4418.64013671875 2022-02-14,152.49000549316406,4401.669921875 2022-02-15,154.72000122070312,4471.06982421875 2022-02-16,155.0,4475.009765625 2022-02-17,151.42999267578125,4380.259765625 2022-02-18,152.13999938964844,4348.8701171875 2022-02-22,151.8699951171875,4304.759765625 2022-02-23,148.69000244140625,4225.5 2022-02-24,144.5500030517578,4288.7001953125 2022-02-25,147.97000122070312,4384.64990234375 2022-02-28,141.8000030517578,4373.93994140625 2022-03-01,136.4499969482422,4306.259765625 2022-03-02,139.27999877929688,4386.5400390625 2022-03-03,138.2899932861328,4363.490234375 2022-03-04,134.39999389648438,4328.8701171875 2022-03-07,129.2100067138672,4201.08984375 2022-03-08,128.3000030517578,4170.7001953125 2022-03-09,133.44000244140625,4277.8798828125 2022-03-10,131.86000061035156,4259.52001953125 2022-03-11,128.88999938964844,4204.31005859375 2022-03-14,130.1699981689453,4173.10986328125 2022-03-15,132.47999572753906,4262.4501953125 2022-03-16,138.39999389648438,4357.85986328125 2022-03-17,140.14999389648438,4411.669921875 2022-03-18,140.10000610351562,4463.1201171875 2022-03-21,139.64999389648438,4461.18017578125 2022-03-22,142.6199951171875,4511.60986328125 2022-03-23,139.77999877929688,4456.240234375 2022-03-24,140.69000244140625,4520.16015625 2022-03-25,141.9199981689453,4543.06005859375 2022-03-28,140.8699951171875,4575.52001953125 2022-03-29,141.17999267578125,4631.60009765625 2022-03-30,140.5399932861328,4602.4501953125 2022-03-31,136.32000732421875,4530.41015625 2022-04-01,135.30999755859375,4545.85986328125 2022-04-04,135.91000366210938,4582.64013671875 2022-04-05,133.33999633789062,4525.1201171875 2022-04-06,131.49000549316406,4481.14990234375 2022-04-07,131.08999633789062,4500.2099609375 2022-04-08,133.49000549316406,4488.27978515625 2022-04-11,133.0,4412.52978515625 2022-04-12,131.5399932861328,4397.4501953125 2022-04-13,127.3000030517578,4446.58984375 2022-04-14,126.12000274658205,4392.58984375 2022-04-18,128.4600067138672,4391.68994140625 2022-04-19,131.1199951171875,4462.2099609375 2022-04-20,131.5800018310547,4459.4501953125 2022-04-21,130.55999755859375,4393.66015625 2022-04-22,126.80999755859376,4271.77978515625 2022-04-25,126.7699966430664,4296.1201171875 2022-04-26,123.0199966430664,4175.2001953125 2022-04-27,121.41999816894533,4183.9599609375 2022-04-28,123.33999633789062,4287.5 2022-04-29,119.36000061035156,4131.93017578125 2022-05-02,120.4499969482422,4155.3798828125 2022-05-03,123.02999877929688,4175.47998046875 2022-05-04,127.0999984741211,4300.169921875 2022-05-05,123.91999816894533,4146.8701171875 2022-05-06,123.72000122070312,4123.33984375 2022-05-09,121.86000061035156,3991.239990234375 2022-05-10,118.88999938964844,4001.050048828125 2022-05-11,118.13999938964844,3935.179931640625 2022-05-12,118.04000091552734,3930.080078125 2022-05-13,119.08999633789062,4023.889892578125 2022-05-16,118.26000213623048,4008.010009765625 2022-05-17,122.18000030517578,4088.85009765625 2022-05-18,120.08999633789062,3923.679931640625 2022-05-19,118.30999755859376,3900.7900390625 2022-05-20,117.33999633789062,3901.360107421875 2022-05-23,124.5999984741211,3973.75 2022-05-24,126.36000061035156,3941.47998046875 2022-05-25,127.23999786376952,3978.72998046875 2022-05-26,129.44000244140625,4057.840087890625 2022-05-27,131.27000427246094,4158.240234375 2022-05-31,132.22999572753906,4132.14990234375 2022-06-01,129.91000366210938,4101.22998046875 2022-06-02,132.0,4176.81982421875 2022-06-03,130.16000366210938,4108.5400390625 2022-06-06,129.72999572753906,4121.43017578125 2022-06-07,130.07000732421875,4160.68017578125 2022-06-08,128.0,4115.77001953125 2022-06-09,125.30999755859376,4017.820068359375 2022-06-10,119.5500030517578,3900.860107421875 2022-06-13,115.98999786376952,3749.6298828125 2022-06-14,114.05999755859376,3735.47998046875 2022-06-15,115.41000366210938,3789.989990234375 2022-06-16,113.43000030517578,3666.77001953125 2022-06-17,113.02999877929688,3674.840087890625 2022-06-21,115.83000183105467,3764.7900390625 2022-06-22,115.18000030517578,3759.889892578125 2022-06-23,113.91999816894533,3795.72998046875 2022-06-24,117.31999969482422,3911.739990234375 2022-06-27,116.37999725341795,3900.110107421875 2022-06-28,115.81999969482422,3821.550048828125 2022-06-29,115.3000030517578,3818.830078125 2022-06-30,112.61000061035156,3785.3798828125 2022-07-01,114.0500030517578,3825.330078125 2022-07-05,112.62000274658205,3831.389892578125 2022-07-06,111.88999938964844,3845.080078125 2022-07-07,114.72000122070312,3902.6201171875 2022-07-08,114.36000061035156,3899.3798828125 2022-07-11,112.86000061035156,3854.429931640625 2022-07-12,112.97000122070312,3818.800048828125 2022-07-13,111.91000366210938,3801.780029296875 2022-07-14,108.0,3790.3798828125 2022-07-15,112.9499969482422,3863.159912109375 2022-07-18,111.79000091552734,3830.85009765625 2022-07-19,114.55999755859376,3936.68994140625 2022-07-20,114.54000091552734,3959.89990234375 2022-07-21,115.31999969482422,3998.949951171875 2022-07-22,114.76000213623048,3961.6298828125 2022-07-25,115.22000122070312,3966.840087890625 2022-07-26,113.41999816894533,3921.050048828125 2022-07-27,115.23999786376952,4023.610107421875 2022-07-28,114.80999755859376,4072.429931640625 2022-07-29,115.36000061035156,4130.2900390625 2022-08-01,114.20999908447266,4118.6298828125 2022-08-02,112.43000030517578,4091.18994140625 2022-08-03,113.61000061035156,4155.169921875 2022-08-04,112.36000061035156,4151.93994140625 2022-08-05,115.76000213623048,4145.18994140625 2022-08-08,114.3499984741211,4140.06005859375 2022-08-09,115.37999725341795,4122.47021484375 2022-08-10,118.38999938964844,4210.240234375 2022-08-11,120.13999938964844,4207.27001953125 2022-08-12,122.12999725341795,4280.14990234375 2022-08-15,122.45999908447266,4297.14013671875 2022-08-16,123.62999725341795,4305.2001953125 2022-08-17,122.58999633789062,4274.0400390625 2022-08-18,121.63999938964844,4283.740234375 2022-08-19,118.62999725341795,4228.47998046875 2022-08-22,116.66999816894533,4137.990234375 2022-08-23,115.5199966430664,4128.72998046875 2022-08-24,115.8000030517578,4140.77001953125 2022-08-25,118.5500030517578,4199.1201171875 2022-08-26,114.66999816894533,4057.659912109375 2022-08-29,114.38999938964844,4030.610107421875 2022-08-30,114.41000366210938,3986.159912109375 2022-08-31,113.7300033569336,3955.0 2022-09-01,114.51000213623048,3966.85009765625 2022-09-02,113.70999908447266,3924.260009765625 2022-09-06,113.73999786376952,3908.18994140625 2022-09-07,115.9000015258789,3979.8701171875 2022-09-08,118.5999984741211,4006.179931640625 2022-09-09,119.16999816894533,4067.360107421875 ", 3131,US,technical,"From August 05, 2020 to June 29, 2021, what is F5's Tracking Error? (Annualized; 252 trading days per year) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.2505,easy,risk,TE = \sigma(r - r_b) * \sqrt{252}; r_b is the benchmark daily return,"date,close,benchmark_close 2020-08-04,140.67999267578125,3306.510009765625 2020-08-05,140.7899932861328,3327.77001953125 2020-08-06,141.33999633789062,3349.159912109375 2020-08-07,140.5800018310547,3351.280029296875 2020-08-10,139.6199951171875,3360.469970703125 2020-08-11,137.75,3333.68994140625 2020-08-12,138.2899932861328,3380.35009765625 2020-08-13,136.88999938964844,3373.429931640625 2020-08-14,136.0500030517578,3372.85009765625 2020-08-17,134.80999755859375,3381.989990234375 2020-08-18,134.52999877929688,3389.780029296875 2020-08-19,134.67999267578125,3374.85009765625 2020-08-20,134.33999633789062,3385.510009765625 2020-08-21,135.32000732421875,3397.159912109375 2020-08-24,136.19000244140625,3431.280029296875 2020-08-25,133.75,3443.6201171875 2020-08-26,133.80999755859375,3478.72998046875 2020-08-27,128.75999450683594,3484.550048828125 2020-08-28,130.27000427246094,3508.010009765625 2020-08-31,132.3300018310547,3500.31005859375 2020-09-01,131.10000610351562,3526.64990234375 2020-09-02,132.61000061035156,3580.840087890625 2020-09-03,128.67999267578125,3455.06005859375 2020-09-04,127.13999938964844,3426.9599609375 2020-09-08,122.13999938964844,3331.840087890625 2020-09-09,123.3000030517578,3398.9599609375 2020-09-10,120.04000091552734,3339.18994140625 2020-09-11,119.98999786376952,3340.969970703125 2020-09-14,121.63999938964844,3383.5400390625 2020-09-15,121.48999786376952,3401.199951171875 2020-09-16,123.52999877929688,3385.489990234375 2020-09-17,123.26000213623048,3357.010009765625 2020-09-18,120.83999633789062,3319.469970703125 2020-09-21,117.7699966430664,3281.06005859375 2020-09-22,120.3499984741211,3315.570068359375 2020-09-23,118.87000274658205,3236.919921875 2020-09-24,118.91000366210938,3246.590087890625 2020-09-25,119.98999786376952,3298.4599609375 2020-09-28,123.37000274658205,3351.60009765625 2020-09-29,124.01000213623048,3335.469970703125 2020-09-30,122.7699966430664,3363.0 2020-10-01,123.06999969482422,3380.800048828125 2020-10-02,122.5,3348.419921875 2020-10-05,125.37000274658205,3408.60009765625 2020-10-06,125.41999816894533,3360.969970703125 2020-10-07,127.62999725341795,3419.43994140625 2020-10-08,128.05999755859375,3446.830078125 2020-10-09,127.55999755859376,3477.139892578125 2020-10-12,128.75,3534.219970703125 2020-10-13,126.52999877929688,3511.929931640625 2020-10-14,129.11000061035156,3488.669921875 2020-10-15,132.27000427246094,3483.340087890625 2020-10-16,132.6999969482422,3483.81005859375 2020-10-19,132.27999877929688,3426.919921875 2020-10-20,129.27000427246094,3443.1201171875 2020-10-21,127.43000030517578,3435.56005859375 2020-10-22,127.33000183105467,3453.489990234375 2020-10-23,128.36000061035156,3465.389892578125 2020-10-26,125.56999969482422,3400.969970703125 2020-10-27,136.25999450683594,3390.679931640625 2020-10-28,134.22000122070312,3271.030029296875 2020-10-29,133.57000732421875,3310.110107421875 2020-10-30,132.94000244140625,3269.9599609375 2020-11-02,131.22999572753906,3310.239990234375 2020-11-03,135.92999267578125,3369.159912109375 2020-11-04,134.0,3443.43994140625 2020-11-05,140.85000610351562,3510.449951171875 2020-11-06,144.3699951171875,3509.43994140625 2020-11-09,154.97000122070312,3550.5 2020-11-10,157.91000366210938,3545.530029296875 2020-11-11,159.66000366210938,3572.659912109375 2020-11-12,157.1199951171875,3537.010009765625 2020-11-13,159.4600067138672,3585.14990234375 2020-11-16,162.99000549316406,3626.909912109375 2020-11-17,162.08999633789062,3609.530029296875 2020-11-18,155.42999267578125,3567.7900390625 2020-11-19,160.1999969482422,3581.8701171875 2020-11-20,161.11000061035156,3557.5400390625 2020-11-23,162.1999969482422,3577.590087890625 2020-11-24,164.83999633789062,3635.409912109375 2020-11-25,164.75,3629.64990234375 2020-11-27,164.5500030517578,3638.35009765625 2020-11-30,162.80999755859375,3621.6298828125 2020-12-01,163.94000244140625,3662.449951171875 2020-12-02,164.25999450683594,3669.010009765625 2020-12-03,162.5500030517578,3666.719970703125 2020-12-04,166.07000732421875,3699.1201171875 2020-12-07,168.57000732421875,3691.9599609375 2020-12-08,170.0,3702.25 2020-12-09,170.5800018310547,3672.820068359375 2020-12-10,171.41000366210938,3668.10009765625 2020-12-11,172.38999938964844,3663.4599609375 2020-12-14,171.1999969482422,3647.489990234375 2020-12-15,174.5500030517578,3694.6201171875 2020-12-16,173.25999450683594,3701.169921875 2020-12-17,174.5,3722.47998046875 2020-12-18,175.22999572753906,3709.409912109375 2020-12-21,174.2899932861328,3694.919921875 2020-12-22,175.63999938964844,3687.260009765625 2020-12-23,175.86000061035156,3690.010009765625 2020-12-24,175.61000061035156,3703.06005859375 2020-12-28,176.44000244140625,3735.360107421875 2020-12-29,175.08999633789062,3727.0400390625 2020-12-30,175.66000366210938,3732.0400390625 2020-12-31,175.94000244140625,3756.070068359375 2021-01-04,175.85000610351562,3700.64990234375 2021-01-05,177.25,3726.860107421875 2021-01-06,178.5800018310547,3748.139892578125 2021-01-07,180.10000610351562,3803.7900390625 2021-01-08,191.2400054931641,3824.679931640625 2021-01-11,190.3500061035156,3799.610107421875 2021-01-12,192.97000122070312,3801.18994140625 2021-01-13,191.7100067138672,3809.840087890625 2021-01-14,193.42999267578125,3795.5400390625 2021-01-15,195.1000061035156,3768.25 2021-01-19,196.8000030517578,3798.909912109375 2021-01-20,198.6499938964844,3851.85009765625 2021-01-21,201.0,3853.070068359375 2021-01-22,204.32000732421875,3841.469970703125 2021-01-25,207.25,3855.360107421875 2021-01-26,208.55999755859372,3849.6201171875 2021-01-27,201.22000122070312,3750.77001953125 2021-01-28,201.3500061035156,3787.3798828125 2021-01-29,195.9499969482422,3714.239990234375 2021-02-01,196.3500061035156,3773.860107421875 2021-02-02,194.19000244140625,3826.31005859375 2021-02-03,194.91000366210935,3830.169921875 2021-02-04,199.0800018310547,3871.739990234375 2021-02-05,199.13999938964844,3886.830078125 2021-02-08,205.7899932861328,3915.590087890625 2021-02-09,205.33999633789065,3911.22998046875 2021-02-10,206.75,3909.8798828125 2021-02-11,206.2700042724609,3916.3798828125 2021-02-12,210.6199951171875,3934.830078125 2021-02-16,208.3500061035156,3932.590087890625 2021-02-17,204.13999938964844,3931.330078125 2021-02-18,199.02999877929688,3913.969970703125 2021-02-19,198.80999755859372,3906.7099609375 2021-02-22,192.7899932861328,3876.5 2021-02-23,186.7700042724609,3881.3701171875 2021-02-24,189.5,3925.429931640625 2021-02-25,190.0399932861328,3829.340087890625 2021-02-26,189.97999572753903,3811.14990234375 2021-03-01,194.1199951171875,3901.820068359375 2021-03-02,192.16000366210935,3870.2900390625 2021-03-03,188.3699951171875,3819.719970703125 2021-03-04,186.02999877929688,3768.469970703125 2021-03-05,190.44000244140625,3841.93994140625 2021-03-08,188.2400054931641,3821.35009765625 2021-03-09,192.94000244140625,3875.43994140625 2021-03-10,191.6999969482422,3898.81005859375 2021-03-11,195.0800018310547,3939.340087890625 2021-03-12,196.17999267578125,3943.340087890625 2021-03-15,198.6999969482422,3968.93994140625 2021-03-16,201.05999755859372,3962.7099609375 2021-03-17,201.3800048828125,3974.1201171875 2021-03-18,200.2899932861328,3915.4599609375 2021-03-19,200.25,3913.10009765625 2021-03-22,202.94000244140625,3940.590087890625 2021-03-23,201.33999633789065,3910.52001953125 2021-03-24,197.7100067138672,3889.139892578125 2021-03-25,201.3000030517578,3909.52001953125 2021-03-26,210.44000244140625,3974.5400390625 2021-03-29,208.77999877929688,3971.090087890625 2021-03-30,207.6300048828125,3958.550048828125 2021-03-31,208.6199951171875,3972.889892578125 2021-04-01,211.1100006103516,4019.8701171875 2021-04-05,215.27999877929688,4077.909912109375 2021-04-06,215.3500061035156,4073.93994140625 2021-04-07,210.8999938964844,4079.949951171875 2021-04-08,211.5500030517578,4097.169921875 2021-04-09,210.4199981689453,4128.7998046875 2021-04-12,207.1999969482422,4127.990234375 2021-04-13,207.0,4141.58984375 2021-04-14,209.32000732421875,4124.66015625 2021-04-15,209.57000732421875,4170.419921875 2021-04-16,209.7700042724609,4185.47021484375 2021-04-19,208.4900054931641,4163.259765625 2021-04-20,207.00999450683597,4134.93994140625 2021-04-21,209.5,4173.419921875 2021-04-22,208.4600067138672,4134.97998046875 2021-04-23,209.63999938964844,4180.169921875 2021-04-26,210.7400054931641,4187.6201171875 2021-04-27,205.33999633789065,4186.72021484375 2021-04-28,186.6999969482422,4183.18017578125 2021-04-29,190.55999755859372,4211.47021484375 2021-04-30,186.75999450683597,4181.169921875 2021-05-03,183.6999969482422,4192.66015625 2021-05-04,181.22999572753903,4164.66015625 2021-05-05,180.7100067138672,4167.58984375 2021-05-06,182.08999633789065,4201.6201171875 2021-05-07,184.27999877929688,4232.60009765625 2021-05-10,182.72000122070312,4188.43017578125 2021-05-11,182.6000061035156,4152.10009765625 2021-05-12,174.9600067138672,4063.0400390625 2021-05-13,179.32000732421875,4112.5 2021-05-14,181.2700042724609,4173.85009765625 2021-05-17,180.6499938964844,4163.2900390625 2021-05-18,180.63999938964844,4127.830078125 2021-05-19,180.55999755859372,4115.68017578125 2021-05-20,185.05999755859372,4159.1201171875 2021-05-21,183.8999938964844,4155.85986328125 2021-05-24,185.5200042724609,4197.0498046875 2021-05-25,185.05999755859372,4188.1298828125 2021-05-26,185.07000732421875,4195.990234375 2021-05-27,187.1999969482422,4200.8798828125 2021-05-28,185.42999267578125,4204.10986328125 2021-06-01,179.1999969482422,4202.0400390625 2021-06-02,181.6300048828125,4208.1201171875 2021-06-03,184.05999755859372,4192.85009765625 2021-06-04,188.75999450683597,4229.89013671875 2021-06-07,187.30999755859372,4226.52001953125 2021-06-08,188.6199951171875,4227.259765625 2021-06-09,187.7400054931641,4219.5498046875 2021-06-10,194.2899932861328,4239.18017578125 2021-06-11,192.7400054931641,4247.43994140625 2021-06-14,191.72999572753903,4255.14990234375 2021-06-15,189.38999938964844,4246.58984375 2021-06-16,188.13999938964844,4223.7001953125 2021-06-17,187.88999938964844,4221.85986328125 2021-06-18,183.50999450683597,4166.4501953125 2021-06-21,185.47999572753903,4224.7900390625 2021-06-22,185.16000366210935,4246.43994140625 2021-06-23,184.25,4241.83984375 2021-06-24,187.47000122070312,4266.490234375 2021-06-25,189.75999450683597,4280.7001953125 2021-06-28,190.5500030517578,4290.60986328125 2021-06-29,190.4499969482422,4291.7998046875 ", 3132,US,technical,"What was T. Rowe Price's Tracking Error during the period June 23, 2019 to March 29, 2020? (Annualized; 252 trading days per year) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.2441,easy,risk,TE = \sigma(r - r_b) * \sqrt{252}; r_b is the benchmark daily return,"date,close,benchmark_close 2019-06-21,108.31999969482422,2950.4599609375 2019-06-24,107.05999755859376,2945.35009765625 2019-06-25,105.91999816894533,2917.3798828125 2019-06-26,106.88999938964844,2913.780029296875 2019-06-27,108.54000091552734,2924.919921875 2019-06-28,109.70999908447266,2941.760009765625 2019-07-01,109.0500030517578,2964.330078125 2019-07-02,108.5999984741211,2973.010009765625 2019-07-03,109.70999908447266,2995.820068359375 2019-07-05,110.41999816894533,2990.409912109375 2019-07-08,108.95999908447266,2975.949951171875 2019-07-09,109.81999969482422,2979.6298828125 2019-07-10,109.4499969482422,2993.070068359375 2019-07-11,109.31999969482422,2999.909912109375 2019-07-12,110.61000061035156,3013.77001953125 2019-07-15,110.37999725341795,3014.300048828125 2019-07-16,110.36000061035156,3004.0400390625 2019-07-17,108.87999725341795,2984.419921875 2019-07-18,109.62999725341795,2995.110107421875 2019-07-19,108.47000122070312,2976.610107421875 2019-07-22,108.87000274658205,2985.030029296875 2019-07-23,110.52999877929688,3005.469970703125 2019-07-24,113.2699966430664,3019.56005859375 2019-07-25,113.91999816894533,3003.669921875 2019-07-26,115.1999969482422,3025.860107421875 2019-07-29,114.95999908447266,3020.969970703125 2019-07-30,115.36000061035156,3013.179931640625 2019-07-31,113.38999938964844,2980.3798828125 2019-08-01,110.47000122070312,2953.56005859375 2019-08-02,110.0500030517578,2932.050048828125 2019-08-05,105.70999908447266,2844.739990234375 2019-08-06,107.26000213623048,2881.77001953125 2019-08-07,107.04000091552734,2883.97998046875 2019-08-08,110.25,2938.090087890625 2019-08-09,108.6500015258789,2918.64990234375 2019-08-12,106.61000061035156,2882.699951171875 2019-08-13,108.55999755859376,2926.320068359375 2019-08-14,105.36000061035156,2840.60009765625 2019-08-15,105.45999908447266,2847.60009765625 2019-08-16,107.37000274658205,2888.679931640625 2019-08-19,109.62000274658205,2923.64990234375 2019-08-20,107.81999969482422,2900.510009765625 2019-08-21,108.7699966430664,2924.429931640625 2019-08-22,109.18000030517578,2922.949951171875 2019-08-23,105.61000061035156,2847.110107421875 2019-08-26,106.66000366210938,2878.3798828125 2019-08-27,107.08000183105467,2869.159912109375 2019-08-28,107.7699966430664,2887.93994140625 2019-08-29,109.98999786376952,2924.580078125 2019-08-30,110.62000274658205,2926.4599609375 2019-09-03,109.75,2906.27001953125 2019-09-04,110.9800033569336,2937.780029296875 2019-09-05,115.0500030517578,2976.0 2019-09-06,115.62000274658205,2978.7099609375 2019-09-09,117.72000122070312,2978.429931640625 2019-09-10,117.8499984741211,2979.389892578125 2019-09-11,120.08999633789062,3000.929931640625 2019-09-12,118.12000274658205,3009.570068359375 2019-09-13,118.94000244140624,3007.389892578125 2019-09-16,116.8499984741211,2997.9599609375 2019-09-17,117.94000244140624,3005.699951171875 2019-09-18,117.11000061035156,3006.72998046875 2019-09-19,116.0,3006.7900390625 2019-09-20,114.33999633789062,2992.070068359375 2019-09-23,114.83999633789062,2991.780029296875 2019-09-24,114.2699966430664,2966.60009765625 2019-09-25,114.31999969482422,2984.8701171875 2019-09-26,112.02999877929688,2977.6201171875 2019-09-27,113.02999877929688,2961.7900390625 2019-09-30,114.25,2976.739990234375 2019-10-01,111.41000366210938,2940.25 2019-10-02,109.0500030517578,2887.610107421875 2019-10-03,109.52999877929688,2910.6298828125 2019-10-04,110.9800033569336,2952.010009765625 2019-10-07,109.93000030517578,2938.7900390625 2019-10-08,107.73999786376952,2893.06005859375 2019-10-09,108.05999755859376,2919.39990234375 2019-10-10,108.51000213623048,2938.1298828125 2019-10-11,110.94000244140624,2970.27001953125 2019-10-14,110.31999969482422,2966.14990234375 2019-10-15,111.37999725341795,2995.679931640625 2019-10-16,111.06999969482422,2989.68994140625 2019-10-17,110.25,2997.949951171875 2019-10-18,109.41000366210938,2986.199951171875 2019-10-21,110.94000244140624,3006.719970703125 2019-10-22,108.19000244140624,2995.989990234375 2019-10-23,108.37999725341795,3004.52001953125 2019-10-24,113.3499984741211,3010.2900390625 2019-10-25,113.70999908447266,3022.550048828125 2019-10-28,117.08000183105467,3039.419921875 2019-10-29,117.76000213623048,3036.889892578125 2019-10-30,117.56999969482422,3046.77001953125 2019-10-31,115.8000030517578,3037.56005859375 2019-11-01,116.97000122070312,3066.909912109375 2019-11-04,118.52999877929688,3078.27001953125 2019-11-05,119.12999725341795,3074.6201171875 2019-11-06,120.05999755859376,3076.780029296875 2019-11-07,120.37999725341795,3085.179931640625 2019-11-08,119.58000183105467,3093.080078125 2019-11-11,120.41999816894533,3087.010009765625 2019-11-12,121.2300033569336,3091.840087890625 2019-11-13,120.58999633789062,3094.0400390625 2019-11-14,120.91000366210938,3096.6298828125 2019-11-15,121.45999908447266,3120.4599609375 2019-11-18,121.36000061035156,3122.030029296875 2019-11-19,121.97000122070312,3120.179931640625 2019-11-20,120.93000030517578,3108.4599609375 2019-11-21,120.02999877929688,3103.5400390625 2019-11-22,121.0199966430664,3110.2900390625 2019-11-25,122.58000183105467,3133.639892578125 2019-11-26,122.83000183105467,3140.52001953125 2019-11-27,123.70999908447266,3153.6298828125 2019-11-29,123.55999755859376,3140.97998046875 2019-12-02,122.26000213623048,3113.8701171875 2019-12-03,120.79000091552734,3093.199951171875 2019-12-04,121.72000122070312,3112.760009765625 2019-12-05,123.0,3117.429931640625 2019-12-06,123.9000015258789,3145.909912109375 2019-12-09,124.5,3135.9599609375 2019-12-10,122.3499984741211,3132.52001953125 2019-12-11,123.61000061035156,3141.6298828125 2019-12-12,125.3499984741211,3168.570068359375 2019-12-13,123.22000122070312,3168.800048828125 2019-12-16,123.23999786376952,3191.449951171875 2019-12-17,123.0199966430664,3192.52001953125 2019-12-18,122.4000015258789,3191.139892578125 2019-12-19,122.5199966430664,3205.3701171875 2019-12-20,122.54000091552734,3221.219970703125 2019-12-23,121.62000274658205,3224.010009765625 2019-12-24,122.1999969482422,3223.3798828125 2019-12-26,122.87000274658205,3239.909912109375 2019-12-27,122.81999969482422,3240.02001953125 2019-12-30,121.80999755859376,3221.2900390625 2019-12-31,121.83999633789062,3230.780029296875 2020-01-02,125.16000366210938,3257.85009765625 2020-01-03,124.75,3234.85009765625 2020-01-06,125.5199966430664,3246.280029296875 2020-01-07,126.0199966430664,3237.179931640625 2020-01-08,127.22000122070312,3253.050048828125 2020-01-09,128.27999877929688,3274.699951171875 2020-01-10,127.45999908447266,3265.35009765625 2020-01-13,131.02999877929688,3288.1298828125 2020-01-14,129.72999572753906,3283.14990234375 2020-01-15,130.14999389648438,3289.2900390625 2020-01-16,132.02000427246094,3316.81005859375 2020-01-17,132.25999450683594,3329.6201171875 2020-01-21,132.3000030517578,3320.7900390625 2020-01-22,132.58999633789062,3321.75 2020-01-23,133.2100067138672,3325.5400390625 2020-01-24,131.17999267578125,3295.469970703125 2020-01-27,128.5399932861328,3243.6298828125 2020-01-28,131.3000030517578,3276.239990234375 2020-01-29,136.1199951171875,3273.39990234375 2020-01-30,136.57000732421875,3283.659912109375 2020-01-31,133.52999877929688,3225.52001953125 2020-02-03,134.52000427246094,3248.919921875 2020-02-04,136.80999755859375,3297.590087890625 2020-02-05,137.94000244140625,3334.68994140625 2020-02-06,137.77000427246094,3345.780029296875 2020-02-07,138.24000549316406,3327.7099609375 2020-02-10,138.47999572753906,3352.090087890625 2020-02-11,138.61000061035156,3357.75 2020-02-12,138.47999572753906,3379.449951171875 2020-02-13,136.4199981689453,3373.93994140625 2020-02-14,137.38999938964844,3380.159912109375 2020-02-18,137.77999877929688,3370.2900390625 2020-02-19,139.05999755859375,3386.14990234375 2020-02-20,137.74000549316406,3373.22998046875 2020-02-21,136.27000427246094,3337.75 2020-02-24,131.75,3225.889892578125 2020-02-25,126.54000091552734,3128.2099609375 2020-02-26,126.61000061035156,3116.389892578125 2020-02-27,119.83999633789062,2978.760009765625 2020-02-28,118.01000213623048,2954.219970703125 2020-03-02,125.4800033569336,3090.22998046875 2020-03-03,123.48999786376952,3003.3701171875 2020-03-04,128.75999450683594,3130.1201171875 2020-03-05,122.01000213623048,3023.93994140625 2020-03-06,116.75,2972.3701171875 2020-03-09,103.63999938964844,2746.56005859375 2020-03-10,112.79000091552734,2882.22998046875 2020-03-11,105.5199966430664,2741.3798828125 2020-03-12,91.7300033569336,2480.639892578125 2020-03-13,107.33000183105467,2711.02001953125 2020-03-16,97.5500030517578,2386.1298828125 2020-03-17,108.11000061035156,2529.18994140625 2020-03-18,108.41000366210938,2398.10009765625 2020-03-19,102.61000061035156,2409.389892578125 2020-03-20,90.33999633789062,2304.919921875 2020-03-23,85.41999816894531,2237.39990234375 2020-03-24,89.5,2447.330078125 2020-03-25,92.98999786376952,2475.56005859375 2020-03-26,101.33999633789062,2630.070068359375 2020-03-27,98.43000030517578,2541.469970703125 ", 3133,US,technical,"For Tracking Error, what is GE Aerospace's value from November 06, 2020 to February 09, 2021? (Annualized; 252 trading days per year) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.3366,easy,risk,TE = \sigma(r - r_b) * \sqrt{252}; r_b is the benchmark daily return,"date,close,benchmark_close 2020-11-05,39.823238372802734,3510.449951171875 2020-11-06,40.32165145874024,3509.43994140625 2020-11-09,43.46165466308594,3550.5 2020-11-10,44.75753021240234,3545.530029296875 2020-11-11,44.3089599609375,3572.659912109375 2020-11-12,43.6610221862793,3537.010009765625 2020-11-13,46.103248596191406,3585.14990234375 2020-11-16,47.69816970825195,3626.909912109375 2020-11-17,48.24642562866211,3609.530029296875 2020-11-18,48.49563217163086,3567.7900390625 2020-11-19,48.14674377441406,3581.8701171875 2020-11-20,48.64515686035156,3557.5400390625 2020-11-23,50.19023895263672,3577.590087890625 2020-11-24,52.08420944213867,3635.409912109375 2020-11-25,52.33341598510742,3629.64990234375 2020-11-27,51.83500289916992,3638.35009765625 2020-11-30,50.73849487304688,3621.6298828125 2020-12-01,50.58897018432617,3662.449951171875 2020-12-02,51.98452758789063,3669.010009765625 2020-12-03,52.83182907104492,3666.719970703125 2020-12-04,54.227386474609375,3699.1201171875 2020-12-07,54.12770462036133,3691.9599609375 2020-12-08,54.62611770629883,3702.25 2020-12-09,56.76929473876953,3672.820068359375 2020-12-10,56.420406341552734,3668.10009765625 2020-12-11,55.62294387817383,3663.4599609375 2020-12-14,53.97817993164063,3647.489990234375 2020-12-15,55.37373733520508,3694.6201171875 2020-12-16,54.476593017578125,3701.169921875 2020-12-17,54.227386474609375,3722.47998046875 2020-12-18,53.87849807739258,3709.409912109375 2020-12-21,53.67913436889648,3694.919921875 2020-12-22,52.88167190551758,3687.260009765625 2020-12-23,54.12770462036133,3690.010009765625 2020-12-24,53.08103561401367,3703.06005859375 2020-12-28,53.03119659423828,3735.360107421875 2020-12-29,52.63246536254883,3727.0400390625 2020-12-30,53.38008499145508,3732.0400390625 2020-12-31,53.82865524291992,3756.070068359375 2021-01-04,52.18389129638672,3700.64990234375 2021-01-05,53.67913436889648,3726.860107421875 2021-01-06,56.619773864746094,3748.139892578125 2021-01-07,56.171199798583984,3803.7900390625 2021-01-08,56.52008819580078,3824.679931640625 2021-01-11,57.06834411621094,3799.610107421875 2021-01-12,58.71310806274414,3801.18994140625 2021-01-13,57.66644287109375,3809.840087890625 2021-01-14,58.115013122558594,3795.5400390625 2021-01-15,56.47024917602539,3768.25 2021-01-19,56.96866226196289,3798.909912109375 2021-01-20,56.76929473876953,3851.85009765625 2021-01-21,55.17437362670898,3853.070068359375 2021-01-22,55.37373733520508,3841.469970703125 2021-01-25,54.77564239501953,3855.360107421875 2021-01-26,56.27088165283203,3849.6201171875 2021-01-27,56.71945571899414,3750.77001953125 2021-01-28,55.27405548095703,3787.3798828125 2021-01-29,53.230560302734375,3714.239990234375 2021-02-01,53.52960968017578,3773.860107421875 2021-02-02,56.02167510986328,3826.31005859375 2021-02-03,55.82231140136719,3830.169921875 2021-02-04,57.06834411621094,3871.739990234375 2021-02-05,56.81913757324219,3886.830078125 2021-02-08,57.86580657958984,3915.590087890625 2021-02-09,57.51691436767578,3911.22998046875 ", 3134,US,technical,"Calculate Paycom's Tracking Error from January 03, 2023 to November 17, 2023. (Annualized; 252 trading days per year) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.5276,easy,risk,TE = \sigma(r - r_b) * \sqrt{252}; r_b is the benchmark daily return,"date,close,benchmark_close 2022-12-30,310.3099975585937,3839.5 2023-01-03,304.6300048828125,3824.139892578125 2023-01-04,303.8999938964844,3852.969970703125 2023-01-05,294.6199951171875,3808.10009765625 2023-01-06,286.6499938964844,3895.080078125 2023-01-09,292.5899963378906,3892.090087890625 2023-01-10,298.3399963378906,3919.25 2023-01-11,304.25,3969.610107421875 2023-01-12,304.2799987792969,3983.169921875 2023-01-13,304.4599914550781,3999.090087890625 2023-01-17,310.29998779296875,3990.969970703125 2023-01-18,311.7699890136719,3928.860107421875 2023-01-19,304.79998779296875,3898.85009765625 2023-01-20,313.4599914550781,3972.610107421875 2023-01-23,322.07000732421875,4019.81005859375 2023-01-24,319.9200134277344,4016.949951171875 2023-01-25,314.6000061035156,4016.219970703125 2023-01-26,321.4599914550781,4060.429931640625 2023-01-27,322.239990234375,4070.56005859375 2023-01-30,315.760009765625,4017.77001953125 2023-01-31,323.94000244140625,4076.60009765625 2023-02-01,340.7699890136719,4119.2099609375 2023-02-02,352.4100036621094,4179.759765625 2023-02-03,337.44000244140625,4136.47998046875 2023-02-06,329.69000244140625,4111.080078125 2023-02-07,344.5199890136719,4164.0 2023-02-08,321.2099914550781,4117.85986328125 2023-02-09,322.4800109863281,4081.5 2023-02-10,317.0899963378906,4090.4599609375 2023-02-13,322.75,4137.2900390625 2023-02-14,324.69000244140625,4136.1298828125 2023-02-15,320.0,4147.60009765625 2023-02-16,307.45001220703125,4090.409912109375 2023-02-17,303.8900146484375,4079.090087890625 2023-02-21,296.510009765625,3997.340087890625 2023-02-22,298.94000244140625,3991.050048828125 2023-02-23,299.92999267578125,4012.320068359375 2023-02-24,293.4200134277344,3970.0400390625 2023-02-27,294.1199951171875,3982.239990234375 2023-02-28,289.0599975585937,3970.14990234375 2023-03-01,284.510009765625,3951.389892578125 2023-03-02,287.3399963378906,3981.35009765625 2023-03-03,291.5400085449219,4045.639892578125 2023-03-06,292.7300109863281,4048.419921875 2023-03-07,287.3999938964844,3986.3701171875 2023-03-08,288.8299865722656,3992.010009765625 2023-03-09,285.75,3918.320068359375 2023-03-10,273.2799987792969,3861.590087890625 2023-03-13,274.5400085449219,3855.760009765625 2023-03-14,280.510009765625,3919.2900390625 2023-03-15,277.8800048828125,3891.929931640625 2023-03-16,280.0599975585937,3960.280029296875 2023-03-17,276.94000244140625,3916.639892578125 2023-03-20,270.3699951171875,3951.570068359375 2023-03-21,277.3500061035156,4002.8701171875 2023-03-22,266.8500061035156,3936.969970703125 2023-03-23,272.32000732421875,3948.719970703125 2023-03-24,271.5599975585937,3970.989990234375 2023-03-27,272.4800109863281,3977.530029296875 2023-03-28,273.0299987792969,3971.27001953125 2023-03-29,285.8699951171875,4027.81005859375 2023-03-30,296.2900085449219,4050.830078125 2023-03-31,304.010009765625,4109.31005859375 2023-04-03,298.6199951171875,4124.509765625 2023-04-04,292.7799987792969,4100.60009765625 2023-04-05,285.6000061035156,4090.3798828125 2023-04-06,289.45001220703125,4105.02001953125 2023-04-10,294.3800048828125,4109.10986328125 2023-04-11,295.9100036621094,4108.93994140625 2023-04-12,294.2099914550781,4091.949951171875 2023-04-13,302.92999267578125,4146.22021484375 2023-04-14,303.1499938964844,4137.64013671875 2023-04-17,307.25,4151.31982421875 2023-04-18,305.260009765625,4154.8701171875 2023-04-19,304.9599914550781,4154.52001953125 2023-04-20,299.82000732421875,4129.7900390625 2023-04-21,300.54998779296875,4133.52001953125 2023-04-24,298.5400085449219,4137.0400390625 2023-04-25,288.7099914550781,4071.6298828125 2023-04-26,285.70001220703125,4055.989990234375 2023-04-27,288.8999938964844,4135.35009765625 2023-04-28,290.3699951171875,4169.47998046875 2023-05-01,297.54998779296875,4167.8701171875 2023-05-02,288.75,4119.580078125 2023-05-03,293.70001220703125,4090.75 2023-05-04,279.989990234375,4061.219970703125 2023-05-05,272.6300048828125,4136.25 2023-05-08,274.3800048828125,4138.1201171875 2023-05-09,268.739990234375,4119.169921875 2023-05-10,273.17999267578125,4137.64013671875 2023-05-11,265.3099975585937,4130.6201171875 2023-05-12,268.510009765625,4124.080078125 2023-05-15,271.7200012207031,4136.27978515625 2023-05-16,265.2900085449219,4109.89990234375 2023-05-17,272.8099975585937,4158.77001953125 2023-05-18,282.25,4198.0498046875 2023-05-19,285.3599853515625,4191.97998046875 2023-05-22,289.20001220703125,4192.6298828125 2023-05-23,283.9700012207031,4145.580078125 2023-05-24,280.8399963378906,4115.240234375 2023-05-25,279.0199890136719,4151.27978515625 2023-05-26,280.95001220703125,4205.4501953125 2023-05-30,279.82000732421875,4205.52001953125 2023-05-31,280.1300048828125,4179.830078125 2023-06-01,281.1099853515625,4221.02001953125 2023-06-02,293.32000732421875,4282.3701171875 2023-06-05,305.92999267578125,4273.7900390625 2023-06-06,307.44000244140625,4283.85009765625 2023-06-07,302.95001220703125,4267.52001953125 2023-06-08,305.010009765625,4293.93017578125 2023-06-09,304.70001220703125,4298.85986328125 2023-06-12,312.57000732421875,4338.93017578125 2023-06-13,322.739990234375,4369.009765625 2023-06-14,319.9100036621094,4372.58984375 2023-06-15,323.95001220703125,4425.83984375 2023-06-16,319.9200134277344,4409.58984375 2023-06-20,322.4599914550781,4388.7099609375 2023-06-21,312.44000244140625,4365.68994140625 2023-06-22,306.75,4381.89013671875 2023-06-23,306.20001220703125,4348.330078125 2023-06-26,310.79998779296875,4328.81982421875 2023-06-27,313.9700012207031,4378.41015625 2023-06-28,312.2300109863281,4376.85986328125 2023-06-29,313.67999267578125,4396.43994140625 2023-06-30,321.239990234375,4450.3798828125 2023-07-03,319.6199951171875,4455.58984375 2023-07-05,317.8900146484375,4446.81982421875 2023-07-06,323.8800048828125,4411.58984375 2023-07-07,324.510009765625,4398.9501953125 2023-07-10,334.8699951171875,4409.52978515625 2023-07-11,338.8099975585937,4439.259765625 2023-07-12,340.8999938964844,4472.16015625 2023-07-13,349.6499938964844,4510.0400390625 2023-07-14,355.010009765625,4505.419921875 2023-07-17,358.989990234375,4522.7900390625 2023-07-18,363.75,4554.97998046875 2023-07-19,365.4700012207031,4565.72021484375 2023-07-20,357.6099853515625,4534.8701171875 2023-07-21,350.17999267578125,4536.33984375 2023-07-24,350.9800109863281,4554.64013671875 2023-07-25,353.82000732421875,4567.4599609375 2023-07-26,358.0,4566.75 2023-07-27,361.0899963378906,4537.41015625 2023-07-28,368.4599914550781,4582.22998046875 2023-07-31,368.760009765625,4588.9599609375 2023-08-01,370.7799987792969,4576.72998046875 2023-08-02,299.6199951171875,4513.39013671875 2023-08-03,296.95001220703125,4501.89013671875 2023-08-04,290.4200134277344,4478.02978515625 2023-08-07,293.1099853515625,4518.43994140625 2023-08-08,291.5599975585937,4499.3798828125 2023-08-09,286.8800048828125,4467.7099609375 2023-08-10,291.510009765625,4468.830078125 2023-08-11,292.0,4464.0498046875 2023-08-14,294.25,4489.72021484375 2023-08-15,291.9599914550781,4437.85986328125 2023-08-16,290.8099975585937,4404.330078125 2023-08-17,280.3999938964844,4370.35986328125 2023-08-18,281.32000732421875,4369.7099609375 2023-08-21,283.6499938964844,4399.77001953125 2023-08-22,286.8599853515625,4387.5498046875 2023-08-23,289.8699951171875,4436.009765625 2023-08-24,284.5799865722656,4376.31005859375 2023-08-25,286.3900146484375,4405.7099609375 2023-08-28,287.6499938964844,4433.31005859375 2023-08-29,293.0400085449219,4497.6298828125 2023-08-30,293.6600036621094,4514.8701171875 2023-08-31,294.8399963378906,4507.66015625 2023-09-01,295.7900085449219,4515.77001953125 2023-09-05,294.1199951171875,4496.830078125 2023-09-06,293.1400146484375,4465.47998046875 2023-09-07,288.6000061035156,4451.14013671875 2023-09-08,284.3099975585937,4457.490234375 2023-09-11,285.95001220703125,4487.4599609375 2023-09-12,284.1400146484375,4461.89990234375 2023-09-13,279.3999938964844,4467.43994140625 2023-09-14,280.3399963378906,4505.10009765625 2023-09-15,277.9200134277344,4450.31982421875 2023-09-18,276.1000061035156,4453.52978515625 2023-09-19,276.9100036621094,4443.9501953125 2023-09-20,268.4800109863281,4402.2001953125 2023-09-21,261.69000244140625,4330.0 2023-09-22,257.1600036621094,4320.06005859375 2023-09-25,258.32000732421875,4337.43994140625 2023-09-26,253.6000061035156,4273.52978515625 2023-09-27,257.0799865722656,4274.509765625 2023-09-28,257.4599914550781,4299.7001953125 2023-09-29,259.2699890136719,4288.0498046875 2023-10-02,260.0400085449219,4288.39013671875 2023-10-03,261.5400085449219,4229.4501953125 2023-10-04,261.1700134277344,4263.75 2023-10-05,262.6000061035156,4258.18994140625 2023-10-06,270.2799987792969,4308.5 2023-10-09,275.69000244140625,4335.66015625 2023-10-10,275.0,4358.240234375 2023-10-11,278.0899963378906,4376.9501953125 2023-10-12,268.5400085449219,4349.60986328125 2023-10-13,264.9700012207031,4327.77978515625 2023-10-16,270.1300048828125,4373.6298828125 2023-10-17,275.2300109863281,4373.2001953125 2023-10-18,268.2300109863281,4314.60009765625 2023-10-19,265.5,4278.0 2023-10-20,259.0899963378906,4224.16015625 2023-10-23,257.6499938964844,4217.0400390625 2023-10-24,261.45001220703125,4247.68017578125 2023-10-25,248.0800018310547,4186.77001953125 2023-10-26,244.94000244140625,4137.22998046875 2023-10-27,240.33999633789065,4117.3701171875 2023-10-30,240.05999755859372,4166.81982421875 2023-10-31,244.97000122070312,4193.7998046875 2023-11-01,150.69000244140625,4237.85986328125 2023-11-02,162.66000366210938,4317.77978515625 2023-11-03,159.02000427246094,4358.33984375 2023-11-06,160.88999938964844,4365.97998046875 2023-11-07,167.83999633789062,4378.3798828125 2023-11-08,167.52000427246094,4382.77978515625 2023-11-09,167.75999450683594,4347.35009765625 2023-11-10,171.16000366210938,4415.240234375 2023-11-13,172.0,4411.5498046875 2023-11-14,176.27999877929688,4495.7001953125 2023-11-15,177.11000061035156,4502.8798828125 2023-11-16,173.64999389648438,4508.240234375 2023-11-17,177.5,4514.02001953125 ", 3135,US,technical,"What is the value of Information Ratio for Walt Disney Company (The) from September 12, 2025 to December 07, 2025? (Annualized (US standard uses arithmetic mean excess return); 252 trading days per year) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",-2.6921,easy,risk-adjusted return,IR = E[r - r_b] * 252 / TE; TE = \sigma(r - r_b) * \sqrt{252}; r_b is the benchmark daily return,"date,close,benchmark_close 2025-09-11,117.08000183105467,6587.47021484375 2025-09-12,115.95999908447266,6584.2900390625 2025-09-15,115.62000274658205,6615.27978515625 2025-09-16,115.2300033569336,6606.759765625 2025-09-17,116.0999984741211,6600.35009765625 2025-09-18,114.86000061035156,6631.9599609375 2025-09-19,113.76000213623048,6664.35986328125 2025-09-22,112.55999755859376,6693.75 2025-09-23,112.25,6656.919921875 2025-09-24,113.43000030517578,6637.97021484375 2025-09-25,112.98999786376952,6604.72021484375 2025-09-26,113.47000122070312,6643.7001953125 2025-09-29,114.77999877929688,6661.2099609375 2025-09-30,114.5,6688.4599609375 2025-10-01,112.9499969482422,6711.2001953125 2025-10-02,112.13999938964844,6715.35009765625 2025-10-03,112.47000122070312,6715.7900390625 2025-10-06,112.75,6740.27978515625 2025-10-07,112.52999877929688,6714.58984375 2025-10-08,111.88999938964844,6753.72021484375 2025-10-09,110.98999786376952,6735.10986328125 2025-10-10,109.19000244140624,6552.509765625 2025-10-13,110.2699966430664,6654.72021484375 2025-10-14,111.16999816894533,6644.31005859375 2025-10-15,111.70999908447266,6671.06005859375 2025-10-16,109.87999725341795,6629.06982421875 2025-10-17,110.66999816894533,6664.009765625 2025-10-20,111.95999908447266,6735.1298828125 2025-10-21,114.3000030517578,6735.35009765625 2025-10-22,113.08000183105467,6699.39990234375 2025-10-23,113.02999877929688,6738.43994140625 2025-10-24,111.68000030517578,6791.68994140625 2025-10-27,112.33999633789062,6875.16015625 2025-10-28,111.6500015258789,6890.89013671875 2025-10-29,110.23999786376952,6890.58984375 2025-10-30,111.83999633789062,6822.33984375 2025-10-31,112.62000274658205,6840.2001953125 2025-11-03,112.12000274658205,6851.97021484375 2025-11-04,111.47000122070312,6771.5498046875 2025-11-05,111.36000061035156,6796.2900390625 2025-11-06,110.48999786376952,6720.31982421875 2025-11-07,110.73999786376952,6728.7998046875 2025-11-10,112.23999786376952,6832.43017578125 2025-11-11,114.8499984741211,6846.60986328125 2025-11-12,116.6500015258789,6850.919921875 2025-11-13,107.61000061035156,6737.490234375 2025-11-14,105.8000030517578,6734.10986328125 2025-11-17,105.69000244140624,6672.41015625 2025-11-18,106.27999877929688,6617.31982421875 2025-11-19,104.66999816894533,6642.16015625 2025-11-20,102.6999969482422,6538.759765625 2025-11-21,104.27999877929688,6602.990234375 2025-11-24,101.94000244140624,6705.1201171875 2025-11-25,103.30999755859376,6765.8798828125 2025-11-26,103.43000030517578,6812.60986328125 2025-11-28,104.47000122070312,6849.08984375 2025-12-01,106.7699966430664,6812.6298828125 2025-12-02,104.83000183105467,6829.3701171875 2025-12-03,105.73999786376952,6849.72021484375 2025-12-04,105.47000122070312,6857.1201171875 2025-12-05,105.3000030517578,6870.39990234375 ", 3136,US,technical,"From October 22, 2024 to March 23, 2025, what is Analog Devices's Information Ratio? (Annualized (US standard uses arithmetic mean excess return); 252 trading days per year) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",-0.4504,easy,risk-adjusted return,IR = E[r - r_b] * 252 / TE; TE = \sigma(r - r_b) * \sqrt{252}; r_b is the benchmark daily return,"date,close,benchmark_close 2024-10-21,225.6699981689453,5853.97998046875 2024-10-22,224.6199951171875,5851.2001953125 2024-10-23,226.8500061035156,5797.419921875 2024-10-24,229.67999267578125,5809.85986328125 2024-10-25,230.1699981689453,5808.1201171875 2024-10-28,230.13999938964844,5823.52001953125 2024-10-29,235.22999572753903,5832.919921875 2024-10-30,230.1199951171875,5813.669921875 2024-10-31,223.1100006103516,5705.4501953125 2024-11-01,225.47999572753903,5728.7998046875 2024-11-04,224.19000244140625,5712.68994140625 2024-11-05,217.6000061035156,5782.759765625 2024-11-06,226.25,5929.0400390625 2024-11-07,227.7700042724609,5973.10009765625 2024-11-08,225.8000030517578,5995.5400390625 2024-11-11,220.47000122070312,6001.35009765625 2024-11-12,219.5500030517578,5983.990234375 2024-11-13,212.83999633789065,5985.3798828125 2024-11-14,212.2400054931641,5949.169921875 2024-11-15,206.3500061035156,5870.6201171875 2024-11-18,209.6499938964844,5893.6201171875 2024-11-19,210.42999267578125,5916.97998046875 2024-11-20,211.00999450683597,5917.10986328125 2024-11-21,213.9600067138672,5948.7099609375 2024-11-22,214.58999633789065,5969.33984375 2024-11-25,223.5800018310547,5987.3701171875 2024-11-26,219.0500030517578,6021.6298828125 2024-11-27,217.1699981689453,5998.740234375 2024-11-29,218.0500030517578,6032.3798828125 2024-12-02,223.1199951171875,6047.14990234375 2024-12-03,221.5399932861328,6049.8798828125 2024-12-04,218.3000030517578,6086.490234375 2024-12-05,214.5500030517578,6075.10986328125 2024-12-06,218.1999969482422,6090.27001953125 2024-12-09,219.0399932861328,6052.85009765625 2024-12-10,215.6100006103516,6034.91015625 2024-12-11,217.1199951171875,6084.18994140625 2024-12-12,217.72000122070312,6051.25 2024-12-13,216.6100006103516,6051.08984375 2024-12-16,216.30999755859372,6074.080078125 2024-12-17,213.82000732421875,6050.60986328125 2024-12-18,207.7700042724609,5872.16015625 2024-12-19,207.77999877929688,5867.080078125 2024-12-20,211.77999877929688,5930.85009765625 2024-12-23,214.88999938964844,5974.06982421875 2024-12-24,218.08999633789065,6040.0400390625 2024-12-26,218.05999755859372,6037.58984375 2024-12-27,216.9900054931641,5970.83984375 2024-12-30,212.55999755859372,5906.93994140625 2024-12-31,212.4600067138672,5881.6298828125 2025-01-02,211.3500061035156,5868.5498046875 2025-01-03,215.3699951171875,5942.47021484375 2025-01-06,218.0,5975.3798828125 2025-01-07,215.8699951171875,5909.02978515625 2025-01-08,220.44000244140625,5918.25 2025-01-10,212.3699951171875,5827.0400390625 2025-01-13,212.9499969482422,5836.22021484375 2025-01-14,214.6499938964844,5842.91015625 2025-01-15,218.22000122070312,5949.91015625 2025-01-16,215.0200042724609,5937.33984375 2025-01-17,219.16000366210935,5996.66015625 2025-01-21,221.4499969482422,6049.240234375 2025-01-22,224.0800018310547,6086.3701171875 2025-01-23,228.3500061035156,6118.7099609375 2025-01-24,217.3699951171875,6101.240234375 2025-01-27,215.4199981689453,6012.27978515625 2025-01-28,209.5200042724609,6067.7001953125 2025-01-29,209.91000366210935,6039.31005859375 2025-01-30,212.3999938964844,6071.169921875 2025-01-31,211.88999938964844,6040.52978515625 2025-02-03,205.2400054931641,5994.56982421875 2025-02-04,206.00999450683597,6037.8798828125 2025-02-05,209.8000030517578,6061.47998046875 2025-02-06,207.8300018310547,6083.56982421875 2025-02-07,205.2100067138672,6025.990234375 2025-02-10,204.8600006103516,6066.43994140625 2025-02-11,203.4600067138672,6068.5 2025-02-12,205.1300048828125,6051.97021484375 2025-02-13,209.33999633789065,6115.06982421875 2025-02-14,214.6100006103516,6114.6298828125 2025-02-18,220.22000122070312,6129.580078125 2025-02-19,241.66000366210935,6144.14990234375 2025-02-20,243.82000732421875,6117.52001953125 2025-02-21,238.91000366210935,6013.1298828125 2025-02-24,236.9900054931641,5983.25 2025-02-25,235.3000030517578,5955.25 2025-02-26,233.72999572753903,5956.06005859375 2025-02-27,223.8500061035156,5861.56982421875 2025-02-28,230.05999755859372,5954.5 2025-03-03,228.52999877929688,5849.72021484375 2025-03-04,226.17999267578125,5778.14990234375 2025-03-05,229.47000122070312,5842.6298828125 2025-03-06,222.7700042724609,5738.52001953125 2025-03-07,225.8600006103516,5770.2001953125 2025-03-10,216.25999450683597,5614.56005859375 2025-03-11,209.0800018310547,5572.06982421875 2025-03-12,206.6199951171875,5599.2998046875 2025-03-13,203.8000030517578,5521.52001953125 2025-03-14,208.75,5638.93994140625 2025-03-17,211.67999267578125,5675.1201171875 2025-03-18,209.16000366210935,5614.66015625 2025-03-19,209.97000122070312,5675.2900390625 2025-03-20,205.8999938964844,5662.89013671875 2025-03-21,204.3999938964844,5667.56005859375 ", 3137,US,technical,"What was Ingersoll Rand's Information Ratio during the period September 15, 2019 to February 04, 2020? (Annualized (US standard uses arithmetic mean excess return); 252 trading days per year) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.8899,easy,risk-adjusted return,IR = E[r - r_b] * 252 / TE; TE = \sigma(r - r_b) * \sqrt{252}; r_b is the benchmark daily return,"date,close,benchmark_close 2019-09-13,31.229999542236328,3007.389892578125 2019-09-16,31.850000381469727,2997.9599609375 2019-09-17,31.059999465942383,3005.699951171875 2019-09-18,30.75,3006.72998046875 2019-09-19,30.030000686645508,3006.7900390625 2019-09-20,29.5,2992.070068359375 2019-09-23,29.299999237060547,2991.780029296875 2019-09-24,28.93000030517578,2966.60009765625 2019-09-25,29.309999465942383,2984.8701171875 2019-09-26,29.18000030517578,2977.6201171875 2019-09-27,28.68000030517578,2961.7900390625 2019-09-30,28.290000915527344,2976.739990234375 2019-10-01,27.059999465942383,2940.25 2019-10-02,27.1200008392334,2887.610107421875 2019-10-03,27.82999992370605,2910.6298828125 2019-10-04,28.21999931335449,2952.010009765625 2019-10-07,27.56999969482422,2938.7900390625 2019-10-08,27.01000022888184,2893.06005859375 2019-10-09,27.32999992370605,2919.39990234375 2019-10-10,28.1299991607666,2938.1298828125 2019-10-11,29.56999969482422,2970.27001953125 2019-10-14,29.06999969482422,2966.14990234375 2019-10-15,29.38999938964844,2995.679931640625 2019-10-16,29.450000762939453,2989.68994140625 2019-10-17,29.65999984741211,2997.949951171875 2019-10-18,30.850000381469727,2986.199951171875 2019-10-21,31.11000061035156,3006.719970703125 2019-10-22,31.979999542236328,2995.989990234375 2019-10-23,32.560001373291016,3004.52001953125 2019-10-24,32.2599983215332,3010.2900390625 2019-10-25,32.790000915527344,3022.550048828125 2019-10-28,32.31999969482422,3039.419921875 2019-10-29,33.02000045776367,3036.889892578125 2019-10-30,32.11000061035156,3046.77001953125 2019-10-31,31.82999992370605,3037.56005859375 2019-11-01,32.849998474121094,3066.909912109375 2019-11-04,33.439998626708984,3078.27001953125 2019-11-05,32.63999938964844,3074.6201171875 2019-11-06,32.72999954223633,3076.780029296875 2019-11-07,33.2400016784668,3085.179931640625 2019-11-08,33.72999954223633,3093.080078125 2019-11-11,33.81999969482422,3087.010009765625 2019-11-12,33.630001068115234,3091.840087890625 2019-11-13,33.380001068115234,3094.0400390625 2019-11-14,33.0,3096.6298828125 2019-11-15,33.650001525878906,3120.4599609375 2019-11-18,33.7400016784668,3122.030029296875 2019-11-19,33.65999984741211,3120.179931640625 2019-11-20,33.58000183105469,3108.4599609375 2019-11-21,33.20000076293945,3103.5400390625 2019-11-22,33.65999984741211,3110.2900390625 2019-11-25,33.95000076293945,3133.639892578125 2019-11-26,33.939998626708984,3140.52001953125 2019-11-27,34.119998931884766,3153.6298828125 2019-11-29,33.869998931884766,3140.97998046875 2019-12-02,33.540000915527344,3113.8701171875 2019-12-03,33.27000045776367,3093.199951171875 2019-12-04,33.380001068115234,3112.760009765625 2019-12-05,33.52000045776367,3117.429931640625 2019-12-06,34.09000015258789,3145.909912109375 2019-12-09,33.849998474121094,3135.9599609375 2019-12-10,33.439998626708984,3132.52001953125 2019-12-11,34.290000915527344,3141.6298828125 2019-12-12,35.02000045776367,3168.570068359375 2019-12-13,35.540000915527344,3168.800048828125 2019-12-16,36.18000030517578,3191.449951171875 2019-12-17,36.08000183105469,3192.52001953125 2019-12-18,36.15999984741211,3191.139892578125 2019-12-19,36.4900016784668,3205.3701171875 2019-12-20,36.63999938964844,3221.219970703125 2019-12-23,36.880001068115234,3224.010009765625 2019-12-24,36.77999877929688,3223.3798828125 2019-12-26,36.95000076293945,3239.909912109375 2019-12-27,36.95000076293945,3240.02001953125 2019-12-30,36.4900016784668,3221.2900390625 2019-12-31,36.68000030517578,3230.780029296875 2020-01-02,36.880001068115234,3257.85009765625 2020-01-03,36.720001220703125,3234.85009765625 2020-01-06,36.27999877929688,3246.280029296875 2020-01-07,36.0099983215332,3237.179931640625 2020-01-08,35.75,3253.050048828125 2020-01-09,35.79999923706055,3274.699951171875 2020-01-10,35.13999938964844,3265.35009765625 2020-01-13,35.439998626708984,3288.1298828125 2020-01-14,34.93000030517578,3283.14990234375 2020-01-15,34.5,3289.2900390625 2020-01-16,35.11000061035156,3316.81005859375 2020-01-17,35.47999954223633,3329.6201171875 2020-01-21,34.560001373291016,3320.7900390625 2020-01-22,34.5,3321.75 2020-01-23,34.869998931884766,3325.5400390625 2020-01-24,34.65999984741211,3295.469970703125 2020-01-27,34.52000045776367,3243.6298828125 2020-01-28,35.58000183105469,3276.239990234375 2020-01-29,36.09999847412109,3273.39990234375 2020-01-30,36.209999084472656,3283.659912109375 2020-01-31,35.310001373291016,3225.52001953125 2020-02-03,35.77000045776367,3248.919921875 2020-02-04,36.560001373291016,3297.590087890625 ", 3138,US,technical,"For Information Ratio, what is Federal Realty Investment Trust's value from June 23, 2021 to July 29, 2021? (Annualized (US standard uses arithmetic mean excess return); 252 trading days per year) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",-1.8315,easy,risk-adjusted return,IR = E[r - r_b] * 252 / TE; TE = \sigma(r - r_b) * \sqrt{252}; r_b is the benchmark daily return,"date,close,benchmark_close 2021-06-22,118.05999755859376,4246.43994140625 2021-06-23,118.8499984741211,4241.83984375 2021-06-24,117.75,4266.490234375 2021-06-25,119.2699966430664,4280.7001953125 2021-06-28,117.2300033569336,4290.60986328125 2021-06-29,117.68000030517578,4291.7998046875 2021-06-30,117.16999816894533,4297.5 2021-07-01,118.08000183105467,4319.93994140625 2021-07-02,117.86000061035156,4352.33984375 2021-07-06,116.83000183105467,4343.5400390625 2021-07-07,114.5500030517578,4358.1298828125 2021-07-08,114.4000015258789,4320.81982421875 2021-07-09,118.0500030517578,4369.5498046875 2021-07-12,120.33999633789062,4384.6298828125 2021-07-13,117.43000030517578,4369.2099609375 2021-07-14,118.2699966430664,4374.2998046875 2021-07-15,117.48999786376952,4360.02978515625 2021-07-16,117.1500015258789,4327.16015625 2021-07-19,112.23999786376952,4258.490234375 2021-07-20,116.83999633789062,4323.06005859375 2021-07-21,118.47000122070312,4358.68994140625 2021-07-22,115.8499984741211,4367.47998046875 2021-07-23,116.5999984741211,4411.7900390625 2021-07-26,116.5999984741211,4422.2998046875 2021-07-27,117.91999816894533,4401.4599609375 2021-07-28,116.26000213623048,4400.64013671875 2021-07-29,117.33000183105467,4419.14990234375 ", 3139,US,technical,"Calculate Jack Henry & Associates's Information Ratio from September 16, 2023 to January 30, 2024. (Annualized (US standard uses arithmetic mean excess return); 252 trading days per year) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",-0.0836,easy,risk-adjusted return,IR = E[r - r_b] * 252 / TE; TE = \sigma(r - r_b) * \sqrt{252}; r_b is the benchmark daily return,"date,close,benchmark_close 2023-09-15,154.49000549316406,4450.31982421875 2023-09-18,155.19000244140625,4453.52978515625 2023-09-19,152.69000244140625,4443.9501953125 2023-09-20,152.8800048828125,4402.2001953125 2023-09-21,148.61000061035156,4330.0 2023-09-22,147.88999938964844,4320.06005859375 2023-09-25,147.74000549316406,4337.43994140625 2023-09-26,147.5399932861328,4273.52978515625 2023-09-27,148.44000244140625,4274.509765625 2023-09-28,151.6699981689453,4299.7001953125 2023-09-29,151.13999938964844,4288.0498046875 2023-10-02,149.8699951171875,4288.39013671875 2023-10-03,146.63999938964844,4229.4501953125 2023-10-04,147.5,4263.75 2023-10-05,148.5800018310547,4258.18994140625 2023-10-06,148.97000122070312,4308.5 2023-10-09,147.8000030517578,4335.66015625 2023-10-10,148.82000732421875,4358.240234375 2023-10-11,147.17999267578125,4376.9501953125 2023-10-12,144.4600067138672,4349.60986328125 2023-10-13,145.42999267578125,4327.77978515625 2023-10-16,147.89999389648438,4373.6298828125 2023-10-17,149.02999877929688,4373.2001953125 2023-10-18,147.0800018310547,4314.60009765625 2023-10-19,145.61000061035156,4278.0 2023-10-20,143.1199951171875,4224.16015625 2023-10-23,143.10000610351562,4217.0400390625 2023-10-24,143.55999755859375,4247.68017578125 2023-10-25,141.9600067138672,4186.77001953125 2023-10-26,140.3300018310547,4137.22998046875 2023-10-27,138.10000610351562,4117.3701171875 2023-10-30,139.7899932861328,4166.81982421875 2023-10-31,140.99000549316406,4193.7998046875 2023-11-01,140.35000610351562,4237.85986328125 2023-11-02,141.92999267578125,4317.77978515625 2023-11-03,144.85000610351562,4358.33984375 2023-11-06,145.36000061035156,4365.97998046875 2023-11-07,143.42999267578125,4378.3798828125 2023-11-08,149.94000244140625,4382.77978515625 2023-11-09,149.2100067138672,4347.35009765625 2023-11-10,147.99000549316406,4415.240234375 2023-11-13,150.32000732421875,4411.5498046875 2023-11-14,153.13999938964844,4495.7001953125 2023-11-15,153.83999633789062,4502.8798828125 2023-11-16,153.41000366210938,4508.240234375 2023-11-17,152.3000030517578,4514.02001953125 2023-11-20,153.6699981689453,4547.3798828125 2023-11-21,152.9199981689453,4538.18994140625 2023-11-22,153.08999633789062,4556.6201171875 2023-11-24,153.8000030517578,4559.33984375 2023-11-27,153.99000549316406,4550.43017578125 2023-11-28,155.13999938964844,4554.89013671875 2023-11-29,156.00999450683594,4550.580078125 2023-11-30,158.69000244140625,4567.7998046875 2023-12-01,160.7899932861328,4594.6298828125 2023-12-04,162.67999267578125,4569.77978515625 2023-12-05,161.3300018310547,4567.18017578125 2023-12-06,165.39999389648438,4549.33984375 2023-12-07,165.14999389648438,4585.58984375 2023-12-08,164.69000244140625,4604.3701171875 2023-12-11,164.3800048828125,4622.43994140625 2023-12-12,166.1199951171875,4643.7001953125 2023-12-13,168.1699981689453,4707.08984375 2023-12-14,166.89999389648438,4719.5498046875 2023-12-15,164.36000061035156,4719.18994140625 2023-12-18,166.27999877929688,4740.56005859375 2023-12-19,165.25,4768.3701171875 2023-12-20,162.82000732421875,4698.35009765625 2023-12-21,163.27000427246094,4746.75 2023-12-22,165.0800018310547,4754.6298828125 2023-12-26,165.55999755859375,4774.75 2023-12-27,163.24000549316406,4781.580078125 2023-12-28,163.8800048828125,4783.35009765625 2023-12-29,163.41000366210938,4769.830078125 2024-01-02,164.66000366210938,4742.830078125 2024-01-03,163.42999267578125,4704.81005859375 2024-01-04,166.6699981689453,4688.68017578125 2024-01-05,166.72000122070312,4697.240234375 2024-01-08,169.6999969482422,4763.5400390625 2024-01-09,167.19000244140625,4756.5 2024-01-10,167.61000061035156,4783.4501953125 2024-01-11,167.27000427246094,4780.240234375 2024-01-12,167.58999633789062,4783.830078125 2024-01-16,165.17999267578125,4765.97998046875 2024-01-17,165.75999450683594,4739.2099609375 2024-01-18,165.5399932861328,4780.93994140625 2024-01-19,166.38999938964844,4839.81005859375 2024-01-22,168.80999755859375,4850.43017578125 2024-01-23,168.0500030517578,4864.60009765625 2024-01-24,166.6300048828125,4868.5498046875 2024-01-25,168.2899932861328,4894.16015625 2024-01-26,169.57000732421875,4890.97021484375 2024-01-29,169.5399932861328,4927.93017578125 2024-01-30,169.4499969482422,4924.97021484375 ", 3140,US,technical,"What is the value of Sharpe Ratio for NextEra Energy from October 16, 2024 to October 15, 2025? (Default risk-free rate is 0; annualized (US standard uses arithmetic mean return); 252 trading days per year) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.2688,easy,risk-adjusted return,SR = (AnnRet - rf) / (\sigma(r) * \sqrt{252}),"date,close 2024-10-15,82.79000091552734 2024-10-16,84.38999938964844 2024-10-17,83.77999877929688 2024-10-18,84.37999725341797 2024-10-21,84.02999877929688 2024-10-22,83.69999694824219 2024-10-23,84.95999908447266 2024-10-24,82.80999755859375 2024-10-25,81.43000030517578 2024-10-28,82.87000274658203 2024-10-29,79.55999755859375 2024-10-30,79.08999633789062 2024-10-31,79.25 2024-11-01,77.3499984741211 2024-11-04,78.37000274658203 2024-11-05,78.6500015258789 2024-11-06,74.5199966430664 2024-11-07,74.62000274658203 2024-11-08,76.97000122070312 2024-11-11,75.91000366210938 2024-11-12,74.26000213623047 2024-11-13,74.23999786376953 2024-11-14,75.27999877929688 2024-11-15,76.3499984741211 2024-11-18,76.38999938964844 2024-11-19,77.08000183105469 2024-11-20,76.87999725341797 2024-11-21,77.36000061035156 2024-11-22,76.0 2024-11-25,76.63999938964844 2024-11-26,77.48999786376953 2024-11-27,78.5199966430664 2024-11-29,78.66999816894531 2024-12-02,77.06999969482422 2024-12-03,76.29000091552734 2024-12-04,75.73999786376953 2024-12-05,76.19999694824219 2024-12-06,75.23999786376953 2024-12-09,74.69999694824219 2024-12-10,74.13999938964844 2024-12-11,73.9800033569336 2024-12-12,73.22000122070312 2024-12-13,73.62000274658203 2024-12-16,72.79000091552734 2024-12-17,72.2699966430664 2024-12-18,70.5199966430664 2024-12-19,69.7699966430664 2024-12-20,71.66999816894531 2024-12-23,72.48999786376953 2024-12-24,72.91000366210938 2024-12-26,72.37000274658203 2024-12-27,72.11000061035156 2024-12-30,71.76000213623047 2024-12-31,71.69000244140625 2025-01-02,71.61000061035156 2025-01-03,71.98999786376953 2025-01-06,71.23999786376953 2025-01-07,70.43000030517578 2025-01-08,70.66000366210938 2025-01-10,67.37999725341797 2025-01-13,66.95999908447266 2025-01-14,67.9800033569336 2025-01-15,69.29000091552734 2025-01-16,71.37000274658203 2025-01-17,70.76000213623047 2025-01-21,70.8499984741211 2025-01-22,68.48999786376953 2025-01-23,69.2300033569336 2025-01-24,72.83000183105469 2025-01-27,73.83000183105469 2025-01-28,70.54000091552734 2025-01-29,70.88999938964844 2025-01-30,71.30000305175781 2025-01-31,71.55999755859375 2025-02-03,71.05000305175781 2025-02-04,69.9000015258789 2025-02-05,69.19999694824219 2025-02-06,69.2699966430664 2025-02-07,68.2699966430664 2025-02-10,69.69999694824219 2025-02-11,70.33000183105469 2025-02-12,69.27999877929688 2025-02-13,68.5999984741211 2025-02-14,68.05999755859375 2025-02-18,68.5 2025-02-19,69.05999755859375 2025-02-20,70.13999938964844 2025-02-21,71.58000183105469 2025-02-24,70.80000305175781 2025-02-25,71.27999877929688 2025-02-26,71.01000213623047 2025-02-27,69.37999725341797 2025-02-28,70.16999816894531 2025-03-03,71.62000274658203 2025-03-04,70.8499984741211 2025-03-05,70.4800033569336 2025-03-06,70.01000213623047 2025-03-07,72.83000183105469 2025-03-10,76.16000366210938 2025-03-11,74.02999877929688 2025-03-12,72.91999816894531 2025-03-13,72.7300033569336 2025-03-14,73.55000305175781 2025-03-17,72.11000061035156 2025-03-18,70.69999694824219 2025-03-19,70.5 2025-03-20,71.1500015258789 2025-03-21,70.87999725341797 2025-03-24,70.06999969482422 2025-03-25,68.58999633789062 2025-03-26,69.7300033569336 2025-03-27,70.02999877929688 2025-03-28,70.44999694824219 2025-03-31,70.88999938964844 2025-04-01,70.91999816894531 2025-04-02,70.4800033569336 2025-04-03,72.13999938964844 2025-04-04,66.91000366210938 2025-04-07,65.05999755859375 2025-04-08,64.11000061035156 2025-04-09,67.58000183105469 2025-04-10,66.72000122070312 2025-04-11,65.80999755859375 2025-04-14,67.69000244140625 2025-04-15,67.66000366210938 2025-04-16,65.63999938964844 2025-04-17,66.30999755859375 2025-04-21,64.68000030517578 2025-04-22,66.63999938964844 2025-04-23,67.2699966430664 2025-04-24,66.3499984741211 2025-04-25,66.08999633789062 2025-04-28,66.19000244140625 2025-04-29,67.25 2025-04-30,66.87999725341797 2025-05-01,66.05000305175781 2025-05-02,67.08999633789062 2025-05-05,66.0999984741211 2025-05-06,66.54000091552734 2025-05-07,67.36000061035156 2025-05-08,68.31999969482422 2025-05-09,70.30999755859375 2025-05-12,69.69000244140625 2025-05-13,72.11000061035156 2025-05-14,72.19000244140625 2025-05-15,74.55000305175781 2025-05-16,75.0 2025-05-19,73.86000061035156 2025-05-20,74.41000366210938 2025-05-21,71.54000091552734 2025-05-22,66.94000244140625 2025-05-23,67.76000213623047 2025-05-27,68.04000091552734 2025-05-28,67.20999908447266 2025-05-29,68.98999786376953 2025-05-30,70.63999938964844 2025-06-02,70.1500015258789 2025-06-03,70.94999694824219 2025-06-04,69.87999725341797 2025-06-05,71.5 2025-06-06,72.16000366210938 2025-06-09,71.9000015258789 2025-06-10,72.80999755859375 2025-06-11,73.0 2025-06-12,73.83999633789062 2025-06-13,74.77999877929688 2025-06-16,73.77999877929688 2025-06-17,71.86000061035156 2025-06-18,71.56999969482422 2025-06-20,71.52999877929688 2025-06-23,70.7300033569336 2025-06-24,71.4000015258789 2025-06-25,70.33999633789062 2025-06-26,70.98999786376953 2025-06-27,70.88999938964844 2025-06-30,69.41999816894531 2025-07-01,73.05999755859375 2025-07-02,73.0199966430664 2025-07-03,73.87999725341797 2025-07-07,74.75 2025-07-08,72.45999908447266 2025-07-09,73.6500015258789 2025-07-10,74.63999938964844 2025-07-11,74.4000015258789 2025-07-14,75.04000091552734 2025-07-15,74.69999694824219 2025-07-16,74.7699966430664 2025-07-17,75.18000030517578 2025-07-18,75.94999694824219 2025-07-21,76.16999816894531 2025-07-22,77.54000091552734 2025-07-23,72.81999969482422 2025-07-24,71.97000122070312 2025-07-25,71.8499984741211 2025-07-28,71.33999633789062 2025-07-29,71.94999694824219 2025-07-30,70.98999786376953 2025-07-31,71.05999755859375 2025-08-01,70.4000015258789 2025-08-04,70.52999877929688 2025-08-05,71.18000030517578 2025-08-06,70.54000091552734 2025-08-07,72.58000183105469 2025-08-08,72.41000366210938 2025-08-11,72.44999694824219 2025-08-12,71.86000061035156 2025-08-13,72.30000305175781 2025-08-14,72.23999786376953 2025-08-15,75.41000366210938 2025-08-18,75.72000122070312 2025-08-19,76.51000213623047 2025-08-20,76.18000030517578 2025-08-21,76.08000183105469 2025-08-22,76.31999969482422 2025-08-25,75.31999969482422 2025-08-26,74.83999633789062 2025-08-27,73.88999938964844 2025-08-28,72.08999633789062 2025-08-29,72.05000305175781 2025-09-02,72.6500015258789 2025-09-03,71.62999725341797 2025-09-04,70.87000274658203 2025-09-05,70.9000015258789 2025-09-08,69.7699966430664 2025-09-09,70.06999969482422 2025-09-10,71.04000091552734 2025-09-11,71.31999969482422 2025-09-12,71.63999938964844 2025-09-15,71.5 2025-09-16,69.83000183105469 2025-09-17,70.30999755859375 2025-09-18,70.79000091552734 2025-09-19,71.08000183105469 2025-09-22,72.3499984741211 2025-09-23,72.31999969482422 2025-09-24,73.83000183105469 2025-09-25,74.6500015258789 2025-09-26,75.8499984741211 2025-09-29,76.20999908447266 2025-09-30,75.48999786376953 2025-10-01,78.66999816894531 2025-10-02,78.18000030517578 2025-10-03,80.05999755859375 2025-10-06,82.11000061035156 2025-10-07,83.20999908447266 2025-10-08,84.04000091552734 2025-10-09,83.70999908447266 2025-10-10,83.3499984741211 2025-10-13,84.30000305175781 2025-10-14,84.63999938964844 2025-10-15,85.79000091552734 ", 3141,US,technical,"From September 04, 2021 to March 21, 2022, what is Visa Inc.'s Sharpe Ratio? (Default risk-free rate is 0; annualized (US standard uses arithmetic mean return); 252 trading days per year) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",-0.0531,easy,risk-adjusted return,SR = (AnnRet - rf) / (\sigma(r) * \sqrt{252}),"date,close 2021-09-03,225.1100006103516 2021-09-07,226.2700042724609 2021-09-08,229.08999633789065 2021-09-09,227.4900054931641 2021-09-10,224.91000366210935 2021-09-13,224.6300048828125 2021-09-14,223.02999877929688 2021-09-15,223.80999755859372 2021-09-16,224.3300018310547 2021-09-17,221.75 2021-09-20,220.0500030517578 2021-09-21,220.1699981689453 2021-09-22,222.75 2021-09-23,228.30999755859372 2021-09-24,231.58999633789065 2021-09-27,229.6000061035156 2021-09-28,225.55999755859372 2021-09-29,226.67999267578125 2021-09-30,222.75 2021-10-01,230.4600067138672 2021-10-04,224.72999572753903 2021-10-05,224.27999877929688 2021-10-06,226.50999450683597 2021-10-07,230.5500030517578 2021-10-08,230.2700042724609 2021-10-11,225.1100006103516 2021-10-12,224.0500030517578 2021-10-13,222.4600067138672 2021-10-14,225.17999267578125 2021-10-15,230.9900054931641 2021-10-18,230.6499938964844 2021-10-19,233.5200042724609 2021-10-20,231.4199981689453 2021-10-21,230.2400054931641 2021-10-22,231.22999572753903 2021-10-25,233.8800048828125 2021-10-26,231.82000732421875 2021-10-27,215.77999877929688 2021-10-28,209.83999633789065 2021-10-29,211.7700042724609 2021-11-01,212.4600067138672 2021-11-02,209.13999938964844 2021-11-03,208.1000061035156 2021-11-04,208.77999877929688 2021-11-05,216.6699981689453 2021-11-08,220.4900054931641 2021-11-09,213.38999938964844 2021-11-10,215.55999755859372 2021-11-11,210.4199981689453 2021-11-12,212.08999633789065 2021-11-15,212.3000030517578 2021-11-16,215.17999267578125 2021-11-17,205.05999755859372 2021-11-18,203.3300018310547 2021-11-19,200.8600006103516 2021-11-22,195.5800018310547 2021-11-23,198.4900054931641 2021-11-24,203.25 2021-11-26,197.6499938964844 2021-11-29,196.2899932861328 2021-11-30,193.7700042724609 2021-12-01,190.16000366210935 2021-12-02,198.2899932861328 2021-12-03,196.32000732421875 2021-12-06,202.67999267578125 2021-12-07,207.3699951171875 2021-12-08,208.9900054931641 2021-12-09,211.38999938964844 2021-12-10,213.3999938964844 2021-12-13,211.0200042724609 2021-12-14,209.97999572753903 2021-12-15,212.30999755859372 2021-12-16,214.3699951171875 2021-12-17,211.8800048828125 2021-12-20,208.7400054931641 2021-12-21,215.3800048828125 2021-12-22,217.9600067138672 2021-12-23,216.6199951171875 2021-12-27,217.6300048828125 2021-12-28,218.0500030517578 2021-12-29,218.1699981689453 2021-12-30,217.8699951171875 2021-12-31,216.7100067138672 2022-01-03,221.42999267578125 2022-01-04,222.4600067138672 2022-01-05,220.0 2022-01-06,219.75 2022-01-07,216.9600067138672 2022-01-10,211.97000122070312 2022-01-11,214.3800048828125 2022-01-12,215.7100067138672 2022-01-13,215.0 2022-01-14,214.6699981689453 2022-01-18,215.7100067138672 2022-01-19,214.67999267578125 2022-01-20,214.3500061035156 2022-01-21,205.92999267578125 2022-01-24,201.8500061035156 2022-01-25,202.0 2022-01-26,205.8699951171875 2022-01-27,206.1499938964844 2022-01-28,228.0 2022-01-31,226.1699981689453 2022-02-01,232.3600006103516 2022-02-02,235.4199981689453 2022-02-03,231.5399932861328 2022-02-04,228.38999938964844 2022-02-07,227.16000366210935 2022-02-08,227.94000244140625 2022-02-09,230.8699951171875 2022-02-10,225.58999633789065 2022-02-11,224.69000244140625 2022-02-14,225.33999633789065 2022-02-15,227.82000732421875 2022-02-16,228.82000732421875 2022-02-17,224.6100006103516 2022-02-18,222.69000244140625 2022-02-22,221.32000732421875 2022-02-23,215.9499969482422 2022-02-24,217.3000030517578 2022-02-25,219.2700042724609 2022-02-28,216.1199951171875 2022-03-01,208.97000122070312 2022-03-02,208.47999572753903 2022-03-03,207.22999572753903 2022-03-04,200.2899932861328 2022-03-07,190.6999969482422 2022-03-08,191.7100067138672 2022-03-09,199.75999450683597 2022-03-10,197.97000122070312 2022-03-11,196.7100067138672 2022-03-14,200.3300018310547 2022-03-15,206.13999938964844 2022-03-16,211.8699951171875 2022-03-17,213.4499969482422 2022-03-18,219.1100006103516 2022-03-21,217.0399932861328 ", 3142,US,technical,"What was Exelon's Sharpe Ratio during the period February 26, 2022 to October 13, 2022? (Default risk-free rate is 0; annualized (US standard uses arithmetic mean return); 252 trading days per year) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",-0.6482,easy,risk-adjusted return,SR = (AnnRet - rf) / (\sigma(r) * \sqrt{252}),"date,close 2022-02-25,42.59999847412109 2022-02-28,42.560001373291016 2022-03-01,42.22999954223633 2022-03-02,42.7599983215332 2022-03-03,43.130001068115234 2022-03-04,44.27999877929688 2022-03-07,43.83000183105469 2022-03-08,43.4900016784668 2022-03-09,43.54999923706055 2022-03-10,43.59999847412109 2022-03-11,43.630001068115234 2022-03-14,43.58000183105469 2022-03-15,43.7599983215332 2022-03-16,43.43999862670898 2022-03-17,43.45000076293945 2022-03-18,43.25 2022-03-21,43.65999984741211 2022-03-22,43.630001068115234 2022-03-23,43.70000076293945 2022-03-24,44.470001220703125 2022-03-25,45.5099983215332 2022-03-28,46.02000045776367 2022-03-29,46.9900016784668 2022-03-30,47.22999954223633 2022-03-31,47.630001068115234 2022-04-01,47.65999984741211 2022-04-04,47.34000015258789 2022-04-05,47.79999923706055 2022-04-06,49.709999084472656 2022-04-07,50.02000045776367 2022-04-08,50.130001068115234 2022-04-11,48.2400016784668 2022-04-12,48.04999923706055 2022-04-13,48.63999938964844 2022-04-14,49.02999877929688 2022-04-18,49.22999954223633 2022-04-19,49.5 2022-04-20,50.25 2022-04-21,49.7400016784668 2022-04-22,48.650001525878906 2022-04-25,48.77000045776367 2022-04-26,48.41999816894531 2022-04-27,47.790000915527344 2022-04-28,48.34000015258789 2022-04-29,46.77999877929688 2022-05-02,46.650001525878906 2022-05-03,46.68999862670898 2022-05-04,47.91999816894531 2022-05-05,46.900001525878906 2022-05-06,47.060001373291016 2022-05-09,46.72999954223633 2022-05-10,46.7599983215332 2022-05-11,47.619998931884766 2022-05-12,45.84999847412109 2022-05-13,46.72999954223633 2022-05-16,46.869998931884766 2022-05-17,47.540000915527344 2022-05-18,47.130001068115234 2022-05-19,47.34999847412109 2022-05-20,47.150001525878906 2022-05-23,47.88999938964844 2022-05-24,48.83000183105469 2022-05-25,49.02000045776367 2022-05-26,49.15999984741211 2022-05-27,49.84999847412109 2022-05-31,49.150001525878906 2022-06-01,49.18999862670898 2022-06-02,48.9900016784668 2022-06-03,48.72999954223633 2022-06-06,48.54999923706055 2022-06-07,49.04999923706055 2022-06-08,48.16999816894531 2022-06-09,46.65999984741211 2022-06-10,46.0099983215332 2022-06-13,43.68000030517578 2022-06-14,42.310001373291016 2022-06-15,42.2599983215332 2022-06-16,41.220001220703125 2022-06-17,40.90999984741211 2022-06-21,41.59999847412109 2022-06-22,41.68999862670898 2022-06-23,42.22999954223633 2022-06-24,43.290000915527344 2022-06-27,43.88999938964844 2022-06-28,43.880001068115234 2022-06-29,44.34000015258789 2022-06-30,45.31999969482422 2022-07-01,46.06999969482422 2022-07-05,43.619998931884766 2022-07-06,44.2599983215332 2022-07-07,44.38999938964844 2022-07-08,44.290000915527344 2022-07-11,44.43000030517578 2022-07-12,44.22999954223633 2022-07-13,43.59999847412109 2022-07-14,44.150001525878906 2022-07-15,44.22999954223633 2022-07-18,43.7599983215332 2022-07-19,43.70000076293945 2022-07-20,43.09999847412109 2022-07-21,43.2599983215332 2022-07-22,44.02000045776367 2022-07-25,44.41999816894531 2022-07-26,44.70000076293945 2022-07-27,44.459999084472656 2022-07-28,46.27000045776367 2022-07-29,46.4900016784668 2022-08-01,46.11000061035156 2022-08-02,45.83000183105469 2022-08-03,44.310001373291016 2022-08-04,45.060001373291016 2022-08-05,44.77000045776367 2022-08-08,44.97999954223633 2022-08-09,45.400001525878906 2022-08-10,45.52999877929688 2022-08-11,45.70000076293945 2022-08-12,46.16999816894531 2022-08-15,46.70000076293945 2022-08-16,46.68999862670898 2022-08-17,46.25 2022-08-18,46.310001373291016 2022-08-19,46.13999938964844 2022-08-22,45.34999847412109 2022-08-23,45.06999969482422 2022-08-24,45.4900016784668 2022-08-25,45.81999969482422 2022-08-26,44.709999084472656 2022-08-29,45.0 2022-08-30,44.060001373291016 2022-08-31,43.90999984741211 2022-09-01,44.45000076293945 2022-09-02,44.08000183105469 2022-09-06,43.88999938964844 2022-09-07,45.11000061035156 2022-09-08,45.369998931884766 2022-09-09,45.84000015258789 2022-09-12,46.11000061035156 2022-09-13,44.02000045776367 2022-09-14,44.34999847412109 2022-09-15,43.2400016784668 2022-09-16,43.209999084472656 2022-09-19,43.38999938964844 2022-09-20,42.77999877929688 2022-09-21,42.09999847412109 2022-09-22,41.68000030517578 2022-09-23,41.66999816894531 2022-09-26,40.58000183105469 2022-09-27,40.150001525878906 2022-09-28,39.68000030517578 2022-09-29,37.75 2022-09-30,37.459999084472656 2022-10-03,38.47999954223633 2022-10-04,40.0099983215332 2022-10-05,38.70000076293945 2022-10-06,37.7599983215332 2022-10-07,36.959999084472656 2022-10-10,37.810001373291016 2022-10-11,37.470001220703125 2022-10-12,35.959999084472656 2022-10-13,37.22999954223633 ", 3143,US,technical,"For Sharpe Ratio, what is Pool Corporation's value from November 14, 2022 to February 08, 2023? (Default risk-free rate is 0; annualized (US standard uses arithmetic mean return); 252 trading days per year) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.1803,easy,risk-adjusted return,SR = (AnnRet - rf) / (\sigma(r) * \sqrt{252}),"date,close 2022-11-11,351.3599853515625 2022-11-14,340.8900146484375 2022-11-15,346.25 2022-11-16,337.45001220703125 2022-11-17,319.6000061035156 2022-11-18,321.9800109863281 2022-11-21,320.239990234375 2022-11-22,326.42999267578125 2022-11-23,332.3900146484375 2022-11-25,328.82000732421875 2022-11-28,315.2300109863281 2022-11-29,320.75 2022-11-30,329.4100036621094 2022-12-01,338.1300048828125 2022-12-02,330.42999267578125 2022-12-05,320.1099853515625 2022-12-06,317.989990234375 2022-12-07,321.0799865722656 2022-12-08,329.2300109863281 2022-12-09,331.010009765625 2022-12-12,331.1199951171875 2022-12-13,335.4700012207031 2022-12-14,334.8099975585937 2022-12-15,320.0400085449219 2022-12-16,313.0199890136719 2022-12-19,308.1400146484375 2022-12-20,303.7699890136719 2022-12-21,311.67999267578125 2022-12-22,305.0799865722656 2022-12-23,305.6000061035156 2022-12-27,306.010009765625 2022-12-28,296.4800109863281 2022-12-29,306.9200134277344 2022-12-30,302.3299865722656 2023-01-03,300.8299865722656 2023-01-04,304.42999267578125 2023-01-05,303.0 2023-01-06,315.3099975585937 2023-01-09,317.8099975585937 2023-01-10,325.0599975585937 2023-01-11,342.8099975585937 2023-01-12,346.7900085449219 2023-01-13,349.0899963378906 2023-01-17,353.9700012207031 2023-01-18,359.6499938964844 2023-01-19,344.7799987792969 2023-01-20,352.739990234375 2023-01-23,359.2799987792969 2023-01-24,364.260009765625 2023-01-25,363.5 2023-01-26,364.4100036621094 2023-01-27,379.3900146484375 2023-01-30,376.4800109863281 2023-01-31,385.6099853515625 2023-02-01,398.1400146484375 2023-02-02,422.1700134277344 2023-02-03,403.5700073242188 2023-02-06,392.0400085449219 2023-02-07,391.8299865722656 2023-02-08,385.1300048828125 ", 3144,US,technical,"Calculate Weyerhaeuser's Sharpe Ratio from March 03, 2024 to June 09, 2024. (Default risk-free rate is 0; annualized (US standard uses arithmetic mean return); 252 trading days per year) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",-3.2462,easy,risk-adjusted return,SR = (AnnRet - rf) / (\sigma(r) * \sqrt{252}),"date,close 2024-03-01,34.90999984741211 2024-03-04,35.36000061035156 2024-03-05,34.439998626708984 2024-03-06,34.560001373291016 2024-03-07,34.369998931884766 2024-03-08,34.84000015258789 2024-03-11,35.06999969482422 2024-03-12,34.470001220703125 2024-03-13,34.560001373291016 2024-03-14,34.2599983215332 2024-03-15,34.33000183105469 2024-03-18,34.150001525878906 2024-03-19,34.529998779296875 2024-03-20,35.310001373291016 2024-03-21,35.529998779296875 2024-03-22,35.61000061035156 2024-03-25,35.4900016784668 2024-03-26,35.45000076293945 2024-03-27,35.93000030517578 2024-03-28,35.90999984741211 2024-04-01,35.560001373291016 2024-04-02,35.43000030517578 2024-04-03,34.939998626708984 2024-04-04,34.63999938964844 2024-04-05,34.59000015258789 2024-04-08,34.41999816894531 2024-04-09,35.029998779296875 2024-04-10,33.599998474121094 2024-04-11,33.650001525878906 2024-04-12,33.2400016784668 2024-04-15,32.689998626708984 2024-04-16,31.96999931335449 2024-04-17,31.520000457763672 2024-04-18,31.350000381469727 2024-04-19,31.46999931335449 2024-04-22,31.46999931335449 2024-04-23,31.709999084472656 2024-04-24,31.540000915527344 2024-04-25,31.459999084472656 2024-04-26,31.049999237060547 2024-04-29,31.18000030517578 2024-04-30,30.170000076293945 2024-05-01,30.200000762939453 2024-05-02,31.01000022888184 2024-05-03,31.09000015258789 2024-05-06,31.07999992370605 2024-05-07,30.850000381469727 2024-05-08,30.729999542236328 2024-05-09,31.1299991607666 2024-05-10,30.96999931335449 2024-05-13,31.209999084472656 2024-05-14,31.190000534057617 2024-05-15,31.36000061035156 2024-05-16,31.11000061035156 2024-05-17,31.170000076293945 2024-05-20,30.90999984741211 2024-05-21,31.11000061035156 2024-05-22,30.700000762939453 2024-05-23,30.11000061035156 2024-05-24,30.200000762939453 2024-05-28,29.76000022888184 2024-05-29,29.36000061035156 2024-05-30,29.71999931335449 2024-05-31,30.030000686645508 2024-06-03,29.709999084472656 2024-06-04,29.46999931335449 2024-06-05,29.450000762939453 2024-06-06,29.76000022888184 2024-06-07,29.36000061035156 ", 3145,US,technical,"What is the value of Sortino Ratio for Microchip Technology from May 26, 2023 to February 16, 2024? (Default target return is 0; annualized (US standard uses arithmetic mean return); 252 trading days per year) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.8394,easy,risk-adjusted return,Sortino = (AnnRet - rf) / \sqrt{DD^2 * 252},"date,close 2023-05-25,74.13999938964844 2023-05-26,78.31999969482422 2023-05-30,76.8499984741211 2023-05-31,75.26000213623047 2023-06-01,76.66000366210938 2023-06-02,77.19999694824219 2023-06-05,75.2699966430664 2023-06-06,77.5 2023-06-07,80.98999786376953 2023-06-08,80.75 2023-06-09,80.06999969482422 2023-06-12,82.91999816894531 2023-06-13,85.70999908447266 2023-06-14,86.63999938964844 2023-06-15,85.37000274658203 2023-06-16,85.48999786376953 2023-06-20,84.38999938964844 2023-06-21,82.95999908447266 2023-06-22,83.12000274658203 2023-06-23,81.97000122070312 2023-06-26,82.83999633789062 2023-06-27,86.77999877929688 2023-06-28,85.87999725341797 2023-06-29,86.9800033569336 2023-06-30,89.58999633789062 2023-07-03,90.69000244140624 2023-07-05,88.43000030517578 2023-07-06,86.88999938964844 2023-07-07,86.62000274658203 2023-07-10,88.88999938964844 2023-07-11,88.38999938964844 2023-07-12,90.70999908447266 2023-07-13,92.36000061035156 2023-07-14,89.72000122070312 2023-07-17,92.18000030517578 2023-07-18,93.33999633789062 2023-07-19,91.7300033569336 2023-07-20,88.23999786376953 2023-07-21,89.72000122070312 2023-07-24,88.87000274658203 2023-07-25,90.83999633789062 2023-07-26,88.33000183105469 2023-07-27,90.43000030517578 2023-07-28,93.0999984741211 2023-07-31,93.94000244140624 2023-08-01,93.3499984741211 2023-08-02,90.2699966430664 2023-08-03,89.5199966430664 2023-08-04,83.45999908447266 2023-08-07,84.80999755859375 2023-08-08,84.52999877929688 2023-08-09,84.05999755859375 2023-08-10,83.30999755859375 2023-08-11,81.7699966430664 2023-08-14,83.04000091552734 2023-08-15,80.88999938964844 2023-08-16,79.7699966430664 2023-08-17,79.0999984741211 2023-08-18,79.41000366210938 2023-08-21,80.5199966430664 2023-08-22,80.2300033569336 2023-08-23,80.58999633789062 2023-08-24,77.76000213623047 2023-08-25,79.37000274658203 2023-08-28,80.29000091552734 2023-08-29,81.97000122070312 2023-08-30,81.98999786376953 2023-08-31,81.83999633789062 2023-09-01,82.29000091552734 2023-09-05,81.55999755859375 2023-09-06,81.05999755859375 2023-09-07,79.0999984741211 2023-09-08,78.77999877929688 2023-09-11,79.45999908447266 2023-09-12,78.37000274658203 2023-09-13,78.66999816894531 2023-09-14,80.02999877929688 2023-09-15,77.62999725341797 2023-09-18,77.94999694824219 2023-09-19,77.77999877929688 2023-09-20,76.72000122070312 2023-09-21,76.08999633789062 2023-09-22,77.08000183105469 2023-09-25,77.43000030517578 2023-09-26,76.05000305175781 2023-09-27,76.5 2023-09-28,78.61000061035156 2023-09-29,78.05000305175781 2023-10-02,78.37000274658203 2023-10-03,76.75 2023-10-04,77.7699966430664 2023-10-05,77.3499984741211 2023-10-06,79.54000091552734 2023-10-09,79.43000030517578 2023-10-10,80.77999877929688 2023-10-11,81.2300033569336 2023-10-12,80.51000213623047 2023-10-13,77.45999908447266 2023-10-16,78.94999694824219 2023-10-17,78.91000366210938 2023-10-18,77.98999786376953 2023-10-19,76.79000091552734 2023-10-20,75.36000061035156 2023-10-23,74.38999938964844 2023-10-24,76.02999877929688 2023-10-25,71.37999725341797 2023-10-26,72.76000213623047 2023-10-27,72.26000213623047 2023-10-30,70.66000366210938 2023-10-31,71.29000091552734 2023-11-01,71.04000091552734 2023-11-02,73.5999984741211 2023-11-03,76.43000030517578 2023-11-06,75.12000274658203 2023-11-07,75.30999755859375 2023-11-08,75.36000061035156 2023-11-09,73.69999694824219 2023-11-10,77.55999755859375 2023-11-13,76.62000274658203 2023-11-14,81.27999877929688 2023-11-15,82.5 2023-11-16,82.16000366210938 2023-11-17,83.52999877929688 2023-11-20,84.70999908447266 2023-11-21,82.51000213623047 2023-11-22,82.45999908447266 2023-11-24,83.26000213623047 2023-11-27,81.76000213623047 2023-11-28,81.81999969482422 2023-11-29,82.9800033569336 2023-11-30,83.44000244140625 2023-12-01,84.66000366210938 2023-12-04,84.48999786376953 2023-12-05,83.55000305175781 2023-12-06,83.62000274658203 2023-12-07,85.80999755859375 2023-12-08,86.08000183105469 2023-12-11,88.91000366210938 2023-12-12,89.2300033569336 2023-12-13,89.86000061035156 2023-12-14,92.95999908447266 2023-12-15,92.1999969482422 2023-12-18,91.30999755859376 2023-12-19,91.38999938964844 2023-12-20,88.55000305175781 2023-12-21,89.87999725341797 2023-12-22,90.19000244140624 2023-12-26,91.30999755859376 2023-12-27,91.12000274658205 2023-12-28,90.83999633789062 2023-12-29,90.18000030517578 2024-01-02,86.55999755859375 2024-01-03,84.56999969482422 2024-01-04,83.4000015258789 2024-01-05,83.98999786376953 2024-01-08,85.63999938964844 2024-01-09,85.33999633789062 2024-01-10,85.44000244140625 2024-01-11,85.69999694824219 2024-01-12,85.41000366210938 2024-01-16,85.16000366210938 2024-01-17,83.33999633789062 2024-01-18,86.16000366210938 2024-01-19,89.44000244140625 2024-01-22,90.73999786376952 2024-01-23,91.98999786376952 2024-01-24,90.55999755859376 2024-01-25,89.6500015258789 2024-01-26,86.91999816894531 2024-01-29,87.2300033569336 2024-01-30,85.95999908447266 2024-01-31,85.18000030517578 2024-02-01,85.6500015258789 2024-02-02,84.29000091552734 2024-02-05,85.45999908447266 2024-02-06,83.25 2024-02-07,83.30999755859375 2024-02-08,84.3499984741211 2024-02-09,85.44000244140625 2024-02-12,83.94999694824219 2024-02-13,80.66999816894531 2024-02-14,80.58000183105469 2024-02-15,82.51000213623047 2024-02-16,81.61000061035156 ", 3146,US,technical,"From March 08, 2022 to December 25, 2022, what is Bank of America's Sortino Ratio? (Default target return is 0; annualized (US standard uses arithmetic mean return); 252 trading days per year) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",-0.7299,easy,risk-adjusted return,Sortino = (AnnRet - rf) / \sqrt{DD^2 * 252},"date,close 2022-03-07,38.34000015258789 2022-03-08,38.59000015258789 2022-03-09,41.040000915527344 2022-03-10,40.66999816894531 2022-03-11,40.33000183105469 2022-03-14,41.20000076293945 2022-03-15,41.5 2022-03-16,42.79999923706055 2022-03-17,43.02999877929688 2022-03-18,42.900001525878906 2022-03-21,42.84000015258789 2022-03-22,44.18000030517578 2022-03-23,43.09000015258789 2022-03-24,43.06999969482422 2022-03-25,43.72999954223633 2022-03-28,43.54999923706055 2022-03-29,43.43999862670898 2022-03-30,43.0 2022-03-31,41.220001220703125 2022-04-01,40.900001525878906 2022-04-04,40.83000183105469 2022-04-05,40.13999938964844 2022-04-06,39.70000076293945 2022-04-07,39.38999938964844 2022-04-08,39.66999816894531 2022-04-11,39.59000015258789 2022-04-12,39.16999816894531 2022-04-13,38.81999969482422 2022-04-14,37.56999969482422 2022-04-18,38.84999847412109 2022-04-19,39.56999969482422 2022-04-20,39.65999984741211 2022-04-21,38.90999984741211 2022-04-22,37.560001373291016 2022-04-25,37.290000915527344 2022-04-26,36.45000076293945 2022-04-27,36.25 2022-04-28,36.810001373291016 2022-04-29,35.68000030517578 2022-05-02,36.13999938964844 2022-05-03,37.130001068115234 2022-05-04,38.619998931884766 2022-05-05,37.540000915527344 2022-05-06,37.45000076293945 2022-05-09,36.369998931884766 2022-05-10,35.7599983215332 2022-05-11,35.56999969482422 2022-05-12,35.06999969482422 2022-05-13,35.16999816894531 2022-05-16,34.810001373291016 2022-05-17,35.9900016784668 2022-05-18,34.880001068115234 2022-05-19,34.45000076293945 2022-05-20,33.86000061035156 2022-05-23,35.869998931884766 2022-05-24,35.650001525878906 2022-05-25,35.84000015258789 2022-05-26,36.66999816894531 2022-05-27,37.02000045776367 2022-05-31,37.20000076293945 2022-06-01,36.66999816894531 2022-06-02,36.70000076293945 2022-06-03,36.18999862670898 2022-06-06,36.150001525878906 2022-06-07,36.34999847412109 2022-06-08,35.88999938964844 2022-06-09,34.5099983215332 2022-06-10,33.16999816894531 2022-06-13,32.02000045776367 2022-06-14,31.459999084472656 2022-06-15,32.04999923706055 2022-06-16,31.850000381469727 2022-06-17,31.920000076293945 2022-06-21,32.849998474121094 2022-06-22,32.599998474121094 2022-06-23,32.08000183105469 2022-06-24,32.310001373291016 2022-06-27,32.349998474121094 2022-06-28,32.2599983215332 2022-06-29,31.86000061035156 2022-06-30,31.1299991607666 2022-07-01,31.559999465942383 2022-07-05,31.239999771118164 2022-07-06,30.979999542236328 2022-07-07,31.86000061035156 2022-07-08,31.790000915527344 2022-07-11,31.459999084472656 2022-07-12,31.36000061035156 2022-07-13,30.84000015258789 2022-07-14,30.1299991607666 2022-07-15,32.25 2022-07-18,32.2599983215332 2022-07-19,33.349998474121094 2022-07-20,33.36000061035156 2022-07-21,33.650001525878906 2022-07-22,33.43000030517578 2022-07-25,33.72999954223633 2022-07-26,33.04999923706055 2022-07-27,33.59000015258789 2022-07-28,33.31999969482422 2022-07-29,33.810001373291016 2022-08-01,33.709999084472656 2022-08-02,33.040000915527344 2022-08-03,33.63999938964844 2022-08-04,33.400001525878906 2022-08-05,33.959999084472656 2022-08-08,33.4900016784668 2022-08-09,33.91999816894531 2022-08-10,35.06999969482422 2022-08-11,35.90999984741211 2022-08-12,36.29999923706055 2022-08-15,36.25 2022-08-16,36.63999938964844 2022-08-17,36.40999984741211 2022-08-18,36.27999877929688 2022-08-19,35.47999954223633 2022-08-22,34.720001220703125 2022-08-23,34.40999984741211 2022-08-24,34.52000045776367 2022-08-25,35.13999938964844 2022-08-26,34.029998779296875 2022-08-29,33.900001525878906 2022-08-30,34.09000015258789 2022-08-31,33.61000061035156 2022-09-01,33.470001220703125 2022-09-02,33.43000030517578 2022-09-06,33.060001373291016 2022-09-07,33.56999969482422 2022-09-08,34.650001525878906 2022-09-09,34.939998626708984 2022-09-12,35.27000045776367 2022-09-13,34.0 2022-09-14,33.869998931884766 2022-09-15,34.5099983215332 2022-09-16,34.119998931884766 2022-09-19,34.689998626708984 2022-09-20,34.16999816894531 2022-09-21,33.150001525878906 2022-09-22,32.5 2022-09-23,31.729999542236328 2022-09-26,31.030000686645508 2022-09-27,30.56999969482422 2022-09-28,31.06999969482422 2022-09-29,30.65999984741211 2022-09-30,30.200000762939453 2022-10-03,31.09000015258789 2022-10-04,32.380001068115234 2022-10-05,31.920000076293945 2022-10-06,31.459999084472656 2022-10-07,30.75 2022-10-10,30.65999984741211 2022-10-11,29.770000457763672 2022-10-12,29.86000061035156 2022-10-13,31.690000534057617 2022-10-14,31.700000762939453 2022-10-17,33.619998931884766 2022-10-18,34.880001068115234 2022-10-19,33.91999816894531 2022-10-20,33.70000076293945 2022-10-21,34.95000076293945 2022-10-24,35.06999969482422 2022-10-25,35.38999938964844 2022-10-26,35.70000076293945 2022-10-27,35.869998931884766 2022-10-28,36.18000030517578 2022-10-31,36.040000915527344 2022-11-01,36.20000076293945 2022-11-02,36.09000015258789 2022-11-03,35.88999938964844 2022-11-04,36.790000915527344 2022-11-07,37.0099983215332 2022-11-08,37.11000061035156 2022-11-09,36.52000045776367 2022-11-10,38.130001068115234 2022-11-11,38.40999984741211 2022-11-14,37.7599983215332 2022-11-15,37.70000076293945 2022-11-16,37.36000061035156 2022-11-17,37.16999816894531 2022-11-18,37.18999862670898 2022-11-21,37.310001373291016 2022-11-22,37.4900016784668 2022-11-23,37.61000061035156 2022-11-25,37.70000076293945 2022-11-28,36.86000061035156 2022-11-29,37.0 2022-11-30,37.84999847412109 2022-12-01,36.54999923706055 2022-12-02,36.08000183105469 2022-12-05,34.470001220703125 2022-12-06,33.0 2022-12-07,32.7400016784668 2022-12-08,32.439998626708984 2022-12-09,32.380001068115234 2022-12-12,32.72999954223633 2022-12-13,32.75 2022-12-14,32.279998779296875 2022-12-15,31.770000457763672 2022-12-16,31.700000762939453 2022-12-19,32.060001373291016 2022-12-20,32.189998626708984 2022-12-21,32.68000030517578 2022-12-22,32.38999938964844 2022-12-23,32.470001220703125 ", 3147,US,technical,"What was Fox Corporation (Class A)'s Sortino Ratio during the period November 21, 2025 to December 24, 2025? (Default target return is 0; annualized (US standard uses arithmetic mean return); 252 trading days per year) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",15.9825,easy,risk-adjusted return,Sortino = (AnnRet - rf) / \sqrt{DD^2 * 252},"date,close 2025-11-20,65.13999938964844 2025-11-21,65.69000244140625 2025-11-24,64.30000305175781 2025-11-25,64.7300033569336 2025-11-26,65.05000305175781 2025-11-28,65.5 2025-12-01,66.38999938964844 2025-12-02,66.25 2025-12-03,66.44999694824219 2025-12-04,67.79000091552734 2025-12-05,68.4000015258789 2025-12-08,69.20999908447266 2025-12-09,70.30000305175781 2025-12-10,71.73999786376953 2025-12-11,71.81999969482422 2025-12-12,71.0999984741211 2025-12-15,71.2300033569336 2025-12-16,70.36000061035156 2025-12-17,71.16999816894531 2025-12-18,71.26000213623047 2025-12-19,71.7699966430664 2025-12-22,73.62000274658203 2025-12-23,73.70999908447266 2025-12-24,73.91000366210938 ", 3148,US,technical,"For Sortino Ratio, what is Blackstone Inc.'s value from November 26, 2022 to December 06, 2022? (Default target return is 0; annualized (US standard uses arithmetic mean return); 252 trading days per year) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",-8.4063,easy,risk-adjusted return,Sortino = (AnnRet - rf) / \sqrt{DD^2 * 252},"date,close 2022-11-25,90.0 2022-11-28,88.0999984741211 2022-11-29,88.20999908447266 2022-11-30,91.52999877929688 2022-12-01,85.04000091552734 2022-12-02,85.16000366210938 2022-12-05,81.97000122070312 2022-12-06,78.7300033569336 ", 3149,US,technical,"Calculate Apollo Global Management's Sortino Ratio from June 10, 2022 to May 20, 2023. (Default target return is 0; annualized (US standard uses arithmetic mean return); 252 trading days per year) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.7022,easy,risk-adjusted return,Sortino = (AnnRet - rf) / \sqrt{DD^2 * 252},"date,close 2022-06-09,56.65999984741211 2022-06-10,54.45000076293945 2022-06-13,50.08000183105469 2022-06-14,49.36000061035156 2022-06-15,50.54999923706055 2022-06-16,46.77999877929688 2022-06-17,48.25 2022-06-21,49.84999847412109 2022-06-22,50.18999862670898 2022-06-23,49.93999862670898 2022-06-24,52.0 2022-06-27,52.380001068115234 2022-06-28,51.27000045776367 2022-06-29,49.68000030517578 2022-06-30,48.47999954223633 2022-07-01,49.2599983215332 2022-07-05,51.06999969482422 2022-07-06,50.2400016784668 2022-07-07,52.310001373291016 2022-07-08,51.560001373291016 2022-07-11,50.70000076293945 2022-07-12,50.709999084472656 2022-07-13,50.29999923706055 2022-07-14,48.66999816894531 2022-07-15,50.84999847412109 2022-07-18,51.29999923706055 2022-07-19,53.06999969482422 2022-07-20,54.18999862670898 2022-07-21,54.58000183105469 2022-07-22,53.93999862670898 2022-07-25,54.040000915527344 2022-07-26,53.54999923706055 2022-07-27,54.83000183105469 2022-07-28,56.5099983215332 2022-07-29,57.09999847412109 2022-08-01,57.119998931884766 2022-08-02,56.40999984741211 2022-08-03,57.22999954223633 2022-08-04,57.9900016784668 2022-08-05,57.52999877929688 2022-08-08,57.41999816894531 2022-08-09,57.900001525878906 2022-08-10,59.9900016784668 2022-08-11,60.88999938964844 2022-08-12,61.0 2022-08-15,61.47999954223633 2022-08-16,60.72999954223633 2022-08-17,59.2400016784668 2022-08-18,59.54999923706055 2022-08-19,58.130001068115234 2022-08-22,57.08000183105469 2022-08-23,58.09000015258789 2022-08-24,58.959999084472656 2022-08-25,60.310001373291016 2022-08-26,56.369998931884766 2022-08-29,55.66999816894531 2022-08-30,54.95000076293945 2022-08-31,55.58000183105469 2022-09-01,54.83000183105469 2022-09-02,55.0 2022-09-06,55.619998931884766 2022-09-07,56.7400016784668 2022-09-08,56.86000061035156 2022-09-09,58.11000061035156 2022-09-12,58.93999862670898 2022-09-13,56.65999984741211 2022-09-14,57.41999816894531 2022-09-15,57.150001525878906 2022-09-16,54.810001373291016 2022-09-19,55.45000076293945 2022-09-20,53.86000061035156 2022-09-21,52.65999984741211 2022-09-22,51.5099983215332 2022-09-23,49.59999847412109 2022-09-26,48.869998931884766 2022-09-27,48.84999847412109 2022-09-28,50.04999923706055 2022-09-29,47.630001068115234 2022-09-30,46.5 2022-10-03,48.93000030517578 2022-10-04,51.93000030517578 2022-10-05,51.630001068115234 2022-10-06,51.0099983215332 2022-10-07,48.77000045776367 2022-10-10,48.54999923706055 2022-10-11,47.68000030517578 2022-10-12,48.29999923706055 2022-10-13,48.560001373291016 2022-10-14,47.36000061035156 2022-10-17,48.91999816894531 2022-10-18,50.25 2022-10-19,49.459999084472656 2022-10-20,49.150001525878906 2022-10-21,51.20000076293945 2022-10-24,51.72999954223633 2022-10-25,54.310001373291016 2022-10-26,54.13999938964844 2022-10-27,54.290000915527344 2022-10-28,55.630001068115234 2022-10-31,55.36000061035156 2022-11-01,57.16999816894531 2022-11-02,59.43000030517578 2022-11-03,60.52999877929688 2022-11-04,62.58000183105469 2022-11-07,63.150001525878906 2022-11-08,63.709999084472656 2022-11-09,61.0099983215332 2022-11-10,64.2300033569336 2022-11-11,65.22000122070312 2022-11-14,62.56999969482422 2022-11-15,64.54000091552734 2022-11-16,62.36000061035156 2022-11-17,61.59000015258789 2022-11-18,61.93999862670898 2022-11-21,62.63999938964844 2022-11-22,64.76000213623047 2022-11-23,65.31999969482422 2022-11-25,66.45999908447266 2022-11-28,65.01000213623047 2022-11-29,65.8499984741211 2022-11-30,69.38999938964844 2022-12-01,69.22000122070312 2022-12-02,68.25 2022-12-05,64.5 2022-12-06,63.2400016784668 2022-12-07,61.38999938964844 2022-12-08,62.83000183105469 2022-12-09,62.880001068115234 2022-12-12,64.06999969482422 2022-12-13,65.44000244140625 2022-12-14,66.08000183105469 2022-12-15,64.05999755859375 2022-12-16,62.5099983215332 2022-12-19,62.33000183105469 2022-12-20,62.70000076293945 2022-12-21,64.54000091552734 2022-12-22,63.77000045776367 2022-12-23,64.25 2022-12-27,63.40999984741211 2022-12-28,62.52000045776367 2022-12-29,63.56999969482422 2022-12-30,63.790000915527344 2023-01-03,62.810001373291016 2023-01-04,64.36000061035156 2023-01-05,62.95000076293945 2023-01-06,64.33000183105469 2023-01-09,65.31999969482422 2023-01-10,66.5199966430664 2023-01-11,67.68000030517578 2023-01-12,68.44000244140625 2023-01-13,69.70999908447266 2023-01-17,69.08999633789062 2023-01-18,68.02999877929688 2023-01-19,65.77999877929688 2023-01-20,67.06999969482422 2023-01-23,68.83999633789062 2023-01-24,67.69999694824219 2023-01-25,67.5999984741211 2023-01-26,70.43000030517578 2023-01-27,70.81999969482422 2023-01-30,69.26000213623047 2023-01-31,70.77999877929688 2023-02-01,72.5199966430664 2023-02-02,72.1500015258789 2023-02-03,73.4000015258789 2023-02-06,72.13999938964844 2023-02-07,73.3499984741211 2023-02-08,73.88999938964844 2023-02-09,68.4000015258789 2023-02-10,70.66000366210938 2023-02-13,71.06999969482422 2023-02-14,71.66000366210938 2023-02-15,72.43000030517578 2023-02-16,72.08999633789062 2023-02-17,71.44000244140625 2023-02-21,69.3499984741211 2023-02-22,70.2699966430664 2023-02-23,71.20999908447266 2023-02-24,70.87000274658203 2023-02-27,70.41999816894531 2023-02-28,70.9000015258789 2023-03-01,71.94000244140625 2023-03-02,72.37999725341797 2023-03-03,73.11000061035156 2023-03-06,72.54000091552734 2023-03-07,71.19999694824219 2023-03-08,71.2300033569336 2023-03-09,67.37000274658203 2023-03-10,60.290000915527344 2023-03-13,58.470001220703125 2023-03-14,59.7599983215332 2023-03-15,57.61000061035156 2023-03-16,58.75 2023-03-17,56.52999877929688 2023-03-20,56.810001373291016 2023-03-21,60.709999084472656 2023-03-22,58.93000030517578 2023-03-23,57.70000076293945 2023-03-24,57.540000915527344 2023-03-27,58.95000076293945 2023-03-28,59.09999847412109 2023-03-29,60.65999984741211 2023-03-30,61.45000076293945 2023-03-31,63.15999984741211 2023-04-03,62.400001525878906 2023-04-04,62.13999938964844 2023-04-05,61.400001525878906 2023-04-06,60.869998931884766 2023-04-10,61.84999847412109 2023-04-11,63.130001068115234 2023-04-12,62.58000183105469 2023-04-13,64.80000305175781 2023-04-14,65.01000213623047 2023-04-17,65.25 2023-04-18,65.33999633789062 2023-04-19,65.80000305175781 2023-04-20,64.29000091552734 2023-04-21,63.540000915527344 2023-04-24,63.29999923706055 2023-04-25,61.630001068115234 2023-04-26,61.380001068115234 2023-04-27,62.68999862670898 2023-04-28,63.38999938964844 2023-05-01,63.720001220703125 2023-05-02,61.2599983215332 2023-05-03,60.93000030517578 2023-05-04,58.040000915527344 2023-05-05,60.52999877929688 2023-05-08,61.83000183105469 2023-05-09,62.2599983215332 2023-05-10,63.63999938964844 2023-05-11,63.720001220703125 2023-05-12,62.5099983215332 2023-05-15,63.18000030517578 2023-05-16,62.040000915527344 2023-05-17,63.41999816894531 2023-05-18,63.7400016784668 2023-05-19,63.84999847412109 ", 3150,US,technical,"What is the value of Calmar Ratio for Evergy from January 28, 2024 to February 29, 2024? (Return annualized (using CAGR); 252 trading days per year) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",-3.5603,easy,risk-adjusted return,Calmar = AnnRet / MDD,"date,close 2024-01-29,50.59999847412109 2024-01-30,50.68999862670898 2024-01-31,50.77000045776367 2024-02-01,51.75 2024-02-02,50.70000076293945 2024-02-05,49.66999816894531 2024-02-06,49.65999984741211 2024-02-07,49.380001068115234 2024-02-08,48.619998931884766 2024-02-09,49.08000183105469 2024-02-12,49.77000045776367 2024-02-13,49.18999862670898 2024-02-14,49.18999862670898 2024-02-15,49.93999862670898 2024-02-16,50.02999877929688 2024-02-20,50.18000030517578 2024-02-21,50.61000061035156 2024-02-22,50.2599983215332 2024-02-23,50.56999969482422 2024-02-26,49.470001220703125 2024-02-27,50.20000076293945 2024-02-28,49.790000915527344 2024-02-29,49.540000915527344 ", 3151,US,technical,"From January 06, 2022 to October 02, 2022, what is Vulcan Materials Company's Calmar Ratio? (Return annualized (using CAGR); 252 trading days per year) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",-0.9936,easy,risk-adjusted return,Calmar = AnnRet / MDD,"date,close 2022-01-06,209.9499969482422 2022-01-07,207.9199981689453 2022-01-10,200.0800018310547 2022-01-11,200.44000244140625 2022-01-12,202.8800048828125 2022-01-13,199.07000732421875 2022-01-14,192.22999572753903 2022-01-18,190.58999633789065 2022-01-19,188.22000122070312 2022-01-20,188.22000122070312 2022-01-21,186.0200042724609 2022-01-24,188.7899932861328 2022-01-25,183.50999450683597 2022-01-26,183.66000366210935 2022-01-27,183.2100067138672 2022-01-28,188.4199981689453 2022-01-31,190.30999755859372 2022-02-01,191.3999938964844 2022-02-02,189.97999572753903 2022-02-03,185.3600006103516 2022-02-04,184.0399932861328 2022-02-07,182.4199981689453 2022-02-08,185.6100006103516 2022-02-09,188.8300018310547 2022-02-10,188.94000244140625 2022-02-11,187.0 2022-02-14,183.88999938964844 2022-02-15,189.1100006103516 2022-02-16,191.72000122070312 2022-02-17,187.6100006103516 2022-02-18,185.30999755859372 2022-02-22,183.05999755859372 2022-02-23,175.3000030517578 2022-02-24,177.14999389648438 2022-02-25,183.47999572753903 2022-02-28,181.4499969482422 2022-03-01,174.44000244140625 2022-03-02,178.25 2022-03-03,177.32000732421875 2022-03-04,177.10000610351562 2022-03-07,170.17999267578125 2022-03-08,170.9499969482422 2022-03-09,176.77000427246094 2022-03-10,175.3800048828125 2022-03-11,175.32000732421875 2022-03-14,177.9199981689453 2022-03-15,182.00999450683597 2022-03-16,181.27999877929688 2022-03-17,183.07000732421875 2022-03-18,183.47000122070312 2022-03-21,182.3300018310547 2022-03-22,182.0500030517578 2022-03-23,177.33999633789062 2022-03-24,180.83999633789065 2022-03-25,184.7100067138672 2022-03-28,187.2899932861328 2022-03-29,191.3300018310547 2022-03-30,187.1199951171875 2022-03-31,183.6999969482422 2022-04-01,184.17999267578125 2022-04-04,183.44000244140625 2022-04-05,182.3500061035156 2022-04-06,179.0 2022-04-07,176.07000732421875 2022-04-08,176.91000366210938 2022-04-11,176.1699981689453 2022-04-12,175.5 2022-04-13,176.47000122070312 2022-04-14,174.77000427246094 2022-04-18,173.99000549316406 2022-04-19,177.2100067138672 2022-04-20,182.6300048828125 2022-04-21,181.3699951171875 2022-04-22,171.0800018310547 2022-04-25,176.00999450683594 2022-04-26,170.5 2022-04-27,172.08999633789062 2022-04-28,177.8800048828125 2022-04-29,172.2899932861328 2022-05-02,172.02000427246094 2022-05-03,176.92999267578125 2022-05-04,185.42999267578125 2022-05-05,177.0800018310547 2022-05-06,169.8800048828125 2022-05-09,162.9499969482422 2022-05-10,161.5399932861328 2022-05-11,158.10000610351562 2022-05-12,165.11000061035156 2022-05-13,168.02000427246094 2022-05-16,160.1300048828125 2022-05-17,164.8800048828125 2022-05-18,160.52999877929688 2022-05-19,160.30999755859375 2022-05-20,160.02999877929688 2022-05-23,163.91000366210938 2022-05-24,161.24000549316406 2022-05-25,160.64999389648438 2022-05-26,164.27999877929688 2022-05-27,169.7100067138672 2022-05-31,164.8699951171875 2022-06-01,164.5399932861328 2022-06-02,168.47999572753906 2022-06-03,165.94000244140625 2022-06-06,166.72999572753906 2022-06-07,169.27000427246094 2022-06-08,163.00999450683594 2022-06-09,161.0800018310547 2022-06-10,156.35000610351562 2022-06-13,152.97000122070312 2022-06-14,151.0399932861328 2022-06-15,151.4499969482422 2022-06-16,144.92999267578125 2022-06-17,144.64999389648438 2022-06-21,144.6699981689453 2022-06-22,143.8300018310547 2022-06-23,141.4499969482422 2022-06-24,145.82000732421875 2022-06-27,145.9600067138672 2022-06-28,143.3699951171875 2022-06-29,143.27999877929688 2022-06-30,142.10000610351562 2022-07-01,142.47000122070312 2022-07-05,144.6300048828125 2022-07-06,145.64999389648438 2022-07-07,147.27999877929688 2022-07-08,146.41000366210938 2022-07-11,148.0800018310547 2022-07-12,148.49000549316406 2022-07-13,146.2899932861328 2022-07-14,147.27000427246094 2022-07-15,148.72000122070312 2022-07-18,148.39999389648438 2022-07-19,152.57000732421875 2022-07-20,154.5800018310547 2022-07-21,156.4600067138672 2022-07-22,155.64999389648438 2022-07-25,156.39999389648438 2022-07-26,156.2100067138672 2022-07-27,160.60000610351562 2022-07-28,162.91000366210938 2022-07-29,165.3300018310547 2022-08-01,164.86000061035156 2022-08-02,163.97999572753906 2022-08-03,166.25 2022-08-04,170.4199981689453 2022-08-05,172.02000427246094 2022-08-08,172.1699981689453 2022-08-09,170.5 2022-08-10,174.52000427246094 2022-08-11,175.61000061035156 2022-08-12,178.22999572753906 2022-08-15,177.91000366210938 2022-08-16,178.38999938964844 2022-08-17,178.2100067138672 2022-08-18,177.7899932861328 2022-08-19,175.66000366210938 2022-08-22,172.1699981689453 2022-08-23,171.14999389648438 2022-08-24,171.13999938964844 2022-08-25,174.8800048828125 2022-08-26,169.11000061035156 2022-08-29,169.24000549316406 2022-08-30,166.77000427246094 2022-08-31,166.49000549316406 2022-09-01,166.22000122070312 2022-09-02,164.9499969482422 2022-09-06,164.41000366210938 2022-09-07,170.02999877929688 2022-09-08,170.8300018310547 2022-09-09,171.80999755859375 2022-09-12,171.3000030517578 2022-09-13,163.66000366210938 2022-09-14,160.22000122070312 2022-09-15,162.22000122070312 2022-09-16,159.39999389648438 2022-09-19,162.97000122070312 2022-09-20,162.19000244140625 2022-09-21,160.47000122070312 2022-09-22,158.9600067138672 2022-09-23,155.6300048828125 2022-09-26,153.9499969482422 2022-09-27,152.33999633789062 2022-09-28,156.14999389648438 2022-09-29,157.77999877929688 2022-09-30,157.7100067138672 ", 3152,US,technical,"What was Everest Group's Calmar Ratio during the period August 18, 2021 to March 14, 2022? (Return annualized (using CAGR); 252 trading days per year) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.0229,easy,risk-adjusted return,Calmar = AnnRet / MDD,"date,close 2021-08-18,271.5799865722656 2021-08-19,271.42999267578125 2021-08-20,271.94000244140625 2021-08-23,272.8299865722656 2021-08-24,272.1700134277344 2021-08-25,272.7099914550781 2021-08-26,266.3699951171875 2021-08-27,267.9100036621094 2021-08-30,263.0199890136719 2021-08-31,264.8999938964844 2021-09-01,261.25 2021-09-02,259.1300048828125 2021-09-03,256.6400146484375 2021-09-07,252.17999267578125 2021-09-08,263.42999267578125 2021-09-09,260.0799865722656 2021-09-10,255.33999633789065 2021-09-13,257.1400146484375 2021-09-14,253.91000366210935 2021-09-15,253.38999938964844 2021-09-16,252.32000732421875 2021-09-17,255.8600006103516 2021-09-20,253.32000732421875 2021-09-21,252.8999938964844 2021-09-22,253.3800048828125 2021-09-23,255.22000122070312 2021-09-24,255.7400054931641 2021-09-27,258.8900146484375 2021-09-28,254.38999938964844 2021-09-29,253.0399932861328 2021-09-30,250.77999877929688 2021-10-01,252.02999877929688 2021-10-04,250.41000366210935 2021-10-05,255.7700042724609 2021-10-06,260.8500061035156 2021-10-07,266.07000732421875 2021-10-08,268.6000061035156 2021-10-11,265.44000244140625 2021-10-12,265.7900085449219 2021-10-13,266.19000244140625 2021-10-14,277.8699951171875 2021-10-15,278.4599914550781 2021-10-18,276.3500061035156 2021-10-19,276.6400146484375 2021-10-20,279.010009765625 2021-10-21,279.5799865722656 2021-10-22,280.9200134277344 2021-10-25,282.6400146484375 2021-10-26,286.6199951171875 2021-10-27,280.17999267578125 2021-10-28,267.3999938964844 2021-10-29,261.5 2021-11-01,265.4200134277344 2021-11-02,273.8099975585937 2021-11-03,273.9700012207031 2021-11-04,268.8099975585937 2021-11-05,273.54998779296875 2021-11-08,273.69000244140625 2021-11-09,272.44000244140625 2021-11-10,270.32000732421875 2021-11-11,272.82000732421875 2021-11-12,274.1499938964844 2021-11-15,275.5 2021-11-16,278.5400085449219 2021-11-17,278.1300048828125 2021-11-18,274.3999938964844 2021-11-19,267.1099853515625 2021-11-22,273.8699951171875 2021-11-23,279.489990234375 2021-11-24,277.8999938964844 2021-11-26,268.3999938964844 2021-11-29,264.3699951171875 2021-11-30,256.3800048828125 2021-12-01,256.8999938964844 2021-12-02,263.8299865722656 2021-12-03,262.4700012207031 2021-12-06,266.9700012207031 2021-12-07,270.8900146484375 2021-12-08,273.8299865722656 2021-12-09,271.19000244140625 2021-12-10,269.9700012207031 2021-12-13,267.4800109863281 2021-12-14,269.7099914550781 2021-12-15,269.8800048828125 2021-12-16,270.5599975585937 2021-12-17,266.92999267578125 2021-12-20,261.6700134277344 2021-12-21,264.8399963378906 2021-12-22,263.07000732421875 2021-12-23,267.0199890136719 2021-12-27,271.2200012207031 2021-12-28,274.2300109863281 2021-12-29,276.20001220703125 2021-12-30,274.2099914550781 2021-12-31,273.9200134277344 2022-01-03,272.7900085449219 2022-01-04,272.8699951171875 2022-01-05,269.25 2022-01-06,274.3099975585937 2022-01-07,279.1700134277344 2022-01-10,280.20001220703125 2022-01-11,285.6400146484375 2022-01-12,283.0199890136719 2022-01-13,284.6000061035156 2022-01-14,290.29998779296875 2022-01-18,290.8999938964844 2022-01-19,287.3399963378906 2022-01-20,287.1000061035156 2022-01-21,284.0299987792969 2022-01-24,284.1099853515625 2022-01-25,285.2900085449219 2022-01-26,281.760009765625 2022-01-27,277.94000244140625 2022-01-28,280.75 2022-01-31,283.3999938964844 2022-02-01,284.5299987792969 2022-02-02,290.2099914550781 2022-02-03,285.239990234375 2022-02-04,285.989990234375 2022-02-07,286.760009765625 2022-02-08,290.3699951171875 2022-02-09,289.1199951171875 2022-02-10,291.44000244140625 2022-02-11,294.92999267578125 2022-02-14,293.1199951171875 2022-02-15,300.6300048828125 2022-02-16,303.0799865722656 2022-02-17,302.760009765625 2022-02-18,304.4200134277344 2022-02-22,300.44000244140625 2022-02-23,300.0799865722656 2022-02-24,291.5 2022-02-25,302.32000732421875 2022-02-28,298.2200012207031 2022-03-01,284.0899963378906 2022-03-02,292.6700134277344 2022-03-03,289.1099853515625 2022-03-04,282.4100036621094 2022-03-07,267.3500061035156 2022-03-08,267.3599853515625 2022-03-09,275.4800109863281 2022-03-10,273.7900085449219 2022-03-11,271.4100036621094 2022-03-14,272.010009765625 ", 3153,US,technical,"For Calmar Ratio, what is NRG Energy's value from November 02, 2021 to August 30, 2022? (Return annualized (using CAGR); 252 trading days per year) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.1968,easy,risk-adjusted return,Calmar = AnnRet / MDD,"date,close 2021-11-02,39.540000915527344 2021-11-03,40.0 2021-11-04,35.560001373291016 2021-11-05,36.27999877929688 2021-11-08,35.630001068115234 2021-11-09,34.88999938964844 2021-11-10,34.970001220703125 2021-11-11,35.11000061035156 2021-11-12,35.70000076293945 2021-11-15,36.68000030517578 2021-11-16,36.619998931884766 2021-11-17,36.43999862670898 2021-11-18,36.04999923706055 2021-11-19,36.290000915527344 2021-11-22,36.540000915527344 2021-11-23,36.869998931884766 2021-11-24,37.2599983215332 2021-11-26,36.25 2021-11-29,36.630001068115234 2021-11-30,36.02000045776367 2021-12-01,35.599998474121094 2021-12-02,36.54999923706055 2021-12-03,36.560001373291016 2021-12-06,38.09000015258789 2021-12-07,38.86000061035156 2021-12-08,38.810001373291016 2021-12-09,38.470001220703125 2021-12-10,38.86000061035156 2021-12-13,39.970001220703125 2021-12-14,39.93000030517578 2021-12-15,40.060001373291016 2021-12-16,39.84999847412109 2021-12-17,40.4900016784668 2021-12-20,40.31999969482422 2021-12-21,41.52000045776367 2021-12-22,42.06999969482422 2021-12-23,42.20000076293945 2021-12-27,42.369998931884766 2021-12-28,42.68000030517578 2021-12-29,42.88999938964844 2021-12-30,42.90999984741211 2021-12-31,43.08000183105469 2022-01-03,42.959999084472656 2022-01-04,42.619998931884766 2022-01-05,41.41999816894531 2022-01-06,40.63999938964844 2022-01-07,40.560001373291016 2022-01-10,40.380001068115234 2022-01-11,40.880001068115234 2022-01-12,41.33000183105469 2022-01-13,40.900001525878906 2022-01-14,40.88999938964844 2022-01-18,40.2599983215332 2022-01-19,39.869998931884766 2022-01-20,38.52999877929688 2022-01-21,39.18999862670898 2022-01-24,39.81999969482422 2022-01-25,39.709999084472656 2022-01-26,39.72999954223633 2022-01-27,38.959999084472656 2022-01-28,39.900001525878906 2022-01-31,39.93000030517578 2022-02-01,38.75 2022-02-02,39.880001068115234 2022-02-03,39.40999984741211 2022-02-04,39.36000061035156 2022-02-07,39.900001525878906 2022-02-08,39.81999969482422 2022-02-09,40.880001068115234 2022-02-10,40.130001068115234 2022-02-11,39.68999862670898 2022-02-14,38.68000030517578 2022-02-15,38.95000076293945 2022-02-16,39.09000015258789 2022-02-17,38.31999969482422 2022-02-18,38.43000030517578 2022-02-22,37.27999877929688 2022-02-23,36.84000015258789 2022-02-24,38.18000030517578 2022-02-25,37.9900016784668 2022-02-28,37.84000015258789 2022-03-01,36.540000915527344 2022-03-02,37.72999954223633 2022-03-03,37.380001068115234 2022-03-04,37.560001373291016 2022-03-07,38.0099983215332 2022-03-08,37.43999862670898 2022-03-09,37.900001525878906 2022-03-10,37.650001525878906 2022-03-11,38.47999954223633 2022-03-14,38.68999862670898 2022-03-15,38.91999816894531 2022-03-16,39.20000076293945 2022-03-17,38.68000030517578 2022-03-18,37.90999984741211 2022-03-21,37.18999862670898 2022-03-22,37.56999969482422 2022-03-23,36.29999923706055 2022-03-24,36.45000076293945 2022-03-25,37.02999877929688 2022-03-28,37.61000061035156 2022-03-29,38.150001525878906 2022-03-30,38.02000045776367 2022-03-31,38.36000061035156 2022-04-01,38.400001525878906 2022-04-04,37.66999816894531 2022-04-05,37.619998931884766 2022-04-06,39.209999084472656 2022-04-07,39.040000915527344 2022-04-08,39.54999923706055 2022-04-11,38.540000915527344 2022-04-12,38.869998931884766 2022-04-13,38.77000045776367 2022-04-14,39.18999862670898 2022-04-18,39.83000183105469 2022-04-19,39.709999084472656 2022-04-20,41.27000045776367 2022-04-21,39.7400016784668 2022-04-22,37.90999984741211 2022-04-25,37.61000061035156 2022-04-26,37.27000045776367 2022-04-27,36.560001373291016 2022-04-28,37.150001525878906 2022-04-29,35.900001525878906 2022-05-02,36.84000015258789 2022-05-03,37.09999847412109 2022-05-04,38.25 2022-05-05,37.709999084472656 2022-05-06,41.400001525878906 2022-05-09,41.43000030517578 2022-05-10,41.68999862670898 2022-05-11,41.790000915527344 2022-05-12,41.38999938964844 2022-05-13,42.290000915527344 2022-05-16,44.06999969482422 2022-05-17,45.20000076293945 2022-05-18,45.7599983215332 2022-05-19,46.209999084472656 2022-05-20,45.720001220703125 2022-05-23,46.18000030517578 2022-05-24,45.810001373291016 2022-05-25,46.84999847412109 2022-05-26,46.709999084472656 2022-05-27,46.45000076293945 2022-05-31,46.040000915527344 2022-06-01,45.4900016784668 2022-06-02,45.91999816894531 2022-06-03,45.47999954223633 2022-06-06,46.22999954223633 2022-06-07,46.13999938964844 2022-06-08,45.63999938964844 2022-06-09,45.52000045776367 2022-06-10,44.0099983215332 2022-06-13,40.54999923706055 2022-06-14,39.41999816894531 2022-06-15,39.11000061035156 2022-06-16,36.86000061035156 2022-06-17,36.33000183105469 2022-06-21,37.0 2022-06-22,36.47999954223633 2022-06-23,37.7599983215332 2022-06-24,38.31999969482422 2022-06-27,38.61000061035156 2022-06-28,37.81999969482422 2022-06-29,37.81999969482422 2022-06-30,38.16999816894531 2022-07-01,38.84000015258789 2022-07-05,37.59000015258789 2022-07-06,37.29999923706055 2022-07-07,37.709999084472656 2022-07-08,37.83000183105469 2022-07-11,37.5 2022-07-12,37.68999862670898 2022-07-13,37.119998931884766 2022-07-14,36.2599983215332 2022-07-15,35.97999954223633 2022-07-18,35.59000015258789 2022-07-19,35.7400016784668 2022-07-20,35.84000015258789 2022-07-21,36.040000915527344 2022-07-22,35.630001068115234 2022-07-25,35.95000076293945 2022-07-26,36.36000061035156 2022-07-27,36.47999954223633 2022-07-28,37.5099983215332 2022-07-29,37.75 2022-08-01,37.619998931884766 2022-08-02,37.27999877929688 2022-08-03,37.369998931884766 2022-08-04,39.13999938964844 2022-08-05,38.459999084472656 2022-08-08,38.7400016784668 2022-08-09,38.33000183105469 2022-08-10,39.2400016784668 2022-08-11,40.43000030517578 2022-08-12,41.66999816894531 2022-08-15,42.25 2022-08-16,42.59999847412109 2022-08-17,42.61000061035156 2022-08-18,43.52000045776367 2022-08-19,42.95000076293945 2022-08-22,42.09999847412109 2022-08-23,41.88999938964844 2022-08-24,41.95000076293945 2022-08-25,42.86000061035156 2022-08-26,41.720001220703125 2022-08-29,41.4900016784668 2022-08-30,41.06999969482422 ", 3154,US,technical,"Calculate Jacobs Solutions's Calmar Ratio from April 16, 2021 to January 09, 2022. (Return annualized (using CAGR); 252 trading days per year) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.3002,easy,risk-adjusted return,Calmar = AnnRet / MDD,"date,close 2021-04-16,110.65618133544922 2021-04-19,110.60655212402344 2021-04-20,110.16815948486328 2021-04-21,112.04579162597656 2021-04-22,111.80591583251952 2021-04-23,113.4354019165039 2021-04-26,112.8563995361328 2021-04-27,113.07972717285156 2021-04-28,112.4924545288086 2021-04-29,111.97135162353516 2021-04-30,110.51556396484376 2021-05-03,112.2773895263672 2021-05-04,114.36180877685548 2021-05-05,114.28736877441406 2021-05-06,114.51897430419922 2021-05-07,115.75969696044922 2021-05-10,117.7531280517578 2021-05-11,115.91685485839844 2021-05-12,111.99616241455078 2021-05-13,115.02352905273438 2021-05-14,114.51897430419922 2021-05-17,115.0566177368164 2021-05-18,112.13677978515624 2021-05-19,112.86466979980467 2021-05-20,113.01355743408205 2021-05-21,114.60995483398438 2021-05-24,115.51155090332033 2021-05-25,115.19723510742188 2021-05-26,116.20635986328124 2021-05-27,116.2642593383789 2021-05-28,117.5215301513672 2021-06-01,117.7283172607422 2021-06-02,116.95906066894533 2021-06-03,117.2237548828125 2021-06-04,118.61336517333984 2021-06-07,117.19066619873048 2021-06-08,117.96818542480467 2021-06-09,117.05831909179688 2021-06-10,116.84326171875 2021-06-11,115.92512512207033 2021-06-14,114.60995483398438 2021-06-15,114.67613220214844 2021-06-16,113.95650482177734 2021-06-17,110.68099212646484 2021-06-18,107.26486206054688 2021-06-21,109.86211395263672 2021-06-22,109.80421447753906 2021-06-23,109.10940551757812 2021-06-24,111.8638153076172 2021-06-25,113.187255859375 2021-06-28,110.75543975830078 2021-06-29,109.02669525146484 2021-06-30,110.35840606689452 2021-07-01,111.09456634521484 2021-07-02,109.78766632080078 2021-07-06,108.9687957763672 2021-07-07,110.48247528076172 2021-07-08,109.43199920654295 2021-07-09,111.37580108642578 2021-07-12,112.1119613647461 2021-07-13,109.92001342773438 2021-07-14,109.92828369140624 2021-07-15,109.72149658203124 2021-07-16,109.21693420410156 2021-07-19,106.3467254638672 2021-07-20,109.37409210205078 2021-07-21,110.58173370361328 2021-07-22,109.41545104980467 2021-07-23,110.75543975830078 2021-07-26,110.26741790771484 2021-07-27,110.55692291259766 2021-07-28,111.75628662109376 2021-07-29,112.92256927490234 2021-07-30,111.87208557128906 2021-08-02,110.75543975830078 2021-08-03,107.0828857421875 2021-08-04,106.45425415039062 2021-08-05,106.48734283447266 2021-08-06,106.61141204833984 2021-08-09,107.82732391357422 2021-08-10,108.9522476196289 2021-08-11,112.61652374267578 2021-08-12,115.4371109008789 2021-08-13,114.20465087890624 2021-08-16,114.2625503540039 2021-08-17,112.2856674194336 2021-08-18,110.76371002197266 2021-08-19,109.1259536743164 2021-08-20,109.80421447753906 2021-08-23,109.96137237548828 2021-08-24,111.27654266357422 2021-08-25,111.9878921508789 2021-08-26,110.5734634399414 2021-08-27,112.50072479248048 2021-08-30,111.97135162353516 2021-08-31,111.63221740722656 2021-09-01,111.43370056152344 2021-09-02,112.7323226928711 2021-09-03,113.4023208618164 2021-09-07,110.25914764404295 2021-09-08,112.34356689453124 2021-09-09,112.12023162841795 2021-09-10,110.27568817138672 2021-09-13,111.29308319091795 2021-09-14,110.01927185058594 2021-09-15,112.4924545288086 2021-09-16,110.58173370361328 2021-09-17,107.98448181152344 2021-09-20,105.77599334716795 2021-09-21,104.83303833007812 2021-09-22,107.97621154785156 2021-09-23,111.50814056396484 2021-09-24,112.4924545288086 2021-09-27,114.37008666992188 2021-09-28,112.55035400390624 2021-09-29,112.83985137939452 2021-09-30,109.62223815917967 2021-10-01,111.38407135009766 2021-10-04,108.65447235107422 2021-10-05,109.41545104980467 2021-10-06,109.3823699951172 2021-10-07,111.54122924804688 2021-10-08,111.95480346679688 2021-10-11,110.8298797607422 2021-10-12,110.01100158691406 2021-10-13,110.2343292236328 2021-10-14,111.23518371582033 2021-10-15,110.80506134033205 2021-10-18,110.89604949951172 2021-10-19,110.68926239013672 2021-10-20,112.83158111572266 2021-10-21,113.21207427978516 2021-10-22,113.26170349121094 2021-10-25,115.08970642089844 2021-10-26,114.37008666992188 2021-10-27,112.4924545288086 2021-10-28,115.20550537109376 2021-10-29,116.1484603881836 2021-11-01,116.3883285522461 2021-11-02,116.32215881347656 2021-11-03,116.75227355957033 2021-11-04,117.24856567382812 2021-11-05,117.97645568847656 2021-11-08,119.92853546142578 2021-11-09,119.53150177001952 2021-11-10,120.3669204711914 2021-11-11,119.60594940185548 2021-11-12,120.28421020507812 2021-11-15,120.30075073242188 2021-11-16,121.76480865478516 2021-11-17,120.27593994140624 2021-11-18,121.77307891845705 2021-11-19,121.11135864257812 2021-11-22,121.23543548583984 2021-11-23,119.10965728759766 2021-11-24,122.79047393798828 2021-11-26,120.5406265258789 2021-11-29,120.8384017944336 2021-11-30,117.9185562133789 2021-12-01,114.79193115234376 2021-12-02,117.48017120361328 2021-12-03,117.36436462402344 2021-12-06,116.91770935058594 2021-12-07,118.70435333251952 2021-12-08,119.51496124267578 2021-12-09,117.58769989013672 2021-12-10,118.64645385742188 2021-12-13,116.53721618652344 2021-12-14,116.00784301757812 2021-12-15,115.86722564697266 2021-12-16,114.28736877441406 2021-12-17,112.10369110107422 2021-12-20,109.8703842163086 2021-12-21,111.0366668701172 2021-12-22,111.326171875 2021-12-23,113.6091079711914 2021-12-27,114.95735931396484 2021-12-28,115.96648406982422 2021-12-29,114.3535385131836 2021-12-30,114.83329010009766 2021-12-31,115.16414642333984 2022-01-03,115.45365142822266 2022-01-04,117.91028594970705 2022-01-05,115.03180694580078 2022-01-06,114.87464141845705 2022-01-07,113.4767608642578 ", 3155,US,technical,"What is the value of Treynor Ratio for Elevance Health from June 07, 2024 to November 13, 2024? (Default risk-free rate is 0; return annualized (US standard uses arithmetic mean return); 252 trading days per year) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",-1.1894,easy,risk-adjusted return,"Treynor = (AnnRet - rf) / \beta; \beta = cov(r, r_m) / var(r_m)","date,close,market_close 2024-06-06,541.0399780273438,5352.9599609375 2024-06-07,538.9400024414062,5346.990234375 2024-06-10,536.25,5360.7900390625 2024-06-11,536.9299926757812,5375.31982421875 2024-06-12,530.6099853515625,5421.02978515625 2024-06-13,538.75,5433.740234375 2024-06-14,534.8099975585938,5431.60009765625 2024-06-17,534.3800048828125,5473.22998046875 2024-06-18,527.3099975585938,5487.02978515625 2024-06-20,534.7899780273438,5473.169921875 2024-06-21,534.4199829101562,5464.6201171875 2024-06-24,541.7100219726562,5447.8701171875 2024-06-25,535.2899780273438,5469.2998046875 2024-06-26,534.3200073242188,5477.89990234375 2024-06-27,535.77001953125,5482.8701171875 2024-06-28,541.8599853515625,5460.47998046875 2024-07-01,534.5499877929688,5475.08984375 2024-07-02,535.9199829101562,5509.009765625 2024-07-03,530.3900146484375,5537.02001953125 2024-07-05,530.3099975585938,5567.18994140625 2024-07-08,526.5499877929688,5572.85009765625 2024-07-09,529.239990234375,5576.97998046875 2024-07-10,534.5900268554688,5633.91015625 2024-07-11,533.8200073242188,5584.5400390625 2024-07-12,535.5399780273438,5615.35009765625 2024-07-15,530.6599731445312,5631.22021484375 2024-07-16,553.1400146484375,5667.2001953125 2024-07-17,520.9299926757812,5588.27001953125 2024-07-18,504.7200012207031,5544.58984375 2024-07-19,500.1199951171875,5505.0 2024-07-22,503.8900146484375,5564.41015625 2024-07-23,502.4200134277344,5555.740234375 2024-07-24,512.1199951171875,5427.1298828125 2024-07-25,514.030029296875,5399.22021484375 2024-07-26,527.5,5459.10009765625 2024-07-29,529.8599853515625,5463.5400390625 2024-07-30,536.260009765625,5436.43994140625 2024-07-31,532.030029296875,5522.2998046875 2024-08-01,532.22998046875,5446.68017578125 2024-08-02,535.1699829101562,5346.56005859375 2024-08-05,523.489990234375,5186.330078125 2024-08-06,523.6799926757812,5240.02978515625 2024-08-07,521.1400146484375,5199.5 2024-08-08,526.52001953125,5319.31005859375 2024-08-09,532.0700073242188,5344.16015625 2024-08-12,525.8499755859375,5344.39013671875 2024-08-13,531.6500244140625,5434.43017578125 2024-08-14,539.219970703125,5455.2099609375 2024-08-15,541.719970703125,5543.22021484375 2024-08-16,543.7000122070312,5554.25 2024-08-19,543.3900146484375,5608.25 2024-08-20,543.0399780273438,5597.1201171875 2024-08-21,542.3400268554688,5620.85009765625 2024-08-22,543.3200073242188,5570.64013671875 2024-08-23,545.9600219726562,5634.60986328125 2024-08-26,544.6300048828125,5616.83984375 2024-08-27,548.4299926757812,5625.7998046875 2024-08-28,551.0900268554688,5592.18017578125 2024-08-29,552.0900268554688,5591.9599609375 2024-08-30,556.8900146484375,5648.39990234375 2024-09-03,562.2899780273438,5528.93017578125 2024-09-04,547.3099975585938,5520.06982421875 2024-09-05,544.4000244140625,5503.41015625 2024-09-06,541.9099731445312,5408.419921875 2024-09-09,543.6599731445312,5471.0498046875 2024-09-10,544.1500244140625,5495.52001953125 2024-09-11,543.3900146484375,5554.1298828125 2024-09-12,545.8499755859375,5595.759765625 2024-09-13,550.8400268554688,5626.02001953125 2024-09-16,553.5,5633.08984375 2024-09-17,543.510009765625,5634.580078125 2024-09-18,539.4600219726562,5618.259765625 2024-09-19,538.0,5713.64013671875 2024-09-20,539.8599853515625,5702.5498046875 2024-09-23,533.9000244140625,5718.56982421875 2024-09-24,527.3499755859375,5732.93017578125 2024-09-25,520.489990234375,5722.259765625 2024-09-26,520.280029296875,5745.3701171875 2024-09-27,523.9500122070312,5738.169921875 2024-09-30,520.0,5762.47998046875 2024-10-01,511.260009765625,5708.75 2024-10-02,505.1600036621094,5709.5400390625 2024-10-03,498.25,5699.93994140625 2024-10-04,492.0700073242188,5751.06982421875 2024-10-07,492.0199890136719,5695.93994140625 2024-10-08,489.4700012207031,5751.1298828125 2024-10-09,493.510009765625,5792.0400390625 2024-10-10,492.1799926757813,5780.0498046875 2024-10-11,501.8800048828125,5815.02978515625 2024-10-14,509.0199890136719,5859.85009765625 2024-10-15,483.8699951171875,5815.259765625 2024-10-16,496.9599914550781,5842.47021484375 2024-10-17,444.3500061035156,5841.47021484375 2024-10-18,430.7699890136719,5864.669921875 2024-10-21,422.260009765625,5853.97998046875 2024-10-22,419.8399963378906,5851.2001953125 2024-10-23,415.5400085449219,5797.419921875 2024-10-24,419.0400085449219,5809.85986328125 2024-10-25,425.2699890136719,5808.1201171875 2024-10-28,417.260009765625,5823.52001953125 2024-10-29,410.5700073242188,5832.919921875 2024-10-30,410.760009765625,5813.669921875 2024-10-31,405.760009765625,5705.4501953125 2024-11-01,414.010009765625,5728.7998046875 2024-11-04,417.8599853515625,5712.68994140625 2024-11-05,417.7699890136719,5782.759765625 2024-11-06,428.9299926757813,5929.0400390625 2024-11-07,429.3399963378906,5973.10009765625 2024-11-08,422.6199951171875,5995.5400390625 2024-11-11,425.3900146484375,6001.35009765625 2024-11-12,412.9200134277344,5983.990234375 2024-11-13,410.8900146484375,5985.3798828125 ", 3156,US,technical,"From January 25, 2021 to December 21, 2021, what is IQVIA's Treynor Ratio? (Default risk-free rate is 0; return annualized (US standard uses arithmetic mean return); 252 trading days per year) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.4596,easy,risk-adjusted return,"Treynor = (AnnRet - rf) / \beta; \beta = cov(r, r_m) / var(r_m)","date,close,market_close 2021-01-22,185.58999633789065,3841.469970703125 2021-01-25,183.0200042724609,3855.360107421875 2021-01-26,180.33999633789065,3849.6201171875 2021-01-27,173.0,3750.77001953125 2021-01-28,178.66000366210938,3787.3798828125 2021-01-29,177.8000030517578,3714.239990234375 2021-02-01,180.44000244140625,3773.860107421875 2021-02-02,184.41000366210935,3826.31005859375 2021-02-03,182.9900054931641,3830.169921875 2021-02-04,184.32000732421875,3871.739990234375 2021-02-05,186.1000061035156,3886.830078125 2021-02-08,186.91000366210935,3915.590087890625 2021-02-09,183.82000732421875,3911.22998046875 2021-02-10,190.0500030517578,3909.8798828125 2021-02-11,192.8500061035156,3916.3798828125 2021-02-12,192.66000366210935,3934.830078125 2021-02-16,190.5,3932.590087890625 2021-02-17,188.92999267578125,3931.330078125 2021-02-18,187.7100067138672,3913.969970703125 2021-02-19,188.6999969482422,3906.7099609375 2021-02-22,190.13999938964844,3876.5 2021-02-23,191.0500030517578,3881.3701171875 2021-02-24,194.58999633789065,3925.429931640625 2021-02-25,192.5500030517578,3829.340087890625 2021-02-26,192.7899932861328,3811.14990234375 2021-03-01,194.38999938964844,3901.820068359375 2021-03-02,192.7400054931641,3870.2900390625 2021-03-03,190.58999633789065,3819.719970703125 2021-03-04,186.5800018310547,3768.469970703125 2021-03-05,188.77999877929688,3841.93994140625 2021-03-08,187.8000030517578,3821.35009765625 2021-03-09,189.38999938964844,3875.43994140625 2021-03-10,189.7400054931641,3898.81005859375 2021-03-11,189.3699951171875,3939.340087890625 2021-03-12,186.80999755859372,3943.340087890625 2021-03-15,190.6499938964844,3968.93994140625 2021-03-16,189.38999938964844,3962.7099609375 2021-03-17,189.7100067138672,3974.1201171875 2021-03-18,186.5,3915.4599609375 2021-03-19,188.3300018310547,3913.10009765625 2021-03-22,189.72999572753903,3940.590087890625 2021-03-23,186.9900054931641,3910.52001953125 2021-03-24,186.1100006103516,3889.139892578125 2021-03-25,186.5500030517578,3909.52001953125 2021-03-26,192.8600006103516,3974.5400390625 2021-03-29,191.0,3971.090087890625 2021-03-30,190.7899932861328,3958.550048828125 2021-03-31,193.13999938964844,3972.889892578125 2021-04-01,198.05999755859372,4019.8701171875 2021-04-05,200.3699951171875,4077.909912109375 2021-04-06,203.57000732421875,4073.93994140625 2021-04-07,201.6000061035156,4079.949951171875 2021-04-08,204.33999633789065,4097.169921875 2021-04-09,207.66000366210935,4128.7998046875 2021-04-12,208.2100067138672,4127.990234375 2021-04-13,207.4900054931641,4141.58984375 2021-04-14,208.8999938964844,4124.66015625 2021-04-15,214.1300048828125,4170.419921875 2021-04-16,215.55999755859372,4185.47021484375 2021-04-19,216.22000122070312,4163.259765625 2021-04-20,217.1199951171875,4134.93994140625 2021-04-21,219.0,4173.419921875 2021-04-22,225.94000244140625,4134.97998046875 2021-04-23,232.3000030517578,4180.169921875 2021-04-26,233.4199981689453,4187.6201171875 2021-04-27,234.41000366210935,4186.72021484375 2021-04-28,236.0200042724609,4183.18017578125 2021-04-29,235.4499969482422,4211.47021484375 2021-04-30,234.69000244140625,4181.169921875 2021-05-03,233.9600067138672,4192.66015625 2021-05-04,232.69000244140625,4164.66015625 2021-05-05,231.94000244140625,4167.58984375 2021-05-06,231.22000122070312,4201.6201171875 2021-05-07,234.38999938964844,4232.60009765625 2021-05-10,231.4900054931641,4188.43017578125 2021-05-11,232.07000732421875,4152.10009765625 2021-05-12,228.0,4063.0400390625 2021-05-13,229.66000366210935,4112.5 2021-05-14,234.0399932861328,4173.85009765625 2021-05-17,231.47999572753903,4163.2900390625 2021-05-18,230.5800018310547,4127.830078125 2021-05-19,232.6999969482422,4115.68017578125 2021-05-20,236.7400054931641,4159.1201171875 2021-05-21,238.9600067138672,4155.85986328125 2021-05-24,242.5800018310547,4197.0498046875 2021-05-25,242.1300048828125,4188.1298828125 2021-05-26,239.6000061035156,4195.990234375 2021-05-27,237.4600067138672,4200.8798828125 2021-05-28,240.16000366210935,4204.10986328125 2021-06-01,237.25,4202.0400390625 2021-06-02,235.0,4208.1201171875 2021-06-03,233.33999633789065,4192.85009765625 2021-06-04,233.83999633789065,4229.89013671875 2021-06-07,233.1999969482422,4226.52001953125 2021-06-08,234.82000732421875,4227.259765625 2021-06-09,239.3800048828125,4219.5498046875 2021-06-10,242.8000030517578,4239.18017578125 2021-06-11,243.44000244140625,4247.43994140625 2021-06-14,244.47000122070312,4255.14990234375 2021-06-15,246.7700042724609,4246.58984375 2021-06-16,244.22999572753903,4223.7001953125 2021-06-17,246.3000030517578,4221.85986328125 2021-06-18,239.66000366210935,4166.4501953125 2021-06-21,243.4499969482422,4224.7900390625 2021-06-22,243.97999572753903,4246.43994140625 2021-06-23,242.30999755859372,4241.83984375 2021-06-24,240.88999938964844,4266.490234375 2021-06-25,245.33999633789065,4280.7001953125 2021-06-28,243.38999938964844,4290.60986328125 2021-06-29,244.08999633789065,4291.7998046875 2021-06-30,242.32000732421875,4297.5 2021-07-01,247.13999938964844,4319.93994140625 2021-07-02,249.1499938964844,4352.33984375 2021-07-06,250.9499969482422,4343.5400390625 2021-07-07,253.94000244140625,4358.1298828125 2021-07-08,248.80999755859372,4320.81982421875 2021-07-09,251.16000366210935,4369.5498046875 2021-07-12,248.6199951171875,4384.6298828125 2021-07-13,249.6300048828125,4369.2099609375 2021-07-14,246.0,4374.2998046875 2021-07-15,246.5,4360.02978515625 2021-07-16,247.6999969482422,4327.16015625 2021-07-19,241.69000244140625,4258.490234375 2021-07-20,247.07000732421875,4323.06005859375 2021-07-21,243.02999877929688,4358.68994140625 2021-07-22,244.91000366210935,4367.47998046875 2021-07-23,249.0800018310547,4411.7900390625 2021-07-26,247.2899932861328,4422.2998046875 2021-07-27,243.17999267578125,4401.4599609375 2021-07-28,245.3699951171875,4400.64013671875 2021-07-29,248.7100067138672,4419.14990234375 2021-07-30,247.6999969482422,4395.259765625 2021-08-02,247.3000030517578,4387.16015625 2021-08-03,249.97999572753903,4423.14990234375 2021-08-04,249.8600006103516,4402.66015625 2021-08-05,248.41000366210935,4429.10009765625 2021-08-06,248.9600067138672,4436.52001953125 2021-08-09,247.66000366210935,4432.35009765625 2021-08-10,247.38999938964844,4436.75 2021-08-11,244.5500030517578,4442.41015625 2021-08-12,246.25,4460.830078125 2021-08-13,248.13999938964844,4468.0 2021-08-16,255.2899932861328,4479.7099609375 2021-08-17,257.0400085449219,4448.080078125 2021-08-18,255.0,4400.27001953125 2021-08-19,256.6600036621094,4405.7998046875 2021-08-20,254.6999969482422,4441.669921875 2021-08-23,254.3800048828125,4479.52978515625 2021-08-24,256.8599853515625,4486.22998046875 2021-08-25,258.7099914550781,4496.18994140625 2021-08-26,258.489990234375,4470.0 2021-08-27,259.54998779296875,4509.3701171875 2021-08-30,261.6000061035156,4528.7900390625 2021-08-31,259.7300109863281,4522.68017578125 2021-09-01,262.2300109863281,4524.08984375 2021-09-02,265.2300109863281,4536.9501953125 2021-09-03,263.2200012207031,4535.43017578125 2021-09-07,264.45001220703125,4520.02978515625 2021-09-08,261.9100036621094,4514.06982421875 2021-09-09,261.2799987792969,4493.27978515625 2021-09-10,260.5,4458.580078125 2021-09-13,255.57000732421875,4468.72998046875 2021-09-14,257.54998779296875,4443.0498046875 2021-09-15,258.54998779296875,4480.7001953125 2021-09-16,257.8500061035156,4473.75 2021-09-17,256.3299865722656,4432.990234375 2021-09-20,253.1699981689453,4357.72998046875 2021-09-21,256.260009765625,4354.18994140625 2021-09-22,259.75,4395.64013671875 2021-09-23,262.2699890136719,4448.97998046875 2021-09-24,261.6099853515625,4455.47998046875 2021-09-27,248.13999938964844,4443.10986328125 2021-09-28,241.58999633789065,4352.6298828125 2021-09-29,242.91000366210935,4359.4599609375 2021-09-30,239.5399932861328,4307.5400390625 2021-10-01,241.5500030517578,4357.0400390625 2021-10-04,238.57000732421875,4300.4599609375 2021-10-05,239.3600006103516,4345.72021484375 2021-10-06,239.3999938964844,4363.5498046875 2021-10-07,243.82000732421875,4399.759765625 2021-10-08,242.22999572753903,4391.33984375 2021-10-11,240.27999877929688,4361.18994140625 2021-10-12,238.3699951171875,4350.64990234375 2021-10-13,241.50999450683597,4363.7998046875 2021-10-14,246.82000732421875,4438.259765625 2021-10-15,248.8500061035156,4471.3701171875 2021-10-18,248.4600067138672,4486.4599609375 2021-10-19,249.0200042724609,4519.6298828125 2021-10-20,251.5200042724609,4536.18994140625 2021-10-21,254.83999633789065,4549.77978515625 2021-10-22,256.8900146484375,4544.89990234375 2021-10-25,257.25,4566.47998046875 2021-10-26,256.0899963378906,4574.7900390625 2021-10-27,254.2899932861328,4551.68017578125 2021-10-28,257.19000244140625,4596.419921875 2021-10-29,261.4200134277344,4605.3798828125 2021-11-01,258.8900146484375,4613.669921875 2021-11-02,257.8299865722656,4630.64990234375 2021-11-03,254.6000061035156,4660.56982421875 2021-11-04,253.8600006103516,4680.06005859375 2021-11-05,247.19000244140625,4697.52978515625 2021-11-08,251.5,4701.7001953125 2021-11-09,251.8000030517578,4685.25 2021-11-10,252.1199951171875,4646.7099609375 2021-11-11,252.5800018310547,4649.27001953125 2021-11-12,254.67999267578125,4682.85009765625 2021-11-15,251.80999755859372,4682.7998046875 2021-11-16,267.5400085449219,4700.89990234375 2021-11-17,264.45001220703125,4688.669921875 2021-11-18,266.6000061035156,4704.5400390625 2021-11-19,268.1700134277344,4697.9599609375 2021-11-22,267.489990234375,4682.93994140625 2021-11-23,265.2699890136719,4690.7001953125 2021-11-24,265.3599853515625,4701.4599609375 2021-11-26,262.0599975585937,4594.6201171875 2021-11-29,266.69000244140625,4655.27001953125 2021-11-30,259.1300048828125,4567.0 2021-12-01,259.25,4513.0400390625 2021-12-02,262.7300109863281,4577.10009765625 2021-12-03,261.67999267578125,4538.43017578125 2021-12-06,263.1000061035156,4591.669921875 2021-12-07,270.29998779296875,4686.75 2021-12-08,272.19000244140625,4701.2099609375 2021-12-09,269.1600036621094,4667.4501953125 2021-12-10,270.32000732421875,4712.02001953125 2021-12-13,269.739990234375,4668.97021484375 2021-12-14,262.6499938964844,4634.08984375 2021-12-15,268.1000061035156,4709.85009765625 2021-12-16,266.45001220703125,4668.669921875 2021-12-17,267.42999267578125,4620.64013671875 2021-12-20,264.8800048828125,4568.02001953125 2021-12-21,268.6300048828125,4649.22998046875 ", 3157,US,technical,"What was Verisk Analytics's Treynor Ratio during the period March 14, 2020 to November 23, 2020? (Default risk-free rate is 0; return annualized (US standard uses arithmetic mean return); 252 trading days per year) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.5147,easy,risk-adjusted return,"Treynor = (AnnRet - rf) / \beta; \beta = cov(r, r_m) / var(r_m)","date,close,market_close 2020-03-13,145.61000061035156,2711.02001953125 2020-03-16,130.05999755859375,2386.1298828125 2020-03-17,144.7100067138672,2529.18994140625 2020-03-18,135.11000061035156,2398.10009765625 2020-03-19,136.47999572753906,2409.389892578125 2020-03-20,124.25,2304.919921875 2020-03-23,121.18000030517578,2237.39990234375 2020-03-24,137.27999877929688,2447.330078125 2020-03-25,134.3000030517578,2475.56005859375 2020-03-26,142.10000610351562,2630.070068359375 2020-03-27,137.77000427246094,2541.469970703125 2020-03-30,146.8699951171875,2626.64990234375 2020-03-31,139.3800048828125,2584.590087890625 2020-04-01,140.77999877929688,2470.5 2020-04-02,142.99000549316406,2526.89990234375 2020-04-03,141.64999389648438,2488.64990234375 2020-04-06,147.74000549316406,2663.679931640625 2020-04-07,147.1699981689453,2659.409912109375 2020-04-08,148.6999969482422,2749.97998046875 2020-04-09,148.25999450683594,2789.820068359375 2020-04-13,144.16000366210938,2761.6298828125 2020-04-14,150.3000030517578,2846.06005859375 2020-04-15,147.1300048828125,2783.360107421875 2020-04-16,149.11000061035156,2799.550048828125 2020-04-17,153.7899932861328,2874.56005859375 2020-04-20,149.32000732421875,2823.159912109375 2020-04-21,145.2100067138672,2736.56005859375 2020-04-22,151.1999969482422,2799.31005859375 2020-04-23,147.6999969482422,2797.800048828125 2020-04-24,148.5399932861328,2836.739990234375 2020-04-27,151.8000030517578,2878.47998046875 2020-04-28,151.7899932861328,2863.389892578125 2020-04-29,153.07000732421875,2939.510009765625 2020-04-30,152.8300018310547,2912.429931640625 2020-05-01,153.4499969482422,2830.7099609375 2020-05-04,154.4600067138672,2842.739990234375 2020-05-05,157.49000549316406,2868.43994140625 2020-05-06,155.17999267578125,2848.419921875 2020-05-07,158.27000427246094,2881.18994140625 2020-05-08,159.57000732421875,2929.800048828125 2020-05-11,160.7100067138672,2930.18994140625 2020-05-12,156.60000610351562,2870.1201171875 2020-05-13,154.42999267578125,2820.0 2020-05-14,153.89999389648438,2852.5 2020-05-15,154.55999755859375,2863.699951171875 2020-05-18,158.32000732421875,2953.909912109375 2020-05-19,158.05999755859375,2922.93994140625 2020-05-20,159.5399932861328,2971.610107421875 2020-05-21,156.83999633789062,2948.510009765625 2020-05-22,157.27999877929688,2955.449951171875 2020-05-26,160.4600067138672,2991.77001953125 2020-05-27,163.4600067138672,3036.1298828125 2020-05-28,168.33999633789062,3029.72998046875 2020-05-29,172.67999267578125,3044.31005859375 2020-06-01,169.3800048828125,3055.72998046875 2020-06-02,170.9600067138672,3080.820068359375 2020-06-03,170.75999450683594,3122.8701171875 2020-06-04,164.4600067138672,3112.35009765625 2020-06-05,166.1300048828125,3193.929931640625 2020-06-08,169.6699981689453,3232.389892578125 2020-06-09,169.3300018310547,3207.179931640625 2020-06-10,171.24000549316406,3190.139892578125 2020-06-11,162.69000244140625,3002.10009765625 2020-06-12,162.6699981689453,3041.31005859375 2020-06-15,165.39999389648438,3066.590087890625 2020-06-16,166.4199981689453,3124.739990234375 2020-06-17,167.0500030517578,3113.489990234375 2020-06-18,166.85000610351562,3115.340087890625 2020-06-19,164.19000244140625,3097.739990234375 2020-06-22,167.27000427246094,3117.860107421875 2020-06-23,166.80999755859375,3131.2900390625 2020-06-24,163.69000244140625,3050.330078125 2020-06-25,166.2100067138672,3083.760009765625 2020-06-26,162.88999938964844,3009.050048828125 2020-06-29,164.33999633789062,3053.239990234375 2020-06-30,170.1999969482422,3100.2900390625 2020-07-01,172.4199981689453,3115.860107421875 2020-07-02,173.11000061035156,3130.010009765625 2020-07-06,173.55999755859375,3179.719970703125 2020-07-07,172.92999267578125,3145.320068359375 2020-07-08,172.8300018310547,3169.93994140625 2020-07-09,173.1999969482422,3152.050048828125 2020-07-10,174.1699981689453,3185.0400390625 2020-07-13,172.85000610351562,3155.219970703125 2020-07-14,174.58999633789062,3197.52001953125 2020-07-15,175.39999389648438,3226.56005859375 2020-07-16,175.4199981689453,3215.570068359375 2020-07-17,178.39999389648438,3224.72998046875 2020-07-20,181.6000061035156,3251.840087890625 2020-07-21,180.67999267578125,3257.300048828125 2020-07-22,181.3500061035156,3276.02001953125 2020-07-23,180.6300048828125,3235.659912109375 2020-07-24,179.77999877929688,3215.6298828125 2020-07-27,183.2100067138672,3239.409912109375 2020-07-28,182.42999267578125,3218.43994140625 2020-07-29,187.6499938964844,3258.43994140625 2020-07-30,187.1699981689453,3246.219970703125 2020-07-31,188.7100067138672,3271.1201171875 2020-08-03,186.9600067138672,3294.610107421875 2020-08-04,187.72000122070312,3306.510009765625 2020-08-05,186.66000366210935,3327.77001953125 2020-08-06,189.55999755859372,3349.159912109375 2020-08-07,191.16000366210935,3351.280029296875 2020-08-10,189.6499938964844,3360.469970703125 2020-08-11,187.88999938964844,3333.68994140625 2020-08-12,190.42999267578125,3380.35009765625 2020-08-13,190.7100067138672,3373.429931640625 2020-08-14,189.1499938964844,3372.85009765625 2020-08-17,189.07000732421875,3381.989990234375 2020-08-18,189.1300048828125,3389.780029296875 2020-08-19,187.2400054931641,3374.85009765625 2020-08-20,185.8600006103516,3385.510009765625 2020-08-21,185.6499938964844,3397.159912109375 2020-08-24,185.1100006103516,3431.280029296875 2020-08-25,185.97000122070312,3443.6201171875 2020-08-26,186.41000366210935,3478.72998046875 2020-08-27,186.6100006103516,3484.550048828125 2020-08-28,187.3500061035156,3508.010009765625 2020-08-31,186.6699981689453,3500.31005859375 2020-09-01,187.69000244140625,3526.64990234375 2020-09-02,192.7899932861328,3580.840087890625 2020-09-03,187.27999877929688,3455.06005859375 2020-09-04,182.7700042724609,3426.9599609375 2020-09-08,178.08999633789062,3331.840087890625 2020-09-09,182.9600067138672,3398.9599609375 2020-09-10,181.5,3339.18994140625 2020-09-11,181.63999938964844,3340.969970703125 2020-09-14,185.0800018310547,3383.5400390625 2020-09-15,187.83999633789065,3401.199951171875 2020-09-16,186.7899932861328,3385.489990234375 2020-09-17,184.7899932861328,3357.010009765625 2020-09-18,181.5800018310547,3319.469970703125 2020-09-21,178.67999267578125,3281.06005859375 2020-09-22,180.38999938964844,3315.570068359375 2020-09-23,177.0800018310547,3236.919921875 2020-09-24,177.22999572753906,3246.590087890625 2020-09-25,181.33999633789065,3298.4599609375 2020-09-28,184.5200042724609,3351.60009765625 2020-09-29,184.3800048828125,3335.469970703125 2020-09-30,185.30999755859372,3363.0 2020-10-01,185.63999938964844,3380.800048828125 2020-10-02,182.1000061035156,3348.419921875 2020-10-05,181.7899932861328,3408.60009765625 2020-10-06,179.7899932861328,3360.969970703125 2020-10-07,183.02999877929688,3419.43994140625 2020-10-08,184.8999938964844,3446.830078125 2020-10-09,187.17999267578125,3477.139892578125 2020-10-12,192.75,3534.219970703125 2020-10-13,193.6499938964844,3511.929931640625 2020-10-14,191.75999450683597,3488.669921875 2020-10-15,192.0200042724609,3483.340087890625 2020-10-16,192.47000122070312,3483.81005859375 2020-10-19,188.5,3426.919921875 2020-10-20,190.3600006103516,3443.1201171875 2020-10-21,189.17999267578125,3435.56005859375 2020-10-22,188.8800048828125,3453.489990234375 2020-10-23,189.25,3465.389892578125 2020-10-26,185.4900054931641,3400.969970703125 2020-10-27,185.1499938964844,3390.679931640625 2020-10-28,179.49000549316406,3271.030029296875 2020-10-29,179.22000122070312,3310.110107421875 2020-10-30,177.97000122070312,3269.9599609375 2020-11-02,182.1499938964844,3310.239990234375 2020-11-03,187.9499969482422,3369.159912109375 2020-11-04,196.38999938964844,3443.43994140625 2020-11-05,194.41000366210935,3510.449951171875 2020-11-06,197.3500061035156,3509.43994140625 2020-11-09,196.30999755859372,3550.5 2020-11-10,195.1000061035156,3545.530029296875 2020-11-11,199.8300018310547,3572.659912109375 2020-11-12,199.17999267578125,3537.010009765625 2020-11-13,203.6999969482422,3585.14990234375 2020-11-16,205.25,3626.909912109375 2020-11-17,205.27999877929688,3609.530029296875 2020-11-18,203.8999938964844,3567.7900390625 2020-11-19,205.72000122070312,3581.8701171875 2020-11-20,204.3699951171875,3557.5400390625 2020-11-23,198.1199951171875,3577.590087890625 ", 3158,US,technical,"For Treynor Ratio, what is Parker Hannifin's value from July 20, 2021 to March 24, 2022? (Default risk-free rate is 0; return annualized (US standard uses arithmetic mean return); 252 trading days per year) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.0286,easy,risk-adjusted return,"Treynor = (AnnRet - rf) / \beta; \beta = cov(r, r_m) / var(r_m)","date,close,market_close 2021-07-19,289.92999267578125,4258.490234375 2021-07-20,299.5299987792969,4323.06005859375 2021-07-21,305.17999267578125,4358.68994140625 2021-07-22,302.9100036621094,4367.47998046875 2021-07-23,306.67999267578125,4411.7900390625 2021-07-26,309.2300109863281,4422.2998046875 2021-07-27,309.17999267578125,4401.4599609375 2021-07-28,306.32000732421875,4400.64013671875 2021-07-29,309.3399963378906,4419.14990234375 2021-07-30,312.0299987792969,4395.259765625 2021-08-02,305.4599914550781,4387.16015625 2021-08-03,309.42999267578125,4423.14990234375 2021-08-04,303.3500061035156,4402.66015625 2021-08-05,300.2300109863281,4429.10009765625 2021-08-06,298.5299987792969,4436.52001953125 2021-08-09,297.1499938964844,4432.35009765625 2021-08-10,298.6499938964844,4436.75 2021-08-11,296.0,4442.41015625 2021-08-12,294.6300048828125,4460.830078125 2021-08-13,293.0,4468.0 2021-08-16,299.0,4479.7099609375 2021-08-17,296.3399963378906,4448.080078125 2021-08-18,293.0599975585937,4400.27001953125 2021-08-19,287.3299865722656,4405.7998046875 2021-08-20,287.8500061035156,4441.669921875 2021-08-23,294.5599975585937,4479.52978515625 2021-08-24,298.9700012207031,4486.22998046875 2021-08-25,303.510009765625,4496.18994140625 2021-08-26,304.010009765625,4470.0 2021-08-27,304.5299987792969,4509.3701171875 2021-08-30,301.54998779296875,4528.7900390625 2021-08-31,296.6700134277344,4522.68017578125 2021-09-01,293.9599914550781,4524.08984375 2021-09-02,294.8800048828125,4536.9501953125 2021-09-03,289.9100036621094,4535.43017578125 2021-09-07,289.8999938964844,4520.02978515625 2021-09-08,287.760009765625,4514.06982421875 2021-09-09,288.0199890136719,4493.27978515625 2021-09-10,284.04998779296875,4458.580078125 2021-09-13,289.5199890136719,4468.72998046875 2021-09-14,285.7099914550781,4443.0498046875 2021-09-15,290.19000244140625,4480.7001953125 2021-09-16,289.5400085449219,4473.75 2021-09-17,287.6300048828125,4432.990234375 2021-09-20,284.739990234375,4357.72998046875 2021-09-21,279.4700012207031,4354.18994140625 2021-09-22,285.3999938964844,4395.64013671875 2021-09-23,291.1000061035156,4448.97998046875 2021-09-24,287.8399963378906,4455.47998046875 2021-09-27,291.0299987792969,4443.10986328125 2021-09-28,285.9599914550781,4352.6298828125 2021-09-29,288.5899963378906,4359.4599609375 2021-09-30,279.6199951171875,4307.5400390625 2021-10-01,291.69000244140625,4357.0400390625 2021-10-04,288.95001220703125,4300.4599609375 2021-10-05,291.94000244140625,4345.72021484375 2021-10-06,293.5799865722656,4363.5498046875 2021-10-07,289.760009765625,4399.759765625 2021-10-08,290.95001220703125,4391.33984375 2021-10-11,287.42999267578125,4361.18994140625 2021-10-12,284.7099914550781,4350.64990234375 2021-10-13,285.82000732421875,4363.7998046875 2021-10-14,294.5,4438.259765625 2021-10-15,297.95001220703125,4471.3701171875 2021-10-18,295.7799987792969,4486.4599609375 2021-10-19,296.239990234375,4519.6298828125 2021-10-20,300.3399963378906,4536.18994140625 2021-10-21,299.20001220703125,4549.77978515625 2021-10-22,299.25,4544.89990234375 2021-10-25,303.8999938964844,4566.47998046875 2021-10-26,304.20001220703125,4574.7900390625 2021-10-27,297.9800109863281,4551.68017578125 2021-10-28,301.67999267578125,4596.419921875 2021-10-29,296.5899963378906,4605.3798828125 2021-11-01,300.82000732421875,4613.669921875 2021-11-02,301.92999267578125,4630.64990234375 2021-11-03,304.0799865722656,4660.56982421875 2021-11-04,325.6400146484375,4680.06005859375 2021-11-05,325.75,4697.52978515625 2021-11-08,329.4700012207031,4701.7001953125 2021-11-09,329.57000732421875,4685.25 2021-11-10,326.7900085449219,4646.7099609375 2021-11-11,326.8999938964844,4649.27001953125 2021-11-12,334.0,4682.85009765625 2021-11-15,328.3299865722656,4682.7998046875 2021-11-16,332.4800109863281,4700.89990234375 2021-11-17,329.32000732421875,4688.669921875 2021-11-18,332.29998779296875,4704.5400390625 2021-11-19,329.75,4697.9599609375 2021-11-22,326.5899963378906,4682.93994140625 2021-11-23,329.0199890136719,4690.7001953125 2021-11-24,325.0400085449219,4701.4599609375 2021-11-26,309.6400146484375,4594.6201171875 2021-11-29,309.1400146484375,4655.27001953125 2021-11-30,302.0599975585937,4567.0 2021-12-01,293.1000061035156,4513.0400390625 2021-12-02,304.92999267578125,4577.10009765625 2021-12-03,305.3999938964844,4538.43017578125 2021-12-06,311.6600036621094,4591.669921875 2021-12-07,314.4599914550781,4686.75 2021-12-08,316.2300109863281,4701.2099609375 2021-12-09,318.32000732421875,4667.4501953125 2021-12-10,318.92999267578125,4712.02001953125 2021-12-13,314.1000061035156,4668.97021484375 2021-12-14,311.3999938964844,4634.08984375 2021-12-15,315.1099853515625,4709.85009765625 2021-12-16,313.1400146484375,4668.669921875 2021-12-17,302.6099853515625,4620.64013671875 2021-12-20,296.3800048828125,4568.02001953125 2021-12-21,305.3299865722656,4649.22998046875 2021-12-22,306.4800109863281,4696.56005859375 2021-12-23,311.8900146484375,4725.7900390625 2021-12-27,316.5299987792969,4791.18994140625 2021-12-28,317.4200134277344,4786.35009765625 2021-12-29,318.6000061035156,4793.06005859375 2021-12-30,315.0,4778.72998046875 2021-12-31,318.1199951171875,4766.18017578125 2022-01-03,316.0,4796.56005859375 2022-01-04,324.0400085449219,4793.5400390625 2022-01-05,318.3699951171875,4700.580078125 2022-01-06,324.1300048828125,4696.0498046875 2022-01-07,323.739990234375,4677.02978515625 2022-01-10,317.45001220703125,4670.2900390625 2022-01-11,321.3699951171875,4713.06982421875 2022-01-12,325.1099853515625,4726.35009765625 2022-01-13,327.7900085449219,4659.02978515625 2022-01-14,326.92999267578125,4662.85009765625 2022-01-18,327.8900146484375,4577.10986328125 2022-01-19,323.0899963378906,4532.759765625 2022-01-20,314.2300109863281,4482.72998046875 2022-01-21,313.4800109863281,4397.93994140625 2022-01-24,314.1700134277344,4410.1298828125 2022-01-25,311.79998779296875,4356.4501953125 2022-01-26,313.8900146484375,4349.93017578125 2022-01-27,308.67999267578125,4326.509765625 2022-01-28,308.5599975585937,4431.85009765625 2022-01-31,310.010009765625,4515.5498046875 2022-02-01,317.2099914550781,4546.5400390625 2022-02-02,319.7099914550781,4589.3798828125 2022-02-03,311.5599975585937,4477.43994140625 2022-02-04,302.9700012207031,4500.52978515625 2022-02-07,303.7699890136719,4483.8701171875 2022-02-08,304.7300109863281,4521.5400390625 2022-02-09,314.25,4587.18017578125 2022-02-10,304.4200134277344,4504.080078125 2022-02-11,300.5299987792969,4418.64013671875 2022-02-14,301.1400146484375,4401.669921875 2022-02-15,306.3399963378906,4471.06982421875 2022-02-16,310.2300109863281,4475.009765625 2022-02-17,303.0199890136719,4380.259765625 2022-02-18,300.0299987792969,4348.8701171875 2022-02-22,295.3099975585937,4304.759765625 2022-02-23,289.9200134277344,4225.5 2022-02-24,289.19000244140625,4288.7001953125 2022-02-25,297.989990234375,4384.64990234375 2022-02-28,296.3900146484375,4373.93994140625 2022-03-01,287.6199951171875,4306.259765625 2022-03-02,297.3099975585937,4386.5400390625 2022-03-03,294.9700012207031,4363.490234375 2022-03-04,283.8500061035156,4328.8701171875 2022-03-07,271.9200134277344,4201.08984375 2022-03-08,271.6199951171875,4170.7001953125 2022-03-09,278.0799865722656,4277.8798828125 2022-03-10,275.6300048828125,4259.52001953125 2022-03-11,270.9800109863281,4204.31005859375 2022-03-14,273.9700012207031,4173.10986328125 2022-03-15,279.1400146484375,4262.4501953125 2022-03-16,285.9100036621094,4357.85986328125 2022-03-17,288.8599853515625,4411.669921875 2022-03-18,290.3900146484375,4463.1201171875 2022-03-21,288.5299987792969,4461.18017578125 2022-03-22,290.2200012207031,4511.60986328125 2022-03-23,286.739990234375,4456.240234375 2022-03-24,289.1400146484375,4520.16015625 ", 3159,US,technical,"Calculate CrowdStrike's Treynor Ratio from November 09, 2023 to August 29, 2024. (Default risk-free rate is 0; return annualized (US standard uses arithmetic mean return); 252 trading days per year) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.3059,easy,risk-adjusted return,"Treynor = (AnnRet - rf) / \beta; \beta = cov(r, r_m) / var(r_m)","date,close,market_close 2023-11-08,193.8300018310547,4382.77978515625 2023-11-09,190.75999450683597,4347.35009765625 2023-11-10,196.30999755859372,4415.240234375 2023-11-13,200.9600067138672,4411.5498046875 2023-11-14,207.97000122070312,4495.7001953125 2023-11-15,204.2899932861328,4502.8798828125 2023-11-16,204.2700042724609,4508.240234375 2023-11-17,207.08999633789065,4514.02001953125 2023-11-20,207.72999572753903,4547.3798828125 2023-11-21,208.97999572753903,4538.18994140625 2023-11-22,209.6100006103516,4556.6201171875 2023-11-24,210.66000366210935,4559.33984375 2023-11-27,210.07000732421875,4550.43017578125 2023-11-28,212.3500061035156,4554.89013671875 2023-11-29,234.44000244140625,4550.580078125 2023-11-30,236.9900054931641,4567.7998046875 2023-12-01,235.02999877929688,4594.6298828125 2023-12-04,237.38999938964844,4569.77978515625 2023-12-05,238.97000122070312,4567.18017578125 2023-12-06,239.4199981689453,4549.33984375 2023-12-07,240.1699981689453,4585.58984375 2023-12-08,242.5500030517578,4604.3701171875 2023-12-11,246.97000122070312,4622.43994140625 2023-12-12,248.5500030517578,4643.7001953125 2023-12-13,252.0399932861328,4707.08984375 2023-12-14,252.67999267578125,4719.5498046875 2023-12-15,260.0799865722656,4719.18994140625 2023-12-18,259.79998779296875,4740.56005859375 2023-12-19,258.3299865722656,4768.3701171875 2023-12-20,253.9499969482422,4698.35009765625 2023-12-21,257.32000732421875,4746.75 2023-12-22,255.6300048828125,4754.6298828125 2023-12-26,257.8699951171875,4774.75 2023-12-27,257.32000732421875,4781.580078125 2023-12-28,256.1300048828125,4783.35009765625 2023-12-29,255.32000732421875,4769.830078125 2024-01-02,246.88999938964844,4742.830078125 2024-01-03,244.3600006103516,4704.81005859375 2024-01-04,245.6499938964844,4688.68017578125 2024-01-05,247.4600067138672,4697.240234375 2024-01-08,261.2799987792969,4763.5400390625 2024-01-09,273.7699890136719,4756.5 2024-01-10,282.0400085449219,4783.4501953125 2024-01-11,284.5199890136719,4780.240234375 2024-01-12,283.3500061035156,4783.830078125 2024-01-16,286.2900085449219,4765.97998046875 2024-01-17,276.2699890136719,4739.2099609375 2024-01-18,283.1099853515625,4780.93994140625 2024-01-19,290.5400085449219,4839.81005859375 2024-01-22,298.6600036621094,4850.43017578125 2024-01-23,297.2699890136719,4864.60009765625 2024-01-24,300.2799987792969,4868.5498046875 2024-01-25,293.4599914550781,4894.16015625 2024-01-26,290.3099975585937,4890.97021484375 2024-01-29,300.6700134277344,4927.93017578125 2024-01-30,301.3500061035156,4924.97021484375 2024-01-31,292.5,4845.64990234375 2024-02-01,299.3699951171875,4906.18994140625 2024-02-02,303.57000732421875,4958.60986328125 2024-02-05,302.489990234375,4942.81005859375 2024-02-06,302.1099853515625,4954.22998046875 2024-02-07,317.7799987792969,4995.06005859375 2024-02-08,323.0400085449219,4997.91015625 2024-02-09,329.3399963378906,5026.60986328125 2024-02-12,321.2900085449219,5021.83984375 2024-02-13,322.44000244140625,4953.169921875 2024-02-14,334.54998779296875,5000.6201171875 2024-02-15,331.3800048828125,5029.72998046875 2024-02-16,329.239990234375,5005.56982421875 2024-02-20,323.7099914550781,4975.509765625 2024-02-21,292.3599853515625,4981.7998046875 2024-02-22,310.9100036621094,5087.02978515625 2024-02-23,311.489990234375,5088.7998046875 2024-02-26,321.0299987792969,5069.52978515625 2024-02-27,321.2099914550781,5078.18017578125 2024-02-28,320.94000244140625,5069.759765625 2024-02-29,324.1499938964844,5096.27001953125 2024-03-01,314.6000061035156,5137.080078125 2024-03-04,313.8099975585937,5130.9501953125 2024-03-05,297.5599975585937,5078.64990234375 2024-03-06,329.57000732421875,5104.759765625 2024-03-07,329.67999267578125,5157.35986328125 2024-03-08,322.8500061035156,5123.68994140625 2024-03-11,317.3699951171875,5117.93994140625 2024-03-12,329.2699890136719,5175.27001953125 2024-03-13,332.1700134277344,5165.31005859375 2024-03-14,328.5899963378906,5150.47998046875 2024-03-15,315.6499938964844,5117.08984375 2024-03-18,321.0599975585937,5149.419921875 2024-03-19,320.8599853515625,5178.509765625 2024-03-20,326.8699951171875,5224.6201171875 2024-03-21,329.4599914550781,5241.52978515625 2024-03-22,327.5799865722656,5234.18017578125 2024-03-25,324.760009765625,5218.18994140625 2024-03-26,330.010009765625,5203.580078125 2024-03-27,322.25,5248.490234375 2024-03-28,320.5899963378906,5254.35009765625 2024-04-01,319.5899963378906,5243.77001953125 2024-04-02,319.54998779296875,5205.81005859375 2024-04-03,320.0400085449219,5211.490234375 2024-04-04,309.19000244140625,5147.2099609375 2024-04-05,315.5,5204.33984375 2024-04-08,313.7300109863281,5202.39013671875 2024-04-09,310.7699890136719,5209.91015625 2024-04-10,312.5299987792969,5160.64013671875 2024-04-11,317.79998779296875,5199.06005859375 2024-04-12,309.04998779296875,5123.41015625 2024-04-15,299.5,5061.81982421875 2024-04-16,299.1499938964844,5051.41015625 2024-04-17,293.69000244140625,5022.2099609375 2024-04-18,294.1000061035156,5011.1201171875 2024-04-19,282.6400146484375,4967.22998046875 2024-04-22,289.1499938964844,5010.60009765625 2024-04-23,299.6499938964844,5070.5498046875 2024-04-24,297.6199951171875,5071.6298828125 2024-04-25,298.0199890136719,5048.419921875 2024-04-26,304.07000732421875,5099.9599609375 2024-04-29,304.0400085449219,5116.169921875 2024-04-30,292.5400085449219,5035.68994140625 2024-05-01,295.44000244140625,5018.39013671875 2024-05-02,303.5400085449219,5064.2001953125 2024-05-03,310.2099914550781,5127.7900390625 2024-05-06,317.8099975585937,5180.740234375 2024-05-07,312.54998779296875,5187.7001953125 2024-05-08,313.760009765625,5187.669921875 2024-05-09,317.94000244140625,5214.080078125 2024-05-10,320.760009765625,5222.68017578125 2024-05-13,319.17999267578125,5221.419921875 2024-05-14,329.54998779296875,5246.68017578125 2024-05-15,343.1199951171875,5308.14990234375 2024-05-16,339.0599975585937,5297.10009765625 2024-05-17,345.92999267578125,5303.27001953125 2024-05-20,348.75,5308.1298828125 2024-05-21,349.32000732421875,5321.41015625 2024-05-22,345.4200134277344,5307.009765625 2024-05-23,342.3500061035156,5267.83984375 2024-05-24,351.4700012207031,5304.72021484375 2024-05-28,346.82000732421875,5306.0400390625 2024-05-29,349.5199890136719,5266.9501953125 2024-05-30,315.9200134277344,5235.47998046875 2024-05-31,313.6700134277344,5277.509765625 2024-06-03,308.69000244140625,5283.39990234375 2024-06-04,305.5799865722656,5291.33984375 2024-06-05,342.17999267578125,5354.02978515625 2024-06-06,340.489990234375,5352.9599609375 2024-06-07,349.1199951171875,5346.990234375 2024-06-10,374.5700073242188,5360.7900390625 2024-06-11,384.6300048828125,5375.31982421875 2024-06-12,387.3699951171875,5421.02978515625 2024-06-13,382.80999755859375,5433.740234375 2024-06-14,385.43499755859375,5431.60009765625 2024-06-17,390.4299926757813,5473.22998046875 2024-06-18,389.510009765625,5487.02978515625 2024-06-20,382.1400146484375,5473.169921875 2024-06-21,380.6300048828125,5464.6201171875 2024-06-24,377.9299926757813,5447.8701171875 2024-06-25,386.760009765625,5469.2998046875 2024-06-26,380.3699951171875,5477.89990234375 2024-06-27,387.2900085449219,5482.8701171875 2024-06-28,383.1900024414063,5460.47998046875 2024-07-01,392.1499938964844,5475.08984375 2024-07-02,385.0499877929688,5509.009765625 2024-07-03,387.1799926757813,5537.02001953125 2024-07-05,389.6799926757813,5567.18994140625 2024-07-08,390.7099914550781,5572.85009765625 2024-07-09,385.8800048828125,5576.97998046875 2024-07-10,374.4500122070313,5633.91015625 2024-07-11,370.4299926757813,5584.5400390625 2024-07-12,371.3200073242188,5615.35009765625 2024-07-15,377.3699951171875,5631.22021484375 2024-07-16,369.0499877929688,5667.2001953125 2024-07-17,354.94000244140625,5588.27001953125 2024-07-18,343.04998779296875,5544.58984375 2024-07-19,304.9599914550781,5505.0 2024-07-22,263.9100036621094,5564.41015625 2024-07-23,268.8800048828125,5555.740234375 2024-07-24,258.1400146484375,5427.1298828125 2024-07-25,254.1499938964844,5399.22021484375 2024-07-26,256.1600036621094,5459.10009765625 2024-07-29,258.8099975585937,5463.5400390625 2024-07-30,233.6499938964844,5436.43994140625 2024-07-31,231.9600067138672,5522.2998046875 2024-08-01,224.22000122070312,5446.68017578125 2024-08-02,217.88999938964844,5346.56005859375 2024-08-05,222.0500030517578,5186.330078125 2024-08-06,231.69000244140625,5240.02978515625 2024-08-07,230.6699981689453,5199.5 2024-08-08,240.5200042724609,5319.31005859375 2024-08-09,240.8999938964844,5344.16015625 2024-08-12,239.33999633789065,5344.39013671875 2024-08-13,248.1100006103516,5434.43017578125 2024-08-14,256.2200012207031,5455.2099609375 2024-08-15,260.489990234375,5543.22021484375 2024-08-16,262.5400085449219,5554.25 2024-08-19,266.7799987792969,5608.25 2024-08-20,266.5299987792969,5597.1201171875 2024-08-21,273.2099914550781,5620.85009765625 2024-08-22,267.6400146484375,5570.64013671875 2024-08-23,271.5400085449219,5634.60986328125 2024-08-26,265.8699951171875,5616.83984375 2024-08-27,269.8299865722656,5625.7998046875 2024-08-28,264.20001220703125,5592.18017578125 2024-08-29,271.6700134277344,5591.9599609375 ", 3160,US,technical,"What is the value of Modigliani Ratio for Xcel Energy from September 12, 2023 to January 18, 2024? (Default risk-free rate is 0; return annualized (US standard uses arithmetic mean return); 252 trading days per year) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.0761,easy,risk-adjusted return,M^2 = rf + (AnnRet - rf) / \sigma(r) * \sigma(r_b),"date,close,benchmark_close 2023-09-11,57.43000030517578,4487.4599609375 2023-09-12,57.209999084472656,4461.89990234375 2023-09-13,58.130001068115234,4467.43994140625 2023-09-14,58.68000030517578,4505.10009765625 2023-09-15,57.970001220703125,4450.31982421875 2023-09-18,57.9900016784668,4453.52978515625 2023-09-19,58.52000045776367,4443.9501953125 2023-09-20,59.959999084472656,4402.2001953125 2023-09-21,59.380001068115234,4330.0 2023-09-22,59.72999954223633,4320.06005859375 2023-09-25,59.4900016784668,4337.43994140625 2023-09-26,57.720001220703125,4273.52978515625 2023-09-27,57.209999084472656,4274.509765625 2023-09-28,56.869998931884766,4299.7001953125 2023-09-29,57.220001220703125,4288.0498046875 2023-10-02,55.02999877929688,4288.39013671875 2023-10-03,55.84000015258789,4229.4501953125 2023-10-04,56.630001068115234,4263.75 2023-10-05,56.47999954223633,4258.18994140625 2023-10-06,57.34999847412109,4308.5 2023-10-09,57.650001525878906,4335.66015625 2023-10-10,58.060001373291016,4358.240234375 2023-10-11,58.810001373291016,4376.9501953125 2023-10-12,58.150001525878906,4349.60986328125 2023-10-13,58.86000061035156,4327.77978515625 2023-10-16,59.560001373291016,4373.6298828125 2023-10-17,59.5099983215332,4373.2001953125 2023-10-18,59.33000183105469,4314.60009765625 2023-10-19,59.04999923706055,4278.0 2023-10-20,58.09999847412109,4224.16015625 2023-10-23,58.04999923706055,4217.0400390625 2023-10-24,59.08000183105469,4247.68017578125 2023-10-25,59.470001220703125,4186.77001953125 2023-10-26,59.77000045776367,4137.22998046875 2023-10-27,58.310001373291016,4117.3701171875 2023-10-30,58.7400016784668,4166.81982421875 2023-10-31,59.27000045776367,4193.7998046875 2023-11-01,60.540000915527344,4237.85986328125 2023-11-02,61.06999969482422,4317.77978515625 2023-11-03,61.02999877929688,4358.33984375 2023-11-06,60.560001373291016,4365.97998046875 2023-11-07,59.83000183105469,4378.3798828125 2023-11-08,59.08000183105469,4382.77978515625 2023-11-09,58.70000076293945,4347.35009765625 2023-11-10,59.20000076293945,4415.240234375 2023-11-13,58.27000045776367,4411.5498046875 2023-11-14,60.29999923706055,4495.7001953125 2023-11-15,60.09000015258789,4502.8798828125 2023-11-16,60.70000076293945,4508.240234375 2023-11-17,60.560001373291016,4514.02001953125 2023-11-20,60.060001373291016,4547.3798828125 2023-11-21,60.02000045776367,4538.18994140625 2023-11-22,60.43000030517578,4556.6201171875 2023-11-24,60.52000045776367,4559.33984375 2023-11-27,60.45000076293945,4550.43017578125 2023-11-28,60.970001220703125,4554.89013671875 2023-11-29,60.0,4550.580078125 2023-11-30,60.84000015258789,4567.7998046875 2023-12-01,61.43000030517578,4594.6298828125 2023-12-04,61.470001220703125,4569.77978515625 2023-12-05,61.02999877929688,4567.18017578125 2023-12-06,61.970001220703125,4549.33984375 2023-12-07,61.54999923706055,4585.58984375 2023-12-08,60.90999984741211,4604.3701171875 2023-12-11,61.54999923706055,4622.43994140625 2023-12-12,61.15999984741211,4643.7001953125 2023-12-13,63.33000183105469,4707.08984375 2023-12-14,62.56999969482422,4719.5498046875 2023-12-15,61.58000183105469,4719.18994140625 2023-12-18,62.34999847412109,4740.56005859375 2023-12-19,62.119998931884766,4768.3701171875 2023-12-20,61.310001373291016,4698.35009765625 2023-12-21,61.52999877929688,4746.75 2023-12-22,62.060001373291016,4754.6298828125 2023-12-26,62.25,4774.75 2023-12-27,61.540000915527344,4781.580078125 2023-12-28,61.88999938964844,4783.35009765625 2023-12-29,61.90999984741211,4769.830078125 2024-01-02,63.470001220703125,4742.830078125 2024-01-03,63.58000183105469,4704.81005859375 2024-01-04,63.72999954223633,4688.68017578125 2024-01-05,63.72999954223633,4697.240234375 2024-01-08,63.58000183105469,4763.5400390625 2024-01-09,63.27000045776367,4756.5 2024-01-10,62.720001220703125,4783.4501953125 2024-01-11,61.0,4780.240234375 2024-01-12,61.310001373291016,4783.830078125 2024-01-16,60.90999984741211,4765.97998046875 2024-01-17,60.09000015258789,4739.2099609375 2024-01-18,59.650001525878906,4780.93994140625 ", 3161,US,technical,"From June 04, 2023 to March 28, 2024, what is Sysco's Modigliani Ratio? (Default risk-free rate is 0; return annualized (US standard uses arithmetic mean return); 252 trading days per year) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.0995,easy,risk-adjusted return,M^2 = rf + (AnnRet - rf) / \sigma(r) * \sigma(r_b),"date,close,benchmark_close 2023-06-02,72.63999938964844,4282.3701171875 2023-06-05,72.54000091552734,4273.7900390625 2023-06-06,72.87000274658203,4283.85009765625 2023-06-07,72.69000244140625,4267.52001953125 2023-06-08,72.08000183105469,4293.93017578125 2023-06-09,72.54000091552734,4298.85986328125 2023-06-12,72.33000183105469,4338.93017578125 2023-06-13,72.76000213623047,4369.009765625 2023-06-14,72.83000183105469,4372.58984375 2023-06-15,73.4000015258789,4425.83984375 2023-06-16,73.38999938964844,4409.58984375 2023-06-20,72.4800033569336,4388.7099609375 2023-06-21,72.5999984741211,4365.68994140625 2023-06-22,73.23999786376953,4381.89013671875 2023-06-23,72.44999694824219,4348.330078125 2023-06-26,72.37000274658203,4328.81982421875 2023-06-27,73.37999725341797,4378.41015625 2023-06-28,72.87000274658203,4376.85986328125 2023-06-29,73.12999725341797,4396.43994140625 2023-06-30,74.19999694824219,4450.3798828125 2023-07-03,75.30000305175781,4455.58984375 2023-07-05,74.27999877929688,4446.81982421875 2023-07-06,74.18000030517578,4411.58984375 2023-07-07,74.33000183105469,4398.9501953125 2023-07-10,74.06999969482422,4409.52978515625 2023-07-11,73.98999786376953,4439.259765625 2023-07-12,73.83000183105469,4472.16015625 2023-07-13,73.29000091552734,4510.0400390625 2023-07-14,73.0999984741211,4505.419921875 2023-07-17,73.41000366210938,4522.7900390625 2023-07-18,72.4800033569336,4554.97998046875 2023-07-19,74.1500015258789,4565.72021484375 2023-07-20,75.36000061035156,4534.8701171875 2023-07-21,75.19999694824219,4536.33984375 2023-07-24,75.80999755859375,4554.64013671875 2023-07-25,75.5199966430664,4567.4599609375 2023-07-26,75.44999694824219,4566.75 2023-07-27,75.5,4537.41015625 2023-07-28,76.05999755859375,4582.22998046875 2023-07-31,76.30999755859375,4588.9599609375 2023-08-01,76.16000366210938,4576.72998046875 2023-08-02,75.62999725341797,4513.39013671875 2023-08-03,74.22000122070312,4501.89013671875 2023-08-04,73.79000091552734,4478.02978515625 2023-08-07,74.16999816894531,4518.43994140625 2023-08-08,73.11000061035156,4499.3798828125 2023-08-09,73.52999877929688,4467.7099609375 2023-08-10,72.06999969482422,4468.830078125 2023-08-11,71.95999908447266,4464.0498046875 2023-08-14,70.94999694824219,4489.72021484375 2023-08-15,71.20999908447266,4437.85986328125 2023-08-16,72.08000183105469,4404.330078125 2023-08-17,71.45999908447266,4370.35986328125 2023-08-18,71.47000122070312,4369.7099609375 2023-08-21,71.06999969482422,4399.77001953125 2023-08-22,70.19999694824219,4387.5498046875 2023-08-23,70.31999969482422,4436.009765625 2023-08-24,69.9000015258789,4376.31005859375 2023-08-25,69.76000213623047,4405.7099609375 2023-08-28,70.27999877929688,4433.31005859375 2023-08-29,70.4800033569336,4497.6298828125 2023-08-30,70.08999633789062,4514.8701171875 2023-08-31,69.6500015258789,4507.66015625 2023-09-01,70.29000091552734,4515.77001953125 2023-09-05,68.66000366210938,4496.830078125 2023-09-06,68.44999694824219,4465.47998046875 2023-09-07,69.16000366210938,4451.14013671875 2023-09-08,69.94999694824219,4457.490234375 2023-09-11,70.16999816894531,4487.4599609375 2023-09-12,69.94999694824219,4461.89990234375 2023-09-13,69.91000366210938,4467.43994140625 2023-09-14,71.06999969482422,4505.10009765625 2023-09-15,71.0199966430664,4450.31982421875 2023-09-18,70.81999969482422,4453.52978515625 2023-09-19,70.51000213623047,4443.9501953125 2023-09-20,70.58999633789062,4402.2001953125 2023-09-21,69.5199966430664,4330.0 2023-09-22,68.62999725341797,4320.06005859375 2023-09-25,68.79000091552734,4337.43994140625 2023-09-26,66.2300033569336,4273.52978515625 2023-09-27,65.20999908447266,4274.509765625 2023-09-28,66.5199966430664,4299.7001953125 2023-09-29,66.05000305175781,4288.0498046875 2023-10-02,65.18000030517578,4288.39013671875 2023-10-03,64.27999877929688,4229.4501953125 2023-10-04,65.0,4263.75 2023-10-05,63.650001525878906,4258.18994140625 2023-10-06,62.95000076293945,4308.5 2023-10-09,63.43000030517578,4335.66015625 2023-10-10,64.2699966430664,4358.240234375 2023-10-11,64.08000183105469,4376.9501953125 2023-10-12,62.68999862670898,4349.60986328125 2023-10-13,63.2599983215332,4327.77978515625 2023-10-16,64.4000015258789,4373.6298828125 2023-10-17,64.86000061035156,4373.2001953125 2023-10-18,65.18000030517578,4314.60009765625 2023-10-19,65.66000366210938,4278.0 2023-10-20,65.43000030517578,4224.16015625 2023-10-23,65.0,4217.0400390625 2023-10-24,65.31999969482422,4247.68017578125 2023-10-25,65.73999786376953,4186.77001953125 2023-10-26,65.47000122070312,4137.22998046875 2023-10-27,64.48999786376953,4117.3701171875 2023-10-30,65.54000091552734,4166.81982421875 2023-10-31,66.48999786376953,4193.7998046875 2023-11-01,65.6500015258789,4237.85986328125 2023-11-02,65.6500015258789,4317.77978515625 2023-11-03,67.0199966430664,4358.33984375 2023-11-06,66.81999969482422,4365.97998046875 2023-11-07,67.55999755859375,4378.3798828125 2023-11-08,67.02999877929688,4382.77978515625 2023-11-09,66.69000244140625,4347.35009765625 2023-11-10,67.33999633789062,4415.240234375 2023-11-13,67.2300033569336,4411.5498046875 2023-11-14,68.97000122070312,4495.7001953125 2023-11-15,70.5,4502.8798828125 2023-11-16,70.66999816894531,4508.240234375 2023-11-17,70.88999938964844,4514.02001953125 2023-11-20,71.2699966430664,4547.3798828125 2023-11-21,71.30000305175781,4538.18994140625 2023-11-22,72.02999877929688,4556.6201171875 2023-11-24,72.1500015258789,4559.33984375 2023-11-27,71.9000015258789,4550.43017578125 2023-11-28,71.83000183105469,4554.89013671875 2023-11-29,71.70999908447266,4550.580078125 2023-11-30,72.16999816894531,4567.7998046875 2023-12-01,72.80000305175781,4594.6298828125 2023-12-04,73.0,4569.77978515625 2023-12-05,73.20999908447266,4567.18017578125 2023-12-06,73.05000305175781,4549.33984375 2023-12-07,74.18000030517578,4585.58984375 2023-12-08,73.83000183105469,4604.3701171875 2023-12-11,73.93000030517578,4622.43994140625 2023-12-12,73.61000061035156,4643.7001953125 2023-12-13,75.33999633789062,4707.08984375 2023-12-14,74.19999694824219,4719.5498046875 2023-12-15,73.54000091552734,4719.18994140625 2023-12-18,72.86000061035156,4740.56005859375 2023-12-19,73.30000305175781,4768.3701171875 2023-12-20,73.25,4698.35009765625 2023-12-21,73.52999877929688,4746.75 2023-12-22,73.52999877929688,4754.6298828125 2023-12-26,73.33000183105469,4774.75 2023-12-27,73.02999877929688,4781.580078125 2023-12-28,73.04000091552734,4783.35009765625 2023-12-29,73.12999725341797,4769.830078125 2024-01-02,74.41999816894531,4742.830078125 2024-01-03,74.9800033569336,4704.81005859375 2024-01-04,75.12000274658203,4688.68017578125 2024-01-05,75.6500015258789,4697.240234375 2024-01-08,75.61000061035156,4763.5400390625 2024-01-09,75.58000183105469,4756.5 2024-01-10,75.02999877929688,4783.4501953125 2024-01-11,75.44999694824219,4780.240234375 2024-01-12,75.75,4783.830078125 2024-01-16,74.9000015258789,4765.97998046875 2024-01-17,74.66999816894531,4739.2099609375 2024-01-18,75.19999694824219,4780.93994140625 2024-01-19,75.20999908447266,4839.81005859375 2024-01-22,75.61000061035156,4850.43017578125 2024-01-23,75.5199966430664,4864.60009765625 2024-01-24,74.98999786376953,4868.5498046875 2024-01-25,75.2699966430664,4894.16015625 2024-01-26,75.1500015258789,4890.97021484375 2024-01-29,75.16999816894531,4927.93017578125 2024-01-30,80.81999969482422,4924.97021484375 2024-01-31,80.93000030517578,4845.64990234375 2024-02-01,82.36000061035156,4906.18994140625 2024-02-02,81.4800033569336,4958.60986328125 2024-02-05,80.83999633789062,4942.81005859375 2024-02-06,80.41000366210938,4954.22998046875 2024-02-07,79.66999816894531,4995.06005859375 2024-02-08,79.31999969482422,4997.91015625 2024-02-09,79.55000305175781,5026.60986328125 2024-02-12,80.04000091552734,5021.83984375 2024-02-13,79.13999938964844,4953.169921875 2024-02-14,79.0,5000.6201171875 2024-02-15,79.37999725341797,5029.72998046875 2024-02-16,79.5,5005.56982421875 2024-02-20,79.06999969482422,4975.509765625 2024-02-21,79.68000030517578,4981.7998046875 2024-02-22,80.44000244140625,5087.02978515625 2024-02-23,80.81999969482422,5088.7998046875 2024-02-26,80.83999633789062,5069.52978515625 2024-02-27,81.13999938964844,5078.18017578125 2024-02-28,80.66999816894531,5069.759765625 2024-02-29,80.97000122070312,5096.27001953125 2024-03-01,79.95999908447266,5137.080078125 2024-03-04,79.51000213623047,5130.9501953125 2024-03-05,79.58000183105469,5078.64990234375 2024-03-06,79.16999816894531,5104.759765625 2024-03-07,79.87000274658203,5157.35986328125 2024-03-08,80.55999755859375,5123.68994140625 2024-03-11,80.0199966430664,5117.93994140625 2024-03-12,80.12999725341797,5175.27001953125 2024-03-13,80.5199966430664,5165.31005859375 2024-03-14,80.02999877929688,5150.47998046875 2024-03-15,80.91999816894531,5117.08984375 2024-03-18,80.66000366210938,5149.419921875 2024-03-19,81.33000183105469,5178.509765625 2024-03-20,81.16999816894531,5224.6201171875 2024-03-21,81.63999938964844,5241.52978515625 2024-03-22,81.58999633789062,5234.18017578125 2024-03-25,80.87999725341797,5218.18994140625 2024-03-26,80.9000015258789,5203.580078125 2024-03-27,81.94000244140625,5248.490234375 2024-03-28,81.18000030517578,5254.35009765625 ", 3162,US,technical,"What was Progressive Corporation's Modigliani Ratio during the period December 21, 2024 to December 01, 2025? (Default risk-free rate is 0; return annualized (US standard uses arithmetic mean return); 252 trading days per year) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",-0.0195,easy,risk-adjusted return,M^2 = rf + (AnnRet - rf) / \sigma(r) * \sigma(r_b),"date,close,benchmark_close 2024-12-20,239.97000122070312,5930.85009765625 2024-12-23,241.00999450683597,5974.06982421875 2024-12-24,243.2400054931641,6040.0400390625 2024-12-26,243.19000244140625,6037.58984375 2024-12-27,241.0200042724609,5970.83984375 2024-12-30,239.6000061035156,5906.93994140625 2024-12-31,239.6100006103516,5881.6298828125 2025-01-02,240.6499938964844,5868.5498046875 2025-01-03,242.22000122070312,5942.47021484375 2025-01-06,239.58999633789065,5975.3798828125 2025-01-07,242.27999877929688,5909.02978515625 2025-01-08,243.58999633789065,5918.25 2025-01-10,235.6100006103516,5827.0400390625 2025-01-13,235.77999877929688,5836.22021484375 2025-01-14,239.75999450683597,5842.91015625 2025-01-15,242.47000122070312,5949.91015625 2025-01-16,245.5399932861328,5937.33984375 2025-01-17,243.67999267578125,5996.66015625 2025-01-21,241.00999450683597,6049.240234375 2025-01-22,239.1699981689453,6086.3701171875 2025-01-23,239.50999450683597,6118.7099609375 2025-01-24,238.82000732421875,6101.240234375 2025-01-27,246.91000366210935,6012.27978515625 2025-01-28,245.0500030517578,6067.7001953125 2025-01-29,246.3999938964844,6039.31005859375 2025-01-30,249.22000122070312,6071.169921875 2025-01-31,246.44000244140625,6040.52978515625 2025-02-03,248.9199981689453,5994.56982421875 2025-02-04,248.0,6037.8798828125 2025-02-05,249.0,6061.47998046875 2025-02-06,251.3500061035156,6083.56982421875 2025-02-07,250.6000061035156,6025.990234375 2025-02-10,249.69000244140625,6066.43994140625 2025-02-11,257.57000732421875,6068.5 2025-02-12,256.7900085449219,6051.97021484375 2025-02-13,262.1300048828125,6115.06982421875 2025-02-14,262.6000061035156,6114.6298828125 2025-02-18,263.92999267578125,6129.580078125 2025-02-19,269.6199951171875,6144.14990234375 2025-02-20,267.6700134277344,6117.52001953125 2025-02-21,266.19000244140625,6013.1298828125 2025-02-24,272.6300048828125,5983.25 2025-02-25,278.5199890136719,5955.25 2025-02-26,273.42999267578125,5956.06005859375 2025-02-27,278.7699890136719,5861.56982421875 2025-02-28,282.0,5954.5 2025-03-03,285.0799865722656,5849.72021484375 2025-03-04,283.19000244140625,5778.14990234375 2025-03-05,281.8599853515625,5842.6298828125 2025-03-06,281.1700134277344,5738.52001953125 2025-03-07,279.82000732421875,5770.2001953125 2025-03-10,278.69000244140625,5614.56005859375 2025-03-11,276.94000244140625,5572.06982421875 2025-03-12,277.54998779296875,5599.2998046875 2025-03-13,279.3999938964844,5521.52001953125 2025-03-14,283.69000244140625,5638.93994140625 2025-03-17,291.2200012207031,5675.1201171875 2025-03-18,283.2799987792969,5614.66015625 2025-03-19,273.2900085449219,5675.2900390625 2025-03-20,274.6199951171875,5662.89013671875 2025-03-21,272.8599853515625,5667.56005859375 2025-03-24,274.0,5767.56982421875 2025-03-25,274.42999267578125,5776.64990234375 2025-03-26,272.5400085449219,5712.2001953125 2025-03-27,274.6700134277344,5693.31005859375 2025-03-28,278.8599853515625,5580.93994140625 2025-03-31,283.010009765625,5611.85009765625 2025-04-01,284.2900085449219,5633.06982421875 2025-04-02,281.2300109863281,5670.97021484375 2025-04-03,287.0,5396.52001953125 2025-04-04,257.6400146484375,5074.080078125 2025-04-07,255.2700042724609,5062.25 2025-04-08,260.3800048828125,4982.77001953125 2025-04-09,270.1099853515625,5456.89990234375 2025-04-10,273.17999267578125,5268.0498046875 2025-04-11,275.6400146484375,5363.35986328125 2025-04-14,278.5599975585937,5405.97021484375 2025-04-15,276.1099853515625,5396.6298828125 2025-04-16,275.1300048828125,5275.7001953125 2025-04-17,265.45001220703125,5282.7001953125 2025-04-21,257.4100036621094,5158.2001953125 2025-04-22,265.0799865722656,5287.759765625 2025-04-23,265.0299987792969,5375.85986328125 2025-04-24,265.19000244140625,5484.77001953125 2025-04-25,265.010009765625,5525.2099609375 2025-04-28,269.5799865722656,5528.75 2025-04-29,276.3099975585937,5560.830078125 2025-04-30,281.739990234375,5569.06005859375 2025-05-01,277.6600036621094,5604.14013671875 2025-05-02,282.8099975585937,5686.669921875 2025-05-05,282.1600036621094,5650.3798828125 2025-05-06,283.6600036621094,5606.91015625 2025-05-07,286.3800048828125,5631.27978515625 2025-05-08,283.9200134277344,5663.93994140625 2025-05-09,284.510009765625,5659.91015625 2025-05-12,280.25,5844.18994140625 2025-05-13,282.5899963378906,5886.5498046875 2025-05-14,278.1700134277344,5892.580078125 2025-05-15,281.1499938964844,5916.93017578125 2025-05-16,286.0299987792969,5958.3798828125 2025-05-19,288.239990234375,5963.60009765625 2025-05-20,285.6300048828125,5940.4599609375 2025-05-21,281.0,5844.60986328125 2025-05-22,277.1199951171875,5842.009765625 2025-05-23,277.29998779296875,5802.81982421875 2025-05-27,278.75,5921.5400390625 2025-05-28,277.0299987792969,5888.5498046875 2025-05-29,277.29998779296875,5912.169921875 2025-05-30,284.92999267578125,5911.68994140625 2025-06-02,288.739990234375,5935.93994140625 2025-06-03,287.25,5970.3701171875 2025-06-04,282.1700134277344,5970.81005859375 2025-06-05,280.20001220703125,5939.2998046875 2025-06-06,279.32000732421875,6000.35986328125 2025-06-09,271.3099975585937,6005.8798828125 2025-06-10,265.489990234375,6038.81005859375 2025-06-11,263.2200012207031,6022.240234375 2025-06-12,268.4200134277344,6045.259765625 2025-06-13,267.8500061035156,5976.97021484375 2025-06-16,266.42999267578125,6033.10986328125 2025-06-17,265.7699890136719,5982.72021484375 2025-06-18,260.3299865722656,5980.8701171875 2025-06-20,262.010009765625,5967.83984375 2025-06-23,266.3800048828125,6025.169921875 2025-06-24,266.010009765625,6092.18017578125 2025-06-25,259.6700134277344,6092.16015625 2025-06-26,261.6199951171875,6141.02001953125 2025-06-27,263.989990234375,6173.06982421875 2025-06-30,266.8599853515625,6204.9501953125 2025-07-01,264.29998779296875,6198.009765625 2025-07-02,257.79998779296875,6227.419921875 2025-07-03,261.6600036621094,6279.35009765625 2025-07-07,253.5399932861328,6229.97998046875 2025-07-08,251.63999938964844,6225.52001953125 2025-07-09,250.41000366210935,6263.259765625 2025-07-10,249.3800048828125,6280.4599609375 2025-07-11,244.97999572753903,6259.75 2025-07-14,247.3699951171875,6268.56005859375 2025-07-15,242.1999969482422,6243.759765625 2025-07-16,246.4600067138672,6263.7001953125 2025-07-17,247.2700042724609,6297.35986328125 2025-07-18,246.41000366210935,6296.7900390625 2025-07-21,245.1300048828125,6305.60009765625 2025-07-22,247.3699951171875,6309.6201171875 2025-07-23,247.52999877929688,6358.91015625 2025-07-24,247.3800048828125,6363.35009765625 2025-07-25,250.1000061035156,6388.64013671875 2025-07-28,240.97000122070312,6389.77001953125 2025-07-29,241.4900054931641,6370.85986328125 2025-07-30,241.7100067138672,6362.89990234375 2025-07-31,242.0399932861328,6339.39013671875 2025-08-01,241.08999633789065,6238.009765625 2025-08-04,241.5800018310547,6329.93994140625 2025-08-05,242.94000244140625,6299.18994140625 2025-08-06,247.5200042724609,6345.06005859375 2025-08-07,245.30999755859372,6340.0 2025-08-08,246.50999450683597,6389.4501953125 2025-08-11,244.8800048828125,6373.4501953125 2025-08-12,243.0399932861328,6445.759765625 2025-08-13,249.19000244140625,6466.580078125 2025-08-14,250.9499969482422,6468.5400390625 2025-08-15,247.1499938964844,6449.7998046875 2025-08-18,247.08999633789065,6449.14990234375 2025-08-19,250.63999938964844,6411.3701171875 2025-08-20,252.67999267578125,6395.77978515625 2025-08-21,248.9499969482422,6370.169921875 2025-08-22,249.2100067138672,6466.91015625 2025-08-25,244.08999633789065,6439.31982421875 2025-08-26,246.02999877929688,6465.93994140625 2025-08-27,244.69000244140625,6481.39990234375 2025-08-28,246.1100006103516,6501.85986328125 2025-08-29,247.05999755859372,6460.259765625 2025-09-02,245.8600006103516,6415.5400390625 2025-09-03,246.72000122070312,6448.259765625 2025-09-04,249.00999450683597,6502.080078125 2025-09-05,243.8600006103516,6481.5 2025-09-08,245.94000244140625,6495.14990234375 2025-09-09,243.25999450683597,6512.60986328125 2025-09-10,246.41000366210935,6532.0400390625 2025-09-11,248.8000030517578,6587.47021484375 2025-09-12,248.27999877929688,6584.2900390625 2025-09-15,245.6499938964844,6615.27978515625 2025-09-16,244.97000122070312,6606.759765625 2025-09-17,243.6100006103516,6600.35009765625 2025-09-18,242.0,6631.9599609375 2025-09-19,242.33999633789065,6664.35986328125 2025-09-22,241.1499938964844,6693.75 2025-09-23,238.6100006103516,6656.919921875 2025-09-24,240.0,6637.97021484375 2025-09-25,242.19000244140625,6604.72021484375 2025-09-26,243.47999572753903,6643.7001953125 2025-09-29,244.3999938964844,6661.2099609375 2025-09-30,246.9499969482422,6688.4599609375 2025-10-01,246.4600067138672,6711.2001953125 2025-10-02,243.5,6715.35009765625 2025-10-03,245.6999969482422,6715.7900390625 2025-10-06,240.5,6740.27978515625 2025-10-07,243.88999938964844,6714.58984375 2025-10-08,243.05999755859372,6753.72021484375 2025-10-09,242.16000366210935,6735.10986328125 2025-10-10,240.0,6552.509765625 2025-10-13,236.27999877929688,6654.72021484375 2025-10-14,240.3999938964844,6644.31005859375 2025-10-15,226.5,6671.06005859375 2025-10-16,221.7400054931641,6629.06982421875 2025-10-17,225.6100006103516,6664.009765625 2025-10-20,219.3800048828125,6735.1298828125 2025-10-21,221.6000061035156,6735.35009765625 2025-10-22,222.6300048828125,6699.39990234375 2025-10-23,220.58999633789065,6738.43994140625 2025-10-24,219.08999633789065,6791.68994140625 2025-10-27,216.58999633789065,6875.16015625 2025-10-28,211.91000366210935,6890.89013671875 2025-10-29,207.97000122070312,6890.58984375 2025-10-30,206.97000122070312,6822.33984375 2025-10-31,206.0,6840.2001953125 2025-11-03,203.6999969482422,6851.97021484375 2025-11-04,209.58999633789065,6771.5498046875 2025-11-05,208.94000244140625,6796.2900390625 2025-11-06,209.6100006103516,6720.31982421875 2025-11-07,217.2700042724609,6728.7998046875 2025-11-10,217.52999877929688,6832.43017578125 2025-11-11,219.91000366210935,6846.60986328125 2025-11-12,221.8699951171875,6850.919921875 2025-11-13,223.1499938964844,6737.490234375 2025-11-14,225.17999267578125,6734.10986328125 2025-11-17,225.3500061035156,6672.41015625 2025-11-18,224.8800048828125,6617.31982421875 2025-11-19,222.92999267578125,6642.16015625 2025-11-20,226.0,6538.759765625 2025-11-21,226.91000366210935,6602.990234375 2025-11-24,225.0800018310547,6705.1201171875 2025-11-25,226.41000366210935,6765.8798828125 2025-11-26,229.1499938964844,6812.60986328125 2025-11-28,228.7899932861328,6849.08984375 2025-12-01,227.82000732421875,6812.6298828125 ", 3163,US,technical,"For Modigliani Ratio, what is Builders FirstSource's value from December 19, 2022 to January 04, 2023? (Default risk-free rate is 0; return annualized (US standard uses arithmetic mean return); 252 trading days per year) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",-0.1545,easy,risk-adjusted return,M^2 = rf + (AnnRet - rf) / \sigma(r) * \sigma(r_b),"date,close,benchmark_close 2022-12-16,67.54000091552734,3852.360107421875 2022-12-19,65.5999984741211,3817.659912109375 2022-12-20,65.30999755859375,3821.6201171875 2022-12-21,66.1500015258789,3878.43994140625 2022-12-22,65.02999877929688,3822.389892578125 2022-12-23,65.30000305175781,3844.820068359375 2022-12-27,65.1500015258789,3829.25 2022-12-28,63.52000045776367,3783.219970703125 2022-12-29,65.19999694824219,3849.280029296875 2022-12-30,64.87999725341797,3839.5 2023-01-03,65.3499984741211,3824.139892578125 2023-01-04,66.66999816894531,3852.969970703125 ", 3164,US,technical,"Calculate Essex Property Trust's Modigliani Ratio from June 09, 2024 to December 25, 2024. (Default risk-free rate is 0; return annualized (US standard uses arithmetic mean return); 252 trading days per year) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.0965,easy,risk-adjusted return,M^2 = rf + (AnnRet - rf) / \sigma(r) * \sigma(r_b),"date,close,benchmark_close 2024-06-07,268.07000732421875,5346.990234375 2024-06-10,269.3699951171875,5360.7900390625 2024-06-11,265.6400146484375,5375.31982421875 2024-06-12,271.44000244140625,5421.02978515625 2024-06-13,275.20001220703125,5433.740234375 2024-06-14,278.5,5431.60009765625 2024-06-17,281.2900085449219,5473.22998046875 2024-06-18,284.5899963378906,5487.02978515625 2024-06-20,280.0799865722656,5473.169921875 2024-06-21,278.2200012207031,5464.6201171875 2024-06-24,279.19000244140625,5447.8701171875 2024-06-25,275.6199951171875,5469.2998046875 2024-06-26,273.2300109863281,5477.89990234375 2024-06-27,273.3800048828125,5482.8701171875 2024-06-28,272.20001220703125,5460.47998046875 2024-07-01,272.82000732421875,5475.08984375 2024-07-02,272.989990234375,5509.009765625 2024-07-03,269.6000061035156,5537.02001953125 2024-07-05,272.239990234375,5567.18994140625 2024-07-08,273.1000061035156,5572.85009765625 2024-07-09,275.9700012207031,5576.97998046875 2024-07-10,276.3800048828125,5633.91015625 2024-07-11,278.4100036621094,5584.5400390625 2024-07-12,274.3299865722656,5615.35009765625 2024-07-15,276.0899963378906,5631.22021484375 2024-07-16,278.75,5667.2001953125 2024-07-17,283.9800109863281,5588.27001953125 2024-07-18,284.1400146484375,5544.58984375 2024-07-19,284.7900085449219,5505.0 2024-07-22,290.1300048828125,5564.41015625 2024-07-23,291.0599975585937,5555.740234375 2024-07-24,285.9599914550781,5427.1298828125 2024-07-25,282.7200012207031,5399.22021484375 2024-07-26,286.739990234375,5459.10009765625 2024-07-29,286.0,5463.5400390625 2024-07-30,280.79998779296875,5436.43994140625 2024-07-31,278.3599853515625,5522.2998046875 2024-08-01,285.69000244140625,5446.68017578125 2024-08-02,281.6600036621094,5346.56005859375 2024-08-05,272.6199951171875,5186.330078125 2024-08-06,280.3900146484375,5240.02978515625 2024-08-07,277.42999267578125,5199.5 2024-08-08,279.2900085449219,5319.31005859375 2024-08-09,282.6400146484375,5344.16015625 2024-08-12,281.5899963378906,5344.39013671875 2024-08-13,284.4599914550781,5434.43017578125 2024-08-14,286.1600036621094,5455.2099609375 2024-08-15,285.0,5543.22021484375 2024-08-16,284.010009765625,5554.25 2024-08-19,285.4100036621094,5608.25 2024-08-20,287.1400146484375,5597.1201171875 2024-08-21,289.2099914550781,5620.85009765625 2024-08-22,290.3399963378906,5570.64013671875 2024-08-23,296.0899963378906,5634.60986328125 2024-08-26,294.6199951171875,5616.83984375 2024-08-27,295.5400085449219,5625.7998046875 2024-08-28,296.0899963378906,5592.18017578125 2024-08-29,298.04998779296875,5591.9599609375 2024-08-30,301.7900085449219,5648.39990234375 2024-09-03,302.69000244140625,5528.93017578125 2024-09-04,301.6300048828125,5520.06982421875 2024-09-05,302.010009765625,5503.41015625 2024-09-06,298.2099914550781,5408.419921875 2024-09-09,300.04998779296875,5471.0498046875 2024-09-10,308.2699890136719,5495.52001953125 2024-09-11,308.260009765625,5554.1298828125 2024-09-12,310.2200012207031,5595.759765625 2024-09-13,314.04998779296875,5626.02001953125 2024-09-16,315.1499938964844,5633.08984375 2024-09-17,312.1400146484375,5634.580078125 2024-09-18,312.239990234375,5618.259765625 2024-09-19,312.4200134277344,5713.64013671875 2024-09-20,306.2099914550781,5702.5498046875 2024-09-23,309.6499938964844,5718.56982421875 2024-09-24,300.2300109863281,5732.93017578125 2024-09-25,297.5,5722.259765625 2024-09-26,294.1700134277344,5745.3701171875 2024-09-27,294.6000061035156,5738.169921875 2024-09-30,295.4200134277344,5762.47998046875 2024-10-01,292.7099914550781,5708.75 2024-10-02,293.0400085449219,5709.5400390625 2024-10-03,289.7300109863281,5699.93994140625 2024-10-04,289.8800048828125,5751.06982421875 2024-10-07,287.9100036621094,5695.93994140625 2024-10-08,288.4800109863281,5751.1298828125 2024-10-09,288.19000244140625,5792.0400390625 2024-10-10,285.3099975585937,5780.0498046875 2024-10-11,288.0799865722656,5815.02978515625 2024-10-14,291.3500061035156,5859.85009765625 2024-10-15,292.6199951171875,5815.259765625 2024-10-16,297.4800109863281,5842.47021484375 2024-10-17,294.25,5841.47021484375 2024-10-18,296.5,5864.669921875 2024-10-21,291.3699951171875,5853.97998046875 2024-10-22,293.3999938964844,5851.2001953125 2024-10-23,299.9599914550781,5797.419921875 2024-10-24,301.760009765625,5809.85986328125 2024-10-25,295.6499938964844,5808.1201171875 2024-10-28,299.6700134277344,5823.52001953125 2024-10-29,298.42999267578125,5832.919921875 2024-10-30,294.0199890136719,5813.669921875 2024-10-31,283.8599853515625,5705.4501953125 2024-11-01,276.9700012207031,5728.7998046875 2024-11-04,280.6099853515625,5712.68994140625 2024-11-05,291.0,5782.759765625 2024-11-06,293.760009765625,5929.0400390625 2024-11-07,296.5400085449219,5973.10009765625 2024-11-08,304.6600036621094,5995.5400390625 2024-11-11,304.1400146484375,6001.35009765625 2024-11-12,300.8099975585937,5983.990234375 2024-11-13,307.2799987792969,5985.3798828125 2024-11-14,302.739990234375,5949.169921875 2024-11-15,301.760009765625,5870.6201171875 2024-11-18,302.5400085449219,5893.6201171875 2024-11-19,301.7799987792969,5916.97998046875 2024-11-20,300.5899963378906,5917.10986328125 2024-11-21,304.3399963378906,5948.7099609375 2024-11-22,305.5299987792969,5969.33984375 2024-11-25,309.6000061035156,5987.3701171875 2024-11-26,309.75,6021.6298828125 2024-11-27,312.8399963378906,5998.740234375 2024-11-29,310.4599914550781,6032.3798828125 2024-12-02,304.0899963378906,6047.14990234375 2024-12-03,301.0,6049.8798828125 2024-12-04,301.3900146484375,6086.490234375 2024-12-05,299.6700134277344,6075.10986328125 2024-12-06,300.1000061035156,6090.27001953125 2024-12-09,301.0,6052.85009765625 2024-12-10,297.6300048828125,6034.91015625 2024-12-11,298.0400085449219,6084.18994140625 2024-12-12,302.29998779296875,6051.25 2024-12-13,299.7900085449219,6051.08984375 2024-12-16,299.04998779296875,6074.080078125 2024-12-17,294.1000061035156,6050.60986328125 2024-12-18,283.989990234375,5872.16015625 2024-12-19,279.010009765625,5867.080078125 2024-12-20,283.760009765625,5930.85009765625 2024-12-23,284.3299865722656,5974.06982421875 2024-12-24,286.7900085449219,6040.0400390625 ", 3165,US,technical,"What is the value of Ulcer Index for Kraft Heinz from October 15, 2020 to December 13, 2020? Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.0318,easy,risk,UI = \sqrt{1 / N * \sum_{t=1}^{N} (1 - P_t / max_{s \le t} P_s)^2},"date,close 2020-10-15,32.29999923706055 2020-10-16,32.15999984741211 2020-10-19,31.75 2020-10-20,31.989999771118164 2020-10-21,31.440000534057617 2020-10-22,31.229999542236328 2020-10-23,31.3700008392334 2020-10-26,30.57999992370605 2020-10-27,30.68000030517578 2020-10-28,29.21999931335449 2020-10-29,30.040000915527344 2020-10-30,30.59000015258789 2020-11-02,31.670000076293945 2020-11-03,31.780000686645508 2020-11-04,31.81999969482422 2020-11-05,31.700000762939453 2020-11-06,31.540000915527344 2020-11-09,30.6200008392334 2020-11-10,30.479999542236328 2020-11-11,31.350000381469727 2020-11-12,31.100000381469727 2020-11-13,31.61000061035156 2020-11-16,32.150001525878906 2020-11-17,31.59000015258789 2020-11-18,31.6299991607666 2020-11-19,31.8799991607666 2020-11-20,32.2599983215332 2020-11-23,32.599998474121094 2020-11-24,33.83000183105469 2020-11-25,32.540000915527344 2020-11-27,32.84000015258789 2020-11-30,32.939998626708984 2020-12-01,33.13999938964844 2020-12-02,32.779998779296875 2020-12-03,33.45000076293945 2020-12-04,34.119998931884766 2020-12-07,33.599998474121094 2020-12-08,34.34000015258789 2020-12-09,34.220001220703125 2020-12-10,34.099998474121094 2020-12-11,34.06999969482422 ", 3166,US,technical,"From March 21, 2023 to April 01, 2023, what is Microsoft's Ulcer Index? Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.0083,easy,risk,UI = \sqrt{1 / N * \sum_{t=1}^{N} (1 - P_t / max_{s \le t} P_s)^2},"date,close 2023-03-21,273.7799987792969 2023-03-22,272.2900085449219 2023-03-23,277.6600036621094 2023-03-24,280.57000732421875 2023-03-27,276.3800048828125 2023-03-28,275.2300109863281 2023-03-29,280.510009765625 2023-03-30,284.04998779296875 2023-03-31,288.29998779296875 ", 3167,US,technical,"What was L3Harris's Ulcer Index during the period June 11, 2025 to November 13, 2025? Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.0292,easy,risk,UI = \sqrt{1 / N * \sum_{t=1}^{N} (1 - P_t / max_{s \le t} P_s)^2},"date,close 2025-06-11,246.6699981689453 2025-06-12,250.38999938964844 2025-06-13,256.989990234375 2025-06-16,247.7700042724609 2025-06-17,250.8600006103516 2025-06-18,248.8300018310547 2025-06-20,249.6699981689453 2025-06-23,251.1100006103516 2025-06-24,246.6499938964844 2025-06-25,247.8699951171875 2025-06-26,246.8000030517578 2025-06-27,246.97999572753903 2025-06-30,250.83999633789065 2025-07-01,252.17999267578125 2025-07-02,253.55999755859372 2025-07-03,255.72999572753903 2025-07-07,256.42999267578125 2025-07-08,257.0899963378906 2025-07-09,259.04998779296875 2025-07-10,260.1000061035156 2025-07-11,259.54998779296875 2025-07-14,262.3099975585937 2025-07-15,261.1700134277344 2025-07-16,263.6600036621094 2025-07-17,265.510009765625 2025-07-18,264.7699890136719 2025-07-21,263.0899963378906 2025-07-22,264.4200134277344 2025-07-23,269.6000061035156 2025-07-24,273.2200012207031 2025-07-25,269.2799987792969 2025-07-28,269.4700012207031 2025-07-29,272.3099975585937 2025-07-30,274.1199951171875 2025-07-31,274.82000732421875 2025-08-01,278.260009765625 2025-08-04,278.0599975585937 2025-08-05,278.2200012207031 2025-08-06,276.8800048828125 2025-08-07,273.8099975585937 2025-08-08,269.7200012207031 2025-08-11,270.32000732421875 2025-08-12,270.2099914550781 2025-08-13,270.2200012207031 2025-08-14,271.04998779296875 2025-08-15,270.54998779296875 2025-08-18,271.9200134277344 2025-08-19,272.2300109863281 2025-08-20,276.1499938964844 2025-08-21,276.1099853515625 2025-08-22,275.7699890136719 2025-08-25,276.1700134277344 2025-08-26,277.6600036621094 2025-08-27,276.760009765625 2025-08-28,277.0400085449219 2025-08-29,277.6199951171875 2025-09-02,275.1199951171875 2025-09-03,273.1099853515625 2025-09-04,272.989990234375 2025-09-05,272.3900146484375 2025-09-08,273.8900146484375 2025-09-09,270.7099914550781 2025-09-10,275.6400146484375 2025-09-11,280.6300048828125 2025-09-12,279.20001220703125 2025-09-15,281.8900146484375 2025-09-16,284.2699890136719 2025-09-17,281.8599853515625 2025-09-18,282.7300109863281 2025-09-19,283.94000244140625 2025-09-22,284.32000732421875 2025-09-23,286.19000244140625 2025-09-24,284.0 2025-09-25,289.239990234375 2025-09-26,293.5599975585937 2025-09-29,296.95001220703125 2025-09-30,305.4100036621094 2025-10-01,300.4700012207031 2025-10-02,296.1000061035156 2025-10-03,297.3900146484375 2025-10-06,303.010009765625 2025-10-07,301.42999267578125 2025-10-08,306.760009765625 2025-10-09,298.20001220703125 2025-10-10,292.3399963378906 2025-10-13,293.4200134277344 2025-10-14,299.989990234375 2025-10-15,289.7200012207031 2025-10-16,284.2900085449219 2025-10-17,283.8699951171875 2025-10-20,290.5599975585937 2025-10-21,292.29998779296875 2025-10-22,288.9700012207031 2025-10-23,293.2799987792969 2025-10-24,293.20001220703125 2025-10-27,291.1400146484375 2025-10-28,287.3800048828125 2025-10-29,286.8699951171875 2025-10-30,295.8999938964844 2025-10-31,289.1000061035156 2025-11-03,288.5899963378906 2025-11-04,291.1199951171875 2025-11-05,287.1000061035156 2025-11-06,285.0199890136719 2025-11-07,290.6600036621094 2025-11-10,297.0 2025-11-11,301.67999267578125 2025-11-12,300.239990234375 2025-11-13,288.3699951171875 ", 3168,US,technical,"For Ulcer Index, what is Regency Centers's value from November 02, 2022 to May 29, 2023? Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.0848,easy,risk,UI = \sqrt{1 / N * \sum_{t=1}^{N} (1 - P_t / max_{s \le t} P_s)^2},"date,close 2022-11-02,60.5099983215332 2022-11-03,60.290000915527344 2022-11-04,63.56999969482422 2022-11-07,63.650001525878906 2022-11-08,63.0099983215332 2022-11-09,62.209999084472656 2022-11-10,66.26000213623047 2022-11-11,65.81999969482422 2022-11-14,64.69000244140625 2022-11-15,65.4800033569336 2022-11-16,64.5 2022-11-17,65.37999725341797 2022-11-18,65.58999633789062 2022-11-21,64.9800033569336 2022-11-22,66.44000244140625 2022-11-23,65.76000213623047 2022-11-25,66.2699966430664 2022-11-28,64.36000061035156 2022-11-29,65.81999969482422 2022-11-30,66.43000030517578 2022-12-01,65.66999816894531 2022-12-02,65.80999755859375 2022-12-05,64.81999969482422 2022-12-06,65.38999938964844 2022-12-07,65.75 2022-12-08,65.95999908447266 2022-12-09,65.7300033569336 2022-12-12,65.56999969482422 2022-12-13,65.68000030517578 2022-12-14,65.52999877929688 2022-12-15,63.45000076293945 2022-12-16,62.72999954223633 2022-12-19,62.33000183105469 2022-12-20,61.66999816894531 2022-12-21,62.5099983215332 2022-12-22,62.27000045776367 2022-12-23,62.63999938964844 2022-12-27,62.61000061035156 2022-12-28,61.650001525878906 2022-12-29,62.63999938964844 2022-12-30,62.5 2023-01-03,62.83000183105469 2023-01-04,63.68999862670898 2023-01-05,62.290000915527344 2023-01-06,63.59000015258789 2023-01-09,62.52999877929688 2023-01-10,62.02999877929688 2023-01-11,64.31999969482422 2023-01-12,66.48999786376953 2023-01-13,65.9800033569336 2023-01-17,65.97000122070312 2023-01-18,64.12000274658203 2023-01-19,63.459999084472656 2023-01-20,64.3499984741211 2023-01-23,65.44000244140625 2023-01-24,65.87999725341797 2023-01-25,65.94000244140625 2023-01-26,66.05000305175781 2023-01-27,67.1500015258789 2023-01-30,65.7300033569336 2023-01-31,66.62999725341797 2023-02-01,67.0999984741211 2023-02-02,67.52999877929688 2023-02-03,66.80999755859375 2023-02-06,66.19999694824219 2023-02-07,65.5999984741211 2023-02-08,65.0999984741211 2023-02-09,63.54999923706055 2023-02-10,65.66999816894531 2023-02-13,66.81999969482422 2023-02-14,65.75 2023-02-15,65.19999694824219 2023-02-16,64.5999984741211 2023-02-17,64.33000183105469 2023-02-21,62.90999984741211 2023-02-22,62.84999847412109 2023-02-23,63.4900016784668 2023-02-24,63.150001525878906 2023-02-27,63.06999969482422 2023-02-28,62.900001525878906 2023-03-01,62.7599983215332 2023-03-02,62.7599983215332 2023-03-03,63.27999877929688 2023-03-06,63.650001525878906 2023-03-07,61.34999847412109 2023-03-08,61.959999084472656 2023-03-09,60.61000061035156 2023-03-10,58.58000183105469 2023-03-13,58.81999969482422 2023-03-14,60.150001525878906 2023-03-15,59.869998931884766 2023-03-16,58.2599983215332 2023-03-17,56.650001525878906 2023-03-20,57.70000076293945 2023-03-21,58.09000015258789 2023-03-22,56.310001373291016 2023-03-23,56.68999862670898 2023-03-24,58.34000015258789 2023-03-27,58.5 2023-03-28,58.40999984741211 2023-03-29,59.209999084472656 2023-03-30,59.5099983215332 2023-03-31,61.18000030517578 2023-04-03,61.25 2023-04-04,60.869998931884766 2023-04-05,60.2599983215332 2023-04-06,60.29999923706055 2023-04-10,60.43000030517578 2023-04-11,60.72999954223633 2023-04-12,59.9900016784668 2023-04-13,60.0 2023-04-14,59.65999984741211 2023-04-17,60.5 2023-04-18,60.68000030517578 2023-04-19,60.86000061035156 2023-04-20,60.54999923706055 2023-04-21,60.720001220703125 2023-04-24,60.0 2023-04-25,60.209999084472656 2023-04-26,59.470001220703125 2023-04-27,60.40999984741211 2023-04-28,61.43000030517578 2023-05-01,60.63999938964844 2023-05-02,59.9900016784668 2023-05-03,59.65999984741211 2023-05-04,60.09999847412109 2023-05-05,60.7400016784668 2023-05-08,59.68000030517578 2023-05-09,58.880001068115234 2023-05-10,58.9900016784668 2023-05-11,58.4900016784668 2023-05-12,58.52999877929688 2023-05-15,59.130001068115234 2023-05-16,57.02000045776367 2023-05-17,58.77999877929688 2023-05-18,58.2400016784668 2023-05-19,57.630001068115234 2023-05-22,58.43999862670898 2023-05-23,57.560001373291016 2023-05-24,56.34999847412109 2023-05-25,55.15999984741211 2023-05-26,55.93999862670898 ", 3169,US,technical,"Calculate Corteva's Ulcer Index from August 03, 2025 to September 12, 2025. Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.0187,easy,risk,UI = \sqrt{1 / N * \sum_{t=1}^{N} (1 - P_t / max_{s \le t} P_s)^2},"date,close 2025-08-04,71.91999816894531 2025-08-05,72.30999755859375 2025-08-06,71.16999816894531 2025-08-07,71.05000305175781 2025-08-08,70.91000366210938 2025-08-11,72.45999908447266 2025-08-12,71.02999877929688 2025-08-13,72.33000183105469 2025-08-14,71.87000274658203 2025-08-15,71.76000213623047 2025-08-18,72.29000091552734 2025-08-19,72.4000015258789 2025-08-20,72.95999908447266 2025-08-21,72.9800033569336 2025-08-22,73.37000274658203 2025-08-25,73.5999984741211 2025-08-26,73.94000244140625 2025-08-27,75.02999877929688 2025-08-28,74.31999969482422 2025-08-29,74.19000244140625 2025-09-02,73.91999816894531 2025-09-03,72.38999938964844 2025-09-04,72.6500015258789 2025-09-05,72.30000305175781 2025-09-08,72.94999694824219 2025-09-09,72.5 2025-09-10,71.77999877929688 2025-09-11,72.98999786376953 2025-09-12,74.29000091552734 ", 3170,US,technical,"What is the value of Martin Ratio for Ralph Lauren Corporation from December 22, 2021 to February 06, 2022? (Numerator and denominator both annualized; 252 trading days per year) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.5443,easy,risk-adjusted return,Martin = AnnRet / \sqrt{UI^2 * 252},"date,close 2021-12-22,111.5999984741211 2021-12-23,112.13999938964844 2021-12-27,116.93000030517578 2021-12-28,116.75 2021-12-29,117.45999908447266 2021-12-30,117.93000030517578 2021-12-31,118.86000061035156 2022-01-03,120.91999816894533 2022-01-04,124.16999816894533 2022-01-05,122.12999725341795 2022-01-06,120.0500030517578 2022-01-07,118.05999755859376 2022-01-10,115.52999877929688 2022-01-11,117.27999877929688 2022-01-12,115.0500030517578 2022-01-13,117.37000274658205 2022-01-14,114.83999633789062 2022-01-18,112.30999755859376 2022-01-19,113.08999633789062 2022-01-20,109.94000244140624 2022-01-21,108.5 2022-01-24,110.33000183105467 2022-01-25,108.13999938964844 2022-01-26,105.8000030517578 2022-01-27,107.19000244140624 2022-01-28,109.29000091552734 2022-01-31,110.83999633789062 2022-02-01,113.51000213623048 2022-02-02,113.66999816894533 2022-02-03,117.68000030517578 2022-02-04,118.62999725341795 ", 3171,US,technical,"From August 01, 2021 to July 05, 2022, what is Generac's Martin Ratio? (Numerator and denominator both annualized; 252 trading days per year) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",-0.0854,easy,risk-adjusted return,Martin = AnnRet / \sqrt{UI^2 * 252},"date,close 2021-08-02,400.0 2021-08-03,402.0899963378906 2021-08-04,400.239990234375 2021-08-05,403.7200012207031 2021-08-06,415.0400085449219 2021-08-09,417.8599853515625 2021-08-10,419.0899963378906 2021-08-11,417.2200012207031 2021-08-12,423.3200073242188 2021-08-13,414.1000061035156 2021-08-16,410.1900024414063 2021-08-17,389.989990234375 2021-08-18,390.0499877929688 2021-08-19,391.8500061035156 2021-08-20,400.3200073242188 2021-08-23,415.0299987792969 2021-08-24,418.8999938964844 2021-08-25,425.8699951171875 2021-08-26,427.4700012207031 2021-08-27,437.1099853515625 2021-08-30,442.7000122070313 2021-08-31,436.9800109863281 2021-09-01,438.7099914550781 2021-09-02,453.010009765625 2021-09-03,453.75 2021-09-07,445.5499877929688 2021-09-08,443.2099914550781 2021-09-09,455.239990234375 2021-09-10,451.30999755859375 2021-09-13,438.6900024414063 2021-09-14,433.5400085449219 2021-09-15,441.5400085449219 2021-09-16,440.7000122070313 2021-09-17,435.3599853515625 2021-09-20,421.1700134277344 2021-09-21,425.2200012207031 2021-09-22,442.2699890136719 2021-09-23,454.0199890136719 2021-09-24,444.6099853515625 2021-09-27,443.7999877929688 2021-09-28,425.3399963378906 2021-09-29,406.5299987792969 2021-09-30,408.6700134277344 2021-10-01,404.9500122070313 2021-10-04,402.0899963378906 2021-10-05,403.0 2021-10-06,405.1700134277344 2021-10-07,417.5799865722656 2021-10-08,406.7799987792969 2021-10-11,409.5700073242188 2021-10-12,421.4299926757813 2021-10-13,418.9100036621094 2021-10-14,433.75 2021-10-15,451.9400024414063 2021-10-18,470.0199890136719 2021-10-19,462.8399963378906 2021-10-20,458.2200012207031 2021-10-21,471.7099914550781 2021-10-22,470.3200073242188 2021-10-25,470.1199951171875 2021-10-26,472.7099914550781 2021-10-27,488.8800048828125 2021-10-28,503.5199890136719 2021-10-29,498.55999755859375 2021-11-01,505.7999877929688 2021-11-02,483.5799865722656 2021-11-03,453.3999938964844 2021-11-04,452.0299987792969 2021-11-05,442.8800048828125 2021-11-08,448.5499877929688 2021-11-09,439.7999877929688 2021-11-10,440.3900146484375 2021-11-11,450.0299987792969 2021-11-12,446.8699951171875 2021-11-15,434.1600036621094 2021-11-16,438.6799926757813 2021-11-17,426.6400146484375 2021-11-18,422.0899963378906 2021-11-19,434.25 2021-11-22,439.989990234375 2021-11-23,432.8299865722656 2021-11-24,437.1000061035156 2021-11-26,433.1499938964844 2021-11-29,424.5799865722656 2021-11-30,421.239990234375 2021-12-01,403.5700073242188 2021-12-02,406.4599914550781 2021-12-03,385.55999755859375 2021-12-06,366.6799926757813 2021-12-07,358.4200134277344 2021-12-08,367.9800109863281 2021-12-09,360.6400146484375 2021-12-10,348.239990234375 2021-12-13,345.4800109863281 2021-12-14,341.29998779296875 2021-12-15,355.57000732421875 2021-12-16,350.0400085449219 2021-12-17,357.42999267578125 2021-12-20,346.1199951171875 2021-12-21,348.20001220703125 2021-12-22,351.8099975585937 2021-12-23,351.2900085449219 2021-12-27,352.0799865722656 2021-12-28,348.17999267578125 2021-12-29,346.92999267578125 2021-12-30,352.9599914550781 2021-12-31,351.9200134277344 2022-01-03,347.9100036621094 2022-01-04,332.0799865722656 2022-01-05,312.0899963378906 2022-01-06,317.3900146484375 2022-01-07,316.54998779296875 2022-01-10,323.7300109863281 2022-01-11,323.2900085449219 2022-01-12,319.0 2022-01-13,310.3399963378906 2022-01-14,306.2799987792969 2022-01-18,294.8999938964844 2022-01-19,291.3599853515625 2022-01-20,284.1099853515625 2022-01-21,271.1600036621094 2022-01-24,286.19000244140625 2022-01-25,276.32000732421875 2022-01-26,265.19000244140625 2022-01-27,256.989990234375 2022-01-28,266.70001220703125 2022-01-31,282.3800048828125 2022-02-01,288.0199890136719 2022-02-02,282.32000732421875 2022-02-03,275.44000244140625 2022-02-04,279.92999267578125 2022-02-07,279.9700012207031 2022-02-08,284.42999267578125 2022-02-09,294.4800109863281 2022-02-10,288.75 2022-02-11,275.2799987792969 2022-02-14,270.45001220703125 2022-02-15,276.70001220703125 2022-02-16,316.44000244140625 2022-02-17,302.79998779296875 2022-02-18,294.760009765625 2022-02-22,282.4700012207031 2022-02-23,270.989990234375 2022-02-24,301.3500061035156 2022-02-25,316.5599975585937 2022-02-28,315.4700012207031 2022-03-01,321.239990234375 2022-03-02,316.4100036621094 2022-03-03,319.8800048828125 2022-03-04,317.489990234375 2022-03-07,312.3500061035156 2022-03-08,306.1199951171875 2022-03-09,311.20001220703125 2022-03-10,303.2099914550781 2022-03-11,281.6400146484375 2022-03-14,275.94000244140625 2022-03-15,286.9800109863281 2022-03-16,305.4599914550781 2022-03-17,309.8399963378906 2022-03-18,319.3299865722656 2022-03-21,312.0400085449219 2022-03-22,323.9100036621094 2022-03-23,317.489990234375 2022-03-24,323.4200134277344 2022-03-25,312.6099853515625 2022-03-28,312.3299865722656 2022-03-29,321.1400146484375 2022-03-30,311.0599975585937 2022-03-31,297.260009765625 2022-04-01,301.0 2022-04-04,315.42999267578125 2022-04-05,316.010009765625 2022-04-06,300.0799865722656 2022-04-07,296.9599914550781 2022-04-08,287.4100036621094 2022-04-11,277.3999938964844 2022-04-12,264.8999938964844 2022-04-13,268.0899963378906 2022-04-14,251.19000244140625 2022-04-18,249.2700042724609 2022-04-19,267.20001220703125 2022-04-20,259.7300109863281 2022-04-21,241.0 2022-04-22,237.97999572753903 2022-04-25,245.33999633789065 2022-04-26,229.9499969482422 2022-04-27,230.32000732421875 2022-04-28,233.32000732421875 2022-04-29,219.3800048828125 2022-05-02,226.69000244140625 2022-05-03,234.1699981689453 2022-05-04,261.7799987792969 2022-05-05,260.5199890136719 2022-05-06,241.69000244140625 2022-05-09,227.44000244140625 2022-05-10,223.3300018310547 2022-05-11,204.6199951171875 2022-05-12,214.02999877929688 2022-05-13,226.4900054931641 2022-05-16,219.83999633789065 2022-05-17,225.91000366210935 2022-05-18,209.80999755859372 2022-05-19,223.69000244140625 2022-05-20,220.83999633789065 2022-05-23,230.6699981689453 2022-05-24,215.6300048828125 2022-05-25,231.22000122070312 2022-05-26,241.2400054931641 2022-05-27,256.1700134277344 2022-05-31,247.0800018310547 2022-06-01,243.8600006103516 2022-06-02,268.95001220703125 2022-06-03,268.8800048828125 2022-06-06,284.3399963378906 2022-06-07,292.7799987792969 2022-06-08,290.17999267578125 2022-06-09,277.8699951171875 2022-06-10,261.5 2022-06-13,244.5200042724609 2022-06-14,240.1499938964844 2022-06-15,248.5399932861328 2022-06-16,223.9900054931641 2022-06-17,220.25 2022-06-21,219.97999572753903 2022-06-22,212.57000732421875 2022-06-23,221.91000366210935 2022-06-24,224.5500030517578 2022-06-27,223.57000732421875 2022-06-28,217.0200042724609 2022-06-29,214.6100006103516 2022-06-30,210.5800018310547 2022-07-01,217.50999450683597 2022-07-05,216.69000244140625 ", 3172,US,technical,"What was Trane Technologies's Martin Ratio during the period January 03, 2024 to February 17, 2024? (Numerator and denominator both annualized; 252 trading days per year) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",12.3221,easy,risk-adjusted return,Martin = AnnRet / \sqrt{UI^2 * 252},"date,close 2024-01-03,235.9600067138672 2024-01-04,239.69000244140625 2024-01-05,240.55999755859372 2024-01-08,243.1300048828125 2024-01-09,244.4900054931641 2024-01-10,245.8800048828125 2024-01-11,245.9900054931641 2024-01-12,246.1499938964844 2024-01-16,245.5200042724609 2024-01-17,244.42999267578125 2024-01-18,247.3300018310547 2024-01-19,248.9199981689453 2024-01-22,252.6300048828125 2024-01-23,253.1499938964844 2024-01-24,251.1300048828125 2024-01-25,252.1199951171875 2024-01-26,251.50999450683597 2024-01-29,254.75999450683597 2024-01-30,257.75 2024-01-31,252.0500030517578 2024-02-01,270.739990234375 2024-02-02,276.7799987792969 2024-02-05,271.79998779296875 2024-02-06,270.2300109863281 2024-02-07,273.42999267578125 2024-02-08,269.94000244140625 2024-02-09,275.44000244140625 2024-02-12,272.0199890136719 2024-02-13,269.3699951171875 2024-02-14,272.8099975585937 2024-02-15,272.9599914550781 2024-02-16,272.1700134277344 ", 3173,US,technical,"For Martin Ratio, what is PNC Financial Services's value from October 10, 2019 to February 22, 2020? (Numerator and denominator both annualized; 252 trading days per year) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.6933,easy,risk-adjusted return,Martin = AnnRet / \sqrt{UI^2 * 252},"date,close 2019-10-10,138.4199981689453 2019-10-11,140.39999389648438 2019-10-14,140.52000427246094 2019-10-15,141.8699951171875 2019-10-16,141.4600067138672 2019-10-17,142.66000366210938 2019-10-18,143.52000427246094 2019-10-21,145.52999877929688 2019-10-22,145.4600067138672 2019-10-23,146.3699951171875 2019-10-24,145.60000610351562 2019-10-25,146.6699981689453 2019-10-28,147.77000427246094 2019-10-29,148.2899932861328 2019-10-30,147.75 2019-10-31,146.6999969482422 2019-11-01,148.80999755859375 2019-11-04,150.00999450683594 2019-11-05,151.02999877929688 2019-11-06,151.7100067138672 2019-11-07,153.07000732421875 2019-11-08,152.1999969482422 2019-11-11,152.4600067138672 2019-11-12,152.3000030517578 2019-11-13,150.82000732421875 2019-11-14,149.02000427246094 2019-11-15,150.86000061035156 2019-11-18,151.7100067138672 2019-11-19,151.72000122070312 2019-11-20,151.77999877929688 2019-11-21,151.69000244140625 2019-11-22,152.85000610351562 2019-11-25,153.39999389648438 2019-11-26,152.88999938964844 2019-11-27,153.2899932861328 2019-11-29,153.2100067138672 2019-12-02,151.97999572753906 2019-12-03,149.74000549316406 2019-12-04,151.35000610351562 2019-12-05,152.1999969482422 2019-12-06,153.80999755859375 2019-12-09,153.6999969482422 2019-12-10,155.60000610351562 2019-12-11,155.0 2019-12-12,159.0 2019-12-13,158.63999938964844 2019-12-16,159.0 2019-12-17,160.36000061035156 2019-12-18,160.0500030517578 2019-12-19,159.52999877929688 2019-12-20,159.82000732421875 2019-12-23,159.52999877929688 2019-12-24,160.4199981689453 2019-12-26,161.14999389648438 2019-12-27,160.80999755859375 2019-12-30,160.02000427246094 2019-12-31,159.6300048828125 2020-01-02,160.3699951171875 2020-01-03,158.8300018310547 2020-01-06,158.50999450683594 2020-01-07,157.25999450683594 2020-01-08,158.88999938964844 2020-01-09,160.80999755859375 2020-01-10,158.57000732421875 2020-01-13,159.44000244140625 2020-01-14,159.8800048828125 2020-01-15,154.0800018310547 2020-01-16,152.6199951171875 2020-01-17,153.36000061035156 2020-01-21,151.64999389648438 2020-01-22,152.25999450683594 2020-01-23,152.7100067138672 2020-01-24,150.3800048828125 2020-01-27,148.52999877929688 2020-01-28,149.69000244140625 2020-01-29,148.58999633789062 2020-01-30,150.9600067138672 2020-01-31,148.5500030517578 2020-02-03,149.5399932861328 2020-02-04,150.66000366210938 2020-02-05,153.7899932861328 2020-02-06,152.85000610351562 2020-02-07,153.35000610351562 2020-02-10,153.86000061035156 2020-02-11,154.7899932861328 2020-02-12,155.2100067138672 2020-02-13,155.32000732421875 2020-02-14,154.1300048828125 2020-02-18,151.38999938964844 2020-02-19,153.35000610351562 2020-02-20,154.47999572753906 2020-02-21,153.8000030517578 ", 3174,US,technical,"Calculate Phillips 66's Martin Ratio from March 09, 2025 to April 16, 2025. (Numerator and denominator both annualized; 252 trading days per year) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",-0.3974,easy,risk-adjusted return,Martin = AnnRet / \sqrt{UI^2 * 252},"date,close 2025-03-10,126.12999725341795 2025-03-11,123.5500030517578 2025-03-12,123.9800033569336 2025-03-13,122.5 2025-03-14,126.7300033569336 2025-03-17,129.19000244140625 2025-03-18,128.41000366210938 2025-03-19,129.0 2025-03-20,128.82000732421875 2025-03-21,125.48999786376952 2025-03-24,126.47000122070312 2025-03-25,125.48999786376952 2025-03-26,126.56999969482422 2025-03-27,124.72000122070312 2025-03-28,121.76000213623048 2025-03-31,123.4800033569336 2025-04-01,124.3499984741211 2025-04-02,124.05999755859376 2025-04-03,107.18000030517578 2025-04-04,98.80999755859376 2025-04-07,96.58999633789062 2025-04-08,92.87000274658205 2025-04-09,103.12999725341795 2025-04-10,96.98999786376952 2025-04-11,97.37999725341795 2025-04-14,97.81999969482422 2025-04-15,96.20999908447266 2025-04-16,96.56999969482422 ", 3175,US,technical,"What is the value of Beta for Kraft Heinz from February 19, 2022 to May 15, 2022? Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.2203,easy,risk,"\beta = cov(r, r_m) / var(r_m)","date,close,market_close 2022-02-18,38.459999084472656,4348.8701171875 2022-02-22,40.400001525878906,4304.759765625 2022-02-23,40.09999847412109,4225.5 2022-02-24,38.97999954223633,4288.7001953125 2022-02-25,39.72999954223633,4384.64990234375 2022-02-28,39.220001220703125,4373.93994140625 2022-03-01,38.68000030517578,4306.259765625 2022-03-02,39.06999969482422,4386.5400390625 2022-03-03,39.95000076293945,4363.490234375 2022-03-04,39.84000015258789,4328.8701171875 2022-03-07,40.150001525878906,4201.08984375 2022-03-08,38.65999984741211,4170.7001953125 2022-03-09,38.18000030517578,4277.8798828125 2022-03-10,37.540000915527344,4259.52001953125 2022-03-11,37.36000061035156,4204.31005859375 2022-03-14,37.68999862670898,4173.10986328125 2022-03-15,37.81999969482422,4262.4501953125 2022-03-16,37.68000030517578,4357.85986328125 2022-03-17,37.75,4411.669921875 2022-03-18,37.619998931884766,4463.1201171875 2022-03-21,37.619998931884766,4461.18017578125 2022-03-22,37.95000076293945,4511.60986328125 2022-03-23,38.27999877929688,4456.240234375 2022-03-24,38.630001068115234,4520.16015625 2022-03-25,39.290000915527344,4543.06005859375 2022-03-28,39.38999938964844,4575.52001953125 2022-03-29,39.369998931884766,4631.60009765625 2022-03-30,39.400001525878906,4602.4501953125 2022-03-31,39.38999938964844,4530.41015625 2022-04-01,39.93000030517578,4545.85986328125 2022-04-04,39.88999938964844,4582.64013671875 2022-04-05,39.59000015258789,4525.1201171875 2022-04-06,40.040000915527344,4481.14990234375 2022-04-07,40.310001373291016,4500.2099609375 2022-04-08,40.93999862670898,4488.27978515625 2022-04-11,41.25,4412.52978515625 2022-04-12,41.119998931884766,4397.4501953125 2022-04-13,42.0,4446.58984375 2022-04-14,42.290000915527344,4392.58984375 2022-04-18,42.15999984741211,4391.68994140625 2022-04-19,42.61000061035156,4462.2099609375 2022-04-20,43.34999847412109,4459.4501953125 2022-04-21,44.0,4393.66015625 2022-04-22,43.18000030517578,4271.77978515625 2022-04-25,43.040000915527344,4296.1201171875 2022-04-26,42.310001373291016,4175.2001953125 2022-04-27,42.880001068115234,4183.9599609375 2022-04-28,43.61000061035156,4287.5 2022-04-29,42.630001068115234,4131.93017578125 2022-05-02,41.97999954223633,4155.3798828125 2022-05-03,42.380001068115234,4175.47998046875 2022-05-04,43.31999969482422,4300.169921875 2022-05-05,43.13999938964844,4146.8701171875 2022-05-06,43.59000015258789,4123.33984375 2022-05-09,44.18999862670898,3991.239990234375 2022-05-10,43.459999084472656,4001.050048828125 2022-05-11,43.5,3935.179931640625 2022-05-12,43.04999923706055,3930.080078125 2022-05-13,44.290000915527344,4023.889892578125 ", 3176,US,technical,"From December 13, 2020 to February 07, 2021, what is Baker Hughes's Beta? Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.7806,easy,risk,"\beta = cov(r, r_m) / var(r_m)","date,close,market_close 2020-12-11,22.670000076293945,3663.4599609375 2020-12-14,21.68000030517578,3647.489990234375 2020-12-15,22.01000022888184,3694.6201171875 2020-12-16,21.5,3701.169921875 2020-12-17,21.5,3722.47998046875 2020-12-18,21.170000076293945,3709.409912109375 2020-12-21,21.25,3694.919921875 2020-12-22,21.190000534057617,3687.260009765625 2020-12-23,21.1299991607666,3690.010009765625 2020-12-24,21.01000022888184,3703.06005859375 2020-12-28,20.8799991607666,3735.360107421875 2020-12-29,20.75,3727.0400390625 2020-12-30,21.209999084472656,3732.0400390625 2020-12-31,20.850000381469727,3756.070068359375 2021-01-04,21.020000457763672,3700.64990234375 2021-01-05,21.26000022888184,3726.860107421875 2021-01-06,22.15999984741211,3748.139892578125 2021-01-07,22.670000076293945,3803.7900390625 2021-01-08,22.46999931335449,3824.679931640625 2021-01-11,22.649999618530277,3799.610107421875 2021-01-12,23.040000915527344,3801.18994140625 2021-01-13,23.0,3809.840087890625 2021-01-14,23.709999084472656,3795.5400390625 2021-01-15,22.8700008392334,3768.25 2021-01-19,22.8700008392334,3798.909912109375 2021-01-20,22.88999938964844,3851.85009765625 2021-01-21,22.549999237060547,3853.070068359375 2021-01-22,22.170000076293945,3841.469970703125 2021-01-25,21.049999237060547,3855.360107421875 2021-01-26,20.61000061035156,3849.6201171875 2021-01-27,20.40999984741211,3750.77001953125 2021-01-28,20.600000381469727,3787.3798828125 2021-01-29,20.09000015258789,3714.239990234375 2021-02-01,20.309999465942383,3773.860107421875 2021-02-02,20.38999938964844,3826.31005859375 2021-02-03,21.399999618530277,3830.169921875 2021-02-04,22.36000061035156,3871.739990234375 2021-02-05,22.07999992370605,3886.830078125 ", 3177,US,technical,"What was Williams-Sonoma's Beta during the period April 14, 2025 to June 25, 2025? Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.6741,easy,risk,"\beta = cov(r, r_m) / var(r_m)","date,close,market_close 2025-04-11,148.25,5363.35986328125 2025-04-14,145.25999450683594,5405.97021484375 2025-04-15,142.89999389648438,5396.6298828125 2025-04-16,137.6199951171875,5275.7001953125 2025-04-17,139.2100067138672,5282.7001953125 2025-04-21,137.8699951171875,5158.2001953125 2025-04-22,141.92999267578125,5287.759765625 2025-04-23,145.8800048828125,5375.85986328125 2025-04-24,151.39999389648438,5484.77001953125 2025-04-25,151.19000244140625,5525.2099609375 2025-04-28,152.5399932861328,5528.75 2025-04-29,153.39999389648438,5560.830078125 2025-04-30,154.47000122070312,5569.06005859375 2025-05-01,155.82000732421875,5604.14013671875 2025-05-02,160.55999755859375,5686.669921875 2025-05-05,158.38999938964844,5650.3798828125 2025-05-06,154.41000366210938,5606.91015625 2025-05-07,157.63999938964844,5631.27978515625 2025-05-08,160.88999938964844,5663.93994140625 2025-05-09,160.30999755859375,5659.91015625 2025-05-12,173.8000030517578,5844.18994140625 2025-05-13,174.44000244140625,5886.5498046875 2025-05-14,171.6199951171875,5892.580078125 2025-05-15,171.6699981689453,5916.93017578125 2025-05-16,173.83999633789062,5958.3798828125 2025-05-19,174.27999877929688,5963.60009765625 2025-05-20,172.52000427246094,5940.4599609375 2025-05-21,167.9199981689453,5844.60986328125 2025-05-22,160.38999938964844,5842.009765625 2025-05-23,157.85000610351562,5802.81982421875 2025-05-27,166.8300018310547,5921.5400390625 2025-05-28,164.50999450683594,5888.5498046875 2025-05-29,164.50999450683594,5912.169921875 2025-05-30,161.75999450683594,5911.68994140625 2025-06-02,158.22000122070312,5935.93994140625 2025-06-03,161.5399932861328,5970.3701171875 2025-06-04,159.97000122070312,5970.81005859375 2025-06-05,157.97999572753906,5939.2998046875 2025-06-06,157.8000030517578,6000.35986328125 2025-06-09,156.74000549316406,6005.8798828125 2025-06-10,158.10000610351562,6038.81005859375 2025-06-11,155.5800018310547,6022.240234375 2025-06-12,154.80999755859375,6045.259765625 2025-06-13,153.9600067138672,5976.97021484375 2025-06-16,158.14999389648438,6033.10986328125 2025-06-17,156.92999267578125,5982.72021484375 2025-06-18,160.44000244140625,5980.8701171875 2025-06-20,158.83999633789062,5967.83984375 2025-06-23,157.88999938964844,6025.169921875 2025-06-24,157.8800048828125,6092.18017578125 2025-06-25,158.89999389648438,6092.16015625 ", 3178,US,technical,"For Beta, what is Diamondback Energy's value from December 14, 2021 to September 13, 2022? Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.748,easy,risk,"\beta = cov(r, r_m) / var(r_m)","date,close,market_close 2021-12-13,106.61000061035156,4668.97021484375 2021-12-14,104.06999969482422,4634.08984375 2021-12-15,103.75,4709.85009765625 2021-12-16,105.3000030517578,4668.669921875 2021-12-17,102.43000030517578,4620.64013671875 2021-12-20,99.12000274658205,4568.02001953125 2021-12-21,104.9000015258789,4649.22998046875 2021-12-22,105.69000244140624,4696.56005859375 2021-12-23,105.94000244140624,4725.7900390625 2021-12-27,111.13999938964844,4791.18994140625 2021-12-28,110.16000366210938,4786.35009765625 2021-12-29,108.70999908447266,4793.06005859375 2021-12-30,107.30999755859376,4778.72998046875 2021-12-31,107.8499984741211,4766.18017578125 2022-01-03,111.83999633789062,4796.56005859375 2022-01-04,119.1999969482422,4793.5400390625 2022-01-05,118.11000061035156,4700.580078125 2022-01-06,123.6500015258789,4696.0498046875 2022-01-07,121.5199966430664,4677.02978515625 2022-01-10,121.3499984741211,4670.2900390625 2022-01-11,124.36000061035156,4713.06982421875 2022-01-12,124.56999969482422,4726.35009765625 2022-01-13,124.08000183105467,4659.02978515625 2022-01-14,129.2100067138672,4662.85009765625 2022-01-18,125.94000244140624,4577.10986328125 2022-01-19,125.70999908447266,4532.759765625 2022-01-20,121.91000366210938,4482.72998046875 2022-01-21,117.98999786376952,4397.93994140625 2022-01-24,119.41999816894533,4410.1298828125 2022-01-25,126.9800033569336,4356.4501953125 2022-01-26,127.4000015258789,4349.93017578125 2022-01-27,128.63999938964844,4326.509765625 2022-01-28,128.72000122070312,4431.85009765625 2022-01-31,126.16000366210938,4515.5498046875 2022-02-01,130.2100067138672,4546.5400390625 2022-02-02,130.97000122070312,4589.3798828125 2022-02-03,129.38999938964844,4477.43994140625 2022-02-04,132.05999755859375,4500.52978515625 2022-02-07,130.17999267578125,4483.8701171875 2022-02-08,124.37000274658205,4521.5400390625 2022-02-09,128.8800048828125,4587.18017578125 2022-02-10,130.4199981689453,4504.080078125 2022-02-11,135.57000732421875,4418.64013671875 2022-02-14,130.47000122070312,4401.669921875 2022-02-15,127.87999725341795,4471.06982421875 2022-02-16,129.82000732421875,4475.009765625 2022-02-17,129.69000244140625,4380.259765625 2022-02-18,131.47000122070312,4348.8701171875 2022-02-22,128.02999877929688,4304.759765625 2022-02-23,129.55999755859375,4225.5 2022-02-24,127.88999938964844,4288.7001953125 2022-02-25,133.27000427246094,4384.64990234375 2022-02-28,138.10000610351562,4373.93994140625 2022-03-01,136.8300018310547,4306.259765625 2022-03-02,136.6699981689453,4386.5400390625 2022-03-03,134.1199951171875,4363.490234375 2022-03-04,137.8000030517578,4328.8701171875 2022-03-07,134.44000244140625,4201.08984375 2022-03-08,134.44000244140625,4170.7001953125 2022-03-09,130.0500030517578,4277.8798828125 2022-03-10,134.07000732421875,4259.52001953125 2022-03-11,129.6699981689453,4204.31005859375 2022-03-14,126.19000244140624,4173.10986328125 2022-03-15,124.55999755859376,4262.4501953125 2022-03-16,125.62999725341795,4357.85986328125 2022-03-17,133.8800048828125,4411.669921875 2022-03-18,131.4499969482422,4463.1201171875 2022-03-21,139.8800048828125,4461.18017578125 2022-03-22,137.35000610351562,4511.60986328125 2022-03-23,142.63999938964844,4456.240234375 2022-03-24,143.19000244140625,4520.16015625 2022-03-25,146.50999450683594,4543.06005859375 2022-03-28,140.6999969482422,4575.52001953125 2022-03-29,138.72999572753906,4631.60009765625 2022-03-30,139.14999389648438,4602.4501953125 2022-03-31,137.0800018310547,4530.41015625 2022-04-01,138.44000244140625,4545.85986328125 2022-04-04,139.58999633789062,4582.64013671875 2022-04-05,135.47999572753906,4525.1201171875 2022-04-06,135.05999755859375,4481.14990234375 2022-04-07,136.9499969482422,4500.2099609375 2022-04-08,141.99000549316406,4488.27978515625 2022-04-11,135.11000061035156,4412.52978515625 2022-04-12,139.17999267578125,4397.4501953125 2022-04-13,140.33999633789062,4446.58984375 2022-04-14,138.44000244140625,4392.58984375 2022-04-18,140.0,4391.68994140625 2022-04-19,137.9199981689453,4462.2099609375 2022-04-20,141.89999389648438,4459.4501953125 2022-04-21,137.35000610351562,4393.66015625 2022-04-22,130.10000610351562,4271.77978515625 2022-04-25,125.81999969482422,4296.1201171875 2022-04-26,125.38999938964844,4175.2001953125 2022-04-27,126.63999938964844,4183.9599609375 2022-04-28,129.47000122070312,4287.5 2022-04-29,126.2300033569336,4131.93017578125 2022-05-02,127.5,4155.3798828125 2022-05-03,136.11000061035156,4175.47998046875 2022-05-04,142.49000549316406,4300.169921875 2022-05-05,138.58999633789062,4146.8701171875 2022-05-06,142.92999267578125,4123.33984375 2022-05-09,129.49000549316406,3991.239990234375 2022-05-10,129.83999633789062,4001.050048828125 2022-05-11,125.2699966430664,3935.179931640625 2022-05-12,127.04000091552734,3930.080078125 2022-05-13,133.42999267578125,4023.889892578125 2022-05-16,131.3000030517578,4008.010009765625 2022-05-17,131.4499969482422,4088.85009765625 2022-05-18,128.36000061035156,3923.679931640625 2022-05-19,129.82000732421875,3900.7900390625 2022-05-20,130.27999877929688,3901.360107421875 2022-05-23,136.11000061035156,3973.75 2022-05-24,135.77999877929688,3941.47998046875 2022-05-25,141.75,3978.72998046875 2022-05-26,146.42999267578125,4057.840087890625 2022-05-27,152.66000366210938,4158.240234375 2022-05-31,152.02000427246094,4132.14990234375 2022-06-01,152.88999938964844,4101.22998046875 2022-06-02,153.89999389648438,4176.81982421875 2022-06-03,154.66000366210938,4108.5400390625 2022-06-06,155.80999755859375,4121.43017578125 2022-06-07,160.39999389648438,4160.68017578125 2022-06-08,160.30999755859375,4115.77001953125 2022-06-09,157.8300018310547,4017.820068359375 2022-06-10,155.49000549316406,3900.860107421875 2022-06-13,147.8000030517578,3749.6298828125 2022-06-14,149.6300048828125,3735.47998046875 2022-06-15,146.75999450683594,3789.989990234375 2022-06-16,133.67999267578125,3666.77001953125 2022-06-17,122.29000091552734,3674.840087890625 2022-06-21,132.27999877929688,3764.7900390625 2022-06-22,126.0999984741211,3759.889892578125 2022-06-23,119.23999786376952,3795.72998046875 2022-06-24,119.6999969482422,3911.739990234375 2022-06-27,124.38999938964844,3900.110107421875 2022-06-28,129.8000030517578,3821.550048828125 2022-06-29,122.30999755859376,3818.830078125 2022-06-30,121.1500015258789,3785.3798828125 2022-07-01,121.20999908447266,3825.330078125 2022-07-05,114.13999938964844,3831.389892578125 2022-07-06,110.27999877929688,3845.080078125 2022-07-07,116.3000030517578,3902.6201171875 2022-07-08,116.33000183105467,3899.3798828125 2022-07-11,114.38999938964844,3854.429931640625 2022-07-12,110.41000366210938,3818.800048828125 2022-07-13,110.58999633789062,3801.780029296875 2022-07-14,106.70999908447266,3790.3798828125 2022-07-15,109.13999938964844,3863.159912109375 2022-07-18,112.5199966430664,3830.85009765625 2022-07-19,116.54000091552734,3936.68994140625 2022-07-20,118.7699966430664,3959.89990234375 2022-07-21,115.97000122070312,3998.949951171875 2022-07-22,113.43000030517578,3961.6298828125 2022-07-25,119.98999786376952,3966.840087890625 2022-07-26,118.27999877929688,3921.050048828125 2022-07-27,123.29000091552734,4023.610107421875 2022-07-28,123.61000061035156,4072.429931640625 2022-07-29,128.02000427246094,4130.2900390625 2022-08-01,125.91999816894533,4118.6298828125 2022-08-02,127.54000091552734,4091.18994140625 2022-08-03,121.37999725341795,4155.169921875 2022-08-04,116.4499969482422,4151.93994140625 2022-08-05,121.37000274658205,4145.18994140625 2022-08-08,123.13999938964844,4140.06005859375 2022-08-09,124.54000091552734,4122.47021484375 2022-08-10,126.04000091552734,4210.240234375 2022-08-11,132.77999877929688,4207.27001953125 2022-08-12,133.1300048828125,4280.14990234375 2022-08-15,127.93000030517578,4297.14013671875 2022-08-16,125.58999633789062,4305.2001953125 2022-08-17,125.7699966430664,4274.0400390625 2022-08-18,130.07000732421875,4283.740234375 2022-08-19,130.38999938964844,4228.47998046875 2022-08-22,131.17999267578125,4137.990234375 2022-08-23,135.1199951171875,4128.72998046875 2022-08-24,136.64999389648438,4140.77001953125 2022-08-25,136.27999877929688,4199.1201171875 2022-08-26,133.92999267578125,4057.659912109375 2022-08-29,139.25999450683594,4030.610107421875 2022-08-30,134.07000732421875,3986.159912109375 2022-08-31,133.27999877929688,3955.0 2022-09-01,130.3000030517578,3966.85009765625 2022-09-02,133.8699951171875,3924.260009765625 2022-09-06,134.00999450683594,3908.18994140625 2022-09-07,131.57000732421875,3979.8701171875 2022-09-08,132.19000244140625,4006.179931640625 2022-09-09,135.02000427246094,4067.360107421875 2022-09-12,137.3699951171875,4110.41015625 2022-09-13,134.7100067138672,3932.68994140625 ", 3179,US,technical,"Calculate Phillips 66's Beta from April 04, 2025 to August 28, 2025. Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.2573,easy,risk,"\beta = cov(r, r_m) / var(r_m)","date,close,market_close 2025-04-03,107.18000030517578,5396.52001953125 2025-04-04,98.80999755859376,5074.080078125 2025-04-07,96.58999633789062,5062.25 2025-04-08,92.87000274658205,4982.77001953125 2025-04-09,103.12999725341795,5456.89990234375 2025-04-10,96.98999786376952,5268.0498046875 2025-04-11,97.37999725341795,5363.35986328125 2025-04-14,97.81999969482422,5405.97021484375 2025-04-15,96.20999908447266,5396.6298828125 2025-04-16,96.56999969482422,5275.7001953125 2025-04-17,99.0999984741211,5282.7001953125 2025-04-21,97.01000213623048,5158.2001953125 2025-04-22,100.9000015258789,5287.759765625 2025-04-23,102.77999877929688,5375.85986328125 2025-04-24,104.69000244140624,5484.77001953125 2025-04-25,103.97000122070312,5525.2099609375 2025-04-28,105.77999877929688,5528.75 2025-04-29,106.0,5560.830078125 2025-04-30,104.05999755859376,5569.06005859375 2025-05-01,103.45999908447266,5604.14013671875 2025-05-02,107.1500015258789,5686.669921875 2025-05-05,106.9000015258789,5650.3798828125 2025-05-06,105.38999938964844,5606.91015625 2025-05-07,105.5500030517578,5631.27978515625 2025-05-08,109.19000244140624,5663.93994140625 2025-05-09,110.91999816894533,5659.91015625 2025-05-12,118.68000030517578,5844.18994140625 2025-05-13,125.56999969482422,5886.5498046875 2025-05-14,124.6999969482422,5892.580078125 2025-05-15,124.7699966430664,5916.93017578125 2025-05-16,125.7300033569336,5958.3798828125 2025-05-19,122.18000030517578,5963.60009765625 2025-05-20,120.9000015258789,5940.4599609375 2025-05-21,111.77999877929688,5844.60986328125 2025-05-22,112.9800033569336,5842.009765625 2025-05-23,113.12999725341795,5802.81982421875 2025-05-27,114.33000183105467,5921.5400390625 2025-05-28,112.7699966430664,5888.5498046875 2025-05-29,114.68000030517578,5912.169921875 2025-05-30,113.4800033569336,5911.68994140625 2025-06-02,114.27999877929688,5935.93994140625 2025-06-03,115.97000122070312,5970.3701171875 2025-06-04,112.4800033569336,5970.81005859375 2025-06-05,112.2300033569336,5939.2998046875 2025-06-06,114.29000091552734,6000.35986328125 2025-06-09,116.0999984741211,6005.8798828125 2025-06-10,118.6999969482422,6038.81005859375 2025-06-11,120.9499969482422,6022.240234375 2025-06-12,121.5199966430664,6045.259765625 2025-06-13,122.1500015258789,5976.97021484375 2025-06-16,123.62000274658205,6033.10986328125 2025-06-17,124.54000091552734,5982.72021484375 2025-06-18,124.81999969482422,5980.8701171875 2025-06-20,124.77999877929688,5967.83984375 2025-06-23,121.02999877929688,6025.169921875 2025-06-24,119.45999908447266,6092.18017578125 2025-06-25,119.62999725341795,6092.16015625 2025-06-26,120.16999816894533,6141.02001953125 2025-06-27,119.25,6173.06982421875 2025-06-30,119.3000030517578,6204.9501953125 2025-07-01,123.1500015258789,6198.009765625 2025-07-02,126.45999908447266,6227.419921875 2025-07-03,127.29000091552734,6279.35009765625 2025-07-07,126.4000015258789,6229.97998046875 2025-07-08,130.0,6225.52001953125 2025-07-09,130.50999450683594,6263.259765625 2025-07-10,134.38999938964844,6280.4599609375 2025-07-11,131.7100067138672,6259.75 2025-07-14,129.00999450683594,6268.56005859375 2025-07-15,128.27000427246094,6243.759765625 2025-07-16,123.66999816894533,6263.7001953125 2025-07-17,125.18000030517578,6297.35986328125 2025-07-18,125.9000015258789,6296.7900390625 2025-07-21,126.0500030517578,6305.60009765625 2025-07-22,126.16000366210938,6309.6201171875 2025-07-23,127.8499984741211,6358.91015625 2025-07-24,124.31999969482422,6363.35009765625 2025-07-25,124.97000122070312,6388.64013671875 2025-07-28,127.69000244140624,6389.77001953125 2025-07-29,128.41000366210938,6370.85986328125 2025-07-30,124.4000015258789,6362.89990234375 2025-07-31,123.58000183105467,6339.39013671875 2025-08-01,119.5999984741211,6238.009765625 2025-08-04,121.45999908447266,6329.93994140625 2025-08-05,122.06999969482422,6299.18994140625 2025-08-06,119.83999633789062,6345.06005859375 2025-08-07,119.3000030517578,6340.0 2025-08-08,119.12999725341795,6389.4501953125 2025-08-11,118.37000274658205,6373.4501953125 2025-08-12,120.04000091552734,6445.759765625 2025-08-13,122.58000183105467,6466.580078125 2025-08-14,122.7300033569336,6468.5400390625 2025-08-15,123.61000061035156,6449.7998046875 2025-08-18,122.83999633789062,6449.14990234375 2025-08-19,122.16999816894533,6411.3701171875 2025-08-20,123.56999969482422,6395.77978515625 2025-08-21,124.4499969482422,6370.169921875 2025-08-22,129.94000244140625,6466.91015625 2025-08-25,129.52000427246094,6439.31982421875 2025-08-26,129.88999938964844,6465.93994140625 2025-08-27,132.6199951171875,6481.39990234375 2025-08-28,132.8300018310547,6501.85986328125 ", 3180,US,technical,"What is the value of Jensen's Alpha for Northrop Grumman from October 28, 2022 to April 13, 2023? (Default risk-free rate is 0; return annualized (US standard uses arithmetic mean return); 252 trading days per year) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",-0.2693,easy,risk-adjusted return,"\alpha = AnnRet - [rf + \beta * (AnnRet_m - rf)]; \beta = cov(r, r_m) / var(r_m)","date,close,market_close 2022-10-27,535.510009765625,3807.300048828125 2022-10-28,548.1099853515625,3901.06005859375 2022-10-31,549.010009765625,3871.97998046875 2022-11-01,535.8800048828125,3856.10009765625 2022-11-02,530.2999877929688,3759.68994140625 2022-11-03,525.510009765625,3719.889892578125 2022-11-04,522.77001953125,3770.550048828125 2022-11-07,534.77001953125,3806.800048828125 2022-11-08,540.9299926757812,3828.110107421875 2022-11-09,533.1400146484375,3748.570068359375 2022-11-10,531.5900268554688,3956.3701171875 2022-11-11,492.7000122070313,3992.929931640625 2022-11-14,481.739990234375,3957.25 2022-11-15,500.7200012207031,3991.72998046875 2022-11-16,505.1300048828125,3958.7900390625 2022-11-17,518.8499755859375,3946.56005859375 2022-11-18,520.4199829101562,3965.340087890625 2022-11-21,527.8699951171875,3949.93994140625 2022-11-22,524.6500244140625,4003.580078125 2022-11-23,522.3400268554688,4027.260009765625 2022-11-25,527.8300170898438,4026.1201171875 2022-11-28,524.8800048828125,3963.93994140625 2022-11-29,528.3499755859375,3957.6298828125 2022-11-30,533.2899780273438,4080.110107421875 2022-12-01,530.2999877929688,4076.570068359375 2022-12-02,545.5999755859375,4071.699951171875 2022-12-05,541.4299926757812,3998.840087890625 2022-12-06,531.8099975585938,3941.260009765625 2022-12-07,540.2100219726562,3933.919921875 2022-12-08,540.5499877929688,3963.510009765625 2022-12-09,528.9400024414062,3934.3798828125 2022-12-12,535.1799926757812,3990.56005859375 2022-12-13,525.5900268554688,4019.64990234375 2022-12-14,531.780029296875,3995.320068359375 2022-12-15,528.489990234375,3895.75 2022-12-16,529.8699951171875,3852.360107421875 2022-12-19,532.52001953125,3817.659912109375 2022-12-20,529.5700073242188,3821.6201171875 2022-12-21,538.7899780273438,3878.43994140625 2022-12-22,531.3699951171875,3822.389892578125 2022-12-23,534.77001953125,3844.820068359375 2022-12-27,541.1900024414062,3829.25 2022-12-28,540.4099731445312,3783.219970703125 2022-12-29,542.0,3849.280029296875 2022-12-30,545.6099853515625,3839.5 2023-01-03,540.3300170898438,3824.139892578125 2023-01-04,526.4500122070312,3852.969970703125 2023-01-05,528.52001953125,3808.10009765625 2023-01-06,521.4199829101562,3895.080078125 2023-01-09,495.4100036621094,3892.090087890625 2023-01-10,495.7900085449219,3919.25 2023-01-11,492.9299926757813,3969.610107421875 2023-01-12,487.9800109863281,3983.169921875 2023-01-13,461.4299926757813,3999.090087890625 2023-01-17,455.5700073242188,3990.969970703125 2023-01-18,446.05999755859375,3928.860107421875 2023-01-19,442.30999755859375,3898.85009765625 2023-01-20,450.760009765625,3972.610107421875 2023-01-23,450.8699951171875,4019.81005859375 2023-01-24,459.30999755859375,4016.949951171875 2023-01-25,463.2900085449219,4016.219970703125 2023-01-26,443.4700012207031,4060.429931640625 2023-01-27,437.6499938964844,4070.56005859375 2023-01-30,439.2799987792969,4017.77001953125 2023-01-31,448.0400085449219,4076.60009765625 2023-02-01,442.5899963378906,4119.2099609375 2023-02-02,440.8599853515625,4179.759765625 2023-02-03,440.6400146484375,4136.47998046875 2023-02-06,448.9599914550781,4111.080078125 2023-02-07,452.1499938964844,4164.0 2023-02-08,456.05999755859375,4117.85986328125 2023-02-09,453.8500061035156,4081.5 2023-02-10,463.8599853515625,4090.4599609375 2023-02-13,464.2799987792969,4137.2900390625 2023-02-14,467.510009765625,4136.1298828125 2023-02-15,460.9400024414063,4147.60009765625 2023-02-16,465.3500061035156,4090.409912109375 2023-02-17,470.6300048828125,4079.090087890625 2023-02-21,473.9500122070313,3997.340087890625 2023-02-22,478.7300109863281,3991.050048828125 2023-02-23,476.260009765625,4012.320068359375 2023-02-24,470.9100036621094,3970.0400390625 2023-02-27,470.0700073242188,3982.239990234375 2023-02-28,464.1099853515625,3970.14990234375 2023-03-01,462.5499877929688,3951.389892578125 2023-03-02,468.2699890136719,3981.35009765625 2023-03-03,467.3800048828125,4045.639892578125 2023-03-06,470.2200012207031,4048.419921875 2023-03-07,472.2000122070313,3986.3701171875 2023-03-08,465.25,3992.010009765625 2023-03-09,459.0400085449219,3918.320068359375 2023-03-10,459.7799987792969,3861.590087890625 2023-03-13,457.739990234375,3855.760009765625 2023-03-14,453.6600036621094,3919.2900390625 2023-03-15,448.8999938964844,3891.929931640625 2023-03-16,450.1499938964844,3960.280029296875 2023-03-17,443.6000061035156,3916.639892578125 2023-03-20,449.260009765625,3951.570068359375 2023-03-21,449.9800109863281,4002.8701171875 2023-03-22,443.6000061035156,3936.969970703125 2023-03-23,444.4400024414063,3948.719970703125 2023-03-24,455.25,3970.989990234375 2023-03-27,458.25,3977.530029296875 2023-03-28,459.0,3971.27001953125 2023-03-29,461.5700073242188,4027.81005859375 2023-03-30,460.9800109863281,4050.830078125 2023-03-31,461.7200012207031,4109.31005859375 2023-04-03,469.1900024414063,4124.509765625 2023-04-04,468.1000061035156,4100.60009765625 2023-04-05,470.9100036621094,4090.3798828125 2023-04-06,470.3900146484375,4105.02001953125 2023-04-10,476.5400085449219,4109.10986328125 2023-04-11,468.2699890136719,4108.93994140625 2023-04-12,472.7699890136719,4091.949951171875 2023-04-13,474.1600036621094,4146.22021484375 ", 3181,US,technical,"From January 30, 2025 to February 20, 2025, what is Intuit's Jensen's Alpha? (Default risk-free rate is 0; return annualized (US standard uses arithmetic mean return); 252 trading days per year) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",-0.6166,easy,risk-adjusted return,"\alpha = AnnRet - [rf + \beta * (AnnRet_m - rf)]; \beta = cov(r, r_m) / var(r_m)","date,close,market_close 2025-01-29,592.989990234375,6039.31005859375 2025-01-30,604.5999755859375,6071.169921875 2025-01-31,601.510009765625,6040.52978515625 2025-02-03,600.760009765625,5994.56982421875 2025-02-04,591.719970703125,6037.8798828125 2025-02-05,588.260009765625,6061.47998046875 2025-02-06,590.2000122070312,6083.56982421875 2025-02-07,578.8499755859375,6025.990234375 2025-02-10,586.8400268554688,6066.43994140625 2025-02-11,585.8800048828125,6068.5 2025-02-12,576.5399780273438,6051.97021484375 2025-02-13,583.9000244140625,6115.06982421875 2025-02-14,587.3800048828125,6114.6298828125 2025-02-18,579.9400024414062,6129.580078125 2025-02-19,582.1900024414062,6144.14990234375 2025-02-20,579.0800170898438,6117.52001953125 ", 3182,US,technical,"What was Cintas's Jensen's Alpha during the period November 22, 2019 to February 05, 2020? (Default risk-free rate is 0; return annualized (US standard uses arithmetic mean return); 252 trading days per year) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.3983,easy,risk-adjusted return,"\alpha = AnnRet - [rf + \beta * (AnnRet_m - rf)]; \beta = cov(r, r_m) / var(r_m)","date,close,market_close 2019-11-21,63.407501220703125,3103.5400390625 2019-11-22,63.522499084472656,3110.2900390625 2019-11-25,62.71749877929688,3133.639892578125 2019-11-26,64.01249694824219,3140.52001953125 2019-11-27,65.08000183105469,3153.6298828125 2019-11-29,64.26499938964844,3140.97998046875 2019-12-02,63.97249984741211,3113.8701171875 2019-12-03,63.845001220703125,3093.199951171875 2019-12-04,63.73749923706055,3112.760009765625 2019-12-05,63.67499923706055,3117.429931640625 2019-12-06,64.05500030517578,3145.909912109375 2019-12-09,63.45249938964844,3135.9599609375 2019-12-10,63.97499847412109,3132.52001953125 2019-12-11,64.51249694824219,3141.6298828125 2019-12-12,64.8125,3168.570068359375 2019-12-13,65.45249938964844,3168.800048828125 2019-12-16,65.18250274658203,3191.449951171875 2019-12-17,65.19000244140625,3192.52001953125 2019-12-18,66.47000122070312,3191.139892578125 2019-12-19,67.00250244140625,3205.3701171875 2019-12-20,67.875,3221.219970703125 2019-12-23,67.71499633789062,3224.010009765625 2019-12-24,67.20249938964844,3223.3798828125 2019-12-26,67.03250122070312,3239.909912109375 2019-12-27,67.25250244140625,3240.02001953125 2019-12-30,67.08999633789062,3221.2900390625 2019-12-31,67.2699966430664,3230.780029296875 2020-01-02,67.69750213623047,3257.85009765625 2020-01-03,67.39250183105469,3234.85009765625 2020-01-06,67.56749725341797,3246.280029296875 2020-01-07,67.51750183105469,3237.179931640625 2020-01-08,68.81999969482422,3253.050048828125 2020-01-09,69.8375015258789,3274.699951171875 2020-01-10,69.70999908447266,3265.35009765625 2020-01-13,70.7125015258789,3288.1298828125 2020-01-14,70.37999725341797,3283.14990234375 2020-01-15,71.16000366210938,3289.2900390625 2020-01-16,71.62750244140625,3316.81005859375 2020-01-17,71.05750274658203,3329.6201171875 2020-01-21,70.51000213623047,3320.7900390625 2020-01-22,70.58499908447266,3321.75 2020-01-23,71.50499725341797,3325.5400390625 2020-01-24,70.86000061035156,3295.469970703125 2020-01-27,69.65499877929688,3243.6298828125 2020-01-28,69.48999786376953,3276.239990234375 2020-01-29,70.0625,3273.39990234375 2020-01-30,70.80000305175781,3283.659912109375 2020-01-31,69.74250030517578,3225.52001953125 2020-02-03,70.50250244140625,3248.919921875 2020-02-04,71.48999786376953,3297.590087890625 2020-02-05,72.83499908447266,3334.68994140625 ", 3183,US,technical,"For Jensen's Alpha, what is CVS Health's value from March 02, 2022 to February 06, 2023? (Default risk-free rate is 0; return annualized (US standard uses arithmetic mean return); 252 trading days per year) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",-0.1468,easy,risk-adjusted return,"\alpha = AnnRet - [rf + \beta * (AnnRet_m - rf)]; \beta = cov(r, r_m) / var(r_m)","date,close,market_close 2022-03-01,102.0500030517578,4306.259765625 2022-03-02,104.43000030517578,4386.5400390625 2022-03-03,104.54000091552734,4363.490234375 2022-03-04,105.19000244140624,4328.8701171875 2022-03-07,104.55999755859376,4201.08984375 2022-03-08,102.36000061035156,4170.7001953125 2022-03-09,103.5999984741211,4277.8798828125 2022-03-10,104.08000183105467,4259.52001953125 2022-03-11,103.47000122070312,4204.31005859375 2022-03-14,104.48999786376952,4173.10986328125 2022-03-15,106.9800033569336,4262.4501953125 2022-03-16,107.11000061035156,4357.85986328125 2022-03-17,108.55999755859376,4411.669921875 2022-03-18,107.3000030517578,4463.1201171875 2022-03-21,107.38999938964844,4461.18017578125 2022-03-22,107.2300033569336,4511.60986328125 2022-03-23,106.1999969482422,4456.240234375 2022-03-24,108.0500030517578,4520.16015625 2022-03-25,108.55999755859376,4543.06005859375 2022-03-28,108.04000091552734,4575.52001953125 2022-03-29,104.68000030517578,4631.60009765625 2022-03-30,103.5500030517578,4602.4501953125 2022-03-31,101.20999908447266,4530.41015625 2022-04-01,101.08999633789062,4545.85986328125 2022-04-04,100.0,4582.64013671875 2022-04-05,99.45999908447266,4525.1201171875 2022-04-06,102.05999755859376,4481.14990234375 2022-04-07,103.61000061035156,4500.2099609375 2022-04-08,106.61000061035156,4488.27978515625 2022-04-11,104.4499969482422,4412.52978515625 2022-04-12,104.63999938964844,4397.4501953125 2022-04-13,104.9800033569336,4446.58984375 2022-04-14,103.68000030517578,4392.58984375 2022-04-18,103.41999816894533,4391.68994140625 2022-04-19,103.86000061035156,4462.2099609375 2022-04-20,106.63999938964844,4459.4501953125 2022-04-21,105.18000030517578,4393.66015625 2022-04-22,101.68000030517578,4271.77978515625 2022-04-25,101.7699966430664,4296.1201171875 2022-04-26,101.43000030517578,4175.2001953125 2022-04-27,100.8499984741211,4183.9599609375 2022-04-28,100.8499984741211,4287.5 2022-04-29,96.12999725341795,4131.93017578125 2022-05-02,96.5,4155.3798828125 2022-05-03,95.9800033569336,4175.47998046875 2022-05-04,100.56999969482422,4300.169921875 2022-05-05,97.7300033569336,4146.8701171875 2022-05-06,100.69000244140624,4123.33984375 2022-05-09,98.86000061035156,3991.239990234375 2022-05-10,98.16000366210938,4001.050048828125 2022-05-11,97.98999786376952,3935.179931640625 2022-05-12,98.25,3930.080078125 2022-05-13,97.4800033569336,4023.889892578125 2022-05-16,98.5500030517578,4008.010009765625 2022-05-17,99.37999725341795,4088.85009765625 2022-05-18,94.0199966430664,3923.679931640625 2022-05-19,93.13999938964844,3900.7900390625 2022-05-20,94.93000030517578,3901.360107421875 2022-05-23,95.56999969482422,3973.75 2022-05-24,96.4499969482422,3941.47998046875 2022-05-25,97.1500015258789,3978.72998046875 2022-05-26,97.8000030517578,4057.840087890625 2022-05-27,98.0500030517578,4158.240234375 2022-05-31,96.75,4132.14990234375 2022-06-01,96.54000091552734,4101.22998046875 2022-06-02,97.2300033569336,4176.81982421875 2022-06-03,94.9000015258789,4108.5400390625 2022-06-06,95.72000122070312,4121.43017578125 2022-06-07,95.91999816894533,4160.68017578125 2022-06-08,93.87999725341795,4115.77001953125 2022-06-09,92.73999786376952,4017.820068359375 2022-06-10,93.16999816894533,3900.860107421875 2022-06-13,90.88999938964844,3749.6298828125 2022-06-14,90.63999938964844,3735.47998046875 2022-06-15,91.4499969482422,3789.989990234375 2022-06-16,89.8499984741211,3666.77001953125 2022-06-17,88.66000366210938,3674.840087890625 2022-06-21,91.08000183105467,3764.7900390625 2022-06-22,91.29000091552734,3759.889892578125 2022-06-23,92.37000274658205,3795.72998046875 2022-06-24,94.5199966430664,3911.739990234375 2022-06-27,94.54000091552734,3900.110107421875 2022-06-28,93.1999969482422,3821.550048828125 2022-06-29,93.3499984741211,3818.830078125 2022-06-30,92.66000366210938,3785.3798828125 2022-07-01,93.94000244140624,3825.330078125 2022-07-05,92.52999877929688,3831.389892578125 2022-07-06,93.19000244140624,3845.080078125 2022-07-07,93.7300033569336,3902.6201171875 2022-07-08,94.18000030517578,3899.3798828125 2022-07-11,94.70999908447266,3854.429931640625 2022-07-12,94.9800033569336,3818.800048828125 2022-07-13,93.4499969482422,3801.780029296875 2022-07-14,92.83000183105467,3790.3798828125 2022-07-15,95.37000274658205,3863.159912109375 2022-07-18,94.29000091552734,3830.85009765625 2022-07-19,96.79000091552734,3936.68994140625 2022-07-20,95.1500015258789,3959.89990234375 2022-07-21,93.19000244140624,3998.949951171875 2022-07-22,94.05999755859376,3961.6298828125 2022-07-25,94.48999786376952,3966.840087890625 2022-07-26,95.30999755859376,3921.050048828125 2022-07-27,95.87000274658205,4023.610107421875 2022-07-28,95.52999877929688,4072.429931640625 2022-07-29,95.68000030517578,4130.2900390625 2022-08-01,96.0199966430664,4118.6298828125 2022-08-02,95.37000274658205,4091.18994140625 2022-08-03,101.37999725341795,4155.169921875 2022-08-04,101.87000274658205,4151.93994140625 2022-08-05,102.26000213623048,4145.18994140625 2022-08-08,102.0,4140.06005859375 2022-08-09,103.69000244140624,4122.47021484375 2022-08-10,104.0500030517578,4210.240234375 2022-08-11,104.25,4207.27001953125 2022-08-12,106.38999938964844,4280.14990234375 2022-08-15,106.2699966430664,4297.14013671875 2022-08-16,106.43000030517578,4305.2001953125 2022-08-17,104.91999816894533,4274.0400390625 2022-08-18,103.63999938964844,4283.740234375 2022-08-19,104.0500030517578,4228.47998046875 2022-08-22,102.33999633789062,4137.990234375 2022-08-23,101.12999725341795,4128.72998046875 2022-08-24,101.27999877929688,4140.77001953125 2022-08-25,102.1500015258789,4199.1201171875 2022-08-26,100.05999755859376,4057.659912109375 2022-08-29,100.33000183105467,4030.610107421875 2022-08-30,98.8000030517578,3986.159912109375 2022-08-31,98.1500015258789,3955.0 2022-09-01,99.93000030517578,3966.85009765625 2022-09-02,99.44000244140624,3924.260009765625 2022-09-06,98.7300033569336,3908.18994140625 2022-09-07,100.68000030517578,3979.8701171875 2022-09-08,102.26000213623048,4006.179931640625 2022-09-09,102.1500015258789,4067.360107421875 2022-09-12,103.04000091552734,4110.41015625 2022-09-13,100.4499969482422,3932.68994140625 2022-09-14,101.0500030517578,3946.010009765625 2022-09-15,102.30999755859376,3901.35009765625 2022-09-16,102.05999755859376,3873.330078125 2022-09-19,102.11000061035156,3899.889892578125 2022-09-20,101.33999633789062,3855.929931640625 2022-09-21,99.7699966430664,3789.929931640625 2022-09-22,99.83000183105467,3757.989990234375 2022-09-23,98.3499984741211,3693.22998046875 2022-09-26,97.73999786376952,3655.0400390625 2022-09-27,97.20999908447266,3647.2900390625 2022-09-28,98.16000366210938,3719.0400390625 2022-09-29,96.9800033569336,3640.469970703125 2022-09-30,95.37000274658205,3585.6201171875 2022-10-03,97.76000213623048,3678.429931640625 2022-10-04,100.5199966430664,3790.929931640625 2022-10-05,100.4499969482422,3783.280029296875 2022-10-06,98.58000183105467,3744.52001953125 2022-10-07,88.25,3639.659912109375 2022-10-10,88.25,3612.389892578125 2022-10-11,88.5,3588.840087890625 2022-10-12,87.83999633789062,3577.030029296875 2022-10-13,90.0999984741211,3669.909912109375 2022-10-14,89.30000305175781,3583.070068359375 2022-10-17,90.88999938964844,3677.949951171875 2022-10-18,91.94000244140624,3719.97998046875 2022-10-19,91.66000366210938,3695.159912109375 2022-10-20,90.98999786376952,3665.780029296875 2022-10-21,92.72000122070312,3752.75 2022-10-24,94.8000030517578,3797.340087890625 2022-10-25,92.22000122070312,3859.110107421875 2022-10-26,92.7300033569336,3830.60009765625 2022-10-27,92.6999969482422,3807.300048828125 2022-10-28,94.19000244140624,3901.06005859375 2022-10-31,94.6999969482422,3871.97998046875 2022-11-01,94.62000274658205,3856.10009765625 2022-11-02,96.8000030517578,3759.68994140625 2022-11-03,97.8000030517578,3719.889892578125 2022-11-04,99.55999755859376,3770.550048828125 2022-11-07,101.18000030517578,3806.800048828125 2022-11-08,101.6500015258789,3828.110107421875 2022-11-09,99.55999755859376,3748.570068359375 2022-11-10,99.91000366210938,3956.3701171875 2022-11-11,97.5500030517578,3992.929931640625 2022-11-14,97.16999816894533,3957.25 2022-11-15,97.7300033569336,3991.72998046875 2022-11-16,96.0999984741211,3958.7900390625 2022-11-17,94.93000030517578,3946.56005859375 2022-11-18,97.3499984741211,3965.340087890625 2022-11-21,97.88999938964844,3949.93994140625 2022-11-22,99.51000213623048,4003.580078125 2022-11-23,100.05999755859376,4027.260009765625 2022-11-25,101.26000213623048,4026.1201171875 2022-11-28,100.41000366210938,3963.93994140625 2022-11-29,100.87999725341795,3957.6298828125 2022-11-30,101.87999725341795,4080.110107421875 2022-12-01,101.6500015258789,4076.570068359375 2022-12-02,102.58000183105467,4071.699951171875 2022-12-05,102.01000213623048,3998.840087890625 2022-12-06,101.19000244140624,3941.260009765625 2022-12-07,102.27999877929688,3933.919921875 2022-12-08,102.52999877929688,3963.510009765625 2022-12-09,101.6500015258789,3934.3798828125 2022-12-12,103.79000091552734,3990.56005859375 2022-12-13,101.19000244140624,4019.64990234375 2022-12-14,100.68000030517578,3995.320068359375 2022-12-15,97.5999984741211,3895.75 2022-12-16,95.4499969482422,3852.360107421875 2022-12-19,95.0500030517578,3817.659912109375 2022-12-20,95.0,3821.6201171875 2022-12-21,94.12000274658205,3878.43994140625 2022-12-22,93.4000015258789,3822.389892578125 2022-12-23,93.55999755859376,3844.820068359375 2022-12-27,93.0199966430664,3829.25 2022-12-28,92.76000213623048,3783.219970703125 2022-12-29,93.4499969482422,3849.280029296875 2022-12-30,93.19000244140624,3839.5 2023-01-03,92.91000366210938,3824.139892578125 2023-01-04,91.9800033569336,3852.969970703125 2023-01-05,90.4499969482422,3808.10009765625 2023-01-06,91.5999984741211,3895.080078125 2023-01-09,91.48999786376952,3892.090087890625 2023-01-10,90.6500015258789,3919.25 2023-01-11,89.75,3969.610107421875 2023-01-12,89.18000030517578,3983.169921875 2023-01-13,89.91999816894531,3999.090087890625 2023-01-17,89.37000274658203,3990.969970703125 2023-01-18,88.19999694824219,3928.860107421875 2023-01-19,87.4800033569336,3898.85009765625 2023-01-20,87.0,3972.610107421875 2023-01-23,87.19999694824219,4019.81005859375 2023-01-24,86.0199966430664,4016.949951171875 2023-01-25,85.75,4016.219970703125 2023-01-26,87.66000366210938,4060.429931640625 2023-01-27,87.77999877929688,4070.56005859375 2023-01-30,87.05000305175781,4017.77001953125 2023-01-31,88.22000122070312,4076.60009765625 2023-02-01,87.48999786376953,4119.2099609375 2023-02-02,86.18000030517578,4179.759765625 2023-02-03,85.7699966430664,4136.47998046875 2023-02-06,85.25,4111.080078125 ", 3184,US,technical,"Calculate eBay Inc.'s Jensen's Alpha from August 27, 2025 to December 11, 2025. (Default risk-free rate is 0; return annualized (US standard uses arithmetic mean return); 252 trading days per year) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",-0.581,easy,risk-adjusted return,"\alpha = AnnRet - [rf + \beta * (AnnRet_m - rf)]; \beta = cov(r, r_m) / var(r_m)","date,close,market_close 2025-08-26,94.63999938964844,6465.93994140625 2025-08-27,93.66999816894533,6481.39990234375 2025-08-28,92.8000030517578,6501.85986328125 2025-08-29,90.61000061035156,6460.259765625 2025-09-02,89.88999938964844,6415.5400390625 2025-09-03,90.16000366210938,6448.259765625 2025-09-04,93.02999877929688,6502.080078125 2025-09-05,92.66000366210938,6481.5 2025-09-08,93.0199966430664,6495.14990234375 2025-09-09,92.45999908447266,6512.60986328125 2025-09-10,91.29000091552734,6532.0400390625 2025-09-11,92.45999908447266,6587.47021484375 2025-09-12,90.8000030517578,6584.2900390625 2025-09-15,90.36000061035156,6615.27978515625 2025-09-16,88.8499984741211,6606.759765625 2025-09-17,89.95999908447266,6600.35009765625 2025-09-18,89.5999984741211,6631.9599609375 2025-09-19,91.11000061035156,6664.35986328125 2025-09-22,90.58999633789062,6693.75 2025-09-23,91.05999755859376,6656.919921875 2025-09-24,93.36000061035156,6637.97021484375 2025-09-25,93.11000061035156,6604.72021484375 2025-09-26,91.13999938964844,6643.7001953125 2025-09-29,91.16999816894533,6661.2099609375 2025-09-30,90.9499969482422,6688.4599609375 2025-10-01,87.58000183105469,6711.2001953125 2025-10-02,88.4000015258789,6715.35009765625 2025-10-03,92.16999816894533,6715.7900390625 2025-10-06,91.7699966430664,6740.27978515625 2025-10-07,93.04000091552734,6714.58984375 2025-10-08,92.08000183105467,6753.72021484375 2025-10-09,90.12999725341795,6735.10986328125 2025-10-10,88.55000305175781,6552.509765625 2025-10-13,89.36000061035156,6654.72021484375 2025-10-14,91.05999755859376,6644.31005859375 2025-10-15,90.87000274658205,6671.06005859375 2025-10-16,91.18000030517578,6629.06982421875 2025-10-17,92.01000213623048,6664.009765625 2025-10-20,95.6500015258789,6735.1298828125 2025-10-21,94.9800033569336,6735.35009765625 2025-10-22,95.37000274658205,6699.39990234375 2025-10-23,95.5199966430664,6738.43994140625 2025-10-24,97.1999969482422,6791.68994140625 2025-10-27,98.01000213623048,6875.16015625 2025-10-28,99.58000183105467,6890.89013671875 2025-10-29,99.54000091552734,6890.58984375 2025-10-30,83.7300033569336,6822.33984375 2025-10-31,81.30999755859375,6840.2001953125 2025-11-03,82.7699966430664,6851.97021484375 2025-11-04,81.68000030517578,6771.5498046875 2025-11-05,81.01000213623047,6796.2900390625 2025-11-06,80.8499984741211,6720.31982421875 2025-11-07,83.80000305175781,6728.7998046875 2025-11-10,85.18000030517578,6832.43017578125 2025-11-11,87.26000213623047,6846.60986328125 2025-11-12,87.79000091552734,6850.919921875 2025-11-13,84.43000030517578,6737.490234375 2025-11-14,83.8499984741211,6734.10986328125 2025-11-17,82.16000366210938,6672.41015625 2025-11-18,81.83000183105469,6617.31982421875 2025-11-19,81.27999877929688,6642.16015625 2025-11-20,80.05000305175781,6538.759765625 2025-11-21,80.83999633789062,6602.990234375 2025-11-24,80.88999938964844,6705.1201171875 2025-11-25,82.79000091552734,6765.8798828125 2025-11-26,82.48999786376953,6812.60986328125 2025-11-28,82.79000091552734,6849.08984375 2025-12-01,82.7300033569336,6812.6298828125 2025-12-02,82.91000366210938,6829.3701171875 2025-12-03,82.0,6849.72021484375 2025-12-04,82.12999725341797,6857.1201171875 2025-12-05,82.47000122070312,6870.39990234375 2025-12-08,83.8499984741211,6846.509765625 2025-12-09,83.88999938964844,6840.509765625 2025-12-10,82.62999725341797,6886.68017578125 2025-12-11,84.4000015258789,6901.0 ", 3185,US,technical,"What is the value of VaR (Parametric) for Vici Properties from September 30, 2024 to January 27, 2025? (1-day VaR; loss expressed as a positive number; assumes normality; default confidence 95%) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.0216,easy,risk,VaR_c = \Phi^{-1}(c) * \sigma(r) - \mu(r),"date,close 2024-09-27,33.119998931884766 2024-09-30,33.310001373291016 2024-10-01,32.77000045776367 2024-10-02,32.77000045776367 2024-10-03,32.56999969482422 2024-10-04,32.41999816894531 2024-10-07,32.41999816894531 2024-10-08,32.31999969482422 2024-10-09,32.2400016784668 2024-10-10,32.16999816894531 2024-10-11,32.54999923706055 2024-10-14,32.779998779296875 2024-10-15,32.81999969482422 2024-10-16,33.150001525878906 2024-10-17,33.04999923706055 2024-10-18,33.189998626708984 2024-10-21,32.59000015258789 2024-10-22,32.77000045776367 2024-10-23,32.84000015258789 2024-10-24,32.810001373291016 2024-10-25,32.099998474121094 2024-10-28,32.36000061035156 2024-10-29,32.290000915527344 2024-10-30,32.41999816894531 2024-10-31,31.76000022888184 2024-11-01,31.440000534057617 2024-11-04,31.690000534057617 2024-11-05,32.040000915527344 2024-11-06,31.11000061035156 2024-11-07,30.93000030517578 2024-11-08,31.38999938964844 2024-11-11,31.280000686645508 2024-11-12,31.200000762939453 2024-11-13,31.309999465942383 2024-11-14,31.299999237060547 2024-11-15,31.670000076293945 2024-11-18,31.88999938964844 2024-11-19,32.220001220703125 2024-11-20,32.119998931884766 2024-11-21,32.369998931884766 2024-11-22,32.22999954223633 2024-11-25,32.529998779296875 2024-11-26,32.380001068115234 2024-11-27,32.599998474121094 2024-11-29,32.61000061035156 2024-12-02,32.209999084472656 2024-12-03,31.649999618530277 2024-12-04,31.770000457763672 2024-12-05,31.649999618530277 2024-12-06,31.649999618530277 2024-12-09,31.76000022888184 2024-12-10,31.440000534057617 2024-12-11,31.309999465942383 2024-12-12,31.09000015258789 2024-12-13,31.1299991607666 2024-12-16,30.93000030517578 2024-12-17,30.049999237060547 2024-12-18,28.90999984741211 2024-12-19,28.270000457763672 2024-12-20,28.790000915527344 2024-12-23,28.979999542236328 2024-12-24,29.239999771118164 2024-12-26,29.1299991607666 2024-12-27,28.940000534057617 2024-12-30,29.01000022888184 2024-12-31,29.209999084472656 2025-01-02,28.989999771118164 2025-01-03,29.459999084472656 2025-01-06,29.559999465942383 2025-01-07,29.25 2025-01-08,28.82999992370605 2025-01-10,28.209999084472656 2025-01-13,28.729999542236328 2025-01-14,28.96999931335449 2025-01-15,28.76000022888184 2025-01-16,29.280000686645508 2025-01-17,29.350000381469727 2025-01-21,30.26000022888184 2025-01-22,29.450000762939453 2025-01-23,29.290000915527344 2025-01-24,29.600000381469727 2025-01-27,30.549999237060547 ", 3186,US,technical,"From May 21, 2023 to October 03, 2023, what is Cisco's VaR (Parametric)? (1-day VaR; loss expressed as a positive number; assumes normality; default confidence 95%) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.0166,easy,risk,VaR_c = \Phi^{-1}(c) * \sigma(r) - \mu(r),"date,close 2023-05-19,49.130001068115234 2023-05-22,48.81999969482422 2023-05-23,48.90999984741211 2023-05-24,48.40999984741211 2023-05-25,49.02999877929688 2023-05-26,49.86000061035156 2023-05-30,50.16999816894531 2023-05-31,49.66999816894531 2023-06-01,49.7400016784668 2023-06-02,50.02000045776367 2023-06-05,50.209999084472656 2023-06-06,49.810001373291016 2023-06-07,49.77999877929688 2023-06-08,49.68000030517578 2023-06-09,49.65999984741211 2023-06-12,50.47999954223633 2023-06-13,50.79999923706055 2023-06-14,50.959999084472656 2023-06-15,51.93000030517578 2023-06-16,52.06999969482422 2023-06-20,51.54999923706055 2023-06-21,50.84999847412109 2023-06-22,51.119998931884766 2023-06-23,50.33000183105469 2023-06-26,50.209999084472656 2023-06-27,50.86000061035156 2023-06-28,50.869998931884766 2023-06-29,51.209999084472656 2023-06-30,51.7400016784668 2023-07-03,51.81999969482422 2023-07-05,51.5099983215332 2023-07-06,51.11000061035156 2023-07-07,50.9900016784668 2023-07-10,51.400001525878906 2023-07-11,52.119998931884766 2023-07-12,50.7400016784668 2023-07-13,51.52999877929688 2023-07-14,50.380001068115234 2023-07-17,50.810001373291016 2023-07-18,51.2400016784668 2023-07-19,52.43000030517578 2023-07-20,52.369998931884766 2023-07-21,52.630001068115234 2023-07-24,53.11000061035156 2023-07-25,53.59999847412109 2023-07-26,53.220001220703125 2023-07-27,53.0 2023-07-28,52.09000015258789 2023-07-31,52.040000915527344 2023-08-01,52.65999984741211 2023-08-02,52.58000183105469 2023-08-03,53.150001525878906 2023-08-04,52.630001068115234 2023-08-07,53.0099983215332 2023-08-08,53.060001373291016 2023-08-09,52.9900016784668 2023-08-10,53.369998931884766 2023-08-11,53.790000915527344 2023-08-14,53.880001068115234 2023-08-15,53.34999847412109 2023-08-16,52.959999084472656 2023-08-17,54.72999954223633 2023-08-18,55.040000915527344 2023-08-21,55.43999862670898 2023-08-22,55.459999084472656 2023-08-23,55.97999954223633 2023-08-24,55.2400016784668 2023-08-25,55.70000076293945 2023-08-28,56.20000076293945 2023-08-29,56.560001373291016 2023-08-30,56.810001373291016 2023-08-31,57.34999847412109 2023-09-01,57.84000015258789 2023-09-05,57.2599983215332 2023-09-06,57.15999984741211 2023-09-07,56.790000915527344 2023-09-08,56.66999816894531 2023-09-11,56.84000015258789 2023-09-12,56.38999938964844 2023-09-13,56.27999877929688 2023-09-14,56.369998931884766 2023-09-15,56.040000915527344 2023-09-18,56.11000061035156 2023-09-19,55.84000015258789 2023-09-20,55.5 2023-09-21,53.34000015258789 2023-09-22,53.56999969482422 2023-09-25,53.47999954223633 2023-09-26,52.709999084472656 2023-09-27,53.20000076293945 2023-09-28,53.880001068115234 2023-09-29,53.7599983215332 2023-10-02,54.38999938964844 2023-10-03,53.650001525878906 ", 3187,US,technical,"What was Lilly (Eli)'s VaR (Parametric) during the period June 11, 2023 to May 21, 2024? (1-day VaR; loss expressed as a positive number; assumes normality; default confidence 95%) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.029,easy,risk,VaR_c = \Phi^{-1}(c) * \sigma(r) - \mu(r),"date,close 2023-06-09,446.0400085449219 2023-06-12,445.30999755859375 2023-06-13,445.7200012207031 2023-06-14,447.7200012207031 2023-06-15,453.9299926757813 2023-06-16,447.7099914550781 2023-06-20,451.9500122070313 2023-06-21,453.0 2023-06-22,457.6799926757813 2023-06-23,458.8399963378906 2023-06-26,452.760009765625 2023-06-27,464.5 2023-06-28,458.7000122070313 2023-06-29,464.489990234375 2023-06-30,468.9800109863281 2023-07-03,461.4200134277344 2023-07-05,465.7000122070313 2023-07-06,463.2099914550781 2023-07-07,452.0799865722656 2023-07-10,453.1600036621094 2023-07-11,439.3900146484375 2023-07-12,440.6000061035156 2023-07-13,434.7000122070313 2023-07-14,449.4599914550781 2023-07-17,447.1400146484375 2023-07-18,451.2000122070313 2023-07-19,453.55999755859375 2023-07-20,463.8200073242188 2023-07-21,462.0400085449219 2023-07-24,459.3200073242188 2023-07-25,457.5400085449219 2023-07-26,453.5899963378906 2023-07-27,454.989990234375 2023-07-28,458.4800109863281 2023-07-31,454.5499877929688 2023-08-01,453.0899963378906 2023-08-02,454.4800109863281 2023-08-03,449.1600036621094 2023-08-04,449.489990234375 2023-08-07,454.0799865722656 2023-08-08,521.5999755859375 2023-08-09,526.22998046875 2023-08-10,521.3400268554688 2023-08-11,528.280029296875 2023-08-14,538.0 2023-08-15,546.6199951171875 2023-08-16,546.239990234375 2023-08-17,537.6599731445312 2023-08-18,546.4299926757812 2023-08-21,550.0499877929688 2023-08-22,553.6599731445312 2023-08-23,553.3599853515625 2023-08-24,548.0 2023-08-25,553.6500244140625 2023-08-28,553.9199829101562 2023-08-29,553.9000244140625 2023-08-30,547.989990234375 2023-08-31,554.2000122070312 2023-09-01,557.1099853515625 2023-09-05,558.1900024414062 2023-09-06,559.9500122070312 2023-09-07,573.22998046875 2023-09-08,586.4600219726562 2023-09-11,595.5599975585938 2023-09-12,599.2999877929688 2023-09-13,598.8800048828125 2023-09-14,591.6099853515625 2023-09-15,575.6599731445312 2023-09-18,571.280029296875 2023-09-19,574.9600219726562 2023-09-20,569.6400146484375 2023-09-21,550.1300048828125 2023-09-22,550.5399780273438 2023-09-25,552.2899780273438 2023-09-26,550.010009765625 2023-09-27,549.760009765625 2023-09-28,544.4500122070312 2023-09-29,537.1300048828125 2023-10-02,538.2899780273438 2023-10-03,525.1900024414062 2023-10-04,531.4600219726562 2023-10-05,541.47998046875 2023-10-06,565.219970703125 2023-10-09,571.760009765625 2023-10-10,579.3099975585938 2023-10-11,605.280029296875 2023-10-12,610.5 2023-10-13,609.2000122070312 2023-10-16,616.6400146484375 2023-10-17,608.3099975585938 2023-10-18,607.239990234375 2023-10-19,590.7999877929688 2023-10-20,584.6400146484375 2023-10-23,576.6500244140625 2023-10-24,592.4299926757812 2023-10-25,586.4600219726562 2023-10-26,568.0999755859375 2023-10-27,560.22998046875 2023-10-30,565.7100219726562 2023-10-31,553.9299926757812 2023-11-01,554.4600219726562 2023-11-02,580.2899780273438 2023-11-03,567.8099975585938 2023-11-06,595.1900024414062 2023-11-07,599.9299926757812 2023-11-08,619.1300048828125 2023-11-09,591.3200073242188 2023-11-10,597.7100219726562 2023-11-13,612.7100219726562 2023-11-14,610.8200073242188 2023-11-15,588.5399780273438 2023-11-16,588.75 2023-11-17,591.7100219726562 2023-11-20,597.5999755859375 2023-11-21,592.5999755859375 2023-11-22,595.0900268554688 2023-11-24,601.0999755859375 2023-11-27,591.530029296875 2023-11-28,591.5999755859375 2023-11-29,591.8599853515625 2023-11-30,591.0399780273438 2023-12-01,584.0399780273438 2023-12-04,585.6799926757812 2023-12-05,588.1500244140625 2023-12-06,589.25 2023-12-07,588.27001953125 2023-12-08,598.0499877929688 2023-12-11,584.0399780273438 2023-12-12,584.760009765625 2023-12-13,597.5 2023-12-14,573.6699829101562 2023-12-15,572.0399780273438 2023-12-18,579.760009765625 2023-12-19,579.8099975585938 2023-12-20,570.2100219726562 2023-12-21,572.0 2023-12-22,570.3900146484375 2023-12-26,570.6699829101562 2023-12-27,581.510009765625 2023-12-28,580.8499755859375 2023-12-29,582.9199829101562 2024-01-02,592.2000122070312 2024-01-03,617.7000122070312 2024-01-04,614.5 2024-01-05,618.5499877929688 2024-01-08,626.030029296875 2024-01-09,625.47998046875 2024-01-10,630.1900024414062 2024-01-11,635.719970703125 2024-01-12,642.9199829101562 2024-01-16,634.5700073242188 2024-01-17,628.9099731445312 2024-01-18,623.3499755859375 2024-01-19,628.5800170898438 2024-01-22,630.8800048828125 2024-01-23,629.6799926757812 2024-01-24,633.7000122070312 2024-01-25,627.6199951171875 2024-01-26,639.25 2024-01-29,645.0 2024-01-30,644.97998046875 2024-01-31,645.6099853515625 2024-02-01,660.4299926757812 2024-02-02,667.6500244140625 2024-02-05,706.2000122070312 2024-02-06,705.030029296875 2024-02-07,725.3800048828125 2024-02-08,735.6799926757812 2024-02-09,740.1599731445312 2024-02-12,737.260009765625 2024-02-13,742.969970703125 2024-02-14,757.3099975585938 2024-02-15,757.780029296875 2024-02-16,782.0599975585938 2024-02-20,755.6599731445312 2024-02-21,745.9099731445312 2024-02-22,769.6400146484375 2024-02-23,769.5399780273438 2024-02-26,771.9199829101562 2024-02-27,765.0 2024-02-28,757.6400146484375 2024-02-29,753.6799926757812 2024-03-01,782.1199951171875 2024-03-04,792.280029296875 2024-03-05,777.5900268554688 2024-03-06,779.77001953125 2024-03-07,780.1599731445312 2024-03-08,762.1400146484375 2024-03-11,734.3699951171875 2024-03-12,754.9500122070312 2024-03-13,757.8400268554688 2024-03-14,760.72998046875 2024-03-15,754.1699829101562 2024-03-18,762.6599731445312 2024-03-19,772.780029296875 2024-03-20,772.8599853515625 2024-03-21,770.260009765625 2024-03-22,770.6099853515625 2024-03-25,773.1400146484375 2024-03-26,774.9000244140625 2024-03-27,778.1799926757812 2024-03-28,777.9600219726562 2024-04-01,760.5499877929688 2024-04-02,763.9600219726562 2024-04-03,775.989990234375 2024-04-04,768.0800170898438 2024-04-05,784.2100219726562 2024-04-08,777.2899780273438 2024-04-09,757.239990234375 2024-04-10,761.97998046875 2024-04-11,759.5900268554688 2024-04-12,751.6400146484375 2024-04-15,750.77001953125 2024-04-16,746.739990234375 2024-04-17,750.77001953125 2024-04-18,745.9500122070312 2024-04-19,726.3099975585938 2024-04-22,731.3300170898438 2024-04-23,745.6900024414062 2024-04-24,732.2000122070312 2024-04-25,724.8699951171875 2024-04-26,733.510009765625 2024-04-29,737.2000122070312 2024-04-30,781.0999755859375 2024-05-01,776.75 2024-05-02,755.9099731445312 2024-05-03,734.969970703125 2024-05-06,766.6799926757812 2024-05-07,777.77001953125 2024-05-08,775.0 2024-05-09,771.5499877929688 2024-05-10,760.0 2024-05-13,757.7000122070312 2024-05-14,763.97998046875 2024-05-15,787.02001953125 2024-05-16,771.1199951171875 2024-05-17,770.0 2024-05-20,783.1799926757812 2024-05-21,803.1699829101562 ", 3188,US,technical,"For VaR (Parametric), what is Otis Worldwide's value from May 28, 2020 to February 23, 2021? (1-day VaR; loss expressed as a positive number; assumes normality; default confidence 95%) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.0261,easy,risk,VaR_c = \Phi^{-1}(c) * \sigma(r) - \mu(r),"date,close 2020-05-27,52.380001068115234 2020-05-28,50.959999084472656 2020-05-29,52.650001525878906 2020-06-01,54.08000183105469 2020-06-02,54.150001525878906 2020-06-03,55.470001220703125 2020-06-04,55.400001525878906 2020-06-05,58.56999969482422 2020-06-08,61.2599983215332 2020-06-09,60.650001525878906 2020-06-10,59.02999877929688 2020-06-11,56.25 2020-06-12,56.040000915527344 2020-06-15,57.66999816894531 2020-06-16,57.84999847412109 2020-06-17,56.7400016784668 2020-06-18,57.4900016784668 2020-06-19,57.0 2020-06-22,57.060001373291016 2020-06-23,56.79999923706055 2020-06-24,55.540000915527344 2020-06-25,56.20000076293945 2020-06-26,55.790000915527344 2020-06-29,56.56999969482422 2020-06-30,56.86000061035156 2020-07-01,55.77999877929688 2020-07-02,56.5 2020-07-06,56.86000061035156 2020-07-07,56.81999969482422 2020-07-08,56.91999816894531 2020-07-09,56.11000061035156 2020-07-10,56.97999954223633 2020-07-13,56.88999938964844 2020-07-14,57.369998931884766 2020-07-15,58.20000076293945 2020-07-16,58.31999969482422 2020-07-17,58.54999923706055 2020-07-20,58.560001373291016 2020-07-21,58.43999862670898 2020-07-22,58.47999954223633 2020-07-23,59.060001373291016 2020-07-24,58.130001068115234 2020-07-27,58.31999969482422 2020-07-28,60.27999877929688 2020-07-29,64.30000305175781 2020-07-30,63.38999938964844 2020-07-31,62.7400016784668 2020-08-03,63.209999084472656 2020-08-04,62.61000061035156 2020-08-05,63.09000015258789 2020-08-06,63.47999954223633 2020-08-07,64.41000366210938 2020-08-10,65.20999908447266 2020-08-11,64.37000274658203 2020-08-12,64.9000015258789 2020-08-13,64.0 2020-08-14,64.06999969482422 2020-08-17,63.959999084472656 2020-08-18,63.45000076293945 2020-08-19,62.91999816894531 2020-08-20,62.970001220703125 2020-08-21,63.630001068115234 2020-08-24,63.79999923706055 2020-08-25,64.29000091552734 2020-08-26,64.18000030517578 2020-08-27,63.22999954223633 2020-08-28,63.59000015258789 2020-08-31,62.900001525878906 2020-09-01,64.05000305175781 2020-09-02,65.33999633789062 2020-09-03,61.84999847412109 2020-09-04,61.4900016784668 2020-09-08,60.630001068115234 2020-09-09,62.08000183105469 2020-09-10,59.900001525878906 2020-09-11,60.13999938964844 2020-09-14,59.9900016784668 2020-09-15,60.29999923706055 2020-09-16,59.790000915527344 2020-09-17,61.040000915527344 2020-09-18,60.880001068115234 2020-09-21,59.40999984741211 2020-09-22,60.9900016784668 2020-09-23,60.40999984741211 2020-09-24,62.08000183105469 2020-09-25,61.54999923706055 2020-09-28,62.5099983215332 2020-09-29,62.40999984741211 2020-09-30,62.41999816894531 2020-10-01,62.369998931884766 2020-10-02,63.15999984741211 2020-10-05,64.54000091552734 2020-10-06,63.83000183105469 2020-10-07,65.05000305175781 2020-10-08,64.70999908447266 2020-10-09,65.3499984741211 2020-10-12,65.69000244140625 2020-10-13,65.12999725341797 2020-10-14,65.61000061035156 2020-10-15,65.19999694824219 2020-10-16,65.02999877929688 2020-10-19,64.36000061035156 2020-10-20,64.38999938964844 2020-10-21,63.720001220703125 2020-10-22,63.2400016784668 2020-10-23,63.45000076293945 2020-10-26,63.209999084472656 2020-10-27,61.970001220703125 2020-10-28,58.9900016784668 2020-10-29,60.790000915527344 2020-10-30,61.27999877929688 2020-11-02,62.13999938964844 2020-11-03,62.709999084472656 2020-11-04,62.29999923706055 2020-11-05,62.630001068115234 2020-11-06,63.58000183105469 2020-11-09,63.5 2020-11-10,65.73999786376953 2020-11-11,66.12000274658203 2020-11-12,65.98999786376953 2020-11-13,65.56999969482422 2020-11-16,67.38999938964844 2020-11-17,67.19999694824219 2020-11-18,66.62999725341797 2020-11-19,66.16000366210938 2020-11-20,66.31999969482422 2020-11-23,67.25 2020-11-24,67.4000015258789 2020-11-25,67.37999725341797 2020-11-27,67.33999633789062 2020-11-30,66.94000244140625 2020-12-01,66.83000183105469 2020-12-02,65.69000244140625 2020-12-03,65.48999786376953 2020-12-04,65.16000366210938 2020-12-07,64.8499984741211 2020-12-08,66.11000061035156 2020-12-09,65.48999786376953 2020-12-10,64.0 2020-12-11,63.72999954223633 2020-12-14,62.77999877929688 2020-12-15,64.7300033569336 2020-12-16,65.23999786376953 2020-12-17,65.79000091552734 2020-12-18,65.61000061035156 2020-12-21,66.1500015258789 2020-12-22,65.41000366210938 2020-12-23,65.62999725341797 2020-12-24,65.79000091552734 2020-12-28,66.0 2020-12-29,65.69000244140625 2020-12-30,66.72000122070312 2020-12-31,67.55000305175781 2021-01-04,65.58999633789062 2021-01-05,65.0999984741211 2021-01-06,66.91000366210938 2021-01-07,67.77999877929688 2021-01-08,66.83000183105469 2021-01-11,66.36000061035156 2021-01-12,65.2300033569336 2021-01-13,63.970001220703125 2021-01-14,64.94000244140625 2021-01-15,65.52999877929688 2021-01-19,65.37000274658203 2021-01-20,65.19000244140625 2021-01-21,63.52000045776367 2021-01-22,64.87999725341797 2021-01-25,64.22000122070312 2021-01-26,63.5099983215332 2021-01-27,62.2400016784668 2021-01-28,63.83000183105469 2021-01-29,64.6500015258789 2021-02-01,64.55000305175781 2021-02-02,64.63999938964844 2021-02-03,64.05000305175781 2021-02-04,63.290000915527344 2021-02-05,63.93000030517578 2021-02-08,63.72999954223633 2021-02-09,64.36000061035156 2021-02-10,65.30999755859375 2021-02-11,63.43000030517578 2021-02-12,63.93000030517578 2021-02-16,63.18999862670898 2021-02-17,62.68999862670898 2021-02-18,63.060001373291016 2021-02-19,63.040000915527344 2021-02-22,63.22999954223633 2021-02-23,63.22999954223633 ", 3189,US,technical,"Calculate Williams Companies's VaR (Parametric) from December 04, 2021 to December 23, 2021. (1-day VaR; loss expressed as a positive number; assumes normality; default confidence 95%) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.0269,easy,risk,VaR_c = \Phi^{-1}(c) * \sigma(r) - \mu(r),"date,close 2021-12-03,27.11000061035156 2021-12-06,27.31999969482422 2021-12-07,27.76000022888184 2021-12-08,27.63999938964844 2021-12-09,26.6200008392334 2021-12-10,26.63999938964844 2021-12-13,26.239999771118164 2021-12-14,25.8799991607666 2021-12-15,25.979999542236328 2021-12-16,26.13999938964844 2021-12-17,25.790000915527344 2021-12-20,25.350000381469727 2021-12-21,25.65999984741211 2021-12-22,25.68000030517578 2021-12-23,25.850000381469727 ", 3190,US,technical,"What is the value of VaR (Historical Simulation) for Devon Energy from June 11, 2019 to January 14, 2020? (1-day VaR; loss expressed as a positive number; default confidence 95%) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.0439,easy,risk,VaR_c = -Q_{1-c}(r); Q_p is the p-th quantile,"date,close 2019-06-10,26.1200008392334 2019-06-11,26.100000381469727 2019-06-12,25.479999542236328 2019-06-13,26.1200008392334 2019-06-14,25.770000457763672 2019-06-17,26.399999618530277 2019-06-18,26.899999618530277 2019-06-19,26.90999984741211 2019-06-20,28.06999969482422 2019-06-21,28.239999771118164 2019-06-24,27.920000076293945 2019-06-25,27.920000076293945 2019-06-26,28.729999542236328 2019-06-27,28.299999237060547 2019-06-28,28.520000457763672 2019-07-01,28.899999618530277 2019-07-02,27.540000915527344 2019-07-03,27.520000457763672 2019-07-05,27.899999618530277 2019-07-08,27.940000534057617 2019-07-09,28.07999992370605 2019-07-10,28.84000015258789 2019-07-11,28.65999984741211 2019-07-12,28.649999618530277 2019-07-15,27.649999618530277 2019-07-16,26.799999237060547 2019-07-17,25.93000030517578 2019-07-18,25.700000762939453 2019-07-19,26.34000015258789 2019-07-22,26.40999984741211 2019-07-23,26.209999084472656 2019-07-24,26.51000022888184 2019-07-25,25.56999969482422 2019-07-26,25.540000915527344 2019-07-29,25.520000457763672 2019-07-30,26.8799991607666 2019-07-31,27.0 2019-08-01,25.15999984741211 2019-08-02,25.030000686645508 2019-08-05,24.059999465942383 2019-08-06,24.21999931335449 2019-08-07,24.15999984741211 2019-08-08,24.440000534057617 2019-08-09,24.049999237060547 2019-08-12,23.51000022888184 2019-08-13,23.6200008392334 2019-08-14,22.030000686645508 2019-08-15,21.6200008392334 2019-08-16,22.540000915527344 2019-08-19,23.270000457763672 2019-08-20,23.36000061035156 2019-08-21,23.3799991607666 2019-08-22,23.030000686645508 2019-08-23,21.68000030517578 2019-08-26,21.56999969482422 2019-08-27,21.34000015258789 2019-08-28,21.920000076293945 2019-08-29,22.540000915527344 2019-08-30,21.989999771118164 2019-09-03,22.09000015258789 2019-09-04,22.84000015258789 2019-09-05,23.5 2019-09-06,23.350000381469727 2019-09-09,24.6299991607666 2019-09-10,24.559999465942383 2019-09-11,24.96999931335449 2019-09-12,24.559999465942383 2019-09-13,25.06999969482422 2019-09-16,28.1200008392334 2019-09-17,26.68000030517578 2019-09-18,26.5 2019-09-19,25.959999084472656 2019-09-20,26.11000061035156 2019-09-23,25.82999992370605 2019-09-24,24.71999931335449 2019-09-25,24.709999084472656 2019-09-26,24.40999984741211 2019-09-27,24.25 2019-09-30,24.059999465942383 2019-10-01,23.13999938964844 2019-10-02,22.030000686645508 2019-10-03,22.670000076293945 2019-10-04,22.600000381469727 2019-10-07,21.88999938964844 2019-10-08,20.90999984741211 2019-10-09,21.06999969482422 2019-10-10,20.82999992370605 2019-10-11,21.26000022888184 2019-10-14,20.950000762939453 2019-10-15,20.96999931335449 2019-10-16,20.649999618530277 2019-10-17,20.3799991607666 2019-10-18,19.799999237060547 2019-10-21,20.239999771118164 2019-10-22,20.670000076293945 2019-10-23,21.299999237060547 2019-10-24,21.459999084472656 2019-10-25,21.46999931335449 2019-10-28,21.049999237060547 2019-10-29,21.399999618530277 2019-10-30,20.25 2019-10-31,20.280000686645508 2019-11-01,21.170000076293945 2019-11-04,22.56999969482422 2019-11-05,22.979999542236328 2019-11-06,22.07999992370605 2019-11-07,22.68000030517578 2019-11-08,22.90999984741211 2019-11-11,22.530000686645508 2019-11-12,22.3700008392334 2019-11-13,21.6200008392334 2019-11-14,21.84000015258789 2019-11-15,22.559999465942383 2019-11-18,21.959999084472656 2019-11-19,21.489999771118164 2019-11-20,21.950000762939453 2019-11-21,22.770000457763672 2019-11-22,22.770000457763672 2019-11-25,22.739999771118164 2019-11-26,22.26000022888184 2019-11-27,22.51000022888184 2019-11-29,21.88999938964844 2019-12-02,21.82999992370605 2019-12-03,21.40999984741211 2019-12-04,22.38999938964844 2019-12-05,22.06999969482422 2019-12-06,23.13999938964844 2019-12-09,23.149999618530277 2019-12-10,23.420000076293945 2019-12-11,23.420000076293945 2019-12-12,23.989999771118164 2019-12-13,23.479999542236328 2019-12-16,23.850000381469727 2019-12-17,24.170000076293945 2019-12-18,24.700000762939453 2019-12-19,25.11000061035156 2019-12-20,25.46999931335449 2019-12-23,26.229999542236328 2019-12-24,26.540000915527344 2019-12-26,26.36000061035156 2019-12-27,25.729999542236328 2019-12-30,25.530000686645508 2019-12-31,25.96999931335449 2020-01-02,25.790000915527344 2020-01-03,26.100000381469727 2020-01-06,26.40999984741211 2020-01-07,26.489999771118164 2020-01-08,25.549999237060547 2020-01-09,25.850000381469727 2020-01-10,25.100000381469727 2020-01-13,25.36000061035156 2020-01-14,26.229999542236328 ", 3191,US,technical,"From December 22, 2020 to August 05, 2021, what is Baker Hughes's VaR (Historical Simulation)? (1-day VaR; loss expressed as a positive number; default confidence 95%) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.0387,easy,risk,VaR_c = -Q_{1-c}(r); Q_p is the p-th quantile,"date,close 2020-12-21,21.25 2020-12-22,21.190000534057617 2020-12-23,21.1299991607666 2020-12-24,21.01000022888184 2020-12-28,20.8799991607666 2020-12-29,20.75 2020-12-30,21.209999084472656 2020-12-31,20.850000381469727 2021-01-04,21.020000457763672 2021-01-05,21.26000022888184 2021-01-06,22.15999984741211 2021-01-07,22.670000076293945 2021-01-08,22.46999931335449 2021-01-11,22.649999618530277 2021-01-12,23.040000915527344 2021-01-13,23.0 2021-01-14,23.709999084472656 2021-01-15,22.8700008392334 2021-01-19,22.8700008392334 2021-01-20,22.88999938964844 2021-01-21,22.549999237060547 2021-01-22,22.170000076293945 2021-01-25,21.049999237060547 2021-01-26,20.61000061035156 2021-01-27,20.40999984741211 2021-01-28,20.600000381469727 2021-01-29,20.09000015258789 2021-02-01,20.309999465942383 2021-02-02,20.38999938964844 2021-02-03,21.399999618530277 2021-02-04,22.36000061035156 2021-02-05,22.07999992370605 2021-02-08,22.549999237060547 2021-02-09,22.270000457763672 2021-02-10,23.01000022888184 2021-02-11,22.530000686645508 2021-02-12,22.700000762939453 2021-02-16,23.229999542236328 2021-02-17,23.549999237060547 2021-02-18,23.07999992370605 2021-02-19,23.399999618530277 2021-02-22,24.1299991607666 2021-02-23,23.90999984741211 2021-02-24,25.149999618530277 2021-02-25,24.729999542236328 2021-02-26,24.479999542236328 2021-03-01,24.979999542236328 2021-03-02,24.3700008392334 2021-03-03,24.459999084472656 2021-03-04,24.030000686645508 2021-03-05,24.350000381469727 2021-03-08,24.32999992370605 2021-03-09,23.950000762939453 2021-03-10,24.3799991607666 2021-03-11,24.15999984741211 2021-03-12,24.3700008392334 2021-03-15,24.21999931335449 2021-03-16,23.020000457763672 2021-03-17,23.979999542236328 2021-03-18,22.979999542236328 2021-03-19,22.6200008392334 2021-03-22,22.309999465942383 2021-03-23,21.690000534057617 2021-03-24,22.06999969482422 2021-03-25,21.530000686645508 2021-03-26,22.34000015258789 2021-03-29,22.15999984741211 2021-03-30,21.729999542236328 2021-03-31,21.61000061035156 2021-04-01,21.729999542236328 2021-04-05,21.40999984741211 2021-04-06,21.25 2021-04-07,21.43000030517578 2021-04-08,20.709999084472656 2021-04-09,20.11000061035156 2021-04-12,20.09000015258789 2021-04-13,19.8799991607666 2021-04-14,20.350000381469727 2021-04-15,19.899999618530277 2021-04-16,20.100000381469727 2021-04-19,20.030000686645508 2021-04-20,19.51000022888184 2021-04-21,19.549999237060547 2021-04-22,19.81999969482422 2021-04-23,20.01000022888184 2021-04-26,20.13999938964844 2021-04-27,19.920000076293945 2021-04-28,20.25 2021-04-29,20.540000915527344 2021-04-30,20.07999992370605 2021-05-03,21.690000534057617 2021-05-04,21.56999969482422 2021-05-05,22.600000381469727 2021-05-06,23.06999969482422 2021-05-07,24.6299991607666 2021-05-10,24.6299991607666 2021-05-11,24.809999465942383 2021-05-12,23.96999931335449 2021-05-13,24.350000381469727 2021-05-14,25.100000381469727 2021-05-17,26.309999465942383 2021-05-18,25.809999465942383 2021-05-19,25.229999542236328 2021-05-20,25.38999938964844 2021-05-21,25.540000915527344 2021-05-24,25.149999618530277 2021-05-25,24.13999938964844 2021-05-26,24.170000076293945 2021-05-27,24.34000015258789 2021-05-28,24.399999618530277 2021-06-01,25.520000457763672 2021-06-02,26.270000457763672 2021-06-03,25.86000061035156 2021-06-04,26.020000457763672 2021-06-07,25.940000534057617 2021-06-08,25.950000762939453 2021-06-09,25.809999465942383 2021-06-10,25.51000022888184 2021-06-11,25.90999984741211 2021-06-14,24.739999771118164 2021-06-15,24.950000762939453 2021-06-16,24.700000762939453 2021-06-17,23.979999542236328 2021-06-18,22.670000076293945 2021-06-21,23.84000015258789 2021-06-22,23.88999938964844 2021-06-23,23.32999992370605 2021-06-24,23.549999237060547 2021-06-25,23.549999237060547 2021-06-28,22.649999618530277 2021-06-29,22.68000030517578 2021-06-30,22.8700008392334 2021-07-01,23.540000915527344 2021-07-02,23.549999237060547 2021-07-06,22.40999984741211 2021-07-07,22.26000022888184 2021-07-08,21.96999931335449 2021-07-09,22.729999542236328 2021-07-12,23.020000457763672 2021-07-13,22.3700008392334 2021-07-14,21.670000076293945 2021-07-15,21.21999931335449 2021-07-16,20.600000381469727 2021-07-19,19.649999618530277 2021-07-20,20.040000915527344 2021-07-21,20.229999542236328 2021-07-22,19.8799991607666 2021-07-23,20.209999084472656 2021-07-26,20.88999938964844 2021-07-27,20.670000076293945 2021-07-28,21.0 2021-07-29,21.18000030517578 2021-07-30,21.239999771118164 2021-08-02,20.86000061035156 2021-08-03,21.309999465942383 2021-08-04,20.6299991607666 2021-08-05,20.86000061035156 ", 3192,US,technical,"What was Viatris's VaR (Historical Simulation) during the period November 14, 2023 to August 06, 2024? (1-day VaR; loss expressed as a positive number; default confidence 95%) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.0225,easy,risk,VaR_c = -Q_{1-c}(r); Q_p is the p-th quantile,"date,close 2023-11-13,8.949999809265137 2023-11-14,9.220000267028809 2023-11-15,9.359999656677246 2023-11-16,9.170000076293944 2023-11-17,9.449999809265137 2023-11-20,9.470000267028809 2023-11-21,9.380000114440918 2023-11-22,9.369999885559082 2023-11-24,9.43000030517578 2023-11-27,9.34000015258789 2023-11-28,9.140000343322754 2023-11-29,9.130000114440918 2023-11-30,9.18000030517578 2023-12-01,9.369999885559082 2023-12-04,9.68000030517578 2023-12-05,9.609999656677246 2023-12-06,9.6899995803833 2023-12-07,9.760000228881836 2023-12-08,9.829999923706056 2023-12-11,9.829999923706056 2023-12-12,9.869999885559082 2023-12-13,10.130000114440918 2023-12-14,10.390000343322754 2023-12-15,10.270000457763672 2023-12-18,10.100000381469728 2023-12-19,10.390000343322754 2023-12-20,10.449999809265137 2023-12-21,10.649999618530272 2023-12-22,10.649999618530272 2023-12-26,10.710000038146973 2023-12-27,10.770000457763672 2023-12-28,10.850000381469728 2023-12-29,10.829999923706056 2024-01-02,11.390000343322754 2024-01-03,11.369999885559082 2024-01-04,11.550000190734863 2024-01-05,11.979999542236328 2024-01-08,11.710000038146973 2024-01-09,11.600000381469728 2024-01-10,12.100000381469728 2024-01-11,12.06999969482422 2024-01-12,11.68000030517578 2024-01-16,11.75 2024-01-17,11.460000038146973 2024-01-18,11.270000457763672 2024-01-19,11.399999618530272 2024-01-22,11.640000343322754 2024-01-23,11.770000457763672 2024-01-24,11.720000267028809 2024-01-25,11.739999771118164 2024-01-26,11.93000030517578 2024-01-29,11.880000114440918 2024-01-30,11.8100004196167 2024-01-31,11.770000457763672 2024-02-01,11.869999885559082 2024-02-02,11.850000381469728 2024-02-05,11.579999923706056 2024-02-06,11.890000343322754 2024-02-07,11.739999771118164 2024-02-08,11.5600004196167 2024-02-09,11.68000030517578 2024-02-12,11.949999809265137 2024-02-13,11.970000267028809 2024-02-14,12.06999969482422 2024-02-15,12.81999969482422 2024-02-16,13.0600004196167 2024-02-20,13.239999771118164 2024-02-21,13.260000228881836 2024-02-22,13.359999656677246 2024-02-23,13.529999732971191 2024-02-26,13.43000030517578 2024-02-27,13.229999542236328 2024-02-28,12.289999961853027 2024-02-29,12.369999885559082 2024-03-01,12.59000015258789 2024-03-04,12.359999656677246 2024-03-05,12.279999732971191 2024-03-06,12.199999809265137 2024-03-07,12.329999923706056 2024-03-08,12.260000228881836 2024-03-11,11.970000267028809 2024-03-12,12.0600004196167 2024-03-13,12.050000190734863 2024-03-14,11.81999969482422 2024-03-15,11.9399995803833 2024-03-18,11.760000228881836 2024-03-19,11.869999885559082 2024-03-20,11.880000114440918 2024-03-21,12.010000228881836 2024-03-22,11.84000015258789 2024-03-25,11.829999923706056 2024-03-26,11.600000381469728 2024-03-27,11.829999923706056 2024-03-28,11.9399995803833 2024-04-01,11.9399995803833 2024-04-02,11.9399995803833 2024-04-03,12.020000457763672 2024-04-04,11.760000228881836 2024-04-05,11.800000190734863 2024-04-08,11.75 2024-04-09,11.81999969482422 2024-04-10,11.710000038146973 2024-04-11,11.56999969482422 2024-04-12,11.329999923706056 2024-04-15,11.31999969482422 2024-04-16,11.119999885559082 2024-04-17,11.100000381469728 2024-04-18,11.119999885559082 2024-04-19,11.25 2024-04-22,11.25 2024-04-23,11.359999656677246 2024-04-24,11.550000190734863 2024-04-25,11.470000267028809 2024-04-26,11.56999969482422 2024-04-29,11.779999732971191 2024-04-30,11.56999969482422 2024-05-01,11.630000114440918 2024-05-02,11.600000381469728 2024-05-03,11.779999732971191 2024-05-06,11.81999969482422 2024-05-07,11.720000267028809 2024-05-08,11.8100004196167 2024-05-09,11.220000267028809 2024-05-10,11.15999984741211 2024-05-13,11.359999656677246 2024-05-14,11.140000343322754 2024-05-15,11.06999969482422 2024-05-16,11.020000457763672 2024-05-17,10.979999542236328 2024-05-20,11.06999969482422 2024-05-21,10.960000038146973 2024-05-22,10.880000114440918 2024-05-23,10.529999732971191 2024-05-24,10.40999984741211 2024-05-28,10.390000343322754 2024-05-29,10.3100004196167 2024-05-30,10.479999542236328 2024-05-31,10.600000381469728 2024-06-03,10.579999923706056 2024-06-04,10.529999732971191 2024-06-05,10.489999771118164 2024-06-06,10.420000076293944 2024-06-07,10.470000267028809 2024-06-10,10.510000228881836 2024-06-11,10.640000343322754 2024-06-12,10.630000114440918 2024-06-13,10.390000343322754 2024-06-14,10.170000076293944 2024-06-17,10.109999656677246 2024-06-18,10.050000190734863 2024-06-20,10.260000228881836 2024-06-21,10.470000267028809 2024-06-24,10.470000267028809 2024-06-25,10.3100004196167 2024-06-26,10.43000030517578 2024-06-27,10.479999542236328 2024-06-28,10.630000114440918 2024-07-01,10.59000015258789 2024-07-02,10.43000030517578 2024-07-03,10.380000114440918 2024-07-05,10.31999969482422 2024-07-08,10.609999656677246 2024-07-09,10.800000190734863 2024-07-10,10.890000343322754 2024-07-11,11.1899995803833 2024-07-12,11.239999771118164 2024-07-15,11.0 2024-07-16,11.380000114440918 2024-07-17,11.84000015258789 2024-07-18,11.770000457763672 2024-07-19,11.84000015258789 2024-07-22,11.670000076293944 2024-07-23,11.5 2024-07-24,11.699999809265137 2024-07-25,11.760000228881836 2024-07-26,12.079999923706056 2024-07-29,11.899999618530272 2024-07-30,12.130000114440918 2024-07-31,12.0600004196167 2024-08-01,11.960000038146973 2024-08-02,11.869999885559082 2024-08-05,11.5600004196167 2024-08-06,11.350000381469728 ", 3193,US,technical,"For VaR (Historical Simulation), what is Hartford (The)'s value from April 28, 2022 to November 14, 2022? (1-day VaR; loss expressed as a positive number; default confidence 95%) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.0281,easy,risk,VaR_c = -Q_{1-c}(r); Q_p is the p-th quantile,"date,close 2022-04-27,69.98999786376953 2022-04-28,71.2699966430664 2022-04-29,69.93000030517578 2022-05-02,70.0999984741211 2022-05-03,70.66999816894531 2022-05-04,73.26000213623047 2022-05-05,72.01000213623047 2022-05-06,72.11000061035156 2022-05-09,70.80000305175781 2022-05-10,70.0199966430664 2022-05-11,69.80000305175781 2022-05-12,69.0999984741211 2022-05-13,69.55000305175781 2022-05-16,69.26000213623047 2022-05-17,70.9800033569336 2022-05-18,68.76000213623047 2022-05-19,67.44000244140625 2022-05-20,66.79000091552734 2022-05-23,68.62999725341797 2022-05-24,68.94999694824219 2022-05-25,69.8499984741211 2022-05-26,70.69999694824219 2022-05-27,72.69999694824219 2022-05-31,72.51000213623047 2022-06-01,71.27999877929688 2022-06-02,71.94999694824219 2022-06-03,71.87999725341797 2022-06-06,72.7699966430664 2022-06-07,73.43000030517578 2022-06-08,71.79000091552734 2022-06-09,69.77999877929688 2022-06-10,68.27999877929688 2022-06-13,66.08999633789062 2022-06-14,66.5999984741211 2022-06-15,67.02999877929688 2022-06-16,64.37000274658203 2022-06-17,64.3499984741211 2022-06-21,65.06999969482422 2022-06-22,65.2300033569336 2022-06-23,62.810001373291016 2022-06-24,65.69000244140625 2022-06-27,65.7699966430664 2022-06-28,65.45999908447266 2022-06-29,64.93000030517578 2022-06-30,65.43000030517578 2022-07-01,66.23999786376953 2022-07-05,65.0199966430664 2022-07-06,65.38999938964844 2022-07-07,66.16000366210938 2022-07-08,65.66999816894531 2022-07-11,65.0999984741211 2022-07-12,64.93000030517578 2022-07-13,64.16000366210938 2022-07-14,61.63999938964844 2022-07-15,62.9900016784668 2022-07-18,61.90999984741211 2022-07-19,63.47999954223633 2022-07-20,63.290000915527344 2022-07-21,63.060001373291016 2022-07-22,63.77999877929688 2022-07-25,64.79000091552734 2022-07-26,64.36000061035156 2022-07-27,64.33999633789062 2022-07-28,62.84999847412109 2022-07-29,64.47000122070312 2022-08-01,63.43000030517578 2022-08-02,62.959999084472656 2022-08-03,63.45000076293945 2022-08-04,63.130001068115234 2022-08-05,64.16000366210938 2022-08-08,64.5999984741211 2022-08-09,65.76000213623047 2022-08-10,66.81999969482422 2022-08-11,67.66000366210938 2022-08-12,68.95999908447266 2022-08-15,68.87999725341797 2022-08-16,69.69000244140625 2022-08-17,69.37999725341797 2022-08-18,69.80000305175781 2022-08-19,68.80999755859375 2022-08-22,67.25 2022-08-23,67.16999816894531 2022-08-24,67.04000091552734 2022-08-25,67.68000030517578 2022-08-26,66.19999694824219 2022-08-29,65.7300033569336 2022-08-30,65.05000305175781 2022-08-31,64.30999755859375 2022-09-01,65.16000366210938 2022-09-02,64.98999786376953 2022-09-06,65.0 2022-09-07,65.75 2022-09-08,66.37000274658203 2022-09-09,67.0199966430664 2022-09-12,67.80000305175781 2022-09-13,66.31999969482422 2022-09-14,65.66000366210938 2022-09-15,65.69999694824219 2022-09-16,65.3499984741211 2022-09-19,65.81999969482422 2022-09-20,64.95999908447266 2022-09-21,63.06999969482422 2022-09-22,62.38999938964844 2022-09-23,61.91999816894531 2022-09-26,60.630001068115234 2022-09-27,61.970001220703125 2022-09-28,63.060001373291016 2022-09-29,62.650001525878906 2022-09-30,61.93999862670898 2022-10-03,63.56999969482422 2022-10-04,65.95999908447266 2022-10-05,65.76000213623047 2022-10-06,64.83999633789062 2022-10-07,64.04000091552734 2022-10-10,63.79999923706055 2022-10-11,64.22000122070312 2022-10-12,63.66999816894531 2022-10-13,66.5199966430664 2022-10-14,64.75 2022-10-17,66.0199966430664 2022-10-18,66.80000305175781 2022-10-19,68.0 2022-10-20,65.61000061035156 2022-10-21,67.19000244140625 2022-10-24,69.33000183105469 2022-10-25,69.48999786376953 2022-10-26,69.25 2022-10-27,70.25 2022-10-28,72.16000366210938 2022-10-31,72.41000366210938 2022-11-01,73.73999786376953 2022-11-02,72.37000274658203 2022-11-03,72.81999969482422 2022-11-04,73.79000091552734 2022-11-07,73.97000122070312 2022-11-08,73.5 2022-11-09,71.91000366210938 2022-11-10,74.30000305175781 2022-11-11,73.62999725341797 2022-11-14,72.30999755859375 ", 3194,US,technical,"Calculate Clorox's VaR (Historical Simulation) from October 29, 2021 to February 11, 2022. (1-day VaR; loss expressed as a positive number; default confidence 95%) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.0303,easy,risk,VaR_c = -Q_{1-c}(r); Q_p is the p-th quantile,"date,close 2021-10-28,161.86000061035156 2021-10-29,163.00999450683594 2021-11-01,163.39999389648438 2021-11-02,165.38999938964844 2021-11-03,165.36000061035156 2021-11-04,164.44000244140625 2021-11-05,163.25999450683594 2021-11-08,164.27000427246094 2021-11-09,166.14999389648438 2021-11-10,165.44000244140625 2021-11-11,165.94000244140625 2021-11-12,166.0399932861328 2021-11-15,169.8800048828125 2021-11-16,169.91000366210938 2021-11-17,169.25 2021-11-18,165.77000427246094 2021-11-19,166.97999572753906 2021-11-22,167.61000061035156 2021-11-23,168.83999633789062 2021-11-24,168.07000732421875 2021-11-26,174.2100067138672 2021-11-29,169.16000366210938 2021-11-30,162.85000610351562 2021-12-01,165.75999450683594 2021-12-02,166.47000122070312 2021-12-03,168.16000366210938 2021-12-06,168.72999572753906 2021-12-07,165.25999450683594 2021-12-08,167.77999877929688 2021-12-09,166.9199981689453 2021-12-10,168.52999877929688 2021-12-13,172.0800018310547 2021-12-14,172.6699981689453 2021-12-15,176.1300048828125 2021-12-16,178.1699981689453 2021-12-17,174.16000366210938 2021-12-20,176.60000610351562 2021-12-21,171.16000366210938 2021-12-22,170.77000427246094 2021-12-23,169.8300018310547 2021-12-27,170.88999938964844 2021-12-28,171.92999267578125 2021-12-29,171.3800048828125 2021-12-30,172.32000732421875 2021-12-31,174.36000061035156 2022-01-03,174.92999267578125 2022-01-04,175.58999633789062 2022-01-05,177.42999267578125 2022-01-06,178.5399932861328 2022-01-07,179.89999389648438 2022-01-10,179.6999969482422 2022-01-11,179.57000732421875 2022-01-12,182.00999450683597 2022-01-13,182.97000122070312 2022-01-14,186.6000061035156 2022-01-18,181.00999450683597 2022-01-19,181.1300048828125 2022-01-20,175.97999572753906 2022-01-21,178.60000610351562 2022-01-24,176.9499969482422 2022-01-25,174.52999877929688 2022-01-26,164.72000122070312 2022-01-27,165.47000122070312 2022-01-28,166.94000244140625 2022-01-31,167.86000061035156 2022-02-01,168.74000549316406 2022-02-02,166.99000549316406 2022-02-03,165.33999633789062 2022-02-04,141.41000366210938 2022-02-07,146.2100067138672 2022-02-08,143.22000122070312 2022-02-09,142.8300018310547 2022-02-10,141.3800048828125 2022-02-11,144.0399932861328 ", 3195,US,technical,"What is the value of Expected Shortfall (Parametric) for Trade Desk (The) from December 22, 2021 to August 01, 2022? (1-day ES; assumes normality; default confidence 95%) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.1166,easy,risk,ES_c = \phi(\Phi^{-1}(c)) / (1 - c) * \sigma(r) - \mu(r),"date,close 2021-12-21,93.52999877929688 2021-12-22,93.48999786376952 2021-12-23,96.0500030517578 2021-12-27,97.68000030517578 2021-12-28,94.79000091552734 2021-12-29,92.56999969482422 2021-12-30,94.2699966430664 2021-12-31,91.63999938964844 2022-01-03,90.11000061035156 2022-01-04,85.36000061035156 2022-01-05,79.63999938964844 2022-01-06,76.93000030517578 2022-01-07,78.94000244140625 2022-01-10,81.0 2022-01-11,84.87999725341797 2022-01-12,82.38999938964844 2022-01-13,75.76000213623047 2022-01-14,75.47000122070312 2022-01-18,71.0 2022-01-19,69.0 2022-01-20,67.7300033569336 2022-01-21,59.45000076293945 2022-01-24,65.33000183105469 2022-01-25,62.66999816894531 2022-01-26,61.459999084472656 2022-01-27,60.16999816894531 2022-01-28,63.59999847412109 2022-01-31,69.54000091552734 2022-02-01,71.08999633789062 2022-02-02,70.01000213623047 2022-02-03,65.83999633789062 2022-02-04,73.04000091552734 2022-02-07,73.56999969482422 2022-02-08,76.48999786376953 2022-02-09,79.94000244140625 2022-02-10,82.13999938964844 2022-02-11,76.30000305175781 2022-02-14,76.51000213623047 2022-02-15,80.5199966430664 2022-02-16,80.91000366210938 2022-02-17,79.41000366210938 2022-02-18,78.05000305175781 2022-02-22,74.80000305175781 2022-02-23,74.12000274658203 2022-02-24,82.81999969482422 2022-02-25,83.62999725341797 2022-02-28,85.31999969482422 2022-03-01,82.08000183105469 2022-03-02,82.26000213623047 2022-03-03,79.27999877929688 2022-03-04,75.66000366210938 2022-03-07,66.11000061035156 2022-03-08,62.34999847412109 2022-03-09,66.4000015258789 2022-03-10,63.02999877929688 2022-03-11,56.79999923706055 2022-03-14,52.47999954223633 2022-03-15,53.869998931884766 2022-03-16,60.310001373291016 2022-03-17,65.41000366210938 2022-03-18,68.80999755859375 2022-03-21,66.95999908447266 2022-03-22,67.75 2022-03-23,66.63999938964844 2022-03-24,68.4000015258789 2022-03-25,65.44999694824219 2022-03-28,68.88999938964844 2022-03-29,73.33000183105469 2022-03-30,71.62999725341797 2022-03-31,69.25 2022-04-01,72.33000183105469 2022-04-04,75.22000122070312 2022-04-05,71.97000122070312 2022-04-06,67.7300033569336 2022-04-07,68.55999755859375 2022-04-08,67.79000091552734 2022-04-11,67.19999694824219 2022-04-12,65.83999633789062 2022-04-13,67.01000213623047 2022-04-14,63.58000183105469 2022-04-18,62.02999877929688 2022-04-19,66.88999938964844 2022-04-20,66.91999816894531 2022-04-21,63.470001220703125 2022-04-22,59.43999862670898 2022-04-25,63.02000045776367 2022-04-26,59.56999969482422 2022-04-27,57.02999877929688 2022-04-28,60.79999923706055 2022-04-29,58.91999816894531 2022-05-02,62.08000183105469 2022-05-03,60.29999923706055 2022-05-04,62.4900016784668 2022-05-05,55.15999984741211 2022-05-06,48.91999816894531 2022-05-09,44.9900016784668 2022-05-10,43.75 2022-05-11,43.34000015258789 2022-05-12,44.84000015258789 2022-05-13,51.91999816894531 2022-05-16,50.970001220703125 2022-05-17,53.369998931884766 2022-05-18,50.77999877929688 2022-05-19,53.68000030517578 2022-05-20,52.63999938964844 2022-05-23,52.5 2022-05-24,42.77999877929688 2022-05-25,46.33000183105469 2022-05-26,49.02999877929688 2022-05-27,52.4900016784668 2022-05-31,52.04999923706055 2022-06-01,51.560001373291016 2022-06-02,54.61000061035156 2022-06-03,51.150001525878906 2022-06-06,52.65999984741211 2022-06-07,53.209999084472656 2022-06-08,54.709999084472656 2022-06-09,52.5099983215332 2022-06-10,49.27000045776367 2022-06-13,45.58000183105469 2022-06-14,45.400001525878906 2022-06-15,48.13999938964844 2022-06-16,44.22999954223633 2022-06-17,46.29999923706055 2022-06-21,47.060001373291016 2022-06-22,45.380001068115234 2022-06-23,47.470001220703125 2022-06-24,49.4900016784668 2022-06-27,47.84000015258789 2022-06-28,44.150001525878906 2022-06-29,43.34000015258789 2022-06-30,41.88999938964844 2022-07-01,41.65999984741211 2022-07-05,44.290000915527344 2022-07-06,42.9900016784668 2022-07-07,45.52999877929688 2022-07-08,45.630001068115234 2022-07-11,43.5099983215332 2022-07-12,45.150001525878906 2022-07-13,44.15999984741211 2022-07-14,41.209999084472656 2022-07-15,43.09999847412109 2022-07-18,43.619998931884766 2022-07-19,46.02000045776367 2022-07-20,49.77999877929688 2022-07-21,50.9900016784668 2022-07-22,47.27000045776367 2022-07-25,46.560001373291016 2022-07-26,42.72999954223633 2022-07-27,46.630001068115234 2022-07-28,47.130001068115234 2022-07-29,45.0 2022-08-01,45.43000030517578 ", 3196,US,technical,"From April 07, 2022 to July 29, 2022, what is Brown & Brown's Expected Shortfall (Parametric)? (1-day ES; assumes normality; default confidence 95%) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.0433,easy,risk,ES_c = \phi(\Phi^{-1}(c)) / (1 - c) * \sigma(r) - \mu(r),"date,close 2022-04-06,72.87999725341797 2022-04-07,73.4000015258789 2022-04-08,72.95999908447266 2022-04-11,72.51000213623047 2022-04-12,71.94000244140625 2022-04-13,71.8499984741211 2022-04-14,71.26000213623047 2022-04-18,69.91999816894531 2022-04-19,70.16000366210938 2022-04-20,71.05999755859375 2022-04-21,70.68000030517578 2022-04-22,67.7300033569336 2022-04-25,68.44999694824219 2022-04-26,65.68000030517578 2022-04-27,64.70999908447266 2022-04-28,65.7699966430664 2022-04-29,61.97999954223633 2022-05-02,60.08000183105469 2022-05-03,59.959999084472656 2022-05-04,61.5099983215332 2022-05-05,58.959999084472656 2022-05-06,58.2400016784668 2022-05-09,56.58000183105469 2022-05-10,57.54999923706055 2022-05-11,56.09000015258789 2022-05-12,56.060001373291016 2022-05-13,57.900001525878906 2022-05-16,57.459999084472656 2022-05-17,58.27999877929688 2022-05-18,55.2599983215332 2022-05-19,54.709999084472656 2022-05-20,55.0 2022-05-23,55.970001220703125 2022-05-24,55.959999084472656 2022-05-25,56.18000030517578 2022-05-26,58.09999847412109 2022-05-27,59.95000076293945 2022-05-31,59.369998931884766 2022-06-01,58.0099983215332 2022-06-02,59.61000061035156 2022-06-03,58.7400016784668 2022-06-06,58.91999816894531 2022-06-07,59.25 2022-06-08,58.43999862670898 2022-06-09,56.84000015258789 2022-06-10,55.75 2022-06-13,54.4900016784668 2022-06-14,54.65999984741211 2022-06-15,54.93999862670898 2022-06-16,53.27999877929688 2022-06-17,53.5 2022-06-21,54.869998931884766 2022-06-22,55.4900016784668 2022-06-23,57.290000915527344 2022-06-24,59.060001373291016 2022-06-27,59.02000045776367 2022-06-28,57.709999084472656 2022-06-29,58.0 2022-06-30,58.34000015258789 2022-07-01,59.33000183105469 2022-07-05,59.900001525878906 2022-07-06,60.41999816894531 2022-07-07,60.45000076293945 2022-07-08,60.08000183105469 2022-07-11,59.650001525878906 2022-07-12,59.040000915527344 2022-07-13,58.88999938964844 2022-07-14,58.29999923706055 2022-07-15,59.310001373291016 2022-07-18,58.7599983215332 2022-07-19,60.84999847412109 2022-07-20,60.68000030517578 2022-07-21,62.36000061035156 2022-07-22,61.970001220703125 2022-07-25,62.38999938964844 2022-07-26,61.68999862670898 2022-07-27,63.08000183105469 2022-07-28,64.37999725341797 2022-07-29,65.0999984741211 ", 3197,US,technical,"What was KLA Corporation's Expected Shortfall (Parametric) during the period October 11, 2024 to August 04, 2025? (1-day ES; assumes normality; default confidence 95%) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.0577,easy,risk,ES_c = \phi(\Phi^{-1}(c)) / (1 - c) * \sigma(r) - \mu(r),"date,close 2024-10-10,797.97998046875 2024-10-11,803.72998046875 2024-10-14,829.6500244140625 2024-10-15,707.719970703125 2024-10-16,682.5900268554688 2024-10-17,670.25 2024-10-18,678.52001953125 2024-10-21,673.6099853515625 2024-10-22,670.0800170898438 2024-10-23,664.6300048828125 2024-10-24,666.1599731445312 2024-10-25,673.0700073242188 2024-10-28,674.3499755859375 2024-10-29,696.22998046875 2024-10-30,691.7999877929688 2024-10-31,666.22998046875 2024-11-01,669.3800048828125 2024-11-04,663.3699951171875 2024-11-05,670.3300170898438 2024-11-06,669.6599731445312 2024-11-07,686.1500244140625 2024-11-08,687.4099731445312 2024-11-11,666.030029296875 2024-11-12,664.780029296875 2024-11-13,644.5499877929688 2024-11-14,645.0 2024-11-15,614.4600219726562 2024-11-18,620.260009765625 2024-11-19,615.6599731445312 2024-11-20,616.8300170898438 2024-11-21,633.1599731445312 2024-11-22,639.5499877929688 2024-11-25,644.6699829101562 2024-11-26,631.469970703125 2024-11-27,632.1400146484375 2024-11-29,647.030029296875 2024-12-02,666.030029296875 2024-12-03,665.719970703125 2024-12-04,666.219970703125 2024-12-05,642.6099853515625 2024-12-06,648.3400268554688 2024-12-09,652.3699951171875 2024-12-10,641.8699951171875 2024-12-11,648.8400268554688 2024-12-12,646.5999755859375 2024-12-13,653.760009765625 2024-12-16,656.1300048828125 2024-12-17,654.8800048828125 2024-12-18,630.77001953125 2024-12-19,622.1799926757812 2024-12-20,629.3699951171875 2024-12-23,647.989990234375 2024-12-24,650.530029296875 2024-12-26,648.5499877929688 2024-12-27,644.8099975585938 2024-12-30,633.6400146484375 2024-12-31,630.1199951171875 2025-01-02,636.6199951171875 2025-01-03,657.010009765625 2025-01-06,690.2999877929688 2025-01-07,689.2999877929688 2025-01-08,686.2000122070312 2025-01-10,683.0599975585938 2025-01-13,690.989990234375 2025-01-14,701.260009765625 2025-01-15,716.25 2025-01-16,747.260009765625 2025-01-17,757.469970703125 2025-01-21,767.239990234375 2025-01-22,771.9099731445312 2025-01-23,760.9500122070312 2025-01-24,749.8200073242188 2025-01-27,702.7100219726562 2025-01-28,702.9199829101562 2025-01-29,712.969970703125 2025-01-30,742.4299926757812 2025-01-31,738.239990234375 2025-02-03,740.2100219726562 2025-02-04,749.3200073242188 2025-02-05,759.1500244140625 2025-02-06,761.8200073242188 2025-02-07,747.7000122070312 2025-02-10,751.4600219726562 2025-02-11,758.6199951171875 2025-02-12,750.5499877929688 2025-02-13,764.280029296875 2025-02-14,750.739990234375 2025-02-18,758.25 2025-02-19,774.75 2025-02-20,777.6300048828125 2025-02-21,754.2999877929688 2025-02-24,737.5700073242188 2025-02-25,724.969970703125 2025-02-26,738.52001953125 2025-02-27,699.1599731445312 2025-02-28,708.8400268554688 2025-03-03,691.1500244140625 2025-03-04,699.0 2025-03-05,715.8099975585938 2025-03-06,692.1300048828125 2025-03-07,711.2899780273438 2025-03-10,678.3599853515625 2025-03-11,664.219970703125 2025-03-12,680.3900146484375 2025-03-13,681.5 2025-03-14,713.0 2025-03-17,718.2899780273438 2025-03-18,710.0 2025-03-19,719.6099853515625 2025-03-20,716.4600219726562 2025-03-21,706.489990234375 2025-03-24,727.72998046875 2025-03-25,721.8499755859375 2025-03-26,705.5399780273438 2025-03-27,700.0 2025-03-28,673.5999755859375 2025-03-31,679.7999877929688 2025-04-01,682.4600219726562 2025-04-02,686.1900024414062 2025-04-03,620.8200073242188 2025-04-04,576.530029296875 2025-04-07,604.6199951171875 2025-04-08,599.510009765625 2025-04-09,703.3099975585938 2025-04-10,656.760009765625 2025-04-11,670.219970703125 2025-04-14,669.969970703125 2025-04-15,676.2100219726562 2025-04-16,642.1900024414062 2025-04-17,634.4299926757812 2025-04-21,620.7999877929688 2025-04-22,636.3599853515625 2025-04-23,657.1099853515625 2025-04-24,689.4199829101562 2025-04-25,694.6099853515625 2025-04-28,693.719970703125 2025-04-29,687.9500122070312 2025-04-30,702.6900024414062 2025-05-01,676.3099975585938 2025-05-02,698.1599731445312 2025-05-05,693.2899780273438 2025-05-06,679.4199829101562 2025-05-07,694.3499755859375 2025-05-08,703.3300170898438 2025-05-09,701.2000122070312 2025-05-12,760.469970703125 2025-05-13,795.9000244140625 2025-05-14,805.0 2025-05-15,806.0 2025-05-16,791.1699829101562 2025-05-19,787.010009765625 2025-05-20,790.2899780273438 2025-05-21,778.9400024414062 2025-05-22,767.510009765625 2025-05-23,757.1699829101562 2025-05-27,789.0599975585938 2025-05-28,777.5 2025-05-29,773.969970703125 2025-05-30,756.8800048828125 2025-06-02,762.4400024414062 2025-06-03,775.7899780273438 2025-06-04,782.0900268554688 2025-06-05,791.8900146484375 2025-06-06,808.0 2025-06-09,829.2899780273438 2025-06-10,856.5900268554688 2025-06-11,872.0 2025-06-12,875.0 2025-06-13,867.6699829101562 2025-06-16,892.3800048828125 2025-06-17,893.0 2025-06-18,871.1599731445312 2025-06-20,850.0 2025-06-23,856.280029296875 2025-06-24,889.030029296875 2025-06-25,893.4600219726562 2025-06-26,902.9400024414062 2025-06-27,889.8699951171875 2025-06-30,895.739990234375 2025-07-01,898.8499755859375 2025-07-02,921.0999755859376 2025-07-03,924.5800170898438 2025-07-07,912.6199951171876 2025-07-08,919.219970703125 2025-07-09,923.1799926757812 2025-07-10,928.6199951171876 2025-07-11,924.5800170898438 2025-07-14,921.8400268554688 2025-07-15,936.530029296875 2025-07-16,933.489990234375 2025-07-17,937.0800170898438 2025-07-18,931.1199951171876 2025-07-21,937.760009765625 2025-07-22,892.219970703125 2025-07-23,897.0900268554688 2025-07-24,904.1799926757812 2025-07-25,902.0900268554688 2025-07-28,923.1500244140624 2025-07-29,916.0900268554688 2025-07-30,924.989990234375 2025-07-31,879.030029296875 2025-08-01,886.6400146484375 2025-08-04,915.6199951171876 ", 3198,US,technical,"For Expected Shortfall (Parametric), what is Skyworks Solutions's value from October 22, 2023 to July 30, 2024? (1-day ES; assumes normality; default confidence 95%) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.0431,easy,risk,ES_c = \phi(\Phi^{-1}(c)) / (1 - c) * \sigma(r) - \mu(r),"date,close 2023-10-20,92.19000244140624 2023-10-23,90.45999908447266 2023-10-24,91.5199966430664 2023-10-25,88.56999969482422 2023-10-26,88.61000061035156 2023-10-27,88.2300033569336 2023-10-30,86.44999694824219 2023-10-31,86.73999786376953 2023-11-01,87.05999755859375 2023-11-02,89.5 2023-11-03,91.0500030517578 2023-11-06,90.0 2023-11-07,89.36000061035156 2023-11-08,87.9000015258789 2023-11-09,86.5 2023-11-10,90.02999877929688 2023-11-13,88.91000366210938 2023-11-14,92.8499984741211 2023-11-15,94.04000091552734 2023-11-16,93.37000274658205 2023-11-17,94.1999969482422 2023-11-20,94.73999786376952 2023-11-21,93.68000030517578 2023-11-22,94.2699966430664 2023-11-24,94.9000015258789 2023-11-27,94.5999984741211 2023-11-28,94.77999877929688 2023-11-29,96.0 2023-11-30,96.93000030517578 2023-12-01,98.19000244140624 2023-12-04,98.94000244140624 2023-12-05,99.04000091552734 2023-12-06,100.3000030517578 2023-12-07,102.27999877929688 2023-12-08,103.77999877929688 2023-12-11,106.69000244140624 2023-12-12,106.66999816894533 2023-12-13,108.97000122070312 2023-12-14,113.41000366210938 2023-12-15,112.58999633789062 2023-12-18,111.2699966430664 2023-12-19,111.61000061035156 2023-12-20,109.56999969482422 2023-12-21,112.18000030517578 2023-12-22,112.83999633789062 2023-12-26,114.51000213623048 2023-12-27,114.41000366210938 2023-12-28,113.91999816894533 2023-12-29,112.41999816894533 2024-01-02,109.11000061035156 2024-01-03,105.20999908447266 2024-01-04,103.22000122070312 2024-01-05,103.2699966430664 2024-01-08,106.06999969482422 2024-01-09,104.58000183105467 2024-01-10,104.33000183105467 2024-01-11,103.08999633789062 2024-01-12,102.4800033569336 2024-01-16,102.3000030517578 2024-01-17,100.22000122070312 2024-01-18,103.7300033569336 2024-01-19,106.04000091552734 2024-01-22,108.58999633789062 2024-01-23,109.79000091552734 2024-01-24,107.8000030517578 2024-01-25,107.02999877929688 2024-01-26,104.58999633789062 2024-01-29,106.1500015258789 2024-01-30,104.33000183105467 2024-01-31,104.45999908447266 2024-02-01,102.95999908447266 2024-02-02,101.16000366210938 2024-02-05,100.79000091552734 2024-02-06,103.0500030517578 2024-02-07,103.70999908447266 2024-02-08,104.58999633789062 2024-02-09,105.0500030517578 2024-02-12,106.12000274658205 2024-02-13,103.37999725341795 2024-02-14,105.83000183105467 2024-02-15,105.56999969482422 2024-02-16,103.75 2024-02-20,103.91999816894533 2024-02-21,103.5199966430664 2024-02-22,104.93000030517578 2024-02-23,103.8499984741211 2024-02-26,103.7300033569336 2024-02-27,104.16999816894533 2024-02-28,101.81999969482422 2024-02-29,104.91999816894533 2024-03-01,106.44000244140624 2024-03-04,104.9000015258789 2024-03-05,100.33000183105467 2024-03-06,104.5 2024-03-07,107.8000030517578 2024-03-08,106.31999969482422 2024-03-11,107.6500015258789 2024-03-12,109.31999969482422 2024-03-13,107.37999725341795 2024-03-14,105.12999725341795 2024-03-15,104.06999969482422 2024-03-18,103.08999633789062 2024-03-19,103.52999877929688 2024-03-20,105.55999755859376 2024-03-21,106.16999816894533 2024-03-22,105.56999969482422 2024-03-25,104.95999908447266 2024-03-26,104.0199966430664 2024-03-27,107.88999938964844 2024-03-28,108.31999969482422 2024-04-01,107.04000091552734 2024-04-02,106.62999725341795 2024-04-03,106.94000244140624 2024-04-04,104.73999786376952 2024-04-05,105.4800033569336 2024-04-08,104.13999938964844 2024-04-09,106.9000015258789 2024-04-10,102.7699966430664 2024-04-11,104.33000183105467 2024-04-12,101.5500030517578 2024-04-15,100.23999786376952 2024-04-16,99.01000213623048 2024-04-17,98.47000122070312 2024-04-18,97.62000274658205 2024-04-19,96.11000061035156 2024-04-22,98.11000061035156 2024-04-23,99.3000030517578 2024-04-24,101.12000274658205 2024-04-25,102.9499969482422 2024-04-26,104.3000030517578 2024-04-29,107.86000061035156 2024-04-30,106.58999633789062 2024-05-01,90.3000030517578 2024-05-02,89.72000122070312 2024-05-03,92.51000213623048 2024-05-06,91.77999877929688 2024-05-07,92.55999755859376 2024-05-08,93.23999786376952 2024-05-09,92.25 2024-05-10,92.1999969482422 2024-05-13,93.9000015258789 2024-05-14,94.41999816894533 2024-05-15,94.38999938964844 2024-05-16,94.08999633789062 2024-05-17,93.62000274658205 2024-05-20,94.0500030517578 2024-05-21,92.4499969482422 2024-05-22,93.43000030517578 2024-05-23,91.20999908447266 2024-05-24,92.16000366210938 2024-05-28,91.3499984741211 2024-05-29,90.0199966430664 2024-05-30,90.68000030517578 2024-05-31,92.66000366210938 2024-06-03,91.38999938964844 2024-06-04,90.68000030517578 2024-06-05,92.27999877929688 2024-06-06,91.72000122070312 2024-06-07,90.80999755859376 2024-06-10,93.5199966430664 2024-06-11,96.22000122070312 2024-06-12,102.63999938964844 2024-06-13,106.33000183105467 2024-06-14,104.37000274658205 2024-06-17,106.3000030517578 2024-06-18,106.45999908447266 2024-06-20,105.8000030517578 2024-06-21,106.37999725341795 2024-06-24,104.95999908447266 2024-06-25,107.37999725341795 2024-06-26,106.13999938964844 2024-06-27,105.5999984741211 2024-06-28,106.58000183105467 2024-07-01,106.4000015258789 2024-07-02,106.95999908447266 2024-07-03,104.62999725341795 2024-07-05,105.55999755859376 2024-07-08,106.37999725341795 2024-07-09,106.41000366210938 2024-07-10,110.81999969482422 2024-07-11,109.9499969482422 2024-07-12,112.33000183105467 2024-07-15,115.87999725341795 2024-07-16,120.68000030517578 2024-07-17,116.55999755859376 2024-07-18,117.38999938964844 2024-07-19,114.26000213623048 2024-07-22,118.41000366210938 2024-07-23,117.5 2024-07-24,113.6500015258789 2024-07-25,112.68000030517578 2024-07-26,116.18000030517578 2024-07-29,117.41000366210938 2024-07-30,117.69000244140624 ", 3199,US,technical,"Calculate Fox Corporation (Class B)'s Expected Shortfall (Parametric) from June 06, 2024 to April 18, 2025. (1-day ES; assumes normality; default confidence 95%) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.0328,easy,risk,ES_c = \phi(\Phi^{-1}(c)) / (1 - c) * \sigma(r) - \mu(r),"date,close 2024-06-05,32.2599983215332 2024-06-06,31.979999542236328 2024-06-07,31.770000457763672 2024-06-10,31.399999618530277 2024-06-11,31.100000381469727 2024-06-12,31.13999938964844 2024-06-13,30.96999931335449 2024-06-14,30.940000534057617 2024-06-17,31.030000686645508 2024-06-18,31.209999084472656 2024-06-20,31.90999984741211 2024-06-21,32.060001373291016 2024-06-24,32.06999969482422 2024-06-25,32.209999084472656 2024-06-26,32.099998474121094 2024-06-27,31.770000457763672 2024-06-28,32.02000045776367 2024-07-01,31.799999237060547 2024-07-02,32.29999923706055 2024-07-03,32.439998626708984 2024-07-05,32.15999984741211 2024-07-08,32.13999938964844 2024-07-09,32.7599983215332 2024-07-10,32.93000030517578 2024-07-11,33.25 2024-07-12,33.349998474121094 2024-07-15,33.54999923706055 2024-07-16,34.220001220703125 2024-07-17,34.849998474121094 2024-07-18,34.61000061035156 2024-07-19,34.33000183105469 2024-07-22,34.43000030517578 2024-07-23,34.54999923706055 2024-07-24,34.470001220703125 2024-07-25,34.459999084472656 2024-07-26,34.91999816894531 2024-07-29,35.189998626708984 2024-07-30,35.79999923706055 2024-07-31,35.43000030517578 2024-08-01,35.20000076293945 2024-08-02,34.880001068115234 2024-08-05,34.040000915527344 2024-08-06,36.18999862670898 2024-08-07,36.560001373291016 2024-08-08,36.68999862670898 2024-08-09,36.59999847412109 2024-08-12,36.25 2024-08-13,36.2599983215332 2024-08-14,36.33000183105469 2024-08-15,36.29999923706055 2024-08-16,36.7599983215332 2024-08-19,36.880001068115234 2024-08-20,37.150001525878906 2024-08-21,37.56999969482422 2024-08-22,37.93000030517578 2024-08-23,38.13999938964844 2024-08-26,38.20000076293945 2024-08-27,38.11000061035156 2024-08-28,38.27000045776367 2024-08-29,38.22999954223633 2024-08-30,38.43000030517578 2024-09-03,38.02999877929688 2024-09-04,38.18999862670898 2024-09-05,37.369998931884766 2024-09-06,37.36000061035156 2024-09-09,37.09000015258789 2024-09-10,36.84999847412109 2024-09-11,36.43000030517578 2024-09-12,36.040000915527344 2024-09-13,36.77999877929688 2024-09-16,36.77000045776367 2024-09-17,37.43999862670898 2024-09-18,37.560001373291016 2024-09-19,37.52999877929688 2024-09-20,37.27999877929688 2024-09-23,37.81999969482422 2024-09-24,38.86000061035156 2024-09-25,38.43999862670898 2024-09-26,38.66999816894531 2024-09-27,38.84000015258789 2024-09-30,38.79999923706055 2024-10-01,39.0 2024-10-02,38.66999816894531 2024-10-03,38.4900016784668 2024-10-04,38.540000915527344 2024-10-07,38.34000015258789 2024-10-08,38.52000045776367 2024-10-09,38.4900016784668 2024-10-10,38.04999923706055 2024-10-11,38.0 2024-10-14,38.209999084472656 2024-10-15,38.459999084472656 2024-10-16,38.75 2024-10-17,39.06999969482422 2024-10-18,38.970001220703125 2024-10-21,38.52000045776367 2024-10-22,38.70000076293945 2024-10-23,38.40999984741211 2024-10-24,38.34000015258789 2024-10-25,38.34999847412109 2024-10-28,38.68000030517578 2024-10-29,38.77000045776367 2024-10-30,38.95000076293945 2024-10-31,38.959999084472656 2024-11-01,38.88999938964844 2024-11-04,39.959999084472656 2024-11-05,40.65999984741211 2024-11-06,42.380001068115234 2024-11-07,41.56999969482422 2024-11-08,41.560001373291016 2024-11-11,42.5 2024-11-12,43.650001525878906 2024-11-13,43.45500183105469 2024-11-14,44.220001220703125 2024-11-15,42.869998931884766 2024-11-18,42.75 2024-11-19,43.209999084472656 2024-11-20,43.369998931884766 2024-11-21,44.119998931884766 2024-11-22,44.369998931884766 2024-11-25,43.709999084472656 2024-11-26,43.810001373291016 2024-11-27,44.36000061035156 2024-11-29,44.72999954223633 2024-12-02,44.40999984741211 2024-12-03,44.04999923706055 2024-12-04,44.02000045776367 2024-12-05,44.25 2024-12-06,44.63999938964844 2024-12-09,43.75 2024-12-10,43.93000030517578 2024-12-11,43.7599983215332 2024-12-12,44.959999084472656 2024-12-13,44.720001220703125 2024-12-16,44.650001525878906 2024-12-17,46.470001220703125 2024-12-18,46.52999877929688 2024-12-19,45.970001220703125 2024-12-20,46.650001525878906 2024-12-23,46.61000061035156 2024-12-24,47.150001525878906 2024-12-26,46.91999816894531 2024-12-27,46.630001068115234 2024-12-30,46.08000183105469 2024-12-31,45.7400016784668 2025-01-02,46.2400016784668 2025-01-03,46.720001220703125 2025-01-06,47.06999969482422 2025-01-07,46.810001373291016 2025-01-08,46.61000061035156 2025-01-10,45.86000061035156 2025-01-13,45.93999862670898 2025-01-14,46.540000915527344 2025-01-15,46.18000030517578 2025-01-16,45.93999862670898 2025-01-17,45.65999984741211 2025-01-21,45.63999938964844 2025-01-22,45.77999877929688 2025-01-23,46.02999877929688 2025-01-24,46.54999923706055 2025-01-27,47.70000076293945 2025-01-28,47.58000183105469 2025-01-29,47.84999847412109 2025-01-30,48.369998931884766 2025-01-31,48.59999847412109 2025-02-03,49.18999862670898 2025-02-04,51.54999923706055 2025-02-05,51.27000045776367 2025-02-06,50.459999084472656 2025-02-07,50.09999847412109 2025-02-10,50.34999847412109 2025-02-11,50.54999923706055 2025-02-12,51.45000076293945 2025-02-13,52.16999816894531 2025-02-14,52.38999938964844 2025-02-18,52.75 2025-02-19,53.61000061035156 2025-02-20,53.369998931884766 2025-02-21,53.0099983215332 2025-02-24,54.22999954223633 2025-02-25,53.27999877929688 2025-02-26,53.310001373291016 2025-02-27,52.900001525878906 2025-02-28,54.06999969482422 2025-03-03,53.45000076293945 2025-03-04,52.61000061035156 2025-03-05,52.56999969482422 2025-03-06,51.5 2025-03-07,51.59999847412109 2025-03-10,50.0 2025-03-11,48.9900016784668 2025-03-12,48.41999816894531 2025-03-13,47.119998931884766 2025-03-14,48.470001220703125 2025-03-17,48.66999816894531 2025-03-18,48.45000076293945 2025-03-19,49.08000183105469 2025-03-20,49.400001525878906 2025-03-21,49.70000076293945 2025-03-24,49.709999084472656 2025-03-25,50.86000061035156 2025-03-26,51.15999984741211 2025-03-27,50.72999954223633 2025-03-28,50.52000045776367 2025-03-31,52.709999084472656 2025-04-01,51.77000045776367 2025-04-02,53.0 2025-04-03,47.900001525878906 2025-04-04,45.72999954223633 2025-04-07,44.52999877929688 2025-04-08,43.810001373291016 2025-04-09,47.709999084472656 2025-04-10,46.0099983215332 2025-04-11,45.650001525878906 2025-04-14,46.040000915527344 2025-04-15,46.34000015258789 2025-04-16,44.70000076293945 2025-04-17,44.56999969482422 ", 3200,US,technical,"What is the value of Expected Shortfall (Historical Simulation) for Weyerhaeuser from April 29, 2019 to March 19, 2020? (1-day ES; default confidence 95%) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.0834,easy,risk,ES_c = -E[r | r \le Q_{1-c}(r)],"date,close 2019-04-26,27.3700008392334 2019-04-29,26.459999084472656 2019-04-30,26.799999237060547 2019-05-01,26.63999938964844 2019-05-02,26.459999084472656 2019-05-03,26.780000686645508 2019-05-06,26.600000381469727 2019-05-07,26.030000686645508 2019-05-08,25.6299991607666 2019-05-09,25.65999984741211 2019-05-10,25.549999237060547 2019-05-13,25.13999938964844 2019-05-14,24.979999542236328 2019-05-15,24.950000762939453 2019-05-16,25.059999465942383 2019-05-17,24.350000381469727 2019-05-20,23.459999084472656 2019-05-21,23.51000022888184 2019-05-22,23.1299991607666 2019-05-23,22.90999984741211 2019-05-24,23.01000022888184 2019-05-28,22.57999992370605 2019-05-29,22.56999969482422 2019-05-30,22.520000457763672 2019-05-31,22.799999237060547 2019-06-03,22.899999618530277 2019-06-04,23.420000076293945 2019-06-05,23.34000015258789 2019-06-06,23.100000381469727 2019-06-07,23.790000915527344 2019-06-10,24.11000061035156 2019-06-11,24.46999931335449 2019-06-12,25.059999465942383 2019-06-13,25.280000686645508 2019-06-14,25.709999084472656 2019-06-17,25.670000076293945 2019-06-18,25.979999542236328 2019-06-19,26.059999465942383 2019-06-20,26.559999465942383 2019-06-21,26.149999618530277 2019-06-24,25.82999992370605 2019-06-25,25.559999465942383 2019-06-26,25.450000762939453 2019-06-27,25.96999931335449 2019-06-28,26.34000015258789 2019-07-01,26.399999618530277 2019-07-02,26.520000457763672 2019-07-03,26.850000381469727 2019-07-05,26.61000061035156 2019-07-08,26.43000030517578 2019-07-09,26.290000915527344 2019-07-10,26.309999465942383 2019-07-11,25.809999465942383 2019-07-12,25.540000915527344 2019-07-15,25.540000915527344 2019-07-16,25.739999771118164 2019-07-17,25.299999237060547 2019-07-18,25.100000381469727 2019-07-19,25.09000015258789 2019-07-22,25.13999938964844 2019-07-23,25.3700008392334 2019-07-24,25.540000915527344 2019-07-25,25.06999969482422 2019-07-26,26.209999084472656 2019-07-29,25.84000015258789 2019-07-30,26.09000015258789 2019-07-31,25.40999984741211 2019-08-01,25.030000686645508 2019-08-02,25.100000381469727 2019-08-05,24.46999931335449 2019-08-06,24.36000061035156 2019-08-07,24.68000030517578 2019-08-08,25.13999938964844 2019-08-09,24.739999771118164 2019-08-12,24.709999084472656 2019-08-13,25.09000015258789 2019-08-14,24.5 2019-08-15,24.780000686645508 2019-08-16,25.15999984741211 2019-08-19,25.18000030517578 2019-08-20,25.030000686645508 2019-08-21,25.5 2019-08-22,25.63999938964844 2019-08-23,25.1200008392334 2019-08-26,25.450000762939453 2019-08-27,25.049999237060547 2019-08-28,25.649999618530277 2019-08-29,26.11000061035156 2019-08-30,26.309999465942383 2019-09-03,26.399999618530277 2019-09-04,26.6200008392334 2019-09-05,26.59000015258789 2019-09-06,26.709999084472656 2019-09-09,26.8799991607666 2019-09-10,27.34000015258789 2019-09-11,27.989999771118164 2019-09-12,27.8700008392334 2019-09-13,27.40999984741211 2019-09-16,27.59000015258789 2019-09-17,27.82999992370605 2019-09-18,27.81999969482422 2019-09-19,27.790000915527344 2019-09-20,27.63999938964844 2019-09-23,27.6200008392334 2019-09-24,27.549999237060547 2019-09-25,27.84000015258789 2019-09-26,27.899999618530277 2019-09-27,27.790000915527344 2019-09-30,27.700000762939453 2019-10-01,27.25 2019-10-02,26.729999542236328 2019-10-03,26.940000534057617 2019-10-04,27.020000457763672 2019-10-07,27.01000022888184 2019-10-08,26.36000061035156 2019-10-09,26.6200008392334 2019-10-10,26.65999984741211 2019-10-11,27.1299991607666 2019-10-14,27.170000076293945 2019-10-15,27.229999542236328 2019-10-16,27.700000762939453 2019-10-17,28.020000457763672 2019-10-18,28.280000686645508 2019-10-21,28.729999542236328 2019-10-22,29.1299991607666 2019-10-23,29.51000022888184 2019-10-24,29.13999938964844 2019-10-25,29.059999465942383 2019-10-28,29.3700008392334 2019-10-29,29.65999984741211 2019-10-30,30.030000686645508 2019-10-31,29.209999084472656 2019-11-01,29.989999771118164 2019-11-04,30.200000762939453 2019-11-05,29.670000076293945 2019-11-06,29.540000915527344 2019-11-07,29.350000381469727 2019-11-08,29.6299991607666 2019-11-11,29.540000915527344 2019-11-12,29.13999938964844 2019-11-13,28.979999542236328 2019-11-14,29.32999992370605 2019-11-15,29.350000381469727 2019-11-18,29.6200008392334 2019-11-19,29.71999931335449 2019-11-20,29.51000022888184 2019-11-21,29.030000686645508 2019-11-22,28.989999771118164 2019-11-25,29.40999984741211 2019-11-26,29.6200008392334 2019-11-27,29.75 2019-11-29,29.51000022888184 2019-12-02,29.209999084472656 2019-12-03,29.32999992370605 2019-12-04,29.600000381469727 2019-12-05,29.25 2019-12-06,29.51000022888184 2019-12-09,29.3799991607666 2019-12-10,29.0 2019-12-11,29.32999992370605 2019-12-12,29.549999237060547 2019-12-13,29.63999938964844 2019-12-16,29.649999618530277 2019-12-17,29.65999984741211 2019-12-18,29.84000015258789 2019-12-19,30.01000022888184 2019-12-20,30.149999618530277 2019-12-23,30.13999938964844 2019-12-24,29.850000381469727 2019-12-26,29.989999771118164 2019-12-27,29.979999542236328 2019-12-30,29.93000030517578 2019-12-31,30.200000762939453 2020-01-02,29.38999938964844 2020-01-03,29.440000534057617 2020-01-06,29.3799991607666 2020-01-07,29.190000534057617 2020-01-08,29.299999237060547 2020-01-09,29.540000915527344 2020-01-10,29.56999969482422 2020-01-13,30.25 2020-01-14,30.63999938964844 2020-01-15,30.93000030517578 2020-01-16,31.299999237060547 2020-01-17,30.979999542236328 2020-01-21,30.799999237060547 2020-01-22,30.489999771118164 2020-01-23,30.81999969482422 2020-01-24,30.530000686645508 2020-01-27,30.170000076293945 2020-01-28,30.38999938964844 2020-01-29,30.100000381469727 2020-01-30,30.06999969482422 2020-01-31,28.950000762939453 2020-02-03,28.21999931335449 2020-02-04,28.18000030517578 2020-02-05,28.920000076293945 2020-02-06,28.649999618530277 2020-02-07,28.57999992370605 2020-02-10,28.649999618530277 2020-02-11,28.899999618530277 2020-02-12,29.75 2020-02-13,30.25 2020-02-14,30.65999984741211 2020-02-18,30.1200008392334 2020-02-19,30.3700008392334 2020-02-20,30.8700008392334 2020-02-21,30.729999542236328 2020-02-24,29.76000022888184 2020-02-25,28.06999969482422 2020-02-26,27.399999618530277 2020-02-27,26.3700008392334 2020-02-28,25.979999542236328 2020-03-02,27.440000534057617 2020-03-03,26.729999542236328 2020-03-04,28.350000381469727 2020-03-05,26.959999084472656 2020-03-06,26.600000381469727 2020-03-09,23.950000762939453 2020-03-10,24.43000030517578 2020-03-11,22.459999084472656 2020-03-12,18.65999984741211 2020-03-13,21.920000076293945 2020-03-16,16.950000762939453 2020-03-17,18.950000762939453 2020-03-18,16.25 2020-03-19,16.139999389648438 ", 3201,US,technical,"From April 01, 2021 to December 21, 2021, what is Paramount Skydance Corporation's Expected Shortfall (Historical Simulation)? (1-day ES; default confidence 95%) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.0418,easy,risk,ES_c = -E[r | r \le Q_{1-c}(r)],"date,close 2021-03-31,45.09999847412109 2021-04-01,44.63999938964844 2021-04-05,42.900001525878906 2021-04-06,44.34999847412109 2021-04-07,43.88999938964844 2021-04-08,42.290000915527344 2021-04-09,41.880001068115234 2021-04-12,39.77000045776367 2021-04-13,40.4900016784668 2021-04-14,40.220001220703125 2021-04-15,39.25 2021-04-16,39.34999847412109 2021-04-19,38.400001525878906 2021-04-20,37.91999816894531 2021-04-21,40.84999847412109 2021-04-22,40.72999954223633 2021-04-23,41.709999084472656 2021-04-26,41.81999969482422 2021-04-27,42.810001373291016 2021-04-28,41.43000030517578 2021-04-29,41.5 2021-04-30,41.02000045776367 2021-05-03,39.65999984741211 2021-05-04,39.970001220703125 2021-05-05,39.09999847412109 2021-05-06,38.150001525878906 2021-05-07,39.38999938964844 2021-05-10,39.27000045776367 2021-05-11,39.47999954223633 2021-05-12,39.060001373291016 2021-05-13,38.5099983215332 2021-05-14,38.90999984741211 2021-05-17,38.40999984741211 2021-05-18,40.15999984741211 2021-05-19,39.68999862670898 2021-05-20,41.52000045776367 2021-05-21,42.150001525878906 2021-05-24,41.540000915527344 2021-05-25,40.900001525878906 2021-05-26,42.459999084472656 2021-05-27,43.150001525878906 2021-05-28,42.41999816894531 2021-06-01,42.59999847412109 2021-06-02,42.58000183105469 2021-06-03,41.58000183105469 2021-06-04,41.70000076293945 2021-06-07,41.7400016784668 2021-06-08,41.68000030517578 2021-06-09,42.25 2021-06-10,41.5099983215332 2021-06-11,42.34999847412109 2021-06-14,42.630001068115234 2021-06-15,41.66999816894531 2021-06-16,41.810001373291016 2021-06-17,40.18999862670898 2021-06-18,40.02999877929688 2021-06-21,40.959999084472656 2021-06-22,40.75 2021-06-23,41.84000015258789 2021-06-24,42.869998931884766 2021-06-25,43.81999969482422 2021-06-28,46.0 2021-06-29,44.630001068115234 2021-06-30,45.20000076293945 2021-07-01,44.95000076293945 2021-07-02,44.15999984741211 2021-07-06,42.869998931884766 2021-07-07,42.79999923706055 2021-07-08,41.459999084472656 2021-07-09,42.77000045776367 2021-07-12,43.43999862670898 2021-07-13,42.58000183105469 2021-07-14,41.88999938964844 2021-07-15,41.290000915527344 2021-07-16,40.290000915527344 2021-07-19,39.869998931884766 2021-07-20,40.38999938964844 2021-07-21,41.29999923706055 2021-07-22,40.869998931884766 2021-07-23,40.9900016784668 2021-07-26,42.15999984741211 2021-07-27,41.34000015258789 2021-07-28,41.650001525878906 2021-07-29,41.68999862670898 2021-07-30,40.93000030517578 2021-08-02,40.84000015258789 2021-08-03,38.470001220703125 2021-08-04,38.790000915527344 2021-08-05,41.54999923706055 2021-08-06,41.5 2021-08-09,40.290000915527344 2021-08-10,40.75 2021-08-11,40.81999969482422 2021-08-12,39.959999084472656 2021-08-13,39.15999984741211 2021-08-16,38.52000045776367 2021-08-17,39.02999877929688 2021-08-18,40.470001220703125 2021-08-19,39.63999938964844 2021-08-20,39.709999084472656 2021-08-23,40.33000183105469 2021-08-24,40.70000076293945 2021-08-25,40.970001220703125 2021-08-26,39.959999084472656 2021-08-27,40.88999938964844 2021-08-30,40.22999954223633 2021-08-31,41.45000076293945 2021-09-01,41.40999984741211 2021-09-02,41.540000915527344 2021-09-03,41.27999877929688 2021-09-07,41.619998931884766 2021-09-08,40.90999984741211 2021-09-09,40.34000015258789 2021-09-10,39.650001525878906 2021-09-13,40.369998931884766 2021-09-14,38.91999816894531 2021-09-15,40.369998931884766 2021-09-16,40.43000030517578 2021-09-17,39.9900016784668 2021-09-20,38.86000061035156 2021-09-21,38.65999984741211 2021-09-22,39.20000076293945 2021-09-23,40.060001373291016 2021-09-24,39.9900016784668 2021-09-27,40.43999862670898 2021-09-28,40.22999954223633 2021-09-29,40.119998931884766 2021-09-30,39.5099983215332 2021-10-01,39.900001525878906 2021-10-04,39.11000061035156 2021-10-05,39.56999969482422 2021-10-06,39.16999816894531 2021-10-07,39.84000015258789 2021-10-08,39.810001373291016 2021-10-11,39.369998931884766 2021-10-12,39.150001525878906 2021-10-13,39.369998931884766 2021-10-14,39.470001220703125 2021-10-15,38.91999816894531 2021-10-18,38.52999877929688 2021-10-19,39.06999969482422 2021-10-20,38.869998931884766 2021-10-21,37.77999877929688 2021-10-22,37.5099983215332 2021-10-25,37.61000061035156 2021-10-26,37.08000183105469 2021-10-27,35.83000183105469 2021-10-28,37.02000045776367 2021-10-29,36.220001220703125 2021-11-01,37.25 2021-11-02,37.369998931884766 2021-11-03,37.54999923706055 2021-11-04,35.900001525878906 2021-11-05,36.34000015258789 2021-11-08,35.84000015258789 2021-11-09,35.5 2021-11-10,35.38999938964844 2021-11-11,35.599998474121094 2021-11-12,35.20000076293945 2021-11-15,35.779998779296875 2021-11-16,35.150001525878906 2021-11-17,35.08000183105469 2021-11-18,34.22999954223633 2021-11-19,33.65999984741211 2021-11-22,33.540000915527344 2021-11-23,32.95000076293945 2021-11-24,33.2400016784668 2021-11-26,32.61000061035156 2021-11-29,32.279998779296875 2021-11-30,30.950000762939453 2021-12-01,29.700000762939453 2021-12-02,29.559999465942383 2021-12-03,31.06999969482422 2021-12-06,31.1200008392334 2021-12-07,31.3799991607666 2021-12-08,31.84000015258789 2021-12-09,31.06999969482422 2021-12-10,31.21999931335449 2021-12-13,30.32999992370605 2021-12-14,29.600000381469727 2021-12-15,29.559999465942383 2021-12-16,29.739999771118164 2021-12-17,29.520000457763672 2021-12-20,28.68000030517578 2021-12-21,29.350000381469727 ", 3202,US,technical,"What was Targa Resources's Expected Shortfall (Historical Simulation) during the period February 19, 2020 to March 31, 2020? (1-day ES; default confidence 95%) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.4365,easy,risk,ES_c = -E[r | r \le Q_{1-c}(r)],"date,close 2020-02-18,36.86000061035156 2020-02-19,36.95000076293945 2020-02-20,39.45000076293945 2020-02-21,39.13999938964844 2020-02-24,37.7599983215332 2020-02-25,35.66999816894531 2020-02-26,34.7400016784668 2020-02-27,32.27000045776367 2020-02-28,32.400001525878906 2020-03-02,33.90999984741211 2020-03-03,33.06999969482422 2020-03-04,33.959999084472656 2020-03-05,32.5 2020-03-06,27.86000061035156 2020-03-09,13.119999885559082 2020-03-10,14.149999618530272 2020-03-11,14.449999809265137 2020-03-12,11.119999885559082 2020-03-13,12.479999542236328 2020-03-16,9.829999923706056 2020-03-17,7.210000038146973 2020-03-18,4.730000019073486 2020-03-19,6.389999866485596 2020-03-20,7.300000190734863 2020-03-23,7.099999904632568 2020-03-24,8.020000457763672 2020-03-25,8.180000305175781 2020-03-26,7.650000095367432 2020-03-27,6.989999771118164 2020-03-30,6.480000019073486 2020-03-31,6.909999847412109 ", 3203,US,technical,"For Expected Shortfall (Historical Simulation), what is T-Mobile US's value from March 17, 2023 to January 26, 2024? (1-day ES; default confidence 95%) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.0277,easy,risk,ES_c = -E[r | r \le Q_{1-c}(r)],"date,close 2023-03-16,141.50999450683594 2023-03-17,142.4499969482422 2023-03-20,145.61000061035156 2023-03-21,144.6699981689453 2023-03-22,143.4600067138672 2023-03-23,142.3000030517578 2023-03-24,142.5399932861328 2023-03-27,143.89999389648438 2023-03-28,142.7899932861328 2023-03-29,143.80999755859375 2023-03-30,144.57000732421875 2023-03-31,144.83999633789062 2023-04-03,146.75999450683594 2023-04-04,146.30999755859375 2023-04-05,149.1199951171875 2023-04-06,149.61000061035156 2023-04-10,149.99000549316406 2023-04-11,149.9499969482422 2023-04-12,149.50999450683594 2023-04-13,150.3699951171875 2023-04-14,149.58999633789062 2023-04-17,150.49000549316406 2023-04-18,150.32000732421875 2023-04-19,148.77999877929688 2023-04-20,145.94000244140625 2023-04-21,146.22000122070312 2023-04-24,145.86000061035156 2023-04-25,148.0 2023-04-26,148.27999877929688 2023-04-27,149.94000244140625 2023-04-28,143.89999389648438 2023-05-01,143.2100067138672 2023-05-02,140.36000061035156 2023-05-03,139.91000366210938 2023-05-04,141.25999450683594 2023-05-05,143.55999755859375 2023-05-08,144.17999267578125 2023-05-09,142.02999877929688 2023-05-10,142.02999877929688 2023-05-11,142.6999969482422 2023-05-12,144.1199951171875 2023-05-15,144.6199951171875 2023-05-16,143.6999969482422 2023-05-17,141.5800018310547 2023-05-18,138.17999267578125 2023-05-19,139.02999877929688 2023-05-22,141.60000610351562 2023-05-23,141.3699951171875 2023-05-24,140.0 2023-05-25,135.75999450683594 2023-05-26,135.14999389648438 2023-05-30,135.1199951171875 2023-05-31,137.25 2023-06-01,138.91000366210938 2023-06-02,131.19000244140625 2023-06-05,132.22000122070312 2023-06-06,128.5399932861328 2023-06-07,126.5500030517578 2023-06-08,130.32000732421875 2023-06-09,131.36000061035156 2023-06-12,130.77999877929688 2023-06-13,129.8800048828125 2023-06-14,128.0500030517578 2023-06-15,132.75999450683594 2023-06-16,130.92999267578125 2023-06-20,131.22999572753906 2023-06-21,132.67999267578125 2023-06-22,134.33999633789062 2023-06-23,132.8000030517578 2023-06-26,134.85000610351562 2023-06-27,136.1699981689453 2023-06-28,136.27000427246094 2023-06-29,136.83999633789062 2023-06-30,138.89999389648438 2023-07-03,139.3300018310547 2023-07-05,139.55999755859375 2023-07-06,139.16000366210938 2023-07-07,138.97000122070312 2023-07-10,138.33999633789062 2023-07-11,140.02000427246094 2023-07-12,140.88999938964844 2023-07-13,140.69000244140625 2023-07-14,139.67999267578125 2023-07-17,138.0 2023-07-18,138.4499969482422 2023-07-19,137.5800018310547 2023-07-20,140.10000610351562 2023-07-21,140.89999389648438 2023-07-24,141.3699951171875 2023-07-25,142.47000122070312 2023-07-26,141.08999633789062 2023-07-27,139.8800048828125 2023-07-28,140.8699951171875 2023-07-31,137.77000427246094 2023-08-01,137.25999450683594 2023-08-02,135.77999877929688 2023-08-03,135.3699951171875 2023-08-04,134.60000610351562 2023-08-07,136.64999389648438 2023-08-08,136.25999450683594 2023-08-09,137.7100067138672 2023-08-10,137.72999572753906 2023-08-11,138.33999633789062 2023-08-14,139.5 2023-08-15,138.5800018310547 2023-08-16,138.25 2023-08-17,136.3699951171875 2023-08-18,136.13999938964844 2023-08-21,135.5500030517578 2023-08-22,135.16000366210938 2023-08-23,136.3300018310547 2023-08-24,133.32000732421875 2023-08-25,133.35000610351562 2023-08-28,135.17999267578125 2023-08-29,136.74000549316406 2023-08-30,137.38999938964844 2023-08-31,136.25 2023-09-01,137.3300018310547 2023-09-05,136.88999938964844 2023-09-06,134.1300048828125 2023-09-07,137.27999877929688 2023-09-08,137.6300048828125 2023-09-11,140.25999450683594 2023-09-12,140.11000061035156 2023-09-13,141.5 2023-09-14,143.1199951171875 2023-09-15,141.92999267578125 2023-09-18,140.80999755859375 2023-09-19,142.47000122070312 2023-09-20,142.07000732421875 2023-09-21,139.99000549316406 2023-09-22,139.35000610351562 2023-09-25,140.00999450683594 2023-09-26,140.4600067138672 2023-09-27,139.6999969482422 2023-09-28,139.6999969482422 2023-09-29,140.0500030517578 2023-10-02,139.25999450683594 2023-10-03,136.42999267578125 2023-10-04,138.05999755859375 2023-10-05,137.42999267578125 2023-10-06,139.02999877929688 2023-10-09,140.13999938964844 2023-10-10,142.41000366210938 2023-10-11,143.1199951171875 2023-10-12,141.13999938964844 2023-10-13,141.6699981689453 2023-10-16,143.24000549316406 2023-10-17,142.77000427246094 2023-10-18,139.69000244140625 2023-10-19,137.83999633789062 2023-10-20,136.99000549316406 2023-10-23,137.74000549316406 2023-10-24,141.07000732421875 2023-10-25,140.99000549316406 2023-10-26,142.86000061035156 2023-10-27,140.0 2023-10-30,141.57000732421875 2023-10-31,143.86000061035156 2023-11-01,145.0500030517578 2023-11-02,146.5 2023-11-03,147.49000549316406 2023-11-06,147.33999633789062 2023-11-07,147.1300048828125 2023-11-08,146.63999938964844 2023-11-09,146.88999938964844 2023-11-10,147.61000061035156 2023-11-13,147.2100067138672 2023-11-14,147.00999450683594 2023-11-15,147.1999969482422 2023-11-16,147.49000549316406 2023-11-17,147.7100067138672 2023-11-20,148.5 2023-11-21,148.61000061035156 2023-11-22,148.91000366210938 2023-11-24,148.97999572753906 2023-11-27,148.8000030517578 2023-11-28,148.3800048828125 2023-11-29,149.5500030517578 2023-11-30,150.4499969482422 2023-12-01,152.25 2023-12-04,152.8000030517578 2023-12-05,154.0 2023-12-06,155.5 2023-12-07,156.36000061035156 2023-12-08,156.39999389648438 2023-12-11,158.85000610351562 2023-12-12,160.44000244140625 2023-12-13,159.5500030517578 2023-12-14,156.8699951171875 2023-12-15,156.14999389648438 2023-12-18,156.25999450683594 2023-12-19,155.8699951171875 2023-12-20,154.5399932861328 2023-12-21,154.92999267578125 2023-12-22,155.7100067138672 2023-12-26,156.8300018310547 2023-12-27,157.94000244140625 2023-12-28,158.9499969482422 2023-12-29,160.3300018310547 2024-01-02,161.91000366210938 2024-01-03,162.0800018310547 2024-01-04,162.3000030517578 2024-01-05,163.3699951171875 2024-01-08,163.41000366210938 2024-01-09,163.1999969482422 2024-01-10,163.2899932861328 2024-01-11,162.1699981689453 2024-01-12,162.5399932861328 2024-01-16,163.0800018310547 2024-01-17,164.27000427246094 2024-01-18,164.88999938964844 2024-01-19,165.16000366210938 2024-01-22,164.3800048828125 2024-01-23,163.74000549316406 2024-01-24,162.0 2024-01-25,162.55999755859375 2024-01-26,162.16000366210938 ", 3204,US,technical,"Calculate Intercontinental Exchange's Expected Shortfall (Historical Simulation) from November 20, 2023 to June 09, 2024. (1-day ES; default confidence 95%) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.0172,easy,risk,ES_c = -E[r | r \le Q_{1-c}(r)],"date,close 2023-11-17,111.4000015258789 2023-11-20,112.1500015258789 2023-11-21,113.4499969482422 2023-11-22,114.31999969482422 2023-11-24,114.38999938964844 2023-11-27,113.13999938964844 2023-11-28,112.77999877929688 2023-11-29,112.69000244140624 2023-11-30,113.83999633789062 2023-12-01,114.23999786376952 2023-12-04,115.02999877929688 2023-12-05,114.08000183105467 2023-12-06,113.08000183105467 2023-12-07,112.52999877929688 2023-12-08,113.33999633789062 2023-12-11,116.13999938964844 2023-12-12,117.93000030517578 2023-12-13,121.54000091552734 2023-12-14,123.33000183105467 2023-12-15,123.0999984741211 2023-12-18,123.55999755859376 2023-12-19,123.7699966430664 2023-12-20,122.36000061035156 2023-12-21,124.2300033569336 2023-12-22,125.72000122070312 2023-12-26,126.6500015258789 2023-12-27,127.79000091552734 2023-12-28,128.60000610351562 2023-12-29,128.42999267578125 2024-01-02,126.4499969482422 2024-01-03,124.80999755859376 2024-01-04,125.62000274658205 2024-01-05,125.79000091552734 2024-01-08,128.41000366210938 2024-01-09,127.04000091552734 2024-01-10,127.6500015258789 2024-01-11,126.7699966430664 2024-01-12,126.95999908447266 2024-01-16,126.02999877929688 2024-01-17,125.83000183105467 2024-01-18,126.62999725341795 2024-01-19,126.4499969482422 2024-01-22,127.3000030517578 2024-01-23,127.13999938964844 2024-01-24,127.04000091552734 2024-01-25,127.29000091552734 2024-01-26,127.26000213623048 2024-01-29,128.17999267578125 2024-01-30,129.02000427246094 2024-01-31,127.33000183105467 2024-02-01,129.72999572753906 2024-02-02,128.6999969482422 2024-02-05,126.75 2024-02-06,126.33000183105467 2024-02-07,128.0800018310547 2024-02-08,134.1199951171875 2024-02-09,135.49000549316406 2024-02-12,135.4600067138672 2024-02-13,134.41000366210938 2024-02-14,136.66000366210938 2024-02-15,136.88999938964844 2024-02-16,137.1199951171875 2024-02-20,136.42999267578125 2024-02-21,136.69000244140625 2024-02-22,139.2899932861328 2024-02-23,138.3800048828125 2024-02-26,137.91000366210938 2024-02-27,138.6300048828125 2024-02-28,138.83999633789062 2024-02-29,138.4199981689453 2024-03-01,138.57000732421875 2024-03-04,138.07000732421875 2024-03-05,139.4199981689453 2024-03-06,139.42999267578125 2024-03-07,138.85000610351562 2024-03-08,138.66000366210938 2024-03-11,136.97000122070312 2024-03-12,136.99000549316406 2024-03-13,137.47000122070312 2024-03-14,135.4499969482422 2024-03-15,134.63999938964844 2024-03-18,134.39999389648438 2024-03-19,135.5 2024-03-20,136.10000610351562 2024-03-21,138.10000610351562 2024-03-22,136.22999572753906 2024-03-25,135.80999755859375 2024-03-26,137.1199951171875 2024-03-27,136.97999572753906 2024-03-28,137.42999267578125 2024-04-01,137.02999877929688 2024-04-02,137.5 2024-04-03,137.38999938964844 2024-04-04,136.6999969482422 2024-04-05,137.8699951171875 2024-04-08,136.8800048828125 2024-04-09,135.05999755859375 2024-04-10,132.94000244140625 2024-04-11,133.47999572753906 2024-04-12,133.5500030517578 2024-04-15,130.5399932861328 2024-04-16,129.89999389648438 2024-04-17,130.74000549316406 2024-04-18,130.97999572753906 2024-04-19,131.2100067138672 2024-04-22,131.64999389648438 2024-04-23,132.3300018310547 2024-04-24,132.57000732421875 2024-04-25,131.82000732421875 2024-04-26,131.6999969482422 2024-04-29,130.77999877929688 2024-04-30,128.75999450683594 2024-05-01,128.67999267578125 2024-05-02,126.54000091552734 2024-05-03,130.5 2024-05-06,131.27999877929688 2024-05-07,133.72000122070312 2024-05-08,133.38999938964844 2024-05-09,134.9499969482422 2024-05-10,133.99000549316406 2024-05-13,133.74000549316406 2024-05-14,134.38999938964844 2024-05-15,137.8699951171875 2024-05-16,137.11000061035156 2024-05-17,138.39999389648438 2024-05-20,136.9499969482422 2024-05-21,137.27000427246094 2024-05-22,136.88999938964844 2024-05-23,135.39999389648438 2024-05-24,136.33999633789062 2024-05-28,133.67999267578125 2024-05-29,131.9499969482422 2024-05-30,133.24000549316406 2024-05-31,133.89999389648438 2024-06-03,133.64999389648438 2024-06-04,134.75999450683594 2024-06-05,135.33999633789062 2024-06-06,134.86000061035156 2024-06-07,133.7899932861328 ", 3205,US,technical,"What is the percentage of days with long alignment for the 10, 20, 30-day Simple Moving Average lines for Mondelez International from January 08, 2020 to October 29, 2020? (Unit: %) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",41.7476,hard,moving average,SMA_n = 1 / n * \sum_{i=0}^{n-1} P_{t-i},"date,close,low,open 2019-11-25,52.040000915527344,51.70000076293945,51.84999847412109 2019-11-26,52.619998931884766,51.95000076293945,52.09999847412109 2019-11-27,52.72999954223633,52.43999862670898,52.72999954223633 2019-11-29,52.540000915527344,52.22999954223633,53.09999847412109 2019-12-02,52.84000015258789,52.119998931884766,52.400001525878906 2019-12-03,53.130001068115234,52.47999954223633,53.02999877929688 2019-12-04,53.34000015258789,52.77000045776367,52.880001068115234 2019-12-05,53.810001373291016,53.209999084472656,53.400001525878906 2019-12-06,53.84000015258789,53.70000076293945,53.900001525878906 2019-12-09,54.16999816894531,53.84999847412109,53.84999847412109 2019-12-10,54.060001373291016,54.02000045776367,54.31999969482422 2019-12-11,53.93000030517578,53.79999923706055,54.220001220703125 2019-12-12,52.97999954223633,52.7400016784668,53.83000183105469 2019-12-13,53.2400016784668,52.56999969482422,52.86000061035156 2019-12-16,53.709999084472656,53.34999847412109,53.47999954223633 2019-12-17,54.09000015258789,53.540000915527344,53.65999984741211 2019-12-18,54.52999877929688,54.400001525878906,54.400001525878906 2019-12-19,55.150001525878906,54.560001373291016,54.77000045776367 2019-12-20,55.400001525878906,55.0,55.11000061035156 2019-12-23,54.72999954223633,54.63999938964844,55.470001220703125 2019-12-24,54.9900016784668,54.7400016784668,54.93999862670898 2019-12-26,54.84999847412109,54.720001220703125,54.970001220703125 2019-12-27,55.27999877929688,54.79999923706055,54.93000030517578 2019-12-30,55.0,54.56999969482422,54.91999816894531 2019-12-31,55.08000183105469,54.7599983215332,55.04999923706055 2020-01-02,54.33000183105469,54.11000061035156,55.060001373291016 2020-01-03,54.2400016784668,53.959999084472656,54.0 2020-01-06,54.150001525878906,53.84999847412109,54.38999938964844 2020-01-07,53.91999816894531,53.56999969482422,54.04999923706055 2020-01-08,54.04999923706055,53.90999984741211,54.02999877929688 2020-01-09,54.18999862670898,53.93000030517578,54.09000015258789 2020-01-10,54.25,54.13999938964844,54.470001220703125 2020-01-13,54.59000015258789,54.31999969482422,54.36000061035156 2020-01-14,54.18999862670898,54.040000915527344,54.630001068115234 2020-01-15,54.7400016784668,54.310001373291016,54.52999877929688 2020-01-16,55.18999862670898,54.790000915527344,54.83000183105469 2020-01-17,55.15999984741211,55.02000045776367,55.13999938964844 2020-01-21,55.540000915527344,54.84000015258789,54.959999084472656 2020-01-22,55.470001220703125,55.43999862670898,55.7400016784668 2020-01-23,55.43999862670898,55.09999847412109,55.34999847412109 2020-01-24,55.09000015258789,54.86000061035156,55.52999877929688 2020-01-27,54.68999862670898,54.59000015258789,54.869998931884766 2020-01-28,54.84999847412109,54.560001373291016,54.560001373291016 2020-01-29,54.560001373291016,54.5,54.880001068115234 2020-01-30,58.79999923706055,55.86000061035156,56.02000045776367 2020-01-31,57.380001068115234,57.15999984741211,58.470001220703125 2020-02-03,57.54999923706055,57.130001068115234,57.790000915527344 2020-02-04,57.43000030517578,57.31999969482422,57.90999984741211 2020-02-05,57.91999816894531,57.52000045776367,57.7599983215332 2020-02-06,58.41999816894531,57.5,57.52999877929688 2020-02-07,58.65999984741211,58.369998931884766,58.47999954223633 2020-02-10,58.970001220703125,58.400001525878906,58.470001220703125 2020-02-11,58.869998931884766,58.720001220703125,59.02000045776367 2020-02-12,58.95000076293945,58.310001373291016,59.08000183105469 2020-02-13,59.02999877929688,58.54999923706055,58.93000030517578 2020-02-14,59.68000030517578,58.84999847412109,59.16999816894531 2020-02-18,59.65999984741211,58.93999862670898,58.959999084472656 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2020-02-05,56.37099952697754,55.553999710083005,55.25499992370605 2020-02-06,56.66899948120117,55.77249965667725,55.37799987792969 2020-02-07,57.02599945068359,55.9959997177124,55.50033315022787 2020-02-10,57.45399971008301,56.23199977874756,55.63766657511393 2020-02-11,57.85599975585937,56.445999717712404,55.757333246866864 2020-02-12,58.29499969482422,56.68399982452392,55.888999938964844 2020-02-13,58.31799964904785,56.89849967956543,56.02066650390625 2020-02-14,58.54799957275391,57.12299976348877,56.19899978637695 2020-02-18,58.75899963378906,57.34799976348877,56.37966639200847 2020-02-19,58.94599952697754,57.53599967956543,56.55133298238118 2020-02-20,59.057999801635745,57.71449966430664,56.72199974060059 2020-02-21,59.09099998474121,57.87999973297119,56.878666432698566 2020-02-24,58.99900016784668,58.01249980926514,56.99699986775716 2020-02-25,58.80400009155274,58.128999900817874,57.08933321634928 2020-02-26,58.603000259399415,58.2295000076294,57.164999898274736 2020-02-27,58.15400009155273,58.22449989318848,57.17399991353353 2020-02-28,57.5310001373291,57.924499893188475,57.10933316548665 2020-03-02,57.12299995422363,57.83549976348877,57.122999827067055 2020-03-03,56.636000061035155,57.69749984741211,57.110666529337564 2020-03-04,56.50699996948242,57.72649974822998,57.192999776204424 2020-03-05,56.28899993896484,57.67349987030029,57.239333089192705 2020-03-06,55.97999992370605,57.53549995422363,57.246666463216144 2020-03-09,55.599999618530276,57.299499893188475,57.208333079020186 2020-03-10,55.38899955749512,57.096499824523924,57.21566645304362 2020-03-11,54.93699951171875,56.76999988555908,57.13199984232585 2020-03-12,54.2419994354248,56.19799976348877,56.896999740600585 2020-03-13,54.05399932861328,55.792499732971194,56.63433303833008 2020-03-16,53.00399932861328,55.06349964141846,56.224999618530276 2020-03-17,52.40699920654297,54.52149963378906,55.933999633789064 2020-03-18,51.260999298095705,53.88399963378906,55.571332931518555 2020-03-19,50.12199935913086,53.20549964904785,55.15633303324382 2020-03-20,48.88799934387207,52.433999633789064,54.65299975077311 2020-03-23,47.68699951171875,51.643499565124515,54.095333099365234 2020-03-24,46.86199951171875,51.12549953460693,53.68499972025553 2020-03-25,46.23899955749512,50.587999534606936,53.259666442871094 2020-03-26,46.37799987792969,50.30999965667725,52.92466646830241 2020-03-27,46.075,50.06449966430664,52.55333315531413 2020-03-30,46.67800025939941,49.84099979400635,52.268333180745444 2020-03-31,46.80400047302246,49.605499839782716,51.94899991353353 2020-04-01,47.01700057983398,49.138999938964844,51.59499994913737 2020-04-02,47.5080005645752,48.814999961853026,51.30633328755697 2020-04-03,48.25500068664551,48.57150001525879,51.04099998474121 2020-04-06,49.26500053405762,48.476000022888186,50.85066655476888 2020-04-07,49.779000473022464,48.32049999237061,50.676666514078775 2020-04-08,50.34700050354004,48.293000030517575,50.5076665242513 2020-04-09,50.691000366210936,48.53450012207031,50.43699989318848 2020-04-13,51.10400047302246,48.58950023651123,50.41099993387858 2020-04-14,51.442000198364255,49.06000022888183,50.37466659545898 2020-04-15,51.804999923706056,49.30450019836426,50.33866653442383 2020-04-16,52.27999992370606,49.64850025177002,50.185999933878584 2020-04-17,52.589999771118165,50.04900016784668,50.073333231608075 2020-04-20,52.85999984741211,50.55750026702881,50.000999959309894 2020-04-21,52.76500015258789,51.015000343322754,49.905666732788085 2020-04-22,52.80700035095215,51.29300041198731,49.816000111897786 2020-04-23,52.76100044250488,51.55400047302246,49.78233350118001 2020-04-24,52.66800041198731,51.67950038909912,49.91233355204265 2020-04-27,52.61400032043457,51.85900039672852,49.931000264485675 2020-04-28,52.28000030517578,51.86100025177002,50.13333358764648 2020-04-29,52.01400032043457,51.90950012207031,50.20766690572103 2020-04-30,51.81500015258789,52.04750003814697,50.370666885375975 2020-05-01,51.537000274658205,52.063500022888185,50.54500020345052 2020-05-04,51.194000244140625,52.02700004577637,50.76966692606608 2020-05-05,51.11800003051758,51.94150009155273,51.049333572387695 2020-05-06,50.90999984741211,51.85850009918213,51.1653335571289 2020-05-07,50.79299964904785,51.77700004577637,51.30033353169759 2020-05-08,50.741999816894534,51.70500011444092,51.36700019836426 2020-05-11,50.672999954223634,51.6435001373291,51.463666915893555 2020-05-12,50.596000289916994,51.43800029754639,51.43933359781901 2020-05-13,50.44700050354004,51.23050041198731,51.42200024922689 2020-05-14,50.25500068664551,51.0350004196167,51.45000025431315 2020-05-15,50.181000518798825,50.85900039672852,51.436000188191734 2020-05-18,50.27200050354004,50.73300037384033,51.442000198364255 2020-05-19,50.22900047302246,50.67350025177002,51.370666885375975 2020-05-20,50.19000053405762,50.55000019073486,51.30233357747396 2020-05-21,50.1020004272461,50.44750003814697,51.21866683959961 2020-05-22,49.98200035095215,50.36200008392334,51.13066685994466 2020-05-26,49.8620002746582,50.26750011444092,51.04966684977214 2020-05-27,49.85699996948242,50.22650012969971,50.91100018819173 2020-05-28,50.04199981689453,50.244500160217285,50.83433354695638 2020-05-29,50.30199966430664,50.278500175476076,50.790666834513345 2020-06-01,50.530999755859376,50.356000137329104,50.74966684977213 2020-06-02,50.655999755859376,50.464000129699706,50.70733350118001 2020-06-03,50.87599983215332,50.55250015258789,50.74100011189778 2020-06-04,51.02999992370606,50.61000022888184,50.710000101725264 2020-06-05,51.35499992370605,50.72850017547607,50.75 2020-06-08,51.74599990844727,50.864000129699704,50.82333335876465 2020-06-09,52.081999969482425,50.97200012207031,50.87233339945475 2020-06-10,52.35800018310547,51.107500076293945,50.93700014750163 2020-06-11,52.27000007629395,51.155999946594235,50.9196667989095 2020-06-12,52.1310001373291,51.21649990081787,50.896000162760416 2020-06-15,52.02800025939941,51.279500007629395,50.91333351135254 2020-06-16,52.06400032043457,51.36000003814697,50.99733352661133 2020-06-17,52.126000213623044,51.501000022888185,51.07700017293294 2020-06-18,52.3060001373291,51.668000030517575,51.17533353169759 2020-06-19,52.309000396728514,51.832000160217284,51.25533358256022 2020-06-22,52.18300018310547,51.96450004577637,51.303666814168295 2020-06-23,52.079999923706055,52.08099994659424,51.34133338928223 2020-06-24,51.832999801635744,52.095499992370605,51.34933331807454 2020-06-25,51.863000106811526,52.06650009155273,51.391666666666666 2020-06-26,51.79800033569336,51.96450023651123,51.4103333791097 2020-06-29,51.73400039672852,51.88100032806396,51.4310001373291 2020-06-30,51.58900032043457,51.82650032043457,51.43633346557617 2020-07-01,51.42600059509277,51.77600040435791,51.476000213623045 2020-07-02,51.266000747680664,51.786000442504886,51.53400026957194 2020-07-06,51.17200050354004,51.74050045013428,51.6120002746582 2020-07-07,51.08700065612793,51.6350004196167,51.67200024922689 2020-07-08,51.01900100708008,51.549500465393066,51.72700030008952 2020-07-09,50.981000900268555,51.407000350952146,51.72400029500326 2020-07-10,51.04200057983398,51.452500343322754,51.72500025431315 2020-07-13,51.19900054931641,51.498500442504884,51.709333674112955 2020-07-14,51.42600021362305,51.58000030517578,51.72933362325033 2020-07-15,51.570000076293944,51.57950019836426,51.741000239054365 2020-07-16,51.765999984741214,51.596000289916994,51.772666931152344 2020-07-17,52.023999786376955,51.645000267028806,51.865333557128906 2020-07-20,52.20399971008301,51.68800010681152,51.89500020345052 2020-07-21,52.457999801635744,51.77250022888184,51.90933354695638 2020-07-22,52.78899955749512,51.9040002822876,51.962666829427086 2020-07-23,53.25099983215332,52.11600036621094,52.021666844685875 2020-07-24,53.5939998626709,52.31800022125244,52.166333516438804 2020-07-27,53.986999893188475,52.59300022125244,52.32800025939942 2020-07-28,54.272999954223636,52.84950008392334,52.4776668548584 2020-07-29,54.695000076293944,53.132500076293944,52.61800015767415 2020-07-30,54.96800003051758,53.36700000762939,52.72000020345052 2020-07-31,55.11000022888184,53.567000007629396,52.800000254313154 2020-08-03,55.31700057983399,53.7605001449585,52.897666931152344 2020-08-04,55.47100067138672,53.96450023651123,53.005333709716794 2020-08-05,55.53100090026855,54.160000228881835,53.11300048828125 2020-08-06,55.59200096130371,54.42150039672852,53.274667231241864 2020-08-07,55.665000915527344,54.62950038909912,53.43366711934407 2020-08-10,55.65600090026855,54.82150039672852,53.614000447591145 2020-08-11,55.605001068115236,54.93900051116943,53.7680004119873 2020-08-12,55.52900085449219,55.112000465393066,53.93133366902669 2020-08-13,55.55300064086914,55.26050033569336,54.09566688537598 2020-08-14,55.61600036621094,55.363000297546385,54.250000127156575 2020-08-17,55.719000244140624,55.5180004119873,54.41333351135254 2020-08-18,55.888000106811525,55.67950038909912,54.60566685994466 2020-08-19,56.04899978637695,55.79000034332275,54.789666748046876 2020-08-20,56.22399978637695,55.90800037384033,55.02233352661133 2020-08-21,56.41100006103515,56.03800048828125,55.2233336130778 2020-08-24,56.65999984741211,56.15800037384033,55.43433354695638 2020-08-25,56.928999710083005,56.267000389099124,55.602333577473956 2020-08-26,57.16199989318848,56.34550037384033,55.79533360799154 2020-08-27,57.37400016784668,56.46350040435791,55.965000279744466 2020-08-28,57.593000411987305,56.60450038909912,56.10633366902669 2020-08-31,57.78300018310547,56.751000213623044,56.27300033569336 2020-09-01,57.876000213623044,56.88200016021729,56.41166699727376 2020-09-02,58.101000213623045,57.075,56.56033363342285 2020-09-03,58.160000228881835,57.192000007629396,56.6586669921875 2020-09-04,58.20100021362305,57.3060001373291,56.75900039672852 2020-09-08,58.042000198364256,57.351000022888186,56.78600031534831 2020-09-09,58.003000259399414,57.46599998474121,56.84566701253255 2020-09-10,57.87700004577637,57.519499969482425,56.85600026448568 2020-09-11,57.8189998626709,57.59650001525879,56.9153335571289 2020-09-14,57.78899955749512,57.69099998474121,56.99933344523112 2020-09-15,57.75599975585938,57.769499969482425,57.08600006103516 2020-09-16,57.73299980163574,57.80450000762939,57.16566670735677 2020-09-17,57.552999877929686,57.827000045776366,57.23433329264323 2020-09-18,57.42199974060058,57.79099998474121,57.26866658528646 2020-09-21,57.21899948120117,57.70999984741211,57.276999918619794 2020-09-22,57.16099967956543,57.60149993896484,57.28766657511393 2020-09-23,56.89299964904785,57.44799995422363,57.27499987284342 2020-09-24,56.7439998626709,57.31049995422363,57.26099993387858 2020-09-25,56.60499992370605,57.21199989318848,57.265999984741214 2020-09-28,56.50499992370605,57.146999740600585,57.29566663106282 2020-09-29,56.3439998626709,57.04999980926514,57.29433326721191 2020-09-30,56.29199981689453,57.01249980926514,57.30033327738444 2020-10-01,56.361999893188475,56.95749988555908,57.338666661580405 2020-10-02,56.395999908447266,56.908999824523924,57.3259999593099 2020-10-05,56.51900024414063,56.8689998626709,57.31299997965495 2020-10-06,56.547000122070315,56.85399990081787,57.25 2020-10-07,56.68400001525879,56.78849983215332,57.193333307902016 2020-10-08,56.772999954223636,56.75849990844726,57.13133328755696 2020-10-09,56.886999893188474,56.74599990844727,57.10366655985514 2020-10-12,57.05100021362305,56.778000068664554,57.11499989827474 2020-10-13,57.29300041198731,56.8185001373291,57.13100001017253 2020-10-14,57.407000350952146,56.84950008392334,57.14399998982747 2020-10-15,57.45000038146973,56.9060001373291,57.121666717529294 2020-10-16,57.561000442504884,56.97850017547607,57.12633336385091 2020-10-19,57.570000076293944,57.04450016021728,57.10266660054525 2020-10-20,57.65900001525879,57.10300006866455,57.12233327229818 2020-10-21,57.72200012207031,57.20300006866455,57.099666595458984 2020-10-22,57.75400009155273,57.26350002288818,57.09033330281576 2020-10-23,57.68500022888183,57.28600006103515,57.05900001525879 2020-10-26,57.34300003051758,57.197000122070314,56.96633338928223 2020-10-27,56.95399971008301,57.12350006103516,56.8636666615804 2020-10-28,56.40999984741211,56.90850009918213,56.70300000508626 2020-10-29,55.89499969482422,56.67250003814697,56.568999989827475 " 3206,US,technical,"From August 30, 2022 to June 22, 2023, what proportion of days had the 10, 20, 30-day Simple Moving Average lines of EQT Corporation in long alignment? (Unit: %) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",27.451,hard,moving average,SMA_n = 1 / n * \sum_{i=0}^{n-1} P_{t-i},"date,close,low,open 2022-07-20,41.209999084472656,38.58000183105469,38.86000061035156 2022-07-21,42.43999862670898,40.060001373291016,40.43000030517578 2022-07-22,42.22999954223633,42.15999984741211,43.31999969482422 2022-07-25,44.97999954223633,42.18999862670898,43.02000045776367 2022-07-26,45.56999969482422,45.0,46.22999954223633 2022-07-27,45.43999862670898,44.310001373291016,45.45000076293945 2022-07-28,42.75,42.060001373291016,44.77000045776367 2022-07-29,44.02999877929688,43.36000061035156,43.560001373291016 2022-08-01,42.310001373291016,41.36000061035156,43.040000915527344 2022-08-02,41.880001068115234,41.0099983215332,42.209999084472656 2022-08-03,42.790000915527344,40.650001525878906,42.040000915527344 2022-08-04,41.25,41.040000915527344,42.43999862670898 2022-08-05,42.27999877929688,40.18999862670898,40.34000015258789 2022-08-08,41.34000015258789,41.27999877929688,41.880001068115234 2022-08-09,42.90999984741211,42.130001068115234,42.45000076293945 2022-08-10,43.5099983215332,41.459999084472656,42.86000061035156 2022-08-11,45.79999923706055,43.709999084472656,44.84000015258789 2022-08-12,46.18999862670898,44.86000061035156,45.75 2022-08-15,45.25,42.63999938964844,44.0 2022-08-16,47.18999862670898,46.84000015258789,48.09000015258789 2022-08-17,47.11000061035156,45.58000183105469,47.45000076293945 2022-08-18,48.2400016784668,46.869998931884766,47.83000183105469 2022-08-19,47.70000076293945,47.27000045776367,47.52999877929688 2022-08-22,49.119998931884766,47.7599983215332,48.290000915527344 2022-08-23,47.84000015258789,47.13999938964844,50.040000915527344 2022-08-24,49.68999862670898,47.58000183105469,48.02999877929688 2022-08-25,49.47999954223633,48.09999847412109,49.91999816894531 2022-08-26,49.66999816894531,49.34000015258789,49.68999862670898 2022-08-29,50.0099983215332,48.869998931884766,48.95000076293945 2022-08-30,46.869998931884766,45.810001373291016,48.869998931884766 2022-08-31,47.79999923706055,45.38999938964844,45.54999923706055 2022-09-01,46.310001373291016,46.18000030517578,47.150001525878906 2022-09-02,47.27999877929688,45.81999969482422,46.95000076293945 2022-09-06,45.43000030517578,45.290000915527344,46.43999862670898 2022-09-07,46.0,44.34000015258789,44.5099983215332 2022-09-08,47.09999847412109,45.459999084472656,46.43000030517578 2022-09-09,48.34999847412109,47.060001373291016,47.77999877929688 2022-09-12,50.29999923706055,48.11000061035156,48.709999084472656 2022-09-13,47.90999984741211,47.75,49.470001220703125 2022-09-14,50.59999847412109,49.41999816894531,49.810001373291016 2022-09-15,48.09000015258789,48.04999923706055,48.970001220703125 2022-09-16,46.060001373291016,44.63999938964844,47.68000030517578 2022-09-19,47.34000015258789,44.61000061035156,44.970001220703125 2022-09-20,46.560001373291016,46.43000030517578,47.15999984741211 2022-09-21,45.38999938964844,45.369998931884766,47.75 2022-09-22,44.630001068115234,44.369998931884766,45.84000015258789 2022-09-23,41.2599983215332,39.720001220703125,42.560001373291016 2022-09-26,39.380001068115234,39.150001525878906,40.81999969482422 2022-09-27,39.290000915527344,39.02999877929688,40.0 2022-09-28,40.810001373291016,38.72999954223633,39.52000045776367 2022-09-29,39.52999877929688,38.150001525878906,40.18999862670898 2022-09-30,40.75,38.88999938964844,39.09999847412109 2022-10-03,41.75,40.75,40.79999923706055 2022-10-04,44.90999984741211,42.38999938964844,42.869998931884766 2022-10-05,45.34000015258789,43.22999954223633,45.150001525878906 2022-10-06,43.93999862670898,43.75,45.04999923706055 2022-10-07,43.16999816894531,43.06999969482422,43.880001068115234 2022-10-10,42.77000045776367,42.7400016784668,43.84999847412109 2022-10-11,43.54999923706055,41.77000045776367,41.77000045776367 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2022-09-08,47.59499931335449,47.50399951934814,45.83766632080078 2022-09-09,47.481999206542966,47.631499481201175,46.024332936604814 2022-09-12,47.544999313354495,47.83699951171875,46.23333295186361 2022-09-13,47.33499946594238,47.96999950408936,46.419999567667645 2022-09-14,47.70799942016601,48.14049949645996,46.71066614786784 2022-09-15,47.73699951171874,48.18949947357178,46.88733278910319 2022-09-16,47.711999511718744,48.080499458312985,47.04766616821289 2022-09-19,47.71799964904785,48.06249942779541,47.216332880655926 2022-09-20,47.83099975585937,47.93449954986572,47.39033292134603 2022-09-21,47.769999694824214,47.81199951171875,47.472999572753906 2022-09-22,47.52299995422363,47.558999633789064,47.51033299763997 2022-09-23,46.81399993896484,47.1479995727539,47.35899963378906 2022-09-26,45.72200012207031,46.633499717712404,47.13199971516927 2022-09-27,44.86000022888184,46.09749984741211,46.93333307902018 2022-09-28,43.88100051879883,45.79449996948242,46.72066650390625 2022-09-29,43.025000381469724,45.38099994659424,46.46799977620443 2022-09-30,42.49400024414062,45.10299987792969,46.218333053588864 2022-10-03,41.93500022888183,44.826499938964844,46.01999969482422 2022-10-04,41.77000007629395,44.80049991607666,45.87966639200847 2022-10-05,41.76500015258789,44.767499923706055,45.79633305867513 2022-10-06,41.69599990844726,44.60949993133545,45.60466639200846 2022-10-07,41.886999893188474,44.35049991607666,45.39433301289876 2022-10-10,42.22599983215332,43.973999977111816,45.16433308919271 2022-10-11,42.65199966430664,43.75599994659424,44.94899978637695 2022-10-12,42.92599945068359,43.40349998474121,44.83833312988281 2022-10-13,43.409999465942384,43.21749992370606,44.72399978637695 2022-10-14,43.44799957275391,42.97099990844727,44.55133310953776 2022-10-17,43.45399971008301,42.69449996948242,44.3689998626709 2022-10-18,43.143999862670896,42.456999969482425,44.24833323160807 2022-10-19,42.830999755859374,42.297999954223634,44.12199986775716 2022-10-20,42.511000061035155,42.10349998474121,43.909999974568684 2022-10-21,41.98200035095215,41.93450012207031,43.56100006103516 2022-10-24,41.53800048828125,41.88200016021729,43.16200014750163 2022-10-25,41.1430004119873,41.89750003814697,42.88500010172526 2022-10-26,40.68900032043457,41.80749988555908,42.498666763305664 2022-10-27,40.162000274658205,41.785999870300294,42.1990000406901 2022-10-28,39.917000198364256,41.68249988555908,41.95300000508626 2022-10-31,39.920000076293945,41.68699989318848,41.76966667175293 2022-11-01,39.81399993896484,41.47899990081787,41.5759999593099 2022-11-02,39.64000015258789,41.235499954223634,41.412000020345054 2022-11-03,39.50099983215332,41.00599994659424,41.23599993387858 2022-11-04,39.82099990844726,40.901500129699706,41.23000005086263 2022-11-07,40.405999755859376,40.97200012207031,41.39000002543131 2022-11-08,40.839999771118165,40.99150009155273,41.54499994913737 2022-11-09,41.022999954223636,40.8560001373291,41.545999908447264 2022-11-10,41.40300025939941,40.7825002670288,41.65833333333333 2022-11-11,41.797000122070315,40.85700016021728,41.72066663106283 2022-11-14,41.85,40.88500003814697,41.74133326212565 2022-11-15,42.15099983215332,40.98249988555908,41.702999877929685 2022-11-16,42.25299987792969,40.946500015258785,41.574666595458986 2022-11-17,42.486999893188475,40.99399986267089,41.49966659545898 2022-11-18,42.4819995880127,41.15149974822997,41.4283332824707 2022-11-21,42.19699974060059,41.30149974822997,41.38033332824707 2022-11-22,42.180999755859375,41.51049976348877,41.38799997965495 2022-11-23,42.452999877929685,41.73799991607666,41.38833338419597 2022-11-25,42.465999603271484,41.93449993133545,41.34366671244303 2022-11-28,42.35599975585937,42.076499938964844,41.35666669209798 2022-11-29,42.38499984741211,42.117499923706056,41.384999974568686 2022-11-30,42.25,42.20049991607666,41.40499992370606 2022-12-01,42.25299987792969,42.25299987792969,41.38199996948242 2022-12-02,42.077000045776366,42.28199996948242,41.35499992370605 2022-12-05,41.6810001373291,42.081499862670896,41.327999877929685 2022-12-06,41.238999938964845,41.71799983978271,41.280666478474934 2022-12-07,40.53400001525879,41.357499885559086,41.18499984741211 2022-12-08,39.746999740600586,41.09999980926514,41.07433319091797 2022-12-09,39.01099967956543,40.738499641418464,40.95999984741211 2022-12-12,38.54999961853027,40.45299968719483,40.90099983215332 2022-12-13,37.994999694824216,40.18999977111817,40.743333180745445 2022-12-14,37.53499984741211,39.89249992370606,40.64533322652181 2022-12-15,37.205999755859374,39.72949981689454,40.57066650390625 2022-12-16,36.93699989318848,39.50699996948243,40.50033327738444 2022-12-19,36.84099998474121,39.26100006103516,40.33466657002767 2022-12-20,36.763999938964844,39.00149993896485,40.06666653951009 2022-12-21,36.75499992370605,38.644499969482425,39.823333231608075 2022-12-22,36.68600006103516,38.21649990081787,39.62866655985514 2022-12-23,36.74000015258789,37.87549991607666,39.405666478474934 2022-12-27,36.68300018310547,37.61649990081787,39.196333185831705 2022-12-28,36.322000122070314,37.15849990844727,38.90066655476888 2022-12-29,35.927999877929686,36.7314998626709,38.57099990844726 2022-12-30,35.488000106811526,36.346999931335446,38.315666580200194 2023-01-03,34.94599990844726,35.941499900817874,37.98666661580403 2023-01-04,34.655999755859376,35.74849987030029,37.725999959309895 2023-01-05,34.25,35.50699996948242,37.417666625976565 2023-01-06,33.920000076293945,35.3375,37.06966667175293 2023-01-09,33.886999893188474,35.286499977111816,36.77333323160807 2023-01-10,33.670000076293945,35.20500011444092,36.47366663614909 2023-01-11,33.376000213623044,35.02950019836426,36.20300000508626 2023-01-12,33.52200012207031,34.922000122070315,35.94633331298828 2023-01-13,33.61600036621094,34.77200012207031,35.69300003051758 2023-01-17,33.75200004577637,34.62000007629395,35.48199996948242 2023-01-18,33.93500022888183,34.44050006866455,35.272666676839194 2023-01-19,34.00700035095215,34.33150005340576,35.168000030517575 2023-01-20,34.194000244140625,34.22200012207031,35.06933339436849 2023-01-23,34.38400039672852,34.15200023651123,35.019666798909505 2023-01-24,34.33800048828125,34.11250019073486,34.97033348083496 2023-01-25,34.25600051879883,33.96300029754639,34.88866691589355 2023-01-26,34.226000213623045,33.80100021362305,34.76166687011719 2023-01-27,34.02300033569336,33.77250022888184,34.62233352661133 2023-01-30,33.75700035095215,33.68650035858154,34.43366686503092 2023-01-31,33.505000305175784,33.62850017547608,34.24833348592122 2023-02-01,33.30300006866455,33.619000148773196,34.061333401997885 2023-02-02,33.094000053405765,33.55050020217895,33.91900005340576 2023-02-03,32.825,33.509500122070314,33.756333414713545 2023-02-06,32.29899978637695,33.34150009155273,33.53433341979981 2023-02-07,31.9439998626709,33.14100017547607,33.38966674804688 2023-02-08,31.602999687194824,32.929500102996826,33.1763334274292 2023-02-09,31.342999839782713,32.78450002670288,32.98166675567627 2023-02-10,31.216999816894532,32.62000007629395,32.920666758219404 2023-02-13,31.087999725341795,32.42250003814697,32.82033348083496 2023-02-14,30.92899990081787,32.21700010299683,32.72866675059001 2023-02-15,30.82800006866455,32.06550006866455,32.68866678873698 2023-02-16,30.827000045776366,31.960500049591065,32.642666816711426 2023-02-17,30.826000022888184,31.825500011444092,32.615000089009605 2023-02-21,30.87200012207031,31.585499954223632,32.518333435058594 2023-02-22,31.004000091552733,31.473999977111816,32.428666814168295 2023-02-23,31.272000312805176,31.4375,32.377000172932945 2023-02-24,31.69500026702881,31.51900005340576,32.421333440144856 2023-02-27,31.881000137329103,31.548999977111816,32.373666763305664 2023-02-28,32.113000106811526,31.60049991607666,32.31933339436849 2023-03-01,32.33500003814697,31.631999969482422,32.256333414713545 2023-03-02,32.609000015258786,31.71850004196167,32.246666717529294 2023-03-03,32.86099987030029,31.84399995803833,32.26066665649414 2023-03-06,33.030999946594235,31.92849998474121,32.227333323160806 2023-03-07,33.28199996948242,32.077000045776366,32.15099995930989 2023-03-08,33.3,32.15200004577637,32.08266665140788 2023-03-09,33.18499984741211,32.228500080108645,32.01999994913737 2023-03-10,32.75299987792969,32.22400007247925,31.93033332824707 2023-03-13,32.42800006866455,32.15450010299683,31.842000007629395 2023-03-14,32.17900009155274,32.14600009918213,31.793333307902017 2023-03-15,31.732000160217286,32.03350009918212,31.66533336639404 2023-03-16,31.408000183105468,32.00850009918212,31.615000089009598 2023-03-17,30.9100004196167,31.885500144958495,31.53266677856445 2023-03-20,30.631000328063966,31.831000137329102,31.496000099182126 2023-03-21,30.436000251770018,31.85900011062622,31.530000114440913 2023-03-22,30.171000289916993,31.735500144958497,31.491666793823242 2023-03-23,29.990000343322755,31.58750009536743,31.482333501180012 2023-03-24,30.00500030517578,31.379000091552733,31.48433348337809 2023-03-27,30.02100028991699,31.22450017929077,31.443333498636882 2023-03-28,30.042000198364256,31.1105001449585,31.444666798909505 2023-03-29,30.304000282287596,31.018000221252443,31.457000160217284 2023-03-30,30.421000289916993,30.91450023651123,31.47933349609375 2023-03-31,30.675000190734863,30.792500305175782,31.482000160217286 2023-04-03,30.839000129699706,30.735000228881837,31.500333468119305 2023-04-04,30.98700008392334,30.71150016784668,31.568333435058594 2023-04-05,31.295999908447264,30.73350009918213,31.589000066121418 2023-04-06,31.55499973297119,30.772500038146973,31.576666641235352 2023-04-10,31.837999725341795,30.92150001525879,31.53199996948242 2023-04-11,32.135999488830564,31.07849988937378,31.528333282470705 2023-04-12,32.31099967956543,31.176499938964845,31.51066665649414 2023-04-13,32.45299949645996,31.378499889373778,31.49633331298828 2023-04-14,32.63799934387207,31.529499816894532,31.488999938964845 2023-04-17,32.725999450683595,31.70049982070923,31.437000020345053 2023-04-18,32.87699966430664,31.857999897003175,31.449000040690105 2023-04-19,32.95099983215332,31.96899995803833,31.458000055948894 2023-04-20,32.96399993896485,32.12999992370605,31.477000045776368 2023-04-21,33.011000061035155,32.28299989700317,31.518666712443032 2023-04-24,32.946000289916995,32.39200000762939,31.596333440144857 2023-04-25,32.775000381469724,32.455499935150144,31.64400005340576 2023-04-26,32.64600028991699,32.478499984741205,31.666333389282222 2023-04-27,32.71300048828125,32.5829999923706,31.823333422342937 2023-04-28,32.8830005645752,32.76049995422363,31.980666732788087 2023-05-01,33.03100051879883,32.87849998474121,32.14400005340576 2023-05-02,32.98300056457519,32.930000114440915,32.23300011952718 2023-05-03,32.811000442504884,32.8810001373291,32.24966678619385 2023-05-04,32.64200057983398,32.80300025939941,32.30066680908203 2023-05-05,32.6180004119873,32.81450023651123,32.39466673533122 2023-05-08,32.57300033569336,32.75950031280517,32.45233345031738 2023-05-09,32.63400039672852,32.704500389099124,32.515000089009604 2023-05-10,32.718000411987305,32.68200035095215,32.55833346048991 2023-05-11,32.554000282287596,32.63350038528442,32.573333422342934 2023-05-12,32.41500034332275,32.64900045394897,32.64533341725667 2023-05-15,32.50200023651123,32.76650037765503,32.75300006866455 2023-05-16,32.70000019073486,32.84150037765503,32.853333473205566 2023-05-17,33.03100032806397,32.92100038528442,32.93100020090739 2023-05-18,33.61100025177002,33.126500415802,33.072333590189615 2023-05-19,33.99900035858154,33.308500385284425,33.20933361053467 2023-05-22,34.40100040435791,33.48700037002563,33.30666700998942 2023-05-23,34.7540002822876,33.69400033950806,33.38766702016195 2023-05-24,35.18800029754639,33.95300035476684,33.51733366648356 2023-05-25,35.64700050354004,34.100500392913816,33.63800042470296 2023-05-26,35.911000442504886,34.163000392913816,33.73633378346761 2023-05-30,35.904000473022464,34.20300035476684,33.812333742777504 2023-05-31,35.900000381469724,34.300000286102296,33.8610003789266 2023-06-01,35.92900009155274,34.48000020980835,33.92366695404053 2023-06-02,35.9,34.75550012588501,34.05100027720133 2023-06-05,35.8810001373291,34.940000247955325,34.166000302632646 2023-06-06,35.986000061035156,35.193500232696536,34.32000026702881 2023-06-07,36.282000350952146,35.518000316619876,34.55666700998942 2023-06-08,36.525000381469724,35.85650033950806,34.81033369700114 2023-06-09,36.731000137329104,36.18900032043457,34.97733364105225 2023-06-12,36.95300025939942,36.43200035095215,35.093000348409014 2023-06-13,37.34000015258789,36.62200031280517,35.24866695404053 2023-06-14,37.70800018310547,36.804000282287596,35.43600025177002 2023-06-15,38.093000411987305,37.01100025177002,35.684333610534665 2023-06-16,38.402000427246094,37.15100021362305,35.9710002263387 2023-06-20,38.728000259399415,37.30450019836426,36.202666918436684 2023-06-21,38.97000007629394,37.47800006866455,36.452333513895674 2023-06-22,39.03499984741211,37.65850009918213,36.69033349355062 " 3207,US,technical,"During August 29, 2023 to March 27, 2024, what percentage of trading days showed short alignment of Leidos's 5, 10, 20-day Simple Moving Average lines? Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",14.3836,hard,moving average,SMA_n = 1 / n * \sum_{i=0}^{n-1} P_{t-i},"date,close,low,open 2023-08-02,98.5500030517578,98.3000030517578,99.98999786376952 2023-08-03,98.4000015258789,97.5999984741211,98.70999908447266 2023-08-04,97.0999984741211,96.80999755859376,99.08000183105467 2023-08-07,97.62999725341795,96.93000030517578,97.23999786376952 2023-08-08,97.0,96.36000061035156,97.44000244140624 2023-08-09,97.55999755859376,96.68000030517578,96.94000244140624 2023-08-10,97.33000183105467,96.7699966430664,97.26000213623048 2023-08-11,97.66000366210938,96.7300033569336,97.38999938964844 2023-08-14,98.16999816894533,97.4499969482422,97.77999877929688 2023-08-15,97.5999984741211,97.45999908447266,97.86000061035156 2023-08-16,96.79000091552734,96.72000122070312,97.52999877929688 2023-08-17,96.30999755859376,96.23999786376952,96.9000015258789 2023-08-18,96.0999984741211,95.5999984741211,96.04000091552734 2023-08-21,96.47000122070312,95.6500015258789,95.79000091552734 2023-08-22,95.38999938964844,95.0999984741211,96.02999877929688 2023-08-23,95.5,94.98999786376952,95.56999969482422 2023-08-24,96.41000366210938,94.98999786376952,95.0 2023-08-25,95.79000091552734,95.52999877929688,96.91000366210938 2023-08-28,96.86000061035156,95.48999786376952,95.72000122070312 2023-08-29,96.83000183105467,96.12999725341795,97.0 2023-08-30,97.95999908447266,97.16999816894533,97.2300033569336 2023-08-31,97.51000213623048,97.45999908447266,98.4499969482422 2023-09-01,98.83999633789062,98.4499969482422,98.4499969482422 2023-09-05,97.45999908447266,97.45999908447266,98.52999877929688 2023-09-06,96.51000213623048,96.4000015258789,97.30999755859376 2023-09-07,95.73999786376952,95.27999877929688,96.76000213623048 2023-09-08,95.8000030517578,95.31999969482422,95.69000244140624 2023-09-11,95.9000015258789,95.16000366210938,95.56999969482422 2023-09-12,95.77999877929688,95.01000213623048,95.37000274658205 2023-09-13,95.02999877929688,94.55999755859376,96.0500030517578 2023-09-14,95.12999725341795,94.56999969482422,95.0 2023-09-15,94.04000091552734,93.31999969482422,94.8000030517578 2023-09-18,93.56999969482422,93.37999725341795,94.33000183105467 2023-09-19,93.69000244140624,93.11000061035156,93.6999969482422 2023-09-20,93.8499984741211,93.58999633789062,94.19000244140624 2023-09-21,92.4000015258789,92.36000061035156,93.68000030517578 2023-09-22,91.12999725341795,90.9800033569336,92.3000030517578 2023-09-25,91.36000061035156,90.81999969482422,90.94000244140624 2023-09-26,90.9800033569336,90.58999633789062,90.86000061035156 2023-09-27,91.98999786376952,90.9800033569336,91.20999908447266 2023-09-28,92.13999938964844,91.83999633789062,92.16000366210938 2023-09-29,92.16000366210938,91.48999786376952,92.37000274658205 2023-10-02,93.1999969482422,91.87999725341795,92.0199966430664 2023-10-03,92.6500015258789,92.52999877929688,93.61000061035156 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2023-12-13,108.93399963378906,109.19300003051758,107.53999977111816 2023-12-14,108.93600006103516,109.33000030517579,107.72649993896485 2023-12-15,108.74800109863281,109.19100036621094,107.87050018310546 2023-12-18,108.66400146484375,108.85,108.00200004577637 2023-12-19,108.40400085449218,108.62099990844726,108.09150009155273 2023-12-20,107.54400024414062,108.23899993896484,108.10200004577636 2023-12-21,107.1239990234375,108.02999954223633,108.1154998779297 2023-12-22,107.13999786376954,107.94399948120117,108.15899963378907 2023-12-26,107.14199829101562,107.90299987792969,108.21649971008301 2023-12-27,107.16399841308593,107.78399963378907,108.29049987792969 2023-12-28,107.5759994506836,107.55999984741212,108.37649993896484 2023-12-29,107.90599975585937,107.51499938964844,108.42249984741211 2024-01-02,107.98000030517578,107.55999908447265,108.3754997253418 2024-01-03,107.93200073242187,107.53699951171875,108.19349975585938 2024-01-04,107.93200073242187,107.54799957275391,108.08449974060059 2024-01-05,108.09199981689453,107.83399963378906,108.03649978637695 2024-01-08,108.47799987792969,108.19199981689454,108.11099967956542 2024-01-09,108.92200012207032,108.45100021362305,108.1974998474121 2024-01-10,109.33199920654297,108.63199996948242,108.26749992370605 2024-01-11,109.53199920654296,108.73199996948242,108.25799980163575 2024-01-12,109.8220001220703,108.95699996948242,108.25849990844726 2024-01-16,109.53600006103515,109.00699996948242,108.26099967956543 2024-01-17,109.19400024414062,109.05800018310546,108.30899963378906 2024-01-18,109.19800109863282,109.26500015258789,108.40099983215332 2024-01-19,109.41000061035156,109.47099990844727,108.50949974060059 2024-01-22,109.6259994506836,109.72399978637695,108.77899971008301 2024-01-23,109.99199981689453,109.76399993896484,108.97799987792969 2024-01-24,110.3220001220703,109.75800018310547,109.10450019836426 2024-01-25,110.52200012207031,109.86000061035156,109.24600028991699 2024-01-26,110.85600128173829,110.13300094604492,109.43250045776367 2024-01-29,110.9040023803711,110.26500091552734,109.61100044250489 2024-01-30,111.11200256347657,110.55200119018555,109.77950057983398 2024-01-31,111.17400207519532,110.74800109863281,109.90300064086914 2024-02-01,111.19800109863282,110.86000061035156,110.06250038146973 2024-02-02,111.07400054931641,110.96500091552734,110.2180004119873 2024-02-05,110.91800079345703,110.91100158691407,110.3175006866455 2024-02-06,111.02800140380859,111.07000198364258,110.41700096130371 2024-02-07,111.55000152587891,111.36200180053712,110.56000099182128 2024-02-08,112.03400115966797,111.61600112915039,110.73800086975098 2024-02-09,112.55400085449219,111.81400070190429,110.9735008239746 2024-02-12,113.31999969482422,112.11900024414062,111.19200057983399 2024-02-13,115.14399871826171,113.08600006103515,111.81900062561036 2024-02-14,116.82799835205078,114.18899993896484,112.46850051879883 2024-02-15,118.61199951171875,115.32300033569337,113.09150047302246 2024-02-16,120.67200012207032,116.61300048828124,113.7890007019043 2024-02-20,122.46000061035156,117.89000015258789,114.40050086975097 2024-02-21,122.99400024414062,119.06899948120117,115.06950073242187 2024-02-22,123.64400024414063,120.2359992980957,115.7990005493164 2024-02-23,124.41799926757812,121.51499938964844,116.56550025939941 2024-02-26,124.78999938964844,122.73099975585937,117.27250022888184 2024-02-27,125.40599975585937,123.93300018310546,118.02600021362305 2024-02-28,125.9279998779297,124.46100006103515,118.77350006103515 2024-02-29,126.55,125.09700012207031,119.64300003051758 2024-03-01,126.8260009765625,125.62200012207032,120.47250022888184 2024-03-04,127.59200134277344,126.19100036621094,121.4020004272461 2024-03-05,128.13600158691406,126.77100067138672,122.3305004119873 2024-03-06,128.79000244140624,127.35900115966797,123.21400032043456 2024-03-07,129.1760009765625,127.86300048828124,124.04949989318848 2024-03-08,129.43999938964845,128.13300018310548,124.82399978637696 2024-03-11,128.98599853515626,128.28899993896485,125.5099998474121 2024-03-12,128.5739974975586,128.35499954223633,126.1439998626709 2024-03-13,128.2219985961914,128.50600051879883,126.48350028991699 2024-03-14,127.8220001220703,128.4990005493164,126.79800033569336 2024-03-15,127.65400085449218,128.5470001220703,127.08450012207031 2024-03-18,127.4740005493164,128.22999954223633,127.21049995422364 2024-03-19,127.6020004272461,128.08799896240234,127.42949981689453 2024-03-20,127.56399841308594,127.89299850463867,127.62599983215333 2024-03-21,127.83599700927735,127.82899856567383,127.84599952697754 2024-03-22,128.07999725341796,127.86699905395508,127.99999961853027 2024-03-25,128.45399780273436,127.9639991760254,128.12649955749512 2024-03-26,128.7499984741211,128.1759994506836,128.26549949645997 2024-03-27,129.28199768066406,128.422998046875,128.46449928283693 " 3208,US,technical,"For Costco from July 28, 2022 to August 13, 2022, what percentage of days were the 10, 20, 30-day Simple Moving Average lines in short alignment? (Unit: %) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.0,hard,moving average,SMA_n = 1 / n * \sum_{i=0}^{n-1} P_{t-i},"date,close,low,open 2022-06-15,458.7900085449219,451.3900146484375,458.5 2022-06-16,451.760009765625,447.9700012207031,450.30999755859375 2022-06-17,446.6900024414063,443.2000122070313,451.0499877929688 2022-06-21,463.1099853515625,449.1400146484375,450.5499877929688 2022-06-22,459.9599914550781,458.5,459.3900146484375 2022-06-23,475.0,465.7099914550781,466.3699951171875 2022-06-24,484.3699951171875,476.6799926757813,480.0 2022-06-27,481.75,477.3500061035156,485.80999755859375 2022-06-28,468.6099853515625,467.8900146484375,483.5 2022-06-29,469.8399963378906,466.4200134277344,470.9500122070313 2022-06-30,479.2799987792969,464.7200012207031,468.2999877929688 2022-07-01,485.760009765625,478.0,481.1799926757813 2022-07-05,488.260009765625,478.4599914550781,485.55999755859375 2022-07-06,492.6499938964844,487.7799987792969,488.260009765625 2022-07-07,494.9500122070313,489.2200012207031,492.05999755859375 2022-07-08,501.5400085449219,497.0,497.3200073242188 2022-07-11,498.8999938964844,494.8399963378906,501.1199951171875 2022-07-12,490.5700073242188,488.0400085449219,497.010009765625 2022-07-13,492.2200012207031,483.8200073242188,484.3200073242188 2022-07-14,511.9400024414063,493.6199951171875,496.0899963378906 2022-07-15,522.9500122070312,515.780029296875,516.9199829101562 2022-07-18,516.2999877929688,515.6699829101562,521.8599853515625 2022-07-19,520.22998046875,516.969970703125,522.4099731445312 2022-07-20,524.2000122070312,516.8099975585938,521.260009765625 2022-07-21,529.4600219726562,521.5999755859375,524.0399780273438 2022-07-22,529.719970703125,526.0700073242188,530.7100219726562 2022-07-25,529.1400146484375,526.0,531.4199829101562 2022-07-26,511.9299926757813,508.760009765625,515.0 2022-07-27,522.3099975585938,511.1700134277344,513.0999755859375 2022-07-28,536.1799926757812,520.280029296875,520.280029296875 2022-07-29,541.2999877929688,531.9000244140625,532.0 2022-08-01,546.8099975585938,541.25,541.4199829101562 2022-08-02,543.4600219726562,540.77001953125,544.030029296875 2022-08-03,547.010009765625,542.1199951171875,545.0 2022-08-04,543.280029296875,540.6699829101562,547.0 2022-08-05,540.6699829101562,533.3499755859375,537.239990234375 2022-08-08,541.9000244140625,538.6699829101562,543.8400268554688 2022-08-09,535.8200073242188,533.8900146484375,543.6400146484375 2022-08-10,539.8200073242188,537.2899780273438,544.47998046875 2022-08-11,532.2000122070312,531.8900146484375,543.239990234375 2022-08-12,537.2100219726562,533.72998046875,536.1799926757812 ","date,10-day,20-day,30-day 2022-07-28,524.2419982910156,508.9245010375977,494.6123331705729 2022-07-29,526.0769958496094,512.0255004882813,497.3626658121745 2022-08-01,529.1279968261719,515.0779998779296,500.5309987386068 2022-08-02,531.4510009765625,517.8380004882813,503.7566660563151 2022-08-03,533.7320007324219,520.5560012817383,506.55333353678384 2022-08-04,535.1140014648438,522.9725021362304,509.33066813151044 2022-08-05,536.2090026855469,524.9290008544922,511.51966756184896 2022-08-08,537.4850036621094,527.0790023803711,513.4373352050782 2022-08-09,539.8740051269531,529.3415023803711,515.239668782552 2022-08-10,541.6250061035156,531.7215026855469,517.6133361816406 2022-08-11,541.2270080566407,532.7345031738281,519.6920033772786 2022-08-12,540.8180114746094,533.4475036621094,521.6230041503907 " 3209,US,technical,"Calculate the percentage of days with long alignment in the 5, 10, 20-day Simple Moving Average lines for Arch Capital Group from December 09, 2021 to April 16, 2022. Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",48.8636,hard,moving average,SMA_n = 1 / n * \sum_{i=0}^{n-1} P_{t-i},"date,close,low,open 2021-11-11,41.470001220703125,41.18000030517578,41.7599983215332 2021-11-12,42.02000045776367,40.959999084472656,41.52000045776367 2021-11-15,42.36000061035156,42.18000030517578,42.18000030517578 2021-11-16,42.68999862670898,42.54999923706055,42.59999847412109 2021-11-17,42.150001525878906,41.97999954223633,42.369998931884766 2021-11-18,41.66999816894531,41.619998931884766,42.15999984741211 2021-11-19,42.060001373291016,41.25,41.7400016784668 2021-11-22,43.11000061035156,42.040000915527344,42.18000030517578 2021-11-23,43.7400016784668,43.220001220703125,43.22999954223633 2021-11-24,43.790000915527344,43.52000045776367,43.72999954223633 2021-11-26,41.88999938964844,41.77999877929688,42.66999816894531 2021-11-29,41.72999954223633,41.650001525878906,42.2599983215332 2021-11-30,40.380001068115234,40.2400016784668,41.290000915527344 2021-12-01,40.72999954223633,40.720001220703125,41.08000183105469 2021-12-02,42.290000915527344,40.869998931884766,40.869998931884766 2021-12-03,42.25,41.959999084472656,42.31999969482422 2021-12-06,43.13999938964844,42.79999923706055,42.79999923706055 2021-12-07,43.36000061035156,43.22999954223633,43.31999969482422 2021-12-08,43.38999938964844,43.16999816894531,43.43000030517578 2021-12-09,43.470001220703125,43.0,43.0 2021-12-10,43.43000030517578,43.220001220703125,43.59999847412109 2021-12-13,43.34999847412109,43.040000915527344,43.400001525878906 2021-12-14,43.75,43.25,43.43999862670898 2021-12-15,43.93999862670898,43.209999084472656,43.790000915527344 2021-12-16,44.09000015258789,43.9900016784668,44.38999938964844 2021-12-17,43.220001220703125,42.84000015258789,44.0 2021-12-20,42.43000030517578,41.93000030517578,42.68999862670898 2021-12-21,42.93000030517578,42.5,42.58000183105469 2021-12-22,43.29999923706055,42.86000061035156,42.93000030517578 2021-12-23,43.47999954223633,43.36000061035156,43.43000030517578 2021-12-27,43.93000030517578,43.09999847412109,43.31999969482422 2021-12-28,44.27000045776367,44.0,44.0 2021-12-29,44.59999847412109,44.220001220703125,44.22999954223633 2021-12-30,44.33000183105469,44.27999877929688,44.29999923706055 2021-12-31,44.45000076293945,44.20000076293945,44.20000076293945 2022-01-03,44.54999923706055,44.02999877929688,44.5 2022-01-04,45.130001068115234,45.0099983215332,45.08000183105469 2022-01-05,44.59999847412109,44.4900016784668,46.56999969482422 2022-01-06,44.86000061035156,44.7599983215332,45.369998931884766 2022-01-07,45.06999969482422,44.7599983215332,45.119998931884766 2022-01-10,46.02000045776367,45.0099983215332,45.34999847412109 2022-01-11,46.369998931884766,45.59000015258789,46.13999938964844 2022-01-12,46.470001220703125,46.130001068115234,46.59000015258789 2022-01-13,46.7400016784668,46.54999923706055,46.61000061035156 2022-01-14,47.40999984741211,46.08000183105469,46.66999816894531 2022-01-18,46.59000015258789,46.52000045776367,47.56999969482422 2022-01-19,45.91999816894531,45.900001525878906,46.65999984741211 2022-01-20,45.630001068115234,45.59000015258789,46.18000030517578 2022-01-21,45.18999862670898,45.04999923706055,45.5 2022-01-24,45.70000076293945,43.810001373291016,44.86000061035156 2022-01-25,45.25,43.9900016784668,45.27000045776367 2022-01-26,45.02999877929688,44.41999816894531,45.459999084472656 2022-01-27,44.77999877929688,44.369998931884766,45.41999816894531 2022-01-28,45.380001068115234,44.27999877929688,44.75 2022-01-31,46.31999969482422,45.0,45.08000183105469 2022-02-01,47.31999969482422,46.130001068115234,46.36000061035156 2022-02-02,47.93999862670898,47.0,47.31999969482422 2022-02-03,47.790000915527344,47.630001068115234,47.88999938964844 2022-02-04,47.63999938964844,46.93999862670898,47.459999084472656 2022-02-07,47.59000015258789,47.4900016784668,47.720001220703125 2022-02-08,48.20000076293945,47.5099983215332,47.810001373291016 2022-02-09,48.2599983215332,48.09000015258789,48.29999923706055 2022-02-10,47.38999938964844,47.02999877929688,48.47999954223633 2022-02-11,46.560001373291016,46.369998931884766,47.54999923706055 2022-02-14,46.41999816894531,46.040000915527344,46.43999862670898 2022-02-15,47.68000030517578,46.560001373291016,46.68999862670898 2022-02-16,47.650001525878906,47.38999938964844,47.43000030517578 2022-02-17,46.970001220703125,46.540000915527344,47.04999923706055 2022-02-18,47.09999847412109,46.7400016784668,46.790000915527344 2022-02-22,46.83000183105469,46.43999862670898,46.869998931884766 2022-02-23,46.290000915527344,46.2400016784668,47.060001373291016 2022-02-24,45.93000030517578,44.70000076293945,45.0 2022-02-25,47.540000915527344,46.220001220703125,46.220001220703125 2022-02-28,47.11000061035156,46.619998931884766,46.790000915527344 2022-03-01,45.83000183105469,45.61000061035156,46.84000015258789 2022-03-02,47.119998931884766,46.13999938964844,46.27000045776367 2022-03-03,46.560001373291016,46.4900016784668,47.2599983215332 2022-03-04,46.02000045776367,45.20000076293945,45.7400016784668 2022-03-07,44.27000045776367,44.2599983215332,45.47999954223633 2022-03-08,44.06999969482422,43.59000015258789,44.63999938964844 2022-03-09,45.560001373291016,45.040000915527344,45.16999816894531 2022-03-10,45.20000076293945,44.720001220703125,44.88999938964844 2022-03-11,45.72999954223633,45.459999084472656,45.47999954223633 2022-03-14,46.33000183105469,45.9900016784668,46.09000015258789 2022-03-15,46.810001373291016,46.58000183105469,46.58000183105469 2022-03-16,46.650001525878906,46.0,46.9900016784668 2022-03-17,46.5,45.97999954223633,46.22999954223633 2022-03-18,45.84000015258789,45.77000045776367,46.31999969482422 2022-03-21,47.150001525878906,46.20000076293945,46.29999923706055 2022-03-22,47.11000061035156,46.790000915527344,47.5 2022-03-23,46.59999847412109,46.59000015258789,46.95000076293945 2022-03-24,47.130001068115234,46.63999938964844,46.79999923706055 2022-03-25,47.66999816894531,47.25,47.25 2022-03-28,47.59999847412109,47.150001525878906,47.63999938964844 2022-03-29,48.560001373291016,47.75,47.900001525878906 2022-03-30,48.43999862670898,48.20000076293945,48.56999969482422 2022-03-31,48.41999816894531,48.40999984741211,48.75 2022-04-01,48.619998931884766,48.040000915527344,48.45000076293945 2022-04-04,47.08000183105469,47.02000045776367,48.290000915527344 2022-04-05,47.4900016784668,47.04999923706055,47.08000183105469 2022-04-06,47.29999923706055,47.02000045776367,47.31999969482422 2022-04-07,47.36000061035156,46.560001373291016,47.150001525878906 2022-04-08,48.31999969482422,47.47999954223633,47.810001373291016 2022-04-11,48.02000045776367,47.97999954223633,48.34000015258789 2022-04-12,47.68999862670898,47.52999877929688,47.959999084472656 2022-04-13,47.83000183105469,47.18000030517578,47.52000045776367 2022-04-14,48.97999954223633,47.61000061035156,47.61000061035156 ","date,5-day,10-day,20-day 2021-12-09,43.12200012207031,42.263000106811525,42.38450031280517 2021-12-10,43.35800018310547,42.417000198364256,42.48250026702881 2021-12-13,43.4,42.579000091552736,42.54900016784668 2021-12-14,43.47799987792969,42.91599998474121,42.6185001373291 2021-12-15,43.58799972534179,43.236999893188475,42.6810001373291 2021-12-16,43.711999511718744,43.41699981689453,42.778000068664554 2021-12-17,43.66999969482421,43.513999938964844,42.85550022125244 2021-12-20,43.486000061035156,43.44300003051758,42.87400016784668 2021-12-21,43.322000122070314,43.4,42.86500015258789 2021-12-22,43.194000244140625,43.390999984741214,42.84300003051758 2021-12-23,43.072000122070314,43.39199981689453,42.82749996185303 2021-12-27,43.21399993896485,43.44199981689453,42.92950000762939 2021-12-28,43.581999969482425,43.53400001525879,43.05650005340576 2021-12-29,43.91599960327149,43.6189998626709,43.267499923706055 2021-12-30,44.12200012207031,43.65800018310547,43.44750003814697 2021-12-31,44.316000366210936,43.694000244140625,43.55550003051758 2022-01-03,44.44000015258789,43.827000045776366,43.67049999237061 2022-01-04,44.6120002746582,44.09700012207031,43.77000007629395 2022-01-05,44.6120002746582,44.26399993896484,43.831999969482425 2022-01-06,44.71800003051758,44.42000007629394,43.90550003051758 2022-01-07,44.84199981689453,44.57900009155273,43.985499954223634 2022-01-10,45.136000061035155,44.788000106811516,44.11499996185303 2022-01-11,45.38399963378906,44.99799995422363,44.265999984741214 2022-01-12,45.758000183105466,45.18500022888183,44.40200004577637 2022-01-13,46.13400039672852,45.42600021362305,44.542000198364256 2022-01-14,46.6020004272461,45.72200012207031,44.70800018310547 2022-01-18,46.716000366210935,45.92600021362305,44.87650012969971 2022-01-19,46.626000213623044,46.00499992370605,45.05100002288818 2022-01-20,46.45800018310547,46.10800018310547,45.18600006103516 2022-01-21,46.1479995727539,46.140999984741214,45.28050003051758 2022-01-24,45.805999755859375,46.204000091552736,45.391500091552736 2022-01-25,45.5379997253418,46.12700004577637,45.45750007629395 2022-01-26,45.35999984741211,45.99300003051758,45.495499992370604 2022-01-27,45.189999389648435,45.82399978637695,45.504500007629396 2022-01-28,45.22799987792969,45.6879997253418,45.55699996948242 2022-01-31,45.35199966430664,45.57899971008301,45.65049991607666 2022-02-01,45.76599960327148,45.65199966430664,45.78899993896484 2022-02-02,46.347999572753906,45.85399971008301,45.929499816894534 2022-02-03,46.95,46.06999969482422,46.08899993896485 2022-02-04,47.40199966430664,46.31499977111817,46.22799987792969 2022-02-07,47.655999755859376,46.50399971008301,46.35399990081787 2022-02-08,47.831999969482425,46.79899978637695,46.46299991607666 2022-02-09,47.895999908447266,47.121999740600586,46.55749988555908 2022-02-10,47.815999603271486,47.38299980163574,46.603499794006346 2022-02-11,47.6,47.50099983215332,46.59449977874756 2022-02-14,47.36599960327148,47.51099967956543,46.54499969482422 2022-02-15,47.26199951171875,47.54699974060058,46.59949970245361 2022-02-16,47.14000015258789,47.51800003051758,46.68599987030029 2022-02-17,47.056000518798825,47.43600006103516,46.75299987792969 2022-02-18,47.16399993896484,47.38199996948242,46.848499870300294 2022-02-22,47.24600067138672,47.3060001373291,46.90499992370606 2022-02-23,46.96800079345703,47.11500015258789,46.956999969482425 2022-02-24,46.624000549316406,46.88200035095215,47.00200004577637 2022-02-25,46.73800048828125,46.89700050354004,47.14000015258789 2022-02-28,46.74000091552735,46.95200042724609,47.22650012969971 2022-03-01,46.540000915527344,46.893000793457034,47.20200023651123 2022-03-02,46.70600051879883,46.83700065612793,47.192000198364255 2022-03-03,46.832000732421875,46.72800064086914,47.12300033569336 2022-03-04,46.52800064086914,46.6330005645752,47.03450031280518 2022-03-07,45.960000610351564,46.35000076293945,46.86600036621094 2022-03-08,45.60800018310547,46.07400054931641,46.69000034332275 2022-03-09,45.29600067138672,46.001000595092776,46.55800037384033 2022-03-10,45.024000549316405,45.92800064086914,46.40500049591064 2022-03-11,44.966000366210935,45.747000503540036,46.32200050354004 2022-03-14,45.37800064086914,45.66900062561035,46.31050052642822 2022-03-15,45.9260009765625,45.76700057983398,46.330000686645505 2022-03-16,46.14400100708008,45.7200008392334,46.27850074768067 2022-03-17,46.40400085449219,45.7140007019043,46.22100067138672 2022-03-18,46.4260009765625,45.69600067138672,46.164500617980956 2022-03-21,46.59000091552734,45.984000778198244,46.16700077056885 2022-03-22,46.650000762939456,46.288000869750974,46.18100070953369 2022-03-23,46.64000015258789,46.39200057983398,46.196500587463376 2022-03-24,46.76600036621094,46.585000610351564,46.25650062561035 2022-03-25,47.13199996948242,46.779000473022464,46.26300048828125 2022-03-28,47.22199935913086,46.9060001373291,46.28750038146973 2022-03-29,47.51199951171875,47.0810001373291,46.424000358581544 2022-03-30,47.87999954223633,47.25999984741211,46.49000034332275 2022-03-31,48.13799896240234,47.45199966430664,46.58300018310546 2022-04-01,48.327999114990234,47.72999954223633,46.71300010681152 2022-04-04,48.22399978637695,47.722999572753906,46.85350017547607 2022-04-05,48.00999984741211,47.76099967956543,47.024500274658195 2022-04-06,47.78199996948242,47.830999755859374,47.11150016784667 2022-04-07,47.57000045776367,47.85399971008301,47.21950016021728 2022-04-08,47.51000061035156,47.9189998626709,47.349000167846675 2022-04-11,47.69800033569336,47.96100006103516,47.433500099182126 2022-04-12,47.737999725341794,47.873999786376956,47.47749996185302 2022-04-13,47.844000244140624,47.81300010681152,47.53649997711181 2022-04-14,48.168000030517575,47.86900024414062,47.660499954223624 " 3210,US,technical,"What is the percentage of days with long alignment for the 5, 20, 60-day Weighted Moving Average lines for Travelers Companies (The) from January 21, 2025 to June 13, 2025? (Unit: %) (Weights are 1, 2, ..., n) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",55.4455,hard,moving average,WMA_n = \sum_{i=0}^{n-1} (n-i) * P_{t-i} / \sum_{j=1}^{n} j,"date,close,open,low,high 2024-10-23,257.3500061035156,258.8500061035156,254.41000366210935,258.8800048828125 2024-10-24,256.4200134277344,260.0,255.2899932861328,260.1499938964844 2024-10-25,250.5,257.3099975585937,250.44000244140625,257.3999938964844 2024-10-28,252.3699951171875,253.75999450683597,252.1499938964844,254.52999877929688 2024-10-29,248.6699981689453,251.3000030517578,248.52999877929688,252.75999450683597 2024-10-30,250.08999633789065,249.8999938964844,248.6699981689453,251.6100006103516 2024-10-31,245.94000244140625,248.5200042724609,245.7400054931641,250.44000244140625 2024-11-01,245.63999938964844,246.5800018310547,245.25999450683597,248.97000122070312 2024-11-04,242.80999755859372,245.17999267578125,241.8699951171875,245.8800048828125 2024-11-05,244.83999633789065,245.08999633789065,242.5800018310547,245.08999633789065 2024-11-06,253.9499969482422,257.9700012207031,251.32000732421875,257.9700012207031 2024-11-07,252.27999877929688,252.82000732421875,250.44000244140625,254.19000244140625 2024-11-08,256.8900146484375,254.32000732421875,252.9900054931641,256.95001220703125 2024-11-11,258.3599853515625,257.6700134277344,257.42999267578125,260.04998779296875 2024-11-12,257.989990234375,257.25,256.9800109863281,259.9599914550781 2024-11-13,256.6700134277344,256.6199951171875,256.25,258.760009765625 2024-11-14,256.5199890136719,256.44000244140625,255.08999633789065,258.0 2024-11-15,260.82000732421875,257.0,257.0,261.1300048828125 2024-11-18,262.69000244140625,259.760009765625,259.44000244140625,262.9599914550781 2024-11-19,259.2699890136719,259.67999267578125,257.7799987792969,260.92999267578125 2024-11-20,257.19000244140625,259.5,254.47000122070312,259.5799865722656 2024-11-21,260.8099975585937,257.19000244140625,255.08999633789065,262.1499938964844 2024-11-22,262.4700012207031,260.57000732421875,259.7200012207031,262.8599853515625 2024-11-25,261.2200012207031,263.6000061035156,260.7099914550781,266.1600036621094 2024-11-26,263.7699890136719,262.70001220703125,260.07000732421875,264.1199951171875 2024-11-27,266.6600036621094,264.8099975585937,264.8099975585937,268.3099975585937 2024-11-29,266.0400085449219,269.0,266.0400085449219,269.04998779296875 2024-12-02,263.510009765625,267.2099914550781,263.3500061035156,267.239990234375 2024-12-03,260.5899963378906,263.1499938964844,260.4200134277344,264.9100036621094 2024-12-04,261.7799987792969,259.7799987792969,259.0799865722656,262.2300109863281 2024-12-05,263.260009765625,262.9800109863281,261.9200134277344,265.6000061035156 2024-12-06,261.1499938964844,262.8800048828125,258.67999267578125,263.6700134277344 2024-12-09,251.9199981689453,261.3500061035156,251.47000122070312,261.6300048828125 2024-12-10,247.6499938964844,251.9199981689453,246.22000122070312,252.9900054931641 2024-12-11,245.13999938964844,245.0200042724609,241.8000030517578,246.57000732421875 2024-12-12,243.8800048828125,245.8500061035156,243.2100067138672,247.1499938964844 2024-12-13,246.3000030517578,246.52999877929688,245.55999755859372,248.22000122070312 2024-12-16,246.2700042724609,247.5,245.97999572753903,248.8600006103516 2024-12-17,243.63999938964844,244.44000244140625,241.97999572753903,245.1199951171875 2024-12-18,236.02999877929688,242.57000732421875,235.4499969482422,244.97000122070312 2024-12-19,237.7100067138672,237.52999877929688,236.25999450683597,239.8000030517578 2024-12-20,240.75999450683597,234.52999877929688,234.1699981689453,242.5500030517578 2024-12-23,241.3600006103516,238.69000244140625,237.97999572753903,241.7700042724609 2024-12-24,242.8800048828125,241.82000732421875,240.3800048828125,243.1000061035156 2024-12-26,243.72999572753903,241.9900054931641,240.75999450683597,243.94000244140625 2024-12-27,241.41000366210935,241.1199951171875,240.57000732421875,244.2400054931641 2024-12-30,239.8699951171875,239.8800048828125,237.6100006103516,241.1699981689453 2024-12-31,240.88999938964844,240.4199981689453,238.82000732421875,241.75 2025-01-02,240.88999938964844,242.22999572753903,240.00999450683597,242.7100067138672 2025-01-03,242.2899932861328,242.4199981689453,240.1199951171875,243.0800018310547 2025-01-06,241.8800048828125,241.82000732421875,240.80999755859372,246.0800018310547 2025-01-07,241.67999267578125,241.25,240.02999877929688,243.47000122070312 2025-01-08,242.7700042724609,243.50999450683597,238.94000244140625,244.0 2025-01-10,232.42999267578125,238.0,231.0,240.05999755859372 2025-01-13,233.3300018310547,230.9499969482422,230.22999572753903,234.57000732421875 2025-01-14,236.92999267578125,232.5,231.0399932861328,237.22999572753903 2025-01-15,239.97999572753903,240.1300048828125,239.6300048828125,242.17999267578125 2025-01-16,242.3699951171875,239.88999938964844,239.8800048828125,242.6999969482422 2025-01-17,239.5200042724609,242.2100067138672,239.5200042724609,244.1000061035156 2025-01-21,239.16000366210935,241.3999938964844,238.3500061035156,241.8800048828125 2025-01-22,246.72000122070312,250.5,246.0,254.4199981689453 2025-01-23,241.50999450683597,243.75,240.3600006103516,244.7100067138672 2025-01-24,241.8600006103516,244.08999633789065,240.6499938964844,244.13999938964844 2025-01-27,251.00999450683597,244.19000244140625,243.47000122070312,251.2400054931641 2025-01-28,248.42999267578125,251.72999572753903,247.88999938964844,252.1499938964844 2025-01-29,249.5200042724609,247.6100006103516,247.0,251.7899932861328 2025-01-30,249.08999633789065,252.1000061035156,247.22000122070312,252.1000061035156 2025-01-31,245.17999267578125,248.3300018310547,245.0,250.0200042724609 2025-02-03,244.6000061035156,242.6199951171875,238.22000122070312,245.27999877929688 2025-02-04,244.05999755859372,244.69000244140625,243.13999938964844,246.75999450683597 2025-02-05,246.33999633789065,245.6000061035156,243.55999755859372,246.88999938964844 2025-02-06,247.63999938964844,249.0399932861328,245.5,249.2700042724609 2025-02-07,245.19000244140625,247.3500061035156,244.0399932861328,248.47000122070312 2025-02-10,242.4199981689453,245.0,241.97000122070312,245.19000244140625 2025-02-11,242.3500061035156,242.66000366210935,239.38999938964844,243.6000061035156 2025-02-12,240.66000366210935,239.5,238.3699951171875,242.05999755859372 2025-02-13,243.00999450683597,241.0500030517578,239.6699981689453,243.3300018310547 2025-02-14,238.3000030517578,242.0200042724609,236.9600067138672,242.44000244140625 2025-02-18,238.3999938964844,238.9499969482422,237.44000244140625,240.58999633789065 2025-02-19,242.3500061035156,241.33999633789065,239.22000122070312,242.8800048828125 2025-02-20,241.2400054931641,241.66000366210935,237.8000030517578,241.66000366210935 2025-02-21,240.02999877929688,242.42999267578125,238.69000244140625,242.75999450683597 2025-02-24,248.2400054931641,241.3600006103516,241.00999450683597,249.6699981689453 2025-02-25,252.50999450683597,250.3600006103516,248.9199981689453,255.1499938964844 2025-02-26,248.8500061035156,251.2100067138672,247.7400054931641,252.57000732421875 2025-02-27,254.7899932861328,249.8999938964844,249.8999938964844,255.4499969482422 2025-02-28,258.489990234375,256.5799865722656,254.50999450683597,258.7900085449219 2025-03-03,260.8399963378906,258.75,258.75,263.0799865722656 2025-03-04,255.6999969482422,261.9100036621094,255.3999938964844,262.3299865722656 2025-03-05,258.0299987792969,255.8699951171875,255.2899932861328,259.04998779296875 2025-03-06,256.0199890136719,256.75,253.25999450683597,257.9800109863281 2025-03-07,257.70001220703125,257.1000061035156,254.80999755859372,259.2900085449219 2025-03-10,256.6099853515625,255.57000732421875,254.55999755859372,262.9100036621094 2025-03-11,254.55999755859372,255.67999267578125,251.30999755859372,257.0400085449219 2025-03-12,251.9900054931641,254.47999572753903,248.08999633789065,255.1000061035156 2025-03-13,255.94000244140625,252.0399932861328,251.5399932861328,257.3099975585937 2025-03-14,260.9100036621094,256.54998779296875,254.6999969482422,261.9700012207031 2025-03-17,265.1300048828125,260.79998779296875,260.44000244140625,266.0899963378906 2025-03-18,260.5,264.3599853515625,260.0899963378906,266.739990234375 2025-03-19,261.32000732421875,260.04998779296875,259.2200012207031,262.8599853515625 2025-03-20,259.5400085449219,260.6300048828125,259.1099853515625,263.25 2025-03-21,256.70001220703125,259.010009765625,256.3900146484375,260.6099853515625 2025-03-24,259.44000244140625,258.82000732421875,256.7699890136719,259.9800109863281 2025-03-25,259.45001220703125,260.510009765625,256.4200134277344,261.760009765625 2025-03-26,262.260009765625,260.6300048828125,259.4200134277344,263.4599914550781 2025-03-27,262.67999267578125,264.2900085449219,260.1199951171875,264.3299865722656 2025-03-28,261.7900085449219,265.510009765625,261.489990234375,266.3099975585937 2025-03-31,264.4599914550781,261.8500061035156,261.260009765625,265.760009765625 2025-04-01,264.5400085449219,265.0,261.0899963378906,265.3900146484375 2025-04-02,264.489990234375,262.8299865722656,260.7300109863281,265.1600036621094 2025-04-03,263.1000061035156,262.57000732421875,260.7799987792969,266.2200012207031 2025-04-04,242.25999450683597,257.2200012207031,239.83999633789065,258.010009765625 2025-04-07,233.8300018310547,237.5500030517578,230.42999267578125,243.44000244140625 2025-04-08,236.52999877929688,241.8500061035156,233.0800018310547,242.8600006103516 2025-04-09,248.1000061035156,231.2400054931641,230.47000122070312,248.7100067138672 2025-04-10,245.1699981689453,246.6499938964844,239.4199981689453,248.6100006103516 2025-04-11,245.1300048828125,245.1699981689453,240.44000244140625,246.6100006103516 2025-04-14,250.83999633789065,248.52999877929688,247.55999755859372,252.2700042724609 2025-04-15,249.66000366210935,249.94000244140625,249.07000732421875,252.30999755859372 2025-04-16,252.47999572753903,255.7899932861328,251.3800048828125,260.3900146484375 2025-04-17,255.8600006103516,253.1100006103516,251.7899932861328,257.510009765625 2025-04-21,249.58999633789065,256.1199951171875,247.80999755859372,258.3900146484375 2025-04-22,261.3099975585937,253.3699951171875,252.00999450683597,262.7099914550781 2025-04-23,259.0799865722656,260.92999267578125,257.6400146484375,263.4200134277344 2025-04-24,260.3999938964844,257.8800048828125,255.3800048828125,261.45001220703125 2025-04-25,259.1600036621094,260.010009765625,255.8999938964844,260.3099975585937 2025-04-28,261.6099853515625,260.1300048828125,259.4800109863281,262.0599975585937 2025-04-29,264.04998779296875,262.17999267578125,260.82000732421875,264.5199890136719 2025-04-30,264.1300048828125,262.1400146484375,258.0899963378906,265.19000244140625 2025-05-01,261.45001220703125,261.760009765625,260.1099853515625,263.70001220703125 2025-05-02,267.4100036621094,264.0299987792969,262.7799987792969,267.79998779296875 2025-05-05,267.5400085449219,265.6400146484375,264.4700012207031,268.8099975585937 2025-05-06,268.04998779296875,266.5899963378906,265.3099975585937,268.760009765625 2025-05-07,268.8599853515625,267.6000061035156,266.92999267578125,270.4700012207031 2025-05-08,270.82000732421875,268.70001220703125,268.70001220703125,273.0799865722656 2025-05-09,269.75,270.75,269.260009765625,271.7300109863281 2025-05-12,268.0599975585937,270.20001220703125,262.6400146484375,270.3500061035156 2025-05-13,264.9200134277344,267.9100036621094,264.1700134277344,269.8999938964844 2025-05-14,262.5899963378906,265.94000244140625,261.0899963378906,265.94000244140625 2025-05-15,270.8999938964844,265.0799865722656,265.0799865722656,271.510009765625 2025-05-16,273.6300048828125,269.8099975585937,269.8099975585937,273.8900146484375 2025-05-19,274.5400085449219,273.75,272.20001220703125,275.0299987792969 2025-05-20,273.7099914550781,273.94000244140625,272.9200134277344,274.7900085449219 2025-05-21,271.1499938964844,273.0799865722656,270.0,273.67999267578125 2025-05-22,271.0799865722656,272.3299865722656,268.1199951171875,272.8299865722656 2025-05-23,271.0400085449219,271.5199890136719,268.95001220703125,272.9599914550781 2025-05-27,275.8800048828125,274.19000244140625,270.6099853515625,276.0599975585937 2025-05-28,273.6499938964844,275.6199951171875,272.6000061035156,276.2099914550781 2025-05-29,274.4100036621094,273.2900085449219,272.2099914550781,275.0899963378906 2025-05-30,275.70001220703125,273.8999938964844,272.6099853515625,277.6499938964844 2025-06-02,276.3399963378906,273.4200134277344,272.2099914550781,276.3999938964844 2025-06-03,276.07000732421875,276.3399963378906,270.7099914550781,277.8299865722656 2025-06-04,271.8599853515625,276.1499938964844,271.8399963378906,276.1499938964844 2025-06-05,271.0199890136719,271.6099853515625,269.5,273.04998779296875 2025-06-06,273.69000244140625,273.3099975585937,272.0799865722656,275.5799865722656 2025-06-09,267.7799987792969,273.5599975585937,262.92999267578125,273.5599975585937 2025-06-10,263.0,266.4700012207031,262.42999267578125,266.4700012207031 2025-06-11,261.2699890136719,262.6099853515625,260.239990234375,264.0 2025-06-12,265.95001220703125,260.2900085449219,258.8399963378906,266.0799865722656 2025-06-13,263.4700012207031,264.3099975585937,262.82000732421875,266.79998779296875 ","date,5-day,20-day,60-day 2025-01-21,239.8586669921875,239.60552251906623,246.41634378068434 2025-01-22,242.23466796875,240.23676082066126,246.31908153262947 2025-01-23,242.221332804362,240.32890327090308,246.05680813815425 2025-01-24,242.22266642252603,240.450808207194,245.81415790495325 2025-01-27,245.30799763997396,241.44176018124534,245.87622878277887 2025-01-28,246.76732889811197,242.14828345889137,245.85445260636794 2025-01-29,247.9719980875651,242.93623642694382,245.86854566563673 2025-01-30,248.84666442871094,243.64461720784504,245.86885157517398 2025-01-31,247.91266276041668,243.93671191987536,245.7392393351904 2025-02-03,246.56399943033855,244.15314127604168,245.5908625118068 2025-02-04,245.4626658121745,244.30047454833985,245.42380234348317 2025-02-05,245.41266479492188,244.6565219697498,245.3319224623383 2025-02-06,246.00799865722655,245.1151411510649,245.2868241023496 2025-02-07,245.88333333333333,245.31204630533855,245.16393349235827 2025-02-10,244.83466593424478,245.2336177280971,244.95661651944854 2025-02-11,243.9080017089844,245.100951785133,244.75571510023107 2025-02-12,242.5320027669271,244.7643808274042,244.5079502043177 2025-02-13,242.31800028483073,244.6338565644764,244.34598282777546 2025-02-14,240.84266764322916,244.0403331211635,244.0369720125459 2025-02-18,239.85999857584636,243.47571353004093,243.74354559893166 2025-02-19,240.46200052897134,243.29261896042595,243.59290101098233 2025-02-20,240.69400227864583,242.98861955915177,243.41510885269915 2025-02-21,240.48400166829427,242.59547664097377,243.20636018846855 2025-02-24,243.20933634440104,242.991286722819,243.27814726282338 2025-02-25,246.6953338623047,243.7633814493815,243.49770993092022 2025-02-26,248.02066853841146,244.1797629946754,243.60203254574634 2025-02-27,250.89266560872395,245.1598575410389,243.90926183481685 2025-02-28,254.09466247558595,246.4672375633603,244.34428884370732 2025-03-03,256.8493286132813,247.9536658150809,244.86049092610676 2025-03-04,257.0506622314453,248.8759988693964,245.20962746208482 2025-03-05,257.8159962972005,249.96737976074218,245.63782963153443 2025-03-06,257.29932759602866,250.80080733526322,246.0021790217832 2025-03-07,257.2606669108073,251.74814191545758,246.425567435176 2025-03-10,256.9113291422526,252.54375959123885,246.81510249903945 2025-03-11,256.16066284179686,253.08975946335565,247.1348620138533 2025-03-12,254.62933247884115,253.33318866548083,247.36658353544976 2025-03-13,254.817333984375,253.90690329415457,247.7240699809757 2025-03-14,256.6673350016276,254.88118947347004,248.23791712359653 2025-03-17,259.7100036621094,256.1721423921131,248.88214135508719 2025-03-18,260.64133605957034,256.8943805512928,249.36425613653464 2025-03-19,261.4500040690104,257.5894765218099,249.86404328893443 2025-03-20,261.0433390299479,258.02471545991443,250.29165014881906 2025-03-21,259.45000813802085,258.1023356846401,250.61421341192528 2025-03-24,259.05067342122396,258.361526343936,251.01790202823494 2025-03-25,259.0340087890625,258.56833699544273,251.41203905116012 2025-03-26,260.0240091959635,259.0097187587193,251.88925249276917 2025-03-27,261.0913370768229,259.42724173409596,252.37011017512754 2025-03-28,261.6526713053385,259.7224328903925,252.81016510510054 2025-03-31,262.76466674804686,260.2561937604632,253.32578230894327 2025-04-01,263.56866861979165,260.78033723377047,253.8311432468435 2025-04-02,264.01666463216145,261.2576217651367,254.32194073786502 2025-04-03,263.8526672363281,261.57176499139695,254.75503383282103 2025-04-04,256.71399841308596,259.8674308413551,254.4932522299511 2025-04-07,248.06733296712238,257.4337641398112,253.9547604837053 2025-04-08,242.36266581217447,255.36571611676897,253.5096784748015 2025-04-09,242.3820017496745,254.48543069022043,253.44170052783736 2025-04-10,242.517333984375,253.34462069556827,253.26958570636685 2025-04-11,243.8346689860026,252.25128755115327,253.09165689437117 2025-04-14,246.86400044759114,251.7769059680757,253.098126704315 2025-04-15,248.36600138346355,251.25819178989954,253.06127981383943 2025-04-16,249.932666015625,251.05966731480189,253.11135069633443 2025-04-17,252.33399963378906,251.2251433599563,253.264962726864 2025-04-21,251.9326649983724,250.81099998837425,253.2080063116355 2025-04-22,255.14066467285156,251.54690442766463,253.530896929965 2025-04-23,256.90732727050784,252.0615221296038,253.77004402035573 2025-04-24,258.4859934488932,252.7036168416341,254.0480602076796 2025-04-25,259.123329671224,253.2364744640532,254.27887999320942 2025-04-28,260.3573262532552,254.01942552839006,254.58475928801656 2025-04-29,261.6033243815104,255.03561503092448,254.96379713881862 2025-04-30,262.6933288574219,256.0613776070731,255.33514702802148 2025-05-01,262.55333455403644,256.8338551839193,255.60795617442312 2025-05-02,264.3300028483073,258.1884270804269,256.06667213648393 2025-05-05,265.6000061035156,259.5348565964472,256.51813688851445 2025-05-06,266.64466756184896,260.80947454543343,256.9754479496857 2025-05-07,267.6926615397135,261.99828280494324,257.4468245125859 2025-05-08,269.0786641438802,263.21980750674294,257.9680160105554 2025-05-09,269.48333129882815,264.23123626708986,258.43856792345724 2025-05-12,269.1686645507813,264.96466478620255,258.83781374738516 2025-05-13,267.7726704915365,265.28985675630116,259.12042074568285 2025-05-14,265.8086690266927,265.326094636463,259.31208728727745 2025-05-15,267.032666015625,266.0921894618443,259.7629941846504 2025-05-16,269.1613342285156,267.0305710565476,260.28780855272635 2025-05-19,271.3346700032552,267.9710005987258,260.8247596532269 2025-05-20,272.79933268229166,268.713571312314,261.31563914981695 2025-05-21,272.8246643066406,269.15328514462425,261.7086662751078 2025-05-22,272.25599365234376,269.5288553873698,262.0892122862769 2025-05-23,271.66199747721356,269.8497610909598,262.45630001214033 2025-05-27,272.8539998372396,270.575047374907,262.97319635276585 2025-05-28,273.2133321126302,271.01999918619794,263.4074748388405 2025-05-29,273.8300008138021,271.49161856515065,263.8596716792206 2025-05-30,274.6593383789062,272.03714352562315,264.3439398343446 2025-06-02,275.3940022786458,272.5757622128441,264.8395353306838 2025-06-03,275.6853373209635,273.0461438860212,265.3151748990752 2025-06-04,274.5606648763021,273.0749520438058,265.6427427114685 2025-06-05,273.27532755533855,273.00561770484563,265.93443632699103 2025-06-06,273.105995686849,273.18028462727864,266.30467683552394 2025-06-09,271.1006632486979,272.778427414667,266.4692888103548 2025-06-10,268.0726643880208,271.93071318126863,266.4707095703792 2025-06-11,265.3393290201823,270.9423312232608,266.41426658421915 2025-06-12,264.8720011393229,270.417046828497,266.51337627973714 2025-06-13,263.91600138346354,269.6395708356585,266.52819599089077 " 3211,US,technical,"From May 01, 2023 to May 13, 2023, what proportion of days had the 5, 20, 60-day Weighted Moving Average lines of Texas Pacific Land Corporation in short alignment? (Unit: %) (Weights are 1, 2, ..., n) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",100.0,hard,moving average,WMA_n = \sum_{i=0}^{n-1} (n-i) * P_{t-i} / \sum_{j=1}^{n} j,"date,close,open,low,high 2023-02-03,223.25999450683597,215.1522216796875,215.1522216796875,223.27444458007807 2023-02-06,212.7077789306641,222.35667419433597,204.3800048828125,222.35667419433597 2023-02-07,221.05667114257807,215.6499938964844,209.1922149658203,221.76222229003903 2023-02-08,210.9577789306641,218.2844390869141,208.3500061035156,218.5977783203125 2023-02-09,208.50999450683597,210.00222778320312,207.2755584716797,215.4344482421875 2023-02-10,213.7533264160156,210.29444885253903,209.6566619873047,217.00555419921875 2023-02-13,211.0677795410156,213.77777099609372,207.60777282714844,213.77777099609372 2023-02-14,214.2844390869141,210.5333404541016,208.7377777099609,215.7755584716797 2023-02-15,210.8788909912109,209.99888610839844,203.8922271728516,211.10333251953125 2023-02-16,208.27999877929688,210.89889526367188,208.27999877929688,214.43333435058597 2023-02-17,199.4166717529297,205.52667236328125,196.1300048828125,205.52667236328125 2023-02-21,199.99888610839844,197.50222778320312,196.6677703857422,202.9888916015625 2023-02-22,198.7611083984375,199.99777221679688,195.6766662597656,199.99777221679688 2023-02-23,196.5833282470703,196.11111450195312,192.01333618164065,200.80332946777344 2023-02-24,196.29888916015625,194.0288848876953,193.49444580078125,198.4955596923828 2023-02-27,197.727783203125,197.91221618652344,196.9322204589844,202.11778259277344 2023-02-28,197.79888916015625,198.8000030517578,197.0211181640625,200.8955535888672 2023-03-01,199.48110961914065,199.05332946777344,198.445556640625,202.16888427734372 2023-03-02,201.4411163330078,199.19332885742188,197.2088928222656,203.7388916015625 2023-03-03,201.8800048828125,199.62110900878903,199.16555786132807,202.2322235107422 2023-03-06,202.44778442382807,199.40444946289065,199.40444946289065,202.7211151123047 2023-03-07,197.60110473632807,199.30332946777344,195.0111083984375,199.39111328125 2023-03-08,197.20443725585935,196.5044403076172,196.0666656494141,198.8111114501953 2023-03-09,194.33999633789065,200.72555541992188,192.85777282714844,200.88888549804688 2023-03-10,189.33444213867188,194.3411102294922,187.8177795410156,195.55555725097656 2023-03-13,186.43556213378903,185.3233337402344,185.0255584716797,191.21221923828125 2023-03-14,183.2933349609375,188.88888549804688,180.8255615234375,191.3655548095703 2023-03-15,177.09222412109375,177.25332641601562,171.0211181640625,180.0044403076172 2023-03-16,184.3733367919922,172.4177703857422,171.8955535888672,184.7077789306641 2023-03-17,181.477783203125,187.0911102294922,179.36111450195312,187.0911102294922 2023-03-20,186.69778442382807,181.8000030517578,181.8000030517578,190.2400054931641 2023-03-21,189.61111450195312,189.977783203125,184.2866668701172,190.6422271728516 2023-03-22,182.89666748046875,189.94332885742188,182.8955535888672,189.94332885742188 2023-03-23,182.2066650390625,183.5688934326172,179.56777954101562,186.05221557617188 2023-03-24,183.48110961914065,178.87110900878906,176.66444396972656,183.60333251953125 2023-03-27,186.00222778320312,185.8277740478516,183.88888549804688,188.663330078125 2023-03-28,188.64889526367188,184.22999572753903,184.22999572753903,188.7644500732422 2023-03-29,188.00555419921875,190.5666656494141,188.00555419921875,190.5666656494141 2023-03-30,188.3155517578125,189.70443725585935,187.4499969482422,190.0 2023-03-31,189.00222778320312,189.8411102294922,185.0800018310547,190.3222198486328 2023-04-03,199.45443725585935,194.55667114257807,194.55667114257807,200.85333251953125 2023-04-04,192.9177703857422,199.58778381347656,191.4577789306641,199.58778381347656 2023-04-05,196.10888671875,191.4277801513672,190.5,196.10888671875 2023-04-06,192.5044403076172,196.9600067138672,192.11666870117188,196.9600067138672 2023-04-10,195.7655487060547,193.3111114501953,192.30555725097656,195.9611053466797 2023-04-11,200.4644470214844,199.9744415283203,195.618896484375,200.4644470214844 2023-04-12,192.87777709960935,199.913330078125,192.08444213867188,204.1844482421875 2023-04-13,191.97222900390625,191.5577850341797,190.0588836669922,193.87222290039065 2023-04-14,190.5044403076172,192.02333068847656,188.4744415283203,192.55555725097656 2023-04-17,183.92222595214844,188.86666870117188,183.38555908203125,188.86666870117188 2023-04-18,179.5944366455078,181.5933380126953,178.30221557617188,181.5933380126953 2023-04-19,175.28443908691406,178.22222900390625,174.63888549804688,178.22222900390625 2023-04-20,173.304443359375,172.9855499267578,169.02999877929688,174.0944366455078 2023-04-21,173.00111389160156,173.10667419433594,171.2611083984375,173.5399932861328 2023-04-24,174.7788848876953,172.22222900390625,172.22222900390625,176.53555297851562 2023-04-25,168.11444091796875,172.7355499267578,164.79666137695312,172.7355499267578 2023-04-26,163.75555419921875,165.4844512939453,163.40777587890625,166.7866668701172 2023-04-27,161.8300018310547,163.90110778808594,160.34222412109375,164.5477752685547 2023-04-28,164.18333435058594,162.336669921875,162.22222900390625,166.6666717529297 2023-05-01,164.1266632080078,163.16888427734375,162.7100067138672,165.37110900878906 2023-05-02,159.55332946777344,161.2755584716797,158.19667053222656,162.7100067138672 2023-05-03,159.2388916015625,157.5366668701172,156.67666625976562,160.1999969482422 2023-05-04,153.46665954589844,156.11111450195312,153.46665954589844,158.09889221191406 2023-05-05,156.9055633544922,158.10888671875,154.51666259765625,160.0111083984375 2023-05-08,155.52000427246094,160.46665954589844,154.32110595703125,160.46665954589844 2023-05-09,154.84555053710938,155.44332885742188,153.3333282470703,156.67222595214844 2023-05-10,154.0211181640625,155.79556274414062,153.45443725585938,156.99888610839844 2023-05-11,151.58555603027344,152.22222900390625,150.5399932861328,152.66111755371094 2023-05-12,151.75555419921875,153.58444213867188,151.58444213867188,153.7066650390625 ","date,5-day,20-day,60-day 2023-05-01,163.89881388346353,174.9008292788551,185.20609787070686 2023-05-02,162.2825907389323,172.7894058227539,184.1438694604759 2023-05-03,161.13229573567708,170.83804117838542,183.10614399727575 2023-05-04,158.3590342203776,168.4973157610212,181.90838299527195 2023-05-05,157.2896301269531,166.68716321672713,180.86030737037868 2023-05-08,156.24355773925782,164.9145711263021,179.79634030868448 2023-05-09,155.54644470214845,163.2693907964797,178.7392162885822 2023-05-10,154.88837280273438,161.76292593819755,177.68725174033577 2023-05-11,153.76629842122395,160.20953449067616,176.58660573490332 2023-05-12,152.8262969970703,158.8646508353097,175.52579512465846 " 3212,US,technical,"During May 28, 2024 to November 16, 2024, what percentage of trading days showed long alignment of Jack Henry & Associates's 5, 10, 20-day Weighted Moving Average lines? (Weights are 1, 2, ..., n) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",40.4959,hard,moving average,WMA_n = \sum_{i=0}^{n-1} (n-i) * P_{t-i} / \sum_{j=1}^{n} j,"date,close,open,low,high 2024-04-30,162.69000244140625,165.02999877929688,162.24000549316406,165.0399932861328 2024-05-01,162.52000427246094,162.5800018310547,162.1999969482422,164.38999938964844 2024-05-02,162.50999450683594,163.16000366210938,161.0,164.0 2024-05-03,164.17999267578125,163.07000732421875,162.42999267578125,164.49000549316406 2024-05-06,164.9600067138672,165.0,163.3699951171875,165.7100067138672 2024-05-07,165.64999389648438,165.9499969482422,164.60000610351562,167.32000732421875 2024-05-08,165.58999633789062,166.8699951171875,165.14999389648438,172.47000122070312 2024-05-09,169.0399932861328,166.19000244140625,165.88999938964844,169.1300048828125 2024-05-10,169.24000549316406,169.1699981689453,167.9600067138672,169.9600067138672 2024-05-13,167.72000122070312,170.0,167.02000427246094,170.1999969482422 2024-05-14,165.69000244140625,168.24000549316406,163.25999450683594,168.24000549316406 2024-05-15,167.8300018310547,166.61000061035156,165.91000366210938,167.9499969482422 2024-05-16,169.3800048828125,167.8300018310547,167.1199951171875,169.85000610351562 2024-05-17,168.99000549316406,169.66000366210938,167.0500030517578,169.66000366210938 2024-05-20,169.4499969482422,168.9600067138672,167.77999877929688,170.17999267578125 2024-05-21,169.0800018310547,169.69000244140625,168.22000122070312,170.0800018310547 2024-05-22,169.6300048828125,168.80999755859375,168.64999389648438,170.2100067138672 2024-05-23,168.3300018310547,169.4199981689453,167.9199981689453,169.72000122070312 2024-05-24,168.61000061035156,168.25999450683594,167.22999572753906,168.72999572753906 2024-05-28,162.57000732421875,167.9199981689453,161.8699951171875,167.9199981689453 2024-05-29,161.52999877929688,161.11000061035156,160.17999267578125,162.6199951171875 2024-05-30,161.14999389648438,161.52999877929688,160.1699981689453,162.52000427246094 2024-05-31,164.67999267578125,161.42999267578125,160.69000244140625,164.77000427246094 2024-06-03,163.25999450683594,164.1199951171875,161.66000366210938,165.41000366210938 2024-06-04,161.6999969482422,162.33999633789062,161.30999755859375,163.9499969482422 2024-06-05,164.3800048828125,162.36000061035156,161.4499969482422,164.75 2024-06-06,164.5500030517578,164.64999389648438,164.2899932861328,165.88999938964844 2024-06-07,164.77999877929688,164.0,163.44000244140625,165.44000244140625 2024-06-10,164.0500030517578,164.64999389648438,161.64999389648438,164.75999450683594 2024-06-11,161.52999877929688,163.33999633789062,161.19000244140625,164.47000122070312 2024-06-12,160.2100067138672,162.55999755859375,160.08999633789062,163.05999755859375 2024-06-13,158.5500030517578,159.5800018310547,157.0,159.82000732421875 2024-06-14,161.57000732421875,158.02999877929688,157.9199981689453,161.66000366210938 2024-06-17,165.0399932861328,161.0,160.0399932861328,165.60000610351562 2024-06-18,162.2100067138672,165.17999267578125,162.00999450683594,165.75999450683594 2024-06-20,165.8800048828125,162.0,161.86000061035156,166.58999633789062 2024-06-21,166.74000549316406,166.3800048828125,165.14999389648438,167.33999633789062 2024-06-24,166.42999267578125,166.33999633789062,165.85000610351562,168.4199981689453 2024-06-25,166.36000061035156,166.69000244140625,164.5500030517578,167.0500030517578 2024-06-26,167.11000061035156,165.8699951171875,165.1699981689453,167.42999267578125 2024-06-27,166.72000122070312,167.0800018310547,166.0399932861328,168.19000244140625 2024-06-28,166.02000427246094,167.02000427246094,165.0,168.6999969482422 2024-07-01,163.49000549316406,166.63999938964844,162.44000244140625,167.02000427246094 2024-07-02,163.75999450683594,163.97000122070312,163.30999755859375,165.24000549316406 2024-07-03,163.64999389648438,163.38999938964844,162.30999755859375,164.41000366210938 2024-07-05,163.05999755859375,163.64999389648438,162.47999572753906,163.8300018310547 2024-07-08,164.33999633789062,163.2899932861328,162.82000732421875,164.99000549316406 2024-07-09,162.8800048828125,164.33999633789062,162.72999572753906,164.7100067138672 2024-07-10,160.8699951171875,162.91000366210938,158.6199951171875,162.91000366210938 2024-07-11,164.13999938964844,162.11000061035156,161.47999572753906,164.1999969482422 2024-07-12,166.27999877929688,164.9199981689453,164.75999450683594,167.6300048828125 2024-07-15,167.3699951171875,166.27000427246094,164.9199981689453,168.50999450683594 2024-07-16,169.74000549316406,168.2100067138672,167.39999389648438,170.67999267578125 2024-07-17,169.74000549316406,170.00999450683594,168.97000122070312,171.1300048828125 2024-07-18,168.0500030517578,168.74000549316406,167.86000061035156,171.44000244140625 2024-07-19,166.10000610351562,168.60000610351562,165.6300048828125,169.89999389648438 2024-07-22,168.94000244140625,166.72999572753906,165.97000122070312,169.3300018310547 2024-07-23,167.07000732421875,169.38999938964844,166.7100067138672,169.8000030517578 2024-07-24,167.92999267578125,167.07000732421875,166.67999267578125,169.0 2024-07-25,167.47999572753906,168.7899932861328,167.32000732421875,172.0 2024-07-26,170.3300018310547,168.07000732421875,168.00999450683594,170.5800018310547 2024-07-29,170.1699981689453,170.61000061035156,169.1999969482422,171.94000244140625 2024-07-30,172.41000366210938,170.97000122070312,169.39999389648438,172.8300018310547 2024-07-31,171.47999572753906,172.6999969482422,171.0,173.0399932861328 2024-08-01,169.07000732421875,171.39999389648438,168.3000030517578,172.05999755859375 2024-08-02,170.2100067138672,168.33999633789062,166.77999877929688,171.0800018310547 2024-08-05,163.8000030517578,168.8800048828125,163.58999633789062,169.0 2024-08-06,166.50999450683594,164.02000427246094,163.72999572753906,168.52000427246094 2024-08-07,166.00999450683594,167.27999877929688,165.02000427246094,169.50999450683594 2024-08-08,167.35000610351562,166.3699951171875,165.82000732421875,168.27000427246094 2024-08-09,166.44000244140625,167.5,166.02000427246094,168.49000549316406 2024-08-12,162.7100067138672,166.42999267578125,162.57000732421875,166.6300048828125 2024-08-13,165.16000366210938,163.17999267578125,162.08999633789062,165.22999572753906 2024-08-14,164.7899932861328,164.91000366210938,164.17999267578125,166.39999389648438 2024-08-15,164.77000427246094,165.42999267578125,162.77000427246094,166.5 2024-08-16,165.07000732421875,164.4199981689453,163.74000549316406,165.4499969482422 2024-08-19,164.08999633789062,165.52999877929688,163.27999877929688,165.88999938964844 2024-08-20,165.5500030517578,164.11000061035156,163.57000732421875,166.75999450683594 2024-08-21,165.4499969482422,162.0,160.22999572753906,167.66000366210938 2024-08-22,163.7899932861328,165.4199981689453,162.58999633789062,166.66000366210938 2024-08-23,164.6300048828125,164.1199951171875,163.3699951171875,164.85000610351562 2024-08-26,168.83999633789062,165.41000366210938,164.6300048828125,169.39999389648438 2024-08-27,171.38999938964844,168.83999633789062,168.1699981689453,171.6699981689453 2024-08-28,173.75999450683594,171.94000244140625,171.94000244140625,174.8699951171875 2024-08-29,171.88999938964844,174.60000610351562,171.67999267578125,174.60000610351562 2024-08-30,173.02999877929688,172.0800018310547,171.25,173.3300018310547 2024-09-03,175.0800018310547,173.02999877929688,173.02999877929688,177.6699981689453 2024-09-04,174.08999633789062,173.6699981689453,172.44000244140625,174.63999938964844 2024-09-05,173.2100067138672,174.97999572753906,171.6199951171875,174.97999572753906 2024-09-06,169.63999938964844,173.13999938964844,169.52999877929688,173.85000610351562 2024-09-09,171.89999389648438,170.67999267578125,170.3300018310547,173.6300048828125 2024-09-10,175.0399932861328,172.27000427246094,171.25,175.52000427246094 2024-09-11,174.00999450683594,174.77999877929688,170.32000732421875,174.8300018310547 2024-09-12,175.5399932861328,174.41000366210938,173.4499969482422,176.0 2024-09-13,176.07000732421875,175.97999572753906,175.16000366210938,176.55999755859375 2024-09-16,177.05999755859375,176.67999267578125,176.25,177.7100067138672 2024-09-17,175.69000244140625,176.8300018310547,175.0399932861328,177.5 2024-09-18,174.2100067138672,175.97000122070312,174.05999755859375,176.5 2024-09-19,175.60000610351562,176.13999938964844,173.99000549316406,176.13999938964844 2024-09-20,173.58999633789062,175.39999389648438,173.00999450683594,175.39999389648438 2024-09-23,174.85000610351562,174.1300048828125,173.7100067138672,175.89999389648438 2024-09-24,173.7100067138672,174.8699951171875,173.10000610351562,175.0500030517578 2024-09-25,170.27999877929688,174.14999389648438,169.99000549316406,174.14999389648438 2024-09-26,174.13999938964844,170.8000030517578,170.2899932861328,174.47000122070312 2024-09-27,175.99000549316406,174.02999877929688,174.02999877929688,176.89999389648438 2024-09-30,176.5399932861328,176.2899932861328,175.1300048828125,177.0800018310547 2024-10-01,179.6999969482422,176.77999877929688,175.00999450683594,181.07000732421875 2024-10-02,179.5500030517578,179.1199951171875,177.2899932861328,179.6300048828125 2024-10-03,183.5800018310547,179.35000610351562,179.0399932861328,183.75 2024-10-04,182.13999938964844,184.2899932861328,181.63999938964844,184.82000732421875 2024-10-07,179.80999755859375,181.44000244140625,179.50999450683594,181.8999938964844 2024-10-08,181.2899932861328,180.0,179.1999969482422,181.7100067138672 2024-10-09,182.4499969482422,181.3500061035156,181.3500061035156,183.8500061035156 2024-10-10,181.5800018310547,181.7700042724609,180.8699951171875,182.7700042724609 2024-10-11,183.3800048828125,182.5800018310547,182.5800018310547,184.80999755859372 2024-10-14,184.2899932861328,183.7400054931641,182.9600067138672,184.6499938964844 2024-10-15,184.7100067138672,184.5,183.7899932861328,186.02999877929688 2024-10-16,185.6699981689453,184.16000366210935,183.07000732421875,186.7700042724609 2024-10-17,185.97999572753903,186.1199951171875,184.3699951171875,186.92999267578125 2024-10-18,186.1199951171875,186.33999633789065,185.0399932861328,186.8300018310547 2024-10-21,184.97000122070312,185.57000732421875,184.32000732421875,186.9199981689453 2024-10-22,183.27999877929688,184.30999755859372,182.2899932861328,184.72999572753903 2024-10-23,184.4199981689453,183.2100067138672,182.8500061035156,184.7400054931641 2024-10-24,184.58999633789065,184.44000244140625,183.5500030517578,185.2100067138672 2024-10-25,182.44000244140625,184.77999877929688,182.22999572753903,185.55999755859372 2024-10-28,183.57000732421875,183.63999938964844,183.0800018310547,184.50999450683597 2024-10-29,182.66000366210935,183.3500061035156,182.41000366210935,183.67999267578125 2024-10-30,182.77999877929688,182.5500030517578,181.75999450683597,183.67999267578125 2024-10-31,181.92999267578125,182.42999267578125,181.5200042724609,184.0 2024-11-01,183.05999755859372,181.4499969482422,180.9499969482422,183.5500030517578 2024-11-04,184.32000732421875,183.05999755859372,183.05999755859372,186.41000366210935 2024-11-05,185.5200042724609,184.32000732421875,182.75999450683597,185.8000030517578 2024-11-06,180.3999938964844,189.3600006103516,177.6300048828125,189.6300048828125 2024-11-07,179.97000122070312,180.32000732421875,178.0,181.69000244140625 2024-11-08,179.77000427246094,180.5200042724609,179.14999389648438,183.67999267578125 2024-11-11,177.05999755859375,179.0399932861328,176.22999572753906,180.47999572753903 2024-11-12,177.11000061035156,177.17999267578125,175.27000427246094,177.27999877929688 2024-11-13,174.9499969482422,177.69000244140625,173.9600067138672,177.69000244140625 2024-11-14,172.4499969482422,175.0500030517578,171.8300018310547,175.57000732421875 2024-11-15,173.2100067138672,172.9199981689453,171.3800048828125,173.4499969482422 ","date,5-day,10-day,20-day 2024-05-28,166.70800374348957,167.7167302911932,167.5357637677874 2024-05-29,164.67000223795574,166.54836592240767,167.04500165666852 2024-05-30,163.0086659749349,165.38654618696734,166.52357243129185 2024-05-31,163.0893300374349,164.98799910111862,166.34485742478142 2024-06-03,162.93999532063802,164.41672529740768,166.02057117280506 2024-06-04,162.62732849121093,163.66599759188566,165.55209466843377 2024-06-05,163.26599833170573,163.5434531471946,165.35438087100076 2024-06-06,163.77133382161458,163.53727195046164,165.1789049421038 2024-06-07,164.12666727701824,163.66527182839133,165.03028571719216 2024-06-10,164.23200174967448,163.72509072043678,164.83242877778554 2024-06-11,163.44466756184895,163.40963606400922,164.4192857288179 2024-06-12,162.22866923014323,162.87309209650212,163.90990535191128 2024-06-13,160.73733622233073,162.05872913707387,163.26852460588728 2024-06-14,160.65267130533854,161.8407304243608,162.95895378476098 2024-06-17,161.93866780598958,162.31018343838778,163.01704828171503 2024-06-18,162.21533610026043,162.23272982510653,162.82442982991537 2024-06-20,163.67000325520834,162.81327570134943,163.01581115722655 2024-06-21,165.03333740234376,163.52291259765624,163.30433538527717 2024-06-24,165.7473337809245,164.1363653009588,163.5770964849563 2024-06-25,166.11400044759114,164.70709228515625,163.85223933628626 2024-06-26,166.64266662597657,165.37218295010652,164.20952504475912 2024-06-27,166.71466674804688,165.8649100563743,164.50804893856957 2024-06-28,166.4973347981771,166.11200145374644,164.71519215901694 2024-07-01,165.48467000325522,165.76327486905186,164.65819258916946 2024-07-02,164.75800069173178,165.42872813831676,164.6325728643508 2024-07-03,164.16799825032552,165.0974540016868,164.5940959385463 2024-07-05,163.61199747721355,164.63272621848367,164.49014318557013 2024-07-08,163.7266632080078,164.45199834650214,164.5143808274042 2024-07-09,163.46666564941407,164.04945401278408,164.40057169596355 2024-07-10,162.57733154296875,163.34599859064275,164.10438065301804 2024-07-11,162.97066548665364,163.33690768155185,164.13476148332867 2024-07-12,164.04466552734374,163.77090759277343,164.3565232049851 2024-07-15,165.2673309326172,164.411088700728,164.65318937755765 2024-07-16,167.0779998779297,165.45763549804687,165.1335708618164 2024-07-17,168.43133544921875,166.3905459317294,165.5750475928897 2024-07-18,168.6300028483073,166.90745572176846,165.83319069998606 2024-07-19,167.91800435384116,166.98982044566762,165.87781030564082 2024-07-22,168.1646708170573,167.53327525745738,166.19185812813896 2024-07-23,167.68333841959637,167.65309448242186,166.3173350016276 2024-07-24,167.66666768391926,167.8530928178267,166.52166755312965 2024-07-25,167.62066548665365,167.84290993430398,166.67566709972564 2024-07-26,168.5626658121745,168.2901827725497,167.09933391752696 2024-07-29,169.1693318684896,168.63472761674362,167.490571812221 2024-07-30,170.44066670735677,169.33563704057173,168.07538168770927 2024-07-31,171.0459991455078,169.81890869140625,168.52914319719588 2024-08-01,170.61133524576823,169.8323644464666,168.71662009102957 2024-08-02,170.45067036946614,170.03454728560015,168.98685876755488 2024-08-05,168.16133728027344,168.9965476296165,168.6125732421875 2024-08-06,167.20000101725262,168.54472822709516,168.4989535377139 2024-08-07,166.46533203125,168.01218178488992,168.320429120745 2024-08-08,166.54200032552083,167.75818287242544,168.245048668271 2024-08-09,166.43000081380208,167.34109219637784,168.06771545410157 2024-08-12,165.3260030110677,166.3165477405895,167.53438262939454 2024-08-13,165.11133728027343,165.87309348366477,167.25657326834542 2024-08-14,164.86333414713542,165.49418279474432,166.9653343563988 2024-08-15,164.69000142415365,165.2332741477273,166.69576321556454 2024-08-16,164.7886698404948,165.10509338378907,166.47038283575148 2024-08-19,164.6520009358724,164.89218333851207,166.15657283238002 2024-08-20,164.91000162760417,164.93945645419035,166.0049063546317 2024-08-21,165.1086669921875,164.98600103204902,165.8509536016555 2024-08-22,164.70999755859376,164.74090853604403,165.55071476527624 2024-08-23,164.65666605631512,164.71327292702415,165.34804847353982 2024-08-26,166.03599853515624,165.48399935635652,165.57347659156437 2024-08-27,167.94866536458332,166.60690834738992,166.0480954851423 2024-08-28,170.26199747721355,168.04745289195668,166.75328536260696 2024-08-29,171.397998046875,168.984907393022,167.26952332996186 2024-08-30,172.3739980061849,170.00018005371095,167.8809041341146 2024-09-03,173.47333272298178,171.24345342462712,168.67409479050409 2024-09-04,173.82666524251303,172.10690751509233,169.319284929548 2024-09-05,173.7066680908203,172.65509088689632,169.84457128615605 2024-09-06,172.43333435058594,172.41309093128552,169.99557117280506 2024-09-09,172.0633321126302,172.47563532049006,170.3509039015997 2024-09-10,172.8153299967448,172.9769070712003,170.97928423200335 2024-09-11,173.2266621907552,173.17817909934303,171.4508552187965 2024-09-12,174.15332743326823,173.60999644886363,172.0259975615002 2024-09-13,175.10133158365886,174.1058163729581,172.60042695545016 2024-09-16,175.95066528320314,174.70563437721947,173.2153315952846 2024-09-17,175.99933369954428,174.98308965509588,173.64266531808036 2024-09-18,175.51133626302084,174.98036388050426,173.87380894252232 2024-09-19,175.47333780924478,175.22818326083097,174.1960953485398 2024-09-20,174.76133524576824,175.0670917857777,174.27861887613932 2024-09-23,174.6346700032552,175.06327486905184,174.43447665259953 2024-09-24,174.27533772786458,174.7985487504439,174.43309638613746 2024-09-25,172.90466918945313,173.93436639959162,174.0818581717355 2024-09-26,173.0826680501302,173.8398204456676,174.10352478027343 2024-09-27,173.97466939290365,174.10709367231888,174.29957289922805 2024-09-30,174.88999938964844,174.4758192582564,174.52847696940105 2024-10-01,176.7459981282552,175.42854558771307,175.04161950974236 2024-10-02,178.1526662190755,176.28109130859374,175.51847694033668 2024-10-03,180.2846669514974,177.7692732377486,176.35314374651227 2024-10-04,181.30733337402344,178.85054570978338,177.00128653390067 2024-10-07,181.1433329264323,179.35272688432173,177.36800057547433 2024-10-08,181.2546641031901,180.0338165283203,177.83799990699404 2024-10-09,181.64666341145832,180.7879979913885,178.38871387300037 2024-10-10,181.55533142089843,181.16272583007813,178.81638067336308 2024-10-11,182.19733378092448,181.72945417924362,179.386714390346 2024-10-14,183.05999857584635,182.3272713401101,180.00890415736606 2024-10-15,183.76400146484374,182.86054548783736,180.6366666521345 2024-10-16,184.56000061035155,183.4772724498402,181.31290450323195 2024-10-17,185.24466552734376,184.03908996582032,181.96409454345704 2024-10-18,185.6826639811198,184.58272566361862,182.57918933686756 2024-10-21,185.5546651204427,184.84490800337358,183.02509424118767 2024-10-22,184.81799825032553,184.7059989235618,183.26185607910156 2024-10-23,184.5566650390625,184.7381805419922,183.56161789667038 2024-10-24,184.43533121744792,184.76545271439986,183.81023668561662 2024-10-25,183.68999938964845,184.347089732777,183.80433226085844 2024-10-28,183.56666870117186,184.15127313787286,183.87533307756698 2024-10-29,183.23333638509115,183.8030919855291,183.82619062151227 2024-10-30,182.98133544921876,183.5140009099787,183.77438100179037 2024-10-31,182.55533243815105,183.12290871360085,183.62623748779296 2024-11-01,182.68333129882814,183.0109083695845,183.59357067289807 2024-11-04,183.19000040690105,183.18363702947443,183.67652384440103 2024-11-05,184.04666849772136,183.58636502352627,183.85228620256697 2024-11-06,183.00599975585936,183.01745466752485,183.5202856154669 2024-11-07,181.9806671142578,182.44345481178976,183.15709526425317 2024-11-08,181.0193349202474,181.9170917857777,182.7825242542085 2024-11-11,179.3740000406901,180.94654568758878,182.16704784574964 2024-11-12,178.22933349609374,180.10345486727627,181.59076218377976 2024-11-13,176.92533264160156,178.96854525479404,180.84495239257814 2024-11-14,175.15133158365884,177.52145385742188,179.91209498814175 2024-11-15,174.1320007324219,176.38490961248223,179.11604803176152 " 3213,US,technical,"For Vici Properties from May 31, 2020 to December 31, 2020, what percentage of days were the 10, 20, 30-day Weighted Moving Average lines in long alignment? (Unit: %) (Weights are 1, 2, ..., n) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",55.3333,hard,moving average,WMA_n = \sum_{i=0}^{n-1} (n-i) * P_{t-i} / \sum_{j=1}^{n} j,"date,close,open,low,high 2020-04-20,15.68000030517578,15.710000038146973,15.5,16.1299991607666 2020-04-21,15.350000381469728,15.029999732971191,14.899999618530272,15.6850004196167 2020-04-22,15.5,15.760000228881836,15.217000007629396,15.845000267028809 2020-04-23,15.279999732971191,15.619999885559082,15.1899995803833,15.744999885559082 2020-04-24,15.579999923706056,15.460000038146973,15.260000228881836,15.949999809265137 2020-04-27,16.309999465942383,15.68000030517578,15.600000381469728,16.65999984741211 2020-04-28,16.780000686645508,16.649999618530273,16.329999923706055,17.18000030517578 2020-04-29,17.899999618530273,17.059999465942383,17.0,18.350000381469727 2020-04-30,17.420000076293945,17.25,16.700000762939453,17.700000762939453 2020-05-01,16.559999465942383,17.1299991607666,16.040000915527344,17.3799991607666 2020-05-04,16.3799991607666,16.170000076293945,15.5,16.459999084472656 2020-05-05,16.43000030517578,16.59000015258789,16.239999771118164,16.969999313354492 2020-05-06,16.25,16.6200008392334,15.90999984741211,16.709999084472656 2020-05-07,16.56999969482422,16.639999389648438,16.420000076293945,16.979999542236328 2020-05-08,17.09000015258789,16.989999771118164,16.719999313354492,17.209999084472656 2020-05-11,16.700000762939453,16.690000534057617,16.540000915527344,17.1299991607666 2020-05-12,15.770000457763672,16.690000534057617,15.59000015258789,16.809999465942383 2020-05-13,14.869999885559082,15.5600004196167,14.699999809265137,15.69499969482422 2020-05-14,15.1899995803833,14.470000267028809,13.970000267028809,15.545000076293944 2020-05-15,15.300000190734863,14.960000038146973,14.630000114440918,15.4399995803833 2020-05-18,16.520000457763672,16.209999084472656,16.059999465942383,16.729999542236328 2020-05-19,17.239999771118164,16.440000534057617,16.15999984741211,17.420000076293945 2020-05-20,17.920000076293945,17.489999771118164,17.440000534057617,18.479999542236328 2020-05-21,18.32999992370605,17.729999542236328,17.729999542236328,18.520000457763672 2020-05-22,18.82999992370605,18.270000457763672,18.09000015258789,18.950000762939453 2020-05-26,19.82999992370605,19.88999938964844,19.420000076293945,20.309999465942383 2020-05-27,20.059999465942383,20.11000061035156,19.350000381469727,20.540000915527344 2020-05-28,19.3799991607666,20.31999969482422,19.36000061035156,20.530000686645508 2020-05-29,19.6200008392334,19.1299991607666,18.82999992370605,19.75 2020-06-01,20.600000381469727,19.540000915527344,19.530000686645508,20.729999542236328 2020-06-02,20.459999084472656,21.0,20.26000022888184,21.01000022888184 2020-06-03,21.90999984741211,20.809999465942383,20.75,22.11000061035156 2020-06-04,22.229999542236328,21.899999618530277,21.4950008392334,22.790000915527344 2020-06-05,22.989999771118164,23.290000915527344,22.56999969482422,23.979999542236328 2020-06-08,22.82999992370605,23.520000457763672,22.655000686645508,23.600000381469727 2020-06-09,22.0,22.06999969482422,21.780000686645508,22.549999237060547 2020-06-10,21.149999618530277,21.729999542236328,20.459999084472656,21.950000762939453 2020-06-11,20.51000022888184,19.86000061035156,19.520000457763672,20.780000686645508 2020-06-12,22.290000915527344,21.489999771118164,21.020000457763672,22.32999992370605 2020-06-15,22.82999992370605,21.3799991607666,21.200000762939453,23.11000061035156 2020-06-16,22.3700008392334,23.729999542236328,21.88999938964844,23.729999542236328 2020-06-17,22.899999618530277,22.850000381469727,22.56999969482422,23.31999969482422 2020-06-18,22.600000381469727,22.61000061035156,22.434999465942383,22.8700008392334 2020-06-19,22.479999542236328,22.420000076293945,22.040000915527344,22.76000022888184 2020-06-22,21.790000915527344,22.25,21.46999931335449,22.25 2020-06-23,22.059999465942383,22.09000015258789,21.850000381469727,22.395000457763672 2020-06-24,21.07999992370605,21.709999084472656,20.549999237060547,21.799999237060547 2020-06-25,21.059999465942383,20.86000061035156,20.68000030517578,21.25 2020-06-26,20.030000686645508,20.96999931335449,19.729999542236328,21.059999465942383 2020-06-29,20.0,20.059999465942383,19.489999771118164,20.229999542236328 2020-06-30,20.190000534057617,19.989999771118164,19.82999992370605,20.299999237060547 2020-07-01,20.700000762939453,20.34000015258789,20.239999771118164,20.84000015258789 2020-07-02,20.86000061035156,21.239999771118164,20.670000076293945,21.31999969482422 2020-07-06,20.21999931335449,21.399999618530277,20.184999465942383,21.489999771118164 2020-07-07,19.989999771118164,19.899999618530277,19.739999771118164,20.459999084472656 2020-07-08,20.200000762939453,20.059999465942383,19.80500030517578,20.25 2020-07-09,19.790000915527344,20.200000762939453,19.600000381469727,20.309999465942383 2020-07-10,19.959999084472656,19.71999931335449,19.55500030517578,20.100000381469727 2020-07-13,19.75,20.09000015258789,19.65999984741211,20.450000762939453 2020-07-14,19.68000030517578,19.739999771118164,19.31999969482422,19.8799991607666 2020-07-15,21.190000534057617,20.09000015258789,20.06999969482422,21.190000534057617 2020-07-16,21.059999465942383,20.989999771118164,20.239999771118164,21.125 2020-07-17,21.549999237060547,21.1299991607666,20.96999931335449,21.700000762939453 2020-07-20,21.1299991607666,21.559999465942383,20.920000076293945,21.6299991607666 2020-07-21,21.46999931335449,21.200000762939453,21.149999618530277,21.57999992370605 2020-07-22,22.26000022888184,21.309999465942383,21.299999237060547,22.299999237060547 2020-07-23,21.600000381469727,22.030000686645508,21.559999465942383,22.21999931335449 2020-07-24,21.030000686645508,21.3700008392334,21.01000022888184,21.59000015258789 2020-07-27,20.770000457763672,21.0,20.34499931335449,21.0 2020-07-28,20.709999084472656,20.6200008392334,20.395000457763672,20.98200035095215 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2020-08-14,22.991818341341887,22.491619128272646,22.096172070246872 2020-08-17,23.056727496060457,22.59500013078962,22.204172105686638 2020-08-18,23.061818278919567,22.66857150849842,22.2922365906418 2020-08-19,23.0854547327215,22.74733346303304,22.382258134247156 2020-08-20,23.095454822887074,22.82204779670352,22.466021613664523 2020-08-21,22.990727615356445,22.833381162370955,22.50458078281854 2020-08-24,22.978000259399415,22.88238113040016,22.567957109020604 2020-08-25,22.95145468278365,22.912238230024066,22.61855923232212 2020-08-26,22.90981840653853,22.920238285972957,22.654494759344285 2020-08-27,22.94381824840199,22.956047739301408,22.71023665397398 2020-08-28,22.94654541015625,22.96957149505615,22.751182859687393 2020-08-31,22.83199996948242,22.91609530675979,22.74776351272419 2020-09-01,22.920181933316318,22.959095373607816,22.808193670293335 2020-09-02,23.041272839632903,23.019857279459636,22.878731307163033 2020-09-03,23.03181828585538,23.010952513558525,22.903182917769236 2020-09-04,23.018545393510298,22.99719052087693,22.922215115126743 2020-09-08,23.07145462036133,23.021523911612373,22.963075371198755 2020-09-09,23.208181970769708,23.09180965423584,23.030150665775423 2020-09-10,23.325454677234998,23.15780963897705,23.089354960123696 2020-09-11,23.481454571810637,23.251381002153668,23.163548467492543 2020-09-14,23.757090828635476,23.411428560529437,23.28096778213337 2020-09-15,24.110363561456854,23.620619038173132,23.43107530737436 2020-09-16,24.349454532970082,23.788714308965773,23.553182852140036 2020-09-17,24.442545318603514,23.886714235941568,23.629483877202517 2020-09-18,24.39963614723899,23.915380850292387,23.658666635328725 2020-09-21,24.19509076205167,23.864523733229863,23.633849445466073 2020-09-22,24.03363626653498,23.835142807733444,23.62488171567199 2020-09-23,23.790727095170453,23.761618950253443,23.586602106401998 2020-09-24,23.605272709239614,23.70947616213844,23.563505373718918 2020-09-25,23.52927263433283,23.70661897205171,23.57526877618605 2020-09-28,23.57690911726518,23.76176188332694,23.626516120664537 2020-09-29,23.49036355452104,23.734952299935475,23.623440810172788 2020-09-30,23.437090995094994,23.70123809632801,23.61864516555622 2020-10-01,23.47890905900435,23.700857080732074,23.63559135519048 2020-10-02,23.596181696111504,23.732237988426572,23.673161213372342 2020-10-05,23.743454430320046,23.7762856165568,23.72094616223407 2020-10-06,23.79545451077548,23.775714229402087,23.739204254970755 2020-10-07,23.81309075789018,23.76004750388009,23.74722571834441 2020-10-08,23.868727215853603,23.77319041660854,23.772838654056674 2020-10-09,23.837272574684835,23.748857034955705,23.771268725651566 2020-10-12,23.84618183482777,23.748428553626653,23.783462331628286 2020-10-13,23.83181804310192,23.73723799387614,23.78341926246561 2020-10-14,23.80618175159801,23.73133326939174,23.77849455392489 2020-10-15,23.822181875055488,23.75695237659273,23.78967738818097 2020-10-16,23.786909207430753,23.760333360944475,23.783333325129682 2020-10-19,23.662181854248047,23.71385713304792,23.741161260297222 2020-10-20,23.579272842407228,23.6781428927467,23.706150538946993 2020-10-21,23.536000165072355,23.65761911301386,23.68148389426611 2020-10-22,23.583454617587,23.67890478769938,23.68787096905452 2020-10-23,23.67127290205522,23.71604770478748,23.707483915103378 2020-10-26,23.619636396928268,23.682000023978098,23.680537640151158 2020-10-27,23.43854533108798,23.57938089824858,23.607612855972782 2020-10-28,23.260727310180663,23.47180955977667,23.534881735360752 2020-10-29,23.232727293534712,23.4358095623198,23.513462382490918 2020-10-30,23.162727425315165,23.37347630092076,23.475311894570627 2020-11-02,23.231454571810637,23.38214290255592,23.483526906659527 2020-11-03,23.342181847312233,23.420381001063756,23.50845164227229 2020-11-04,23.54290903264826,23.511619050162178,23.56808602117723 2020-11-05,23.660908889770507,23.565904680887858,23.601548332296392 2020-11-06,23.747454279119317,23.60538083031064,23.622967660555275 2020-11-09,23.807272442904384,23.62799985068185,23.633161192042852 2020-11-10,24.12472714510831,23.789904685247514,23.73834403663553 2020-11-11,24.415817989002573,23.9557617914109,23.84720422888315 2020-11-12,24.563999765569513,24.065809377034505,23.919440767841955 2020-11-13,24.847636066783558,24.257952190580824,24.04784933931084 2020-11-16,25.150181718306108,24.47709513164702,24.197655843919325 2020-11-17,25.447999988902698,24.703618976048062,24.358107478644257 2020-11-18,25.587454466386276,24.856047503153484,24.473010672292403 2020-11-19,25.713636467673563,25.002857117425826,24.58729029829784 2020-11-20,25.808182074806908,25.14028577350435,24.69759142885926 2020-11-23,25.908363897150213,25.29028579166957,24.817290361465947 2020-11-24,25.97090943076394,25.42933346884591,24.933505454114687 2020-11-25,25.907454854791816,25.493714414324078,25.005204375072193 2020-11-27,25.874909418279476,25.56114301227388,25.08460224110593 2020-11-30,25.757273171164773,25.579857381184897,25.13509692120296 2020-12-01,25.69090954173695,25.60933361053467,25.19696791454028 2020-12-02,25.59872755570845,25.609857359386627,25.240193680794007 2020-12-03,25.663272857666016,25.675190634954543,25.327419449180685 2020-12-04,25.69600004716353,25.71871442340669,25.399311910649782 2020-12-07,25.689818330244584,25.73376210530599,25.453333462951004 2020-12-08,25.664909189397637,25.729190653846377,25.49619367045741 2020-12-09,25.623818345503373,25.702904973711288,25.525311980708953 2020-12-10,25.593091097745027,25.67490498679025,25.547742101197603 2020-12-11,25.603636446866123,25.667714455014185,25.57815067332278 2020-12-14,25.565636270696466,25.631238165355864,25.585978571573893 2020-12-15,25.658727299083363,25.6663334437779,25.635677534534086 2020-12-16,25.730181711370296,25.696142877851212,25.676193610570763 2020-12-17,25.888181790438566,25.780142902192615,25.747612988051547 2020-12-18,25.88909104087136,25.783238211132232,25.762215193881783 2020-12-21,25.87581842595881,25.778143028985887,25.76744104200794 2020-12-22,25.904363909634675,25.79576208932059,25.783806642922023 2020-12-23,25.922909303144976,25.812238248189292,25.794344256001136 2020-12-24,25.9274545842951,25.826809583391462,25.801591504004694 2020-12-28,25.907454750754617,25.831000137329102,25.802000156525644 2020-12-29,25.78854567787864,25.784190622965493,25.766301235075918 2020-12-30,25.746363830566406,25.776571573529925,25.758236710743237 2020-12-31,25.681272888183592,25.752047756740026,25.740344225975775 " 3214,US,technical,"Calculate the percentage of days with short alignment in the 10, 20, 30-day Weighted Moving Average lines for Cognizant from September 11, 2024 to August 08, 2025. (Weights are 1, 2, ..., n) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",44.2982,hard,moving average,WMA_n = \sum_{i=0}^{n-1} (n-i) * P_{t-i} / \sum_{j=1}^{n} j,"date,close,open,low,high 2024-07-31,75.68000030517578,76.30999755859375,75.12000274658203,76.30999755859375 2024-08-01,76.30999755859375,78.0,75.4000015258789,80.2699966430664 2024-08-02,74.0,76.11000061035156,73.62999725341797,76.11000061035156 2024-08-05,71.7300033569336,73.19000244140625,71.55000305175781,73.69000244140625 2024-08-06,72.6500015258789,71.95999908447266,71.79000091552734,73.91999816894531 2024-08-07,73.16999816894531,73.68000030517578,73.0999984741211,74.38999938964844 2024-08-08,73.7300033569336,73.06999969482422,73.06999969482422,74.25 2024-08-09,74.41999816894531,73.7300033569336,73.20999908447266,74.58000183105469 2024-08-12,73.13999938964844,74.41000366210938,73.0999984741211,74.62000274658203 2024-08-13,74.2699966430664,73.33999633789062,73.33999633789062,74.38999938964844 2024-08-14,74.37999725341797,73.86000061035156,73.86000061035156,74.5999984741211 2024-08-15,75.47000122070312,75.0,74.69000244140625,75.7300033569336 2024-08-16,75.86000061035156,75.63999938964844,75.08000183105469,75.87999725341797 2024-08-19,75.98999786376953,75.86000061035156,75.73999786376953,76.48999786376953 2024-08-20,75.45999908447266,75.69999694824219,75.3499984741211,75.98999786376953 2024-08-21,76.62000274658203,75.77999877929688,75.58999633789062,76.72000122070312 2024-08-22,76.2699966430664,76.62000274658203,76.1500015258789,76.93000030517578 2024-08-23,76.68000030517578,76.62000274658203,76.20999908447266,76.95999908447266 2024-08-26,76.80999755859375,77.12999725341797,76.69000244140625,77.44999694824219 2024-08-27,77.1500015258789,76.63999938964844,76.5,77.18000030517578 2024-08-28,76.87000274658203,77.29000091552734,76.68000030517578,78.16999816894531 2024-08-29,77.13999938964844,77.18000030517578,76.4000015258789,77.52999877929688 2024-08-30,77.7699966430664,77.38999938964844,77.02999877929688,77.87000274658203 2024-09-03,76.7699966430664,77.2699966430664,76.4000015258789,78.05000305175781 2024-09-04,77.31999969482422,76.63999938964844,76.5,77.5199966430664 2024-09-05,76.76000213623047,77.31999969482422,76.55000305175781,77.33999633789062 2024-09-06,75.83999633789062,77.0,75.7300033569336,77.51000213623047 2024-09-09,76.12999725341797,76.25,76.08000183105469,76.75 2024-09-10,76.55000305175781,76.52999877929688,75.91999816894531,76.6500015258789 2024-09-11,76.30000305175781,76.3499984741211,74.76000213623047,76.41000366210938 2024-09-12,76.30999755859375,76.44000244140625,75.55000305175781,76.7300033569336 2024-09-13,77.20999908447266,76.55000305175781,76.52999877929688,77.30999755859375 2024-09-16,77.87000274658203,77.52999877929688,77.05000305175781,77.91000366210938 2024-09-17,76.22000122070312,78.12000274658203,75.83000183105469,78.2699966430664 2024-09-18,75.3499984741211,75.86000061035156,75.19000244140625,76.2699966430664 2024-09-19,75.19999694824219,76.33000183105469,75.04000091552734,76.52999877929688 2024-09-20,75.63999938964844,75.22000122070312,74.79000091552734,75.6500015258789 2024-09-23,76.12000274658203,75.77999877929688,75.2699966430664,76.16999816894531 2024-09-24,76.04000091552734,76.2300033569336,76.01000213623047,76.56999969482422 2024-09-25,75.52999877929688,75.83000183105469,75.44999694824219,76.44000244140625 2024-09-26,77.19999694824219,77.2300033569336,76.80000305175781,77.55999755859375 2024-09-27,76.88999938964844,77.47000122070312,76.68000030517578,77.61000061035156 2024-09-30,77.18000030517578,77.0,76.19999694824219,77.30000305175781 2024-10-01,76.08999633789062,77.1500015258789,75.73999786376953,77.4000015258789 2024-10-02,76.76000213623047,75.79000091552734,75.61000061035156,76.86000061035156 2024-10-03,76.52999877929688,76.4800033569336,76.0199966430664,76.80000305175781 2024-10-04,77.13999938964844,77.2699966430664,76.62999725341797,77.75 2024-10-07,76.0,76.7699966430664,75.76000213623047,76.81999969482422 2024-10-08,76.12999725341797,76.19000244140625,75.38999938964844,76.48999786376953 2024-10-09,76.80000305175781,76.08000183105469,76.08000183105469,76.97000122070312 2024-10-10,74.5,76.26000213623047,74.2699966430664,76.31999969482422 2024-10-11,75.94000244140625,74.58000183105469,74.54000091552734,76.08000183105469 2024-10-14,76.7699966430664,76.13999938964844,75.98999786376953,76.83000183105469 2024-10-15,77.37999725341797,76.94000244140625,76.6500015258789,77.72000122070312 2024-10-16,77.5999984741211,77.4800033569336,77.2699966430664,77.80999755859375 2024-10-17,77.73999786376953,77.61000061035156,76.87999725341797,78.0 2024-10-18,78.0,77.73999786376953,77.33999633789062,78.05000305175781 2024-10-21,76.87000274658203,77.76000213623047,76.76000213623047,77.97000122070312 2024-10-22,75.81999969482422,76.62999725341797,75.66000366210938,76.76000213623047 2024-10-23,76.06999969482422,75.63999938964844,75.41000366210938,76.25 2024-10-24,74.86000061035156,76.2300033569336,74.69000244140625,76.41999816894531 2024-10-25,74.81999969482422,75.19000244140625,74.62999725341797,75.52999877929688 2024-10-28,74.9800033569336,75.41000366210938,74.83000183105469,75.8499984741211 2024-10-29,75.5199966430664,74.86000061035156,74.55999755859375,75.93000030517578 2024-10-30,74.3499984741211,74.77999877929688,74.2699966430664,75.4000015258789 2024-10-31,74.58999633789062,77.83000183105469,74.56999969482422,78.0 2024-11-01,74.61000061035156,74.38999938964844,73.11000061035156,74.91000366210938 2024-11-04,74.9000015258789,74.45999908447266,74.27999877929688,75.30000305175781 2024-11-05,75.38999938964844,75.08000183105469,74.91999816894531,76.06999969482422 2024-11-06,79.4000015258789,78.0199966430664,77.4800033569336,79.43000030517578 2024-11-07,81.36000061035156,79.5,79.4000015258789,81.52999877929688 2024-11-08,80.30999755859375,81.36000061035156,80.1500015258789,81.75 2024-11-11,81.5,80.56999969482422,80.55000305175781,82.19000244140625 2024-11-12,81.73999786376953,81.47000122070312,81.26000213623047,81.93000030517578 2024-11-13,82.31999969482422,81.66999816894531,81.2699966430664,82.41000366210938 2024-11-14,80.7699966430664,81.94000244140625,80.66000366210938,82.2699966430664 2024-11-15,77.11000061035156,80.5,77.08000183105469,80.5199966430664 2024-11-18,76.87000274658203,77.22000122070312,76.83000183105469,77.8499984741211 2024-11-19,76.31999969482422,75.9000015258789,75.16000366210938,76.62999725341797 2024-11-20,77.56999969482422,76.16999816894531,76.12999725341797,77.5999984741211 2024-11-21,78.86000061035156,77.80000305175781,77.38999938964844,79.05000305175781 2024-11-22,79.54000091552734,78.93000030517578,78.76000213623047,80.02999877929688 2024-11-25,80.62999725341797,80.30000305175781,80.0199966430664,80.81999969482422 2024-11-26,81.05999755859375,80.73999786376953,79.70999908447266,81.16000366210938 2024-11-27,80.75,80.86000061035156,80.01000213623047,80.9800033569336 2024-11-29,80.48999786376953,80.62000274658203,80.20999908447266,80.9800033569336 2024-12-02,80.81999969482422,80.19000244140625,79.97000122070312,81.0199966430664 2024-12-03,79.9800033569336,80.19000244140625,79.5999984741211,80.58000183105469 2024-12-04,80.58000183105469,80.4000015258789,80.19999694824219,80.81999969482422 2024-12-05,80.7300033569336,80.26000213623047,80.12999725341797,80.91999816894531 2024-12-06,81.1500015258789,81.2300033569336,80.86000061035156,81.4000015258789 2024-12-09,80.63999938964844,81.0,80.5,81.48999786376953 2024-12-10,80.05999755859375,80.1500015258789,79.37999725341797,80.83999633789062 2024-12-11,81.25,80.58999633789062,80.31999969482422,81.81999969482422 2024-12-12,80.37000274658203,81.06999969482422,80.33000183105469,81.5999984741211 2024-12-13,80.05999755859375,80.05000305175781,79.48999786376953,80.6500015258789 2024-12-16,80.69999694824219,80.33999633789062,79.8499984741211,80.97000122070312 2024-12-17,81.02999877929688,81.31999969482422,80.87000274658203,82.45999908447266 2024-12-18,78.26000213623047,80.68000030517578,78.23999786376953,81.70999908447266 2024-12-19,79.48999786376953,78.63999938964844,78.63999938964844,80.08000183105469 2024-12-20,79.2300033569336,78.77999877929688,78.33000183105469,80.2699966430664 2024-12-23,79.0,78.76000213623047,78.61000061035156,79.43000030517578 2024-12-24,79.48999786376953,78.87999725341797,78.6500015258789,79.5199966430664 2024-12-26,79.88999938964844,79.18000030517578,79.02999877929688,80.06999969482422 2024-12-27,79.19999694824219,79.22000122070312,78.58000183105469,80.12000274658203 2024-12-30,76.75,78.44999694824219,75.62999725341797,78.5999984741211 2024-12-31,76.9000015258789,77.0,76.33999633789062,77.3499984741211 2025-01-02,76.41000366210938,77.4800033569336,76.18000030517578,77.86000061035156 2025-01-03,76.37999725341797,76.86000061035156,75.72000122070312,77.19999694824219 2025-01-06,75.91000366210938,76.23999786376953,75.6500015258789,77.22000122070312 2025-01-07,75.62000274658203,75.79000091552734,75.29000091552734,76.79000091552734 2025-01-08,76.0199966430664,75.62000274658203,74.77999877929688,76.06999969482422 2025-01-10,75.31999969482422,75.19999694824219,75.19999694824219,76.62000274658203 2025-01-13,76.68000030517578,74.9800033569336,74.58000183105469,76.80000305175781 2025-01-14,77.16999816894531,76.54000091552734,76.43000030517578,77.6500015258789 2025-01-15,77.77999877929688,78.01000213623047,76.93000030517578,78.13999938964844 2025-01-16,77.43000030517578,77.4000015258789,76.26000213623047,77.63999938964844 2025-01-17,77.80999755859375,78.69000244140625,77.23999786376953,78.69999694824219 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2024-11-04,74.86363594748757,75.54114249093192,75.8250748665102 2024-11-05,74.92509044300427,75.49138056437174,75.7779565790648 2024-11-06,75.72345442338424,75.82704740251813,75.99094595960392 2024-11-07,76.81763638583097,76.33699987502325,76.32206430742818 2024-11-08,77.60272688432174,76.71428538731166,76.57649427844632 2024-11-11,78.50436332009055,77.18409496489025,76.900343765751 2024-11-12,79.3310903375799,77.65423765636626,77.23038666427776 2024-11-13,80.15018130215732,78.15885670979817,77.58569849485993 2024-11-14,80.54254441694779,78.49338022867839,77.8290531445575 2024-11-15,80.15709006569602,78.46490413120814,77.82716074297505 2024-11-18,79.68254519375888,78.41780918666295,77.80984912175005 2024-11-19,79.0721815629439,78.31833299909319,77.75518245902113 2024-11-20,78.67218156294389,78.3355234781901,77.78075235018166 2024-11-21,78.5399999445135,78.46842833019439,77.88789220010081 2024-11-22,78.57690929066051,78.64704749697731,78.02952669205204 2024-11-25,78.82599972811612,78.90699964250837,78.2337415961809 2024-11-26,79.1690902709961,79.18099946521578,78.45739737890099 2024-11-27,79.46818126331677,79.39909475417365,78.65313933998026 2024-11-29,79.74854458895597,79.5619517371768,78.82533277285997 2024-12-02,80.09399913441051,79.72814222063337,79.01290266795824 2024-12-03,80.21927254416725,79.78476162865049,79.14021473546183 2024-12-04,80.39709111993963,79.87433326357888,79.29954820858535 2024-12-05,80.52472811612216,79.95347646077474,79.45832263577368 2024-12-06,80.67127380371093,80.0662861415318,79.63417220577116 2024-12-09,80.68345544988459,80.13152418590727,79.76359152845157 2024-12-10,80.57018224542792,80.13995252336774,79.84307524978473 2024-12-11,80.6836367520419,80.26857158115932,79.98840860346313 2024-12-12,80.6336371681907,80.31571469988141,80.06464535292758 2024-12-13,80.53418204567649,80.34261921473912,80.1079355219359 2024-12-16,80.55890863591975,80.43385700044178,80.18075253066196 2024-12-17,80.6458174272017,80.53942831130254,80.26176321378318 2024-12-18,80.20999963933771,80.36138091314406,80.15088164626911 2024-12-19,80.03999925093217,80.29123785836356,80.11318259290469 2024-12-20,79.84527268843217,80.18719057355608,80.05851615987798 2024-12-23,79.64363639137962,80.05947628929502,79.99359143985215 2024-12-24,79.5609087857333,79.98099990118118,79.96309668428154 2024-12-26,79.5612723610618,79.94604746500652,79.96273106400685 2024-12-27,79.46090823086826,79.8509519304548,79.921827648532 2024-12-30,78.93636294278231,79.52990432012649,79.72956959714172 2024-12-31,78.49927243319425,79.24095208304269,79.55563421762118 2025-01-02,78.04218222878195,78.9240000406901,79.3505376836305 2025-01-03,77.6636362249201,78.6211902436756,79.14449449764786 2025-01-06,77.23381874778055,78.29361917404901,78.90800011747626 2025-01-07,76.81636463512073,77.96138134910947,78.65636588476038 2025-01-08,76.53727306019177,77.69357150849842,78.43750544722363 2025-01-10,76.1850911920721,77.38109530494327,78.1810538179131 2025-01-13,76.15600031072444,77.22071438743954,78.02376351305233 2025-01-14,76.27436356977982,77.12876183646065,77.90750532252814 2025-01-15,76.54054509943182,77.1101426987421,77.83830093876009 2025-01-16,76.7243632923473,77.06904751005627,77.7523439632949 2025-01-17,76.96763555353338,77.07971394856771,77.6981932609312 2025-01-21,77.30181690562856,77.16666604904901,77.68999952090684 2025-01-22,77.70745391845703,77.30985685076033,77.725096507739 2025-01-23,78.1705449884588,77.51514260428293,77.80445138254473 2025-01-24,78.62709114768289,77.75352387201218,77.910838695239 2025-01-27,79.20490986217152,78.08880985804967,78.0875270556378 2025-01-28,79.64818240079013,78.40109547206333,78.25161301807691 2025-01-29,80.0554555719549,78.73019093104772,78.43116156465264 2025-01-30,80.6750922463157,79.19933395385742,78.71023697391632 2025-01-31,81.17691040039062,79.62557205926804,78.9738284039241 2025-02-03,81.63727416992188,80.05223882765998,79.25202203566029 2025-02-04,82.12145593816584,80.50895316714332,79.56748443931662 2025-02-05,82.52400082674893,80.93728630429223,79.8754628171203 2025-02-06,83.47836359197443,81.66138116745722,80.39976363643524 2025-02-07,84.13618108575994,82.24609516688756,80.84974192957725 2025-02-10,84.82036271528764,82.85471413021996,81.33326875420028 2025-02-11,85.56381780450994,83.49457154046921,81.85944097375356 2025-02-12,86.21981811523438,84.10114313761393,82.38200022379557 2025-02-13,87.02327298251065,84.7986194792248,82.98223688269174 2025-02-14,87.90636333118786,85.5465715317499,83.62713988929667 2025-02-18,88.29145369096236,86.04752357119605,84.11784933767011 2025-02-19,88.50799935080788,86.46390453520276,84.56004290837113 2025-02-20,88.47381785999644,86.74799982706706,84.91890317855342 2025-02-21,87.88254574862394,86.73738101777576,85.08049475557061 2025-02-24,87.27345539439808,86.6715717497326,85.20154871786794 2025-02-25,86.74709098122337,86.611952318464,85.32296782462828 2025-02-26,86.13381847034802,86.46890484037853,85.37939802600492 2025-02-27,85.55909077037464,86.29542843046643,85.40944089171707 2025-02-28,84.93872750022194,86.0457619439988,85.38223670221144 2025-03-03,84.46472792191939,85.8105240594773,85.35470994518649 2025-03-04,84.16327292702415,85.59290480840774,85.32894634944137 2025-03-05,84.0532730102539,85.42366681780133,85.32591413272324 2025-03-06,83.88581792658026,85.18133326939174,85.26322577691847 2025-03-07,83.73072759454901,84.90776218232655,85.16954855970157 2025-03-10,83.74545482288707,84.72590502784365,85.11791413009807 2025-03-11,83.49200051047585,84.40880987984794,84.95907548473727 2025-03-12,82.74163679643111,83.83023841494605,84.60572063487064 2025-03-13,81.86490880792792,83.18104756673178,84.18066662203881 2025-03-14,81.23272746693004,82.65252402169364,83.81206464870002 2025-03-17,80.84072681773793,82.25952370053245,83.50935475339172 2025-03-18,80.43218175714667,81.875476255871,83.18382799702306 2025-03-19,80.1138187755238,81.54280991327195,82.87060243339948 2025-03-20,79.43418218439275,81.01857169015067,82.40765613843035 2025-03-21,78.72636358087713,80.468285769508,81.90748397663076 2025-03-24,78.41872766668146,80.10300027756463,81.52832283922422 2025-03-25,78.38127302689986,79.85300024123418,81.22369914721418 2025-03-26,78.23381819291548,79.53928578694662,80.8740001063193 2025-03-27,78.06727308793502,79.2298573811849,80.52843032344695 2025-03-28,77.60909146395596,78.79095273699079,80.09705406927293 2025-03-31,77.31854594837536,78.44457175845191,79.73380674956947 2025-04-01,77.08290890780363,78.12680954706101,79.39787105437247 2025-04-02,76.9550913030451,77.87042890276227,79.10649491176811 2025-04-03,76.25145430131393,77.32052379789806,78.61705381331905 2025-04-04,74.79581756591797,76.38819024222238,77.86604291034001 2025-04-07,73.2325443614613,75.39533284505208,77.06197821504327 2025-04-08,71.6958174272017,74.39495202927363,76.23612884193338 2025-04-09,71.55090831409801,74.08219008672805,75.86397826492146 2025-04-10,70.87981747713955,73.47804725283669,75.29733310822517 2025-04-11,70.47745361328126,72.9798089890253,74.80507492557649 2025-04-14,70.29563515403053,72.5851421174549,74.38240810927525 2025-04-15,70.29909029873934,72.27718996320452,74.01608568417129 2025-04-16,70.16963625821201,71.88980923607235,73.59595679826634 2025-04-17,70.05872774991123,71.49409521193732,73.16976341329595 2025-04-21,69.76654552112926,71.00395213535853,72.68490303613807 2025-04-22,69.79036435213956,70.71266675676618,72.34040863693401 2025-04-23,70.00781860351563,70.58428569975354,72.1104730749643 2025-04-24,70.3405463478782,70.59680978684199,71.9754625053816 2025-04-25,70.69636410799893,70.6413810366676,71.8595484087544 2025-04-28,71.07818256724964,70.75076217651367,71.78335497456212 2025-04-29,71.54527352072976,70.94357179914202,71.76703245101436 2025-04-30,72.01818237304687,71.17833368210566,71.78324747393208 2025-05-01,72.75091011740945,71.58490542457217,71.91948424308531 2025-05-02,73.83781849254261,72.23385750906807,72.22460231986098 2025-05-05,74.81272818825461,72.88171499343146,72.54221545803931 2025-05-06,75.5594551780007,73.46019109090169,72.83920465284778 2025-05-07,76.21509149724787,74.01742917015439,73.15554875199513 2025-05-08,76.97800029407848,74.64200047084263,73.55638739473076 2025-05-09,77.60472717285157,75.23266692388626,73.95172060074344 2025-05-12,78.58418121337891,76.02871427990141,74.51395700106056 2025-05-13,79.29763516512784,76.71790440877278,75.02864496374643 2025-05-14,79.700544461337,77.2706187293643,75.4743654476699 2025-05-15,80.16181737726384,77.87523781912667,75.9761934505996 2025-05-16,80.52618158513849,78.43342851911272,76.47322587864373 2025-05-19,80.84618155739524,78.94685705275762,76.96107532132056 2025-05-20,80.99418126886542,79.34071397327241,77.38391388923891 2025-05-21,80.89945373535156,79.58571377708799,77.71296750960812 2025-05-22,80.7509087302468,79.77947583879744,78.00713965303154 2025-05-23,80.44800026633523,79.86190468924386,78.2359140211536 2025-05-27,80.42236383611505,80.05599986485072,78.5420645108787 2025-05-28,80.38527277166193,80.19457121349517,78.8140859460318 2025-05-29,80.39745483398437,80.31709518432618,79.0776129117576 2025-05-30,80.46618166836825,80.43828546433221,79.34288157801474 2025-06-02,80.41072651256215,80.46347565423875,79.5380856585759 2025-06-03,80.3856356534091,80.4811899457659,79.71322543236518 2025-06-04,80.27781718860973,80.43218979608444,79.82458013719128 2025-06-05,80.11636269309304,80.33318982805524,79.88731131604922 2025-06-06,80.1416352705522,80.31899929954892,79.99414996075375 2025-06-09,80.19454470547763,80.3178090050107,80.09569844891948 2025-06-10,80.32836359197444,80.36566648937406,80.21681694112799 2025-06-11,80.38200031627308,80.37904761178153,80.29391382689117 2025-06-12,80.39763655229048,80.37728562127977,80.34292453232632 2025-06-13,80.14218153520063,80.23123772030785,80.27969854211294 2025-06-16,80.14200009432706,80.21095217750187,80.28589221585182 2025-06-17,80.06399993896484,80.15490450177874,80.25842980825773 2025-06-18,79.89345439564099,80.05342828659784,80.19032226890646 2025-06-20,79.06654552112926,79.61123795282273,79.88221484768775 2025-06-23,78.53690934614701,79.30961903163364,79.66004290837114 2025-06-24,78.23018132990057,79.10599964686803,79.49935452040806 2025-06-25,77.8649092240767,78.85157143729073,79.3027095999769 2025-06-26,77.68454492742364,78.67266634986514,79.15580614971859 2025-06-27,77.58709009343927,78.52171380179269,79.02649419640981 2025-06-30,77.59181726629083,78.41223754882813,78.92152639409547 2025-07-01,78.05145416259765,78.54638068789528,78.97920399327433 2025-07-02,78.4712724165483,78.66161880493163,79.02677390806137 2025-07-03,79.01400035511364,78.8467143830799,79.12427952263945 2025-07-07,79.42872744473544,78.97638095674061,79.1882579680412 2025-07-08,79.79818184592507,79.12442848568871,79.26735469038769 2025-07-09,79.95690862482245,79.1980472383045,79.29567708661479 2025-07-10,79.4872729214755,78.96747614542643,79.11447302705498 2025-07-11,78.77309126420455,78.62700002761115,78.85329028714088 2025-07-14,78.10490930730646,78.31457141694568,78.60501069099672 2025-07-15,77.28309062610973,77.92342834472656,78.2983653899162 2025-07-16,76.62345456210049,77.6039047241211,78.03963434362925 2025-07-17,76.19854500510476,77.37923783801851,77.8396987094674 2025-07-18,75.88072690096769,77.18576169695173,77.65774175172211 2025-07-21,75.61199937300249,76.98399963378907,77.46774164015247 2025-07-22,75.68581820401279,76.913904716855,77.37516120172316 2025-07-23,75.90163685191762,76.88057163783482,77.31522587601856 2025-07-24,76.0840010209517,76.8053338550386,77.23266695084111 2025-07-25,76.2554551558061,76.72557176862445,77.15552704513713 2025-07-28,76.17581842595881,76.53114300682431,77.006301125147 2025-07-29,76.00290998979048,76.29919095720564,76.83501104539441 2025-07-30,75.56818237304688,75.95066699073428,76.58337655016172 2025-07-31,74.83527360395952,75.46647669474284,76.23178528816469 2025-08-01,73.95872733376243,74.91128583635603,75.82180654874412 2025-08-04,73.29654582630505,74.46938127790179,75.47344109319872 2025-08-05,72.46272777210582,73.94176236107236,75.0463874242639 2025-08-06,71.93436390269886,73.55990513392857,74.69787125126008 2025-08-07,71.19872797185724,73.05261964343843,74.24957034203314 2025-08-08,70.6850918856534,72.62538168770926,73.8478500202138 " 3215,US,technical,"What is the percentage of days with long alignment for the 5, 10, 20-day Exponential Moving Average lines for Ross Stores from October 16, 2022 to July 31, 2023? (Unit: %) (Smoothing factor alpha = 2 / (n + 1); Require 4n data points to warm up; Use the first data point as the initial value) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",50.7752,hard,moving average,"EMA_t = \alpha * P_t + (1 - \alpha) * EMA_{t-1}, \quad \alpha = 2 / (n + 1)","date,close,high,open 2022-06-23,73.9800033569336,74.27999877929688,73.29000091552734 2022-06-24,77.52999877929688,78.2699966430664,74.98999786376953 2022-06-27,76.33999633789062,78.27999877929688,77.51000213623047 2022-06-28,72.77999877929688,77.30999755859375,76.61000061035156 2022-06-29,71.80999755859375,72.70999908447266,72.4000015258789 2022-06-30,70.2300033569336,71.58000183105469,70.4800033569336 2022-07-01,71.37999725341797,71.54000091552734,70.13999938964844 2022-07-05,73.81999969482422,74.19000244140625,70.25 2022-07-06,73.98999786376953,74.93000030517578,74.51000213623047 2022-07-07,76.54000091552734,76.66999816894531,74.12999725341797 2022-07-08,75.45999908447266,76.44999694824219,75.97000122070312 2022-07-11,74.5999984741211,75.5999984741211,75.3499984741211 2022-07-12,75.06999969482422,76.0199966430664,74.43000030517578 2022-07-13,76.33000183105469,76.61000061035156,73.58000183105469 2022-07-14,76.97000122070312,77.23999786376953,75.3499984741211 2022-07-15,77.9800033569336,78.62000274658203,77.61000061035156 2022-07-18,79.12000274658203,81.26000213623047,78.87000274658203 2022-07-19,81.16999816894531,81.55000305175781,79.91000366210938 2022-07-20,82.4800033569336,82.68000030517578,81.4000015258789 2022-07-21,83.61000061035156,83.70999908447266,82.29000091552734 2022-07-22,83.23999786376953,84.94999694824219,83.80000305175781 2022-07-25,82.62999725341797,83.37999725341797,83.37999725341797 2022-07-26,77.95999908447266,79.43000030517578,78.41999816894531 2022-07-27,80.2699966430664,80.55000305175781,78.29000091552734 2022-07-28,81.4000015258789,81.47000122070312,80.66999816894531 2022-07-29,81.26000213623047,81.69999694824219,81.45999908447266 2022-08-01,82.30000305175781,83.05999755859375,80.98999786376953 2022-08-02,79.83000183105469,82.8499984741211,82.8499984741211 2022-08-03,84.58000183105469,85.08999633789062,80.79000091552734 2022-08-04,83.76000213623047,84.94999694824219,84.12999725341797 2022-08-05,84.2300033569336,84.58000183105469,83.05000305175781 2022-08-08,85.30999755859375,87.0,85.0199966430664 2022-08-09,84.45999908447266,85.30999755859375,85.13999938964844 2022-08-10,86.18000030517578,87.37000274658203,86.12000274658203 2022-08-11,88.1500015258789,89.66000366210938,87.22000122070312 2022-08-12,90.12000274658205,90.22000122070312,88.31999969482422 2022-08-15,90.16000366210938,90.68000030517578,89.5999984741211 2022-08-16,92.63999938964844,94.38999938964844,90.37999725341795 2022-08-17,92.81999969482422,94.44000244140624,91.22000122070312 2022-08-18,92.0,92.41000366210938,91.79000091552734 2022-08-19,91.01000213623048,93.7699966430664,91.76000213623048 2022-08-22,88.11000061035156,90.68000030517578,90.04000091552734 2022-08-23,87.95999908447266,89.30000305175781,88.18000030517578 2022-08-24,90.55999755859376,90.76000213623048,87.7699966430664 2022-08-25,90.91000366210938,92.12000274658205,89.87999725341797 2022-08-26,87.26000213623047,91.63999938964844,91.18000030517578 2022-08-29,86.95999908447266,88.2699966430664,86.33999633789062 2022-08-30,86.33000183105469,88.12999725341797,87.41000366210938 2022-08-31,86.2699966430664,86.98999786376953,86.6500015258789 2022-09-01,88.51000213623047,88.62000274658203,85.79000091552734 2022-09-02,87.38999938964844,89.23999786376953,88.73999786376953 2022-09-06,86.72000122070312,88.11000061035156,87.70999908447266 2022-09-07,92.13999938964844,92.77999877929688,87.2300033569336 2022-09-08,92.26000213623048,92.8000030517578,91.2300033569336 2022-09-09,93.51000213623048,93.6999969482422,92.12000274658205 2022-09-12,94.9800033569336,95.83000183105467,94.04000091552734 2022-09-13,89.86000061035156,93.12000274658205,92.20999908447266 2022-09-14,89.45999908447266,90.63999938964844,90.1500015258789 2022-09-15,89.55999755859375,91.68000030517578,89.54000091552734 2022-09-16,90.25,90.7300033569336,88.75 2022-09-19,90.73999786376952,90.9800033569336,89.38999938964844 2022-09-20,88.30000305175781,89.83999633789062,89.72000122070312 2022-09-21,87.8499984741211,90.86000061035156,88.94999694824219 2022-09-22,86.58999633789062,88.23999786376953,87.73999786376953 2022-09-23,84.44000244140625,86.05000305175781,86.01000213623047 2022-09-26,82.93000030517578,86.05000305175781,84.80999755859375 2022-09-27,84.4000015258789,85.48999786376953,83.72000122070312 2022-09-28,87.01000213623047,87.63999938964844,85.19000244140625 2022-09-29,84.02999877929688,86.1500015258789,86.1500015258789 2022-09-30,84.2699966430664,86.0199966430664,83.41999816894531 2022-10-03,85.95999908447266,87.48999786376953,85.47000122070312 2022-10-04,89.37999725341797,89.5,87.76000213623047 2022-10-05,89.81999969482422,90.41000366210938,88.44999694824219 2022-10-06,88.23999786376953,90.72000122070312,89.70999908447266 2022-10-07,86.86000061035156,87.77999877929688,87.29000091552734 2022-10-10,85.87000274658203,87.62999725341797,87.16999816894531 2022-10-11,86.13999938964844,87.55000305175781,85.25 2022-10-12,84.51000213623047,86.66000366210938,86.25 2022-10-13,85.44999694824219,85.98999786376953,82.38999938964844 2022-10-14,81.44999694824219,86.79000091552734,86.12000274658203 2022-10-17,84.20999908447266,84.91999816894531,83.58000183105469 2022-10-18,84.66000366210938,86.9800033569336,85.87999725341797 2022-10-19,83.66000366210938,85.05999755859375,83.94999694824219 2022-10-20,82.48999786376953,85.2300033569336,84.1500015258789 2022-10-21,85.06999969482422,85.33999633789062,82.4000015258789 2022-10-24,87.08999633789062,87.31999969482422,85.23999786376953 2022-10-25,93.06999969482422,93.6500015258789,89.16999816894531 2022-10-26,93.38999938964844,95.55999755859376,93.62000274658205 2022-10-27,94.5999984741211,95.27999877929688,93.93000030517578 2022-10-28,95.3499984741211,95.80999755859376,94.04000091552734 2022-10-31,95.69000244140624,96.56999969482422,95.0999984741211 2022-11-01,94.68000030517578,97.36000061035156,96.45999908447266 2022-11-02,92.5999984741211,97.31999969482422,94.16000366210938 2022-11-03,92.3000030517578,93.86000061035156,92.5500030517578 2022-11-04,93.87999725341795,95.3000030517578,93.6500015258789 2022-11-07,93.13999938964844,94.55999755859376,93.93000030517578 2022-11-08,92.08999633789062,94.45999908447266,94.02999877929688 2022-11-09,91.31999969482422,93.0,91.83999633789062 2022-11-10,97.12999725341795,97.47000122070312,95.5199966430664 2022-11-11,96.16999816894533,98.47000122070312,97.69000244140624 2022-11-14,94.62999725341795,96.2300033569336,96.02999877929688 2022-11-15,97.8000030517578,98.37000274658205,96.5 2022-11-16,96.5,96.87000274658205,96.0 2022-11-17,97.93000030517578,97.9499969482422,97.13999938964844 2022-11-18,107.58999633789062,115.9000015258789,114.8000030517578 2022-11-21,112.3000030517578,112.83999633789062,107.23999786376952 2022-11-22,115.2699966430664,115.8000030517578,114.04000091552734 2022-11-23,116.02999877929688,117.29000091552734,115.44000244140624 2022-11-25,115.94000244140624,116.80999755859376,116.54000091552734 2022-11-28,116.37000274658205,117.16999816894533,115.70999908447266 2022-11-29,116.79000091552734,117.51000213623048,116.44000244140624 2022-11-30,117.66999816894533,118.12999725341795,116.77999877929688 2022-12-01,117.9800033569336,118.16999816894533,118.0500030517578 2022-12-02,119.0,119.4800033569336,116.13999938964844 2022-12-05,117.36000061035156,118.0999984741211,117.81999969482422 2022-12-06,116.52999877929688,119.02999877929688,117.6999969482422 2022-12-07,115.36000061035156,116.87999725341795,115.93000030517578 2022-12-08,117.13999938964844,117.27999877929688,115.5500030517578 2022-12-09,114.88999938964844,116.72000122070312,116.38999938964844 2022-12-12,116.38999938964844,116.41999816894533,115.5 2022-12-13,117.52999877929688,120.38999938964844,120.38999938964844 2022-12-14,117.41999816894533,118.36000061035156,117.75 2022-12-15,113.69000244140624,116.70999908447266,115.94000244140624 2022-12-16,113.9499969482422,114.47000122070312,112.88999938964844 2022-12-19,114.91999816894533,115.4800033569336,114.25 2022-12-20,114.3499984741211,115.27999877929688,114.51000213623048 2022-12-21,115.12999725341795,116.45999908447266,115.9800033569336 2022-12-22,113.95999908447266,114.25,113.5999984741211 2022-12-23,115.4800033569336,115.66000366210938,113.86000061035156 2022-12-27,115.04000091552734,116.44000244140624,115.83999633789062 2022-12-28,114.29000091552734,115.87999725341795,114.9800033569336 2022-12-29,115.86000061035156,116.48999786376952,115.27999877929688 2022-12-30,116.06999969482422,116.08999633789062,114.94000244140624 2023-01-03,115.83000183105467,117.12000274658205,116.62999725341795 2023-01-04,117.97000122070312,118.9000015258789,117.23999786376952 2023-01-05,118.4000015258789,118.97000122070312,116.94000244140624 2023-01-06,121.56999969482422,122.4499969482422,119.41999816894533 2023-01-09,118.7300033569336,121.25,120.75 2023-01-10,119.79000091552734,120.04000091552734,118.7300033569336 2023-01-11,119.54000091552734,120.2699966430664,120.04000091552734 2023-01-12,118.75,119.58000183105467,119.4800033569336 2023-01-13,120.01000213623048,120.12999725341795,118.51000213623048 2023-01-17,119.76000213623048,120.01000213623048,119.91999816894533 2023-01-18,117.37999725341795,120.1500015258789,119.9800033569336 2023-01-19,115.75,116.94000244140624,116.38999938964844 2023-01-20,115.7300033569336,116.3000030517578,115.0500030517578 2023-01-23,115.77999877929688,116.27999877929688,116.0999984741211 2023-01-24,117.72000122070312,117.9000015258789,116.2300033569336 2023-01-25,120.1999969482422,120.22000122070312,116.91000366210938 2023-01-26,120.70999908447266,121.16000366210938,120.29000091552734 2023-01-27,119.4800033569336,121.86000061035156,120.7699966430664 2023-01-30,119.0,119.97000122070312,118.69000244140624 2023-01-31,118.19000244140624,119.45999908447266,119.12000274658205 2023-02-01,118.5199966430664,119.31999969482422,119.0199966430664 2023-02-02,116.08999633789062,119.20999908447266,118.95999908447266 2023-02-03,115.31999969482422,116.31999969482422,115.87000274658205 2023-02-06,115.70999908447266,116.79000091552734,115.0999984741211 2023-02-07,114.48999786376952,114.7699966430664,114.73999786376952 2023-02-08,114.48999786376952,114.5,113.87999725341795 2023-02-09,115.0199966430664,117.04000091552734,115.68000030517578 2023-02-10,115.18000030517578,115.31999969482422,114.75 2023-02-13,116.77999877929688,117.1999969482422,115.75 2023-02-14,116.8000030517578,117.33000183105467,116.77999877929688 2023-02-15,116.63999938964844,117.25,115.87999725341795 2023-02-16,115.31999969482422,116.69000244140624,115.02999877929688 2023-02-17,115.69000244140624,116.16999816894533,114.97000122070312 2023-02-21,112.91000366210938,114.9499969482422,114.5 2023-02-22,112.66000366210938,113.93000030517578,112.9800033569336 2023-02-23,111.48999786376952,112.52999877929688,112.22000122070312 2023-02-24,111.45999908447266,111.8499984741211,110.44000244140624 2023-02-27,110.91999816894533,112.8000030517578,112.73999786376952 2023-02-28,110.54000091552734,111.88999938964844,110.91000366210938 2023-03-01,110.66999816894533,110.8000030517578,106.9800033569336 2023-03-02,111.01000213623048,111.06999969482422,110.66000366210938 2023-03-03,112.43000030517578,112.5,111.01000213623048 2023-03-06,112.4000015258789,113.56999969482422,112.12000274658205 2023-03-07,109.86000061035156,112.76000213623048,112.56999969482422 2023-03-08,109.04000091552734,110.37000274658205,110.04000091552734 2023-03-09,105.55999755859376,108.97000122070312,108.91000366210938 2023-03-10,104.16999816894533,106.33000183105467,105.6500015258789 2023-03-13,103.38999938964844,104.86000061035156,102.9000015258789 2023-03-14,103.68000030517578,104.98999786376952,104.56999969482422 2023-03-15,102.3000030517578,103.0999984741211,102.11000061035156 2023-03-16,103.23999786376952,103.27999877929688,101.58000183105467 2023-03-17,102.05999755859376,102.58000183105467,102.2699966430664 2023-03-20,102.13999938964844,103.1999969482422,102.73999786376952 2023-03-21,104.13999938964844,104.55999755859376,103.58000183105467 2023-03-22,102.61000061035156,105.79000091552734,105.19000244140624 2023-03-23,101.62999725341795,103.4000015258789,102.61000061035156 2023-03-24,101.33000183105467,102.11000061035156,101.44000244140624 2023-03-27,100.62999725341795,101.98999786376952,101.79000091552734 2023-03-28,103.13999938964844,103.48999786376952,100.91000366210938 2023-03-29,102.47000122070312,103.61000061035156,101.62000274658205 2023-03-30,103.12999725341795,104.8499984741211,103.83999633789062 2023-03-31,106.12999725341795,106.20999908447266,103.79000091552734 2023-04-03,108.62999725341795,108.79000091552734,105.9800033569336 2023-04-04,108.52999877929688,110.1500015258789,109.0999984741211 2023-04-05,106.45999908447266,107.87000274658205,107.80999755859376 2023-04-06,106.22000122070312,106.54000091552734,106.19000244140624 2023-04-10,106.63999938964844,107.2300033569336,105.73999786376952 2023-04-11,105.12999725341795,107.26000213623048,106.8499984741211 2023-04-12,102.88999938964844,105.68000030517578,105.55999755859376 2023-04-13,104.19000244140624,104.33000183105467,103.23999786376952 2023-04-14,104.5999984741211,106.22000122070312,104.25 2023-04-17,104.18000030517578,105.06999969482422,104.7300033569336 2023-04-18,103.69000244140624,104.9800033569336,104.8499984741211 2023-04-19,104.26000213623048,104.70999908447266,103.06999969482422 2023-04-20,106.02999877929688,106.26000213623048,103.77999877929688 2023-04-21,106.31999969482422,107.25,106.26000213623048 2023-04-24,106.41000366210938,107.04000091552734,106.2300033569336 2023-04-25,104.04000091552734,106.04000091552734,105.87000274658205 2023-04-26,104.6999969482422,105.6500015258789,102.9000015258789 2023-04-27,105.5500030517578,105.83000183105467,105.13999938964844 2023-04-28,106.7300033569336,106.79000091552734,105.38999938964844 2023-05-01,105.75,106.97000122070312,106.51000213623048 2023-05-02,104.7699966430664,105.37999725341795,105.37999725341795 2023-05-03,103.98999786376952,105.6500015258789,104.8499984741211 2023-05-04,102.83000183105467,104.6999969482422,104.01000213623048 2023-05-05,104.44000244140624,105.18000030517578,103.6500015258789 2023-05-08,104.83000183105467,105.1500015258789,104.1999969482422 2023-05-09,104.08000183105467,104.36000061035156,104.0500030517578 2023-05-10,101.9499969482422,105.2300033569336,104.98999786376952 2023-05-11,102.52999877929688,102.62999725341795,101.9499969482422 2023-05-12,104.51000213623048,104.66999816894533,103.0 2023-05-15,104.38999938964844,105.5500030517578,105.37000274658205 2023-05-16,102.93000030517578,103.80999755859376,103.69000244140624 2023-05-17,103.79000091552734,105.6999969482422,103.55999755859376 2023-05-18,105.37999725341795,105.80999755859376,103.98999786376952 2023-05-19,104.76000213623048,105.38999938964844,100.91000366210938 2023-05-22,104.62000274658205,105.83000183105467,104.97000122070312 2023-05-23,101.87999725341795,104.0199966430664,103.88999938964844 2023-05-24,101.45999908447266,103.48999786376952,102.69000244140624 2023-05-25,102.33999633789062,104.13999938964844,101.87000274658205 2023-05-26,103.37000274658205,103.87999725341795,102.56999969482422 2023-05-30,103.26000213623048,104.0,103.37000274658205 2023-05-31,103.62000274658205,104.1500015258789,103.0 2023-06-01,100.9000015258789,103.6500015258789,103.38999938964844 2023-06-02,103.3000030517578,103.45999908447266,101.5 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2023-04-26,104.99423026288906,105.01055339023738,105.10562678679634 2023-04-27,105.17948785917864,105.10863514687745,105.14794833584028 2023-04-28,105.6963263584303,105.40342936688765,105.29862024261108 2023-05-01,105.71421757228687,105.46644220927172,105.34160879093383 2023-05-02,105.39947726254672,105.33981574268893,105.28716953875598 2023-05-03,104.92965079628766,105.09439431015812,105.16362937923346 2023-05-04,104.22976780787667,104.68268658668477,104.94137913654977 2023-05-05,104.29984601905319,104.63856219663413,104.89362897510753 2023-05-08,104.47656462305369,104.6733694028924,104.8875692471025 2023-05-09,104.34437702572069,104.56548438983098,104.81065806462176 2023-05-10,103.54625033322787,104.08994121863302,104.53821414877608 2023-05-11,103.20749981525088,103.80631532057188,104.34695554215901 2023-05-12,103.64166725557743,103.93425837796434,104.36248378921344 2023-05-15,103.89111130026777,104.01712038008871,104.36510432258821 2023-05-16,103.57074096857045,103.81946218464998,104.22842774950131 2023-05-17,103.6438276175561,103.81410559026403,104.18667281293236 2023-05-18,104.22255082951006,104.09881316538292,104.30032275964528 2023-05-19,104.40170126508355,104.21902934190065,104.34410174789149 2023-05-22,104.47446842558304,104.29193359729726,104.37037803348106 2023-05-23,103.60964470152803,103.85339971659192,104.13319891157029 2023-05-24,102.89309616250958,103.4182359652975,103.8786084518467 2023-05-25,102.70872955430326,103.22219239667805,103.73207396480328 2023-05-26,102.92915395172953,103.2490670057515,103.69759099163934 2023-05-30,103.03943667989653,103.25105521129314,103.65591586255279 2023-05-31,103.23295870212503,103.31813658134567,103.65249556579367 2023-06-01,102.455306310043,102.87847566216989,103.39035327627798 2023-06-02,102.7368718906146,102.95511700573132,103.38174849299034 2023-06-05,102.85791408511676,102.9814590908931,103.35491515785993 2023-06-06,103.12860877972629,103.1066480141753,103.38492306367759 2023-06-07,102.7490718077407,102.90362071410152,103.25207304463873 2023-06-08,102.91271382641698,102.96478019585933,103.2509230274131 2023-06-09,103.03847618945377,103.02391123579896,103.25464473104303 2023-06-12,104.14898504182987,103.6322915104868,103.5513454944277 2023-06-13,104.90932346294518,104.14096583679387,103.82550309545131 2023-06-14,105.3528815965533,104.52260802351671,104.05545497814828 2023-06-15,106.19525348217485,105.1330424289533,104.41969709960253 2023-06-16,106.74350110074678,105.6252158669419,104.7454398842014 2023-06-20,106.92233366026349,105.92608548737007,104.98682644563907 2023-06-21,107.02822172809883,106.16497864671543,105.20141419974674 2023-06-22,107.33881418022344,106.49134599903492,105.46413656972064 2023-06-23,107.77921067418542,106.88564739232118,105.76850486423385 2023-06-26,107.72280731957414,107.01734797741761,105.94388541148315 2023-06-27,108.12187093603121,107.36328437587719,106.22732472171765 2023-06-28,108.19457940331769,107.54086836897054,106.42853154230556 2023-06-29,108.41972051773915,107.7825291648999,106.66105260937952 2023-06-30,109.65647942963209,108.57297790826681,107.18190448024033 2023-07-03,110.14765203756072,109.0378905164761,107.55791331578105 2023-07-05,110.30510227390116,109.32554728558627,107.84954088061923 2023-07-06,109.98006879295234,109.32635720294417,107.99053716161309 2023-07-07,109.14004555679246,108.98701936322206,107.94000972569495 2023-07-10,109.2866976482132,109.09483435737343,108.09619945001492 2023-07-11,109.85779843214215,109.44122811057827,108.37275188334684 2023-07-12,110.41186450245024,109.8191860255761,108.67248947951062 2023-07-13,110.76791078727803,110.12115281309563,108.9398717535509 2023-07-14,111.03860780187026,110.38639808908817,109.19131271331317 2023-07-17,110.77573853458019,110.36159843652668,109.29214007395001 2023-07-18,111.15382691042325,110.6431266593599,109.54146041567947 2023-07-19,111.64255218914285,111.00255867521845,109.83465492338448 2023-07-20,111.82836710884263,111.22027472485914,110.05992559241855 2023-07-21,111.89557766566071,111.36749728021145,110.24755161021649 2023-07-24,112.16371742652122,111.60976994712613,110.48111783288562 2023-07-25,112.27914566309097,111.77344852696328,110.67434490939465 2023-07-26,112.67943156103853,112.08373122332151,110.94155047582693 2023-07-27,112.9462888263369,112.33759888397825,111.18330789307518 2023-07-28,113.50085942100847,112.75076283422793,111.50965958043484 2023-07-31,113.88057274388846,113.09426038975892,111.80778718131232 " 3216,US,technical,"From September 20, 2022 to October 06, 2022, what proportion of days had the 5, 10, 20-day Exponential Moving Average lines of Welltower in short alignment? (Unit: %) (Smoothing factor alpha = 2 / (n + 1); Require 4n data points to warm up; Use the first data point as the initial value) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",71.6216,hard,moving average,"EMA_t = \alpha * P_t + (1 - \alpha) * EMA_{t-1}, \quad \alpha = 2 / (n + 1)","date,close,high,open 2022-05-25,88.94999694824219,89.25,88.12000274658203 2022-05-26,88.58000183105469,90.18000030517578,89.72000122070312 2022-05-27,90.16999816894533,90.3499984741211,88.94000244140625 2022-05-31,89.08999633789062,89.68000030517578,89.25 2022-06-01,88.16000366210938,89.1500015258789,88.94999694824219 2022-06-02,88.87000274658203,88.95999908447266,87.87999725341797 2022-06-03,88.0,88.94999694824219,88.62000274658203 2022-06-06,87.13999938964844,88.70999908447266,88.70999908447266 2022-06-07,89.30000305175781,89.44999694824219,86.91000366210938 2022-06-08,85.9800033569336,89.08999633789062,88.93000030517578 2022-06-09,83.2300033569336,85.8499984741211,85.2699966430664 2022-06-10,82.06999969482422,83.2300033569336,82.41000366210938 2022-06-13,77.8499984741211,80.83000183105469,80.26000213623047 2022-06-14,77.44999694824219,78.61000061035156,77.80000305175781 2022-06-15,78.44999694824219,79.4800033569336,78.20999908447266 2022-06-16,77.69999694824219,78.86000061035156,77.41000366210938 2022-06-17,77.6500015258789,79.12999725341797,77.41999816894531 2022-06-21,78.68000030517578,80.55000305175781,78.05999755859375 2022-06-22,79.7699966430664,80.95999908447266,78.12999725341797 2022-06-23,81.70999908447266,82.08000183105469,80.25 2022-06-24,83.36000061035156,83.86000061035156,82.06999969482422 2022-06-27,83.16999816894531,84.66999816894531,83.11000061035156 2022-06-28,82.87999725341797,84.76000213623047,83.77999877929688 2022-06-29,83.2300033569336,83.69000244140625,82.68000030517578 2022-06-30,82.3499984741211,83.48999786376953,82.8499984741211 2022-07-01,83.20999908447266,83.41000366210938,81.94000244140625 2022-07-05,82.36000061035156,82.8499984741211,82.7300033569336 2022-07-06,81.66999816894531,83.45999908447266,82.7300033569336 2022-07-07,81.72000122070312,82.45999908447266,81.55999755859375 2022-07-08,82.11000061035156,82.73999786376953,81.75 2022-07-11,82.11000061035156,82.5999984741211,82.0199966430664 2022-07-12,82.44000244140625,83.5199966430664,81.66999816894531 2022-07-13,81.91000366210938,82.19999694824219,81.54000091552734 2022-07-14,80.0999984741211,81.66000366210938,80.5 2022-07-15,81.22000122070312,81.4800033569336,81.19000244140625 2022-07-18,80.79000091552734,81.83000183105469,81.4800033569336 2022-07-19,82.12999725341797,82.30999755859375,81.18000030517578 2022-07-20,81.38999938964844,82.5999984741211,82.02999877929688 2022-07-21,81.33000183105469,81.33999633789062,81.05000305175781 2022-07-22,82.83000183105469,83.19999694824219,82.27999877929688 2022-07-25,84.12000274658203,84.19000244140625,82.55000305175781 2022-07-26,84.91999816894531,85.31999969482422,84.58999633789062 2022-07-27,84.52999877929688,85.62000274658203,84.68000030517578 2022-07-28,85.9800033569336,86.04000091552734,85.02999877929688 2022-07-29,86.33999633789062,86.83000183105469,86.0 2022-08-01,85.9800033569336,86.70999908447266,86.16000366210938 2022-08-02,83.66999816894531,86.33000183105469,85.83000183105469 2022-08-03,82.41000366210938,84.58000183105469,83.87000274658203 2022-08-04,81.0,82.5,82.5 2022-08-05,80.68000030517578,80.9800033569336,80.5 2022-08-08,81.5999984741211,82.41000366210938,81.6500015258789 2022-08-09,82.66000366210938,82.80000305175781,81.73999786376953 2022-08-10,83.30999755859375,83.48999786376953,82.55000305175781 2022-08-11,81.2300033569336,83.19000244140625,82.75 2022-08-12,82.69000244140625,82.79000091552734,81.9800033569336 2022-08-15,81.69000244140625,82.87999725341797,82.66999816894531 2022-08-16,80.66000366210938,81.58000183105469,81.5 2022-08-17,81.56999969482422,81.87999725341797,80.16000366210938 2022-08-18,80.0,81.9800033569336,81.58000183105469 2022-08-19,79.58000183105469,80.18000030517578,79.83999633789062 2022-08-22,79.13999938964844,79.41000366210938,78.77999877929688 2022-08-23,77.1500015258789,79.11000061035156,78.87999725341797 2022-08-24,77.51000213623047,78.19000244140625,76.97000122070312 2022-08-25,78.83999633789062,78.87000274658203,77.94000244140625 2022-08-26,77.33000183105469,78.9800033569336,78.9800033569336 2022-08-29,76.9000015258789,77.66999816894531,77.05999755859375 2022-08-30,76.11000061035156,77.51000213623047,76.94999694824219 2022-08-31,76.6500015258789,77.62000274658203,76.86000061035156 2022-09-01,76.58000183105469,76.62000274658203,76.2300033569336 2022-09-02,75.83000183105469,77.56999969482422,77.12000274658203 2022-09-06,76.27999877929688,77.0,76.43000030517578 2022-09-07,77.66999816894531,77.80999755859375,76.23999786376953 2022-09-08,76.37000274658203,78.19999694824219,77.2699966430664 2022-09-09,77.58999633789062,77.6500015258789,76.68000030517578 2022-09-12,78.26000213623047,79.27999877929688,78.05000305175781 2022-09-13,75.20999908447266,77.33999633789062,77.0 2022-09-14,73.9800033569336,75.18000030517578,74.61000061035156 2022-09-15,72.73999786376953,74.2300033569336,73.88999938964844 2022-09-16,72.81999969482422,72.95999908447266,72.55999755859375 2022-09-19,71.23999786376953,72.9800033569336,71.9800033569336 2022-09-20,69.55999755859375,70.68000030517578,70.37999725341797 2022-09-21,68.98999786376953,70.87000274658203,70.04000091552734 2022-09-22,68.25,68.83000183105469,68.70999908447266 2022-09-23,66.70999908447266,68.56999969482422,67.37000274658203 2022-09-26,65.7699966430664,66.47000122070312,66.41000366210938 2022-09-27,64.30999755859375,66.80000305175781,66.38999938964844 2022-09-28,65.41999816894531,65.93000030517578,64.9800033569336 2022-09-29,63.33000183105469,64.95999908447266,64.62999725341797 2022-09-30,64.31999969482422,64.66999816894531,63.70000076293945 2022-10-03,65.37999725341797,65.87000274658203,65.0999984741211 2022-10-04,64.37999725341797,66.33000183105469,65.36000061035156 2022-10-05,62.31999969482422,63.59000015258789,63.4900016784668 2022-10-06,59.7599983215332,62.18000030517578,61.97999954223633 ","date,5-day,10-day,20-day 2022-06-23,79.94293407101091,80.6221288030605,82.7365608703476 2022-06-24,81.08195625079114,81.11992367711343,82.79593608368131 2022-06-27,81.7779702235092,81.49266449381014,82.83156104418265 2022-06-28,82.14531256681212,81.74490681373884,82.83617401649077 2022-06-29,82.50687616351928,82.01492436704697,82.87368157272343 2022-06-30,82.45458360038656,82.07584693196954,82.82380699190415 2022-07-01,82.7063887617486,82.28205641424283,82.86058719119639 2022-07-05,82.59092604461625,82.2962280862626,82.81291227873498 2022-07-06,82.28395008605928,82.18236810129582,82.70406331589787 2022-07-07,82.09596713094056,82.09830139573351,82.61034311635551 2022-07-08,82.1006449574109,82.10042852566407,82.56269144911704 2022-07-11,82.10376350839113,82.10216890469816,82.51957803590128 2022-07-12,82.2158431527295,82.16359318409962,82.51199940785413 2022-07-13,82.11389665585614,82.11748599828321,82.45466647968796 2022-07-14,81.44259726194446,81.7506700847992,82.23041238391968 2022-07-15,81.36839858153068,81.65418483678172,82.13418274932764 2022-07-18,81.17559935952957,81.49706048746273,82.00616543182285 2022-07-19,81.49373199082571,81.61213989945459,82.01795893864143 2022-07-20,81.45915445709996,81.57175071585347,81.95815326730877 2022-07-21,81.41610358175154,81.52779637316279,81.89832932099885 2022-07-22,81.88740299818593,81.76456100187039,81.98706003624226 2022-07-25,82.63160291431797,82.1928231372725,82.190197437227 2022-07-26,83.39440133252708,82.6886731430312,82.4501784592954 2022-07-27,83.77293381478368,83.02345962235222,82.64825658500983 2022-07-28,84.508623662167,83.56101302863974,82.96556580138352 2022-07-29,85.11908122074155,84.0662827212308,83.28694013819371 2022-08-01,85.4060552661389,84.41423192772223,83.54342234950226 2022-08-02,84.82736956707438,84.27891669885369,83.55547718944922 2022-08-03,84.02158093208605,83.93911432853655,83.44638447255971 2022-08-04,83.01438728805738,83.40472990516626,83.21339547517307 2022-08-05,82.23625829376351,82.90932452334981,82.97211974469714 2022-08-08,82.02417168721604,82.67126524167186,82.8414415284518 2022-08-09,82.23611567884716,82.6692176817514,82.82416173165727 2022-08-10,82.59407630542935,82.78572311390455,82.87043181041312 2022-08-11,82.13938532259743,82.50286497627346,82.71420052912936 2022-08-12,82.32292436220038,82.53688996993397,82.71189594934621 2022-08-15,82.11195038860234,82.38291041929256,82.61457275811384 2022-08-16,81.62796814643802,82.06965464525925,82.42842332039912 2022-08-17,81.60864532923343,81.9788082906347,82.34666868939199 2022-08-18,81.07243021948895,81.61902496506475,82.12317643325942 2022-08-19,80.57495409001086,81.24829348615383,81.88096932828753 2022-08-22,80.09663585655673,80.86496728678921,81.61992457222667 2022-08-23,79.11442441299747,80.1895189666237,81.19421761543165 2022-08-24,78.57961698740847,79.70233408837038,80.84333995074581 2022-08-25,78.66641010423587,79.54554540646497,80.65254532095008 2022-08-26,78.22094067984214,79.1427193018449,80.33611260762672 2022-08-29,77.78062762852107,78.73495243348745,80.00886393317454 2022-08-30,77.22375195579791,78.25768846564455,79.6375436167152 2022-08-31,77.03250181249157,77.96538174932353,79.35301579854033 2022-09-01,76.88166848534595,77.71349449145646,79.08891923020836 2022-09-02,76.53111293391554,77.37104128047432,78.77854614457468 2022-09-06,76.44740821570932,77.17266991662387,78.54058925264346 2022-09-07,76.85493820012132,77.26309323522777,78.45767581610077 2022-09-08,76.69329304894157,77.10071314638309,78.25884980947994 2022-09-09,76.99219414525793,77.18967372665718,78.19514947885239 2022-09-12,77.41479680891544,77.38427889203413,78.20132592241221 2022-09-13,76.67986423410119,76.9889552906593,77.91643765213226 2022-09-14,75.77991060837866,76.44187312089099,77.54153914782762 2022-09-15,74.76660636017562,75.76880489232344,77.08424950172684 2022-09-16,74.11773747172515,75.23265849277813,76.67813047249803 2022-09-19,73.15849093573995,74.50672019659474,76.16021308119055 2022-09-20,71.95899314335789,73.60731608059456,75.53162112665751 2022-09-21,70.96932805016178,72.76780367753545,74.90860938733485 2022-09-22,70.06288536677452,71.94638482707445,74.27445611235058 2022-09-23,68.94525660600723,70.99431469205594,73.55403163350506 2022-09-26,67.88683661836029,70.04443868314874,72.812694967749 2022-09-27,66.69455693177144,69.00181302413874,72.00291426211515 2022-09-28,66.2697040108294,68.3505739595581,71.37596987228945 2022-09-29,65.28980328423783,67.43774266346657,70.60968720169566 2022-09-30,64.96653542109996,66.87088030553159,70.01066934389839 2022-10-03,65.10435603187264,66.59981065969274,69.56965295432882 2022-10-04,64.86290310572109,66.19620822218823,69.07540003043255 2022-10-05,64.01526863542213,65.49144303539478,68.43202856989842 2022-10-06,62.59684519745916,64.44936217832904,67.60612092719697 " 3217,US,technical,"During March 02, 2025 to July 08, 2025, what percentage of trading days showed long alignment of Intercontinental Exchange's 5, 20, 60-day Exponential Moving Average lines? (Smoothing factor alpha = 2 / (n + 1); Require 4n data points to warm up; Use the first data point as the initial value) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",68.7732,hard,moving average,"EMA_t = \alpha * P_t + (1 - \alpha) * EMA_{t-1}, \quad \alpha = 2 / (n + 1)","date,close,high,open 2024-03-15,134.63999938964844,135.9199981689453,134.2100067138672 2024-03-18,134.39999389648438,135.6300048828125,135.1199951171875 2024-03-19,135.5,136.50999450683594,134.52000427246094 2024-03-20,136.10000610351562,136.4199981689453,135.27000427246094 2024-03-21,138.10000610351562,138.63999938964844,136.3699951171875 2024-03-22,136.22999572753906,138.38999938964844,138.25 2024-03-25,135.80999755859375,136.36000061035156,136.0800018310547 2024-03-26,137.1199951171875,137.9499969482422,136.0800018310547 2024-03-27,136.97999572753906,138.47000122070312,138.16000366210938 2024-03-28,137.42999267578125,137.94000244140625,137.36000061035156 2024-04-01,137.02999877929688,137.97999572753906,137.66000366210938 2024-04-02,137.5,137.52999877929688,136.8699951171875 2024-04-03,137.38999938964844,138.16000366210938,137.3300018310547 2024-04-04,136.6999969482422,138.8699951171875,138.25 2024-04-05,137.8699951171875,137.97999572753906,136.74000549316406 2024-04-08,136.8800048828125,138.1999969482422,138.1999969482422 2024-04-09,135.05999755859375,137.75,137.42999267578125 2024-04-10,132.94000244140625,134.80999755859375,133.47999572753906 2024-04-11,133.47999572753906,134.3300018310547,132.97999572753906 2024-04-12,133.5500030517578,134.49000549316406,132.8000030517578 2024-04-15,130.5399932861328,134.85000610351562,134.80999755859375 2024-04-16,129.89999389648438,131.30999755859375,130.60000610351562 2024-04-17,130.74000549316406,132.0,132.0 2024-04-18,130.97999572753906,131.5,131.5 2024-04-19,131.2100067138672,131.77999877929688,131.3699951171875 2024-04-22,131.64999389648438,132.3699951171875,132.10000610351562 2024-04-23,132.3300018310547,132.47000122070312,132.0 2024-04-24,132.57000732421875,132.64999389648438,132.0 2024-04-25,131.82000732421875,132.0399932861328,131.9600067138672 2024-04-26,131.6999969482422,132.3000030517578,131.74000549316406 2024-04-29,130.77999877929688,132.8699951171875,131.64999389648438 2024-04-30,128.75999450683594,130.7100067138672,130.0500030517578 2024-05-01,128.67999267578125,130.47000122070312,128.8300018310547 2024-05-02,126.54000091552734,130.1999969482422,129.35000610351562 2024-05-03,130.5,131.67999267578125,127.8000030517578 2024-05-06,131.27999877929688,131.77999877929688,130.82000732421875 2024-05-07,133.72000122070312,133.7899932861328,132.22000122070312 2024-05-08,133.38999938964844,133.82000732421875,133.2899932861328 2024-05-09,134.9499969482422,135.0500030517578,133.39999389648438 2024-05-10,133.99000549316406,135.88999938964844,135.27999877929688 2024-05-13,133.74000549316406,134.99000549316406,134.39999389648438 2024-05-14,134.38999938964844,134.6199951171875,134.25 2024-05-15,137.8699951171875,138.1199951171875,134.88999938964844 2024-05-16,137.11000061035156,138.5,137.80999755859375 2024-05-17,138.39999389648438,138.4600067138672,137.80999755859375 2024-05-20,136.9499969482422,138.08999633789062,137.85000610351562 2024-05-21,137.27000427246094,137.5500030517578,137.14999389648438 2024-05-22,136.88999938964844,137.5,136.47999572753906 2024-05-23,135.39999389648438,137.57000732421875,137.57000732421875 2024-05-24,136.33999633789062,136.5500030517578,135.80999755859375 2024-05-28,133.67999267578125,136.6199951171875,136.3699951171875 2024-05-29,131.9499969482422,132.9600067138672,132.7100067138672 2024-05-30,133.24000549316406,133.60000610351562,132.3300018310547 2024-05-31,133.89999389648438,134.32000732421875,133.3300018310547 2024-06-03,133.64999389648438,134.8300018310547,134.39999389648438 2024-06-04,134.75999450683594,135.30999755859375,133.16000366210938 2024-06-05,135.33999633789062,135.8000030517578,134.5 2024-06-06,134.86000061035156,135.64999389648438,135.6300048828125 2024-06-07,133.7899932861328,134.8000030517578,134.35000610351562 2024-06-10,133.8800048828125,134.41000366210938,133.5 2024-06-11,134.58999633789062,134.7100067138672,133.5800018310547 2024-06-12,136.0500030517578,137.32000732421875,136.36000061035156 2024-06-13,135.25999450683594,135.67999267578125,135.52999877929688 2024-06-14,135.6699981689453,135.83999633789062,134.67999267578125 2024-06-17,136.1999969482422,136.42999267578125,134.97999572753906 2024-06-18,136.3800048828125,136.92999267578125,136.2100067138672 2024-06-20,137.11000061035156,137.38999938964844,135.6300048828125 2024-06-21,137.83999633789062,137.97999572753906,136.9600067138672 2024-06-24,138.72000122070312,139.5500030517578,138.1199951171875 2024-06-25,137.3300018310547,139.08999633789062,138.66000366210938 2024-06-26,137.38999938964844,137.6999969482422,136.66000366210938 2024-06-27,137.47000122070312,137.6199951171875,137.2100067138672 2024-06-28,136.88999938964844,138.08999633789062,137.80999755859375 2024-07-01,136.92999267578125,138.6999969482422,138.64999389648438 2024-07-02,140.82000732421875,140.97999572753906,137.11000061035156 2024-07-03,141.16000366210938,141.58999633789062,141.25 2024-07-05,140.7899932861328,141.16000366210938,141.16000366210938 2024-07-08,141.1699981689453,142.19000244140625,141.1300048828125 2024-07-09,142.4600067138672,142.49000549316406,141.30999755859375 2024-07-10,144.41000366210938,144.47000122070312,143.0 2024-07-11,147.14999389648438,147.32000732421875,145.4499969482422 2024-07-12,148.39999389648438,149.44000244140625,147.72999572753906 2024-07-15,147.82000732421875,149.11000061035156,148.91000366210938 2024-07-16,148.9199981689453,149.35000610351562,148.0399932861328 2024-07-17,149.41000366210938,149.52000427246094,148.60000610351562 2024-07-18,147.75999450683594,149.60000610351562,149.08999633789062 2024-07-19,147.67999267578125,148.57000732421875,148.57000732421875 2024-07-22,149.24000549316406,149.47000122070312,147.75 2024-07-23,148.57000732421875,150.0,149.9199981689453 2024-07-24,147.50999450683594,149.0500030517578,148.25 2024-07-25,149.02999877929688,150.38999938964844,148.0 2024-07-26,151.0,151.72000122070312,149.75 2024-07-29,151.16000366210938,151.5,151.10000610351562 2024-07-30,151.3000030517578,152.3800048828125,151.36000061035156 2024-07-31,151.55999755859375,152.9600067138672,152.47999572753906 2024-08-01,151.0,153.27999877929688,150.27999877929688 2024-08-02,149.85000610351562,151.97000122070312,150.0 2024-08-05,148.77999877929688,152.38999938964844,152.38999938964844 2024-08-06,150.50999450683594,152.1300048828125,149.22000122070312 2024-08-07,151.1199951171875,152.6300048828125,151.50999450683594 2024-08-08,153.75999450683594,154.02000427246094,151.52999877929688 2024-08-09,154.0800018310547,154.3800048828125,153.72999572753906 2024-08-12,153.88999938964844,154.6300048828125,154.0 2024-08-13,154.66000366210938,155.16000366210938,154.60000610351562 2024-08-14,156.1199951171875,156.5399932861328,154.8699951171875 2024-08-15,155.5,157.17999267578125,156.7100067138672 2024-08-16,156.5399932861328,156.67999267578125,155.8699951171875 2024-08-19,157.27000427246094,157.49000549316406,156.5399932861328 2024-08-20,157.75,157.85000610351562,157.5 2024-08-21,158.11000061035156,158.4600067138672,157.75999450683594 2024-08-22,158.60000610351562,158.6999969482422,158.11000061035156 2024-08-23,160.00999450683594,160.25,158.97999572753906 2024-08-26,160.30999755859375,161.11000061035156,160.50999450683594 2024-08-27,160.60000610351562,161.49000549316406,160.49000549316406 2024-08-28,160.77000427246094,161.97000122070312,160.8000030517578 2024-08-29,160.22000122070312,161.27999877929688,160.77000427246094 2024-08-30,161.5500030517578,161.75999450683594,160.47000122070312 2024-09-03,161.44000244140625,162.39999389648438,161.44000244140625 2024-09-04,162.42999267578125,162.75999450683594,161.6300048828125 2024-09-05,162.60000610351562,162.9199981689453,162.17999267578125 2024-09-06,160.49000549316406,163.7100067138672,162.97000122070312 2024-09-09,161.6999969482422,162.8000030517578,161.42999267578125 2024-09-10,161.97000122070312,162.75999450683594,162.13999938964844 2024-09-11,159.99000549316406,161.52999877929688,161.27000427246094 2024-09-12,161.13999938964844,161.5500030517578,160.0500030517578 2024-09-13,161.36000061035156,161.6300048828125,161.32000732421875 2024-09-16,161.91000366210938,162.80999755859375,161.4600067138672 2024-09-17,162.80999755859375,163.27000427246094,161.7899932861328 2024-09-18,161.22000122070312,163.27000427246094,162.80999755859375 2024-09-19,158.8699951171875,162.38999938964844,162.17999267578125 2024-09-20,159.83999633789062,159.85000610351562,159.02000427246094 2024-09-23,159.9499969482422,160.97999572753906,159.83999633789062 2024-09-24,158.75,159.7899932861328,159.6300048828125 2024-09-25,159.4499969482422,159.8000030517578,158.91000366210938 2024-09-26,158.1199951171875,160.32000732421875,159.57000732421875 2024-09-27,158.6199951171875,159.2899932861328,158.27000427246094 2024-09-30,160.63999938964844,160.77999877929688,158.9499969482422 2024-10-01,161.13999938964844,162.1199951171875,161.07000732421875 2024-10-02,160.9199981689453,161.14999389648438,160.52000427246094 2024-10-03,163.25999450683594,163.35000610351562,161.13999938964844 2024-10-04,162.75999450683594,164.17999267578125,163.57000732421875 2024-10-07,159.5399932861328,162.5399932861328,162.22000122070312 2024-10-08,162.08999633789062,162.25,160.94000244140625 2024-10-09,161.74000549316406,162.85000610351562,162.0 2024-10-10,160.64999389648438,161.94000244140625,161.6699981689453 2024-10-11,162.57000732421875,162.82000732421875,161.38999938964844 2024-10-14,164.3800048828125,164.75,162.47999572753906 2024-10-15,165.17999267578125,167.22999572753906,165.91000366210938 2024-10-16,165.1300048828125,165.3300018310547,164.19000244140625 2024-10-17,164.80999755859375,166.2899932861328,166.19000244140625 2024-10-18,166.8300018310547,167.05999755859375,165.0 2024-10-21,166.33999633789062,166.6300048828125,165.72999572753906 2024-10-22,165.94000244140625,166.6699981689453,165.25 2024-10-23,165.0,166.02999877929688,165.6199951171875 2024-10-24,166.89999389648438,167.5500030517578,165.2899932861328 2024-10-25,165.30999755859375,167.63999938964844,167.27000427246094 2024-10-28,166.44000244140625,166.9499969482422,166.3800048828125 2024-10-29,166.72000122070312,167.16000366210938,165.6199951171875 2024-10-30,166.52999877929688,167.99000549316406,166.75999450683594 2024-10-31,155.8699951171875,159.58999633789062,159.32000732421875 2024-11-01,154.63999938964844,156.36000061035156,153.47999572753906 2024-11-04,154.49000549316406,156.07000732421875,155.50999450683594 2024-11-05,157.85000610351562,157.91000366210938,154.8699951171875 2024-11-06,155.7899932861328,160.61000061035156,160.25999450683594 2024-11-07,156.11000061035156,156.4600067138672,156.05999755859375 2024-11-08,156.4199981689453,159.0399932861328,157.52000427246094 2024-11-11,157.0800018310547,159.80999755859375,158.77999877929688 2024-11-12,156.05999755859375,157.67999267578125,157.67999267578125 2024-11-13,155.83999633789062,157.10000610351562,156.8300018310547 2024-11-14,156.47000122070312,157.66000366210938,155.64999389648438 2024-11-15,155.5500030517578,156.9600067138672,155.7899932861328 2024-11-18,157.69000244140625,157.77999877929688,154.99000549316406 2024-11-19,157.92999267578125,158.5800018310547,157.55999755859375 2024-11-20,155.77000427246094,158.2899932861328,158.0500030517578 2024-11-21,158.35000610351562,159.0399932861328,156.6999969482422 2024-11-22,159.2899932861328,159.3699951171875,158.3699951171875 2024-11-25,159.6300048828125,160.38999938964844,160.0 2024-11-26,160.49000549316406,161.4600067138672,159.7100067138672 2024-11-27,161.19000244140625,161.99000549316406,160.8000030517578 2024-11-29,160.9600067138672,161.92999267578125,161.92999267578125 2024-12-02,158.2899932861328,160.61000061035156,160.42999267578125 2024-12-03,156.25999450683594,158.64999389648438,158.64999389648438 2024-12-04,156.10000610351562,156.8699951171875,155.7100067138672 2024-12-05,156.3699951171875,157.41000366210938,156.4600067138672 2024-12-06,155.92999267578125,157.63999938964844,157.08999633789062 2024-12-09,156.07000732421875,156.7899932861328,156.17999267578125 2024-12-10,158.41000366210938,158.75999450683594,156.0800018310547 2024-12-11,158.17999267578125,159.80999755859375,158.67999267578125 2024-12-12,156.5500030517578,158.91000366210938,158.52999877929688 2024-12-13,155.5800018310547,157.41000366210938,156.69000244140625 2024-12-16,154.5800018310547,155.77999877929688,155.52999877929688 2024-12-17,152.7899932861328,154.2899932861328,154.11000061035156 2024-12-18,149.60000610351562,154.38999938964844,152.99000549316406 2024-12-19,148.2899932861328,151.1699981689453,150.0 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2024-10-11,161.67206150394878,160.85192990774647,156.56258903207828 2024-10-14,162.57470929690336,161.18793704822895,156.8188977484958 2024-10-15,163.44313708986266,161.56813282228154,157.0930320084068 2024-10-16,164.0054263541793,161.9073587328083,157.35653931576437 2024-10-17,164.27361675565078,162.18380052574025,157.60091499585712 2024-10-18,165.12574511411876,162.62629588815116,157.9035080068472 2024-10-21,165.5304955220427,162.97998164526922,158.1801141816355 2024-10-22,165.66699782849724,163.26188838775846,158.43453674752962 2024-10-23,165.44466521899818,163.42742282701957,158.64979783777454 2024-10-24,165.92977477816027,163.7581438812543,158.92029606920764 2024-10-25,165.7231823716381,163.90593946957236,159.1297944786957 2024-10-28,165.96212239489415,164.1472788002232,159.36947342829274 2024-10-29,166.21474867016383,164.39229998312604,159.6104743395193 2024-10-30,166.31983203987485,164.59589034466612,159.8373439932825 2024-10-31,162.83655306564575,163.76485270395386,159.7072669809515 2024-11-01,160.10436850698,162.8958190549724,159.54112705992515 2024-11-04,158.23291416904135,162.09526538241926,159.37551651675264 2024-11-05,158.10527814719944,161.69095497490463,159.3254997818924 2024-11-06,157.3335165268439,161.128958623593,159.20958153612978 2024-11-07,156.92567788801313,160.65096262233192,159.1079559320059 2024-11-08,156.7571179816572,160.2480136267713,159.0198261692826 2024-11-11,156.86474593145635,159.94629821765542,158.95622537130788 2024-11-12,156.5964964738355,159.57617434536382,158.86126708236642 2024-11-13,156.34432976185388,159.2203478684616,158.7622090251705 2024-11-14,156.38622024813696,158.95841009248463,158.68705467092568 2024-11-15,156.10748118267725,158.63379989812967,158.58420051947755 2024-11-18,156.63498826892027,158.54391442606078,158.5548825497047 2024-11-19,157.0666564045406,158.48544568793892,158.53439435711704 2024-11-20,156.63443902718072,158.22683221979815,158.4437586166365 2024-11-21,157.20629471929237,158.2385630658665,158.4406847637473 2024-11-22,157.9008609082392,158.33869927732042,158.46853094480912 2024-11-25,158.47724223309697,158.46168076355775,158.50661205753053 2024-11-26,159.14816331978602,158.6548545473298,158.57164135050212 2024-11-27,159.82877636032612,158.89629720390852,158.65748925512193 2024-11-29,160.2058531448398,159.09284096676174,158.7329816308185 2024-12-02,159.56723319193748,159.0163792828923,158.718457422796 2024-12-03,158.46482029690364,158.7538664470774,158.6378520812891 2024-12-04,157.67654889910764,158.50111784292866,158.55464401644406 2024-12-05,157.24103097180094,158.29815377381044,158.48301618368154 2024-12-06,156.80401820646105,158.07261462161716,158.39931049489792 2024-12-09,156.5593479123803,157.881890117103,158.32293989913796 2024-12-10,157.17623316229,157.93218664519887,158.32579444874358 2024-12-11,157.51081966678709,157.95578721954004,158.3210140627448 2024-12-12,157.19054746177733,157.82190301308458,158.26294812795834 2024-12-13,156.65369891820313,157.608388614796,158.17498267560083 2024-12-16,155.96246655582033,157.31997082586827,158.05711445118948 2024-12-17,154.9049754659245,156.88854439351252,157.88442195397448 2024-12-18,153.13665234512155,156.19439788970328,157.61280176215615 2024-12-19,151.52109932545864,155.441597451268,157.30713591048325 2024-12-20,151.11739873650367,154.9528736519657,157.07772153829015 2024-12-23,150.79826704503893,154.49640984340795,156.85091111612027 2024-12-24,150.68551360131502,154.1119904977374,156.64137326686608 2024-12-26,150.797010491697,153.8175156191396,156.45706608672165 2024-12-27,150.6380094358709,153.4844195910519,156.25585104532811 2024-12-30,150.21533799630978,153.09256964116005,156.03008527719237 2024-12-31,149.81355683315184,152.70375296170062,155.7999183666889 2025-01-02,149.65570333473144,152.38339518800444,155.58811764443323 2025-01-03,149.71713433578452,152.14116672608884,155.39965465077609 2025-01-06,148.6714235008746,151.61153197418082,155.11048570586718 2025-01-07,147.9276164810518,151.1190053520118,154.8262075660488 2025-01-08,147.4750800954408,150.68576744460296,154.55551247615273 2025-01-10,145.91672108087982,149.934742264332,154.17008593764797 2025-01-13,145.2411471838027,149.35905246674307,153.83303391968076 2025-01-14,145.24409812253515,148.96771413657706,153.55162297149448 2025-01-15,146.2427339127448,148.89840855149012,153.37747157876234 2025-01-16,147.5718211843429,149.02522637778048,153.27427564921405 2025-01-17,148.08454765967912,149.03330011421582,153.1377420413825 2025-01-21,149.2963655133538,149.28917641007175,153.09125873578645 2025-01-22,150.9209097318843,149.7540165775835,153.12662724179165 2025-01-23,153.17393737984997,150.50887144407855,153.2759179117585 2025-01-24,154.60595866013438,151.17183618470946,153.4134288399206 2025-01-27,156.68063971710782,152.0916614843614,153.65659516749878 2025-01-28,157.40042525736877,152.73436004184038,153.8265427468559 2025-01-29,157.34028391181357,153.16156396363684,153.93780368042465 2025-01-30,158.04019008834447,153.75951048532914,154.1182036398011 2025-01-31,158.6367940025812,154.33765251825537,154.30547571164547 2025-02-03,159.2211957982703,154.9140665060071,154.5049682912521 2025-02-04,159.25413297358645,155.33367991726536,154.66283842348054 2025-02-05,159.73608763180505,155.84475772973934,154.8607780472432 2025-02-06,162.38405597979713,156.97192296269571,155.28108016621164 2025-02-07,163.86603793021632,157.91078761682516,155.65973333555073 2025-02-10,164.95069032587338,158.78785499781205,156.03547962347324 2025-02-11,165.61379436438435,159.56424999244007,156.3930049617661 2025-02-12,165.92919542912082,160.23051166540708,156.72634898133424 2025-02-13,166.80946606082014,161.02474934719868,157.11466564831406 2025-02-14,166.77631294516917,161.56620242973852,157.42926699472562 2025-02-18,166.68420863011278,162.0360879126206,157.72666807686576 2025-02-19,166.7761413246976,162.50503256035836,158.02940049119368 2025-02-20,166.780758645176,162.91312405805118,158.3166330418474 2025-02-21,167.14383746917986,163.38520701606416,158.62985802792412 2025-02-24,167.56922436910168,163.86471093538617,158.95084622926908 2025-02-25,168.78281848402352,164.56426291428915,159.35278591728868 2025-02-26,169.57854504566413,165.19338055758973,159.74023549931022 2025-02-27,169.99902880973963,165.73115348904696,160.1041620841817 2025-02-28,171.07601778233945,166.44532894033193,160.53451728560324 2025-03-03,171.78401083764038,167.08863065537102,160.9497789138865 2025-03-04,171.13934259293214,167.35161879328953,161.24158964141532 2025-03-05,171.29622859873862,167.75717896634305,161.58153754203616 2025-03-06,170.7474836979872,167.93744705492793,161.84607709464103 2025-03-07,170.5783242963795,168.15673833475995,162.1212878618057 2025-03-10,170.10221416308113,168.25133410254324,162.3517372399919 2025-03-11,169.52147631217127,168.2616832937631,162.54872948164305 2025-03-12,169.35431896560118,168.33390433935335,162.76090242560429 2025-03-13,169.28287910695028,168.41067529652432,162.9700531457369 2025-03-14,169.8752519241648,168.6629917024357,163.23529722484696 2025-03-17,170.85683705751612,169.0588979521293,163.5495500149903 2025-03-18,171.5178901509743,169.4190025602971,163.85415481246244 2025-03-19,172.2419275811183,169.82576445373604,164.1766416199688 2025-03-20,173.35795050004242,170.37473891889363,164.55084997137607 2025-03-21,173.70196679657778,170.75714467801313,164.87344503427022 2025-03-24,174.2179778643852,171.1850356610595,165.21365995117938 2025-03-25,174.6886535371943,171.6083660631312,165.55517945713456 2025-03-26,175.04576719374154,172.00375924824593,165.88976355712475 2025-03-27,175.48384499927823,172.4186393779703,166.23305001788628 2025-03-28,175.22589890414122,172.6368648385319,166.51098302431188 2025-03-31,174.31726593609415,172.62383009200502,166.70734423662952 2025-04-01,173.37484578845078,172.51584679687733,166.86415280241755 2025-04-02,172.39656467276927,172.3181473344515,166.98139377418767 2025-04-03,170.78437563471078,171.86499021294125,167.00036439006982 2025-04-04,166.1029189208619,170.42451547772438,166.6639591803352 2025-04-07,162.2852772460694,168.92218008903487,166.27005867922534 2025-04-08,158.73018320310877,167.27435294885893,165.78972872637164 2025-04-09,158.09012132160376,166.2777476735956,165.49531131103467 2025-04-10,157.1234150282046,165.22177193719662,165.15743233170258 2025-04-11,156.71894457283952,164.3349368633788,164.85423794909295 2025-04-14,157.74262747727062,163.9020850941173,164.6881971404713 2025-04-15,158.47841730092782,163.5256957468911,164.53284631449657 2025-04-16,158.46561234775396,163.0413440035116,164.33308094160836 2025-04-17,158.5237413617188,162.62216832600083,164.14642253006866 2025-04-21,157.3591605009115,161.8991045596481,163.84752339069908 2025-04-22,158.46610455920143,161.78299866594648,163.7436699246362 2025-04-23,159.3074048705223,161.70747550663387,163.65338584491582 2025-04-24,160.53160182286123,161.82866790862485,163.63130748041166 2025-04-25,161.43106645775384,161.96212770090239,163.61814971802238 2025-04-28,162.1140428810156,162.10668656058206,163.61362007899015 2025-04-29,163.51936253102863,162.50890706253182,163.70268177577915 2025-04-30,165.00290876092015,163.02901126807194,163.8425938887275 2025-05-01,166.94860461991033,163.77291460805466,164.07201691984758 2025-05-02,169.11573539602097,164.69454149759633,164.3794916748769 2025-05-05,170.73715550652702,165.5788704718766,164.69426229955434 2025-05-06,172.22143781815345,166.49421637373655,165.03838492715605 2025-05-07,173.65762480520127,167.4500051742661,165.4151591518164 2025-05-08,174.59508361036856,168.3090524167839,165.77761299014057 2025-05-09,175.84005635059728,169.26342855147635,166.18916672262955 2025-05-12,175.04003838086695,169.66119749337443,166.42689904127798 2025-05-13,174.30669103320818,169.96394024047123,166.63716452641282 2025-05-14,173.5177948359409,170.1521366405603,166.8110280646093 2025-05-15,173.96186525846582,170.59955277988936,167.07460111506524 2025-05-16,174.7245768389772,171.1376906103761,167.37543386539096 2025-05-19,175.3997178926515,171.67219626653076,167.6827966894765 2025-05-20,175.6964763571453,172.11198645887382,167.96499985658 2025-05-21,175.37098464499792,172.3603688171433,168.1864753111414 2025-05-22,174.91398976333195,172.51652416789153,168.37708267798922 2025-05-23,175.3159915479505,172.85971187734827,168.6309486596023 2025-05-27,176.39065879401127,173.40069105913727,168.9558353686689 2025-05-28,176.86044021326012,173.81967315367257,169.24580807958984 2025-05-29,177.41695973527237,174.26827559420823,169.55020777466217 2025-05-30,178.21130750743419,174.79510678064153,169.88626663620627 2025-06-02,178.91420744636238,175.32128778479176,170.22835649482963 2025-06-03,179.0561370768718,175.70402193270593,170.52709878476605 2025-06-04,179.08075967885205,176.03030602319225,170.80916127978398 2025-06-05,178.90717230543262,176.27122902656382,171.06328705941706 2025-06-06,178.8314457622155,176.50063508839406,171.3130151124126 2025-06-09,177.87763091504473,176.45009852956633,171.46570318153687 2025-06-10,177.09508686979547,176.3624699819216,171.59895877490607 2025-06-11,177.230057913197,176.47080617411953,171.79243553638455 2025-06-12,177.84670588581622,176.71930099858955,172.03137213620977 2025-06-13,178.04447140434624,176.88317732647687,172.24149116260963 2025-06-16,178.6296486201501,177.1609702526941,172.4893112245489 2025-06-17,179.4164342444881,177.52564027559603,172.76802251204447 2025-06-18,179.53095433193738,177.7384359166665,172.99726749548026 2025-06-20,179.1639671132187,177.80429846515364,173.1753896325393 2025-06-23,179.35264331799215,177.98769820442845,173.39029475040812 2025-06-24,179.85176424649998,178.26029895672247,173.63487545051 2025-06-25,180.07784242409895,178.47646084458668,173.8609450678473 2025-06-26,180.31856263331858,178.69775057860298,174.08845516568044 2025-06-27,180.79570842221239,178.9884409996884,174.3396533569696 2025-06-30,181.68713935504263,179.41525625883267,174.63900902463297 2025-07-01,181.74475977347896,179.64808905421543,174.87576284711554 2025-07-02,181.743175013374,179.84731919125815,175.10081998305157 2025-07-03,182.19878354569988,180.15805075498133,175.36341606919254 2025-07-07,182.49585447643014,180.43728366763935,175.61674656980557 2025-07-08,181.99056822679978,180.48897053048694,175.79259080448534 " 3218,US,technical,"For Cigna from May 06, 2022 to November 30, 2022, what percentage of days were the 5, 20, 60-day Exponential Moving Average lines in short alignment? (Unit: %) (Smoothing factor alpha = 2 / (n + 1); Require 4n data points to warm up; Use the first data point as the initial value) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",15.0769,hard,moving average,"EMA_t = \alpha * P_t + (1 - \alpha) * EMA_{t-1}, \quad \alpha = 2 / (n + 1)","date,close,high,open 2021-05-25,259.6000061035156,262.17999267578125,261.67999267578125 2021-05-26,259.3900146484375,261.07000732421875,259.8800048828125 2021-05-27,259.5,260.4800109863281,260.260009765625 2021-05-28,258.8500061035156,261.5400085449219,261.0400085449219 2021-06-01,257.67999267578125,260.6300048828125,260.07000732421875 2021-06-02,255.41000366210935,259.6700134277344,259.6700134277344 2021-06-03,256.9700012207031,259.1499938964844,255.19000244140625 2021-06-04,252.94000244140625,258.42999267578125,257.6000061035156 2021-06-07,247.6000061035156,254.02999877929688,254.02999877929688 2021-06-08,245.9199981689453,247.8300018310547,247.3300018310547 2021-06-09,242.00999450683597,246.7100067138672,246.2400054931641 2021-06-10,239.6499938964844,244.22999572753903,242.80999755859372 2021-06-11,241.8500061035156,243.92999267578125,241.63999938964844 2021-06-14,239.58999633789065,241.50999450683597,240.63999938964844 2021-06-15,239.0800018310547,240.25,240.19000244140625 2021-06-16,236.9900054931641,240.3800048828125,239.41000366210935 2021-06-17,236.69000244140625,237.5,237.33999633789065 2021-06-18,231.97000122070312,234.38999938964844,231.9900054931641 2021-06-21,236.47999572753903,236.8699951171875,232.9499969482422 2021-06-22,236.00999450683597,237.2400054931641,237.2400054931641 2021-06-23,232.92999267578125,235.9199981689453,235.2400054931641 2021-06-24,234.7700042724609,235.75999450683597,234.08999633789065 2021-06-25,237.1000061035156,238.3300018310547,235.97000122070312 2021-06-28,240.0399932861328,241.0,237.02999877929688 2021-06-29,236.69000244140625,242.5,240.3000030517578 2021-06-30,237.07000732421875,237.9900054931641,236.4900054931641 2021-07-01,238.3000030517578,239.13999938964844,238.3300018310547 2021-07-02,238.02999877929688,238.7899932861328,238.5 2021-07-06,235.2400054931641,238.0200042724609,237.1999969482422 2021-07-07,235.92999267578125,236.3800048828125,234.6300048828125 2021-07-08,231.41000366210935,234.16000366210935,234.16000366210935 2021-07-09,234.8999938964844,235.1499938964844,233.8999938964844 2021-07-12,235.22000122070312,235.92999267578125,233.22000122070312 2021-07-13,235.55999755859372,237.1699981689453,235.3500061035156 2021-07-14,236.0200042724609,236.82000732421875,236.3500061035156 2021-07-15,234.91000366210935,235.94000244140625,234.3600006103516 2021-07-16,233.8300018310547,235.9199981689453,235.9199981689453 2021-07-19,227.6300048828125,232.38999938964844,231.1699981689453 2021-07-20,232.0200042724609,233.1999969482422,228.7899932861328 2021-07-21,233.57000732421875,235.13999938964844,233.6100006103516 2021-07-22,232.2400054931641,234.47999572753903,234.05999755859372 2021-07-23,232.8800048828125,234.1199951171875,234.0 2021-07-26,228.44000244140625,233.41000366210935,232.42999267578125 2021-07-27,228.8800048828125,229.0,227.0 2021-07-28,227.25,229.32000732421875,229.32000732421875 2021-07-29,228.9499969482422,229.9499969482422,228.6100006103516 2021-07-30,229.4900054931641,230.9900054931641,228.2400054931641 2021-08-02,229.3500061035156,230.83999633789065,230.0 2021-08-03,233.9600067138672,234.3800048828125,230.82000732421875 2021-08-04,231.47999572753903,233.4900054931641,232.77999877929688 2021-08-05,206.2100067138672,218.22000122070312,216.41000366210935 2021-08-06,209.3000030517578,211.1300048828125,207.1499938964844 2021-08-09,211.1499938964844,213.1300048828125,209.2100067138672 2021-08-10,210.9499969482422,211.91000366210935,211.38999938964844 2021-08-11,211.3000030517578,213.13999938964844,212.63999938964844 2021-08-12,209.67999267578125,211.5500030517578,209.97000122070312 2021-08-13,210.6100006103516,211.9499969482422,211.3699951171875 2021-08-16,210.8999938964844,211.5,209.1000061035156 2021-08-17,210.5,212.00999450683597,210.44000244140625 2021-08-18,205.6000061035156,209.97999572753903,209.42999267578125 2021-08-19,206.17999267578125,206.7899932861328,205.0 2021-08-20,207.52999877929688,208.91000366210935,206.69000244140625 2021-08-23,207.7400054931641,209.1000061035156,208.2400054931641 2021-08-24,211.88999938964844,213.5,210.19000244140625 2021-08-25,211.38999938964844,213.4900054931641,211.3500061035156 2021-08-26,207.7899932861328,211.6100006103516,210.25 2021-08-27,210.67999267578125,211.5800018310547,208.6499938964844 2021-08-30,207.47000122070312,210.8999938964844,210.63999938964844 2021-08-31,211.6499938964844,214.5200042724609,207.0 2021-09-01,211.0500030517578,212.8600006103516,212.8600006103516 2021-09-02,218.2100067138672,219.5800018310547,211.5200042724609 2021-09-03,216.9199981689453,218.2400054931641,218.1100006103516 2021-09-07,216.32000732421875,218.3600006103516,216.07000732421875 2021-09-08,213.3600006103516,217.00999450683597,216.02999877929688 2021-09-09,213.9499969482422,215.3000030517578,213.0 2021-09-10,204.69000244140625,209.9900054931641,208.9900054931641 2021-09-13,209.1000061035156,211.8699951171875,204.92999267578125 2021-09-14,203.6499938964844,210.7899932861328,209.8999938964844 2021-09-15,206.5800018310547,208.6100006103516,203.1699981689453 2021-09-16,205.5200042724609,209.25,207.27999877929688 2021-09-17,205.6199951171875,207.47000122070312,205.1199951171875 2021-09-20,202.52999877929688,204.2400054931641,203.05999755859372 2021-09-21,202.38999938964844,205.25,203.9199981689453 2021-09-22,201.9900054931641,205.1699981689453,204.4600067138672 2021-09-23,202.4600067138672,204.58999633789065,202.3500061035156 2021-09-24,203.88999938964844,205.41000366210935,202.3000030517578 2021-09-27,206.6100006103516,208.2899932861328,203.1000061035156 2021-09-28,203.27999877929688,208.0200042724609,206.4499969482422 2021-09-29,203.92999267578125,205.91000366210935,203.69000244140625 2021-09-30,200.16000366210935,207.5500030517578,206.0399932861328 2021-10-01,202.6000061035156,203.7700042724609,201.0 2021-10-04,199.4499969482422,204.7700042724609,202.5 2021-10-05,201.3999938964844,203.9900054931641,200.05999755859372 2021-10-06,203.25,203.38999938964844,199.41000366210935 2021-10-07,204.7100067138672,207.3699951171875,204.77999877929688 2021-10-08,205.17999267578125,209.0,207.5 2021-10-11,203.92999267578125,207.50999450683597,204.8500061035156 2021-10-12,202.1000061035156,205.1199951171875,204.1999969482422 2021-10-13,199.47000122070312,202.0,201.44000244140625 2021-10-14,203.0399932861328,207.22000122070312,204.88999938964844 2021-10-15,206.19000244140625,208.05999755859372,204.13999938964844 2021-10-18,204.57000732421875,205.8699951171875,205.4600067138672 2021-10-19,206.6300048828125,207.1300048828125,205.91000366210935 2021-10-20,214.75999450683597,216.0,208.4199981689453 2021-10-21,216.22999572753903,216.3000030517578,213.38999938964844 2021-10-22,216.3999938964844,219.1199951171875,216.07000732421875 2021-10-25,215.6199951171875,218.1100006103516,216.8500061035156 2021-10-26,215.6699981689453,216.3699951171875,215.75999450683597 2021-10-27,213.3999938964844,216.5,215.6699981689453 2021-10-28,215.75,216.1499938964844,213.3800048828125 2021-10-29,213.6100006103516,216.07000732421875,214.97000122070312 2021-11-01,216.1300048828125,217.52999877929688,213.82000732421875 2021-11-02,214.7100067138672,217.3800048828125,216.92999267578125 2021-11-03,218.25,218.33999633789065,212.5200042724609 2021-11-04,213.16000366210935,226.75999450683597,225.22999572753903 2021-11-05,214.1199951171875,222.82000732421875,214.66000366210935 2021-11-08,218.16000366210935,219.6300048828125,215.0 2021-11-09,216.1999969482422,218.9199981689453,217.5 2021-11-10,217.83999633789065,220.8999938964844,216.58999633789065 2021-11-11,217.6999969482422,219.69000244140625,217.4499969482422 2021-11-12,217.72999572753903,219.8300018310547,218.44000244140625 2021-11-15,215.52999877929688,218.4199981689453,217.97999572753903 2021-11-16,217.75999450683597,221.7700042724609,216.1499938964844 2021-11-17,216.97999572753903,220.72000122070312,219.0 2021-11-18,218.75,220.25,217.17999267578125 2021-11-19,210.50999450683597,218.3999938964844,218.3999938964844 2021-11-22,211.5500030517578,214.9499969482422,211.07000732421875 2021-11-23,213.2400054931641,214.1100006103516,211.52999877929688 2021-11-24,210.5800018310547,214.77999877929688,212.3699951171875 2021-11-26,202.02999877929688,208.3500061035156,208.00999450683597 2021-11-29,199.6100006103516,204.8999938964844,203.1300048828125 2021-11-30,191.8999938964844,198.72000122070312,198.0 2021-12-01,194.72000122070312,201.47999572753903,195.4600067138672 2021-12-02,197.7899932861328,199.0399932861328,194.69000244140625 2021-12-03,199.8600006103516,201.6999969482422,198.7899932861328 2021-12-06,206.58999633789065,208.55999755859372,202.7100067138672 2021-12-07,207.97000122070312,209.4199981689453,206.9499969482422 2021-12-08,208.30999755859372,209.0,207.8600006103516 2021-12-09,211.3000030517578,211.3699951171875,208.27999877929688 2021-12-10,214.94000244140625,215.4600067138672,212.77999877929688 2021-12-13,215.1499938964844,216.6100006103516,214.9499969482422 2021-12-14,216.6199951171875,217.8500061035156,213.3800048828125 2021-12-15,217.4600067138672,218.8699951171875,217.0399932861328 2021-12-16,218.6699981689453,220.3800048828125,216.5399932861328 2021-12-17,219.6199951171875,221.08999633789065,218.6499938964844 2021-12-20,217.0,219.5399932861328,216.7700042724609 2021-12-21,220.2400054931641,221.6499938964844,216.0 2021-12-22,222.3300018310547,223.13999938964844,220.0 2021-12-23,225.88999938964844,226.9499969482422,223.4499969482422 2021-12-27,227.8600006103516,228.6699981689453,227.58999633789065 2021-12-28,230.5399932861328,230.97000122070312,227.77999877929688 2021-12-29,231.6499938964844,232.30999755859372,230.6000061035156 2021-12-30,230.75,232.88999938964844,231.47000122070312 2021-12-31,229.6300048828125,232.27999877929688,231.1100006103516 2022-01-03,234.1999969482422,234.3999938964844,229.4900054931641 2022-01-04,233.3000030517578,236.9499969482422,234.1100006103516 2022-01-05,236.5200042724609,239.6000061035156,234.82000732421875 2022-01-06,227.5399932861328,235.1499938964844,232.82000732421875 2022-01-07,233.17999267578125,234.08999633789065,227.13999938964844 2022-01-10,233.69000244140625,236.0,234.08999633789065 2022-01-11,240.13999938964844,241.19000244140625,235.72999572753903 2022-01-12,238.77999877929688,240.83999633789065,240.08999633789065 2022-01-13,240.5500030517578,242.2100067138672,237.92999267578125 2022-01-14,242.1699981689453,242.3500061035156,239.6199951171875 2022-01-18,239.97999572753903,241.75,241.3300018310547 2022-01-19,238.8000030517578,244.1699981689453,240.80999755859372 2022-01-20,240.38999938964844,244.67999267578125,238.3999938964844 2022-01-21,236.25,242.17999267578125,240.6100006103516 2022-01-24,236.4199981689453,236.8300018310547,233.8699951171875 2022-01-25,234.7400054931641,236.1199951171875,233.91000366210935 2022-01-26,234.0200042724609,238.9600067138672,235.3600006103516 2022-01-27,227.42999267578125,232.63999938964844,231.0399932861328 2022-01-28,233.4499969482422,234.4600067138672,227.66000366210935 2022-01-31,230.4600067138672,232.97000122070312,230.72999572753903 2022-02-01,225.91000366210935,229.91000366210935,229.4600067138672 2022-02-02,230.0200042724609,230.6100006103516,225.91000366210935 2022-02-03,217.55999755859372,225.0,225.0 2022-02-04,221.3699951171875,223.0399932861328,213.33999633789065 2022-02-07,224.47999572753903,226.6000061035156,218.16000366210935 2022-02-08,231.7700042724609,232.41000366210935,226.57000732421875 2022-02-09,232.3800048828125,233.8999938964844,232.72999572753903 2022-02-10,230.2700042724609,235.5,230.05999755859372 2022-02-11,227.5,233.44000244140625,230.0 2022-02-14,225.2400054931641,229.16000366210935,228.7100067138672 2022-02-15,228.41000366210935,229.7400054931641,226.92999267578125 2022-02-16,229.0,229.9199981689453,227.80999755859372 2022-02-17,227.1100006103516,229.8699951171875,227.4900054931641 2022-02-18,228.6499938964844,230.8000030517578,226.9900054931641 2022-02-22,227.72999572753903,229.33999633789065,227.3500061035156 2022-02-23,225.08999633789065,229.17999267578125,228.5800018310547 2022-02-24,224.42999267578125,224.8800048828125,220.94000244140625 2022-02-25,232.83999633789065,234.1199951171875,225.50999450683597 2022-02-28,237.77999877929688,239.1300048828125,228.6999969482422 2022-03-01,237.1000061035156,239.3500061035156,237.08999633789065 2022-03-02,240.50999450683597,241.9499969482422,239.0 2022-03-03,237.80999755859372,241.9900054931641,241.2100067138672 2022-03-04,241.6300048828125,241.94000244140625,234.32000732421875 2022-03-07,237.8500061035156,241.94000244140625,241.1300048828125 2022-03-08,229.1000061035156,236.72000122070312,235.0800018310547 2022-03-09,231.25999450683597,233.69000244140625,233.1300048828125 2022-03-10,229.4600067138672,230.0399932861328,229.0200042724609 2022-03-11,226.8600006103516,232.0,231.0 2022-03-14,226.1999969482422,229.57000732421875,229.57000732421875 2022-03-15,233.0800018310547,234.25,228.2100067138672 2022-03-16,237.5,238.1999969482422,234.5 2022-03-17,242.38999938964844,242.8800048828125,234.88999938964844 2022-03-18,241.16000366210935,243.7100067138672,241.7100067138672 2022-03-21,243.50999450683597,245.9900054931641,240.47999572753903 2022-03-22,243.52999877929688,246.77999877929688,244.7400054931641 2022-03-23,238.5,243.6000061035156,242.4499969482422 2022-03-24,242.1000061035156,242.9199981689453,238.97000122070312 2022-03-25,243.5800018310547,243.9600067138672,242.8000030517578 2022-03-28,243.66000366210935,244.0,244.0 2022-03-29,243.33999633789065,245.5500030517578,245.42999267578125 2022-03-30,245.8300018310547,246.07000732421875,243.8800048828125 2022-03-31,239.6100006103516,244.8999938964844,243.0800018310547 2022-04-01,246.25,247.83999633789065,242.1999969482422 2022-04-04,242.25999450683597,246.19000244140625,244.9499969482422 2022-04-05,245.08999633789065,248.97000122070312,240.7700042724609 2022-04-06,249.6100006103516,250.32000732421875,243.69000244140625 2022-04-07,255.1300048828125,256.1700134277344,249.47999572753903 2022-04-08,257.8999938964844,259.29998779296875,256.2900085449219 2022-04-11,254.1199951171875,259.45001220703125,257.94000244140625 2022-04-12,254.82000732421875,257.45001220703125,254.3699951171875 2022-04-13,258.989990234375,259.3699951171875,255.8999938964844 2022-04-14,259.2099914550781,265.2200012207031,260.0 2022-04-18,258.9599914550781,261.5299987792969,258.1000061035156 2022-04-19,261.0299987792969,262.3099975585937,260.1300048828125 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2022-10-10,288.238463983794,286.44680279502165,282.0860498617792 2022-10-11,289.1423133915398,286.8756798818797,282.37667157801695 2022-10-12,288.88153737821403,287.01704230756377,282.5728458001004 2022-10-13,291.8010298016219,288.0287539590756,283.0668513361115 2022-10-14,292.96734913207086,288.72125241944633,283.46793777731995 2022-10-17,291.95157056395874,288.8354201345214,283.679481241268 2022-10-18,292.5477104540975,289.3025220487932,284.00933399514037 2022-10-19,292.72513582682024,289.6622805748382,284.30673244029197 2022-10-20,293.2534230707447,290.1049202875768,284.63470834581 2022-10-21,295.9489474931267,291.17492753046383,285.18242270620607 2022-10-24,299.6159690644282,292.67731654727976,285.8961141652495 2022-10-25,303.38398385219693,294.4147162501802,286.7165698787736 2022-10-26,307.23932663714174,296.3704587222613,287.64225651248694 2022-10-27,310.3528799488497,298.2951756603569,288.59103454723373 2022-10-28,315.1552565544415,300.8156360513348,289.776902587181 2022-10-31,317.7901702224923,302.9341466710738,290.8681516026371 2022-11-01,320.2334451873907,305.04708461832274,291.99116286540925 2022-11-02,320.4422919087813,306.5530751643456,292.937681635447 2022-11-03,321.7081913506459,308.23754326625317,293.96398683541184 2022-11-04,321.8487958613681,309.5606348487827,294.88746283696594 2022-11-07,322.6891956133079,310.9710501124403,295.85410323959616 2022-11-08,324.3727938203303,312.56809202881504,296.8995421574578 2022-11-09,324.5785259583452,313.7511299531541,297.82054045506163 2022-11-10,324.165682751527,314.66435532312903,298.6572439266298 2022-11-11,317.3837909424243,313.63156027561377,298.82651485769827 2022-11-14,313.8725293294548,312.98569797350916,299.08958014444636 2022-11-15,310.971690695548,312.24134706438775,299.2889386127509 2022-11-16,309.5444612775008,311.71264757648476,299.53159644319857 2022-11-17,310.39630955283906,311.7495388647734,299.9436754484548 2022-11-18,313.3342035202521,312.46005815908813,300.57535794047527 2022-11-21,313.9861385284754,312.72957724345326,301.0578055012768 2022-11-22,315.7740943868222,313.36009427774496,301.6575497833174 2022-11-23,317.12939503717837,313.97722780728265,302.2536955719919 2022-11-25,319.3862613236137,314.9222531491114,302.96341027115557 2022-11-28,319.42751080428417,315.3591823506841,303.50592172999063 2022-11-29,319.8516779385332,315.86783281319333,304.069662401369 2022-11-30,322.8644568418347,317.1080406070261,304.88344444225646 " 3219,US,technical,"Calculate the percentage of days with long alignment in the 10, 20, 30-day Exponential Moving Average lines for American Water Works from July 15, 2022 to May 29, 2023. (Smoothing factor alpha = 2 / (n + 1); Require 4n data points to warm up; Use the first data point as the initial value) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",42.9032,hard,moving average,"EMA_t = \alpha * P_t + (1 - \alpha) * EMA_{t-1}, \quad \alpha = 2 / (n + 1)","date,close,high,open 2022-01-21,161.38999938964844,165.33999633789062,164.0800018310547 2022-01-24,159.7899932861328,162.63999938964844,160.8000030517578 2022-01-25,157.0,159.8800048828125,157.77999877929688 2022-01-26,155.5500030517578,159.47000122070312,157.4499969482422 2022-01-27,156.14999389648438,159.41000366210938,156.8800048828125 2022-01-28,157.83999633789062,157.83999633789062,156.27000427246094 2022-01-31,160.8000030517578,161.1199951171875,157.1199951171875 2022-02-01,158.7100067138672,161.44000244140625,161.0 2022-02-02,160.82000732421875,160.97999572753906,158.38999938964844 2022-02-03,157.50999450683594,159.74000549316406,159.25 2022-02-04,155.5,157.30999755859375,156.57000732421875 2022-02-07,155.4199981689453,156.2100067138672,155.6999969482422 2022-02-08,155.66000366210938,157.8300018310547,155.5 2022-02-09,155.72999572753906,157.14999389648438,156.99000549316406 2022-02-10,150.41000366210938,154.25999450683594,152.75 2022-02-11,149.4600067138672,152.27000427246094,151.33999633789062 2022-02-14,148.02999877929688,150.91000366210938,149.47000122070312 2022-02-15,146.77000427246094,149.6199951171875,149.39999389648438 2022-02-16,146.2899932861328,147.10000610351562,147.05999755859375 2022-02-17,148.05999755859375,149.14999389648438,147.9199981689453 2022-02-18,148.25999450683594,149.47000122070312,147.0 2022-02-22,147.8300018310547,149.4499969482422,147.16000366210938 2022-02-23,146.72999572753906,150.05999755859375,149.3000030517578 2022-02-24,148.60000610351562,149.0399932861328,144.9499969482422 2022-02-25,152.69000244140625,152.77000427246094,149.5 2022-02-28,151.08999633789062,152.97000122070312,152.3699951171875 2022-03-01,151.02000427246094,153.2100067138672,151.2899932861328 2022-03-02,152.10000610351562,152.52999877929688,150.6300048828125 2022-03-03,154.94000244140625,155.66000366210938,152.5 2022-03-04,161.0399932861328,161.44000244140625,155.0399932861328 2022-03-07,159.22000122070312,161.99000549316406,161.72000122070312 2022-03-08,154.25,159.32000732421875,157.41000366210938 2022-03-09,153.7899932861328,156.77000427246094,155.9600067138672 2022-03-10,153.1300048828125,153.2899932861328,153.24000549316406 2022-03-11,152.0800018310547,154.92999267578125,153.3300018310547 2022-03-14,152.6199951171875,154.9499969482422,153.61000061035156 2022-03-15,155.9499969482422,156.3300018310547,154.9600067138672 2022-03-16,156.14999389648438,156.9499969482422,156.05999755859375 2022-03-17,157.42999267578125,158.74000549316406,156.1199951171875 2022-03-18,158.72000122070312,160.75999450683594,157.97000122070312 2022-03-21,157.00999450683594,159.94000244140625,158.10000610351562 2022-03-22,156.5800018310547,157.6699981689453,157.11000061035156 2022-03-23,155.60000610351562,157.2899932861328,156.6699981689453 2022-03-24,158.14999389648438,158.25,156.0399932861328 2022-03-25,159.5500030517578,159.6300048828125,158.57000732421875 2022-03-28,161.4199981689453,161.4199981689453,160.49000549316406 2022-03-29,164.44000244140625,164.5399932861328,163.5399932861328 2022-03-30,165.85000610351562,166.08999633789062,164.41000366210938 2022-03-31,165.52999877929688,167.47000122070312,165.77999877929688 2022-04-01,168.83999633789062,168.97000122070312,165.72999572753906 2022-04-04,166.25,168.52999877929688,168.32000732421875 2022-04-05,167.63999938964844,168.64999389648438,166.57000732421875 2022-04-06,168.99000549316406,169.44000244140625,167.5399932861328 2022-04-07,171.13999938964844,171.77000427246094,169.8800048828125 2022-04-08,169.8699951171875,173.8699951171875,171.0500030517578 2022-04-11,169.22000122070312,170.80999755859375,170.0 2022-04-12,168.5500030517578,171.1199951171875,169.0 2022-04-13,167.14999389648438,168.9499969482422,168.5500030517578 2022-04-14,166.16000366210938,168.67999267578125,167.82000732421875 2022-04-18,162.44000244140625,167.13999938964844,166.10000610351562 2022-04-19,164.3800048828125,164.57000732421875,162.88999938964844 2022-04-20,167.55999755859375,169.1300048828125,166.0399932861328 2022-04-21,165.30999755859375,169.16000366210938,167.9600067138672 2022-04-22,164.1999969482422,166.50999450683594,165.49000549316406 2022-04-25,160.80999755859375,164.8300018310547,164.8000030517578 2022-04-26,158.25999450683594,161.52999877929688,160.47999572753906 2022-04-27,156.24000549316406,159.0399932861328,157.39999389648438 2022-04-28,160.67999267578125,161.3300018310547,156.3800048828125 2022-04-29,154.0800018310547,159.88999938964844,159.17999267578125 2022-05-02,148.8300018310547,154.92999267578125,154.83999633789062 2022-05-03,149.6199951171875,153.05999755859375,149.07000732421875 2022-05-04,152.5,152.77000427246094,149.99000549316406 2022-05-05,148.36000061035156,152.3699951171875,151.5500030517578 2022-05-06,149.00999450683594,149.63999938964844,146.8300018310547 2022-05-09,145.7899932861328,147.94000244140625,147.27999877929688 2022-05-10,143.5500030517578,148.1199951171875,146.00999450683594 2022-05-11,144.0399932861328,146.22000122070312,143.63999938964844 2022-05-12,145.82000732421875,146.22999572753906,144.24000549316406 2022-05-13,146.47999572753906,147.91000366210938,147.02999877929688 2022-05-16,145.97000122070312,148.07000732421875,146.33999633789062 2022-05-17,146.41000366210938,146.72999572753906,146.72999572753906 2022-05-18,144.27999877929688,147.5800018310547,146.4499969482422 2022-05-19,145.0500030517578,145.47000122070312,144.07000732421875 2022-05-20,145.57000732421875,146.66000366210938,145.8300018310547 2022-05-23,148.36000061035156,148.6199951171875,147.27999877929688 2022-05-24,148.47000122070312,149.10000610351562,148.4199981689453 2022-05-25,146.88999938964844,148.63999938964844,147.85000610351562 2022-05-26,148.82000732421875,149.42999267578125,148.3699951171875 2022-05-27,151.75999450683594,152.08999633789062,148.86000061035156 2022-05-31,151.25,151.83999633789062,150.58999633789062 2022-06-01,151.9199981689453,153.6999969482422,151.75 2022-06-02,155.05999755859375,155.27999877929688,152.74000549316406 2022-06-03,155.14999389648438,156.4600067138672,154.0500030517578 2022-06-06,155.10000610351562,157.27000427246094,156.16000366210938 2022-06-07,156.85000610351562,157.2100067138672,154.64999389648438 2022-06-08,153.60000610351562,156.38999938964844,155.86000061035156 2022-06-09,150.55999755859375,154.85000610351562,153.11000061035156 2022-06-10,148.27000427246094,149.8000030517578,148.08999633789062 2022-06-13,140.66000366210938,145.8699951171875,145.82000732421875 2022-06-14,133.47000122070312,140.7100067138672,140.7100067138672 2022-06-15,135.02000427246094,137.3300018310547,134.69000244140625 2022-06-16,130.8800048828125,133.36000061035156,132.5800018310547 2022-06-17,131.83999633789062,132.67999267578125,129.66000366210938 2022-06-21,134.44000244140625,135.02999877929688,132.89999389648438 2022-06-22,137.00999450683594,138.99000549316406,133.16000366210938 2022-06-23,144.5800018310547,144.77000427246094,137.97999572753906 2022-06-24,148.33999633789062,148.66000366210938,146.02999877929688 2022-06-27,148.9499969482422,149.1999969482422,147.8800048828125 2022-06-28,145.10000610351562,149.50999450683594,149.08999633789062 2022-06-29,145.82000732421875,146.27000427246094,145.61000061035156 2022-06-30,148.77000427246094,149.47999572753906,145.49000549316406 2022-07-01,153.42999267578125,155.14999389648438,149.52000427246094 2022-07-05,149.64999389648438,152.89999389648438,152.75 2022-07-06,152.24000549316406,153.5399932861328,150.38999938964844 2022-07-07,153.22999572753906,154.3000030517578,152.1300048828125 2022-07-08,150.86000061035156,153.17999267578125,152.47999572753906 2022-07-11,150.1699981689453,151.2100067138672,150.41000366210938 2022-07-12,148.02999877929688,151.94000244140625,149.3800048828125 2022-07-13,148.02000427246094,149.1999969482422,146.6699981689453 2022-07-14,146.5399932861328,146.7899932861328,144.97000122070312 2022-07-15,148.57000732421875,148.92999267578125,147.67999267578125 2022-07-18,145.07000732421875,148.0399932861328,148.0399932861328 2022-07-19,146.77000427246094,147.47000122070312,146.33999633789062 2022-07-20,144.7100067138672,147.47999572753906,147.47999572753906 2022-07-21,145.9499969482422,146.05999755859375,144.74000549316406 2022-07-22,148.22000122070312,148.77000427246094,146.82000732421875 2022-07-25,149.8300018310547,149.9499969482422,148.13999938964844 2022-07-26,150.55999755859375,150.75,149.3699951171875 2022-07-27,151.27000427246094,151.75999450683594,150.74000549316406 2022-07-28,155.50999450683594,155.5399932861328,151.82000732421875 2022-07-29,155.44000244140625,157.3699951171875,155.72000122070312 2022-08-01,156.6300048828125,156.7100067138672,154.74000549316406 2022-08-02,155.47999572753906,158.41000366210938,157.9199981689453 2022-08-03,157.64999389648438,158.07000732421875,155.6300048828125 2022-08-04,158.63999938964844,159.24000549316406,157.86000061035156 2022-08-05,155.63999938964844,158.5399932861328,158.33999633789062 2022-08-08,155.14999389648438,157.6699981689453,156.25999450683594 2022-08-09,155.3699951171875,157.2100067138672,155.47000122070312 2022-08-10,156.77000427246094,157.50999450683594,156.8699951171875 2022-08-11,155.1999969482422,158.2100067138672,157.10000610351562 2022-08-12,158.3300018310547,158.41000366210938,156.27000427246094 2022-08-15,159.24000549316406,159.80999755859375,158.3300018310547 2022-08-16,159.5,159.8800048828125,158.14999389648438 2022-08-17,158.94000244140625,159.9499969482422,159.10000610351562 2022-08-18,158.75,159.38999938964844,159.11000061035156 2022-08-19,157.80999755859375,159.4600067138672,158.52000427246094 2022-08-22,155.17999267578125,157.64999389648438,156.58999633789062 2022-08-23,152.8000030517578,154.69000244140625,154.69000244140625 2022-08-24,154.52999877929688,154.61000061035156,153.10000610351562 2022-08-25,155.32000732421875,155.47000122070312,154.91000366210938 2022-08-26,151.08999633789062,155.75999450683594,155.75999450683594 2022-08-29,151.63999938964844,152.8699951171875,150.3300018310547 2022-08-30,150.49000549316406,152.9600067138672,151.9600067138672 2022-08-31,148.4499969482422,152.60000610351562,151.47000122070312 2022-09-01,151.47999572753906,151.50999450683594,148.4499969482422 2022-09-02,148.1199951171875,153.08999633789062,151.74000549316406 2022-09-06,148.4199981689453,150.80999755859375,148.3000030517578 2022-09-07,153.33999633789062,153.72999572753906,149.36000061035156 2022-09-08,154.52000427246094,155.13999938964844,152.4199981689453 2022-09-09,154.89999389648438,156.6999969482422,155.33999633789062 2022-09-12,156.8699951171875,157.10000610351562,154.69000244140625 2022-09-13,152.13999938964844,155.4499969482422,154.7100067138672 2022-09-14,153.47999572753906,154.77999877929688,151.97999572753906 2022-09-15,147.86000061035156,152.6199951171875,152.5800018310547 2022-09-16,148.39999389648438,149.63999938964844,147.86000061035156 2022-09-19,148.5500030517578,148.6699981689453,148.0 2022-09-20,145.44000244140625,147.2100067138672,147.2100067138672 2022-09-21,144.32000732421875,148.52999877929688,146.4600067138672 2022-09-22,142.7899932861328,143.88999938964844,143.42999267578125 2022-09-23,140.91000366210938,141.8800048828125,141.32000732421875 2022-09-26,137.3300018310547,140.25999450683594,139.5800018310547 2022-09-27,134.7100067138672,139.0500030517578,138.66000366210938 2022-09-28,137.4199981689453,138.25,136.19000244140625 2022-09-29,133.1999969482422,137.07000732421875,136.16000366210938 2022-09-30,130.16000366210938,134.6300048828125,134.4600067138672 2022-10-03,134.35000610351562,135.16000366210938,132.41000366210938 2022-10-04,136.52000427246094,137.57000732421875,135.16000366210938 2022-10-05,133.39999389648438,134.8000030517578,134.6999969482422 2022-10-06,131.24000549316406,133.11000061035156,132.82000732421875 2022-10-07,127.4499969482422,130.7899932861328,130.4600067138672 2022-10-10,127.44000244140624,128.85000610351562,127.58000183105467 2022-10-11,127.72000122070312,129.22000122070312,127.0 2022-10-12,126.01000213623048,127.73999786376952,127.73999786376952 2022-10-13,128.97999572753906,129.47999572753906,123.4800033569336 2022-10-14,128.44000244140625,131.72999572753906,130.49000549316406 2022-10-17,131.4199981689453,132.5800018310547,130.38999938964844 2022-10-18,134.77000427246094,135.0,133.8800048828125 2022-10-19,134.0,134.0500030517578,133.1699981689453 2022-10-20,129.92999267578125,134.38999938964844,134.3699951171875 2022-10-21,132.75999450683594,133.75999450683594,130.6300048828125 2022-10-24,135.9600067138672,136.39999389648438,134.3699951171875 2022-10-25,139.5500030517578,139.97999572753906,136.57000732421875 2022-10-26,139.22000122070312,141.25999450683594,140.1999969482422 2022-10-27,142.02000427246094,142.94000244140625,140.6199951171875 2022-10-28,145.94000244140625,146.02999877929688,142.38999938964844 2022-10-31,145.33999633789062,146.0800018310547,145.9199981689453 2022-11-01,141.83999633789062,149.41000366210938,147.6199951171875 2022-11-02,138.16000366210938,143.50999450683594,141.9600067138672 2022-11-03,137.83999633789062,139.10000610351562,136.4499969482422 2022-11-04,139.0399932861328,139.63999938964844,138.5 2022-11-07,138.0399932861328,138.66000366210938,138.5500030517578 2022-11-08,139.7899932861328,140.4499969482422,137.75999450683594 2022-11-09,139.4600067138672,140.47000122070312,139.3699951171875 2022-11-10,147.50999450683594,147.64999389648438,144.58999633789062 2022-11-11,145.94000244140625,147.1699981689453,147.1699981689453 2022-11-14,144.75,147.57000732421875,146.0 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2023-05-10,148.33785653149235,148.22245618918564,147.83619175785617 2023-05-11,148.5346095564838,148.3365078063056,147.9383728166361 2023-05-12,148.75922677757052,148.4730312792728,148.05654258797964 2023-05-15,148.54118510139293,148.38607568682718,148.02450742479346 2023-05-16,147.84278725536552,148.0350205688667,147.81002287791918 2023-05-17,147.0731896835448,147.61359009662718,147.53905369936643 2023-05-18,146.10169987336192,147.05324777576166,147.16427576570015 2023-05-19,145.25593570515832,146.51960483980744,146.79561261618673 2023-05-22,144.9494032722602,146.23869079070377,146.587509048963 2023-05-23,144.68587540457654,145.97786309635103,146.38831491677183 2023-05-24,144.41026136173448,145.71044738897905,146.1806815782024 2023-05-25,144.05384965019041,145.39992829938507,145.93999224723723 2023-05-26,143.94587820722256,145.21517386266908,145.7799931805682 " 3220,US,technical,"What is the percentage of days with long alignment for the 5, 20, 60-day Double Exponential Moving Average lines for Labcorp from October 31, 2022 to May 26, 2023? (Unit: %) (Smoothing factor alpha = 2 / (n + 1); Require 5n data points to warm up; Use the first data point as the initial value) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",30.0613,hard,moving average,DEMA = 2 * EMA1 - EMA2; EMA1 = EMA_n(P); EMA2 = EMA_n(EMA1),"date,close,high,open 2021-08-23,260.91925048828125,263.6082458496094,263.6082458496094 2021-08-24,259.544677734375,260.7474365234375,260.5670166015625 2021-08-25,261.3917541503906,261.62371826171875,259.7508544921875 2021-08-26,259.1322937011719,261.58074951171875,261.3917541503906 2021-08-27,258.1786804199219,260.1288757324219,259.5790405273437 2021-08-30,260.46392822265625,261.2543029785156,258.2989807128906 2021-08-31,260.6357421875,263.9604797363281,260.9364318847656 2021-09-01,262.001708984375,262.19073486328125,260.30926513671875 2021-09-02,264.8969116210937,265.7044677734375,262.9896850585937 2021-09-03,263.44500732421875,264.32989501953125,264.3213195800781 2021-09-07,260.7044677734375,262.1993103027344,262.1993103027344 2021-09-08,263.80584716796875,264.08935546875,260.98797607421875 2021-09-09,260.4467468261719,265.9793701171875,264.1408996582031 2021-09-10,258.548095703125,262.0274963378906,261.726806640625 2021-09-13,255.54983520507807,259.2525634765625,258.73712158203125 2021-09-14,254.9828186035156,258.12713623046875,256.5721740722656 2021-09-15,257.4742126464844,258.3591003417969,254.96563720703125 2021-09-16,255.0085906982422,259.1065368652344,257.7663269042969 2021-09-17,254.2353973388672,255.9622039794922,253.2646026611328 2021-09-20,252.5,255.59278869628903,252.14776611328125 2021-09-21,252.71478271484372,255.10308837890625,254.3728485107422 2021-09-22,250.3951873779297,254.4759521484375,254.4587554931641 2021-09-23,254.9312744140625,256.9759521484375,252.0360870361328 2021-09-24,254.6134033203125,256.6151123046875,255.0687255859375 2021-09-27,249.76803588867188,253.96047973632807,253.5223388671875 2021-09-28,243.1357421875,248.40206909179688,248.40206909179688 2021-09-29,246.4862518310547,248.273193359375,244.1838531494141 2021-09-30,241.7869415283203,249.1323089599609,247.01890563964844 2021-10-01,240.10308837890625,241.45188903808597,241.3659820556641 2021-10-04,236.2886657714844,240.6185607910156,238.40206909179688 2021-10-05,237.1993103027344,239.11512756347656,237.362548828125 2021-10-06,236.6065216064453,237.0704498291016,236.4175262451172 2021-10-07,239.94845581054688,241.82989501953125,237.92095947265625 2021-10-08,239.12371826171875,240.5670166015625,240.2577362060547 2021-10-11,235.58419799804688,238.87457275390625,238.41065979003903 2021-10-12,235.3780059814453,237.18212890625,236.76116943359372 2021-10-13,234.9398651123047,236.2628936767578,236.2628936767578 2021-10-14,236.8642578125,238.8316192626953,236.8556671142578 2021-10-15,233.3333282470703,238.1185607910156,238.1185607910156 2021-10-18,235.6443328857422,236.1511993408203,232.73196411132807 2021-10-19,237.15635681152344,239.68212890625,238.50515747070312 2021-10-20,239.3814392089844,241.1511993408203,238.5223388671875 2021-10-21,240.3865966796875,242.09622192382807,240.47250366210935 2021-10-22,242.39691162109372,243.00686645507807,240.0687255859375 2021-10-25,241.4690704345703,242.6632232666016,242.4312744140625 2021-10-26,243.60824584960935,244.7422637939453,241.3659820556641 2021-10-27,240.9707946777344,244.20962524414065,243.67697143554688 2021-10-28,245.0429534912109,246.54638671875,245.82473754882807 2021-10-29,246.58074951171875,246.89862060546875,245.0429534912109 2021-11-01,248.09278869628903,249.6735382080078,246.69244384765625 2021-11-02,245.91065979003903,248.9347076416016,248.31614685058597 2021-11-03,246.9845428466797,246.9845428466797,245.3951873779297 2021-11-04,244.19244384765625,247.58590698242188,246.82130432128903 2021-11-05,236.1168365478516,242.4226837158203,240.54983520507807 2021-11-08,241.07388305664065,241.3488006591797,237.85223388671875 2021-11-09,237.58590698242188,241.51202392578125,240.5154571533203 2021-11-10,243.8488006591797,244.64776611328125,237.6460418701172 2021-11-11,246.46047973632807,247.33677673339844,243.80584716796875 2021-11-12,255.35223388671875,257.001708984375,254.3041229248047 2021-11-15,245.11167907714844,252.71478271484372,252.5171813964844 2021-11-16,247.7405548095703,250.5326385498047,245.8934783935547 2021-11-17,248.908935546875,251.7869415283203,248.5309295654297 2021-11-18,246.9845428466797,249.2182159423828,247.1219940185547 2021-11-19,243.40206909179688,248.5223388671875,248.5223388671875 2021-11-22,243.7800750732422,246.4776611328125,242.4226837158203 2021-11-23,245.6271514892578,246.1597900390625,242.86941528320312 2021-11-24,243.7543029785156,246.0996551513672,244.63917541503903 2021-11-26,248.53952026367188,254.2955322265625,245.9965667724609 2021-11-29,250.79037475585935,253.42784118652344,248.53952026367188 2021-11-30,245.1288604736328,250.5584259033203,249.33848571777344 2021-12-01,245.23196411132807,250.5154571533203,245.22337341308597 2021-12-02,250.23196411132807,252.8006896972656,245.86769104003903 2021-12-03,249.41580200195312,253.4622039794922,250.88487243652344 2021-12-06,248.50515747070312,252.1134033203125,250.47250366210935 2021-12-07,254.39002990722656,254.9828186035156,251.4690704345703 2021-12-08,255.0085906982422,255.81614685058597,254.9312744140625 2021-12-09,242.2422637939453,249.9312744140625,245.54124450683597 2021-12-10,247.7577362060547,251.38316345214844,244.5017242431641 2021-12-13,251.2371063232422,255.86769104003903,247.7577362060547 2021-12-14,253.1443328857422,254.02061462402344,251.7955322265625 2021-12-15,263.8831481933594,264.9828186035156,254.70790100097656 2021-12-16,266.4347229003906,268.9347229003906,263.2474365234375 2021-12-17,264.5360717773437,267.998291015625,265.0515441894531 2021-12-20,265.816162109375,267.8264465332031,265.46392822265625 2021-12-21,259.95703125,267.4140930175781,266.3573913574219 2021-12-22,261.3573913574219,264.8797302246094,260.98797607421875 2021-12-23,259.37286376953125,263.44500732421875,263.0841979980469 2021-12-27,263.5824890136719,264.3814392089844,262.1219787597656 2021-12-28,263.7456970214844,266.2113342285156,264.08935546875 2021-12-29,265.180419921875,267.0532531738281,265.6872863769531 2021-12-30,269.19244384765625,270.62713623046875,266.9244079589844 2021-12-31,269.9398498535156,272.4828186035156,269.1065368652344 2022-01-03,256.1683959960937,269.7508544921875,268.9862670898437 2022-01-04,249.32130432128903,256.05670166015625,255.58419799804688 2022-01-05,246.19415283203125,252.02749633789065,249.4587554931641 2022-01-06,247.8951873779297,252.5171813964844,246.57215881347656 2022-01-07,245.0773162841797,250.58419799804688,247.8951873779297 2022-01-10,250.5326385498047,251.13401794433597,244.58763122558597 2022-01-11,250.80755615234372,251.3488006591797,249.45016479492188 2022-01-12,242.9467315673828,247.06185913085935,247.06185913085935 2022-01-13,238.6683807373047,242.4398651123047,242.2508544921875 2022-01-14,237.18212890625,241.408935546875,238.22164916992188 2022-01-18,233.48797607421875,236.271484375,234.33848571777344 2022-01-19,233.69415283203125,236.89862060546875,233.96047973632807 2022-01-20,232.7061920166016,239.2955322265625,235.5154571533203 2022-01-21,233.30755615234372,236.4690704345703,234.3556671142578 2022-01-24,233.80584716796875,234.63917541503903,233.95188903808597 2022-01-25,230.28350830078125,233.7199249267578,231.05670166015625 2022-01-26,229.20962524414065,233.6597900390625,228.95188903808597 2022-01-27,228.29037475585935,232.14776611328125,229.78521728515625 2022-01-28,232.02749633789065,232.2508544921875,226.6666717529297 2022-01-31,233.1271514892578,233.7113342285156,230.74742126464844 2022-02-01,234.5017242431641,235.0601348876953,234.5360870361328 2022-02-02,234.6907196044922,236.9072113037109,233.728515625 2022-02-03,238.85739135742188,240.91065979003903,233.5137481689453 2022-02-04,238.38487243652344,240.85910034179688,237.637451171875 2022-02-07,235.87628173828125,239.26976013183597,238.2989654541016 2022-02-08,238.99484252929688,240.4639129638672,234.9398651123047 2022-02-09,241.9673614501953,243.04124450683597,240.54983520507807 2022-02-10,242.4312744140625,249.31271362304688,246.6323089599609 2022-02-11,237.33677673339844,246.00515747070312,243.5223388671875 2022-02-14,234.26116943359372,239.3556671142578,236.408935546875 2022-02-15,227.33677673339844,237.13917541503903,235.3780059814453 2022-02-16,231.6323089599609,232.5687255859375,226.8041229248047 2022-02-17,225.0171813964844,231.4862518310547,231.00515747070312 2022-02-18,227.20790100097656,229.3814392089844,224.8711395263672 2022-02-22,228.9690704345703,230.0429534912109,227.23367309570312 2022-02-23,230.6529235839844,233.85739135742188,229.3556671142578 2022-02-24,233.42784118652344,233.57388305664065,227.65463256835935 2022-02-25,237.65463256835935,239.1065216064453,233.67697143554688 2022-02-28,233.04124450683597,235.97938537597656,234.14089965820312 2022-03-01,231.14260864257807,234.70790100097656,232.3109893798828 2022-03-02,232.33677673339844,235.4810943603516,230.6357421875 2022-03-03,232.34536743164065,235.2061920166016,235.2061920166016 2022-03-04,231.2199249267578,231.83848571777344,230.80755615234372 2022-03-07,229.1666717529297,231.67526245117188,231.03952026367188 2022-03-08,223.2130584716797,228.5223388671875,227.8350524902344 2022-03-09,228.2044677734375,229.68212890625,228.0326385498047 2022-03-10,228.7113342285156,229.2182159423828,225.26632690429688 2022-03-11,228.08419799804688,231.83848571777344,229.33848571777344 2022-03-14,228.2302398681641,231.39175415039065,229.33848571777344 2022-03-15,233.273193359375,233.7371063232422,229.4673614501953 2022-03-16,235.4123687744141,236.4347076416016,233.8488006591797 2022-03-17,235.6786956787109,236.95016479492188,234.9226837158203 2022-03-18,236.45188903808597,236.64089965820312,234.82818603515625 2022-03-21,237.68040466308597,239.4072113037109,236.2628936767578 2022-03-22,238.3505096435547,241.59793090820312,238.10997009277344 2022-03-23,233.41065979003903,237.72337341308597,237.3109893798828 2022-03-24,233.1958770751953,234.79380798339844,234.4673614501953 2022-03-25,235.3608245849609,235.6786956787109,234.51890563964844 2022-03-28,237.47422790527344,237.47422790527344,235.17181396484372 2022-03-29,237.7577362060547,240.03436279296875,238.0670166015625 2022-03-30,231.0996551513672,237.4312744140625,237.39691162109372 2022-03-31,226.51202392578125,232.40550231933597,230.7817840576172 2022-04-01,226.091064453125,227.362548828125,227.13058471679688 2022-04-04,226.228515625,227.28521728515625,226.1168365478516 2022-04-05,227.01890563964844,230.5584259033203,225.88487243652344 2022-04-06,227.5601348876953,228.0240478515625,225.9364318847656 2022-04-07,233.5824737548828,233.7543029785156,226.6323089599609 2022-04-08,237.7577362060547,238.95188903808597,233.87457275390625 2022-04-11,234.0377960205078,239.51890563964844,237.0704498291016 2022-04-12,230.80755615234372,236.5549774169922,232.90377807617188 2022-04-13,231.03952026367188,232.044677734375,230.0601348876953 2022-04-14,231.13401794433597,232.8865966796875,232.0360870361328 2022-04-18,229.4845428466797,232.7061920166016,230.90206909179688 2022-04-19,232.93814086914065,233.4707946777344,230.08590698242188 2022-04-20,238.7199249267578,239.17526245117188,233.8402099609375 2022-04-21,237.3711395263672,241.1683807373047,239.6907196044922 2022-04-22,230.68728637695312,235.7044677734375,234.89691162109372 2022-04-25,226.89002990722656,230.60137939453125,229.1323089599609 2022-04-26,214.8711395263672,224.5704498291016,224.32989501953125 2022-04-27,217.3883209228516,219.7250823974609,214.87973022460935 2022-04-28,206.7525787353516,208.88316345214844,205.66151428222656 2022-04-29,206.42611694335935,214.49313354492188,206.3488006591797 2022-05-02,208.771484375,208.96047973632807,205.9364318847656 2022-05-03,210.74742126464844,215.49827575683597,207.4828186035156 2022-05-04,217.955322265625,219.0635681152344,209.02061462402344 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2022-11-04,194.70191031175267,190.6219855479688,183.464221648228 2022-11-07,198.479490852616,192.65349747863561,184.31062466927486 2022-11-08,201.28861045572984,194.67431788672258,185.22104652908155 2022-11-09,200.24998278783568,195.61156887274296,185.81138390669233 2022-11-10,205.52519898223252,198.3537531062266,187.0711144141154 2022-11-11,211.05212368106535,201.61294507220276,188.59990336696845 2022-11-14,211.9912905693041,203.7938210352459,189.8444962288418 2022-11-15,212.56353711403702,205.74204086487234,191.06713516373514 2022-11-16,211.71592330028398,207.0773270978135,192.12279065904733 2022-11-17,205.9184979242398,206.50408412025303,192.52887955283185 2022-11-18,201.36887132759284,205.54235034954044,192.76236758335588 2022-11-21,201.66512128372122,205.57271996040262,193.30200049733202 2022-11-22,202.32102162017645,205.7066239037929,193.865081148949 2022-11-23,203.4667021365675,206.0352583844642,194.48741937271058 2022-11-25,205.58479072242824,206.77232539374737,195.2512810650399 2022-11-28,205.28706863832662,206.91193606220958,195.81210511345702 2022-11-29,205.77577647609493,207.22815698796336,196.42507803551158 2022-11-30,206.45660930128787,207.61922132765469,197.05978231877575 2022-12-01,207.30659996453346,208.09855272559966,197.72329598823782 2022-12-02,207.63331202974305,208.45620092045567,198.34366246333562 2022-12-05,205.29520925746027,207.93332215002332,198.64686562118374 2022-12-06,202.94126901929732,207.1122147362983,198.81116059882964 2022-12-07,201.47281009554774,206.31282307816355,198.94134028081436 2022-12-08,201.6950818604654,205.91973836692296,199.17589711658138 2022-12-09,200.8686053602469,205.2363144025067,199.28139903309582 2022-12-12,197.60885198201464,203.69865295928764,199.04854792411888 2022-12-13,197.63328043342287,202.9234079057264,199.02526267556797 2022-12-14,197.50428280952346,202.16978614596187,198.97472528237577 2022-12-15,196.88137558410634,201.3089319842656,198.85283948955313 2022-12-16,195.51823976396383,200.20656898925944,198.60936027777876 2022-12-19,195.81988358041315,199.57184525399433,198.48964545564053 2022-12-20,194.9922913262718,198.67907686974377,198.25220863596672 2022-12-21,197.06423456997135,198.71594413950078,198.31177342724845 2022-12-22,198.12324168548162,198.7167032623042,198.35631675185365 2022-12-23,198.669756568207,198.71112042236658,198.39542282896608 2022-12-27,199.57591913697857,198.91343876359937,198.50525814148372 2022-12-28,199.2344454835956,198.82677628689024,198.51611869667178 2022-12-29,201.03581862438787,199.41222791723737,198.76029658041827 2022-12-30,201.97334193854934,199.91620938786443,198.99198811950487 2023-01-03,203.5243320209854,200.7088584580378,199.33974098309906 2023-01-04,205.213824345548,201.68931993725866,199.77676324676645 2023-01-05,206.17290550131702,202.57244145018134,200.20717080822695 2023-01-06,208.0534204270637,203.80323297683663,200.78522176403735 2023-01-09,209.17517495652822,204.9229071994317,201.35841027744277 2023-01-10,210.5490728539026,206.1645595529972,202.0049605107921 2023-01-11,215.44195115633846,208.61409596748348,203.1140122424207 2023-01-12,217.04340002707266,210.41349977063376,204.06323796732917 2023-01-13,217.4297863874031,211.8475856492903,204.9305527444845 2023-01-17,218.92566208143663,213.53674721486442,205.92309553529034 2023-01-18,217.9563367365332,214.43638497192464,206.67658141539277 2023-01-19,217.89292068771215,215.37967931800625,207.46013258887564 2023-01-20,219.19755633005283,216.63410730297326,208.36963646141368 2023-01-23,220.88888858201176,218.03678224965395,209.35664931941295 2023-01-24,219.87611595788456,218.6179954544956,210.08027930741184 2023-01-25,219.10184193343807,219.04482587535415,210.74989979121008 2023-01-26,218.8737491416658,219.46382872733918,211.41233678790522 2023-01-27,218.76196464229892,219.81113922839546,212.04453879277523 2023-01-30,217.1621725846686,219.58769384012436,212.46666424716216 2023-01-31,216.77028274691315,219.52571830516519,212.9204915661702 2023-02-01,215.63194856632663,219.1398546755124,213.23928705822308 2023-02-02,217.35916065556268,219.54136029231267,213.80804684448523 2023-02-03,215.61955415124567,218.98516285301355,214.03269844674242 2023-02-06,212.37969190704447,217.73224695642062,213.97485928563572 2023-02-07,211.98882456871314,217.0639730349982,214.0683606484346 2023-02-08,211.25048375098666,216.2751903125367,214.08311731982892 2023-02-09,209.70663623303767,215.1854533957368,213.9520828553706 2023-02-10,210.14223316379403,214.62632250929963,213.9622653019802 2023-02-13,211.52755442775376,214.4870569418703,214.09299272301814 2023-02-14,210.29254169589166,213.6972023368531,213.97824426622907 2023-02-15,211.74244846441377,213.69370563749965,214.10824102982824 2023-02-16,216.30263973734205,214.91035035994108,214.66392533768098 2023-02-17,218.82229811547526,215.97902395577768,215.1989336112381 2023-02-21,215.82329196547389,215.4984371745996,215.2093849622029 2023-02-22,211.76528359274698,214.30927515148855,214.94304396869376 2023-02-23,210.81559830968905,213.68753328035976,214.83129805591025 2023-02-24,209.06769325722297,212.7287102023382,214.572473128221 2023-02-27,207.40264543384004,211.64524985209871,214.23202171529474 2023-02-28,205.973747885139,210.5128373766675,213.83399900446025 2023-03-01,204.59474591097865,209.3109597476713,213.3708261117748 2023-03-02,204.71035266564414,208.52848055670853,213.01539553213118 2023-03-03,204.8216010122685,207.84534647975198,212.66895417858436 2023-03-06,203.8914347976646,206.91691831997414,212.21316609134706 2023-03-07,200.78429001708457,205.2550171516539,211.46732425498882 2023-03-08,198.45326653903004,203.59531439704102,210.67018199865223 2023-03-09,194.5450140865476,201.27647957483407,209.58842155383275 2023-03-10,191.83909168583224,199.05463277323165,208.471141508014 2023-03-13,188.97831620952775,196.64580852479347,207.2228602378687 2023-03-14,189.06036431613583,195.06322264112129,206.19994002668787 2023-03-15,187.86674958197173,193.2610385778245,205.0597816415321 2023-03-16,187.33082489685077,191.72238470370738,203.96853241733365 2023-03-17,184.4338838074811,189.5303810654739,202.6104715064712 2023-03-20,184.95897140286746,188.313485180615,201.54473179115197 2023-03-21,187.26352735980828,187.91418043181903,200.7490509664148 2023-03-22,186.54429244858716,186.93414180953027,199.75389753246554 2023-03-23,185.0937057202109,185.76251913330262,198.67893107864555 2023-03-24,186.16730105474596,185.37712723311347,197.86630341498318 2023-03-27,187.46168604662918,185.29566182570676,197.17100766127706 2023-03-28,188.61682588929472,185.40115289336703,196.5614445353482 2023-03-29,189.7821916211654,185.70314613334972,196.04686995744893 2023-03-30,191.7619057805262,186.44331228738258,195.7191787932927 2023-03-31,195.03669271927214,187.84464993782026,195.67128572704834 2023-04-03,197.2316763978278,189.24244585190513,195.68730304397081 2023-04-04,198.35636385887256,190.48650915590812,195.7119941316541 2023-04-05,200.44873956405416,192.10251578636527,195.92553318339165 2023-04-06,200.57090505882766,193.22123167395284,196.02939431539517 2023-04-10,200.50258487776784,194.19366014226142,196.13025227536383 2023-04-11,200.63401539247536,195.12790853871945,196.26033052771288 2023-04-12,199.44405175601133,195.55317457085013,196.2496900617815 2023-04-13,199.4399179747491,196.15124434183258,196.3229137102133 2023-04-14,198.24697039996687,196.2905538158093,196.2603204957659 2023-04-17,198.59883722604394,196.74330768100066,196.32062441711977 2023-04-18,198.19784876306025,196.94149069691957,196.3116190374771 2023-04-19,198.47282581354256,197.27367273393168,196.36243174138463 2023-04-20,198.73990797941798,197.59751993514308,196.42633610070197 2023-04-21,199.5751730380661,198.1021273783525,196.56969672636598 2023-04-24,199.77882901563163,198.4576041936179,196.68053159157773 2023-04-25,194.5636442388414,197.02886753479297,196.17189909043924 2023-04-26,191.9286643347283,195.8519725669235,195.70905289330838 2023-04-27,192.00279133223165,195.29828154590285,195.43337671614336 2023-04-28,193.1142737657786,195.13929459927363,195.2848316035261 2023-05-01,195.1999966348813,195.46552974862047,195.30877526126125 2023-05-02,194.58987862736464,195.1710550891945,195.12774255443463 2023-05-03,194.2850553907968,194.92665590842773,194.9595140561506 2023-05-04,192.1060630598335,194.05719120449692,194.56576640733803 2023-05-05,191.9708232013379,193.643570221496,194.31051544552673 2023-05-08,191.3337684412936,193.09192858187345,193.99810616186235 2023-05-09,191.13726248089586,192.65602968036058,193.71448804229254 2023-05-10,191.42662084469504,192.40150703540502,193.4871165689337 2023-05-11,189.98395241350514,191.6551287440088,193.0827703768454 2023-05-12,189.5707830975781,191.12825494080465,192.73842685257682 2023-05-15,190.41422334714875,191.01564026706689,192.53101515661808 2023-05-16,188.37478829449697,190.1002529232139,192.04163300247995 2023-05-17,187.06476057756697,189.24271283531985,191.5500641539003 2023-05-18,185.9419238414587,188.3599657144636,191.02935570712916 2023-05-19,185.76205521247073,187.7279719962392,190.5774389018916 2023-05-22,186.59782057250712,187.4779385602665,190.24978144297214 2023-05-23,187.2337019633992,187.3184256093686,189.95560464394586 2023-05-24,186.07014910603954,186.6926553389944,189.49992848909577 2023-05-25,184.3678587752746,185.80917273665207,188.94166380449178 2023-05-26,184.55781681502134,185.41080923342435,188.5369178611601 " 3221,US,technical,"From July 23, 2022 to February 06, 2023, what proportion of days had the 5, 10, 20-day Double Exponential Moving Average lines of Caterpillar Inc. in long alignment? (Unit: %) (Smoothing factor alpha = 2 / (n + 1); Require 5n data points to warm up; Use the first data point as the initial value) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",33.8384,hard,moving average,DEMA = 2 * EMA1 - EMA2; EMA1 = EMA_n(P); EMA2 = EMA_n(EMA1),"date,close,high,open 2022-03-01,182.8300018310547,188.22000122070312,187.7700042724609 2022-03-02,192.6100006103516,193.55999755859372,185.1999969482422 2022-03-03,194.8500061035156,196.5800018310547,193.32000732421875 2022-03-04,195.66000366210935,196.00999450683597,191.1000061035156 2022-03-07,196.6999969482422,203.5,194.7899932861328 2022-03-08,210.0,214.88999938964844,203.8699951171875 2022-03-09,209.77999877929688,213.6000061035156,212.57000732421875 2022-03-10,211.7899932861328,217.5200042724609,209.38999938964844 2022-03-11,214.8300018310547,217.7700042724609,212.3000030517578 2022-03-14,215.44000244140625,218.47999572753903,216.3000030517578 2022-03-15,216.4600067138672,217.3800048828125,216.1199951171875 2022-03-16,216.0800018310547,219.4900054931641,217.5 2022-03-17,221.6999969482422,221.77999877929688,215.32000732421875 2022-03-18,220.91000366210935,221.6999969482422,219.47999572753903 2022-03-21,223.7100067138672,227.0500030517578,221.0 2022-03-22,222.7100067138672,225.8500061035156,224.4600067138672 2022-03-23,222.1699981689453,224.77999877929688,221.69000244140625 2022-03-24,222.2100067138672,225.0,222.5399932861328 2022-03-25,223.3600006103516,223.8000030517578,222.08999633789065 2022-03-28,221.8500061035156,222.67999267578125,222.33999633789065 2022-03-29,221.0399932861328,221.42999267578125,220.8000030517578 2022-03-30,223.0800018310547,225.8800048828125,222.0 2022-03-31,222.82000732421875,225.19000244140625,223.2100067138672 2022-04-01,219.7700042724609,225.5200042724609,224.3500061035156 2022-04-04,220.80999755859372,221.3500061035156,219.16000366210935 2022-04-05,216.0200042724609,222.3699951171875,220.0 2022-04-06,216.2100067138672,217.1300048828125,215.1199951171875 2022-04-07,215.8999938964844,216.30999755859372,215.4600067138672 2022-04-08,217.02999877929688,217.8800048828125,215.7899932861328 2022-04-11,216.0500030517578,218.75999450683597,217.02999877929688 2022-04-12,216.6999969482422,219.47999572753903,215.4499969482422 2022-04-13,218.2700042724609,219.67999267578125,216.92999267578125 2022-04-14,227.80999755859372,229.22000122070312,219.91000366210935 2022-04-18,229.9199981689453,234.3800048828125,228.0 2022-04-19,232.16000366210935,232.94000244140625,230.25 2022-04-20,235.0800018310547,236.3699951171875,233.5500030517578 2022-04-21,232.57000732421875,237.8999938964844,237.2400054931641 2022-04-22,216.3000030517578,229.7899932861328,228.3999938964844 2022-04-25,216.6999969482422,217.0,215.30999755859372 2022-04-26,210.3000030517578,218.1999969482422,216.1300048828125 2022-04-27,213.9600067138672,215.5500030517578,211.1100006103516 2022-04-28,212.44000244140625,212.9600067138672,207.42999267578125 2022-04-29,210.5399932861328,217.2100067138672,212.6999969482422 2022-05-02,212.07000732421875,212.7700042724609,210.0 2022-05-03,213.6199951171875,215.3600006103516,211.8999938964844 2022-05-04,222.58999633789065,223.2899932861328,214.9499969482422 2022-05-05,215.92999267578125,223.1499938964844,222.3999938964844 2022-05-06,214.6499938964844,217.00999450683597,217.00999450683597 2022-05-09,206.2899932861328,212.0500030517578,212.02999877929688 2022-05-10,202.9900054931641,209.5200042724609,208.2400054931641 2022-05-11,205.2100067138672,209.7100067138672,205.55999755859372 2022-05-12,203.02999877929688,205.33999633789065,203.6100006103516 2022-05-13,204.3300018310547,206.4600067138672,205.1499938964844 2022-05-16,207.19000244140625,209.2100067138672,205.0200042724609 2022-05-17,213.08999633789065,213.7700042724609,212.8000030517578 2022-05-18,207.94000244140625,217.8999938964844,213.83999633789065 2022-05-19,206.75999450683597,209.27999877929688,205.8600006103516 2022-05-20,197.82000732421875,206.6300048828125,206.4499969482422 2022-05-23,204.1499938964844,205.4900054931641,199.92999267578125 2022-05-24,205.6499938964844,205.6999969482422,202.00999450683597 2022-05-25,209.30999755859372,210.08999633789065,205.0 2022-05-26,212.9900054931641,213.63999938964844,211.5500030517578 2022-05-27,217.13999938964844,217.6300048828125,215.0 2022-05-31,215.8500061035156,218.08999633789065,214.7899932861328 2022-06-01,217.57000732421875,219.0,218.4600067138672 2022-06-02,220.0,220.83999633789065,219.58999633789065 2022-06-03,222.8999938964844,224.1000061035156,218.25 2022-06-06,223.6300048828125,224.75999450683597,222.8999938964844 2022-06-07,227.1000061035156,227.2700042724609,222.0 2022-06-08,229.8000030517578,232.3500061035156,225.2899932861328 2022-06-09,223.6699981689453,228.2100067138672,227.42999267578125 2022-06-10,215.17999267578125,220.22000122070312,219.5 2022-06-13,206.8800048828125,209.8699951171875,209.5800018310547 2022-06-14,206.69000244140625,209.72999572753903,208.05999755859372 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2022-06-15,206.2221153854125,211.7467505407389,214.64572204919136 2022-06-16,198.84305030593862,205.81797622179778,211.06357995680278 2022-06-17,193.91868510370273,200.7738240942253,207.5936317623499 2022-06-21,193.66022200533575,198.36132994505078,205.29416199027472 2022-06-22,189.1019947039713,193.85738699596067,201.7816796363017 2022-06-23,181.84589243853557,187.61499802058628,197.1181577905557 2022-06-24,182.0569739151757,185.39505410783312,194.37048559358684 2022-06-27,183.69889743830697,184.6063266896296,192.42165948036842 2022-06-28,184.7776556060499,184.12738455623446,190.75532752762354 2022-06-29,183.35291626571575,182.6071853015319,188.64283847457327 2022-06-30,180.11159582093472,180.05805351016826,186.01050283558112 2022-07-01,178.25971924351936,178.15332656849955,183.70466316064378 2022-07-05,174.92336078090466,175.38525907613172,180.94623525929634 2022-07-06,172.5057180180448,172.99918962911804,178.3599831249298 2022-07-07,175.83724186166984,174.01383140877016,177.63382243305816 2022-07-08,177.15600729647218,174.51012022366837,176.8493355431643 2022-07-11,175.69145745102543,173.64531744915564,175.4874370590494 2022-07-12,174.6714967335992,172.93663787383178,174.27221033284627 2022-07-13,173.85356495693,172.30862142620398,173.16693482809302 2022-07-14,171.30853603189385,170.64065824831005,171.5556159389274 2022-07-15,171.93646524482705,170.63811657078298,170.84598242947985 2022-07-18,172.43704963832442,170.7634198912994,170.30801971231634 2022-07-19,176.10986001930542,172.92090676211998,170.98494352689085 2022-07-20,178.38445620102522,174.74101139486544,171.70328684464502 2022-07-21,180.1382285464543,176.46947920853634,172.5513347743738 2022-07-22,179.69565237407022,176.99251708462555,172.89214918577775 2022-07-25,181.1516579585827,178.45099706602815,173.80177635483662 2022-07-26,181.5496971566702,179.34664010091808,174.51381296789987 2022-07-27,183.92441679283945,181.3373895160504,175.88685217459204 2022-07-28,186.56602161964958,183.65557958280363,177.56558109057568 2022-07-29,193.6649563236527,188.78707717711546,180.92140669744208 2022-08-01,195.4461547174436,191.41437487004822,183.2106753280932 2022-08-02,189.8671112674984,189.5349812497849,183.13136192336037 2022-08-03,186.32563487764443,187.8661316150819,182.9537710844794 2022-08-04,184.79546554902575,186.83835313984156,182.94731971280515 2022-08-05,184.9592273852644,186.623117838228,183.2657817843085 2022-08-08,185.3132062957161,186.5771128261024,183.62193038238038 2022-08-09,185.6479521855161,186.59368457631652,183.97322745781128 2022-08-10,188.44473466996186,188.13655785099024,185.13024678848936 2022-08-11,191.76277804607398,190.33909057743074,186.72308782805257 2022-08-12,195.06381995138818,192.87337687534463,188.6081739300965 2022-08-15,196.23385851355673,194.40679582076007,190.06450821875217 2022-08-16,197.59456176960708,196.0033250113165,191.59484658396795 2022-08-17,197.30769483001342,196.59659044613022,192.61287799635454 2022-08-18,197.81601674402063,197.4411247126417,193.73391852426383 2022-08-19,197.01793641241215,197.42494951554193,194.36693435395156 2022-08-22,194.37234645477562,196.08436746198515,194.19970096116504 2022-08-23,195.93405192773906,196.8456554795269,195.0293401810046 2022-08-24,195.07546986320483,196.3590572339726,195.17496870788193 2022-08-25,197.21438226812523,197.52095290877241,196.14120937834878 2022-08-26,194.48340878646223,196.04284951208027,195.6944237251674 2022-08-29,192.9070419539721,194.87080194108415,195.2690557564707 2022-08-30,189.39232059907334,192.38403401204727,194.0112013990116 2022-08-31,186.3188559085225,189.80218146960004,192.51285700654844 2022-09-01,183.51299709528212,187.15508290877696,190.80375481007042 2022-09-02,181.25228232210486,184.69495621695694,189.03676852609908 2022-09-06,180.10615671893981,182.8641297182888,187.48504750839058 2022-09-07,179.76941552690874,181.631786142362,186.189193297691 2022-09-08,181.0131473875735,181.53833787514878,185.49549561532984 2022-09-09,185.3255731581255,183.62493108430792,186.0564798727598 2022-09-12,189.3215817618864,186.17760780918502,187.0747304207858 2022-09-13,186.94518896857397,185.41774421867768,186.48899299382194 2022-09-14,185.7851022025988,184.98485096284463,186.05142499871167 2022-09-15,183.94339138186365,183.96994750730138,185.28868839347504 2022-09-16,181.28558576698083,182.24327710354945,184.0910852463355 2022-09-19,181.36927353836236,181.86845536264568,183.54773123035358 2022-09-20,179.19988493520432,180.26354474520863,182.34251279129577 2022-09-21,174.74572087083968,177.11732773018835,180.22075639835668 2022-09-22,171.67768201945321,174.37755370371065,178.1549137512587 2022-09-23,166.68325733431877,170.33100989299777,175.250177599132 2022-09-26,163.29203483858817,166.88527037807097,172.47863277051582 2022-09-27,161.61015782934047,164.37811576002258,170.08779003172614 2022-09-28,163.91041304069864,164.39437778713673,169.02637049923186 2022-09-29,164.32714629178886,163.9016477595415,167.8085972474673 2022-09-30,163.67601521200086,163.03621445123875,166.4642663573873 2022-10-03,167.40372985448127,164.85501451244633,166.63923008141117 2022-10-04,174.15230432329756,169.06016406640603,168.3479051366924 2022-10-05,177.0658597049398,171.811374621252,169.6221910639962 2022-10-06,178.7456741586451,174.01238522472315,170.82275317078626 2022-10-07,178.7994084564885,175.22786066227036,171.64940246229554 2022-10-10,179.30668705344183,176.48853739521888,172.5827866028118 2022-10-11,180.06140201550744,177.76160129361497,173.59798086012546 2022-10-12,180.22334177470245,178.59690518283497,174.43946204708624 2022-10-13,182.23716557584908,180.38923551243352,175.83451150621636 2022-10-14,180.4825149399796,180.04363166348023,176.14479506726022 2022-10-17,180.89794694105814,180.61381014084012,176.8908114932501 2022-10-18,182.59947850939298,181.91074591199572,178.03581987423962 2022-10-19,183.93910671688872,183.1174306263487,179.17914143223373 2022-10-20,182.43681314970217,182.68859871698155,179.46046048274903 2022-10-21,186.93615154309506,185.53050376657387,181.4565487893594 2022-10-24,189.9007306993676,187.94498618042252,183.36594070522358 2022-10-25,193.3404590780504,190.84244795275632,185.64309760749958 2022-10-26,196.21362603965636,193.6150513588608,187.975165786006 2022-10-27,206.0068495840498,200.5998480889909,192.71941837152698 2022-10-28,215.040852775648,208.03727799207232,198.08530785747928 2022-10-31,217.93365368770557,212.43763427779078,202.1481325477934 2022-11-01,220.18893403271178,216.19067626401232,205.973816613005 2022-11-02,218.80361778582034,217.4702913654438,208.50074664470566 2022-11-03,220.33640852096062,219.7903548342606,211.4802904670773 2022-11-04,225.67027595538667,224.16559585518334,215.54817043027361 2022-11-07,228.7052951131659,227.46751274742724,219.12756174536145 2022-11-08,230.71026920977852,230.11234826522175,222.36132540991028 2022-11-09,229.12911402899636,230.4612912670102,224.30142298292617 2022-11-10,231.8664781228358,232.81649240507414,227.1543250192987 2022-11-11,235.39236900343286,235.71653911708012,230.27060848061393 2022-11-14,237.08694373079942,237.68676580675165,232.87980457615103 2022-11-15,236.71375893836827,238.33503979147903,234.70202743151512 2022-11-16,235.10637087004292,237.92785047074148,235.7990217011212 2022-11-17,232.9934926909213,236.8186473857126,236.3071831047402 2022-11-18,232.32070915824053,236.1925282097658,236.84953404080173 2022-11-21,232.33383991964482,235.86058130347604,237.378583841054 2022-11-22,235.1492469179082,237.19900958089772,238.68777282571133 2022-11-23,236.44617957263358,237.984602776429,239.68483949953117 2022-11-25,236.39746214059994,238.07199601262718,240.25463906023492 2022-11-28,234.40942831805395,236.9281208061407,240.06298273653272 2022-11-29,234.8581394036837,236.9416193174981,240.3472446722216 2022-11-30,235.8033330459762,237.3168856349823,240.7665422780204 2022-12-01,235.8908262772859,237.30010046966495,240.93964927025056 2022-12-02,236.15184419910707,237.3810930907601,241.11355682624193 2022-12-05,234.28764915222058,236.21709430673664,240.56490969529335 2022-12-06,230.89048335155638,233.9024429764936,239.26685448712192 2022-12-07,229.47502323366203,232.39553009339542,238.2298812906563 2022-12-08,229.86870592580996,231.9151831236589,237.64904983744978 2022-12-09,228.143816881106,230.36072825027028,236.45404586487257 2022-12-12,230.48788816871883,231.12607028578606,236.4394147931754 2022-12-13,233.16549197018304,232.50564657794163,236.83760333953504 2022-12-14,234.05270084804005,233.19393355893743,236.96811330008003 2022-12-15,232.37227529957096,232.43439481115126,236.35941094232996 2022-12-16,232.5796101841966,232.54827662253064,236.18313117910736 2022-12-19,232.44846472888077,232.48803701700675,235.9294120200992 2022-12-20,233.95590664594377,233.3833152084918,236.20571632155827 2022-12-21,238.4185557683226,236.21921705766982,237.61769521527785 2022-12-22,238.44211401740048,236.91468041970825,238.05074144514023 2022-12-23,239.64679417521353,238.17115857700574,238.82327396856124 2022-12-27,242.02367672360577,240.1494250877517,240.05835666095663 2022-12-28,241.11521898198714,240.32960776795483,240.41525430794673 2022-12-29,240.97420956659818,240.68990585202977,240.8467699952421 2022-12-30,240.46995987458106,240.70333174962465,241.07804010806242 2023-01-03,239.7669682675853,240.44973219516032,241.13023268508684 2023-01-04,240.73375147035637,241.04790869053681,241.60243283769415 2023-01-05,240.63301511433474,241.1016325794837,241.79085546739373 2023-01-06,245.31568704724026,243.94679929887326,243.48785612284388 2023-01-09,246.54623969489725,245.2733372310212,244.51938758568832 2023-01-10,249.26245780169285,247.49181805444755,246.0885151126378 2023-01-11,250.73050393900849,249.1494188919286,247.4530072950909 2023-01-12,253.79402997469643,251.74601756172694,249.38699949311754 2023-01-13,257.180696879871,254.71477637609064,251.63666376813057 2023-01-17,257.60581396305315,256.09866940667973,253.14102562498144 2023-01-18,255.7341086217498,255.8932198137645,253.77674075326547 2023-01-19,250.65066870132333,253.3169011364664,253.00591454387055 2023-01-20,250.0468470553574,252.6512056914059,253.02747603444266 2023-01-23,251.4021608605264,253.0967716617773,253.55743757540472 2023-01-24,254.8764978966368,255.00506323928767,254.87418457323747 2023-01-25,257.18548912425746,256.64301356838837,256.1274504156829 2023-01-26,260.39553819165053,259.01542380954936,257.84191434150654 2023-01-27,263.35828489540404,261.50620109776406,259.72317256042663 2023-01-30,263.1174701998399,262.26891058815363,260.7553740964231 2023-01-31,257.7140521385696,259.7094358593459,259.93633264744267 2023-02-01,253.1820820166232,256.8417067409468,258.69764938094113 2023-02-02,248.18541910923227,253.14672419552932,256.7588846762742 2023-02-03,247.18852202139297,251.34605904709184,255.58308065660108 2023-02-06,248.84228895968548,251.23202608262835,255.2135629633306 " 3222,US,technical,"During October 30, 2020 to January 16, 2021, what percentage of trading days showed long alignment of Garmin's 10, 20, 30-day Double Exponential Moving Average lines? (Smoothing factor alpha = 2 / (n + 1); Require 5n data points to warm up; Use the first data point as the initial value) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",19.3103,hard,moving average,DEMA = 2 * EMA1 - EMA2; EMA1 = EMA_n(P); EMA2 = EMA_n(EMA1),"date,close,high,open 2020-03-30,76.69000244140625,77.2300033569336,73.87000274658203 2020-03-31,74.95999908447266,76.9800033569336,76.04000091552734 2020-04-01,71.41000366210938,74.4800033569336,71.98999786376953 2020-04-02,73.45999908447266,73.66000366210938,70.91000366210938 2020-04-03,71.55999755859375,74.0999984741211,73.3499984741211 2020-04-06,75.44000244140625,76.18000030517578,74.3499984741211 2020-04-07,74.2300033569336,78.4800033569336,77.5199966430664 2020-04-08,77.36000061035156,77.7300033569336,74.69000244140625 2020-04-09,78.6500015258789,79.73999786376953,78.7699966430664 2020-04-13,77.81999969482422,78.56999969482422,78.56999969482422 2020-04-14,81.98999786376953,82.41000366210938,79.22000122070312 2020-04-15,77.93000030517578,80.41000366210938,79.94000244140625 2020-04-16,78.66000366210938,79.08000183105469,78.12999725341797 2020-04-17,82.11000061035156,83.25,80.9800033569336 2020-04-20,80.05000305175781,81.73999786376953,81.41000366210938 2020-04-21,78.04000091552734,79.45999908447266,78.56999969482422 2020-04-22,78.95999908447266,79.94999694824219,79.56999969482422 2020-04-23,79.30000305175781,80.52999877929688,78.66999816894531 2020-04-24,78.91999816894531,80.3499984741211,79.7300033569336 2020-04-27,80.73999786376953,81.25,78.77999877929688 2020-04-28,83.4000015258789,83.97000122070312,82.2699966430664 2020-04-29,82.91000366210938,87.5,86.05000305175781 2020-04-30,81.16000366210938,82.36000061035156,82.25 2020-05-01,79.80999755859375,81.16000366210938,79.73999786376953 2020-05-04,79.72000122070312,80.05999755859375,79.11000061035156 2020-05-05,80.76000213623047,81.79000091552734,80.18000030517578 2020-05-06,78.7300033569336,81.75,81.29000091552734 2020-05-07,78.04000091552734,80.18000030517578,79.2699966430664 2020-05-08,81.33999633789062,81.4800033569336,79.5 2020-05-11,80.83000183105469,81.72000122070312,80.4800033569336 2020-05-12,79.41999816894531,81.68000030517578,81.02999877929688 2020-05-13,78.16999816894531,79.26000213623047,78.9800033569336 2020-05-14,77.30000305175781,77.6500015258789,77.3499984741211 2020-05-15,78.02999877929688,79.30000305175781,77.30000305175781 2020-05-18,81.88999938964844,82.33000183105469,80.13999938964844 2020-05-19,82.05000305175781,83.20999908447266,82.05000305175781 2020-05-20,83.87000274658203,84.05999755859375,82.81999969482422 2020-05-21,84.19999694824219,84.9000015258789,83.87000274658203 2020-05-22,83.88999938964844,84.48999786376953,83.86000061035156 2020-05-26,86.62999725341797,87.48999786376953,85.20999908447266 2020-05-27,88.12999725341797,88.62999725341797,87.5 2020-05-28,90.91000366210938,91.43000030517578,89.51000213623047 2020-05-29,90.16999816894533,91.12999725341795,90.68000030517578 2020-06-01,90.54000091552734,91.91999816894533,90.38999938964844 2020-06-02,92.44000244140624,92.5500030517578,90.8499984741211 2020-06-03,95.72000122070312,96.51000213623048,93.48999786376952 2020-06-04,93.2699966430664,95.43000030517578,95.37999725341795 2020-06-05,96.52999877929688,97.27999877929688,95.62999725341795 2020-06-08,99.3000030517578,99.33999633789062,96.62000274658205 2020-06-09,98.12999725341795,98.91000366210938,98.12999725341795 2020-06-10,96.94000244140624,98.54000091552734,98.54000091552734 2020-06-11,91.41999816894533,94.87000274658205,94.7699966430664 2020-06-12,91.66999816894533,93.5,92.62999725341795 2020-06-15,93.56999969482422,94.01000213623048,91.6999969482422 2020-06-16,95.06999969482422,95.95999908447266,95.56999969482422 2020-06-17,95.97000122070312,96.5199966430664,95.80999755859376 2020-06-18,95.18000030517578,95.9800033569336,95.2300033569336 2020-06-19,98.33999633789062,98.33999633789062,96.73999786376952 2020-06-22,97.52999877929688,98.6999969482422,97.2300033569336 2020-06-23,97.7300033569336,98.9499969482422,98.20999908447266 2020-06-24,95.29000091552734,97.2300033569336,96.7300033569336 2020-06-25,96.2300033569336,96.31999969482422,94.7300033569336 2020-06-26,94.86000061035156,96.36000061035156,96.0 2020-06-29,96.1500015258789,96.2300033569336,94.9000015258789 2020-06-30,97.5,98.06999969482422,96.66999816894533 2020-07-01,97.12999725341795,98.63999938964844,98.01000213623048 2020-07-02,97.52999877929688,98.79000091552734,98.05999755859376 2020-07-06,99.08000183105467,99.4499969482422,98.8000030517578 2020-07-07,98.72000122070312,99.5500030517578,98.0199966430664 2020-07-08,98.18000030517578,99.3499984741211,99.02999877929688 2020-07-09,96.91999816894533,98.48999786376952,98.25 2020-07-10,97.08999633789062,97.13999938964844,96.62999725341795 2020-07-13,96.48999786376952,98.63999938964844,97.75 2020-07-14,97.83999633789062,97.95999908447266,95.77999877929688 2020-07-15,99.4499969482422,99.79000091552734,97.83000183105467 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2020-09-21,96.29941751796,98.37829718887419,100.15993677503604 2020-09-22,95.59881918267763,97.65802610459957,99.52390978575758 2020-09-23,94.55928400468575,96.74081523680591,98.73927463883903 2020-09-24,93.56920598592481,95.81873748119004,97.9332443430101 2020-09-25,93.16463547039301,95.1932844227891,97.31463443109163 2020-09-28,93.51150345910199,94.99835892747376,96.98611189494022 2020-09-29,93.68316029856639,94.77513634271173,96.64572550000587 2020-09-30,93.79234633420373,94.56732679170193,96.32230402789308 2020-10-01,93.84122793572593,94.36721663965204,96.01070495574103 2020-10-02,93.98432297044575,94.25159616294475,95.76369388572842 2020-10-05,94.64360752883655,94.45516685071281,95.7450976204208 2020-10-06,94.68813353867523,94.3885645907846,95.55856299742277 2020-10-07,95.31833142684387,94.66203865734153,95.6146397230632 2020-10-08,96.19314679286839,95.12588424199295,95.8202399834002 2020-10-09,97.07089509159925,95.65800420439056,96.09594148287182 2020-10-12,97.79894493135217,96.16762617352272,96.37977206966002 2020-10-13,98.2423843580022,96.56395917588888,96.60689192152459 2020-10-14,98.45221128831668,96.85071743393665,96.77486305012758 2020-10-15,98.77243578648509,97.198284159825,96.99642846976649 2020-10-16,99.02506880313214,97.51574167435199,97.21003021298046 2020-10-19,98.73451466335575,97.53619311417705,97.23009137122386 2020-10-20,98.8601927517894,97.74870598898178,97.38329744495907 2020-10-21,98.8097720640449,97.85954999224793,97.47327969135668 2020-10-22,98.977019127105,98.07301168122522,97.63700719512256 2020-10-23,99.68609975649414,98.58305082056103,98.01089507881905 2020-10-26,99.72949802548831,98.76344097442478,98.17255619739514 2020-10-27,99.48055057109661,98.77012412552546,98.21807863400016 2020-10-28,98.94131932919746,98.58548024852878,98.12968315764945 2020-10-29,99.5796427783962,98.99836444616626,98.44458545732775 2020-10-30,101.13257974653307,99.9488796703858,99.14049981733173 2020-11-02,104.2080976958595,101.82874516598794,100.50281229772311 2020-11-03,106.69607038137967,103.57313684254507,101.82524096287285 2020-11-04,108.70285957620514,105.18110239815768,103.09906144287658 2020-11-05,110.79524201665474,106.91713578835112,104.49877645565167 2020-11-06,112.91245051347836,108.74416517870459,105.99996886178515 2020-11-09,114.43149071199763,110.31273772995452,107.36194831243652 2020-11-10,115.11575869785472,111.44399401027746,108.45066563894376 2020-11-11,115.75445827528986,112.51094977796012,109.5071989761085 2020-11-12,115.7974073964255,113.21119298933193,110.32030592309239 2020-11-13,116.37996226719413,114.13033767781566,111.2809109065796 2020-11-16,117.36663400099295,115.23739042491324,112.37442362503705 2020-11-17,117.97236847017989,116.13157741841312,113.33028884215088 2020-11-18,117.35497238981432,116.32476403963821,113.80508764135247 2020-11-19,116.83737697402049,116.46272584329422,114.22140938476818 2020-11-20,116.47279139564372,116.5922339323376,114.61100416741614 2020-11-23,116.21938334570638,116.71002064376067,114.9726752213112 2020-11-24,116.59323661938586,117.1143756747951,115.51264829183413 2020-11-25,116.80934663188802,117.42311706438895,115.97790031569828 2020-11-27,117.16428504245398,117.78965495279307,116.47160000187347 2020-11-30,117.3022424529661,118.03038397063334,116.86984655588972 2020-12-01,118.38162778854982,118.76739467663086,117.59751157577769 2020-12-02,118.71471642856756,119.14061763077981,118.0786523502322 2020-12-03,119.18117186516537,119.57801125866928,118.59628412563632 2020-12-04,120.18958619015449,120.31394532673771,119.3141852650348 2020-12-07,120.88944957420205,120.91842818326084,119.94588027875966 2020-12-08,121.88392035860373,121.69789359021752,120.69787970468911 2020-12-09,121.45760949053307,121.72962898562945,120.94037690466718 2020-12-10,120.82486924716338,121.58073572409765,121.04025079484543 2020-12-11,120.44014789085176,121.49349513672786,121.15995257260948 2020-12-14,119.56111362691485,121.08508676625968,121.03944163789848 2020-12-15,119.54949297177998,121.07480217689125,121.1652823626918 2020-12-16,119.24553214862725,120.89327840244212,121.15979938311202 2020-12-17,119.1109608176262,120.77585537506657,121.18068291552491 2020-12-18,119.28927397751167,120.8162791924338,121.29573013857693 2020-12-21,118.9822190944704,120.59969884791548,121.22531606829207 2020-12-22,119.06750539773805,120.5746095694931,121.27089400166847 2020-12-23,119.49063023655756,120.7406055053204,121.43926786266327 2020-12-24,119.78873462731258,120.86650618541947,121.57787918793424 2020-12-28,120.1741204486203,121.0579448677525,121.75842145311049 2020-12-29,120.00419928348437,120.96678185187425,121.74356363854923 2020-12-30,119.91609641645677,120.90316045515318,121.73820488638613 2020-12-31,119.89030756884456,120.86393275007106,121.74176503075942 2021-01-04,119.5811328853934,120.66489200922156,121.62882742691046 2021-01-05,119.26900157613183,120.44150492820197,121.48824836185607 2021-01-06,119.34075016962979,120.40847023010825,121.46791610262295 2021-01-07,120.08098501995175,120.75032996395925,121.70157710491371 2021-01-08,120.76425200312727,121.11370977839447,121.95791766739241 2021-01-11,121.0139018465359,121.28297346847445,122.08868848508519 2021-01-12,121.44932147300699,121.56436071238225,122.29820223274693 2021-01-13,121.35305586410479,121.57570692682744,122.32680655337143 2021-01-14,121.29975106575965,121.59419415222598,122.35668019711824 2021-01-15,121.29316835003382,121.62643336174672,122.39291077833964 " 3223,US,technical,"For Cadence Design Systems from December 30, 2020 to January 11, 2021, what percentage of days were the 10, 20, 30-day Double Exponential Moving Average lines in long alignment? (Unit: %) (Smoothing factor alpha = 2 / (n + 1); Require 5n data points to warm up; Use the first data point as the initial value) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",37.0,hard,moving average,DEMA = 2 * EMA1 - EMA2; EMA1 = EMA_n(P); EMA2 = EMA_n(EMA1),"date,close,high,open 2020-05-28,88.05999755859375,89.6500015258789,84.80999755859375 2020-05-29,91.29000091552734,91.58000183105467,88.2300033569336 2020-06-01,91.68000030517578,92.86000061035156,90.8000030517578 2020-06-02,92.37999725341795,92.38999938964844,91.5 2020-06-03,92.95999908447266,93.3000030517578,92.9000015258789 2020-06-04,91.2699966430664,93.01000213623048,92.2300033569336 2020-06-05,91.4000015258789,92.45999908447266,91.18000030517578 2020-06-08,92.12999725341795,92.38999938964844,91.0 2020-06-09,92.55999755859376,93.5199966430664,91.8000030517578 2020-06-10,93.19000244140624,94.18000030517578,93.33000183105467 2020-06-11,88.41000366210938,93.08999633789062,92.8000030517578 2020-06-12,89.45999908447266,91.4499969482422,90.05999755859375 2020-06-15,90.8499984741211,90.87999725341795,88.58999633789062 2020-06-16,92.0199966430664,93.27999877929688,92.37999725341795 2020-06-17,93.06999969482422,93.88999938964844,92.94000244140624 2020-06-18,93.7300033569336,93.8499984741211,93.08999633789062 2020-06-19,91.9000015258789,95.20999908447266,94.9800033569336 2020-06-22,94.45999908447266,94.54000091552734,92.4000015258789 2020-06-23,94.5500030517578,95.29000091552734,95.0500030517578 2020-06-24,91.98999786376952,95.12000274658205,94.31999969482422 2020-06-25,92.66000366210938,92.73999786376952,92.66000366210938 2020-06-26,93.83999633789062,94.56999969482422,93.0 2020-06-29,94.02999877929688,94.12000274658205,93.3000030517578 2020-06-30,95.95999908447266,96.55999755859376,94.4499969482422 2020-07-01,97.06999969482422,97.68000030517578,95.6999969482422 2020-07-02,97.81999969482422,98.80999755859376,97.37999725341795 2020-07-06,98.73999786376952,100.8000030517578,99.52999877929688 2020-07-07,98.7699966430664,100.95999908447266,98.66000366210938 2020-07-08,99.5999984741211,100.12999725341795,99.6999969482422 2020-07-09,101.52999877929688,101.62999725341795,100.7699966430664 2020-07-10,100.97000122070312,101.79000091552734,101.38999938964844 2020-07-13,98.20999908447266,102.08000183105467,101.62999725341795 2020-07-14,99.02999877929688,99.22000122070312,97.16000366210938 2020-07-15,99.11000061035156,100.0,99.6999969482422 2020-07-16,98.68000030517578,99.0999984741211,98.6500015258789 2020-07-17,100.2300033569336,100.68000030517578,98.68000030517578 2020-07-20,103.6999969482422,104.33999633789062,100.66999816894533 2020-07-21,103.58000183105467,106.54000091552734,106.54000091552734 2020-07-22,103.66999816894533,105.13999938964844,104.27999877929688 2020-07-23,102.94000244140624,105.88999938964844,103.41999816894533 2020-07-24,102.58999633789062,103.36000061035156,101.98999786376952 2020-07-27,105.2699966430664,105.41000366210938,103.62000274658205 2020-07-28,104.0500030517578,105.98999786376952,105.44000244140624 2020-07-29,105.97000122070312,107.0,104.43000030517578 2020-07-30,107.6500015258789,108.04000091552734,104.77999877929688 2020-07-31,109.25,109.26000213623048,108.29000091552734 2020-08-03,111.7699966430664,112.31999969482422,109.75 2020-08-04,109.13999938964844,112.0,111.52999877929688 2020-08-05,109.6500015258789,110.93000030517578,109.80999755859376 2020-08-06,110.5199966430664,110.6999969482422,109.26000213623048 2020-08-07,108.52999877929688,110.8000030517578,110.41000366210938 2020-08-10,107.19000244140624,108.3499984741211,108.3499984741211 2020-08-11,105.18000030517578,107.0,106.5500030517578 2020-08-12,107.27999877929688,108.13999938964844,105.37000274658205 2020-08-13,108.66000366210938,109.6999969482422,107.62999725341795 2020-08-14,108.0,109.6500015258789,108.91999816894533 2020-08-17,109.5199966430664,109.91000366210938,108.43000030517578 2020-08-18,109.1500015258789,110.45999908447266,109.56999969482422 2020-08-19,108.52999877929688,109.58999633789062,109.2300033569336 2020-08-20,111.26000213623048,111.62999725341795,108.0 2020-08-21,110.56999969482422,111.1999969482422,110.73999786376952 2020-08-24,111.27999877929688,113.04000091552734,112.0 2020-08-25,111.26000213623048,111.9800033569336,111.37000274658205 2020-08-26,112.66999816894533,113.97000122070312,111.81999969482422 2020-08-27,109.36000061035156,113.47000122070312,113.26000213623048 2020-08-28,110.86000061035156,111.36000061035156,110.5 2020-08-31,110.91000366210938,112.0,110.51000213623048 2020-09-01,113.9800033569336,114.02999877929688,111.18000030517578 2020-09-02,117.08999633789062,117.58999633789062,114.47000122070312 2020-09-03,108.05999755859376,115.3000030517578,114.81999969482422 2020-09-04,105.87999725341795,108.52999877929688,108.16000366210938 2020-09-08,100.44000244140624,103.70999908447266,100.0 2020-09-09,104.33999633789062,105.11000061035156,102.38999938964844 2020-09-10,102.22000122070312,105.80999755859376,104.5199966430664 2020-09-11,101.51000213623048,103.80999755859376,102.91000366210938 2020-09-14,103.2300033569336,104.04000091552734,102.87999725341795 2020-09-15,105.2300033569336,105.87999725341795,104.4499969482422 2020-09-16,102.5500030517578,106.20999908447266,105.7699966430664 2020-09-17,101.1500015258789,101.48999786376952,99.62000274658205 2020-09-18,99.76000213623048,101.95999908447266,101.86000061035156 2020-09-21,102.0999984741211,102.12999725341795,98.75 2020-09-22,102.83000183105467,103.38999938964844,103.38999938964844 2020-09-23,99.72000122070312,102.83000183105467,102.30999755859376 2020-09-24,102.12000274658205,103.0999984741211,98.73999786376952 2020-09-25,103.72000122070312,104.12999725341795,102.0 2020-09-28,105.25,105.33000183105467,105.0500030517578 2020-09-29,105.77999877929688,106.94000244140624,105.81999969482422 2020-09-30,106.62999725341795,107.9499969482422,105.3499984741211 2020-10-01,108.62999725341795,109.30999755859376,107.8499984741211 2020-10-02,105.31999969482422,107.47000122070312,106.37999725341795 2020-10-05,107.45999908447266,107.6500015258789,106.11000061035156 2020-10-06,105.5199966430664,108.0,107.0 2020-10-07,108.44000244140624,108.98999786376952,106.52999877929688 2020-10-08,109.31999969482422,109.5500030517578,109.41000366210938 2020-10-09,111.93000030517578,112.3000030517578,110.29000091552734 2020-10-12,115.55999755859376,116.37999725341795,114.26000213623048 2020-10-13,116.7699966430664,117.87000274658205,116.45999908447266 2020-10-14,116.97000122070312,118.22000122070312,117.0 2020-10-15,115.95999908447266,116.5500030517578,115.0 2020-10-16,115.69000244140624,117.5,116.87000274658205 2020-10-19,113.55999755859376,117.0999984741211,115.51000213623048 2020-10-20,112.61000061035156,116.0,115.3499984741211 2020-10-21,111.2300033569336,113.95999908447266,112.61000061035156 2020-10-22,109.31999969482422,112.05999755859376,111.66999816894533 2020-10-23,112.0500030517578,112.0999984741211,109.87999725341795 2020-10-26,109.87999725341795,112.22000122070312,110.30999755859376 2020-10-27,109.83999633789062,112.1999969482422,110.95999908447266 2020-10-28,107.63999938964844,109.38999938964844,108.0500030517578 2020-10-29,110.20999908447266,111.51000213623048,107.63999938964844 2020-10-30,109.37000274658205,110.73999786376952,108.6500015258789 2020-11-02,110.51000213623048,112.31999969482422,109.9499969482422 2020-11-03,113.58999633789062,114.16000366210938,111.5500030517578 2020-11-04,120.98999786376952,121.4000015258789,117.66999816894533 2020-11-05,124.06999969482422,124.68000030517578,123.79000091552734 2020-11-06,125.5,126.2699966430664,125.04000091552734 2020-11-09,118.56999969482422,127.5,126.45999908447266 2020-11-10,112.38999938964844,116.37999725341795,115.94000244140624 2020-11-11,116.68000030517578,117.81999969482422,114.62999725341795 2020-11-12,114.55999755859376,118.13999938964844,117.13999938964844 2020-11-13,115.81999969482422,116.52999877929688,115.62000274658205 2020-11-16,114.86000061035156,116.37000274658205,115.0 2020-11-17,113.4800033569336,115.16000366210938,115.0 2020-11-18,111.02999877929688,113.44000244140624,113.25 2020-11-19,112.5999984741211,113.12000274658205,111.66999816894533 2020-11-20,112.79000091552734,114.87999725341795,113.0500030517578 2020-11-23,111.25,113.9800033569336,113.5 2020-11-24,110.73999786376952,111.54000091552734,111.3000030517578 2020-11-25,113.04000091552734,113.2699966430664,112.06999969482422 2020-11-27,116.58000183105467,116.88999938964844,113.66999816894533 2020-11-30,116.3000030517578,117.33999633789062,117.22000122070312 2020-12-01,115.6500015258789,117.06999969482422,116.87999725341795 2020-12-02,116.43000030517578,116.79000091552734,114.9499969482422 2020-12-03,116.68000030517578,118.58000183105467,115.72000122070312 2020-12-04,118.33999633789062,119.20999908447266,116.6999969482422 2020-12-07,119.0199966430664,120.16000366210938,118.88999938964844 2020-12-08,118.41000366210938,119.41000366210938,119.33000183105467 2020-12-09,115.48999786376952,121.77999877929688,121.77999877929688 2020-12-10,117.4499969482422,117.9499969482422,114.69000244140624 2020-12-11,118.5199966430664,118.83000183105467,117.2300033569336 2020-12-14,121.30999755859376,122.0199966430664,118.41000366210938 2020-12-15,122.81999969482422,124.22000122070312,122.0999984741211 2020-12-16,125.4000015258789,125.97000122070312,123.86000061035156 2020-12-17,127.3000030517578,127.37000274658205,126.30999755859376 2020-12-18,132.02000427246094,132.25999450683594,127.37999725341795 2020-12-21,131.72999572753906,131.89999389648438,130.89999389648438 2020-12-22,134.3699951171875,134.91000366210938,132.2100067138672 2020-12-23,133.05999755859375,135.99000549316406,134.86000061035156 2020-12-24,134.0,134.6199951171875,133.49000549316406 2020-12-28,134.75999450683594,136.0,135.85000610351562 2020-12-29,133.97999572753906,135.75,135.1300048828125 2020-12-30,135.25,136.05999755859375,134.7100067138672 2020-12-31,136.42999267578125,136.83999633789062,135.4199981689453 2021-01-04,135.75999450683594,138.30999755859375,136.88999938964844 2021-01-05,136.13999938964844,137.3300018310547,136.74000549316406 2021-01-06,130.63999938964844,133.41000366210938,132.33999633789062 2021-01-07,137.0500030517578,137.49000549316406,132.13999938964844 2021-01-08,136.19000244140625,138.5399932861328,136.9499969482422 2021-01-11,134.69000244140625,136.30999755859375,133.88999938964844 ","date,10-day,20-day,30-day 2020-08-19,109.1079459080402,110.01877848546076,109.64167088185857 2020-08-20,109.94490271793333,110.51448080027232,110.11411771860246 2020-08-21,110.32055397097699,110.80185138004173,110.44617914878285 2020-08-24,110.81497957238881,111.16378629912045,110.82594900841093 2020-08-25,111.15472076924281,111.45749066252816,111.1576899593608 2020-08-26,111.85174559338925,111.9519056369095,111.62449840096545 2020-08-27,111.25118459102838,111.76269105911429,111.62404906842661 2020-08-28,111.28250544132642,111.85811685417295,111.80153701587983 2020-08-31,111.30603512414092,111.93624948723762,111.95918694761448 2020-09-01,112.32357038242866,112.54781609227567,112.47613473411366 2020-09-02,114.08758531678907,113.625602332534,113.32313548401164 2020-09-03,112.38258451179505,112.9011998527402,112.9524749434956 2020-09-04,110.3776636421723,111.86883221374653,112.33551816853752 2020-09-08,107.08849795229682,109.98257452105044,111.08943897099161 2020-09-09,105.95612896829603,109.0594230388212,110.44162306706203 2020-09-10,104.44384613430277,107.87635047359787,109.58457926250014 2020-09-11,103.12326553441221,106.72779147174978,108.71524311063702 2020-09-14,102.75450492816643,106.05227931902193,108.13924673068892 2020-09-15,103.18452463568016,105.83652196985388,107.86448093565107 2020-09-16,102.65405768515612,105.16823511743794,107.27840811508626 2020-09-17,101.83270146564212,104.34346277264164,106.57101888984818 2020-09-18,100.80079543981051,103.38718927461353,105.75582811498977 2020-09-21,100.84916149112411,102.99597890202752,105.30966871329979 2020-09-22,101.16421217183265,102.80003650370442,104.9970169599741 2020-09-23,100.40208191861129,102.07573855968319,104.32604062458935 2020-09-24,100.66273636268231,101.89683972730842,104.0193652108863 2020-09-25,101.4143232591302,102.04266750853175,103.94287025158667 2020-09-28,102.4994571569025,102.45480598067246,104.0660503937522 2020-09-29,103.49200234916547,102.91367824113472,104.24495793953972 2020-09-30,104.51306090502226,103.46950147494249,104.51405390859371 2020-10-01,105.92771783409648,104.31597351693456,105.00809499428956 2020-10-02,105.86983706210103,104.44756693511498,105.04220160727134 2020-10-05,106.52035180247455,104.95141025977222,105.34042718544582 2020-10-06,106.3455599466233,105.03467919443791,105.3679877534709 2020-10-07,107.16655034658541,105.63695089302298,105.75736045801642 2020-10-08,108.04914473429557,106.31502814847917,106.21916345787751 2020-10-09,109.54479423562368,107.37082366828233,106.96211844338546 2020-10-12,111.8248630291981,108.93494763533434,108.08625615480018 2020-10-13,113.8746652918098,110.49492241664191,109.25222355443769 2020-10-14,115.40867762058701,111.86510735806745,110.32886270611934 2020-10-15,116.15330743531594,112.84981522293529,111.17258572825767 2020-10-16,116.556133186283,113.63512257717143,111.89716545549514 2020-10-19,116.09302713286422,113.91021346994054,112.28108045301114 2020-10-20,115.38522889688329,113.95988964405593,112.50375323921743 2020-10-21,114.3634730258312,113.73797073804099,112.52674297103208 2020-10-22,112.94449574719334,113.18707530138661,112.30296249917627 2020-10-23,112.7772642637074,113.19627873335082,112.43560472059553 2020-10-26,111.92391693359369,112.79976370465585,112.27911044977083 2020-10-27,111.27187685854408,112.44143929557187,112.12717679273412 2020-10-28,110.06078060985547,111.72542877545985,111.70998161981393 2020-10-29,110.01960760794111,111.5684638327892,111.6488566396187 2020-10-30,109.72065470906045,111.2752712923615,111.48448504845153 2020-11-02,109.88579671671904,111.22478687035323,111.47418899161357 2020-11-03,111.03516111642811,111.73570641876897,111.84576398950843 2020-11-04,114.33530920153093,113.51316500998185,113.10223816820621 2020-11-05,117.78267137330343,115.59472970233416,114.6192475779811 2020-11-06,120.77098262459833,117.63496997064075,116.16472932481683 2020-11-09,120.63684434897408,118.11929385400143,116.6907347308194 2020-11-10,118.43574855435264,117.39875807359878,116.38718381477685 2020-11-11,118.18061037747611,117.54173227264874,116.64059177707755 2020-11-12,117.2593811007862,117.2663729489766,116.59779614837561 2020-11-13,116.96998424019581,117.24498962355995,116.70919878963495 2020-11-16,116.42088467599571,117.04041078694277,116.68311443457057 2020-11-17,115.54550871649569,116.60282715656045,116.48037867149444 2020-11-18,114.0813132019236,115.77185356930997,115.98453806033763 2020-11-19,113.51928752772628,115.3334206700548,115.72603634574017 2020-11-20,113.17547646848534,114.98419670156872,115.51052770838933 2020-11-23,112.42348775252304,114.39905677184123,115.118306083991 2020-11-24,111.71270161655396,113.79898440762936,114.69527604569484 2020-11-25,111.96506219544383,113.69725691212983,114.59580777439012 2020-11-27,113.33978119041498,114.2501989152601,114.94432397237198 2020-11-30,114.27460077705423,114.67317254893234,115.22116578342487 2020-12-01,114.752468005,114.91625799495654,115.38676321221087 2020-12-02,115.35988396135531,115.26339795523359,115.63017657785014 2020-12-03,115.88452162945504,115.60349758121949,115.8777415470613 2020-12-04,116.81078119249267,116.19279839413088,116.30501594671253 2020-12-07,117.70618530319243,116.818028347986,116.77231847355175 2020-12-08,118.1473692625965,117.23915408051536,117.11445476911366 2020-12-09,117.48609824091213,117.0647988059174,117.05464012222372 2020-12-10,117.62537600218405,117.26334408677764,117.2405269100161 2020-12-11,118.06653278102888,117.62166933263326,117.53768469572388 2020-12-14,119.29915750132373,118.42926297489583,118.15021232884862 2020-12-15,120.68995128663101,119.39040677101833,118.88795960951936 2020-12-16,122.544286522043,120.67632837777529,119.87211553367321 2020-12-17,124.5081218536039,122.1164928102061,120.99364192210994 2020-12-18,127.47537999804334,124.19865493884552,122.590758762566 2020-12-21,129.5160912790383,125.92143326578326,123.99147803360916 2020-12-22,131.82810125540635,127.863286274952,125.57915639415114 2020-12-23,133.02678291812688,129.27425218649705,126.84159255344012 2020-12-24,134.14104879332095,130.63412037440781,128.08964949719802 2020-12-28,135.13353739655133,131.91569746031493,129.30136295456742 2020-12-29,135.5277312323441,132.84909114252534,130.28709208083282 2020-12-30,136.1602843693559,133.85380560831874,131.32368971087584 2020-12-31,136.9437172094533,134.90298046949934,132.39453567249546 2021-01-04,137.2296943594978,135.65413765815174,133.2647994617377 2021-01-05,137.49816993846855,136.3389257831478,134.0842304844959 2021-01-06,135.81481324178546,135.8999525576366,134.12311140620272 2021-01-07,136.63587934628544,136.65571479320863,134.9430560956328 2021-01-08,136.91491095680053,137.1219444332258,135.56199594827908 2021-01-11,136.5818690261406,137.2230354356723,135.9189579067057 " 3224,US,technical,"Calculate the percentage of days with short alignment in the 5, 20, 60-day Double Exponential Moving Average lines for Progressive Corporation from February 26, 2022 to July 03, 2022. (Smoothing factor alpha = 2 / (n + 1); Require 5n data points to warm up; Use the first data point as the initial value) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",30.1115,hard,moving average,DEMA = 2 * EMA1 - EMA2; EMA1 = EMA_n(P); EMA2 = EMA_n(EMA1),"date,close,high,open 2020-12-17,96.30999755859376,98.55999755859376,96.66000366210938 2020-12-18,96.9499969482422,97.26000213623048,96.36000061035156 2020-12-21,97.94000244140624,98.06999969482422,96.83999633789062 2020-12-22,97.98999786376952,98.66000366210938,97.6999969482422 2020-12-23,97.51000213623048,98.8499984741211,98.68000030517578 2020-12-24,98.30999755859376,98.45999908447266,97.4000015258789 2020-12-28,98.12000274658205,98.95999908447266,98.72000122070312 2020-12-29,97.69000244140624,98.94000244140624,98.48999786376952 2020-12-30,97.41000366210938,98.5,98.29000091552734 2020-12-31,98.87999725341795,98.94000244140624,97.81999969482422 2021-01-04,97.12999725341795,98.22000122070312,97.58000183105467 2021-01-05,96.9499969482422,97.62999725341795,97.44000244140624 2021-01-06,98.79000091552734,98.91000366210938,96.5999984741211 2021-01-07,94.73999786376952,95.33000183105467,94.54000091552734 2021-01-08,94.5,94.8499984741211,92.98999786376952 2021-01-11,95.08999633789062,95.12999725341795,94.20999908447266 2021-01-12,95.06999969482422,96.04000091552734,94.87000274658205 2021-01-13,94.93000030517578,95.51000213623048,95.08000183105467 2021-01-14,93.4499969482422,95.61000061035156,95.30999755859376 2021-01-15,94.8000030517578,95.01000213623048,93.4499969482422 2021-01-19,96.19000244140624,97.1500015258789,95.0 2021-01-20,96.05999755859376,96.8499984741211,95.94000244140624 2021-01-21,94.26000213623048,96.63999938964844,96.1500015258789 2021-01-22,92.30999755859376,94.2699966430664,94.0 2021-01-25,92.41999816894533,93.58999633789062,92.2699966430664 2021-01-26,91.72000122070312,92.83000183105467,92.52999877929688 2021-01-27,87.04000091552734,91.33000183105467,90.79000091552734 2021-01-28,88.48999786376953,89.69999694824219,87.5199966430664 2021-01-29,87.19000244140625,89.06999969482422,88.18000030517578 2021-02-01,86.19000244140625,88.12000274658203,87.48999786376953 2021-02-02,86.75,88.2699966430664,86.94000244140625 2021-02-03,86.95999908447266,87.08999633789062,86.16999816894531 2021-02-04,88.13999938964844,88.22000122070312,86.94999694824219 2021-02-05,87.47000122070312,88.94999694824219,88.33000183105469 2021-02-08,86.16999816894531,88.0199966430664,87.91999816894531 2021-02-09,86.2699966430664,86.86000061035156,86.44000244140625 2021-02-10,85.52999877929688,86.97000122070312,86.79000091552734 2021-02-11,86.37000274658203,86.75,85.61000061035156 2021-02-12,86.2699966430664,86.62000274658203,86.0 2021-02-16,85.12999725341797,87.16000366210938,86.5 2021-02-17,86.25,86.43000030517578,85.08000183105469 2021-02-18,88.0999984741211,88.5199966430664,86.27999877929688 2021-02-19,87.05999755859375,88.72000122070312,88.44999694824219 2021-02-22,87.79000091552734,88.11000061035156,87.0 2021-02-23,89.75,90.48999786376952,88.44000244140625 2021-02-24,87.73999786376953,91.0,89.75 2021-02-25,87.11000061035156,88.63999938964844,87.73999786376953 2021-02-26,85.94999694824219,87.68000030517578,87.61000061035156 2021-03-01,87.63999938964844,88.25,86.4800033569336 2021-03-02,88.70999908447266,89.23999786376953,87.7699966430664 2021-03-03,88.86000061035156,90.37999725341795,88.41000366210938 2021-03-04,86.98999786376953,89.30000305175781,88.68000030517578 2021-03-05,89.55999755859375,89.80000305175781,87.94999694824219 2021-03-08,91.0199966430664,92.5999984741211,89.5199966430664 2021-03-09,90.18000030517578,91.2300033569336,90.4800033569336 2021-03-10,92.22000122070312,92.86000061035156,90.43000030517578 2021-03-11,92.79000091552734,93.58000183105467,92.12000274658205 2021-03-12,93.04000091552734,93.43000030517578,93.33999633789062 2021-03-15,93.37999725341795,93.6999969482422,93.33000183105467 2021-03-16,93.37000274658205,93.54000091552734,92.79000091552734 2021-03-17,91.0999984741211,92.80999755859376,91.3000030517578 2021-03-18,90.3499984741211,91.44000244140624,91.4000015258789 2021-03-19,90.94000244140624,91.58999633789062,90.77999877929688 2021-03-22,90.12999725341795,91.26000213623048,90.2699966430664 2021-03-23,90.75,91.3499984741211,89.9800033569336 2021-03-24,92.48999786376952,93.87999725341795,90.87000274658205 2021-03-25,94.2300033569336,94.5199966430664,93.0500030517578 2021-03-26,95.25,95.47000122070312,94.33999633789062 2021-03-29,96.1999969482422,96.9800033569336,95.02999877929688 2021-03-30,95.5500030517578,96.37000274658205,96.02999877929688 2021-03-31,95.61000061035156,95.68000030517578,95.5500030517578 2021-04-01,95.5500030517578,95.83999633789062,95.4499969482422 2021-04-05,96.72000122070312,97.29000091552734,95.9000015258789 2021-04-06,95.43000030517578,96.86000061035156,96.79000091552734 2021-04-07,95.86000061035156,96.2300033569336,95.48999786376952 2021-04-08,94.9800033569336,96.16999816894533,95.69000244140624 2021-04-09,95.68000030517578,95.97000122070312,95.5500030517578 2021-04-12,96.43000030517578,96.47000122070312,95.8000030517578 2021-04-13,97.29000091552734,97.9000015258789,96.3000030517578 2021-04-14,97.18000030517578,97.6500015258789,97.20999908447266 2021-04-15,100.4000015258789,101.48999786376952,97.73999786376952 2021-04-16,98.76000213623048,100.61000061035156,100.26000213623048 2021-04-19,99.29000091552734,99.36000061035156,98.51000213623048 2021-04-20,99.79000091552734,100.55999755859376,99.38999938964844 2021-04-21,101.20999908447266,101.30999755859376,100.37000274658205 2021-04-22,100.1500015258789,100.91999816894533,100.7300033569336 2021-04-23,100.76000213623048,101.0,100.26000213623048 2021-04-26,99.86000061035156,101.04000091552734,100.81999969482422 2021-04-27,99.91000366210938,100.06999969482422,99.72000122070312 2021-04-28,100.36000061035156,100.5999984741211,100.37999725341795 2021-04-29,101.9499969482422,102.04000091552734,100.4000015258789 2021-04-30,100.73999786376952,102.23999786376952,101.77999877929688 2021-05-03,102.55999755859376,102.9499969482422,101.79000091552734 2021-05-04,103.12999725341795,103.16999816894533,102.30999755859376 2021-05-05,103.8000030517578,104.05999755859376,103.13999938964844 2021-05-06,104.1999969482422,104.79000091552734,104.5 2021-05-07,105.18000030517578,105.41999816894533,103.8000030517578 2021-05-10,105.73999786376952,107.1500015258789,105.56999969482422 2021-05-11,105.08000183105467,107.44000244140624,107.44000244140624 2021-05-12,104.76000213623048,105.98999786376952,105.0999984741211 2021-05-13,106.0500030517578,106.80999755859376,104.4000015258789 2021-05-14,107.0999984741211,107.58999633789062,106.51000213623048 2021-05-17,106.55999755859376,107.52999877929688,107.0999984741211 2021-05-18,105.9800033569336,106.66999816894533,106.38999938964844 2021-05-19,101.0,105.6999969482422,105.3499984741211 2021-05-20,102.04000091552734,102.83000183105467,99.16999816894533 2021-05-21,99.13999938964844,102.33999633789062,102.05999755859376 2021-05-24,97.45999908447266,100.0999984741211,99.22000122070312 2021-05-25,97.27999877929688,98.18000030517578,96.70999908447266 2021-05-26,98.4000015258789,99.0199966430664,98.2300033569336 2021-05-27,99.1500015258789,99.29000091552734,98.72000122070312 2021-05-28,99.08000183105467,100.05999755859376,99.70999908447266 2021-06-01,99.30999755859376,100.31999969482422,99.45999908447266 2021-06-02,100.47000122070312,100.66000366210938,99.58000183105467 2021-06-03,99.95999908447266,101.13999938964844,100.23999786376952 2021-06-04,100.36000061035156,100.55999755859376,100.26000213623048 2021-06-07,96.38999938964844,98.75,98.75 2021-06-08,95.86000061035156,96.6500015258789,96.41000366210938 2021-06-09,94.81999969482422,96.25,95.87999725341795 2021-06-10,94.0199966430664,95.73999786376952,95.05999755859376 2021-06-11,93.5999984741211,94.43000030517578,94.29000091552734 2021-06-14,93.12000274658205,93.4000015258789,93.23999786376952 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2022-03-07,106.40364517115634,105.72463765741117,108.02436386745154 2022-03-08,105.03077304757323,105.3377097674455,107.85920872861885 2022-03-09,104.46829774577077,105.06833994483503,107.72222868466497 2022-03-10,104.49405307857761,104.94245355875952,107.62695415440754 2022-03-11,105.00838420685598,104.99475608210203,107.59076017306161 2022-03-14,105.39048776980168,105.07335482082303,107.5656608111835 2022-03-15,106.4847008739194,105.4337189923935,107.64338349545778 2022-03-16,106.41271845796591,105.53348481254343,107.64027131047104 2022-03-17,108.2282004062946,106.23380521992664,107.85375283081454 2022-03-18,110.12306117499129,107.1452809545498,108.16490446913693 2022-03-21,111.62043656864263,108.10251802489312,108.5211901504806 2022-03-22,112.99810947484984,109.1353351791577,108.9338924503793 2022-03-23,114.01061928079369,110.13693555997331,109.36664748834042 2022-03-24,114.51499842674784,111.01001917259062,109.78292089091455 2022-03-25,116.12083343844904,112.21896039015729,110.34274780611241 2022-03-28,117.01222234952283,113.28705984007686,110.88681291590235 2022-03-29,117.01037307042637,114.06881962718205,111.35772520551433 2022-03-30,117.46284094734742,114.90578033603691,111.86666736184115 2022-03-31,115.86473285883666,115.03457775738427,112.14337816435659 2022-04-01,115.6128279187337,115.34822382482842,112.48162537773655 2022-04-04,114.84833179938204,115.4058043858961,112.73066356797621 2022-04-05,114.49763253398147,115.46467910136849,112.97349626126399 2022-04-06,115.77869594615836,115.98058617728613,113.37229402724978 2022-04-07,117.94708934757007,116.89351090132382,113.92069631322809 2022-04-08,118.52003377224139,117.47970601570975,114.37396865212057 2022-04-11,118.72911565084148,117.95439416602954,114.79729160459787 2022-04-12,117.04991852880198,117.77948501988125,114.99533478964368 2022-04-13,115.33695176064151,117.36166170740071,115.0912786613656 2022-04-14,113.41708171286784,116.66179528534343,115.06366640257635 2022-04-18,111.046352002076,115.59952985514187,114.87534787825948 2022-04-19,110.67532302713795,114.94983422868765,114.79094108857764 2022-04-20,111.61316297683027,114.72638864866651,114.82996717306632 2022-04-21,112.17740479629268,114.52455248740331,114.86326169327174 2022-04-22,109.92180008504207,113.4967041835316,114.59057292449775 2022-04-25,109.97688714186003,113.01126207145904,114.47194040165981 2022-04-26,108.8717192709249,112.20162676028353,114.2180822671456 2022-04-27,107.51811697515913,111.23961910305806,113.88018544048819 2022-04-28,108.78116996332975,111.04269584858774,113.78044361985 2022-04-29,107.8246202261441,110.32074598403025,113.48615647297882 2022-05-02,108.9978632860308,110.24168297962272,113.39582648406717 2022-05-03,110.72287644313808,110.52243502698082,113.43057477113983 2022-05-04,113.66255915947248,111.4226191559891,113.69463142716585 2022-05-05,113.30547078890021,111.57735059643603,113.72273259273476 2022-05-06,111.40837706698206,111.17641702739543,113.55733838230479 2022-05-09,109.95429392336591,110.70384873498463,113.35241325895852 2022-05-10,108.90755578086609,110.21220969404375,113.12479842072464 2022-05-11,108.14928009306377,109.71957917771196,112.88084652764239 2022-05-12,108.29790469619576,109.4682460763373,112.70722657555925 2022-05-13,107.87530247213152,109.07866673336846,112.47739568253031 2022-05-16,108.75355690016649,109.09845633302409,112.38186468297582 2022-05-17,110.05460945783365,109.38179060843471,112.3825445318757 2022-05-18,111.15345375078974,109.75892541005133,112.42769265494258 2022-05-19,110.90255465770592,109.81858459211988,112.37390309466726 2022-05-20,111.05409305915313,109.97627755044184,112.35824677855236 2022-05-23,112.19765764788522,110.46830114549508,112.46790237290276 2022-05-24,113.78283628411701,111.21820453832966,112.68644570639759 2022-05-25,115.08704501367103,112.02537522145795,112.95049392677203 2022-05-26,116.38701909269165,112.93459678987232,113.27713425068643 2022-05-27,118.97289339029929,114.35439382301568,113.81418507783206 2022-05-31,119.74073835870583,115.39677298915274,114.26169311171026 2022-06-01,119.5363670925685,116.12110880188597,114.62714584878236 2022-06-02,119.832603673364,116.9004296197752,115.03185196194744 2022-06-03,119.76397663868669,117.51188847317039,115.39771473183659 2022-06-06,120.19414455594435,118.20106992755177,115.80588920799129 2022-06-07,120.99376017159105,118.98535664824867,116.26455957956384 2022-06-08,120.50428003742002,119.36437178272746,116.59832257063458 2022-06-09,117.91737059184898,118.93509118952647,116.65001742404891 2022-06-10,115.40347900926302,118.19370587479578,116.56947695456142 2022-06-13,114.07025334300246,117.54115561781641,116.48960635896731 2022-06-14,112.7910154141572,116.76570200817434,116.33883309751684 2022-06-15,112.26901726928449,116.12043701078689,116.20388066725637 2022-06-16,110.7593491353168,115.13190535058541,115.9215089714459 2022-06-17,109.66623466686022,114.16014191188361,115.60928583818196 2022-06-21,110.62415897250658,113.79822136980212,115.47968486510203 2022-06-22,111.03944001694896,113.42741332800097,115.3336111846441 2022-06-23,110.14740560187518,112.7286123292812,115.0577669045298 2022-06-24,113.17345516372822,113.26153346135966,115.19648082030749 2022-06-27,115.14798176612541,113.82592883976307,115.36386516208489 2022-06-28,115.54910679432706,114.10593576789704,115.44821065249005 2022-06-29,114.72415097109821,114.02416444888755,115.41227786429732 2022-06-30,115.6981522369565,114.43083944633437,115.54638917610137 2022-07-01,117.42236146349863,115.18133114695708,115.81517109429159 " 3225,US,technical,"What is the percentage of days with long alignment for the 5, 20, 60-day Triple Exponential Moving Average lines for Teledyne Technologies from October 25, 2019 to October 09, 2020? (Unit: %) (Smoothing factor alpha = 2 / (n + 1); Require 6n data points to warm up; Use the first data point as the initial value) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",23.5294,hard,moving average,TEMA = 3 * EMA1 - 3 * EMA2 + EMA3; EMA1 = EMA_n(P); EMA2 = EMA_n(EMA1); EMA3 = EMA_n(EMA2),"date,close,open 2018-05-22,196.58999633789065,199.75 2018-05-23,199.19000244140625,195.41000366210935 2018-05-24,201.4900054931641,199.0 2018-05-25,198.94000244140625,201.0 2018-05-29,198.00999450683597,197.63999938964844 2018-05-30,204.0500030517578,199.0 2018-05-31,201.4600067138672,203.25 2018-06-01,205.6000061035156,203.6199951171875 2018-06-04,205.2899932861328,205.8000030517578 2018-06-05,208.4600067138672,205.17999267578125 2018-06-06,210.3300018310547,209.3500061035156 2018-06-07,210.5399932861328,210.3500061035156 2018-06-08,213.7700042724609,210.19000244140625 2018-06-11,209.8699951171875,213.52999877929688 2018-06-12,208.8999938964844,210.44000244140625 2018-06-13,208.22000122070312,209.0 2018-06-14,206.75,208.83999633789065 2018-06-15,204.8800048828125,205.5800018310547 2018-06-18,204.97999572753903,204.08999633789065 2018-06-19,201.50999450683597,202.63999938964844 2018-06-20,201.4499969482422,202.22000122070312 2018-06-21,199.2700042724609,201.3699951171875 2018-06-22,202.02999877929688,200.97999572753903 2018-06-25,197.4600067138672,201.32000732421875 2018-06-26,199.7700042724609,197.38999938964844 2018-06-27,197.5,200.4600067138672 2018-06-28,198.8999938964844,197.27999877929688 2018-06-29,199.05999755859372,199.58999633789065 2018-07-02,200.16000366210935,197.16000366210935 2018-07-03,200.38999938964844,200.8999938964844 2018-07-05,200.4600067138672,201.82000732421875 2018-07-06,200.52999877929688,200.32000732421875 2018-07-09,204.5800018310547,201.6999969482422 2018-07-10,203.82000732421875,204.3600006103516 2018-07-11,200.2400054931641,201.82000732421875 2018-07-12,204.97000122070312,202.13999938964844 2018-07-13,207.75999450683597,204.63999938964844 2018-07-16,208.1000061035156,208.1300048828125 2018-07-17,209.47999572753903,208.0800018310547 2018-07-18,210.22999572753903,209.8500061035156 2018-07-19,210.9600067138672,209.17999267578125 2018-07-20,212.55999755859372,211.1000061035156 2018-07-23,208.91000366210935,212.0200042724609 2018-07-24,211.1499938964844,210.52999877929688 2018-07-25,214.6499938964844,210.0500030517578 2018-07-26,218.22999572753903,214.88999938964844 2018-07-27,217.57000732421875,218.52999877929688 2018-07-30,216.25,217.8999938964844 2018-07-31,219.4199981689453,216.9600067138672 2018-08-01,218.8800048828125,219.08999633789065 2018-08-02,226.77999877929688,226.0399932861328 2018-08-03,228.0,226.75999450683597 2018-08-06,226.3600006103516,228.9499969482422 2018-08-07,231.47999572753903,227.25999450683597 2018-08-08,232.6300048828125,231.58999633789065 2018-08-09,232.0,233.1699981689453 2018-08-10,231.4499969482422,230.97999572753903 2018-08-13,231.00999450683597,231.92999267578125 2018-08-14,232.9499969482422,231.97999572753903 2018-08-15,229.82000732421875,231.69000244140625 2018-08-16,232.8300018310547,231.2400054931641 2018-08-17,234.0,232.3699951171875 2018-08-20,233.94000244140625,234.7700042724609 2018-08-21,235.6699981689453,234.5 2018-08-22,233.42999267578125,235.63999938964844 2018-08-23,231.97999572753903,233.25999450683597 2018-08-24,232.8800048828125,232.97999572753903 2018-08-27,235.5500030517578,234.16000366210935 2018-08-28,237.1000061035156,237.2700042724609 2018-08-29,237.82000732421875,237.72000122070312 2018-08-30,236.19000244140625,237.44000244140625 2018-08-31,237.25999450683597,234.9900054931641 2018-09-04,239.57000732421875,236.57000732421875 2018-09-05,241.6000061035156,238.77999877929688 2018-09-06,242.58999633789065,242.1300048828125 2018-09-07,241.72999572753903,241.8800048828125 2018-09-10,242.83999633789065,242.7100067138672 2018-09-11,243.0500030517578,242.22000122070312 2018-09-12,243.22000122070312,242.8500061035156 2018-09-13,244.00999450683597,243.9499969482422 2018-09-14,247.5500030517578,244.07000732421875 2018-09-17,247.63999938964844,247.52999877929688 2018-09-18,247.7700042724609,248.0500030517578 2018-09-19,245.69000244140625,248.3000030517578 2018-09-20,246.1699981689453,246.97999572753903 2018-09-21,247.3999938964844,246.97000122070312 2018-09-24,243.7700042724609,247.3999938964844 2018-09-25,244.8999938964844,244.52999877929688 2018-09-26,243.1999969482422,245.25 2018-09-27,244.2899932861328,244.1499938964844 2018-09-28,246.67999267578125,244.1499938964844 2018-10-01,245.66000366210935,248.6100006103516 2018-10-02,242.75,245.3000030517578 2018-10-03,245.5,243.42999267578125 2018-10-04,242.72999572753903,245.2400054931641 2018-10-05,238.6699981689453,242.4499969482422 2018-10-08,238.33999633789065,237.57000732421875 2018-10-09,237.44000244140625,237.47000122070312 2018-10-10,225.3800048828125,236.97000122070312 2018-10-11,219.8600006103516,223.72000122070312 2018-10-12,221.5500030517578,223.3800048828125 2018-10-15,220.9499969482422,221.72000122070312 2018-10-16,227.6999969482422,221.1000061035156 2018-10-17,226.8500061035156,227.2899932861328 2018-10-18,225.52999877929688,226.3999938964844 2018-10-19,223.52999877929688,226.8999938964844 2018-10-22,225.9600067138672,224.33999633789065 2018-10-23,221.2899932861328,222.22000122070312 2018-10-24,219.97000122070312,221.0 2018-10-25,216.7899932861328,222.6199951171875 2018-10-26,216.05999755859372,213.8300018310547 2018-10-29,214.9499969482422,219.3600006103516 2018-10-30,214.8999938964844,215.3000030517578 2018-10-31,221.27999877929688,216.5200042724609 2018-11-01,227.13999938964844,223.6999969482422 2018-11-02,227.05999755859372,229.0 2018-11-05,226.52999877929688,227.4199981689453 2018-11-06,230.3699951171875,226.16000366210935 2018-11-07,235.08999633789065,232.1300048828125 2018-11-08,230.27999877929688,234.8800048828125 2018-11-09,225.9199981689453,229.63999938964844 2018-11-12,220.0800018310547,226.41000366210935 2018-11-13,221.07000732421875,220.5200042724609 2018-11-14,220.0200042724609,223.6000061035156 2018-11-15,226.8699951171875,219.5399932861328 2018-11-16,227.9199981689453,224.69000244140625 2018-11-19,217.2700042724609,227.33999633789065 2018-11-20,212.47000122070312,213.4199981689453 2018-11-21,214.92999267578125,213.66000366210935 2018-11-23,216.00999450683597,212.8999938964844 2018-11-26,217.5,218.3300018310547 2018-11-27,214.72999572753903,216.41000366210935 2018-11-28,221.13999938964844,214.97000122070312 2018-11-29,221.69000244140625,220.7700042724609 2018-11-30,224.5800018310547,222.2899932861328 2018-12-03,227.7100067138672,228.55999755859372 2018-12-04,215.1499938964844,228.0 2018-12-06,208.6699981689453,210.00999450683597 2018-12-07,204.0200042724609,206.55999755859372 2018-12-10,203.83999633789065,202.77999877929688 2018-12-11,201.2100067138672,207.52999877929688 2018-12-12,205.9900054931641,205.3800048828125 2018-12-13,204.1000061035156,206.47000122070312 2018-12-14,205.30999755859372,202.3300018310547 2018-12-17,200.2400054931641,205.05999755859372 2018-12-18,203.1100006103516,202.41000366210935 2018-12-19,198.27999877929688,203.50999450683597 2018-12-20,196.1499938964844,197.0200042724609 2018-12-21,196.3300018310547,196.42999267578125 2018-12-24,191.22000122070312,194.9600067138672 2018-12-26,197.9499969482422,191.88999938964844 2018-12-27,202.3600006103516,194.3999938964844 2018-12-28,202.7700042724609,203.4900054931641 2018-12-31,207.07000732421875,204.8000030517578 2019-01-02,205.7899932861328,205.0 2019-01-03,200.05999755859372,204.1499938964844 2019-01-04,205.80999755859372,203.3300018310547 2019-01-07,208.47999572753903,206.5 2019-01-08,212.0399932861328,211.57000732421875 2019-01-09,214.0399932861328,213.4199981689453 2019-01-10,216.47000122070312,213.72000122070312 2019-01-11,217.1100006103516,215.4499969482422 2019-01-14,216.0200042724609,214.07000732421875 2019-01-15,216.4600067138672,216.9199981689453 2019-01-16,219.02999877929688,216.6499938964844 2019-01-17,220.75,218.63999938964844 2019-01-18,225.13999938964844,223.0399932861328 2019-01-22,217.38999938964844,223.07000732421875 2019-01-23,220.4199981689453,220.1999969482422 2019-01-24,227.05999755859372,221.58999633789065 2019-01-25,221.25999450683597,227.8500061035156 2019-01-28,219.8300018310547,218.17999267578125 2019-01-29,221.97999572753903,219.9900054931641 2019-01-30,221.9499969482422,223.47999572753903 2019-01-31,224.22000122070312,221.6100006103516 2019-02-01,223.13999938964844,224.9900054931641 2019-02-04,225.6100006103516,223.6999969482422 2019-02-05,226.8800048828125,226.0 2019-02-06,226.8699951171875,226.4600067138672 2019-02-07,227.1199951171875,225.92999267578125 2019-02-08,228.69000244140625,225.3800048828125 2019-02-11,229.7700042724609,229.4499969482422 2019-02-12,232.22000122070312,231.2400054931641 2019-02-13,231.3500061035156,232.83999633789065 2019-02-14,232.44000244140625,229.05999755859372 2019-02-15,236.3800048828125,233.67999267578125 2019-02-19,235.4499969482422,234.83999633789065 2019-02-20,235.83999633789065,236.22999572753903 2019-02-21,233.2899932861328,235.27999877929688 2019-02-22,235.5500030517578,234.1499938964844 2019-02-25,235.3600006103516,237.50999450683597 2019-02-26,235.1499938964844,235.75 2019-02-27,237.0,234.88999938964844 2019-02-28,236.0399932861328,237.25 2019-03-01,235.8000030517578,237.30999755859372 2019-03-04,235.8600006103516,236.30999755859372 2019-03-05,232.38999938964844,236.0800018310547 2019-03-06,231.6999969482422,232.97000122070312 2019-03-07,230.5800018310547,231.57000732421875 2019-03-08,229.3699951171875,228.13999938964844 2019-03-11,227.25999450683597,228.91000366210935 2019-03-12,228.0800018310547,227.0 2019-03-13,229.58999633789065,229.0399932861328 2019-03-14,227.3999938964844,230.1199951171875 2019-03-15,228.25,227.8500061035156 2019-03-18,234.6999969482422,228.3000030517578 2019-03-19,232.72000122070312,235.0500030517578 2019-03-20,233.3800048828125,231.4499969482422 2019-03-21,237.0500030517578,232.7899932861328 2019-03-22,227.6100006103516,235.8500061035156 2019-03-25,229.22999572753903,226.66000366210935 2019-03-26,231.3500061035156,231.8000030517578 2019-03-27,229.8500061035156,231.08999633789065 2019-03-28,233.5800018310547,230.72999572753903 2019-03-29,237.00999450683597,234.92999267578125 2019-04-01,240.2100067138672,238.75 2019-04-02,240.77999877929688,242.0 2019-04-03,243.17999267578125,242.0 2019-04-04,244.3300018310547,243.9499969482422 2019-04-05,244.6300048828125,244.8699951171875 2019-04-08,247.58999633789065,243.7100067138672 2019-04-09,245.55999755859372,245.7899932861328 2019-04-10,247.0200042724609,245.8300018310547 2019-04-11,249.91000366210935,247.2899932861328 2019-04-12,251.7899932861328,251.00999450683597 2019-04-15,252.7100067138672,252.17999267578125 2019-04-16,253.2899932861328,253.72000122070312 2019-04-17,251.4600067138672,254.69000244140625 2019-04-18,252.42999267578125,255.0 2019-04-22,250.16000366210935,250.8500061035156 2019-04-23,252.72000122070312,250.7899932861328 2019-04-24,249.72000122070312,255.25 2019-04-25,247.72999572753903,249.02999877929688 2019-04-26,248.5500030517578,247.0 2019-04-29,250.91000366210935,249.0 2019-04-30,248.50999450683597,251.2400054931641 2019-05-01,245.3600006103516,249.38999938964844 2019-05-02,244.3800048828125,245.2100067138672 2019-05-03,249.1300048828125,247.72999572753903 2019-05-06,250.05999755859372,244.77999877929688 2019-05-07,250.33999633789065,247.5 2019-05-08,249.8699951171875,250.1699981689453 2019-05-09,247.8800048828125,247.9499969482422 2019-05-10,248.08999633789065,246.97000122070312 2019-05-13,241.0800018310547,243.02999877929688 2019-05-14,236.94000244140625,241.33999633789065 2019-05-15,239.0,235.44000244140625 2019-05-16,241.52999877929688,239.8500061035156 2019-05-17,240.6699981689453,240.0500030517578 2019-05-20,241.75999450683597,239.6699981689453 2019-05-21,246.6100006103516,243.44000244140625 2019-05-22,246.00999450683597,245.97000122070312 2019-05-23,237.7400054931641,242.8699951171875 2019-05-24,239.7400054931641,239.6499938964844 2019-05-28,236.6000061035156,240.57000732421875 2019-05-29,235.6000061035156,235.05999755859372 2019-05-30,236.9499969482422,235.8800048828125 2019-05-31,235.8000030517578,234.25999450683597 2019-06-03,236.05999755859372,235.05999755859372 2019-06-04,244.1499938964844,237.7100067138672 2019-06-05,250.6300048828125,244.77999877929688 2019-06-06,251.92999267578125,250.6300048828125 2019-06-07,251.55999755859372,253.3999938964844 2019-06-10,253.22000122070312,253.1699981689453 2019-06-11,251.2400054931641,256.2900085449219 2019-06-12,253.2899932861328,252.0399932861328 2019-06-13,254.75,254.5 2019-06-14,254.72000122070312,255.05999755859372 2019-06-17,254.83999633789065,255.0 2019-06-18,257.45001220703125,255.5500030517578 2019-06-19,261.4700012207031,257.5 2019-06-20,267.5599975585937,264.3699951171875 2019-06-21,264.760009765625,268.1000061035156 2019-06-24,266.2799987792969,265.42999267578125 2019-06-25,265.9700012207031,266.29998779296875 2019-06-26,265.54998779296875,267.3699951171875 2019-06-27,267.6499938964844,265.7300109863281 2019-06-28,273.8699951171875,268.4200134277344 2019-07-01,275.739990234375,276.1199951171875 2019-07-02,277.70001220703125,276.1000061035156 2019-07-03,277.95001220703125,278.3500061035156 2019-07-05,277.2099914550781,276.54998779296875 2019-07-08,274.4700012207031,275.6199951171875 2019-07-09,274.7799987792969,273.7900085449219 2019-07-10,271.8500061035156,276.0899963378906 2019-07-11,272.29998779296875,272.4800109863281 2019-07-12,278.04998779296875,272.8999938964844 2019-07-15,278.5,279.6099853515625 2019-07-16,280.5,278.32000732421875 2019-07-17,276.29998779296875,278.5899963378906 2019-07-18,276.4700012207031,276.1099853515625 2019-07-19,278.0899963378906,277.4599914550781 2019-07-22,280.5899963378906,278.8699951171875 2019-07-23,281.989990234375,281.6400146484375 2019-07-24,299.6400146484375,294.25 2019-07-25,296.260009765625,299.6400146484375 2019-07-26,296.17999267578125,295.4700012207031 2019-07-29,294.3599853515625,295.2099914550781 2019-07-30,295.1400146484375,292.79998779296875 2019-07-31,291.2799987792969,294.0899963378906 2019-08-01,288.6499938964844,291.0 2019-08-02,289.1199951171875,287.510009765625 2019-08-05,282.07000732421875,282.3399963378906 2019-08-06,289.0199890136719,284.6000061035156 2019-08-07,293.20001220703125,287.29998779296875 2019-08-08,299.0,294.82000732421875 2019-08-09,296.5799865722656,297.5 2019-08-12,293.2699890136719,295.2099914550781 2019-08-13,296.7699890136719,292.9700012207031 2019-08-14,289.9100036621094,291.8399963378906 2019-08-15,294.8099975585937,291.04998779296875 2019-08-16,300.8500061035156,298.010009765625 2019-08-19,303.3699951171875,304.8599853515625 2019-08-20,303.25,301.3999938964844 2019-08-21,305.6400146484375,304.8699951171875 2019-08-22,307.82000732421875,306.9200134277344 2019-08-23,302.67999267578125,307.0400085449219 2019-08-26,306.75,303.7699890136719 2019-08-27,306.19000244140625,308.9100036621094 2019-08-28,308.54998779296875,304.42999267578125 2019-08-29,310.8500061035156,312.010009765625 2019-08-30,308.5899963378906,313.0400085449219 2019-09-03,309.2799987792969,307.0299987792969 2019-09-04,315.8399963378906,312.0 2019-09-05,315.9800109863281,318.989990234375 2019-09-06,318.0199890136719,316.3500061035156 2019-09-09,311.8800048828125,318.5400085449219 2019-09-10,305.5799865722656,309.8999938964844 2019-09-11,307.8599853515625,305.9700012207031 2019-09-12,312.1700134277344,310.5799865722656 2019-09-13,314.760009765625,313.1499938964844 2019-09-16,319.1700134277344,314.5599975585937 2019-09-17,321.5599975585937,318.0 2019-09-18,321.6700134277344,321.94000244140625 2019-09-19,319.8099975585937,322.7099914550781 2019-09-20,318.79998779296875,320.8599853515625 2019-09-23,316.6000061035156,317.3800048828125 2019-09-24,315.1000061035156,318.45001220703125 2019-09-25,320.0,315.04998779296875 2019-09-26,318.9700012207031,320.5599975585937 2019-09-27,320.8900146484375,321.20001220703125 2019-09-30,321.989990234375,321.760009765625 2019-10-01,317.0400085449219,323.0 2019-10-02,315.5,315.0 2019-10-03,312.8999938964844,315.3599853515625 2019-10-04,318.3999938964844,315.0 2019-10-07,317.3399963378906,317.4200134277344 2019-10-08,314.0,313.989990234375 2019-10-09,320.67999267578125,316.989990234375 2019-10-10,325.75,319.70001220703125 2019-10-11,322.0,329.20001220703125 2019-10-14,324.5899963378906,322.44000244140625 2019-10-15,326.1400146484375,324.7099914550781 2019-10-16,321.8599853515625,325.7799987792969 2019-10-17,321.1099853515625,323.32000732421875 2019-10-18,319.9200134277344,321.1099853515625 2019-10-21,321.92999267578125,321.2900085449219 2019-10-22,311.6499938964844,320.6300048828125 2019-10-23,327.0599975585937,321.5 2019-10-24,333.5799865722656,329.7900085449219 2019-10-25,327.0400085449219,333.1400146484375 2019-10-28,328.44000244140625,327.239990234375 2019-10-29,329.6000061035156,327.739990234375 2019-10-30,336.07000732421875,329.760009765625 2019-10-31,329.6000061035156,335.4200134277344 2019-11-01,336.1499938964844,330.70001220703125 2019-11-04,336.1600036621094,338.1600036621094 2019-11-05,337.04998779296875,336.45001220703125 2019-11-06,339.42999267578125,338.3999938964844 2019-11-07,337.8500061035156,342.1400146484375 2019-11-08,340.8099975585937,336.25 2019-11-11,342.42999267578125,339.8800048828125 2019-11-12,342.6700134277344,342.5400085449219 2019-11-13,343.3399963378906,342.3599853515625 2019-11-14,343.20001220703125,343.54998779296875 2019-11-15,344.4700012207031,345.3099975585937 2019-11-18,345.6700134277344,344.75 2019-11-19,346.2699890136719,346.1000061035156 2019-11-20,346.4599914550781,346.69000244140625 2019-11-21,346.32000732421875,345.7699890136719 2019-11-22,349.760009765625,347.8900146484375 2019-11-25,340.8800048828125,351.0 2019-11-26,341.760009765625,341.489990234375 2019-11-27,346.4800109863281,343.44000244140625 2019-11-29,341.989990234375,345.0 2019-12-02,340.3599853515625,342.7099914550781 2019-12-03,340.8900146484375,337.8900146484375 2019-12-04,343.5799865722656,342.0 2019-12-05,345.2200012207031,344.1600036621094 2019-12-06,347.2900085449219,348.0 2019-12-09,342.3900146484375,347.29998779296875 2019-12-10,344.8900146484375,343.8599853515625 2019-12-11,348.6499938964844,345.19000244140625 2019-12-12,348.3099975585937,348.0799865722656 2019-12-13,347.7099914550781,347.2699890136719 2019-12-16,347.2099914550781,348.510009765625 2019-12-17,344.29998779296875,348.6000061035156 2019-12-18,337.6199951171875,344.7300109863281 2019-12-19,339.8900146484375,337.5400085449219 2019-12-20,342.2799987792969,341.510009765625 2019-12-23,347.6400146484375,345.3299865722656 2019-12-24,345.5799865722656,348.010009765625 2019-12-26,346.42999267578125,346.29998779296875 2019-12-27,347.82000732421875,346.9599914550781 2019-12-30,348.3699951171875,348.3099975585937 2019-12-31,346.5400085449219,348.0 2020-01-02,357.489990234375,348.7699890136719 2020-01-03,360.04998779296875,353.79998779296875 2020-01-06,358.6300048828125,359.3699951171875 2020-01-07,361.0899963378906,358.010009765625 2020-01-08,361.5499877929688,362.5799865722656 2020-01-09,366.1000061035156,363.8599853515625 2020-01-10,365.5499877929688,367.5400085449219 2020-01-13,369.8800048828125,367.3299865722656 2020-01-14,370.4400024414063,370.3599853515625 2020-01-15,375.010009765625,370.0400085449219 2020-01-16,377.5400085449219,376.7000122070313 2020-01-17,376.8800048828125,378.9400024414063 2020-01-21,383.3299865722656,377.6600036621094 2020-01-22,375.3800048828125,389.05999755859375 2020-01-23,368.1300048828125,370.5299987792969 2020-01-24,361.8699951171875,368.2000122070313 2020-01-27,370.4100036621094,353.3599853515625 2020-01-28,380.5299987792969,372.1000061035156 2020-01-29,376.1700134277344,381.4800109863281 2020-01-30,373.989990234375,374.0499877929688 2020-01-31,365.05999755859375,372.6700134277344 2020-02-03,369.3399963378906,367.3699951171875 2020-02-04,378.0,371.8800048828125 2020-02-05,379.8200073242188,380.8699951171875 2020-02-06,380.8200073242188,381.489990234375 2020-02-07,384.239990234375,380.3399963378906 2020-02-10,382.4100036621094,383.7699890136719 2020-02-11,386.9400024414063,385.1000061035156 2020-02-12,385.55999755859375,388.0 2020-02-13,392.0199890136719,385.1799926757813 2020-02-14,389.4800109863281,393.4800109863281 2020-02-18,388.6000061035156,389.8900146484375 2020-02-19,394.05999755859375,390.6099853515625 2020-02-20,392.1499938964844,392.8599853515625 2020-02-21,385.6600036621094,391.1099853515625 2020-02-24,370.05999755859375,379.7099914550781 2020-02-25,357.8399963378906,370.7799987792969 2020-02-26,355.1600036621094,358.0299987792969 2020-02-27,339.1700134277344,350.1400146484375 2020-02-28,337.32000732421875,328.5400085449219 2020-03-02,345.8999938964844,337.32000732421875 2020-03-03,353.42999267578125,347.010009765625 2020-03-04,365.7799987792969,359.4599914550781 2020-03-05,361.0299987792969,357.989990234375 2020-03-06,337.6199951171875,347.4200134277344 2020-03-09,303.8900146484375,308.489990234375 2020-03-10,315.8099975585937,311.69000244140625 2020-03-11,299.8299865722656,304.82000732421875 2020-03-12,274.25,280.67999267578125 2020-03-13,292.3399963378906,290.4700012207031 2020-03-16,254.8699951171875,288.7099914550781 2020-03-17,260.8900146484375,257.5799865722656 2020-03-18,201.17999267578125,239.80999755859372 2020-03-19,226.2400054931641,199.16000366210935 2020-03-20,233.66000366210935,226.72000122070312 2020-03-23,234.3999938964844,231.0800018310547 2020-03-24,265.6199951171875,246.55999755859372 2020-03-25,286.7900085449219,269.45001220703125 2020-03-26,305.5299987792969,292.2300109863281 2020-03-27,282.2300109863281,293.5400085449219 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2019-09-17,321.1181396772382,317.73180296486544,320.0545018764782 2019-09-18,322.4498801098788,319.3362306466005,321.1731710477167 2019-09-19,321.40517357934107,320.1013996291228,322.014898471528 2019-09-20,319.9840299699294,320.3983000014723,322.6783366345567 2019-09-23,317.6766986399924,320.0050606212637,323.0617872255135 2019-09-24,315.5873267649563,319.2332504424532,323.2501378086689 2019-09-25,318.2009860801504,319.81888000872743,323.8654367424724 2019-09-26,318.69456186463646,319.98192840084914,324.3160674512918 2019-09-27,320.25109991199326,320.5658590408792,324.89359807276406 2019-09-30,321.66342394112496,321.28314560631327,325.512001316721 2019-10-01,318.70675637072566,320.5404019679592,325.59300200706565 2019-10-02,316.27666695924006,319.4905097493156,325.4961042542725 2019-10-03,313.4586727612629,317.9222677003142,325.1324533028627 2019-10-04,316.26157172889003,318.0403639157471,325.29083607544504 2019-10-07,316.8920751819158,317.8434278833679,325.3138558358646 2019-10-08,314.8527739368372,316.7993831987743,324.99370817265986 2019-10-09,318.70472136169974,317.6658725504109,325.30675121290767 2019-10-10,323.97562640694576,319.6805389763971,326.0594208817748 2019-10-11,323.47392446510935,320.34106493163097,326.3840768293862 2019-10-14,324.82655821405115,321.5320961314207,326.9118292677178 2019-10-15,326.3088245279252,322.884592316091,327.5307970094869 2019-10-16,323.73818751126834,322.85239706124344,327.680335703616 2019-10-17,321.93804611961684,322.601122188628,327.72689965982164 2019-10-18,320.2981798176253,322.0594782539172,327.635670596763 2019-10-21,321.0602530430469,322.11437035137243,327.7205669696031 2019-10-22,314.2412527681307,319.473121531981,326.8010462119213 2019-10-23,322.2608898999446,321.2967496485557,327.3875807461269 2019-10-24,330.5149897837674,324.4726363041945,328.5375149331097 2019-10-25,329.31214703552445,325.35580807435247,328.97141715396623 2019-10-28,329.42677984475904,326.4125778806917,329.4910207982942 2019-10-29,330.05958821747845,327.5461722922531,330.0680695806813 2019-10-30,334.7022537395657,330.1163521002704,331.2042763694933 2019-10-31,331.9515086795488,330.49882436754865,331.6319097628364 2019-11-01,335.1209936529426,332.46256791218775,332.6357003925669 2019-11-04,336.3569518755338,334.02125428375894,333.5560178823527 2019-11-05,337.31412163593365,335.4705608465881,334.48177471633403 2019-11-06,339.2100192978091,337.2124307459535,335.55423760855103 2019-11-07,338.7310543481973,338.1620679276569,336.3868293848051 2019-11-08,340.4251442883773,339.63774066823146,337.42689409816666 2019-11-11,342.16259247199866,341.1942992706386,338.53333315930917 2019-11-12,342.92124738698357,342.45552845567687,339.57025349574565 2019-11-13,343.54868977442425,343.5837067088325,340.5827866559736 2019-11-14,343.57057720715454,344.39137735393143,341.4951848701748 2019-11-15,344.34955294222414,345.3021919749724,342.44790697777546 2019-11-18,345.43536898548746,346.27968275107895,343.4315276265942 2019-11-19,346.2281496307288,347.156070135202,344.3867616027395 2019-11-20,346.5971684625455,347.84343414257074,345.27623868512234 2019-11-21,346.55692317877765,348.29134409974927,346.07264714573074 2019-11-22,348.8800313825717,349.4737534325189,347.12261009437384 2019-11-25,343.55591465253923,348.0625287785386,347.23712177817305 2019-11-26,341.8131038201761,347.06526758603576,347.40548270414587 2019-11-27,344.51166311940375,347.4138264256136,347.99007000011943 2019-11-29,342.6420366737985,346.4809574172431,348.0877360863399 2019-12-02,340.72796611601365,345.24628827494007,348.00232564159217 2019-12-03,340.3807687240429,344.3340427718571,347.9516930644014 2019-12-04,342.2640797759586,344.25459184378315,348.13967510589185 2019-12-05,344.32729498411015,344.5896023740155,348.4513688323019 2019-12-06,346.6697470962738,345.37690290666853,348.91999953034633 2019-12-09,344.1424592073918,344.7257343584866,348.87228365164674 2019-12-10,344.69963714860864,344.81821308101325,349.04609219725614 2019-12-11,347.5681285811212,345.8496720667535,349.54744728163905 2019-12-12,348.50748119221396,346.58512172569334,349.9652249003022 2019-12-13,348.35327001090934,347.0079833619423,350.2801851234092 2019-12-16,347.80601300057873,347.1998108432581,350.5086540566154 2019-12-17,345.43654640930447,346.5778296747772,350.42708661323337 2019-12-18,339.69197663212344,344.3150296764349,349.697057665215 2019-12-19,338.92627591572744,343.0399777850918,349.2128686677041 2019-12-20,340.5429478047055,342.61521812836787,348.9708993667778 2019-12-23,345.2203537876863,343.6619808182247,349.2388247976908 2019-12-24,345.84972154307354,343.98743676361596,349.277951461731 2019-12-26,346.62023143926024,344.47402274989935,349.3802530959003 2019-12-27,347.82613148980784,345.23095819978903,349.59336502297606 2019-12-30,348.6174126144522,345.98861728080806,349.8304451346224 2019-12-31,347.5393257699978,346.1262899196864,349.8636434845388 2020-01-02,354.6687144033246,349.069700484618,350.9226510985056 2020-01-03,359.4209005388692,352.1263523470186,352.142789907585 2020-01-06,360.1229577235589,354.22878626764935,353.13445154052494 2020-01-07,361.74987593891365,356.54487281105867,354.2812275628342 2020-01-08,362.43496161065207,358.5080564160166,355.38239611392044 2020-01-09,365.62801826648956,361.2350090907993,356.82974430661613 2020-01-10,366.34454868128984,363.25551187379926,358.115064450374 2020-01-13,369.4035998632519,365.95499295863254,359.71268713535756 2020-01-14,370.8509088755209,368.22446992412546,361.2430713934953 2020-01-15,374.3972609092523,371.1738877515751,363.09151596796517 2020-01-16,377.4180765617974,374.1423922807429,365.0426062793019 2020-01-17,377.9156283785712,376.2894113759369,366.7852444458951 2020-01-21,382.33040608962557,379.6010869445311,369.00870998157734 2020-01-22,378.3372027372156,380.1236617849607,370.3106208104952 2020-01-23,371.2099681765902,378.5420838910539,370.8162941585859 2020-01-24,363.7048907795946,375.5054286501063,370.67116747952366 2020-01-27,366.75752386284387,375.1358151241453,371.3261107230492 2020-01-28,375.6081397885369,377.3742602513219,372.88019005490156 2020-01-29,376.4984500536569,377.99225973783393,373.89705053042064 2020-01-30,375.19084660687184,377.8470857077075,374.6184080040925 2020-01-31,368.2113718837994,375.33077303016665,374.4208102891119 2020-02-03,368.2248552141348,374.31224296887876,374.62104700269003 2020-02-04,374.5399869321436,375.6697778602667,375.61078840527335 2020-02-05,378.64502136711644,377.20113660586037,376.68820720862027 2020-02-06,380.96927353384416,378.65816992801416,377.7693710234684 2020-02-07,384.1199844328047,380.67804049301003,379.08408702700746 2020-02-10,383.8954049455352,381.7918529717591,380.11730586793226 2020-02-11,386.67505315128216,383.80969752375785,381.49215279363244 2020-02-12,386.64955895958565,385.03095834084917,382.6237987766926 2020-02-13,390.91842236054026,387.62984975662823,384.27371008620247 2020-02-14,390.73524515435344,389.01694787826517,385.55147333634727 2020-02-18,389.74356146567914,389.8374203463387,386.63858304778375 2020-02-19,392.96039906733415,391.8382160923596,388.1504314161985 2020-02-20,392.8601973564445,392.8917333080945,389.3578486343817 2020-02-21,388.05870392363255,391.97960577398857,389.8441906465973 2020-02-24,374.92688407743134,387.10121672697994,388.78891994710597 2020-02-25,360.88518612553645,379.8740049429922,386.6138908820792 2020-02-26,353.6467409454445,373.23527766349144,384.30090322145367 2020-02-27,340.29564757305513,363.6654911306699,380.59417657627176 2020-02-28,334.35790978469277,355.40754722484485,376.93186337648996 2020-03-02,339.1258358794979,350.9740654708316,374.30668988363453 2020-03-03,347.56613695053045,349.42801500641735,372.5543670725704 2020-03-04,360.4675816753804,351.50538666175316,372.0791562032856 2020-03-05,362.7112997342424,352.1053127156882,371.1723237609866 2020-03-06,346.7906025977354,346.64257672053486,368.08657655170634 2020-03-09,315.94432642238064,333.5478226812739,361.9819362404631 2020-03-10,311.6056217307566,326.089179685094,357.4010744992219 2020-03-11,299.85861618272304,316.0534308215158,351.5942877992025 2020-03-12,278.0625139434816,301.45358046599614,343.7306943280646 2020-03-13,282.8974190186347,294.49666133022464,338.10382230041625 2020-03-16,260.3114470960213,279.42631706027294,329.2863030962362 2020-03-17,256.1445018859822,269.03476311911163,321.62777514783124 2020-03-18,213.99739708623406,245.47143901538823,308.8033524613821 2020-03-19,215.22183153360692,233.1798457995685,299.22063247323086 2020-03-20,223.47142369232336,225.60706775230204,290.9989885826874 2020-03-23,229.26407262790292,220.18564407892268,283.42046292795766 2020-03-24,254.65790576034487,224.43239171754254,279.34917387498837 2020-03-25,280.7037748736449,233.95601064682882,277.60570803248635 2020-03-26,304.1941288404764,247.10001242430093,277.8098596896046 2020-03-27,296.1615057747282,252.21467308317813,275.8347344497222 2020-03-30,299.9645415223144,260.13830371875525,275.2896732030846 2020-03-31,301.6042163574037,267.3854995149024,275.01085787151186 2020-04-01,286.9906053539848,268.3019574555936,272.882056932998 2020-04-02,290.7528727125077,273.21290575892334,272.4030802098293 2020-04-03,289.5895207751512,276.4112994186853,271.6498169593273 2020-04-06,302.73353742291386,284.2443398911727,272.86655172842376 2020-04-07,312.9166983052346,292.47857413202644,274.6946655577716 2020-04-08,327.0104001236257,303.05573983959124,277.85042334771083 2020-04-09,330.8536680313347,311.195771621503,280.66775419800445 2020-04-13,325.173946978799,315.48701881843175,282.50424070966585 2020-04-14,325.613137537807,320.2766364683076,284.7713204646032 2020-04-15,317.4624718018236,321.1658917808132,285.86596032687817 2020-04-16,308.42895574581314,319.8116637855296,286.2141187971453 2020-04-17,313.3644370434671,321.76048409309783,287.7462690570737 2020-04-20,315.58841797390176,323.12254769429194,289.176127291322 2020-04-21,307.61281543273293,320.7586010180832,289.3190531862334 2020-04-22,308.79019012183784,320.3484488910916,290.08995576344415 2020-04-23,312.00983235340993,320.7746716838424,291.1629089443614 2020-04-24,314.6402709576706,321.40004304536444,292.3373992441715 2020-04-27,318.54821598225345,322.8153822836282,293.8349534677786 2020-04-28,324.3337955823298,325.41092660373147,295.82937571145675 2020-04-29,335.52893658622514,330.71745771991823,298.92935158999916 2020-04-30,330.78378829215563,331.5745560814608,300.6202456832222 2020-05-01,323.997865984841,330.6210577322288,301.6666008214377 2020-05-04,319.4848397500757,329.2198338615181,302.48555783131695 2020-05-05,318.45252611741716,328.26910651555204,303.3858174752412 2020-05-06,316.5849910405717,326.7865108990093,304.02620338656266 2020-05-07,318.3584228161027,326.3512151316723,304.9622459548233 2020-05-08,328.1050230043207,329.14611552381564,307.0410324678631 2020-05-11,333.6695436815855,331.84697085189936,309.1834666939861 2020-05-12,329.23564318739807,331.56641920566767,310.32161328310264 2020-05-13,322.7978021778714,329.7080517250977,310.8357927926855 2020-05-14,316.56537821386326,326.85721659256524,310.8711057485869 2020-05-15,314.3097914214369,324.5419831696167,310.9462658071406 2020-05-18,324.327307830767,326.5137667160745,312.46413549106865 2020-05-19,327.231674440401,327.4700762696309,313.66922660063426 2020-05-20,331.98022163655367,329.5407945894228,315.2962787887277 2020-05-21,338.16111160096824,332.79118116265124,317.41686202421266 2020-05-22,339.784280325629,335.1420232836865,319.3172345514062 2020-05-26,349.4097372766398,340.45729101839055,322.3719907182402 2020-05-27,359.8807557964486,347.2314295852904,326.1555911042911 2020-05-28,369.64423663490805,354.87222576212827,330.5082082322954 2020-05-29,375.8259130878841,362.0602361802822,334.9753740562382 2020-06-01,371.0990063398037,365.4310553361501,338.29329229463247 2020-06-02,364.4483981574509,366.6297711915991,340.88942663144184 2020-06-03,364.85618366861326,368.7887884015107,343.81342923948296 2020-06-04,370.0638325520489,372.2604245478911,347.23465343128305 2020-06-05,375.298208107066,376.0509028857366,350.8430371082767 2020-06-08,379.6938797165397,379.8355307815797,354.52914236834545 2020-06-09,371.15128405900145,379.01157786025516,356.59927973640197 2020-06-10,364.1538939894066,377.01921098469455,358.1096157170721 2020-06-11,347.1079797498946,369.98744738519275,357.58975607499826 2020-06-12,334.4059579530536,361.9270290407537,356.29367543040996 2020-06-15,331.26909215976417,355.7149944955927,355.24125480048036 2020-06-16,333.09520444321777,351.30754180728627,354.5083337437699 2020-06-17,330.70634179022153,346.1460410222059,353.24439218211273 2020-06-18,327.12732519567743,340.72788176678245,351.60649111238587 2020-06-19,321.37996414982285,334.5483429712589,349.40685607372114 2020-06-22,322.79832998085374,330.76424922824475,347.7796762112072 2020-06-23,318.0092661930412,325.54452816704793,345.4342837943514 2020-06-24,309.6944288759247,318.9162373500964,342.32531719688217 2020-06-25,307.2378800233656,313.84651578018713,339.4891185935959 2020-06-26,300.25332244080346,307.4346598063773,335.9405008124442 2020-06-29,301.78561021075274,303.81963921467207,333.1486373707396 2020-06-30,307.40802090232256,302.6595458074193,331.121227240919 2020-07-01,305.4165705997073,300.15798374580606,328.5801013431059 2020-07-02,300.60523136156945,296.8224097961918,325.65705885121287 2020-07-06,303.1385164664197,295.942425824211,323.5282662339864 2020-07-07,298.91756470511575,293.394937831526,320.7946643598495 2020-07-08,300.88864944046486,292.87316264459685,318.7417001333832 2020-07-09,293.9297284094133,289.7088561867153,315.75003497175277 2020-07-10,294.94241551714174,288.75325405424286,313.4864126080008 2020-07-13,295.1577348838086,287.98949366431174,311.3126075797238 2020-07-14,300.7036478729415,289.5080930719835,310.00647568589903 2020-07-15,316.2869784231003,295.77640105167234,310.57515282774756 2020-07-16,323.455447423459,301.3312896619582,311.22082695984096 2020-07-17,328.17489059836385,306.8688457207957,312.16059026594434 2020-07-20,328.36014929473265,311.1031810578733,312.9150403121906 2020-07-21,331.03982493946853,315.8557515103067,314.0882591755873 2020-07-22,336.57794668813744,321.6018780720381,315.87127858146107 2020-07-23,327.80394722117825,322.3917137614058,316.1174398910195 2020-07-24,314.4857678578882,319.6751130178157,315.13344406716925 2020-07-27,307.6075124648255,316.99401305673575,314.0627599128287 2020-07-28,302.68369112875035,313.879609494974,312.7364257336075 2020-07-29,301.0501783291332,311.2738731016325,311.4828079498037 2020-07-30,301.4043308097999,309.3036521844606,310.3731216190542 2020-07-31,303.9228637789442,308.38804198630993,309.59096238732906 2020-08-03,308.1444312579679,308.6886758896479,309.243188942809 2020-08-04,313.45412027045256,310.19409573948235,309.3790624691426 2020-08-05,321.0609495499974,313.43579423615216,310.24515381997463 2020-08-06,323.28810090357234,315.8197660848545,310.96297585083676 2020-08-07,325.2791028865877,318.32062923491645,311.8478022908942 2020-08-10,329.35398316229197,321.70008676213604,313.18030447140006 2020-08-11,331.90267724547834,324.88603868335304,314.6013843755119 2020-08-12,332.68978512073807,327.50314473337124,315.9595693996509 2020-08-13,332.84162463377146,329.672473529101,317.26924550807155 2020-08-14,332.9724652435295,331.52511611427053,318.55439466421774 2020-08-17,331.5093815941817,332.4940574846602,319.5891025112023 2020-08-18,323.4703907568091,330.5340801441401,319.58063877652455 2020-08-19,317.7564202465133,328.01987621653313,319.2696804792221 2020-08-20,313.04545566086944,324.95630605434764,318.63486151981215 2020-08-21,309.0572860183649,321.51292322538717,317.7163695026989 2020-08-24,312.4618070872633,320.3615101604822,317.48087374173923 2020-08-25,316.02365485532926,319.9998840338629,317.48111498884043 2020-08-26,319.31076613056496,320.2581849985485,317.6904686901959 2020-08-27,321.3771967240931,320.6925295099477,317.9734761106394 2020-08-28,318.5055557542375,319.69247572374053,317.74649890897456 2020-08-31,315.15840303424983,318.1349206282393,317.26789429260043 2020-09-01,314.63933620592593,317.19413795770004,316.94522061598656 2020-09-02,320.0994535093681,318.48435040893173,317.3995991206367 2020-09-03,319.63601337403554,318.49212515151464,317.4406422798706 2020-09-04,318.8484721701487,318.33081113160995,317.4192954796632 2020-09-08,314.7884012676808,316.85899385949057,316.9093330562458 2020-09-09,312.747646257502,315.55323285752695,316.39539579541486 2020-09-10,308.865124769998,313.339932697018,315.4925786806365 2020-09-11,311.0643901757847,312.90303145746606,315.14762941298625 2020-09-14,318.2619932827127,314.78705669966917,315.6408779471209 2020-09-15,319.87817530152563,315.78758215635116,315.8988384923668 2020-09-16,321.96202737699895,317.20496264189546,316.3579489342052 2020-09-17,324.64411952926355,319.1118973643859,317.0620102299612 2020-09-18,325.83055079335065,320.7773804448571,317.76252985975094 2020-09-21,317.2736079052636,318.892503507419,317.23243093616765 2020-09-22,316.3980848693251,318.43670352955206,317.1412824545438 2020-09-23,310.73557639661794,316.06048432224156,316.3245842168486 2020-09-24,308.7073968827585,314.20015144234145,315.5926644461509 2020-09-25,309.97196261008395,313.3566477491382,315.15465566792784 2020-09-28,313.2205338593131,313.5722477438216,315.07282715568 2020-09-29,312.35174401005474,312.8759651640845,314.6714325712822 2020-09-30,310.7889110619965,311.8794420552853,314.13486651605064 2020-10-01,308.4419618335139,310.451084196602,313.4026174513805 2020-10-02,308.9884794049088,309.84660981260436,312.91783111436865 2020-10-05,313.3836449946849,310.8668870291515,313.01224752250477 2020-10-06,314.8636101231081,311.56446516243017,313.0432599042989 2020-10-07,317.4963512575352,312.9382456030011,313.3621920944127 2020-10-08,323.8378611601151,316.059416732091,314.39090067447745 2020-10-09,326.05129474394016,318.5254756294132,315.3226354862358 " 3226,US,technical,"From November 29, 2022 to May 27, 2023, what proportion of days had the 5, 10, 20-day Triple Exponential Moving Average lines of PTC Inc. in short alignment? (Unit: %) (Smoothing factor alpha = 2 / (n + 1); Require 6n data points to warm up; Use the first data point as the initial value) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",28.3422,hard,moving average,TEMA = 3 * EMA1 - 3 * EMA2 + EMA3; EMA1 = EMA_n(P); EMA2 = EMA_n(EMA1); EMA3 = EMA_n(EMA2),"date,close,open 2022-06-08,115.5199966430664,117.43000030517578 2022-06-09,113.02999877929688,114.29000091552734 2022-06-10,109.08999633789062,110.86000061035156 2022-06-13,102.44000244140624,105.1999969482422 2022-06-14,99.88999938964844,102.91999816894533 2022-06-15,103.41999816894533,101.23999786376952 2022-06-16,100.27999877929688,100.6500015258789 2022-06-17,103.91000366210938,100.16999816894533 2022-06-21,106.13999938964844,104.93000030517578 2022-06-22,105.33999633789062,105.0500030517578 2022-06-23,108.51000213623048,106.22000122070312 2022-06-24,112.44000244140624,109.0500030517578 2022-06-27,112.19000244140624,112.1500015258789 2022-06-28,106.38999938964844,112.48999786376952 2022-06-29,107.0999984741211,106.62999725341795 2022-06-30,106.33999633789062,105.94000244140624 2022-07-01,107.0,106.25 2022-07-05,107.0999984741211,105.6500015258789 2022-07-06,105.73999786376952,107.36000061035156 2022-07-07,107.38999938964844,105.9000015258789 2022-07-08,106.9000015258789,106.7300033569336 2022-07-11,105.33000183105467,105.77999877929688 2022-07-12,103.1999969482422,105.58999633789062 2022-07-13,100.63999938964844,100.88999938964844 2022-07-14,100.26000213623048,99.75 2022-07-15,102.23999786376952,101.58999633789062 2022-07-18,102.41000366210938,103.47000122070312 2022-07-19,107.58999633789062,103.45999908447266 2022-07-20,110.88999938964844,107.72000122070312 2022-07-21,112.54000091552734,111.05999755859376 2022-07-22,111.18000030517578,112.52999877929688 2022-07-25,111.18000030517578,111.30999755859376 2022-07-26,111.27999877929688,110.87000274658205 2022-07-27,117.33999633789062,112.66000366210938 2022-07-28,125.80999755859376,118.97000122070312 2022-07-29,123.37999725341795,125.58999633789062 2022-08-01,122.19000244140624,122.31999969482422 2022-08-02,120.58999633789062,121.25 2022-08-03,121.72000122070312,121.08000183105467 2022-08-04,120.8499984741211,121.5999984741211 2022-08-05,120.3000030517578,119.11000061035156 2022-08-08,119.33000183105467,120.75 2022-08-09,119.87999725341795,118.87000274658205 2022-08-10,123.0199966430664,121.93000030517578 2022-08-11,124.0500030517578,123.93000030517578 2022-08-12,125.02999877929688,124.4000015258789 2022-08-15,125.16000366210938,124.91000366210938 2022-08-16,123.94000244140624,124.19000244140624 2022-08-17,122.47000122070312,122.58000183105467 2022-08-18,122.08999633789062,122.5 2022-08-19,119.5,120.9499969482422 2022-08-22,116.52999877929688,118.05999755859376 2022-08-23,114.66999816894533,116.19000244140624 2022-08-24,115.70999908447266,115.41999816894533 2022-08-25,119.31999969482422,116.75 2022-08-26,114.58999633789062,119.36000061035156 2022-08-29,114.5199966430664,113.22000122070312 2022-08-30,114.18000030517578,115.3000030517578 2022-08-31,114.88999938964844,115.31999969482422 2022-09-01,114.93000030517578,113.95999908447266 2022-09-02,115.0500030517578,115.72000122070312 2022-09-06,114.70999908447266,115.0500030517578 2022-09-07,118.51000213623048,115.0 2022-09-08,119.58999633789062,117.4499969482422 2022-09-09,119.97000122070312,120.75 2022-09-12,120.87999725341795,120.8499984741211 2022-09-13,117.16000366210938,117.3000030517578 2022-09-14,117.1500015258789,117.47000122070312 2022-09-15,114.98999786376952,116.08000183105467 2022-09-16,114.9000015258789,114.01000213623048 2022-09-19,114.72000122070312,113.31999969482422 2022-09-20,112.33000183105467,114.0199966430664 2022-09-21,111.75,113.36000061035156 2022-09-22,109.33999633789062,111.4000015258789 2022-09-23,106.04000091552734,108.77999877929688 2022-09-26,105.16999816894533,106.12999725341795 2022-09-27,104.23999786376952,106.8499984741211 2022-09-28,106.19000244140624,104.88999938964844 2022-09-29,105.66999816894533,105.18000030517578 2022-09-30,104.5999984741211,105.86000061035156 2022-10-03,107.4800033569336,105.81999969482422 2022-10-04,111.83999633789062,109.31999969482422 2022-10-05,112.2699966430664,110.45999908447266 2022-10-06,112.16999816894533,112.0500030517578 2022-10-07,110.16999816894533,110.20999908447266 2022-10-10,107.13999938964844,110.26000213623048 2022-10-11,107.16999816894533,106.77999877929688 2022-10-12,105.69000244140624,107.12000274658205 2022-10-13,108.16999816894533,103.05999755859376 2022-10-14,105.56999969482422,109.69000244140624 2022-10-17,108.38999938964844,108.6999969482422 2022-10-18,111.23999786376952,111.04000091552734 2022-10-19,108.62000274658205,110.13999938964844 2022-10-20,108.20999908447266,108.91000366210938 2022-10-21,112.38999938964844,108.7300033569336 2022-10-24,112.18000030517578,113.13999938964844 2022-10-25,115.36000061035156,112.4800033569336 2022-10-26,114.95999908447266,114.73999786376952 2022-10-27,113.5199966430664,115.66000366210938 2022-10-28,116.94000244140624,114.05999755859376 2022-10-31,117.83000183105467,116.06999969482422 2022-11-01,118.0199966430664,119.08000183105467 2022-11-02,115.7300033569336,118.9800033569336 2022-11-03,123.16999816894533,114.0999984741211 2022-11-04,124.23999786376952,124.16000366210938 2022-11-07,125.20999908447266,124.43000030517578 2022-11-08,125.4499969482422,125.29000091552734 2022-11-09,125.83000183105467,124.97000122070312 2022-11-10,129.77000427246094,130.25 2022-11-11,131.9199981689453,130.0 2022-11-14,130.2899932861328,131.10000610351562 2022-11-15,132.00999450683594,131.83999633789062 2022-11-16,129.8300018310547,130.30999755859375 2022-11-17,123.87000274658205,128.00999450683594 2022-11-18,123.3000030517578,125.47000122070312 2022-11-21,123.20999908447266,123.02999877929688 2022-11-22,124.95999908447266,123.97000122070312 2022-11-23,124.18000030517578,124.33000183105467 2022-11-25,124.62999725341795,124.0 2022-11-28,122.58000183105467,124.08999633789062 2022-11-29,123.06999969482422,122.58000183105467 2022-11-30,127.20999908447266,122.81999969482422 2022-12-01,127.48999786376952,127.43000030517578 2022-12-02,126.47000122070312,125.33000183105467 2022-12-05,123.33000183105467,125.08000183105467 2022-12-06,121.26000213623048,123.0199966430664 2022-12-07,121.63999938964844,121.26000213623048 2022-12-08,121.76000213623048,122.36000061035156 2022-12-09,121.19000244140624,120.5199966430664 2022-12-12,124.08999633789062,121.26000213623048 2022-12-13,127.05999755859376,128.24000549316406 2022-12-14,127.3000030517578,127.4800033569336 2022-12-15,123.58000183105467,125.8000030517578 2022-12-16,123.51000213623048,123.12000274658205 2022-12-19,122.5,123.55999755859376 2022-12-20,122.19000244140624,122.3000030517578 2022-12-21,123.70999908447266,122.44000244140624 2022-12-22,122.1500015258789,122.25 2022-12-23,121.25,121.3000030517578 2022-12-27,120.62000274658205,121.33000183105467 2022-12-28,118.87000274658205,120.27999877929688 2022-12-29,121.12000274658205,119.4000015258789 2022-12-30,120.04000091552734,119.95999908447266 2023-01-03,119.6500015258789,121.25 2023-01-04,121.97000122070312,120.44000244140624 2023-01-05,120.0500030517578,120.7699966430664 2023-01-06,122.69000244140624,121.37999725341795 2023-01-09,125.95999908447266,123.87000274658205 2023-01-10,127.4000015258789,125.5999984741211 2023-01-11,127.20999908447266,128.05999755859375 2023-01-12,131.08999633789062,127.25 2023-01-13,129.69000244140625,129.8000030517578 2023-01-17,130.22999572753906,129.9499969482422 2023-01-18,129.3800048828125,131.24000549316406 2023-01-19,127.56999969482422,128.99000549316406 2023-01-20,129.9499969482422,127.5199966430664 2023-01-23,134.97999572753906,132.6999969482422 2023-01-24,133.6199951171875,134.49000549316406 2023-01-25,134.08999633789062,132.41000366210938 2023-01-26,135.77000427246094,136.2100067138672 2023-01-27,135.08999633789062,135.42999267578125 2023-01-30,133.27999877929688,134.1999969482422 2023-01-31,134.8800048828125,134.02999877929688 2023-02-01,138.11000061035156,134.55999755859375 2023-02-02,132.30999755859375,136.0 2023-02-03,130.5500030517578,129.3300018310547 2023-02-06,131.35000610351562,128.9499969482422 2023-02-07,135.22999572753906,131.14999389648438 2023-02-08,134.5500030517578,134.66000366210938 2023-02-09,135.02000427246094,136.19000244140625 2023-02-10,132.77999877929688,134.60000610351562 2023-02-13,133.7899932861328,133.50999450683594 2023-02-14,134.36000061035156,133.64999389648438 2023-02-15,133.38999938964844,134.16000366210938 2023-02-16,131.4600067138672,131.08999633789062 2023-02-17,130.2899932861328,130.6300048828125 2023-02-21,129.44000244140625,129.1999969482422 2023-02-22,128.4600067138672,130.0399932861328 2023-02-23,130.16000366210938,129.67999267578125 2023-02-24,126.98999786376952,127.86000061035156 2023-02-27,126.3000030517578,128.25 2023-02-28,125.33000183105467,126.58000183105467 2023-03-01,123.80999755859376,125.5199966430664 2023-03-02,124.66999816894533,123.0 2023-03-03,124.83999633789062,124.70999908447266 2023-03-06,124.69000244140624,124.36000061035156 2023-03-07,121.95999908447266,124.04000091552734 2023-03-08,122.66000366210938,121.52999877929688 2023-03-09,120.55999755859376,122.79000091552734 2023-03-10,118.37999725341795,120.45999908447266 2023-03-13,117.33000183105467,117.30999755859376 2023-03-14,119.95999908447266,118.66999816894533 2023-03-15,117.5199966430664,118.22000122070312 2023-03-16,119.47000122070312,117.16999816894533 2023-03-17,118.70999908447266,119.5199966430664 2023-03-20,119.12000274658205,118.5500030517578 2023-03-21,120.38999938964844,119.66999816894533 2023-03-22,118.56999969482422,119.6999969482422 2023-03-23,119.9800033569336,119.0999984741211 2023-03-24,121.6999969482422,119.61000061035156 2023-03-27,123.16999816894533,122.16000366210938 2023-03-28,123.23999786376952,122.83000183105467 2023-03-29,124.70999908447266,124.25 2023-03-30,125.68000030517578,125.75 2023-03-31,128.22999572753906,126.38999938964844 2023-04-03,128.07000732421875,127.26000213623048 2023-04-04,127.5999984741211,127.87999725341795 2023-04-05,126.13999938964844,127.4499969482422 2023-04-06,125.29000091552734,125.33000183105467 2023-04-10,126.33999633789062,124.22000122070312 2023-04-11,126.01000213623048,126.01000213623048 2023-04-12,126.38999938964844,127.27999877929688 2023-04-13,128.4600067138672,126.73999786376952 2023-04-14,127.7300033569336,127.7300033569336 2023-04-17,129.08999633789062,127.83999633789062 2023-04-18,128.14999389648438,129.97000122070312 2023-04-19,126.16000366210938,127.1999969482422 2023-04-20,125.66999816894533,125.41000366210938 2023-04-21,126.58999633789062,125.69000244140624 2023-04-24,126.08999633789062,126.0 2023-04-25,124.20999908447266,124.70999908447266 2023-04-26,125.1999969482422,124.0999984741211 2023-04-27,123.33999633789062,124.77999877929688 2023-04-28,125.79000091552734,122.79000091552734 2023-05-01,125.62000274658205,125.66999816894533 2023-05-02,125.27999877929688,125.62000274658205 2023-05-03,125.01000213623048,125.5999984741211 2023-05-04,125.22000122070312,125.0999984741211 2023-05-05,129.05999755859375,126.20999908447266 2023-05-08,129.58999633789062,129.30999755859375 2023-05-09,129.1199951171875,129.13999938964844 2023-05-10,130.38999938964844,130.0500030517578 2023-05-11,129.47999572753906,130.1999969482422 2023-05-12,130.10000610351562,129.33999633789062 2023-05-15,130.77999877929688,129.92999267578125 2023-05-16,129.72999572753906,130.1199951171875 2023-05-17,131.6199951171875,130.52000427246094 2023-05-18,133.8000030517578,131.47999572753906 2023-05-19,134.2100067138672,134.08999633789062 2023-05-22,134.74000549316406,134.5 2023-05-23,130.86000061035156,133.7100067138672 2023-05-24,130.35000610351562,130.38999938964844 2023-05-25,130.92999267578125,130.97999572753906 2023-05-26,131.02999877929688,131.27999877929688 ","date,5-day,10-day,20-day 2022-08-30,114.03008852617211,113.48775666043147,116.28509696202227 2022-08-31,114.41890651522264,113.47474919126674,115.64512792925797 2022-09-01,114.70038620219454,113.57667610218252,115.14534771752184 2022-09-02,114.95225815125096,113.78047487149989,114.78371512357661 2022-09-06,114.8410808786919,113.83234007945848,114.41759215359313 2022-09-07,117.4714914184141,115.64460281329626,115.12284384191626 2022-09-08,119.34183501919034,117.38127241420334,115.9978996671054 2022-09-09,120.29867428497444,118.71598445029005,116.82548917776099 2022-09-12,121.19607960346735,119.99458357268082,117.74669637709522 2022-09-13,118.80929152250576,119.12154128507694,117.53879324508627 2022-09-14,117.65341321998943,118.4881155383125,117.36705770268493 2022-09-15,115.62771901768622,117.0597925461802,116.6684030874405 2022-09-16,114.74253313350522,116.05613597187661,116.07769729578871 2022-09-19,114.34393193017492,115.31704359152278,115.55534020476678 2022-09-20,112.60492222386068,113.76842919035093,114.51840579232193 2022-09-21,111.56349908840807,112.51310472122955,113.53344176339876 2022-09-22,109.56752439070482,110.64499275880695,112.12110531324346 2022-09-23,106.54666129498352,107.98364523603814,110.13358195247551 2022-09-26,104.84098956925297,105.91955883754522,108.31333462372383 2022-09-27,103.71162409538817,104.25502318856122,106.62291595252645 2022-09-28,104.85094279698885,104.17585292885487,105.79295099910823 2022-09-29,105.18408246260952,104.03679049653921,105.03081241575578 2022-09-30,104.68813186256435,103.59278273727185,104.18297998197255 2022-10-03,106.57406599577361,104.71980448496146,104.29088035778985 2022-10-04,110.49849214154474,107.54604560177567,105.56388519321591 2022-10-05,112.4239755948453,109.68494047621638,106.76458111737247 2022-10-06,112.99079685055119,111.07425909481424,107.7593743601617 2022-10-07,111.61473427800328,111.07046210165329,108.0847824381328 2022-10-10,108.72291816716309,109.65839778590487,107.58981642109121 2022-10-11,107.44086975447956,108.702880477794,107.21592825200413 2022-10-12,105.90332892378491,107.39113693611519,106.5503238571156 2022-10-13,107.08376540946456,107.65046747570494,106.67426043582552 2022-10-14,105.87187138225342,106.66930958794195,106.1267048783204 2022-10-17,107.39415210656207,107.31245135983514,106.43480647120062 2022-10-18,110.12099782700018,109.05499930777984,107.45011667630092 2022-10-19,109.42886988250206,109.03531976500955,107.62049920036061 2022-10-20,108.74911641882795,108.82089331949378,107.66805561664319 2022-10-21,111.3530000848431,110.55510533017573,108.8039477013651 2022-10-24,112.28758465504791,111.5952289837104,109.68794622917352 2022-10-25,114.81238869577963,113.68302593038625,111.23891307824043 2022-10-26,115.47925594909852,114.83070575867791,112.40039627686119 2022-10-27,114.56794357229404,114.85898466966907,112.96609239740954 2022-10-28,116.43314757077653,116.33628623319521,114.30042285514786 2022-10-31,117.76251737321417,117.63586959729984,115.60325817652732 2022-11-01,118.3291142506467,118.48697962835976,116.69261207404097 2022-11-02,116.81544115288241,117.91035478025785,116.95885505851437 2022-11-03,121.2909508309938,120.79010901403095,119.07291265109991 2022-11-04,123.89660859264953,123.09359751561406,121.04261542168805 2022-11-07,125.49245140850348,124.93562072870259,122.85930265126963 2022-11-08,126.10266730442265,126.1203714095169,124.35377694642204 2022-11-09,126.39921362334599,126.92208544643077,125.61490189104009 2022-11-10,129.10855976272285,129.0808467305808,127.6042794439466 2022-11-11,131.61673089595368,131.33265048938807,129.72033417941026 2022-11-14,131.32366683510878,131.92041032354882,130.9525673708945 2022-11-15,132.17312037098407,132.9088550636306,132.32558383764894 2022-11-16,130.8363133390892,132.4111785700764,132.79990802851614 2022-11-17,125.93584640635945,129.22774375315385,131.5580154237786 2022-11-18,123.42123652824701,126.73695989922479,130.31615200619657 2022-11-21,122.45099009704964,124.98938813220573,129.20986580265006 2022-11-22,123.48947289505774,124.61486426304577,128.70194449646908 2022-11-23,123.58169656826445,124.0353054575946,128.03529968614384 2022-11-25,124.05512736718283,123.8831647447331,127.56390066902668 2022-11-28,122.89747056964536,122.89136588848373,126.60963667425266 2022-11-29,122.80082608886741,122.4944005841455,125.92513440023063 2022-11-30,125.74913707266587,124.15485608995607,126.41458097219459 2022-12-01,127.24642261100836,125.43079441894349,126.86604973165713 2022-12-02,127.09239153271713,125.83373077469841,126.94838404011813 2022-12-05,124.70966658836791,124.67946941728724,126.17896184670832 2022-12-06,122.17212154767752,122.97509636262347,124.99335279682487 2022-12-07,121.40020907200514,122.03536139321504,124.1091889497959 2022-12-08,121.27601227453785,121.50947354090297,123.41093314122739 2022-12-09,120.93941050332836,120.95596781997405,122.69082860601151 2022-12-12,122.93049187721886,121.95675337759184,122.85707352801023 2022-12-13,125.93911015628662,124.01884386551116,123.76866524412036 2022-12-14,127.3596152654259,125.52487179953013,124.57951181660249 2022-12-15,125.21463361721695,124.83559455198443,124.27645042755867 2022-12-16,124.11285071490789,124.3231127353663,124.00740691649915 2022-12-19,122.90385216275409,123.51598436785017,123.52439492074303 2022-12-20,122.19231600041701,122.84029415812441,123.05015479912923 2022-12-21,123.0199667127936,123.09224702895928,123.06049435391535 2022-12-22,122.34132331601003,122.5734488782706,122.66991187422556 2022-12-23,121.44522698683744,121.8377261647477,122.12332518275558 2022-12-27,120.66646007817832,121.0874628157357,121.52146636856313 2022-12-28,119.17115663004292,119.83033951918179,120.58668341360008 2022-12-29,120.20117458700673,120.05604319968381,120.42053760910566 2022-12-30,119.98642361476988,119.77058971520896,120.02215165212566 2023-01-03,119.6660695403903,119.44962577082255,119.61337071686958 2023-01-04,121.20281074624944,120.33010977381932,119.90028615739828 2023-01-05,120.53758168275658,120.08623599430688,119.65633799542769 2023-01-06,122.08543517812674,121.14269385574823,120.1595577640265 2023-01-09,125.0378885553144,123.34360656224614,121.43619312343338 2023-01-10,127.2352242515135,125.45255529388804,122.86570994009071 2023-01-11,127.87153810584091,126.72730201430933,123.98987000552155 2023-01-12,130.67066923332334,129.26122020271976,125.91279003114279 2023-01-13,130.69084096536923,130.22500819469548,127.11218599900528 2023-01-17,130.8475343041765,130.99703707746505,128.21487148463376 2023-01-18,130.14304376973948,131.01052704408312,128.872815209642 2023-01-19,128.44183899208468,130.08929765989416,128.91438346443297 2023-01-20,129.3333338541107,130.45861574830235,129.53784785478013 2023-01-23,133.26659930661893,132.9055295232944,131.3247252898712 2023-01-24,133.95226127871894,133.83780859737342,132.40171074145044 2023-01-25,134.42078631408123,134.56711656258216,133.3665196297725 2023-01-26,135.66459191947195,135.70706431683794,134.550098659919 2023-01-27,135.59435203241097,136.05195373416962,135.2972996262971 2023-01-30,134.16281959634466,135.35519399051668,135.39167347430552 2023-01-31,134.59675577188176,135.52073538736641,135.8366317669711 2023-02-01,137.04325825690245,137.01696299535462,136.99261824785566 2023-02-02,133.9742699537863,135.3154989320965,136.38694729609074 2023-02-03,131.34435055484545,133.31463094851568,135.3884909238377 2023-02-06,130.84212121473183,132.312017940507,134.7395181963184 2023-02-07,133.49414287371252,133.40052977241777,135.18222868367604 2023-02-08,134.25453389956698,133.82620750616556,135.33839967198554 2023-02-09,134.90120722945602,134.31696628047104,135.55863168153425 2023-02-10,133.56574067591924,133.6200740138571,135.12932205762337 2023-02-13,133.66639880603364,133.60310710788448,135.0137123715951 2023-02-14,134.12328619972703,133.85016418183966,135.04394778848456 2023-02-15,133.64010787784332,133.5765069490952,134.79593740348628 2023-02-16,132.06736540221763,132.5216449465388,134.07324558326667 2023-02-17,130.5914741263518,131.29999178408443,133.16307954608973 2023-02-21,129.43761628648332,130.13015910295917,132.18796371040543 2023-02-22,128.36655955163172,128.95363565636865,131.1318397126691 2023-02-23,129.233026664684,128.9997464747412,130.71045267978423 2023-02-24,127.49696875706692,127.66395764944707,129.54963764474292 2023-02-27,126.34444427339508,126.52907109791533,128.4309998674473 2023-02-28,125.28604616403467,125.41497252305962,127.28005782306198 2023-03-01,123.89304386573787,124.07554571783882,125.96546382836488 2023-03-02,124.03971560950214,123.67182686757164,125.1398626471456 2023-03-03,124.3653107079081,123.58465682066836,124.54001019180578 2023-03-06,124.49598153660025,123.55609164486938,124.0442365839065 2023-03-07,122.68775584389705,122.38894105255451,122.9657466634435 2023-03-08,122.45281823180996,122.01075631413218,122.30235497420028 2023-03-09,120.96372811829329,120.89614303842993,121.25522025723811 2023-03-10,118.87340643689991,119.25410102873721,119.87569390564386 2023-03-13,117.35860626219036,117.78213520228661,118.52138298222275 2023-03-14,118.72340096631797,118.10180921678885,118.1469427464277 2023-03-15,117.74744681089831,117.32218093409062,117.26136391627136 2023-03-16,118.77920948198613,117.78250154250163,117.09645481190879 2023-03-17,118.76245704689399,117.83621211163859,116.8183555037595 2023-03-20,119.06373362841771,118.13073740198507,116.74923863822539 2023-03-21,120.0946938193257,118.9621367120004,117.07221250496065 2023-03-22,119.24032435062556,118.73681442696206,116.91113700330303 2023-03-23,119.82512859548861,119.25363705603904,117.18847400974312 2023-03-24,121.27417243462791,120.3993533815902,117.90219032387077 2023-03-27,122.88938421789709,121.83431794830292,118.90318748106549 2023-03-28,123.54139061503383,122.80557909116585,119.76947727209313 2023-03-29,124.731135761622,124.0801386147957,120.88181884399219 2023-03-30,125.8002351984793,125.31549050521518,122.05913204790076 2023-03-31,127.91529025560747,127.22305091967803,123.69220897218091 2023-04-03,128.55765050913402,128.33512506092183,124.9872443532506 2023-04-04,128.3194170330151,128.75882805325517,125.9170902766603 2023-04-05,127.03687205811723,128.27288574205397,126.28547485744775 2023-04-06,125.79493701547689,127.46690982051187,126.349518197362 2023-04-10,125.98497913472362,127.32807885494715,126.65674464513069 2023-04-11,125.8643066155864,127.02816157841984,126.80481088897047 2023-04-12,126.10232166246388,126.95239812338936,127.00627729490834 2023-04-13,127.68334578513023,127.8001232114117,127.6896440311191 2023-04-14,127.84745927831585,127.99772097054621,128.03969242043928 2023-04-17,128.82632727194073,128.70207417842465,128.65716019618267 2023-04-18,128.5366644120799,128.70318551464598,128.89543989337358 2023-04-19,126.94933257145215,127.75887934000684,128.54987768772608 2023-04-20,125.89942371494668,126.87444626261728,128.1169801759383 2023-04-21,126.13763898623542,126.68767487381187,127.9815389422965 2023-04-24,125.95177520002954,126.3366362526132,127.72379648504732 2023-04-25,124.59282576072746,125.25700123905455,127.00996281986174 2023-04-26,124.7566563446375,125.00033561201438,126.67057946884763 2023-04-27,123.59673806706668,124.01523712019201,125.90193660769293 2023-04-28,124.88655273843256,124.50024005040942,125.90321983772972 2023-05-01,125.39275959229559,124.78443198231443,125.85749615154235 2023-05-02,125.38025664194197,124.84718424933969,125.7294916003118 2023-05-03,125.17470538585711,124.78781607049132,125.55291403695371 2023-05-04,125.22692121936089,124.86163813177302,125.4620072704154 2023-05-05,127.95060547100451,126.66424867616068,126.38351246052738 2023-05-08,129.46708121980208,128.1086105481341,127.27302275447069 2023-05-09,129.6709609800372,128.83367992226948,127.87230932294048 2023-05-10,130.5152556933168,129.84934389333864,128.68177602634893 2023-05-11,130.12095335023048,130.06358592863424,129.09469798727912 2023-05-12,130.27889631887948,130.42940620378045,129.57738188166235 2023-05-15,130.7558469847915,130.92555009442444,130.13124217482712 2023-05-16,130.16344908101644,130.7257590010522,130.29288850371466 2023-05-17,131.1884055639032,131.39445338703223,130.89522567454554 2023-05-18,133.13691343002785,132.77778847380677,131.9326114847213 2023-05-19,134.1980849994857,133.82755651762542,132.86385825037823 2023-05-22,134.9124033547276,134.69544148069542,133.73549767129902 2023-05-23,132.36644281415536,133.43992054168177,133.4113410979665 2023-05-24,130.82430499127028,132.3013822073168,132.9827907522092 2023-05-25,130.59664593020065,131.76295582154017,132.75527858458992 2023-05-26,130.64243380865702,131.42859071773222,132.5711715776719 " 3227,US,technical,"During April 12, 2023 to December 25, 2023, what percentage of trading days showed long alignment of PPL Corporation's 10, 20, 30-day Triple Exponential Moving Average lines? (Smoothing factor alpha = 2 / (n + 1); Require 6n data points to warm up; Use the first data point as the initial value) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",30.2583,hard,moving average,TEMA = 3 * EMA1 - 3 * EMA2 + EMA3; EMA1 = EMA_n(P); EMA2 = EMA_n(EMA1); EMA3 = EMA_n(EMA2),"date,close,open 2022-07-25,27.850000381469727,27.290000915527344 2022-07-26,28.040000915527344,27.850000381469727 2022-07-27,28.07999992370605,27.959999084472656 2022-07-28,28.790000915527344,28.299999237060547 2022-07-29,29.07999992370605,28.71999931335449 2022-08-01,29.0,29.040000915527344 2022-08-02,29.100000381469727,29.06999969482422 2022-08-03,28.989999771118164,29.170000076293945 2022-08-04,28.600000381469727,29.030000686645508 2022-08-05,28.06999969482422,28.56999969482422 2022-08-08,28.149999618530277,28.200000762939453 2022-08-09,28.479999542236328,28.270000457763672 2022-08-10,29.0,28.709999084472656 2022-08-11,29.43000030517578,29.049999237060547 2022-08-12,30.290000915527344,29.6200008392334 2022-08-15,30.600000381469727,30.450000762939453 2022-08-16,30.90999984741211,30.520000457763672 2022-08-17,30.82999992370605,30.71999931335449 2022-08-18,30.90999984741211,30.799999237060547 2022-08-19,30.809999465942383,30.920000076293945 2022-08-22,30.229999542236328,30.61000061035156 2022-08-23,30.229999542236328,30.25 2022-08-24,30.21999931335449,30.229999542236328 2022-08-25,30.34000015258789,30.21999931335449 2022-08-26,29.790000915527344,30.40999984741211 2022-08-29,29.8799991607666,29.670000076293945 2022-08-30,29.350000381469727,29.850000381469727 2022-08-31,29.07999992370605,29.3700008392334 2022-09-01,29.280000686645508,29.059999465942383 2022-09-02,28.940000534057617,29.32999992370605 2022-09-06,28.81999969482422,29.01000022888184 2022-09-07,29.59000015258789,28.96999931335449 2022-09-08,29.6200008392334,29.26000022888184 2022-09-09,29.850000381469727,29.790000915527344 2022-09-12,30.15999984741211,29.86000061035156 2022-09-13,29.420000076293945,29.850000381469727 2022-09-14,29.6200008392334,29.450000762939453 2022-09-15,28.8799991607666,29.399999618530277 2022-09-16,28.920000076293945,28.8799991607666 2022-09-19,29.350000381469727,28.84000015258789 2022-09-20,28.899999618530277,29.25 2022-09-21,28.43000030517578,29.020000457763672 2022-09-22,28.3799991607666,28.459999084472656 2022-09-23,28.149999618530277,28.15999984741211 2022-09-26,27.5,28.06999969482422 2022-09-27,27.11000061035156,27.6299991607666 2022-09-28,27.36000061035156,27.440000534057617 2022-09-29,25.950000762939453,27.280000686645508 2022-09-30,25.350000381469727,26.049999237060547 2022-10-03,26.059999465942383,25.93000030517578 2022-10-04,26.65999984741211,26.13999938964844 2022-10-05,26.1200008392334,26.309999465942383 2022-10-06,25.440000534057617,26.149999618530277 2022-10-07,24.68000030517578,25.25 2022-10-10,24.8700008392334,24.780000686645508 2022-10-11,24.739999771118164,24.75 2022-10-12,23.979999542236328,24.68000030517578 2022-10-13,24.670000076293945,23.59000015258789 2022-10-14,24.5,24.8700008392334 2022-10-17,24.88999938964844,24.8799991607666 2022-10-18,25.38999938964844,25.299999237060547 2022-10-19,25.32999992370605,25.11000061035156 2022-10-20,24.989999771118164,25.350000381469727 2022-10-21,25.690000534057617,25.149999618530277 2022-10-24,25.459999084472656,25.8799991607666 2022-10-25,25.959999084472656,25.530000686645508 2022-10-26,25.700000762939453,26.100000381469727 2022-10-27,25.90999984741211,25.8799991607666 2022-10-28,26.51000022888184,25.93000030517578 2022-10-31,26.489999771118164,26.46999931335449 2022-11-01,26.56999969482422,26.6200008392334 2022-11-02,26.1200008392334,26.399999618530277 2022-11-03,26.57999992370605,25.959999084472656 2022-11-04,27.0,26.709999084472656 2022-11-07,26.780000686645508,26.979999542236328 2022-11-08,27.100000381469727,26.8700008392334 2022-11-09,26.68000030517578,27.020000457763672 2022-11-10,27.729999542236328,27.38999938964844 2022-11-11,27.40999984741211,27.739999771118164 2022-11-14,27.100000381469727,27.299999237060547 2022-11-15,27.489999771118164,27.34000015258789 2022-11-16,27.899999618530277,27.479999542236328 2022-11-17,27.670000076293945,27.61000061035156 2022-11-18,28.09000015258789,27.979999542236328 2022-11-21,28.21999931335449,28.01000022888184 2022-11-22,28.739999771118164,28.3700008392334 2022-11-23,29.11000061035156,28.65999984741211 2022-11-25,29.229999542236328,29.149999618530277 2022-11-28,29.100000381469727,29.040000915527344 2022-11-29,29.020000457763672,28.950000762939453 2022-11-30,29.520000457763672,28.920000076293945 2022-12-01,29.290000915527344,29.65999984741211 2022-12-02,29.18000030517578,29.0 2022-12-05,29.07999992370605,28.950000762939453 2022-12-06,29.299999237060547,29.07999992370605 2022-12-07,28.979999542236328,29.25 2022-12-08,29.059999465942383,28.75 2022-12-09,28.950000762939453,28.96999931335449 2022-12-12,29.450000762939453,29.09000015258789 2022-12-13,29.34000015258789,29.790000915527344 2022-12-14,29.420000076293945,29.420000076293945 2022-12-15,29.36000061035156,29.51000022888184 2022-12-16,29.1299991607666,29.07999992370605 2022-12-19,29.11000061035156,29.209999084472656 2022-12-20,29.15999984741211,29.1200008392334 2022-12-21,29.399999618530277,29.26000022888184 2022-12-22,29.18000030517578,29.290000915527344 2022-12-23,29.540000915527344,29.100000381469727 2022-12-27,29.690000534057617,29.6200008392334 2022-12-28,29.440000534057617,29.729999542236328 2022-12-29,29.65999984741211,29.600000381469727 2022-12-30,29.21999931335449,29.6299991607666 2023-01-03,29.200000762939453,29.309999465942383 2023-01-04,29.93000030517578,29.350000381469727 2023-01-05,29.239999771118164,29.71999931335449 2023-01-06,29.959999084472656,29.56999969482422 2023-01-09,30.170000076293945,29.90999984741211 2023-01-10,30.170000076293945,30.11000061035156 2023-01-11,30.799999237060547,30.100000381469727 2023-01-12,30.71999931335449,30.84000015258789 2023-01-13,30.61000061035156,30.450000762939453 2023-01-17,30.59000015258789,30.649999618530277 2023-01-18,29.709999084472656,30.6299991607666 2023-01-19,29.149999618530277,29.63999938964844 2023-01-20,29.31999969482422,29.15999984741211 2023-01-23,29.31999969482422,29.229999542236328 2023-01-24,29.489999771118164,29.18000030517578 2023-01-25,29.5,29.200000762939453 2023-01-26,29.68000030517578,29.450000762939453 2023-01-27,29.6299991607666,29.6299991607666 2023-01-30,29.450000762939453,29.489999771118164 2023-01-31,29.600000381469727,29.51000022888184 2023-02-01,29.61000061035156,29.459999084472656 2023-02-02,29.38999938964844,29.700000762939453 2023-02-03,28.65999984741211,29.15999984741211 2023-02-06,28.84000015258789,28.59000015258789 2023-02-07,28.75,28.700000762939453 2023-02-08,28.3700008392334,28.649999618530277 2023-02-09,28.059999465942383,28.440000534057617 2023-02-10,28.65999984741211,28.11000061035156 2023-02-13,28.809999465942383,28.63999938964844 2023-02-14,28.540000915527344,28.75 2023-02-15,28.68000030517578,28.420000076293945 2023-02-16,28.450000762939453,28.520000457763672 2023-02-17,28.809999465942383,28.43000030517578 2023-02-21,27.81999969482422,28.209999084472656 2023-02-22,27.709999084472656,28.01000022888184 2023-02-23,27.86000061035156,27.709999084472656 2023-02-24,27.690000534057617,27.76000022888184 2023-02-27,27.549999237060547,27.700000762939453 2023-02-28,27.06999969482422,27.530000686645508 2023-03-01,26.68000030517578,26.809999465942383 2023-03-02,27.1200008392334,26.68000030517578 2023-03-03,27.38999938964844,27.34000015258789 2023-03-06,27.479999542236328,27.38999938964844 2023-03-07,26.8799991607666,27.5 2023-03-08,27.0,26.93000030517578 2023-03-09,26.57999992370605,26.82999992370605 2023-03-10,26.25,26.63999938964844 2023-03-13,26.76000022888184,26.020000457763672 2023-03-14,26.989999771118164,27.01000022888184 2023-03-15,27.239999771118164,26.81999969482422 2023-03-16,27.200000762939453,27.09000015258789 2023-03-17,26.82999992370605,27.020000457763672 2023-03-20,27.270000457763672,26.950000762939453 2023-03-21,26.780000686645508,27.3799991607666 2023-03-22,26.26000022888184,26.700000762939453 2023-03-23,25.90999984741211,26.31999969482422 2023-03-24,26.780000686645508,25.90999984741211 2023-03-27,26.959999084472656,26.8700008392334 2023-03-28,27.09000015258789,27.020000457763672 2023-03-29,27.530000686645508,27.280000686645508 2023-03-30,27.549999237060547,27.63999938964844 2023-03-31,27.790000915527344,27.600000381469727 2023-04-03,27.57999992370605,27.670000076293945 2023-04-04,27.549999237060547,27.559999465942383 2023-04-05,28.3799991607666,27.649999618530277 2023-04-06,28.549999237060547,28.51000022888184 2023-04-10,28.63999938964844,28.440000534057617 2023-04-11,28.82999992370605,28.670000076293945 2023-04-12,28.65999984741211,28.989999771118164 2023-04-13,28.76000022888184,28.530000686645508 2023-04-14,28.56999969482422,28.57999992370605 2023-04-17,28.71999931335449,28.670000076293945 2023-04-18,28.489999771118164,28.61000061035156 2023-04-19,28.700000762939453,28.56999969482422 2023-04-20,28.600000381469727,28.75 2023-04-21,28.690000534057617,28.799999237060547 2023-04-24,28.670000076293945,28.770000457763672 2023-04-25,28.700000762939453,28.63999938964844 2023-04-26,28.32999992370605,28.479999542236328 2023-04-27,28.770000457763672,28.350000381469727 2023-04-28,28.71999931335449,28.729999542236328 2023-05-01,28.770000457763672,28.71999931335449 2023-05-02,28.5,28.75 2023-05-03,28.489999771118164,28.63999938964844 2023-05-04,28.700000762939453,28.709999084472656 2023-05-05,28.75,28.6200008392334 2023-05-08,28.59000015258789,28.68000030517578 2023-05-09,28.540000915527344,28.489999771118164 2023-05-10,28.76000022888184,28.739999771118164 2023-05-11,28.38999938964844,28.700000762939453 2023-05-12,28.450000762939453,28.549999237060547 2023-05-15,28.13999938964844,28.479999542236328 2023-05-16,27.56999969482422,28.15999984741211 2023-05-17,27.600000381469727,27.670000076293945 2023-05-18,27.21999931335449,27.32999992370605 2023-05-19,27.059999465942383,27.36000061035156 2023-05-22,27.030000686645508,27.1200008392334 2023-05-23,26.780000686645508,26.989999771118164 2023-05-24,26.440000534057617,26.780000686645508 2023-05-25,26.0,26.31999969482422 2023-05-26,26.01000022888184,25.989999771118164 2023-05-30,26.09000015258789,26.030000686645508 2023-05-31,26.200000762939453,26.07999992370605 2023-06-01,26.100000381469727,26.290000915527344 2023-06-02,26.520000457763672,26.020000457763672 2023-06-05,26.6299991607666,26.520000457763672 2023-06-06,26.59000015258789,26.770000457763672 2023-06-07,27.0,26.670000076293945 2023-06-08,26.84000015258789,26.700000762939453 2023-06-09,26.81999969482422,26.850000381469727 2023-06-12,26.809999465942383,26.850000381469727 2023-06-13,26.899999618530277,26.6200008392334 2023-06-14,26.86000061035156,27.0 2023-06-15,27.01000022888184,26.96999931335449 2023-06-16,26.989999771118164,26.96999931335449 2023-06-20,26.700000762939453,26.90999984741211 2023-06-21,26.88999938964844,26.57999992370605 2023-06-22,26.71999931335449,26.959999084472656 2023-06-23,26.3799991607666,26.76000022888184 2023-06-26,26.530000686645508,26.51000022888184 2023-06-27,26.6299991607666,26.540000915527344 2023-06-28,26.200000762939453,26.6200008392334 2023-06-29,26.18000030517578,26.059999465942383 2023-06-30,26.459999084472656,26.170000076293945 2023-07-03,26.670000076293945,26.3700008392334 2023-07-05,26.71999931335449,26.530000686645508 2023-07-06,26.559999465942383,26.520000457763672 2023-07-07,26.209999084472656,26.43000030517578 2023-07-10,25.959999084472656,26.13999938964844 2023-07-11,26.299999237060547,25.940000534057617 2023-07-12,26.690000534057617,26.479999542236328 2023-07-13,26.850000381469727,26.6299991607666 2023-07-14,26.76000022888184,26.729999542236328 2023-07-17,26.450000762939453,26.71999931335449 2023-07-18,26.31999969482422,26.479999542236328 2023-07-19,27.0,26.3700008392334 2023-07-20,27.38999938964844,27.11000061035156 2023-07-21,27.88999938964844,27.5 2023-07-24,27.799999237060547,27.93000030517578 2023-07-25,27.96999931335449,27.799999237060547 2023-07-26,28.059999465942383,27.920000076293945 2023-07-27,27.489999771118164,27.96999931335449 2023-07-28,27.459999084472656,27.670000076293945 2023-07-31,27.530000686645508,27.57999992370605 2023-08-01,27.32999992370605,27.5 2023-08-02,27.32999992370605,27.15999984741211 2023-08-03,26.6299991607666,27.299999237060547 2023-08-04,26.07999992370605,26.63999938964844 2023-08-07,26.11000061035156,26.13999938964844 2023-08-08,26.100000381469727,26.09000015258789 2023-08-09,26.229999542236328,26.11000061035156 2023-08-10,26.100000381469727,26.350000381469727 2023-08-11,26.18000030517578,26.190000534057617 2023-08-14,26.020000457763672,26.100000381469727 2023-08-15,25.479999542236328,25.809999465942383 2023-08-16,25.36000061035156,25.549999237060547 2023-08-17,25.149999618530277,25.350000381469727 2023-08-18,25.299999237060547,25.11000061035156 2023-08-21,25.21999931335449,25.200000762939453 2023-08-22,25.299999237060547,25.200000762939453 2023-08-23,25.209999084472656,25.399999618530277 2023-08-24,25.040000915527344,25.239999771118164 2023-08-25,25.270000457763672,25.059999465942383 2023-08-28,25.270000457763672,25.270000457763672 2023-08-29,25.270000457763672,25.270000457763672 2023-08-30,25.229999542236328,25.25 2023-08-31,24.920000076293945,25.31999969482422 2023-09-01,24.76000022888184,25.1200008392334 2023-09-05,24.290000915527344,24.700000762939453 2023-09-06,24.399999618530277,24.40999984741211 2023-09-07,24.520000457763672,24.34000015258789 2023-09-08,24.75,24.559999465942383 2023-09-11,25.030000686645508,24.71999931335449 2023-09-12,25.06999969482422,25.030000686645508 2023-09-13,25.3700008392334,25.1299991607666 2023-09-14,25.68000030517578,25.51000022888184 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2023-08-22,25.069687413264916,25.13763535670251,25.45438864277945 2023-08-23,25.05586262381773,25.05830919865275,25.347546691808283 2023-08-24,24.983863027789074,24.956741072763343,25.226458389871866 2023-08-25,25.052712760668786,24.940774224643835,25.165604044823834 2023-08-28,25.110030649679267,24.935104551965537,25.115859350427566 2023-08-29,25.156998553084023,24.937495081894923,25.07584563215865 2023-08-30,25.17679143604434,24.935706647191214,25.0370753079819 2023-08-31,25.054690905759827,24.86007480045542,24.950401196504473 2023-09-01,24.905532275496128,24.76273641713132,24.849032225360453 2023-09-05,24.599524005154066,24.567318577303197,24.678696287838918 2023-09-06,24.453783407632148,24.442455588364055,24.553384828065933 2023-09-07,24.422311711721562,24.3783904144571,24.469517994656538 2023-09-08,24.516965915531088,24.39269707484084,24.441976452011776 2023-09-11,24.71651178107131,24.48382234053605,24.472773753754883 2023-09-12,24.87385304965997,24.574878370540382,24.510939429476235 2023-09-13,25.116627530710534,24.732445766171093,24.60245557887591 2023-09-14,25.417227016167935,24.946047308270828,24.74215865237241 2023-09-15,25.60264021927365,25.11864895056403,24.86375892814041 2023-09-18,25.720976417037836,25.26422543878217,24.97450071113128 2023-09-19,25.715936231677148,25.342589367323992,25.044509783208657 2023-09-20,25.77331199234635,25.448241251369012,25.136574140882317 2023-09-21,25.61086744446449,25.425247034561952,25.142478222445003 2023-09-22,25.43909694235665,25.374514906358662,25.127183660073406 2023-09-25,25.260350398510987,25.298669524256496,25.091470932135266 2023-09-26,24.809091555024015,25.046965987231378,24.929093156422763 2023-09-27,24.3619586725316,24.75590324684026,24.72859037646941 2023-09-28,23.82073015594923,24.374337898225953,24.453410403370338 2023-09-29,23.5583760149084,24.1122694754459,24.247587057945307 2023-10-02,22.949098659469733,23.640845496161408,23.887187109728874 2023-10-03,22.763785728905603,23.373187930413767,23.653233367299446 2023-10-04,22.63946161245567,23.144201737183277,23.439885790600858 2023-10-05,22.609176670515215,22.978829794788368,23.266737964311854 2023-10-06,22.83398972574446,22.97757321937692,23.207056960496416 2023-10-09,23.147514415831466,23.06643637723907,23.215953114872022 2023-10-10,23.422483455594016,23.176397761759613,23.24846712857492 2023-10-11,23.727908064784266,23.338887960735423,23.32679263468406 2023-10-12,23.7263522072088,23.359027870350772,23.316140023714507 2023-10-13,23.8328513779845,23.443311578595154,23.354294759834385 2023-10-16,24.03312670077773,23.59242495501726,23.444029202569045 2023-10-17,24.175869857081416,23.72621510768769,23.531435041290603 2023-10-18,24.200592606931593,23.802337396647797,23.585604975452792 2023-10-19,24.09578135586895,23.80194216471166,23.590429036870244 2023-10-20,23.991647705611836,23.787810332187828,23.586324414927148 2023-10-23,23.88129322964486,23.757124381826554,23.570662165201476 2023-10-24,24.013204122308686,23.852912660282414,23.6427165463836 2023-10-25,24.20765780947363,23.994840538007686,23.751458893649012 2023-10-26,24.495647393677473,24.204897101949403,23.91373362664744 2023-10-27,24.47173310914338,24.257014243376986,23.973727924135012 2023-10-30,24.495633288604413,24.32696451823788,24.04721431804063 2023-10-31,24.584251774827035,24.429353732592485,24.144968042921718 2023-11-01,24.693581289807984,24.54489939913357,24.254619323855284 2023-11-02,24.929166588177022,24.735532832630522,24.419705694809853 2023-11-03,25.20669042687532,24.963559339969315,24.616601242923444 2023-11-06,25.27858371268131,25.088932943148983,24.74837427716988 2023-11-07,25.663931573736818,25.388897668971005,25.00406791430846 2023-11-08,25.777525743023446,25.555940952119755,25.17551573674364 2023-11-09,25.630320099170614,25.569135440900435,25.24190092007229 2023-11-10,25.578147748032965,25.60928816289549,25.32307680853001 2023-11-13,25.3536288502539,25.5342545079583,25.320964242582328 2023-11-14,25.551569487587507,25.67143193701316,25.459900107821685 2023-11-15,25.703454144423112,25.793137101733265,25.589792702853728 2023-11-16,25.895053245421295,25.94331568250287,25.740516181724818 2023-11-17,26.043786181731242,26.07752267454001,25.88199643054162 2023-11-20,26.166979944099523,26.200868887000485,26.016924534454958 2023-11-21,26.299576633940813,26.33060187793472,26.156753011808277 2023-11-22,26.343050394487513,26.410842067168122,26.26255735334598 2023-11-24,26.39052242047574,26.486761346787425,26.363786331749548 2023-11-27,26.378343153366426,26.52286562046383,26.435495886359366 2023-11-28,26.427125477014748,26.583593991057896,26.52118532086964 2023-11-29,26.28722726543145,26.532390601597605,26.526574976790112 2023-11-30,26.226789407902864,26.506698765490206,26.54332415967435 2023-12-01,26.344459909562772,26.572544559062806,26.619093530907797 2023-12-04,26.364517192637596,26.589106475026668,26.6595021905232 2023-12-05,26.219372804183152,26.508428108552724,26.629072002664333 2023-12-06,26.259554865315174,26.517288736111745,26.654649663096787 2023-12-07,26.17642048802735,26.457325289382013,26.62965958489083 2023-12-08,26.10653480861831,26.395950148635098,26.59863606539505 2023-12-11,26.182789900138708,26.411849244505564,26.616939913835154 2023-12-12,26.16237225008478,26.37985679332567,26.600585375548665 2023-12-13,26.646774432408932,26.63575375250195,26.782500631163074 2023-12-14,26.863519892746872,26.7819709827283,26.896666590647996 2023-12-15,26.93649872738211,26.86093409410768,26.967613346127255 2023-12-18,26.939092339210248,26.90010282273056,27.011518909149746 2023-12-19,26.958541859276483,26.94300378714181,27.05714064662302 2023-12-20,26.75057150263532,26.851585946537554,27.00818696576079 2023-12-21,26.59668851543474,26.767373229695963,26.958213386204378 2023-12-22,26.686387054920992,26.806522663690185,26.989209043381692 " 3228,US,technical,"For Smurfit Westrock from March 13, 2022 to April 14, 2022, what percentage of days were the 5, 20, 60-day Triple Exponential Moving Average lines in short alignment? (Unit: %) (Smoothing factor alpha = 2 / (n + 1); Require 6n data points to warm up; Use the first data point as the initial value) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",22.7053,hard,moving average,TEMA = 3 * EMA1 - 3 * EMA2 + EMA3; EMA1 = EMA_n(P); EMA2 = EMA_n(EMA1); EMA3 = EMA_n(EMA2),"date,close,open 2020-10-07,39.93000030517578,39.93000030517578 2020-10-08,39.84999847412109,39.36000061035156 2020-10-09,39.95000076293945,42.0 2020-10-12,40.83000183105469,40.83000183105469 2020-10-13,39.70000076293945,39.720001220703125 2020-10-14,40.38999938964844,40.38999938964844 2020-10-15,40.38999938964844,40.38999938964844 2020-10-16,40.38999938964844,40.38999938964844 2020-10-19,40.38999938964844,40.38999938964844 2020-10-20,40.38999938964844,40.38999938964844 2020-10-21,40.38999938964844,40.38999938964844 2020-10-22,39.650001525878906,39.68999862670898 2020-10-23,39.650001525878906,39.650001525878906 2020-10-26,40.56999969482422,40.56999969482422 2020-10-27,37.790000915527344,37.790000915527344 2020-10-28,36.7400016784668,36.27999877929688 2020-10-29,38.540000915527344,38.75 2020-10-30,38.540000915527344,38.540000915527344 2020-11-02,37.9900016784668,37.9900016784668 2020-11-03,37.9900016784668,37.9900016784668 2020-11-04,41.04999923706055,41.04999923706055 2020-11-05,41.45000076293945,43.61000061035156 2020-11-06,43.18000030517578,43.18000030517578 2020-11-09,43.18000030517578,43.18000030517578 2020-11-10,43.18000030517578,43.18000030517578 2020-11-11,42.4900016784668,42.4900016784668 2020-11-12,41.869998931884766,41.869998931884766 2020-11-13,42.900001525878906,43.68999862670898 2020-11-16,42.34000015258789,42.52999877929688 2020-11-17,43.13999938964844,42.790000915527344 2020-11-18,43.13999938964844,43.13999938964844 2020-11-19,41.650001525878906,41.68999862670898 2020-11-20,41.84000015258789,42.630001068115234 2020-11-23,41.84000015258789,41.84000015258789 2020-11-24,41.54999923706055,43.66999816894531 2020-11-25,40.75,40.75 2020-11-27,40.75,40.75 2020-11-30,44.04999923706055,44.04999923706055 2020-12-01,44.04999923706055,44.04999923706055 2020-12-02,42.90999984741211,42.84999847412109 2020-12-03,42.90999984741211,42.90999984741211 2020-12-04,44.22999954223633,44.22999954223633 2020-12-07,43.84000015258789,43.84000015258789 2020-12-08,43.84000015258789,43.84000015258789 2020-12-09,45.5099983215332,45.5099983215332 2020-12-10,46.79999923706055,46.7599983215332 2020-12-11,46.79999923706055,46.79999923706055 2020-12-14,45.20000076293945,45.20000076293945 2020-12-15,45.20000076293945,45.20000076293945 2020-12-16,45.619998931884766,45.619998931884766 2020-12-17,45.619998931884766,45.619998931884766 2020-12-18,46.400001525878906,47.459999084472656 2020-12-21,46.400001525878906,46.400001525878906 2020-12-22,46.400001525878906,46.400001525878906 2020-12-23,47.04999923706055,47.04999923706055 2020-12-24,47.04999923706055,47.04999923706055 2020-12-28,47.04999923706055,47.04999923706055 2020-12-29,47.04999923706055,47.04999923706055 2020-12-30,47.04999923706055,47.04999923706055 2020-12-31,47.04999923706055,47.04999923706055 2021-01-04,47.61000061035156,47.61000061035156 2021-01-05,47.61000061035156,47.61000061035156 2021-01-06,47.61000061035156,47.61000061035156 2021-01-07,47.61000061035156,47.61000061035156 2021-01-08,49.209999084472656,48.959999084472656 2021-01-11,47.900001525878906,47.93999862670898 2021-01-12,47.900001525878906,47.900001525878906 2021-01-13,47.900001525878906,47.900001525878906 2021-01-14,49.84000015258789,49.84000015258789 2021-01-15,47.68999862670898,47.88999938964844 2021-01-19,47.68999862670898,47.68999862670898 2021-01-20,47.68999862670898,47.68999862670898 2021-01-21,47.68999862670898,47.68999862670898 2021-01-22,47.68999862670898,47.68999862670898 2021-01-25,47.68999862670898,47.68999862670898 2021-01-26,47.68999862670898,47.68999862670898 2021-01-27,47.68999862670898,47.68999862670898 2021-01-28,47.68999862670898,47.68999862670898 2021-01-29,49.0099983215332,49.0099983215332 2021-02-01,46.58000183105469,46.58000183105469 2021-02-02,46.58000183105469,46.58000183105469 2021-02-03,46.58000183105469,46.58000183105469 2021-02-04,50.59999847412109,50.59999847412109 2021-02-05,50.59999847412109,50.59999847412109 2021-02-08,50.59999847412109,50.59999847412109 2021-02-09,50.59999847412109,50.59999847412109 2021-02-10,50.59999847412109,50.59999847412109 2021-02-11,50.400001525878906,50.400001525878906 2021-02-12,51.540000915527344,51.540000915527344 2021-02-16,51.540000915527344,51.540000915527344 2021-02-17,49.900001525878906,49.900001525878906 2021-02-18,49.900001525878906,49.900001525878906 2021-02-19,49.900001525878906,49.900001525878906 2021-02-22,49.900001525878906,49.900001525878906 2021-02-23,48.13999938964844,48.13999938964844 2021-02-24,48.13999938964844,48.13999938964844 2021-02-25,48.13999938964844,48.13999938964844 2021-02-26,48.13999938964844,48.13999938964844 2021-03-01,48.13999938964844,48.13999938964844 2021-03-02,48.13999938964844,48.13999938964844 2021-03-03,48.13999938964844,48.13999938964844 2021-03-04,49.02999877929688,49.02999877929688 2021-03-05,49.02999877929688,49.02999877929688 2021-03-08,46.060001373291016,46.13999938964844 2021-03-09,46.060001373291016,46.060001373291016 2021-03-10,46.060001373291016,46.060001373291016 2021-03-11,46.060001373291016,46.060001373291016 2021-03-12,49.060001373291016,49.060001373291016 2021-03-15,46.900001525878906,46.81999969482422 2021-03-16,46.900001525878906,46.900001525878906 2021-03-17,46.900001525878906,46.900001525878906 2021-03-18,46.900001525878906,46.900001525878906 2021-03-19,46.900001525878906,46.900001525878906 2021-03-22,46.900001525878906,46.900001525878906 2021-03-23,46.900001525878906,46.900001525878906 2021-03-24,46.900001525878906,46.900001525878906 2021-03-25,46.900001525878906,46.900001525878906 2021-03-26,46.900001525878906,46.900001525878906 2021-03-29,46.900001525878906,46.900001525878906 2021-03-30,46.900001525878906,46.900001525878906 2021-03-31,45.84999847412109,45.93000030517578 2021-04-01,45.84999847412109,45.84999847412109 2021-04-05,45.84999847412109,45.84999847412109 2021-04-06,45.84999847412109,45.84999847412109 2021-04-07,50.59000015258789,50.59000015258789 2021-04-08,48.95000076293945,48.95000076293945 2021-04-09,50.02000045776367,49.70000076293945 2021-04-12,50.02000045776367,50.02000045776367 2021-04-13,49.84999847412109,49.84999847412109 2021-04-14,47.66999816894531,47.720001220703125 2021-04-15,50.220001220703125,50.040000915527344 2021-04-16,50.63999938964844,50.290000915527344 2021-04-19,50.63999938964844,50.63999938964844 2021-04-20,50.41999816894531,48.40999984741211 2021-04-21,49.97999954223633,50.060001373291016 2021-04-22,49.97999954223633,49.97999954223633 2021-04-23,49.97999954223633,49.97999954223633 2021-04-26,49.97999954223633,49.97999954223633 2021-04-27,48.0,50.59000015258789 2021-04-28,49.11000061035156,48.15999984741211 2021-04-29,49.11000061035156,49.11000061035156 2021-04-30,49.11000061035156,49.11000061035156 2021-05-03,49.11000061035156,49.11000061035156 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2021-10-05,53.87813960483973,52.829402266318354,54.98556201011786 2021-10-06,54.09179365461324,52.89846136861456,54.842709262004725 2021-10-07,54.8310726313434,53.22240676309149,54.801805291053554 2021-10-08,55.10661098748369,53.501473668723705,54.76402495101941 2021-10-11,55.16639725931883,53.741415949724335,54.72919563641597 2021-10-12,55.13763095087019,53.94728485626103,54.69715308749536 2021-10-13,55.08202429927146,54.12351197131849,54.66774101590482 2021-10-14,55.02688052491952,54.273982606802576,54.6408107463332 2021-10-15,54.98221182769586,54.40210072756136,54.6162208734874 2021-10-18,51.71992599783955,53.32035168504604,54.157002569254786 2021-10-19,50.59893925471093,52.53701108703592,53.76340214550497 2021-10-20,50.242336742002,51.90651987169899,53.39626229632606 2021-10-21,48.83532431299304,50.89330484225726,52.86664092673323 2021-10-22,48.35351549695977,50.08133506793346,52.37279906769002 2021-10-25,48.84766076112888,49.645431976992384,51.98889765296158 2021-10-26,49.17258243144161,49.3119576408002,51.63198473801786 2021-10-27,50.92451115363081,49.63363986803021,51.509919767782 2021-10-28,51.697107823709615,49.91962088456515,51.398308444584 2021-10-29,51.9804474053103,50.17343657394342,51.29651964754971 2021-11-01,52.03608766683311,50.398306147576655,51.20395492309776 2021-11-02,51.99849961295298,50.59715724803041,51.12004693864853 2021-11-03,53.53049668798881,51.361413193604186,51.2602961313697 2021-11-04,54.13887151579955,51.99631325239011,51.3941458745255 2021-11-05,54.3107102958964,52.52095967254419,51.5218748316446 2021-11-08,54.29714647827898,52.951856612089976,51.64374995144966 2021-11-09,54.22115967782188,53.30324440379841,51.76002694701033 2021-11-10,52.49855544301746,52.98306636921563,51.64920224129195 2021-11-11,52.281386895803585,52.91719267904926,51.62091997164414 2021-11-12,52.23022840669945,52.860840762481466,51.59658982200281 2021-11-15,52.13669817714299,52.771114753143245,51.56071480036171 2021-11-16,53.41905947515744,53.17059699083971,51.703417822206 2021-11-17,53.9888845619498,53.49502608321782,51.83894772845135 2021-11-18,53.585081147145495,53.527888653736966,51.883889165301376 2021-11-19,53.157296288296735,53.46912673034912,51.8982407034423 2021-11-22,51.62526714453229,52.92323499959817,51.7326049901262 2021-11-23,50.98527339241363,52.47320508353659,51.579440121564666 2021-11-24,50.77679691671521,52.1043864416505,51.43802266866098 2021-11-26,51.885159259187176,52.21916466576401,51.45993937252341 2021-11-29,52.412448717633374,52.31531781938658,51.48239103644197 2021-11-30,52.63855080322483,52.3954895397025,51.505296020388 2021-12-01,52.71610602017484,52.46197579388014,51.52857821682637 2021-12-02,52.72598092023328,52.51676836669235,51.55216675096488 2021-12-03,52.66005793045662,52.54343747226404,51.56933375726593 2021-12-06,52.615802179726174,52.564975281257524,51.58711191783857 2021-12-07,52.37589234457604,52.504340920730954,51.57686970961267 2021-12-08,53.85221342316083,53.03791392641259,51.78306943795932 2021-12-09,54.478289551250285,53.47300315972289,51.97752027512273 2021-12-10,53.47352222177193,53.37624656866372,51.9961701747834 2021-12-13,54.20627665863158,53.7408539756813,52.17955296892093 2021-12-14,54.50586894390669,54.033907822010235,52.35230565829756 2021-12-15,54.599227445718476,54.26690143261162,52.51497067665084 2021-12-16,52.203970972458606,53.56523415411869,52.3435319576453 2021-12-17,51.16663682739571,52.98461344045778,52.184059382089586 2021-12-20,49.59441743645239,52.06328547805484,51.87313635139919 2021-12-21,51.92967857254001,52.3819064978789,51.97647343203627 2021-12-22,52.31543571473769,52.37864101778186,51.97631925123941 2021-12-23,52.37483063959198,52.33654816925955,51.96209096668199 2021-12-27,55.311578675673964,53.380552711848594,52.34486778449182 2021-12-28,56.53795607737564,54.2344016790785,52.7039356218826 2021-12-29,56.93709045153555,54.92758758062202,53.04055096000582 2021-12-30,56.14700216793641,55.181988761736186,53.2445594469928 2021-12-31,54.6072795173671,54.9766563435398,53.28815489885145 2022-01-03,57.11769350188095,55.982831328077054,53.76403952534793 2022-01-04,58.19071878432514,56.793816806831295,54.209215938648796 2022-01-05,58.56444755998537,57.44089040457408,54.625347268177116 2022-01-06,58.62503110049545,57.95083538914298,55.01401531631774 2022-01-07,56.12397385345726,57.44653765782796,55.046480924231254 2022-01-10,56.62589333535912,57.60978998992268,55.294725796547574 2022-01-11,57.06760604454859,57.792395457214106,55.550602357964614 2022-01-12,57.27408804256906,57.92354133425756,55.78871853985313 2022-01-13,57.36237345278769,58.012788918634165,56.010070631694575 2022-01-14,57.39451278229069,58.06821022810691,56.21560518500283 2022-01-18,55.17855381594356,57.27699735497187,56.1054810949309 2022-01-19,54.50142264427937,56.711326378456576,56.03600720122153 2022-01-20,54.49981543776786,56.31398755963853,55.997037684558585 2022-01-21,54.58508288274217,55.9824071196301,55.95906915565642 2022-01-24,50.907130414972976,54.31425104108725,55.411021183325104 2022-01-25,49.403724823337456,52.95052604075262,54.89708895577121 2022-01-26,50.909818333437386,52.570306691203776,54.68193662537277 2022-01-27,51.725672184930204,52.27311900405098,54.48007900250241 2022-01-28,52.148245804510125,52.04505835671377,54.290812139055035 2022-01-31,53.64665275945615,52.35149771798794,54.288580619773256 2022-02-01,54.27732503710483,52.61722911683861,54.286276926555125 2022-02-02,54.98340748183247,53.03153965898038,54.351482744896366 2022-02-03,55.20976056054836,53.38088278040792,54.412254781835124 2022-02-04,55.2234444670418,53.67451014949106,54.46884014053987 2022-02-07,55.15821778832684,53.92044002472765,54.52147361943146 2022-02-08,54.27436500840222,53.829935538678725,54.46188344390239 2022-02-09,53.864348832817385,53.7591216873689,54.40581169867835 2022-02-10,55.97679521730162,54.54503833932692,54.661431367413385 2022-02-11,56.886492050257104,55.18977739309958,54.90022055575892 2022-02-14,57.20780500859384,55.715080773795904,55.123101443225636 2022-02-15,57.26341185450701,56.13964109086642,55.33095077104756 2022-02-16,57.21574807090834,56.47950320865644,55.524601930741916 2022-02-17,57.14148188200058,56.748415275598276,55.7048469612703 2022-02-18,57.07297731814272,56.958135359455945,55.87243845865669 2022-02-22,56.296050532871526,56.85155017908866,55.9300650645984 2022-02-23,55.95597891075302,56.75354609202473,55.982788764836414 2022-02-24,55.83366146766302,56.663709406694366,56.030909056166365 2022-02-25,53.60262568188223,55.76719023024156,55.77587299634066 2022-02-28,52.051400020058196,54.79188742774896,55.449558816922654 2022-03-01,48.462976744125314,52.872967291519736,54.73225120176518 2022-03-02,47.08893871874843,51.30988879894978,54.06068365750096 2022-03-03,44.39543427547365,49.18069054419635,53.114522396658856 2022-03-04,41.53205540659441,46.74233702301226,51.96533296131365 2022-03-07,38.24358709119002,43.91650631378952,50.57362765344488 2022-03-08,37.16196982925263,41.65188263438638,49.27377359211941 2022-03-09,39.24606146383272,40.66680032068125,48.35767006241618 2022-03-10,40.41537462002867,39.92527718679784,47.50434302726284 2022-03-11,39.78176881565081,38.919915100037,46.53993322002688 2022-03-14,41.3703898410087,38.83045799076942,45.887104125849 2022-03-15,41.91890422374276,38.761064183192644,45.25880244399447 2022-03-16,45.581143882286106,40.04313280877369,45.14487828640751 2022-03-17,45.48127367647333,40.56234813140043,44.82898509494291 2022-03-18,45.25884493253842,41.03527384862708,44.5392847318878 2022-03-21,45.027812067602376,41.46481407212839,44.27419509877975 2022-03-22,44.832726824217445,41.85385423076823,44.032216376842335 2022-03-23,44.684695344344604,42.20522737180021,43.81192711290051 2022-03-24,43.2080691011366,42.015921776139905,43.42639703327298 2022-03-25,42.561056400517955,41.88748811050031,43.071968018539835 2022-03-28,42.32533780525213,41.80794020322571,42.746778019571636 2022-03-29,42.279065328669006,41.767223653376526,42.44906142865911 2022-03-30,42.3091043690071,41.75693746710775,42.17714450230327 2022-03-31,43.29696375282797,42.11505191815829,42.05601854181983 2022-04-01,43.741140290970634,42.42730529526042,41.949395106175515 2022-04-04,43.27902549637102,42.46541603160205,41.77064258624941 2022-04-05,43.05526129509036,42.51041387219696,41.61004530546138 2022-04-06,42.955493136980095,42.559728292983635,41.466428530319135 2022-04-07,42.917386187030274,42.61130287966256,41.338680825514146 2022-04-08,42.9078959938611,42.663512436085796,41.225750976429644 2022-04-11,42.910163938386155,42.715092007098555,41.12664505162329 2022-04-12,40.227914536800384,41.77429344947808,40.676870555530854 2022-04-13,38.96128272624448,40.961743465337584,40.24363330362434 2022-04-14,40.66169041514085,41.09577198602501,40.133450320768986 " 3229,US,technical,"Calculate the percentage of days with short alignment in the 5, 20, 60-day Triple Exponential Moving Average lines for Paccar from April 27, 2022 to June 17, 2022. (Smoothing factor alpha = 2 / (n + 1); Require 6n data points to warm up; Use the first data point as the initial value) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",20.9091,hard,moving average,TEMA = 3 * EMA1 - 3 * EMA2 + EMA3; EMA1 = EMA_n(P); EMA2 = EMA_n(EMA1); EMA3 = EMA_n(EMA2),"date,close,open 2020-11-19,60.026668548583984,59.52000045776367 2020-11-20,59.186668395996094,58.76666641235352 2020-11-23,59.706668853759766,60.48666763305664 2020-11-24,60.27333450317383,59.220001220703125 2020-11-25,59.21333312988281,60.393333435058594 2020-11-27,58.49333190917969,59.23333358764648 2020-11-30,58.040000915527344,58.15999984741211 2020-12-01,58.186668395996094,58.633331298828125 2020-12-02,58.09999847412109,58.0 2020-12-03,57.5,58.060001373291016 2020-12-04,57.79999923706055,57.5533332824707 2020-12-07,57.540000915527344,57.606666564941406 2020-12-08,57.606666564941406,57.43999862670898 2020-12-09,58.25333404541016,57.606666564941406 2020-12-10,57.16666793823242,57.82666778564453 2020-12-11,56.973331451416016,56.61333465576172 2020-12-14,56.30666732788086,57.11333465576172 2020-12-15,58.19333267211914,57.43999862670898 2020-12-16,57.926666259765625,57.9466667175293 2020-12-17,57.18000030517578,57.6533317565918 2020-12-18,57.34000015258789,57.51333236694336 2020-12-21,57.23333358764648,56.46666717529297 2020-12-22,56.58000183105469,57.12666702270508 2020-12-23,56.72666549682617,56.68000030517578 2020-12-24,57.40666580200195,56.93333435058594 2020-12-28,57.0533332824707,57.82666778564453 2020-12-29,56.880001068115234,57.34000015258789 2020-12-30,57.24666595458984,57.0533332824707 2020-12-31,57.52000045776367,57.03333282470703 2021-01-04,56.47999954223633,57.7400016784668 2021-01-05,56.96666717529297,56.473331451416016 2021-01-06,59.206668853759766,57.14666748046875 2021-01-07,58.93333435058594,58.526668548583984 2021-01-08,58.53333282470703,59.11333465576172 2021-01-11,58.81333160400391,58.3466682434082 2021-01-12,59.63999938964844,58.96666717529297 2021-01-13,59.29999923706055,59.82666778564453 2021-01-14,59.50666809082031,59.33333206176758 2021-01-15,58.77333450317383,59.1533317565918 2021-01-19,59.473331451416016,58.77999877929688 2021-01-20,59.59333419799805,61.2599983215332 2021-01-21,65.82666778564453,61.9466667175293 2021-01-22,65.9000015258789,65.36666870117188 2021-01-25,65.2933349609375,67.33333587646484 2021-01-26,65.2066650390625,63.913333892822266 2021-01-27,64.26667022705078,64.43333435058594 2021-01-28,62.36666870117188,64.95999908447266 2021-01-29,60.81333160400391,61.893333435058594 2021-02-01,60.78666687011719,61.20000076293945 2021-02-02,61.2599983215332,61.5 2021-02-03,63.77999877929688,61.93333435058594 2021-02-04,64.73332977294922,64.76000213623047 2021-02-05,64.38666534423828,65.06666564941406 2021-02-08,64.51333618164062,64.92666625976562 2021-02-09,66.27333068847656,64.73999786376953 2021-02-10,66.4000015258789,66.87333679199219 2021-02-11,65.73332977294922,66.65333557128906 2021-02-12,65.33333587646484,65.63333129882812 2021-02-16,64.75333404541016,65.78666687011719 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2022-06-02,59.542666250113136,57.623135892261736,55.53249176329361 2022-06-03,59.36485581021997,58.09733148685248,55.785245671395764 2022-06-06,59.3530325064168,58.53572459071155,56.04547837379393 2022-06-07,59.43963895427527,58.941127822305546,56.31186606835555 2022-06-08,59.61543908700912,59.32824507342286,56.587610624893344 2022-06-09,59.01917337194078,59.396378435705344,56.76086606142457 2022-06-10,57.36184985771146,58.929776584234375,56.73782161476771 2022-06-13,55.67011744247564,58.16740676452733,56.582462579069166 2022-06-14,55.57554855305619,57.737541270555774,56.51274493537032 2022-06-15,56.44161223527897,57.671716612024895,56.55556336045522 2022-06-16,54.88845421403482,56.87324085344142,56.32487013882557 2022-06-17,54.434674258520786,56.27820165465855,56.132115088526504 " 3230,US,technical,"What is the percentage of days with short alignment for the 5, 10, 20-day Hull Moving Average lines for American Water Works from November 14, 2021 to May 16, 2022? (Unit: %) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",31.3433,hard,moving average,HMA = WMA_{\sqrt{n}}(2 * WMA_{n/2}(P) - WMA_n(P)),"date,close,high,open 2021-10-04,170.91000366210938,171.72999572753906,168.58999633789062 2021-10-05,171.60000610351562,172.44000244140625,171.38999938964844 2021-10-06,174.17999267578125,174.1999969482422,171.16000366210938 2021-10-07,172.47000122070312,175.8800048828125,174.52000427246094 2021-10-08,170.8300018310547,173.39999389648438,172.2899932861328 2021-10-11,168.86000061035156,170.92999267578125,170.10000610351562 2021-10-12,169.5399932861328,170.27999877929688,168.8000030517578 2021-10-13,169.39999389648438,170.4600067138672,169.83999633789062 2021-10-14,171.17999267578125,171.72999572753906,169.91000366210938 2021-10-15,171.4199981689453,171.86000061035156,171.30999755859375 2021-10-18,170.38999938964844,171.3800048828125,170.72000122070312 2021-10-19,172.64999389648438,173.41000366210938,171.66000366210938 2021-10-20,173.97000122070312,175.6300048828125,174.05999755859375 2021-10-21,173.5500030517578,176.2899932861328,174.25999450683594 2021-10-22,175.80999755859375,176.47000122070312,173.92999267578125 2021-10-25,174.85000610351562,176.99000549316406,174.47999572753906 2021-10-26,174.9499969482422,176.66000366210938,174.94000244140625 2021-10-27,173.22000122070312,176.10000610351562,175.9499969482422 2021-10-28,175.30999755859375,175.44000244140625,173.13999938964844 2021-10-29,174.17999267578125,176.32000732421875,175.0 2021-11-01,173.69000244140625,174.83999633789062,174.2899932861328 2021-11-02,176.8000030517578,176.83999633789062,174.77999877929688 2021-11-03,168.00999450683594,174.0,172.0 2021-11-04,168.77000427246094,169.1699981689453,165.6699981689453 2021-11-05,169.66000366210938,170.61000061035156,168.75999450683594 2021-11-08,169.00999450683594,169.80999755859375,169.22000122070312 2021-11-09,169.52000427246094,170.38999938964844,169.52000427246094 2021-11-10,172.0,172.02999877929688,169.0800018310547 2021-11-11,170.64999389648438,172.24000549316406,172.1999969482422 2021-11-12,170.74000549316406,171.0800018310547,171.0800018310547 2021-11-15,172.67999267578125,173.1199951171875,171.22000122070312 2021-11-16,170.74000549316406,173.0,172.88999938964844 2021-11-17,170.75,170.80999755859375,170.5399932861328 2021-11-18,171.49000549316406,172.8300018310547,171.0500030517578 2021-11-19,173.3800048828125,173.91000366210938,172.42999267578125 2021-11-22,174.57000732421875,175.9600067138672,172.99000549316406 2021-11-23,173.0800018310547,175.77000427246094,174.42999267578125 2021-11-24,173.41000366210938,173.83999633789062,173.0 2021-11-26,170.30999755859375,174.58999633789062,172.39999389648438 2021-11-29,173.32000732421875,173.89999389648438,171.50999450683594 2021-11-30,168.57000732421875,174.27999877929688,172.5399932861328 2021-12-01,167.8000030517578,171.88999938964844,168.0800018310547 2021-12-02,170.3699951171875,171.47000122070312,168.69000244140625 2021-12-03,171.6300048828125,171.82000732421875,171.57000732421875 2021-12-06,173.9199981689453,174.8699951171875,172.27999877929688 2021-12-07,176.52000427246094,177.42999267578125,174.25999450683594 2021-12-08,176.75999450683594,178.11000061035156,176.88999938964844 2021-12-09,175.82000732421875,176.63999938964844,176.5 2021-12-10,176.13999938964844,178.36000061035156,176.6300048828125 2021-12-13,180.8999938964844,182.0500030517578,175.91000366210938 2021-12-14,179.3000030517578,181.22000122070312,180.7400054931641 2021-12-15,182.2700042724609,182.33999633789065,180.16000366210935 2021-12-16,182.92999267578125,183.9499969482422,181.8300018310547 2021-12-17,183.1100006103516,184.8500061035156,182.66000366210935 2021-12-20,182.6199951171875,183.25999450683597,181.5399932861328 2021-12-21,181.2700042724609,184.1100006103516,183.58999633789065 2021-12-22,183.3699951171875,183.5,180.6499938964844 2021-12-23,182.0800018310547,183.75,183.5500030517578 2021-12-27,183.5800018310547,184.25,183.22999572753903 2021-12-28,186.13999938964844,186.16000366210935,183.7400054931641 2021-12-29,187.38999938964844,187.72000122070312,186.5 2021-12-30,188.02999877929688,188.72999572753903,187.1199951171875 2021-12-31,188.8600006103516,189.6499938964844,188.0 2022-01-03,184.13999938964844,189.25,188.97000122070312 2022-01-04,179.4199981689453,184.77999877929688,184.0200042724609 2022-01-05,178.10000610351562,180.2899932861328,177.3000030517578 2022-01-06,175.3000030517578,178.89999389648438,177.6199951171875 2022-01-07,173.5,174.4600067138672,172.83999633789062 2022-01-10,170.02999877929688,172.9499969482422,172.67999267578125 2022-01-11,168.30999755859375,171.08999633789062,170.17999267578125 2022-01-12,169.17999267578125,169.61000061035156,167.4600067138672 2022-01-13,168.08999633789062,170.3300018310547,169.13999938964844 2022-01-14,163.57000732421875,167.97000122070312,167.8300018310547 2022-01-18,162.00999450683594,163.72999572753906,161.0399932861328 2022-01-19,161.02000427246094,164.3300018310547,161.58999633789062 2022-01-20,162.6999969482422,164.6999969482422,161.55999755859375 2022-01-21,161.38999938964844,165.33999633789062,164.0800018310547 2022-01-24,159.7899932861328,162.63999938964844,160.8000030517578 2022-01-25,157.0,159.8800048828125,157.77999877929688 2022-01-26,155.5500030517578,159.47000122070312,157.4499969482422 2022-01-27,156.14999389648438,159.41000366210938,156.8800048828125 2022-01-28,157.83999633789062,157.83999633789062,156.27000427246094 2022-01-31,160.8000030517578,161.1199951171875,157.1199951171875 2022-02-01,158.7100067138672,161.44000244140625,161.0 2022-02-02,160.82000732421875,160.97999572753906,158.38999938964844 2022-02-03,157.50999450683594,159.74000549316406,159.25 2022-02-04,155.5,157.30999755859375,156.57000732421875 2022-02-07,155.4199981689453,156.2100067138672,155.6999969482422 2022-02-08,155.66000366210938,157.8300018310547,155.5 2022-02-09,155.72999572753906,157.14999389648438,156.99000549316406 2022-02-10,150.41000366210938,154.25999450683594,152.75 2022-02-11,149.4600067138672,152.27000427246094,151.33999633789062 2022-02-14,148.02999877929688,150.91000366210938,149.47000122070312 2022-02-15,146.77000427246094,149.6199951171875,149.39999389648438 2022-02-16,146.2899932861328,147.10000610351562,147.05999755859375 2022-02-17,148.05999755859375,149.14999389648438,147.9199981689453 2022-02-18,148.25999450683594,149.47000122070312,147.0 2022-02-22,147.8300018310547,149.4499969482422,147.16000366210938 2022-02-23,146.72999572753906,150.05999755859375,149.3000030517578 2022-02-24,148.60000610351562,149.0399932861328,144.9499969482422 2022-02-25,152.69000244140625,152.77000427246094,149.5 2022-02-28,151.08999633789062,152.97000122070312,152.3699951171875 2022-03-01,151.02000427246094,153.2100067138672,151.2899932861328 2022-03-02,152.10000610351562,152.52999877929688,150.6300048828125 2022-03-03,154.94000244140625,155.66000366210938,152.5 2022-03-04,161.0399932861328,161.44000244140625,155.0399932861328 2022-03-07,159.22000122070312,161.99000549316406,161.72000122070312 2022-03-08,154.25,159.32000732421875,157.41000366210938 2022-03-09,153.7899932861328,156.77000427246094,155.9600067138672 2022-03-10,153.1300048828125,153.2899932861328,153.24000549316406 2022-03-11,152.0800018310547,154.92999267578125,153.3300018310547 2022-03-14,152.6199951171875,154.9499969482422,153.61000061035156 2022-03-15,155.9499969482422,156.3300018310547,154.9600067138672 2022-03-16,156.14999389648438,156.9499969482422,156.05999755859375 2022-03-17,157.42999267578125,158.74000549316406,156.1199951171875 2022-03-18,158.72000122070312,160.75999450683594,157.97000122070312 2022-03-21,157.00999450683594,159.94000244140625,158.10000610351562 2022-03-22,156.5800018310547,157.6699981689453,157.11000061035156 2022-03-23,155.60000610351562,157.2899932861328,156.6699981689453 2022-03-24,158.14999389648438,158.25,156.0399932861328 2022-03-25,159.5500030517578,159.6300048828125,158.57000732421875 2022-03-28,161.4199981689453,161.4199981689453,160.49000549316406 2022-03-29,164.44000244140625,164.5399932861328,163.5399932861328 2022-03-30,165.85000610351562,166.08999633789062,164.41000366210938 2022-03-31,165.52999877929688,167.47000122070312,165.77999877929688 2022-04-01,168.83999633789062,168.97000122070312,165.72999572753906 2022-04-04,166.25,168.52999877929688,168.32000732421875 2022-04-05,167.63999938964844,168.64999389648438,166.57000732421875 2022-04-06,168.99000549316406,169.44000244140625,167.5399932861328 2022-04-07,171.13999938964844,171.77000427246094,169.8800048828125 2022-04-08,169.8699951171875,173.8699951171875,171.0500030517578 2022-04-11,169.22000122070312,170.80999755859375,170.0 2022-04-12,168.5500030517578,171.1199951171875,169.0 2022-04-13,167.14999389648438,168.9499969482422,168.5500030517578 2022-04-14,166.16000366210938,168.67999267578125,167.82000732421875 2022-04-18,162.44000244140625,167.13999938964844,166.10000610351562 2022-04-19,164.3800048828125,164.57000732421875,162.88999938964844 2022-04-20,167.55999755859375,169.1300048828125,166.0399932861328 2022-04-21,165.30999755859375,169.16000366210938,167.9600067138672 2022-04-22,164.1999969482422,166.50999450683594,165.49000549316406 2022-04-25,160.80999755859375,164.8300018310547,164.8000030517578 2022-04-26,158.25999450683594,161.52999877929688,160.47999572753906 2022-04-27,156.24000549316406,159.0399932861328,157.39999389648438 2022-04-28,160.67999267578125,161.3300018310547,156.3800048828125 2022-04-29,154.0800018310547,159.88999938964844,159.17999267578125 2022-05-02,148.8300018310547,154.92999267578125,154.83999633789062 2022-05-03,149.6199951171875,153.05999755859375,149.07000732421875 2022-05-04,152.5,152.77000427246094,149.99000549316406 2022-05-05,148.36000061035156,152.3699951171875,151.5500030517578 2022-05-06,149.00999450683594,149.63999938964844,146.8300018310547 2022-05-09,145.7899932861328,147.94000244140625,147.27999877929688 2022-05-10,143.5500030517578,148.1199951171875,146.00999450683594 2022-05-11,144.0399932861328,146.22000122070312,143.63999938964844 2022-05-12,145.82000732421875,146.22999572753906,144.24000549316406 2022-05-13,146.47999572753906,147.91000366210938,147.02999877929688 2022-05-16,145.97000122070312,148.07000732421875,146.33999633789062 ","date,5-day,10-day,20-day 2021-11-03,171.55955505371094,173.4117055719549,174.9668688634567 2021-11-04,166.92244432237413,171.41212104257912,173.8499946554605 2021-11-05,167.55667114257812,169.60026423907038,172.5842709251503 2021-11-08,168.7591101752387,168.44092021903606,171.2842398857348 2021-11-09,169.30311041937932,167.92545565210207,170.25542335213004 2021-11-10,171.25177951388886,168.73148587930083,169.72501831318908 2021-11-11,171.84488525390626,169.75212054011797,169.40562426414326 2021-11-12,171.05355529785155,170.56969647648359,169.27858129195837 2021-11-15,171.98422037760417,171.45559422656743,169.49106154008345 2021-11-16,171.83311123318143,171.81340328948667,169.7147400285465 2021-11-17,170.72666965060762,171.67678777521306,170.02969911319354 2021-11-18,170.94622667100694,171.49709295407692,170.4119447656937 2021-11-19,172.7775617811415,171.8913976804175,170.9741903620468 2021-11-22,174.83267415364585,172.81249078307488,171.76314665030608 2021-11-23,174.48044908311633,173.53675353695652,172.45057127717251 2021-11-24,173.44644673665366,173.97503591209951,173.01141731955786 2021-11-26,171.20822109646267,173.32263954239662,173.10093437822349 2021-11-29,171.43889126247828,172.85028560137508,173.17400377942369 2021-11-30,170.13289727105038,171.48537734831223,172.7554221215186 2021-12-01,167.2555619981554,169.8154892738419,171.96340765618658 2021-12-02,168.306886461046,168.8365278147688,171.2535306552375 2021-12-03,171.2291097005208,169.05309284865254,170.7615005849863 2021-12-06,173.9868893093533,170.3906267108339,170.77031336070138 2021-12-07,176.86844651963975,172.8038793236318,171.3934998622085 2021-12-08,178.18110961914064,175.31598897606435,172.3988945179068 2021-12-09,177.17311265733508,176.93202064591227,173.4744290531043 2021-12-10,176.18644782172308,177.60500078297628,174.5267513668176 2021-12-13,179.23244052463107,178.74443391742133,175.95329237240216 2021-12-14,181.0888865152995,179.61579719312263,177.41279720355936 2021-12-15,182.13733757866757,180.89859642260004,179.07067661500076 2021-12-16,183.61133185492622,182.26564574578796,180.7202804558824 2021-12-17,183.94599609374998,183.4767260618884,182.1635058289895 2021-12-20,183.3017740885417,183.9726642801304,183.28917316519335 2021-12-21,181.77666727701822,183.6809682364416,183.91337326247967 2021-12-22,182.2139997694227,183.40861424918126,184.38251939781816 2021-12-23,182.65955471462675,182.96996874568438,184.5871671595718 2021-12-27,183.13511318630643,182.93153543183294,184.73812740111248 2021-12-28,185.54600118001304,183.75949571397572,185.08062127910134 2021-12-29,187.95933261447485,185.30046520811138,185.63892804496732 2021-12-30,188.97066514756943,186.95843447290284,186.36349302812056 2021-12-31,189.40511067708334,188.47844430942726,187.21125597470768 2022-01-03,186.30111117892795,188.3582925353387,187.5481846499753 2022-01-04,180.0548875596788,186.0186759255149,186.98754648514125 2022-01-05,176.12911410861543,182.48238443702158,185.70087868100123 2022-01-06,174.1166724310981,178.53302237770777,183.7108166385007 2022-01-07,172.3720021565755,174.89671986897784,181.28667419235427 2022-01-10,169.7084428575304,171.56173929542,178.40447419137666 2022-01-11,167.13755221896702,168.8101114754725,175.23175682959618 2022-01-12,167.24377102322046,167.1499064589992,172.2426625549845 2022-01-13,167.8011043972439,166.31440936772512,169.56607696797425 2022-01-14,164.74978095160589,165.0556332983152,166.92826885735317 2022-01-18,161.09244656032988,163.3748159235174,164.4337594478987 2022-01-19,159.62688971625434,161.5579695268111,162.15831398307503 2022-01-20,160.93355543348522,160.54741445213858,160.44747586072782 2022-01-21,161.7368869357639,160.0264448840209,159.2183502230293 2022-01-24,160.27732815212673,159.66275585444285,158.26118300004438 2022-01-25,157.31866285536023,158.6964318940134,157.27866719233526 2022-01-26,154.754446750217,157.20558416193182,156.17879105208758 2022-01-27,154.61244337293837,155.83521017980095,155.1839697496819 2022-01-28,156.7044389512804,155.410169073548,154.60039066727543 2022-01-31,160.20088840060762,156.462836710612,154.75145791256065 2022-02-01,160.68111809624563,157.73300098457722,155.17568271785586 2022-02-02,160.54978773328995,159.25824662025528,155.93039476667133 2022-02-03,158.9851118299696,159.67319590250654,156.4503680855887 2022-02-04,155.68355102539064,158.81514414777658,156.55357219018975 2022-02-07,154.2159969753689,157.23821264710088,156.42408836397777 2022-02-08,154.70177917480467,155.8854040280737,156.1922940228615 2022-02-09,155.4524441189236,155.0198168513751,155.9761074426164 2022-02-10,152.21244472927518,153.469959020133,155.19920403418604 2022-02-11,148.4015618218316,151.5478399719855,153.93328997393192 2022-02-14,146.84778137207033,149.41652775003453,152.26060997108362 2022-02-15,145.96577962239584,147.40649816339666,150.38190466744558 2022-02-16,145.5088857014974,145.80491037079784,148.56484199821176 2022-02-17,146.82599385579425,145.3985343701912,147.18458396085927 2022-02-18,148.36554972330728,145.8515417079733,146.26712606322715 2022-02-22,148.4173319498698,146.6027638599126,145.69201943335597 2022-02-23,147.22133246527778,147.01135969065658,145.27088675494835 2022-02-24,147.6302249484592,147.5498673718385,145.18781658618482 2022-02-25,151.48867221408418,149.00350617688113,145.86093107875809 2022-02-28,153.0808885362413,150.4213955965909,146.86762030861595 2022-03-01,151.89066670735676,151.45548698348227,148.01413998162076 2022-03-02,151.79067247178818,152.2134277189621,149.2080557515198 2022-03-03,154.17578328450523,153.33758990355213,150.58220270462365 2022-03-04,160.00866326226128,155.8745775473238,152.6512030722878 2022-03-07,162.32910664876303,158.41450529772825,154.85198687664877 2022-03-08,157.38755527072485,159.09888806583902,156.39639211547325 2022-03-09,152.87355177137587,158.1233507406832,157.22210316183248 2022-03-10,151.83533291286892,156.2112705115116,157.32463671069127 2022-03-11,151.5386708577474,153.97800952641649,156.86679258866744 2022-03-14,151.8224433051215,152.3361509843306,156.21649387706412 2022-03-15,154.6204393174913,152.40637231691917,155.8239239944524 2022-03-16,156.98399353027344,153.5382494377367,155.64127654434802 2022-03-17,157.9813252766927,155.26695427172112,155.71678514687014 2022-03-18,159.06666395399307,157.1642068573923,156.05581424399372 2022-03-21,158.3615539550781,158.27888388585563,156.3973307086895 2022-03-22,156.75799967447918,158.40725956155794,156.73018649939337 2022-03-23,155.52778354220922,157.70647501319345,156.90869907924107 2022-03-24,156.76266716851129,157.36572828196518,157.22865792674935 2022-03-25,159.41622077094186,157.72341573695942,157.7817869197961 2022-03-28,161.73155517578127,158.9954656735815,158.6132541091721 2022-03-29,164.5668897840712,161.20858695290303,159.8533245314561 2022-03-30,166.89622768825953,163.81742641564574,161.38522502354212 2022-03-31,167.05689188639323,165.85624488291117,162.94219931664406 2022-04-01,168.40444098578558,167.79563743514245,164.72564291817804 2022-04-04,168.1344411214193,168.611616007487,166.23070146833146 2022-04-05,167.36444363064237,168.88444341794408,167.54771954358915 2022-04-06,168.5806705050998,169.05266671228893,168.75469678474192 2022-04-07,170.93978101942272,169.83047545461946,169.945369634587 2022-04-08,171.32355211046004,170.40506053886028,170.90565173260575 2022-04-11,169.85221930609808,170.6158984714084,171.49658425401302 2022-04-12,168.53022460937504,170.2610101719095,171.66500495613397 2022-04-13,167.17133178710935,169.306271685976,171.3662653023856 2022-04-14,165.83755459255642,167.90771653917102,170.70033550179886 2022-04-18,162.95378112792966,165.75382872302126,169.43282850125135 2022-04-19,162.3068942599826,164.0961639404297,168.08119939762793 2022-04-20,165.88422342936198,163.9320122612847,167.12153430624957 2022-04-21,166.98999633789063,164.30787986986567,166.2856175654688 2022-04-22,164.95088433159722,164.54260517467154,165.50637755356826 2022-04-25,161.44044087727863,163.74310863764603,164.42621885885922 2022-04-26,157.73066202799478,161.78894526934383,162.93942309557102 2022-04-27,155.1560011121962,159.0074517914743,161.1469474316882 2022-04-28,157.5799991183811,157.62689615885418,159.8143200723227 2022-04-29,156.56666463216143,155.98182659727155,158.27083689834132 2022-05-02,149.72289089626736,153.3018177841649,156.15357358329737 2022-05-03,146.64510972764757,150.56629251807627,153.82154306056697 2022-05-04,149.71599731445315,149.31244368119673,151.80427396766035 2022-05-05,149.988666788737,148.21620150479401,149.92180851923953 2022-05-06,148.4284417046441,147.73063482419408,148.4329585556757 2022-05-09,146.27021484374998,146.91717828307486,146.9809064037769 2022-05-10,143.2153313530816,145.5146230832495,145.4107523362461 2022-05-11,142.40088704427083,143.9902892758148,143.99316956160905 2022-05-12,144.4166690402561,143.45141284056385,142.98504697791424 2022-05-13,146.54489067925348,143.82642372208414,142.55656676057097 2022-05-16,146.79533250596788,144.60173799148714,142.54652649982668 " 3231,US,technical,"From July 27, 2025 to August 13, 2025, what proportion of days had the 5, 20, 60-day Hull Moving Average lines of Williams-Sonoma in long alignment? (Unit: %) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",57.8947,hard,moving average,HMA = WMA_{\sqrt{n}}(2 * WMA_{n/2}(P) - WMA_n(P)),"date,close,high,open 2025-03-18,172.27999877929688,176.25,171.14999389648438 2025-03-19,166.27000427246094,167.16000366210938,157.8000030517578 2025-03-20,164.99000549316406,170.3300018310547,165.05999755859375 2025-03-21,163.64999389648438,165.2899932861328,161.13999938964844 2025-03-24,170.3000030517578,171.0800018310547,166.5800018310547 2025-03-25,169.1699981689453,171.2899932861328,170.0 2025-03-26,165.36000061035156,169.8800048828125,169.3000030517578 2025-03-27,164.4199981689453,167.86000061035156,163.8800048828125 2025-03-28,158.97999572753906,164.35000610351562,163.10000610351562 2025-03-31,158.10000610351562,159.72000122070312,155.4600067138672 2025-04-01,158.8699951171875,160.72999572753906,157.52000427246094 2025-04-02,165.00999450683594,166.33999633789062,156.6300048828125 2025-04-03,138.86000061035156,143.1699981689453,142.35000610351562 2025-04-04,141.67999267578125,150.55999755859375,131.55999755859375 2025-04-07,145.08999633789062,152.9199981689453,140.5399932861328 2025-04-08,139.2100067138672,152.80999755859375,149.5 2025-04-09,158.25,160.88999938964844,138.00999450683594 2025-04-10,147.88999938964844,153.22000122070312,153.22000122070312 2025-04-11,148.25,149.30999755859375,147.88999938964844 2025-04-14,145.25999450683594,155.7100067138672,151.94000244140625 2025-04-15,142.89999389648438,147.0,144.85000610351562 2025-04-16,137.6199951171875,142.32000732421875,141.13999938964844 2025-04-17,139.2100067138672,140.14999389648438,138.2100067138672 2025-04-21,137.8699951171875,138.8699951171875,137.07000732421875 2025-04-22,141.92999267578125,144.8000030517578,139.4199981689453 2025-04-23,145.8800048828125,156.50999450683594,148.44000244140625 2025-04-24,151.39999389648438,151.69000244140625,145.82000732421875 2025-04-25,151.19000244140625,153.22999572753906,152.5500030517578 2025-04-28,152.5399932861328,154.36000061035156,153.3300018310547 2025-04-29,153.39999389648438,153.86000061035156,151.05999755859375 2025-04-30,154.47000122070312,154.88999938964844,150.52999877929688 2025-05-01,155.82000732421875,159.0800018310547,157.99000549316406 2025-05-02,160.55999755859375,162.10000610351562,158.4600067138672 2025-05-05,158.38999938964844,159.83999633789062,158.3800048828125 2025-05-06,154.41000366210938,157.27999877929688,155.8300018310547 2025-05-07,157.63999938964844,158.47000122070312,155.6999969482422 2025-05-08,160.88999938964844,162.13999938964844,160.0399932861328 2025-05-09,160.30999755859375,161.99000549316406,161.19000244140625 2025-05-12,173.8000030517578,180.07000732421875,173.25999450683594 2025-05-13,174.44000244140625,176.19000244140625,176.0800018310547 2025-05-14,171.6199951171875,175.91000366210938,173.0800018310547 2025-05-15,171.6699981689453,172.58999633789062,168.27999877929688 2025-05-16,173.83999633789062,175.0500030517578,172.1999969482422 2025-05-19,174.27999877929688,175.2899932861328,169.41000366210938 2025-05-20,172.52000427246094,177.2899932861328,173.8699951171875 2025-05-21,167.9199981689453,171.47000122070312,170.2899932861328 2025-05-22,160.38999938964844,162.6300048828125,156.5 2025-05-23,157.85000610351562,161.60000610351562,158.1300048828125 2025-05-27,166.8300018310547,166.8300018310547,160.63999938964844 2025-05-28,164.50999450683594,168.3300018310547,167.0500030517578 2025-05-29,164.50999450683594,166.6699981689453,165.8300018310547 2025-05-30,161.75999450683594,164.38999938964844,163.5399932861328 2025-06-02,158.22000122070312,161.27000427246094,160.88999938964844 2025-06-03,161.5399932861328,162.47999572753906,158.35000610351562 2025-06-04,159.97000122070312,162.42999267578125,161.1699981689453 2025-06-05,157.97999572753906,160.8300018310547,159.60000610351562 2025-06-06,157.8000030517578,160.50999450683594,159.5 2025-06-09,156.74000549316406,159.22999572753906,159.22999572753906 2025-06-10,158.10000610351562,159.02999877929688,159.02999877929688 2025-06-11,155.5800018310547,162.55999755859375,160.3000030517578 2025-06-12,154.80999755859375,155.94000244140625,155.52999877929688 2025-06-13,153.9600067138672,161.1999969482422,153.82000732421875 2025-06-16,158.14999389648438,158.36000061035156,156.16000366210938 2025-06-17,156.92999267578125,161.1300048828125,156.9499969482422 2025-06-18,160.44000244140625,163.0,157.4499969482422 2025-06-20,158.83999633789062,162.66000366210938,160.97000122070312 2025-06-23,157.88999938964844,158.57000732421875,157.0500030517578 2025-06-24,157.8800048828125,159.57000732421875,159.19000244140625 2025-06-25,158.89999389648438,159.1199951171875,158.57000732421875 2025-06-26,161.92999267578125,162.25999450683594,159.47999572753906 2025-06-27,164.22000122070312,165.41000366210938,162.66000366210938 2025-06-30,163.3699951171875,165.3699951171875,164.74000549316406 2025-07-01,169.19000244140625,172.63999938964844,163.3699951171875 2025-07-02,173.17999267578125,174.27999877929688,169.63999938964844 2025-07-03,173.19000244140625,173.9499969482422,172.60000610351562 2025-07-07,169.2100067138672,172.75999450683594,172.49000549316406 2025-07-08,169.2100067138672,170.82000732421875,169.6300048828125 2025-07-09,173.72999572753906,174.07000732421875,170.75999450683594 2025-07-10,176.5,178.1699981689453,174.13999938964844 2025-07-11,174.82000732421875,176.38999938964844,174.39999389648438 2025-07-14,170.4600067138672,175.67999267578125,173.88999938964844 2025-07-15,163.6199951171875,172.1999969482422,171.0 2025-07-16,165.00999450683594,165.5399932861328,164.52999877929688 2025-07-17,170.1999969482422,171.32000732421875,165.5800018310547 2025-07-18,170.38999938964844,171.1300048828125,171.1300048828125 2025-07-21,172.1999969482422,174.74000549316406,171.72999572753906 2025-07-22,178.61000061035156,179.3300018310547,173.91000366210938 2025-07-23,183.6499938964844,185.27999877929688,183.08999633789065 2025-07-24,180.5399932861328,183.9600067138672,182.0 2025-07-25,181.7100067138672,182.4900054931641,181.8999938964844 2025-07-28,188.22999572753903,188.91000366210935,182.8800048828125 2025-07-29,187.1100006103516,188.55999755859372,188.55999755859372 2025-07-30,190.52999877929688,192.3800048828125,188.2899932861328 2025-07-31,187.0500030517578,191.3300018310547,189.88999938964844 2025-08-01,187.6699981689453,189.4499969482422,184.1999969482422 2025-08-04,200.5200042724609,201.1000061035156,191.72000122070312 2025-08-05,203.77999877929688,204.58999633789065,201.66000366210935 2025-08-06,200.75,205.3500061035156,202.82000732421875 2025-08-07,199.6000061035156,206.3699951171875,204.5399932861328 2025-08-08,199.4199981689453,201.16000366210935,201.0399932861328 2025-08-11,200.0,201.0,200.1499938964844 2025-08-12,206.97000122070312,207.3500061035156,202.22000122070312 2025-08-13,210.1999969482422,210.58999633789065,207.6999969482422 ","date,5-day,20-day,60-day 2025-06-20,160.4306660970052,155.90131785867533,162.51094213484134 2025-06-23,158.67355448404948,156.55115745049017,161.87501217169026 2025-06-24,157.56622551812066,157.09690563713835,161.24838958003056 2025-06-25,158.2042215983073,157.6139734679383,160.6479909226005 2025-06-26,161.04821404351128,158.46281357802354,160.1463208749676 2025-06-27,164.51444023980034,159.7288521684919,159.79778872760318 2025-06-30,165.18510911729598,161.0501654627416,159.56213903861084 2025-07-01,167.99333360460068,162.83992128116228,159.57345751665633 2025-07-02,173.49710828993057,165.2094259108506,159.8943732259328 2025-07-03,175.75910915798613,167.77066261588752,160.46942167282825 2025-07-07,172.23111707899307,169.85159242902483,161.14422831942517 2025-07-08,168.72400953504777,171.32801403095195,161.87676233114536 2025-07-09,171.2517791748047,172.70263171835896,162.73536704004027 2025-07-10,176.33999633789065,174.22159409163837,163.73619236283403 2025-07-11,177.23555874294706,175.5524521468522,164.7860549222435 2025-07-14,172.7062310112847,176.0985801122096,165.75473457209242 2025-07-15,164.69755655924482,175.20936030202097,166.4877684642168 2025-07-16,161.4348812527127,173.4778697640555,167.05760927614583 2025-07-17,166.49488186306422,171.9480567403686,167.60457978056112 2025-07-18,171.2244422064887,170.86373344850745,168.13066439216377 2025-07-21,173.03377651638456,170.45670419602166,168.68884760734701 2025-07-22,177.61422186957466,171.11258070578305,169.44082789552567 2025-07-23,184.2984412299262,172.86413961237125,170.48130357115073 2025-07-24,184.8353257921007,174.91804322081722,171.67237906750302 2025-07-25,182.58711174858942,177.14764208112442,172.97364160307603 2025-07-28,186.2417799207899,179.99214206249684,174.47335900722672 2025-07-29,189.3004438612196,182.9285010551684,176.06722688082465 2025-07-30,190.89088812934028,186.03157568399007,177.76841042761103 2025-07-31,189.57377929687496,188.4763934108189,179.42260155820568 2025-08-01,187.46777852376303,190.19309182435404,181.01310817030418 2025-08-04,195.82911309136287,192.61710876795124,182.83783943464647 2025-08-05,205.97466803656687,195.65358418452274,184.894906180966 2025-08-06,206.04755486382382,198.6026498782996,187.02202913815952 2025-08-07,201.48622572157117,201.04962386160187,189.14065438641583 2025-08-08,199.01311340332032,202.69013870371367,191.1973248473225 2025-08-11,199.18777669270833,203.67600621607394,193.1738512213008 2025-08-12,204.55822211371526,204.9774173654003,195.19502613681172 2025-08-13,211.0911095513238,206.75694055004038,197.26723720919125 " 3232,US,technical,"During September 27, 2024 to July 02, 2025, what percentage of trading days showed short alignment of General Motors's 5, 20, 60-day Hull Moving Average lines? Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",22.3256,hard,moving average,HMA = WMA_{\sqrt{n}}(2 * WMA_{n/2}(P) - WMA_n(P)),"date,close,high,open 2024-05-20,45.11000061035156,45.90999984741211,45.75 2024-05-21,44.91999816894531,45.18000030517578,44.970001220703125 2024-05-22,43.970001220703125,44.63999938964844,44.59999847412109 2024-05-23,43.72999954223633,44.060001373291016,43.970001220703125 2024-05-24,44.11000061035156,44.31999969482422,44.06999969482422 2024-05-28,43.09000015258789,43.77000045776367,43.70000076293945 2024-05-29,42.63999938964844,42.75,42.619998931884766 2024-05-30,43.40999984741211,43.47999954223633,42.810001373291016 2024-05-31,44.9900016784668,45.02000045776367,43.209999084472656 2024-06-03,45.7400016784668,45.959999084472656,44.959999084472656 2024-06-04,45.2599983215332,45.77000045776367,45.31999969482422 2024-06-05,45.619998931884766,45.68999862670898,45.54999923706055 2024-06-06,45.61000061035156,45.97999954223633,45.58000183105469 2024-06-07,45.720001220703125,46.08000183105469,45.34999847412109 2024-06-10,47.56999969482422,47.7599983215332,45.68999862670898 2024-06-11,48.209999084472656,48.95000076293945,48.2599983215332 2024-06-12,48.86000061035156,49.34999847412109,48.84000015258789 2024-06-13,47.650001525878906,48.720001220703125,48.619998931884766 2024-06-14,46.77000045776367,47.38999938964844,47.13999938964844 2024-06-17,47.400001525878906,47.52999877929688,46.77999877929688 2024-06-18,47.43999862670898,48.040000915527344,47.290000915527344 2024-06-20,47.77000045776367,47.95000076293945,47.310001373291016 2024-06-21,47.720001220703125,47.86000061035156,47.77999877929688 2024-06-24,48.11000061035156,48.68999862670898,47.77000045776367 2024-06-25,46.40999984741211,48.09999847412109,48.0 2024-06-26,45.77000045776367,46.130001068115234,45.900001525878906 2024-06-27,45.58000183105469,46.04999923706055,45.68999862670898 2024-06-28,46.459999084472656,46.65999984741211,46.02999877929688 2024-07-01,46.68000030517578,47.16999816894531,46.52000045776367 2024-07-02,46.95000076293945,47.08000183105469,46.400001525878906 2024-07-03,46.709999084472656,47.06999969482422,46.97999954223633 2024-07-05,46.52000045776367,47.09000015258789,46.619998931884766 2024-07-08,46.54999923706055,47.47999954223633,46.79999923706055 2024-07-09,46.2599983215332,46.84000015258789,46.45000076293945 2024-07-10,46.52999877929688,46.77000045776367,46.5099983215332 2024-07-11,47.93000030517578,48.0,46.900001525878906 2024-07-12,49.0099983215332,49.34999847412109,48.02000045776367 2024-07-15,49.29999923706055,50.0,49.5 2024-07-16,49.77000045776367,49.9900016784668,49.31999969482422 2024-07-17,49.900001525878906,49.970001220703125,49.400001525878906 2024-07-18,49.650001525878906,50.5,50.0 2024-07-19,48.29999923706055,49.560001373291016,49.540000915527344 2024-07-22,49.560001373291016,49.70000076293945,48.459999084472656 2024-07-23,46.380001068115234,49.5,49.34000015258789 2024-07-24,46.4900016784668,46.59999847412109,45.290000915527344 2024-07-25,44.130001068115234,45.77000045776367,45.66999816894531 2024-07-26,44.119998931884766,44.54999923706055,44.27999877929688 2024-07-29,44.150001525878906,44.27000045776367,44.130001068115234 2024-07-30,44.22999954223633,44.970001220703125,44.150001525878906 2024-07-31,44.31999969482422,45.08000183105469,44.310001373291016 2024-08-01,43.369998931884766,45.150001525878906,44.66999816894531 2024-08-02,41.16999816894531,42.41999816894531,42.380001068115234 2024-08-05,39.95000076293945,40.29999923706055,39.400001525878906 2024-08-06,40.61000061035156,41.150001525878906,40.02000045776367 2024-08-07,40.650001525878906,41.5099983215332,41.22999954223633 2024-08-08,42.72999954223633,42.97999954223633,41.09000015258789 2024-08-09,43.47999954223633,44.11000061035156,42.59999847412109 2024-08-12,42.9900016784668,43.59999847412109,43.34000015258789 2024-08-13,43.31999969482422,43.34999847412109,43.060001373291016 2024-08-14,43.61000061035156,43.95000076293945,43.619998931884766 2024-08-15,44.86000061035156,45.18999862670898,44.77000045776367 2024-08-16,45.31999969482422,45.43000030517578,44.75 2024-08-19,45.7599983215332,45.93000030517578,45.45000076293945 2024-08-20,45.97999954223633,46.470001220703125,45.70000076293945 2024-08-21,46.560001373291016,46.91999816894531,46.25 2024-08-22,46.459999084472656,46.970001220703125,46.68999862670898 2024-08-23,48.56999969482422,48.630001068115234,47.310001373291016 2024-08-26,48.75,49.16999816894531,48.869998931884766 2024-08-27,49.25,49.459999084472656,48.560001373291016 2024-08-28,49.04999923706055,49.45000076293945,49.0 2024-08-29,49.470001220703125,49.81999969482422,49.4900016784668 2024-08-30,49.77999877929688,49.86000061035156,49.68999862670898 2024-09-03,48.40999984741211,49.86000061035156,49.150001525878906 2024-09-04,48.45000076293945,49.27999877929688,48.66999816894531 2024-09-05,48.150001525878906,49.06999969482422,48.68000030517578 2024-09-06,47.13999938964844,48.650001525878906,48.06999969482422 2024-09-09,47.400001525878906,47.88999938964844,47.33000183105469 2024-09-10,44.81999969482422,46.5099983215332,45.97999954223633 2024-09-11,44.66999816894531,44.88999938964844,44.68999862670898 2024-09-12,46.119998931884766,46.619998931884766,44.68999862670898 2024-09-13,46.29999923706055,47.04999923706055,46.310001373291016 2024-09-16,46.869998931884766,47.68999862670898,46.45000076293945 2024-09-17,47.52000045776367,48.18000030517578,47.36000061035156 2024-09-18,48.65999984741211,49.54999923706055,47.720001220703125 2024-09-19,48.619998931884766,49.86000061035156,49.4900016784668 2024-09-20,48.880001068115234,49.0,48.2400016784668 2024-09-23,48.040000915527344,48.27999877929688,47.59999847412109 2024-09-24,48.06999969482422,48.77000045776367,48.459999084472656 2024-09-25,45.72999954223633,46.43999862670898,45.95000076293945 2024-09-26,45.810001373291016,46.119998931884766,45.720001220703125 2024-09-27,46.47999954223633,47.06999969482422,46.369998931884766 2024-09-30,44.84000015258789,45.900001525878906,44.91999816894531 2024-10-01,44.880001068115234,45.47999954223633,45.150001525878906 2024-10-02,44.81999969482422,45.540000915527344,44.77999877929688 2024-10-03,44.97999954223633,45.02999877929688,44.41999816894531 2024-10-04,45.68000030517578,46.150001525878906,45.810001373291016 2024-10-07,45.97999954223633,46.119998931884766,45.41999816894531 2024-10-08,46.0099983215332,47.34999847412109,46.06999969482422 2024-10-09,47.93000030517578,47.97999954223633,46.040000915527344 2024-10-10,47.68999862670898,47.959999084472656,47.619998931884766 2024-10-11,47.869998931884766,48.25,47.369998931884766 2024-10-14,48.630001068115234,48.77000045776367,47.75 2024-10-15,47.84999847412109,48.90999984741211,48.220001220703125 2024-10-16,49.0099983215332,49.27000045776367,48.4900016784668 2024-10-17,49.380001068115234,49.4900016784668,49.0 2024-10-18,49.18000030517578,49.75,49.63999938964844 2024-10-21,48.93000030517578,49.59999847412109,49.2599983215332 2024-10-22,53.72999954223633,54.18000030517578,50.02000045776367 2024-10-23,52.91999816894531,54.18999862670898,54.04999923706055 2024-10-24,52.720001220703125,54.29999923706055,53.650001525878906 2024-10-25,52.06999969482422,53.40999984741211,53.20000076293945 2024-10-28,52.72999954223633,52.86000061035156,52.25 2024-10-29,51.540000915527344,52.220001220703125,52.130001068115234 2024-10-30,51.970001220703125,52.72999954223633,51.5 2024-10-31,50.7599983215332,52.119998931884766,51.75 2024-11-01,50.959999084472656,51.77999877929688,51.150001525878906 2024-11-04,51.79999923706055,52.77000045776367,50.9900016784668 2024-11-05,53.70000076293945,53.7400016784668,51.65999984741211 2024-11-06,55.04999923706055,55.380001068115234,54.47999954223633 2024-11-07,55.38999938964844,55.93000030517578,55.130001068115234 2024-11-08,55.58000183105469,56.08000183105469,55.09999847412109 2024-11-11,57.65999984741211,58.220001220703125,56.16999816894531 2024-11-12,57.40999984741211,58.290000915527344,57.5 2024-11-13,57.709999084472656,58.41999816894531,57.61000061035156 2024-11-14,57.619998931884766,59.38999938964844,57.790000915527344 2024-11-15,57.040000915527344,57.83000183105469,57.52999877929688 2024-11-18,56.25,57.52000045776367,57.4900016784668 2024-11-19,55.11000061035156,56.77999877929688,55.02000045776367 2024-11-20,54.869998931884766,55.4900016784668,55.0 2024-11-21,55.68000030517578,55.810001373291016,55.20000076293945 2024-11-22,58.52999877929688,58.900001525878906,55.7400016784668 2024-11-25,60.20000076293945,61.2400016784668,59.15999984741211 2024-11-26,54.790000915527344,58.31999969482422,57.650001525878906 2024-11-27,55.5,56.06999969482422,55.20000076293945 2024-11-29,55.59000015258789,56.9900016784668,56.43000030517578 2024-12-02,55.040000915527344,55.619998931884766,55.5 2024-12-03,53.65999984741211,55.209999084472656,55.09999847412109 2024-12-04,53.36000061035156,53.83000183105469,53.619998931884766 2024-12-05,53.38999938964844,53.90999984741211,53.61000061035156 2024-12-06,53.40999984741211,53.900001525878906,53.709999084472656 2024-12-09,52.709999084472656,54.459999084472656,54.0 2024-12-10,52.7400016784668,53.77000045776367,53.77000045776367 2024-12-11,52.040000915527344,53.45000076293945,53.25 2024-12-12,52.29999923706055,52.68999862670898,52.400001525878906 2024-12-13,52.52999877929688,52.81999969482422,52.25 2024-12-16,52.2400016784668,52.619998931884766,52.04999923706055 2024-12-17,51.150001525878906,51.93000030517578,51.59000015258789 2024-12-18,49.9900016784668,51.86000061035156,51.2599983215332 2024-12-19,50.34000015258789,51.34000015258789,50.619998931884766 2024-12-20,51.810001373291016,52.13999938964844,50.09000015258789 2024-12-23,52.560001373291016,52.59000015258789,51.4900016784668 2024-12-24,53.5099983215332,53.630001068115234,52.70000076293945 2024-12-26,54.18000030517578,54.380001068115234,53.369998931884766 2024-12-27,54.27999877929688,54.86000061035156,53.810001373291016 2024-12-30,53.65999984741211,54.09999847412109,53.7400016784668 2024-12-31,53.27000045776367,54.220001220703125,53.88999938964844 2025-01-02,51.369998931884766,53.470001220703125,53.31999969482422 2025-01-03,51.77000045776367,51.959999084472656,51.5 2025-01-06,53.52999877929688,54.400001525878906,52.7599983215332 2025-01-07,51.97999954223633,53.70000076293945,53.70000076293945 2025-01-08,51.0,51.75,51.75 2025-01-10,49.84999847412109,50.84000015258789,50.77999877929688 2025-01-13,49.93000030517578,50.09999847412109,49.040000915527344 2025-01-14,50.93999862670898,51.41999816894531,50.43000030517578 2025-01-15,51.70000076293945,52.95000076293945,52.20000076293945 2025-01-16,51.84000015258789,52.02000045776367,51.65999984741211 2025-01-17,50.970001220703125,52.18999862670898,51.93000030517578 2025-01-21,53.88999938964844,54.060001373291016,51.790000915527344 2025-01-22,52.7599983215332,53.45000076293945,53.33000183105469 2025-01-23,54.220001220703125,54.34999847412109,53.040000915527344 2025-01-24,53.90999984741211,54.59999847412109,54.18999862670898 2025-01-27,54.91999816894531,55.060001373291016,54.2599983215332 2025-01-28,50.040000915527344,50.97999954223633,50.97999954223633 2025-01-29,49.77999877929688,50.61000061035156,50.27999877929688 2025-01-30,49.5,50.9900016784668,50.45000076293945 2025-01-31,49.459999084472656,51.72999954223633,49.66999816894531 2025-02-03,47.900001525878906,49.22999954223633,46.5 2025-02-04,48.56999969482422,48.93999862670898,47.16999816894531 2025-02-05,47.810001373291016,48.790000915527344,48.709999084472656 2025-02-06,47.93000030517578,48.38999938964844,47.9900016784668 2025-02-07,47.38999938964844,48.31999969482422,47.68999862670898 2025-02-10,46.56999969482422,47.59999847412109,47.400001525878906 2025-02-11,46.70000076293945,46.84000015258789,46.36000061035156 2025-02-12,47.68999862670898,47.9900016784668,46.41999816894531 2025-02-13,47.88999938964844,48.630001068115234,48.13999938964844 2025-02-14,48.369998931884766,48.68000030517578,48.38999938964844 2025-02-18,48.130001068115234,48.709999084472656,48.70000076293945 2025-02-19,47.79999923706055,47.970001220703125,47.72999954223633 2025-02-20,47.88999938964844,47.90999984741211,47.790000915527344 2025-02-21,46.290000915527344,48.09000015258789,47.93000030517578 2025-02-24,46.56999969482422,46.90999984741211,46.66999816894531 2025-02-25,46.709999084472656,47.02000045776367,46.720001220703125 2025-02-26,48.459999084472656,50.18999862670898,48.90999984741211 2025-02-27,47.630001068115234,48.93000030517578,47.79999923706055 2025-02-28,49.130001068115234,49.4900016784668,47.52000045776367 2025-03-03,47.380001068115234,50.5,49.97999954223633 2025-03-04,45.220001220703125,46.41999816894531,46.41999816894531 2025-03-05,48.47999954223633,49.06999969482422,46.70000076293945 2025-03-06,47.20000076293945,48.33000183105469,47.77000045776367 2025-03-07,47.43999862670898,47.81999969482422,47.77999877929688 2025-03-10,48.08000183105469,48.18000030517578,46.810001373291016 2025-03-11,48.27999877929688,48.81999969482422,48.0 2025-03-12,47.900001525878906,48.7400016784668,48.5 2025-03-13,47.11000061035156,49.27000045776367,47.77000045776367 2025-03-14,48.34000015258789,48.75,47.790000915527344 2025-03-17,49.0,49.27000045776367,48.5099983215332 2025-03-18,48.66999816894531,49.83000183105469,49.34999847412109 2025-03-19,49.790000915527344,50.209999084472656,48.83000183105469 2025-03-20,49.43999862670898,49.97999954223633,48.810001373291016 2025-03-21,49.79999923706055,50.040000915527344,48.97999954223633 2025-03-24,51.459999084472656,51.88999938964844,50.7599983215332 2025-03-25,52.59000015258789,52.7599983215332,51.5 2025-03-26,50.95000076293945,53.290000915527344,52.68999862670898 2025-03-27,47.20000076293945,48.400001525878906,46.9900016784668 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2025-03-20,49.86799960666232,48.90441275873225,46.91948849009764 2025-03-21,49.8633322821723,49.234870141264686,47.1366711610032 2025-03-24,51.02644339667426,49.71401972667479,47.41097414028443 2025-03-25,52.7379997253418,50.378867261647144,47.750647471155276 2025-03-26,52.27288970947266,50.95479721994111,48.09651831863227 2025-03-27,48.50644565158421,50.996216042423654,48.349177019807016 2025-03-28,45.57844518025717,50.55460285120712,48.503981840619204 2025-03-31,45.61755481296115,49.84857865007408,48.583545711711665 2025-04-01,46.684886847602,49.098493659114425,48.60518801654014 2025-04-02,47.753554111056864,48.50365109216599,48.59789869916252 2025-04-03,46.87400088840061,47.82775034933379,48.52506182360723 2025-04-04,44.42400148179795,46.93177390457748,48.37102099930864 2025-04-07,42.8184440612793,45.866274358410855,48.145146807431665 2025-04-08,41.98288769192166,44.681735771971866,47.83668692600501 2025-04-09,43.962667338053386,43.94762462731563,47.54132437422732 2025-04-10,44.87888971964518,43.432301295061656,47.216290610645466 2025-04-11,43.865556165907115,43.08367030833191,46.873078247292305 2025-04-14,44.412888929579,43.00695522275322,46.565935199124006 2025-04-15,44.965111287434894,43.014709874933416,46.28189281326159 2025-04-16,44.51355675591363,43.09367584823015,46.00917267081678 2025-04-17,44.37355609469943,43.27954296227658,45.75458284480693 2025-04-21,44.42488818698458,43.50499914755553,45.505671697012204 2025-04-22,44.89977705213759,43.832985168886395,45.28515966891678 2025-04-23,45.80244437323676,44.26603354466426,45.104113015977006 2025-04-24,46.907778676350915,44.80931711915251,44.979198352873475 2025-04-25,47.573556688096794,45.42637650361825,44.90897973225282 2025-04-28,47.62800148857965,46.04261219701726,44.8858506110839 2025-04-29,47.26666658189561,46.56132382363985,44.89158104585571 2025-04-30,45.81000010172526,46.79083427908101,44.87782716748457 2025-05-01,44.599555714925124,46.77859912475982,44.839233229508594 2025-05-02,44.68222130669486,46.624384663569465,44.78542320675048 2025-05-05,45.17377785576715,46.404457819554715,44.722519920362856 2025-05-06,45.46244447496202,46.174612221490776,44.65985219089979 2025-05-07,45.53288930257162,45.94321917496718,44.60682969763712 2025-05-08,46.76177741156685,45.922472254104946,44.61865077802239 2025-05-09,47.96466581556532,46.073055662840474,44.696901115846785 2025-05-12,49.450889163547096,46.567479026926534,44.879360812922705 2025-05-13,50.98844434950087,47.36049799023252,45.16354447708924 2025-05-14,51.207778252495665,48.264578205620566,45.521431904879464 2025-05-15,50.6077778286404,49.13372278948367,45.926324857715294 2025-05-16,50.33733206854925,49.893292803908835,46.365093007827014 2025-05-19,50.16155395507812,50.471042822800676,46.80826880289624 2025-05-20,50.101554277208116,50.898201923287786,47.24692620322818 2025-05-21,49.630887858072924,51.08901386178417,47.64797864468551 2025-05-22,49.10177663167318,51.06433535439628,48.00707131009699 2025-05-23,48.65110973782009,50.823845151760885,48.314990537259234 2025-05-27,48.68599955240885,50.47962048105347,48.586403454468886 2025-05-28,48.37066777547201,50.00656357092259,48.80085305216354 2025-05-29,48.219778866238066,49.54267769421334,48.97952843314948 2025-05-30,49.16800062391493,49.24502695058847,49.15336778211161 2025-06-02,48.62688819037544,48.882806287493025,49.27766536656595 2025-06-03,48.39311108059354,48.660521245683945,49.39279397169232 2025-06-04,48.11022169325088,48.39330088000277,49.465649356483254 2025-06-05,47.19399905734591,48.0738632109671,49.49142001058307 2025-06-06,47.023556264241535,47.792918335885716,49.4842627216588 2025-06-09,47.59933446248372,47.59730329604376,49.460413780509235 2025-06-10,48.700444963243264,47.60581595020377,49.44868044404483 2025-06-11,49.96111043294271,47.85813489377241,49.47508170649314 2025-06-12,50.03666475084092,48.17359563720176,49.51665781723615 2025-06-13,49.06266657511393,48.42366356473981,49.556008159742355 2025-06-16,48.86466801961263,48.67305842775287,49.602781846112556 2025-06-17,48.565777587890615,48.78778736742028,49.62423074047266 2025-06-18,47.97333263821073,48.811162689341096,49.6123576124164 2025-06-20,47.904000430636934,48.78066099984305,49.569031573577504 2025-06-23,48.29577865600586,48.730680552726184,49.50434675792324 2025-06-24,48.91155590481228,48.72697802820247,49.436580374750534 2025-06-25,48.641333940294054,48.65057861906109,49.34779724331372 2025-06-26,48.750667063395184,48.635268310778066,49.26941817023952 2025-06-27,49.60977783203125,48.73288006076565,49.218251873613475 2025-06-30,49.69399939643012,48.86018687458782,49.180560697357315 2025-07-01,51.19844301011827,49.30462558482116,49.222250658910255 2025-07-02,53.170666080051,49.997136706397654,49.34497193654234 " 3233,US,technical,"For PepsiCo from October 20, 2019 to March 24, 2020, what percentage of days were the 5, 20, 60-day Hull Moving Average lines in long alignment? (Unit: %) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",20.4545,hard,moving average,HMA = WMA_{\sqrt{n}}(2 * WMA_{n/2}(P) - WMA_n(P)),"date,close,high,open 2019-06-13,132.94000244140625,133.7899932861328,133.4499969482422 2019-06-14,132.72999572753906,133.5399932861328,133.00999450683594 2019-06-17,132.52000427246094,133.24000549316406,132.72000122070312 2019-06-18,132.05999755859375,134.4199981689453,134.4199981689453 2019-06-19,132.85000610351562,133.2899932861328,132.05999755859375 2019-06-20,134.16000366210938,134.4499969482422,133.8699951171875 2019-06-21,133.9600067138672,134.55999755859375,134.16000366210938 2019-06-24,134.13999938964844,135.24000549316406,134.64999389648438 2019-06-25,133.80999755859375,134.47999572753906,133.97999572753906 2019-06-26,132.32000732421875,133.77000427246094,133.05999755859375 2019-06-27,131.69000244140625,132.44000244140625,132.25 2019-06-28,131.1300048828125,132.41000366210938,132.27999877929688 2019-07-01,131.8699951171875,132.2899932861328,131.99000549316406 2019-07-02,132.42999267578125,132.64999389648438,132.08999633789062 2019-07-03,133.99000549316406,134.08999633789062,132.97999572753906 2019-07-05,133.02000427246094,133.49000549316406,132.88999938964844 2019-07-08,132.55999755859375,133.38999938964844,133.10000610351562 2019-07-09,131.74000549316406,133.39999389648438,133.0 2019-07-10,134.41000366210938,134.4600067138672,132.39999389648438 2019-07-11,134.35000610351562,134.74000549316406,134.2100067138672 2019-07-12,133.27999877929688,134.42999267578125,134.0 2019-07-15,134.14999389648438,134.16000366210938,133.60000610351562 2019-07-16,133.8000030517578,135.24000549316406,134.0800018310547 2019-07-17,132.77999877929688,134.27999877929688,133.9199981689453 2019-07-18,132.8800048828125,133.1999969482422,132.61000061035156 2019-07-19,130.08999633789062,133.19000244140625,133.1699981689453 2019-07-22,130.27999877929688,130.80999755859375,130.49000549316406 2019-07-23,130.74000549316406,132.24000549316406,131.1300048828125 2019-07-24,129.2100067138672,131.1999969482422,131.1999969482422 2019-07-25,128.99000549316406,129.52999877929688,128.6300048828125 2019-07-26,131.22000122070312,131.4199981689453,129.44000244140625 2019-07-29,131.52999877929688,132.05999755859375,131.5 2019-07-30,130.47999572753906,132.0800018310547,131.33999633789062 2019-07-31,127.80999755859376,130.47999572753906,130.47999572753906 2019-08-01,127.13999938964844,129.39999389648438,128.9600067138672 2019-08-02,127.91999816894533,128.82000732421875,127.0999984741211 2019-08-05,124.4000015258789,129.14999389648438,128.35000610351562 2019-08-06,126.4499969482422,127.0,124.77999877929688 2019-08-07,127.77999877929688,128.33999633789062,126.4000015258789 2019-08-08,129.47000122070312,129.75,128.10000610351562 2019-08-09,128.60000610351562,129.74000549316406,129.7100067138672 2019-08-12,128.35000610351562,129.14999389648438,128.4499969482422 2019-08-13,129.92999267578125,130.3800048828125,128.27999877929688 2019-08-14,129.1199951171875,130.52999877929688,129.52000427246094 2019-08-15,130.72000122070312,131.22000122070312,129.66000366210938 2019-08-16,131.75999450683594,132.32000732421875,131.4199981689453 2019-08-19,132.57000732421875,132.85000610351562,132.07000732421875 2019-08-20,132.05999755859375,133.10000610351562,132.8000030517578 2019-08-21,132.33999633789062,133.63999938964844,132.91000366210938 2019-08-22,132.66000366210938,132.92999267578125,131.75 2019-08-23,130.27000427246094,133.35000610351562,132.4499969482422 2019-08-26,133.74000549316406,133.75,130.82000732421875 2019-08-27,134.75999450683594,135.36000061035156,134.1999969482422 2019-08-28,135.19000244140625,135.33999633789062,134.5 2019-08-29,136.02000427246094,136.44000244140625,135.61000061035156 2019-08-30,136.72999572753906,137.11000061035156,136.11000061035156 2019-09-03,137.4600067138672,137.6699981689453,136.35000610351562 2019-09-04,139.14999389648438,139.17999267578125,137.80999755859375 2019-09-05,135.97999572753906,138.8000030517578,138.8000030517578 2019-09-06,137.3699951171875,137.4199981689453,136.92999267578125 2019-09-09,136.39999389648438,136.67999267578125,136.39999389648438 2019-09-10,135.86000061035156,136.50999450683594,135.74000549316406 2019-09-11,136.36000061035156,136.7899932861328,135.27000427246094 2019-09-12,137.2899932861328,138.2899932861328,136.74000549316406 2019-09-13,136.44000244140625,136.9499969482422,136.0800018310547 2019-09-16,134.8800048828125,136.5,136.38999938964844 2019-09-17,135.6999969482422,136.30999755859375,134.9600067138672 2019-09-18,135.5,136.0,135.80999755859375 2019-09-19,135.47999572753906,135.83999633789062,135.41000366210938 2019-09-20,134.7100067138672,135.75999450683594,135.0 2019-09-23,135.44000244140625,135.75,134.9600067138672 2019-09-24,135.36000061035156,136.4499969482422,136.25 2019-09-25,135.08999633789062,135.66000366210938,135.2100067138672 2019-09-26,135.72000122070312,136.3300018310547,135.8699951171875 2019-09-27,135.60000610351562,136.24000549316406,136.24000549316406 2019-09-30,137.10000610351562,137.72999572753906,136.07000732421875 2019-10-01,137.3699951171875,137.94000244140625,136.92999267578125 2019-10-02,133.94000244140625,137.3800048828125,136.88999938964844 2019-10-03,137.92999267578125,139.75,138.44000244140625 2019-10-04,140.27999877929688,140.4499969482422,137.83999633789062 2019-10-07,138.33999633789062,139.61000061035156,139.2899932861328 2019-10-08,137.24000549316406,138.4499969482422,137.64999389648438 2019-10-09,137.85000610351562,138.1699981689453,137.32000732421875 2019-10-10,137.88999938964844,138.25,137.11000061035156 2019-10-11,137.63999938964844,138.6999969482422,138.0800018310547 2019-10-14,137.4499969482422,138.3000030517578,137.83999633789062 2019-10-15,136.3300018310547,137.9499969482422,137.47999572753906 2019-10-16,136.4199981689453,136.49000549316406,136.13999938964844 2019-10-17,136.9600067138672,137.6199951171875,137.07000732421875 2019-10-18,136.25,137.3699951171875,137.27000427246094 2019-10-21,136.1199951171875,136.74000549316406,136.33999633789062 2019-10-22,136.66000366210938,137.35000610351562,136.64999389648438 2019-10-23,137.4499969482422,137.5,136.61000061035156 2019-10-24,137.88999938964844,138.11000061035156,137.6999969482422 2019-10-25,136.63999938964844,137.9199981689453,137.77999877929688 2019-10-28,136.57000732421875,137.5500030517578,136.5500030517578 2019-10-29,136.0800018310547,137.1199951171875,136.8300018310547 2019-10-30,136.89999389648438,137.2899932861328,135.86000061035156 2019-10-31,137.1699981689453,137.52999877929688,136.8000030517578 2019-11-01,136.92999267578125,138.33999633789062,137.5500030517578 2019-11-04,135.16000366210938,137.10000610351562,136.8000030517578 2019-11-05,134.00999450683594,135.10000610351562,134.8300018310547 2019-11-06,134.44000244140625,134.8800048828125,134.5 2019-11-07,133.32000732421875,134.5,134.41000366210938 2019-11-08,133.1300048828125,134.1300048828125,133.2899932861328 2019-11-11,132.38999938964844,133.02999877929688,133.02999877929688 2019-11-12,131.97999572753906,132.67999267578125,132.67999267578125 2019-11-13,133.2899932861328,133.57000732421875,132.6300048828125 2019-11-14,133.3300018310547,133.91000366210938,133.60000610351562 2019-11-15,133.80999755859375,133.9199981689453,133.66000366210938 2019-11-18,134.05999755859375,135.69000244140625,134.0 2019-11-19,134.57000732421875,135.05999755859375,134.64999389648438 2019-11-20,133.74000549316406,135.1999969482422,134.30999755859375 2019-11-21,133.91000366210938,134.2100067138672,133.42999267578125 2019-11-22,134.07000732421875,134.52999877929688,133.9199981689453 2019-11-25,133.8300018310547,134.77999877929688,134.66000366210938 2019-11-26,135.6999969482422,135.8699951171875,134.2899932861328 2019-11-27,135.91000366210938,136.52000427246094,135.6999969482422 2019-11-29,135.8300018310547,136.4199981689453,136.05999755859375 2019-12-02,135.8800048828125,136.64999389648438,136.64999389648438 2019-12-03,135.4600067138672,136.66000366210938,136.66000366210938 2019-12-04,137.3000030517578,137.3699951171875,134.9499969482422 2019-12-05,136.33999633789062,136.5399932861328,136.19000244140625 2019-12-06,137.36000061035156,137.69000244140625,136.6699981689453 2019-12-09,137.16000366210938,138.0399932861328,137.14999389648438 2019-12-10,136.27000427246094,137.61000061035156,137.61000061035156 2019-12-11,137.10000610351562,137.5399932861328,137.0500030517578 2019-12-12,137.17999267578125,137.89999389648438,136.8000030517578 2019-12-13,137.94000244140625,138.25,136.92999267578125 2019-12-16,137.05999755859375,137.52000427246094,136.9499969482422 2019-12-17,136.1699981689453,137.44000244140625,137.0500030517578 2019-12-18,135.97000122070312,137.3000030517578,137.0500030517578 2019-12-19,136.47000122070312,136.74000549316406,136.22000122070312 2019-12-20,137.9199981689453,138.1300048828125,137.41000366210938 2019-12-23,137.0399932861328,138.1300048828125,137.69000244140625 2019-12-24,136.88999938964844,137.3800048828125,137.08999633789062 2019-12-26,136.69000244140625,137.33999633789062,136.86000061035156 2019-12-27,137.5399932861328,137.5800018310547,136.8800048828125 2019-12-30,136.80999755859375,137.97000122070312,136.6999969482422 2019-12-31,136.6699981689453,137.25999450683594,136.69000244140625 2020-01-02,135.82000732421875,137.22999572753906,136.8699951171875 2020-01-03,135.6300048828125,136.7899932861328,135.4600067138672 2020-01-06,136.14999389648438,136.32000732421875,135.3000030517578 2020-01-07,134.00999450683594,136.07000732421875,136.0 2020-01-08,134.6999969482422,135.36000061035156,134.4600067138672 2020-01-09,134.7899932861328,135.3800048828125,135.2899932861328 2020-01-10,134.52999877929688,135.4199981689453,135.1699981689453 2020-01-13,136.52999877929688,136.58999633789062,134.64999389648438 2020-01-14,136.85000610351562,136.94000244140625,136.17999267578125 2020-01-15,139.1999969482422,139.25,137.0399932861328 2020-01-16,139.61000061035156,140.16000366210938,139.35000610351562 2020-01-17,141.25999450683594,141.32000732421875,140.10000610351562 2020-01-21,141.86000061035156,142.1199951171875,140.61000061035156 2020-01-22,143.3800048828125,143.57000732421875,141.80999755859375 2020-01-23,143.64999389648438,143.85000610351562,143.08999633789062 2020-01-24,142.9199981689453,144.14999389648438,143.8300018310547 2020-01-27,142.13999938964844,143.36000061035156,141.64999389648438 2020-01-28,142.44000244140625,142.9199981689453,142.1300048828125 2020-01-29,141.72999572753906,142.4499969482422,142.0 2020-01-30,143.8300018310547,143.9600067138672,142.32000732421875 2020-01-31,142.02000427246094,144.64999389648438,143.80999755859375 2020-02-03,142.50999450683594,143.07000732421875,142.77000427246094 2020-02-04,143.22000122070312,144.05999755859375,143.1999969482422 2020-02-05,144.3000030517578,144.58999633789062,143.67999267578125 2020-02-06,144.3300018310547,145.3000030517578,144.63999938964844 2020-02-07,145.3699951171875,145.72000122070312,144.25999450683594 2020-02-10,145.66000366210938,146.4199981689453,145.92999267578125 2020-02-11,146.0800018310547,146.36000061035156,146.2100067138672 2020-02-12,146.0800018310547,146.74000549316406,146.67999267578125 2020-02-13,146.47000122070312,147.1300048828125,145.25 2020-02-14,146.99000549316406,147.14999389648438,146.57000732421875 2020-02-18,145.60000610351562,147.1999969482422,147.11000061035156 2020-02-19,145.52999877929688,146.47999572753906,145.6199951171875 2020-02-20,145.16000366210938,145.8000030517578,145.77000427246094 2020-02-21,145.85000610351562,145.9199981689453,145.05999755859375 2020-02-24,142.63999938964844,147.14999389648438,145.86000061035156 2020-02-25,141.10000610351562,144.3800048828125,142.58999633789062 2020-02-26,141.97999572753906,143.75,142.44000244140625 2020-02-27,136.3699951171875,143.13999938964844,141.41000366210938 2020-02-28,132.02999877929688,133.75,133.24000549316406 2020-03-02,137.5800018310547,137.77000427246094,132.0 2020-03-03,135.5800018310547,139.6699981689453,137.19000244140625 2020-03-04,142.38999938964844,142.7100067138672,136.19000244140625 2020-03-05,138.10000610351562,141.4199981689453,138.80999755859375 2020-03-06,137.25999450683594,138.1699981689453,131.55999755859375 2020-03-09,130.16000366210938,133.35000610351562,130.17999267578125 2020-03-10,134.13999938964844,134.57000732421875,132.0500030517578 2020-03-11,129.75,132.5399932861328,130.5800018310547 2020-03-12,115.33999633789062,125.0,122.0999984741211 2020-03-13,127.4499969482422,127.58999633789062,120.68000030517578 2020-03-16,113.08999633789062,123.81999969482422,114.69000244140624 2020-03-17,127.72000122070312,127.86000061035156,116.6999969482422 2020-03-18,120.91999816894533,127.72000122070312,120.83999633789062 2020-03-19,117.33999633789062,122.08999633789062,121.43000030517578 2020-03-20,103.93000030517578,118.4499969482422,118.23999786376952 2020-03-23,105.18000030517578,112.87000274658205,106.0 2020-03-24,113.83999633789062,114.43000030517578,109.93000030517578 ","date,5-day,20-day,60-day 2019-09-16,135.46489359537762,137.22845342264546,136.15697098869578 2019-09-17,134.89844631618925,136.77530206721582,136.48816099943767 2019-09-18,135.29555392795137,136.31499891338927,136.76925009510163 2019-09-19,135.45977410210503,135.93952847765635,137.0009352041922 2019-09-20,134.96444634331598,135.57303455435354,137.16620966258168 2019-09-23,134.98200581868488,135.3067195221872,137.29181350196384 2019-09-24,135.36933593749998,135.12602017026958,137.38407994135574 2019-09-25,135.267330593533,134.98123913851651,137.44162990903115 2019-09-26,135.48066440158422,134.94707750857134,137.48179262571483 2019-09-27,135.74333767361114,134.98342377171372,137.5026402402196 2019-09-30,136.70423041449655,135.23916137695312,137.5418169064594 2019-10-01,137.71200052897134,135.6488076418922,137.60134366763535 2019-10-02,135.55599772135417,135.75276904283663,137.59091113142077 2019-10-03,135.9213283962674,136.04514625119958,137.61571232290743 2019-10-04,139.7093282063802,136.6917416355414,137.7229495561083 2019-10-07,140.30221896701389,137.34225308174695,137.84553809629332 2019-10-08,138.0831136067708,137.8438383067738,137.9451612627145 2019-10-09,137.18578592936197,138.18197726030886,138.032851746646 2019-10-10,137.58267076280384,138.36845309699257,138.1093174512317 2019-10-11,137.73133205837675,138.45414894995753,138.1692983662718 2019-10-14,137.5006629096137,138.4428000802705,138.19883244725727 2019-10-15,136.60399881998697,138.23829092512915,138.17718183726822 2019-10-16,136.01377766927084,137.9312349413587,138.12563752647023 2019-10-17,136.47867058648004,137.5951603705336,138.06966406210844 2019-10-18,136.52600402832033,137.20041411891128,137.99363416762196 2019-10-21,136.10310804578992,136.82711332246853,137.9021265876065 2019-10-22,136.31799858940974,136.55733403523763,137.8144908593598 2019-10-23,137.22911071777347,136.4609239441182,137.7517924368407 2019-10-24,138.06777615017361,136.5515391633005,137.72311331572763 2019-10-25,137.4417768690321,136.62600564469506,137.6925257099395 2019-10-28,136.47711588541665,136.66464225273626,137.6576384046366 2019-10-29,135.9577836778429,136.61857668459672,137.60670812302826 2019-10-30,136.3482194688585,136.60310148429045,137.5606697011674 2019-10-31,137.13243849012585,136.6640247011391,137.5228384308194 2019-11-01,137.24465976291233,136.7498143368676,137.48487928276717 2019-11-04,135.83822089301216,136.64273092228615,137.40440425734954 2019-11-05,133.90555487738717,136.2571438056979,137.26426860398377 2019-11-06,133.4973331027561,135.75273138269202,137.0859623160029 2019-11-07,133.2993398030599,135.11492941588034,136.85088860773857 2019-11-08,132.84223056369356,134.4626700476444,136.56655377253057 2019-11-11,132.3095581054687,133.7796171345236,136.23025166507043 2019-11-12,131.75377332899302,133.0739174946046,135.85241604708665 2019-11-13,132.50065816243486,132.55641834341603,135.48520292236137 2019-11-14,133.4702189127604,132.22808157388266,135.1337637148064 2019-11-15,133.9480000813802,132.1361305243422,134.81400773144293 2019-11-18,134.25177612304688,132.26052660657214,134.53776297835722 2019-11-19,134.628226047092,132.56538045247393,134.31558189208613 2019-11-20,134.27356397840708,132.8780272512725,134.1209519147891 2019-11-21,133.80645073784723,133.18642258020708,133.95302695192484 2019-11-22,133.90289510091145,133.4779477298621,133.8086758247136 2019-11-25,133.91711527506513,133.71127370264622,133.6787931730397 2019-11-26,135.0557756212023,134.0917944897408,133.60554309600113 2019-11-27,136.29622124565972,134.54906253765157,133.58353739530466 2019-11-29,136.38822462293834,135.00974635665034,133.60116999378968 2019-12-02,136.10044894748262,135.4279503813244,133.6537960891299 2019-12-03,135.65689595540363,135.71143010391302,133.72169255626034 2019-12-04,136.58378329806854,136.08583848036727,133.84251342042026 2019-12-05,137.04244283040362,136.41006328037807,133.98019682420792 2019-12-06,137.2091078016493,136.77678924560547,134.15106032212228 2019-12-09,137.43777940538195,137.11222118163005,134.34470629637204 2019-12-10,136.71956075032554,137.2703925941104,134.5344834721862 2019-12-11,136.62467346191409,137.37680571452879,134.73896454007087 2019-12-12,137.13777601453992,137.44455175490606,134.95467414574497 2019-12-13,137.8259962293837,137.57861007161986,135.1937716617283 2019-12-16,137.6497762044271,137.66341997485137,135.43234071199626 2019-12-17,136.46199781629775,137.58917661922834,135.6466226517096 2019-12-18,135.65088873969185,137.36670098110713,135.83500323152342 2019-12-19,135.93177964952258,137.11672435215542,136.0118968354017 2019-12-20,137.39822218153213,137.04197573575107,136.21005143358698 2019-12-23,137.81132778591578,137.02237881681103,136.4017275865261 2019-12-24,137.14310641818577,137.02125612927722,136.5812231317397 2019-12-26,136.6542236328125,136.98119986992378,136.74446320933006 2019-12-27,137.0977759467231,136.99365537304902,136.91063471374795 2019-12-30,137.19043952094185,136.9854296234263,137.05676900593667 2019-12-31,136.72310824924045,136.96348578184717,137.17654017505365 2020-01-02,135.96133795844187,136.84444384884526,137.2493325989103 2020-01-03,135.36711968315973,136.6292327174067,137.27987326669827 2020-01-06,135.6675550672743,136.41942490284578,137.28813362921775 2020-01-07,134.71376953125,135.9990233034076,137.22593712507592 2020-01-08,133.99799329969616,135.55923916903407,137.12176336376012 2020-01-09,134.42688293457033,135.15356453635474,136.98911776783658 2020-01-10,134.598440890842,134.78288391707778,136.8295208986901 2020-01-13,135.84711066351997,134.70395389309178,136.70133503978744 2020-01-14,137.23267144097224,134.86342353193277,136.6103850558417 2020-01-15,139.0084469265408,135.42895902691467,136.6089002509397 2020-01-16,140.40177680121528,136.2772295402758,136.69405041281314 2020-01-17,141.52599589029953,137.39930766250149,136.88330627819505 2020-01-21,142.47755262586804,138.67846877721482,137.16640888337164 2020-01-22,143.5711147732205,140.1095869498645,137.5521435648489 2020-01-23,144.31777750651042,141.54004156269554,138.01327255267083 2020-01-24,143.74399549696182,142.74520386204577,138.5051081984475 2020-01-27,142.45955335828992,143.58703182930554,138.9858737424423 2020-01-28,142.001112874349,144.09566830061215,139.45296785714316 2020-01-29,141.76355489095053,144.25612691573767,139.87976103305203 2020-01-30,142.917776828342,144.38411017942224,140.31692583865518 2020-01-31,143.01000366210937,144.2934961076216,140.71298892822404 2020-02-03,142.35177714029948,144.0899297739004,141.0843912797016 2020-02-04,142.8488864474826,143.896479627601,141.45154081692684 2020-02-05,144.10555759006078,143.81869723695695,141.83858931235173 2020-02-06,144.81155904134116,143.87549290512547,142.23869693803462 2020-02-07,145.4091091579861,144.1320762680516,142.66941516206958 2020-02-10,145.9844434950087,144.52651712524943,143.12339945703312 2020-02-11,146.32200283474393,145.01019914701388,143.6027794361799 2020-02-12,146.38555840386286,145.508295990915,144.09246014666618 2020-02-13,146.50733506944445,145.98796292986188,144.58792187874525 2020-02-14,146.97378167046443,146.4824336308731,145.08862721483834 2020-02-18,146.31534016927085,146.78229774177848,145.5489629438615 2020-02-19,145.3646691216363,146.89705163600644,145.96168613470823 2020-02-20,144.96044514973957,146.81641462515958,146.3173044106489 2020-02-21,145.35978257921008,146.67702501635532,146.63228348789656 2020-02-24,143.7566694471571,146.179597651494,146.82877622770894 2020-02-25,140.89866977267792,145.30000310988652,146.88371541080247 2020-02-26,140.48844401041666,144.31958077038522,146.83966515290766 2020-02-27,137.72266031901043,142.76103478567939,146.58273566410466 2020-02-28,131.9728841145833,140.50780404689507,146.04897683993207 2020-03-02,133.14022284613716,138.55473652430942,145.43227593341075 2020-03-03,135.96555887858074,136.7995821198963,144.7175596475271 2020-03-04,140.45977918836806,136.15133695792323,144.1125352363772 2020-03-05,141.33289252387155,135.88705914518016,143.51544943408908 2020-03-06,138.11311069064672,135.7213757462935,142.92146417748876 2020-03-09,131.87088792588975,134.91312097524667,142.18040689677463 2020-03-10,130.37066752115882,134.09286262941566,141.41812484531607 2020-03-11,130.19266662597656,132.9902636177096,140.5240288620339 2020-03-12,119.2264417860243,130.3206223042806,139.18488963376583 2020-03-13,118.68444010416665,128.0971988172655,137.77944977823162 2020-03-16,116.86399570041233,124.7249456833348,136.01956763409086 2020-03-17,120.54466586642796,122.50520339437378,134.35861653843335 2020-03-18,124.28400031195747,120.6636430213565,132.66481306456404 2020-03-19,119.29488627115886,118.76915523116209,130.888770829761 2020-03-20,106.93844265407985,115.73544576471502,128.7736092197247 2020-03-23,99.80222286648218,112.12594250699661,126.45636285227728 2020-03-24,107.16177622477214,109.51743686989786,124.1947422132727 " 3234,US,technical,"Calculate the percentage of days with long alignment in the 10, 20, 30-day Hull Moving Average lines for Occidental Petroleum from November 04, 2020 to October 20, 2021. Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",37.7953,hard,moving average,HMA = WMA_{\sqrt{n}}(2 * WMA_{n/2}(P) - WMA_n(P)),"date,close,high,open 2020-09-01,12.479999542236328,12.619999885559082,12.59000015258789 2020-09-02,12.399999618530272,12.65999984741211,12.31999969482422 2020-09-03,12.59000015258789,12.899999618530272,12.350000381469728 2020-09-04,12.25,12.84000015258789,12.720000267028809 2020-09-08,11.0600004196167,11.979999542236328,11.869999885559082 2020-09-09,11.06999969482422,11.210000038146973,11.210000038146973 2020-09-10,10.1899995803833,11.079999923706056,11.050000190734863 2020-09-11,10.220000267028809,10.359999656677246,10.1899995803833 2020-09-14,10.170000076293944,10.380000114440918,10.220000267028809 2020-09-15,10.710000038146973,10.890000343322754,10.229999542236328 2020-09-16,11.640000343322754,12.029999732971191,10.869999885559082 2020-09-17,11.859999656677246,12.029999732971191,11.199999809265137 2020-09-18,11.649999618530272,12.09000015258789,11.789999961853027 2020-09-21,11.289999961853027,11.31999969482422,11.09000015258789 2020-09-22,11.079999923706056,11.59000015258789,11.329999923706056 2020-09-23,10.40999984741211,11.270000457763672,11.130000114440918 2020-09-24,10.640000343322754,10.869999885559082,10.34000015258789 2020-09-25,10.220000267028809,10.579999923706056,10.460000038146973 2020-09-28,10.34000015258789,10.649999618530272,10.420000076293944 2020-09-29,9.989999771118164,10.350000381469728,10.34000015258789 2020-09-30,10.010000228881836,10.270000457763672,10.020000457763672 2020-10-01,9.68000030517578,9.979999542236328,9.970000267028809 2020-10-02,9.869999885559082,9.899999618530272,9.25 2020-10-05,10.510000228881836,10.520000457763672,10.100000381469728 2020-10-06,10.130000114440918,10.779999732971191,10.670000076293944 2020-10-07,10.279999732971191,10.31999969482422,10.229999542236328 2020-10-08,11.18000030517578,11.199999809265137,10.40999984741211 2020-10-09,10.81999969482422,11.34000015258789,11.199999809265137 2020-10-12,10.8100004196167,10.850000381469728,10.640000343322754 2020-10-13,10.520000457763672,10.960000038146973,10.760000228881836 2020-10-14,10.449999809265137,10.949999809265137,10.520000457763672 2020-10-15,10.609999656677246,10.609999656677246,10.229999542236328 2020-10-16,10.09000015258789,10.529999732971191,10.510000228881836 2020-10-19,9.81999969482422,10.210000038146973,10.1899995803833 2020-10-20,10.06999969482422,10.199999809265137,9.920000076293944 2020-10-21,9.65999984741211,9.960000038146973,9.859999656677246 2020-10-22,10.170000076293944,10.199999809265137,9.699999809265137 2020-10-23,10.020000457763672,10.359999656677246,10.25 2020-10-26,9.460000038146973,9.84000015258789,9.789999961853027 2020-10-27,9.270000457763672,9.5,9.399999618530272 2020-10-28,8.880000114440918,9.15999984741211,8.979999542236328 2020-10-29,9.130000114440918,9.18000030517578,8.699999809265137 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2021-04-26,24.899999618530277,25.13999938964844,24.43000030517578 2021-04-27,25.09000015258789,25.399999618530277,25.11000061035156 2021-04-28,26.100000381469727,26.239999771118164,25.350000381469727 2021-04-29,25.940000534057617,26.979999542236328,26.559999465942383 2021-04-30,25.36000061035156,26.309999465942383,25.549999237060547 2021-05-03,26.13999938964844,26.280000686645508,25.649999618530277 2021-05-04,25.86000061035156,26.56999969482422,26.51000022888184 2021-05-05,27.049999237060547,27.34000015258789,26.299999237060547 2021-05-06,26.649999618530277,27.200000762939453,27.100000381469727 2021-05-07,27.38999938964844,27.540000915527344,26.020000457763672 2021-05-10,26.6299991607666,28.1299991607666,27.709999084472656 2021-05-11,24.530000686645508,25.61000061035156,25.399999618530277 2021-05-12,25.1200008392334,26.46999931335449,24.63999938964844 2021-05-13,23.709999084472656,25.239999771118164,24.690000534057617 2021-05-14,25.100000381469727,25.399999618530277,24.1200008392334 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2021-06-22,29.206727133856884,29.18101405973558,29.81635895076191 2021-06-23,29.767413773199525,29.443938586990555,29.90341192908612 2021-06-24,30.650555105883665,29.914025466555643,30.111328709168244 2021-06-25,31.798130871551205,30.579720159175594,30.470886713527005 2021-06-28,32.36941376695729,31.13237590500803,30.813228229126196 2021-06-29,32.4319995494804,31.542427300457312,31.12390448129305 2021-06-30,32.14030276211826,31.80982037408011,31.38521843236834 2021-07-01,32.14572731942841,32.148402741750076,31.688017742198 2021-07-02,32.27367745794431,32.49840262194216,31.991754442303833 2021-07-06,32.02043532361888,32.57279854340987,32.16671155314292 2021-07-07,31.249829107342347,32.30828694347696,32.162794406371304 2021-07-08,30.365444863444623,31.815431100671947,32.02833850792232 2021-07-09,29.760000009247747,31.29497647941887,31.839066447596394 2021-07-12,29.465777468440507,30.819011021486098,31.61152661942239 2021-07-13,29.48515110786515,30.446037788391113,31.37990902247822 2021-07-14,29.122625913523667,29.91350655064438,31.01308068463452 2021-07-15,28.39752492230348,29.225782625437812,30.507280646019936 2021-07-16,27.264525126447584,28.342805533718753,29.83130574236634 2021-07-19,25.936464600611217,27.30778122988614,28.995969170190953 2021-07-20,24.921535565154716,26.373535848179937,28.130614372171383 2021-07-21,24.86838421291775,25.791445481519162,27.41481656809434 2021-07-22,25.402970161823315,25.492039518067333,26.84104850406715 2021-07-23,26.046717524287676,25.35692961416203,26.37968936879148 2021-07-26,26.663394353847313,25.38205525162932,26.06070195693696 2021-07-27,26.89091959095965,25.416486919948035,25.802033177242485 2021-07-28,26.93925274935636,25.56640248162406,25.62698084868838 2021-07-29,26.880131523055258,25.789211602314207,25.51838912963867 2021-07-30,26.675182086289535,25.97319776584576,25.426232899218054 2021-08-02,26.319838845609414,26.07726927579739,25.336510747752307 2021-08-03,26.138131860289906,26.147204819798986,25.307175319767342 2021-08-04,25.929859201835864,26.10276026325308,25.290171073927247 2021-08-05,25.873404649291377,26.05818496596762,25.322705884270345 2021-08-06,25.962505363695545,26.05059828118329,25.410117315476942 2021-08-09,25.957808259520863,25.98320169069034,25.47976567996445 2021-08-10,25.99564658463603,25.96340510438531,25.555513320772448 2021-08-11,26.21927284471916,26.02369639978781,25.66415414625599 2021-08-12,26.526202298174002,26.147064395755915,25.794678528146502 2021-08-13,26.5308187465475,26.20249261030387,25.874211553416373 2021-08-16,26.102657385546753,26.081179729891026,25.85329656635134 2021-08-17,25.309010850540314,25.76235853575009,25.710035652857957 2021-08-18,24.33382897617841,25.28026939061813,25.441039623615993 2021-08-19,23.17323283378524,24.594062445174046,25.01688620693795 2021-08-20,22.167798446886465,23.819301428031093,24.50332599257056 2021-08-23,21.870101169624707,23.220671448397948,24.049002978827367 2021-08-24,22.333454299695564,22.895609321676808,23.721228654854613 2021-08-25,23.207797299009382,22.830838480862703,23.525392640363357 2021-08-26,23.942716403922645,22.879879398428514,23.397926194796 2021-08-27,24.76681750711769,23.169496152473215,23.416325725022187 2021-08-30,25.325181402341283,23.569892209288362,23.504004864162873 2021-08-31,25.726787844571202,24.074963273135097,23.661901628842923 2021-09-01,25.786636556760232,24.55154082228095,23.8341156006543 2021-09-02,26.045283059399537,25.1055668540228,24.111495514873113 2021-09-03,26.171525444647283,25.591016702362985,24.41709801697817 2021-09-07,26.175525335832077,25.933849655250448,24.726610549051703 2021-09-08,25.86370702223344,26.065818531729956,24.97989548132838 2021-09-09,25.50657557670516,26.043342350551065,25.189732380118425 2021-09-10,25.132949179832384,25.928827155059547,25.340984324041663 2021-09-13,25.300181402341284,25.936550898366157,25.54367569366236 2021-09-14,25.67928261997724,26.004873881401956,25.748248856657295 2021-09-15,26.501525036975593,26.26932361660581,26.043668571116676 2021-09-16,27.206494760994957,26.58394913999549,26.35564134214941 2021-09-17,27.597727249607896,26.835314138338163,26.635691571594567 2021-09-20,27.253979800445865,26.881606782277423,26.771628502876528 2021-09-21,26.57630308709963,26.766578705444992,26.792976560763556 2021-09-22,26.15401019086741,26.71298741179627,26.80331781093365 2021-09-23,26.38745442400075,26.844338430346863,26.895660793072008 2021-09-24,27.020898822822957,27.11210337857663,27.062861875035 2021-09-27,28.252646457787716,27.642205613289047,27.41969705021082 2021-09-28,29.443474779225358,28.254999998431185,27.87524187340959 2021-09-29,30.318545651676676,28.870694902676014,28.372366312156867 2021-09-30,30.61231338038589,29.402395374000843,28.832260987408272 2021-10-01,30.91580820565272,29.991586248059292,29.328782141559014 2021-10-04,31.30687863513677,30.66428226916821,29.85581077965357 2021-10-05,31.9745351945511,31.427303459861058,30.453687838209145 2021-10-06,32.45074735313955,32.07635800349247,31.03275055793024 2021-10-07,32.812959439826734,32.59785753456545,31.605611819127134 2021-10-08,33.219798090000346,33.10030350771817,32.20790147330171 2021-10-11,33.54867689151957,33.5172619283767,32.78768678015705 2021-10-12,33.63587846274327,33.8255058906192,33.287864449682196 2021-10-13,33.38839306494202,33.94017706082497,33.65147719899386 2021-10-14,32.9064737011688,33.856592039050476,33.86025951734153 2021-10-15,32.29855462276575,33.59576903941827,33.91327125610844 2021-10-18,32.09469644758437,33.37122193208505,33.92698772847439 2021-10-19,32.22153491203232,33.204413233752895,33.92442243787978 2021-10-20,32.633201861140705,33.1473150429994,33.94200166955216 " 3235,US,technical,"What is the percentage of days where the low price is greater than the lower channel of Bollinger Bands for International Flavors & Fragrances from June 12, 2023 to July 05, 2023? (Unit: %) (Standard parameters: middle band SMA(20), band width multiplier 2, use population standard deviation) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",81.25,medium,channel,Middle = SMA_n(P); Upper = Middle + 2 * \sigma_n(P); Lower = Middle - 2 * \sigma_n(P),"date,close,low 2023-05-15,84.36000061035156,82.41000366210938 2023-05-16,81.12000274658203,81.0999984741211 2023-05-17,82.2699966430664,81.0199966430664 2023-05-18,84.16999816894531,82.33000183105469 2023-05-19,83.68000030517578,83.56999969482422 2023-05-22,83.4000015258789,83.0999984741211 2023-05-23,83.02999877929688,82.94999694824219 2023-05-24,80.33000183105469,80.30000305175781 2023-05-25,78.26000213623047,78.04000091552734 2023-05-26,78.26000213623047,76.83000183105469 2023-05-30,78.20999908447266,77.04000091552734 2023-05-31,77.29000091552734,76.95999908447266 2023-06-01,76.5999984741211,76.11000061035156 2023-06-02,80.05000305175781,77.83999633789062 2023-06-05,79.62999725341797,79.51000213623047 2023-06-06,80.87000274658203,79.25 2023-06-07,81.19999694824219,80.37000274658203 2023-06-08,79.75,79.7300033569336 2023-06-09,78.23999786376953,76.68000030517578 2023-06-12,77.8499984741211,77.66000366210938 2023-06-13,79.69999694824219,78.05000305175781 2023-06-14,78.30000305175781,77.93000030517578 2023-06-15,79.5,77.62999725341797 2023-06-16,80.3499984741211,78.95999908447266 2023-06-20,79.20999908447266,78.70999908447266 2023-06-21,78.16000366210938,77.69000244140625 2023-06-22,77.2300033569336,76.44000244140625 2023-06-23,75.27999877929688,75.18000030517578 2023-06-26,76.83000183105469,75.19999694824219 2023-06-27,76.6500015258789,76.30000305175781 2023-06-28,76.72000122070312,75.31999969482422 2023-06-29,77.80999755859375,76.06999969482422 2023-06-30,79.58999633789062,77.83000183105469 2023-07-03,79.7300033569336,79.16000366210938 2023-07-05,78.58999633789062,78.12000274658203 ","date,Upper,Middle,Lower,low 2023-06-12,85.15730639554707,80.42849998474121,75.69969357393535,77.66000366210938 2023-06-13,84.57262872714989,80.19549980163575,75.8183708761216,78.05000305175781 2023-06-14,84.48477905126579,80.05449981689453,75.62422058252328,77.93000030517578 2023-06-15,84.23230095345352,79.9159999847412,75.5996990160289,77.62999725341797 2023-06-16,83.5854275544733,79.725,75.86457244552669,78.95999908447266 2023-06-20,82.91144590628112,79.50149993896484,76.09155397164857,78.70999908447266 2023-06-21,82.1845663016393,79.23950004577637,76.29443378991344,77.69000244140625 2023-06-22,81.45370774233297,78.9495002746582,76.44529280698345,76.44000244140625 2023-06-23,81.58281388397171,78.6970001220703,75.8111863601689,75.18000030517578 2023-06-26,81.61989739766271,78.62550010681153,75.63110281596035,75.19999694824219 2023-06-27,81.65856640626944,78.54500007629395,75.43143374631845,76.30000305175781 2023-06-28,81.68231795291963,78.47050018310547,75.25868241329131,75.31999969482422 2023-06-29,81.6779472426465,78.49650001525879,75.31505278787108,76.06999969482422 2023-06-30,81.73663233738698,78.64599990844727,75.55536747950755,77.83000183105469 2023-07-03,81.69459655992881,78.62999992370605,75.56540328748329,79.16000366210938 2023-07-05,81.60805889537377,78.57799987792968,75.5479408604856,78.12000274658203 " 3236,US,technical,"From May 13, 2022 to March 20, 2023, what proportion of days had Verizon's high less than the middle of Bollinger Bands? (Unit: %) (Standard parameters: middle band SMA(20), band width multiplier 2, use population standard deviation) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",55.3991,medium,channel,Middle = SMA_n(P); Upper = Middle + 2 * \sigma_n(P); Lower = Middle - 2 * \sigma_n(P),"date,close,low,high 2022-04-18,53.38999938964844,53.220001220703125,54.27999877929688 2022-04-19,53.75,53.459999084472656,53.90999984741211 2022-04-20,54.40999984741211,53.70000076293945,54.4900016784668 2022-04-21,55.0099983215332,54.470001220703125,55.5099983215332 2022-04-22,51.90999984741211,51.459999084472656,53.540000915527344 2022-04-25,50.27999877929688,49.540000915527344,51.43999862670898 2022-04-26,49.40999984741211,49.369998931884766,50.650001525878906 2022-04-27,48.459999084472656,48.41999816894531,49.5099983215332 2022-04-28,48.400001525878906,48.29999923706055,49.16999816894531 2022-04-29,46.29999923706055,46.16999816894531,48.20000076293945 2022-05-02,46.22999954223633,45.54999923706055,47.060001373291016 2022-05-03,47.16999816894531,46.060001373291016,47.40999984741211 2022-05-04,48.369998931884766,47.0,48.41999816894531 2022-05-05,47.84000015258789,47.40999984741211,48.33000183105469 2022-05-06,48.27000045776367,47.52000045776367,48.43999862670898 2022-05-09,48.619998931884766,47.75,48.86000061035156 2022-05-10,48.130001068115234,47.77000045776367,49.43999862670898 2022-05-11,47.880001068115234,47.619998931884766,48.52000045776367 2022-05-12,48.060001373291016,47.40999984741211,48.18000030517578 2022-05-13,48.18000030517578,47.61000061035156,48.45000076293945 2022-05-16,49.040000915527344,47.7599983215332,49.20000076293945 2022-05-17,48.93999862670898,48.52999877929688,49.209999084472656 2022-05-18,48.88999938964844,48.630001068115234,49.459999084472656 2022-05-19,49.09999847412109,48.130001068115234,49.18000030517578 2022-05-20,49.52999877929688,48.91999816894531,49.59999847412109 2022-05-23,49.66999816894531,49.5,50.27000045776367 2022-05-24,50.68000030517578,48.86000061035156,50.81999969482422 2022-05-25,51.2400016784668,50.38999938964844,51.27000045776367 2022-05-26,50.9900016784668,50.90999984741211,51.61000061035156 2022-05-27,51.400001525878906,50.52999877929688,51.43000030517578 2022-05-31,51.290000915527344,50.84999847412109,51.560001373291016 2022-06-01,51.400001525878906,51.04999923706055,51.630001068115234 2022-06-02,51.290000915527344,50.38999938964844,51.59000015258789 2022-06-03,50.810001373291016,50.68999862670898,51.25 2022-06-06,51.2400016784668,50.720001220703125,51.34999847412109 2022-06-07,51.650001525878906,50.93000030517578,51.70000076293945 2022-06-08,51.54999923706055,51.43999862670898,51.959999084472656 2022-06-09,50.93999862670898,50.91999816894531,51.77000045776367 2022-06-10,50.81999969482422,50.470001220703125,51.400001525878906 2022-06-13,49.59000015258789,49.400001525878906,50.790000915527344 2022-06-14,49.15999984741211,48.900001525878906,49.84000015258789 2022-06-15,49.150001525878906,48.59999847412109,49.83000183105469 2022-06-16,48.84000015258789,48.0099983215332,48.970001220703125 2022-06-17,49.02999877929688,48.52999877929688,49.4900016784668 2022-06-21,50.650001525878906,49.220001220703125,50.90999984741211 2022-06-22,50.790000915527344,50.209999084472656,51.16999816894531 2022-06-23,52.09000015258789,51.02999877929688,52.18000030517578 2022-06-24,50.959999084472656,50.56999969482422,52.150001525878906 2022-06-27,50.959999084472656,50.650001525878906,51.4900016784668 2022-06-28,50.459999084472656,50.43000030517578,51.29999923706055 2022-06-29,50.93999862670898,50.31999969482422,51.0 2022-06-30,50.75,50.459999084472656,51.220001220703125 2022-07-01,51.63999938964844,50.58000183105469,51.77000045776367 2022-07-05,51.41999816894531,50.47999954223633,51.459999084472656 2022-07-06,51.5099983215332,51.130001068115234,51.88999938964844 2022-07-07,50.709999084472656,50.36000061035156,51.060001373291016 2022-07-08,50.4900016784668,50.40999984741211,50.91999816894531 2022-07-11,50.5,50.2599983215332,50.7400016784668 2022-07-12,50.77999877929688,50.27999877929688,51.36000061035156 2022-07-13,50.5099983215332,50.20000076293945,51.09000015258789 2022-07-14,50.4900016784668,49.72999954223633,50.560001373291016 2022-07-15,51.02000045776367,50.34999847412109,51.040000915527344 2022-07-18,50.27999877929688,50.16999816894531,51.16999816894531 2022-07-19,50.45000076293945,50.2400016784668,50.560001373291016 2022-07-20,49.06999969482422,49.0099983215332,50.54999923706055 2022-07-21,47.65999984741211,46.68000030517578,47.880001068115234 2022-07-22,44.45000076293945,43.77000045776367,46.18000030517578 2022-07-25,44.7599983215332,44.04999923706055,44.79999923706055 2022-07-26,44.91999816894531,44.27000045776367,45.16999816894531 2022-07-27,44.90999984741211,44.45000076293945,45.09000015258789 2022-07-28,45.54999923706055,44.75,45.720001220703125 2022-07-29,46.18999862670898,45.58000183105469,46.5 2022-08-01,46.2599983215332,45.91999816894531,46.5 2022-08-02,45.34000015258789,45.310001373291016,46.43000030517578 2022-08-03,45.33000183105469,45.18000030517578,45.61000061035156 2022-08-04,44.43000030517578,44.36000061035156,45.220001220703125 2022-08-05,44.95000076293945,44.36000061035156,44.97999954223633 2022-08-08,44.540000915527344,44.34999847412109,45.0099983215332 2022-08-09,44.68000030517578,44.38999938964844,44.84999847412109 2022-08-10,44.84000015258789,44.650001525878906,45.060001373291016 2022-08-11,44.77999877929688,44.7400016784668,45.2599983215332 2022-08-12,45.150001525878906,44.810001373291016,45.2599983215332 2022-08-15,45.560001373291016,44.93999862670898,45.63999938964844 2022-08-16,45.79999923706055,45.380001068115234,46.04999923706055 2022-08-17,45.34000015258789,45.2599983215332,45.720001220703125 2022-08-18,44.18999862670898,43.90999984741211,44.52999877929688 2022-08-19,44.41999816894531,43.959999084472656,44.4900016784668 2022-08-22,44.16999816894531,44.09000015258789,44.470001220703125 2022-08-23,43.470001220703125,43.41999816894531,44.130001068115234 2022-08-24,43.54999923706055,43.220001220703125,43.630001068115234 2022-08-25,43.7400016784668,43.41999816894531,43.81999969482422 2022-08-26,43.25,43.2400016784668,43.70000076293945 2022-08-29,43.33000183105469,43.02000045776367,43.56999969482422 2022-08-30,42.52999877929688,42.5,43.380001068115234 2022-08-31,41.810001373291016,41.7599983215332,42.59000015258789 2022-09-01,41.810001373291016,41.63999938964844,42.04999923706055 2022-09-02,41.29999923706055,41.150001525878906,42.209999084472656 2022-09-06,41.09999847412109,41.09000015258789,41.68999862670898 2022-09-07,41.08000183105469,41.0,41.650001525878906 2022-09-08,41.31999969482422,40.709999084472656,41.720001220703125 2022-09-09,42.2400016784668,41.470001220703125,42.31999969482422 2022-09-12,42.7599983215332,42.40999984741211,42.84999847412109 2022-09-13,41.75,41.56999969482422,42.61000061035156 2022-09-14,41.27999877929688,40.97999954223633,41.93000030517578 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2022-07-13,52.30188923307584,50.56699962615967,48.8321100192435,51.09000015258789 2022-07-14,52.24514761995107,50.633499717712404,49.02185181547374,50.560001373291016 2022-07-15,52.194024949744886,50.72699966430664,49.25997437886839,51.040000915527344 2022-07-18,52.00698790455095,50.79899959564209,49.59101128673323,51.16999816894531 2022-07-19,51.78518216708019,50.869999694824216,49.954817222568245,50.560001373291016 2022-07-20,51.99553895953816,50.79099960327149,49.586460247004815,50.54999923706055 2022-07-21,52.454823061963,50.63449954986572,48.81417603776845,47.880001068115234 2022-07-22,53.40777935088694,50.2524995803833,47.09721980987966,46.18000030517578 2022-07-25,53.88011217447704,49.94249954223633,46.00488690999561,44.79999923706055 2022-07-26,54.11017734572804,49.64049949645996,45.17082164719188,45.16999816894531 2022-07-27,54.263122454687796,49.362999534606935,44.462876614526074,45.09000015258789 2022-07-28,54.205357615209365,49.09349956512451,43.981641515039655,45.720001220703125 2022-07-29,54.067462722079746,48.86549949645996,43.663536270840176,46.5 2022-08-01,53.75296476620142,48.5964994430542,43.440034119906976,46.5 2022-08-02,53.46415299009712,48.29249954223633,43.12084609437554,46.43000030517578 2022-08-03,53.087311496896966,47.983499717712405,42.879687938527844,45.61000061035156 2022-08-04,52.836048209397774,47.66949977874756,42.50295134809734,45.220001220703125 2022-08-05,52.51835530750175,47.39249973297119,42.26664415844063,44.97999954223633 2022-08-08,52.15564765238886,47.09449977874756,42.033351905106265,45.0099983215332 2022-08-09,51.65699396905815,46.789499855041505,41.92200574102486,44.84999847412109 2022-08-10,51.12797984786687,46.50599994659424,41.884020045321606,45.060001373291016 2022-08-11,50.516779462304086,46.22049980163574,41.92422014096739,45.2599983215332 2022-08-12,49.63315717093008,45.9269998550415,42.22084253915292,45.2599983215332 2022-08-15,48.813504739772846,45.69099998474121,42.568495229709576,45.63999938964844 2022-08-16,47.696036341516304,45.458499908447266,43.22096347537823,46.04999923706055 2022-08-17,46.77588244685589,45.27199993133545,43.76811741581501,45.720001220703125 2022-08-18,46.209755997652366,45.098499870300294,43.98724374294822,44.52999877929688 2022-08-19,46.211828818226316,45.09699974060059,43.98217066297486,44.4900016784668 2022-08-22,46.245852507822114,45.06749973297119,43.88914695812027,44.470001220703125 2022-08-23,46.36377280593758,44.99499988555908,43.626226965180585,44.130001068115234 2022-08-24,46.43405116952789,44.9269998550415,43.41994854055511,43.630001068115234 2022-08-25,46.399385142795175,44.836499977111814,43.27361481142845,43.81999969482422 2022-08-26,46.268480361817545,44.68950004577637,43.110519729735195,43.70000076293945 2022-08-29,46.054186561992246,44.54300022125244,43.03181388051264,43.56999969482422 2022-08-30,46.10194602175021,44.40250015258789,42.70305428342557,43.380001068115234 2022-08-31,46.21052894536891,44.22650012969971,42.24247131403051,42.59000015258789 2022-09-01,46.337672607571555,44.09550018310547,41.85332775863939,42.04999923706055 2022-09-02,46.42517902745536,43.91300010681152,41.40082118616769,42.209999084472656 2022-09-06,46.51528843326925,43.74099998474121,40.96671153621317,41.68999862670898 2022-09-07,46.5286446522773,43.56100006103516,40.59335546979302,41.650001525878906 2022-09-08,46.44445402033649,43.38500003814697,40.32554605595745,41.720001220703125 2022-09-09,46.28599337457487,43.258000183105466,40.23000699163606,42.31999969482422 2022-09-12,46.044577958703364,43.13850002288818,40.232422087073,42.84999847412109 2022-09-13,45.68898163404175,42.94799995422363,40.20701827440551,42.61000061035156 2022-09-14,45.21966726902629,42.721999931335446,40.224332593644604,41.93000030517578 2022-09-15,44.798741027861496,42.5064998626709,40.214258697480304,41.27000045776367 2022-09-16,44.576898948972705,42.35949993133545,40.142100913698194,41.540000915527344 2022-09-19,44.25409678016796,42.200500106811525,40.14690343345509,41.25 2022-09-20,43.97906321545477,42.021500205993654,40.063937196532535,40.9900016784668 2022-09-21,43.953916135641606,41.822000122070314,39.69008410849902,40.900001525878906 2022-09-22,43.7700277561799,41.64100017547607,39.511972594772246,40.400001525878906 2022-09-23,43.52122961761984,41.430000114440915,39.33877061126199,39.869998931884766 2022-09-26,43.39897993599341,41.214000129699706,39.029020323406,39.380001068115234 2022-09-27,43.17413285991833,40.99200000762939,38.809867155340456,39.70000076293945 2022-09-28,43.003709556510564,40.83500003814697,38.66629051978338,39.5099983215332 2022-09-29,42.99518316397708,40.676499938964845,38.35781671395261,39.20000076293945 2022-09-30,43.02160415629369,40.48449993133545,37.94739570637721,38.790000915527344 2022-10-03,42.94828858508889,40.377499961853026,37.80671133861716,39.369998931884766 2022-10-04,42.872750745001795,40.31300010681152,37.75324946862125,39.84999847412109 2022-10-05,42.79281644071275,40.229000091552734,37.66518374239272,39.619998931884766 2022-10-06,42.76709495402297,40.055000114440915,37.34290527485886,39.65999984741211 2022-10-07,42.64285849129777,39.78549995422363,36.92814141714949,37.70000076293945 2022-10-10,42.31082290443131,39.47849998474121,36.64617706505111,37.31999969482422 2022-10-11,42.21401179148635,39.18799991607666,36.16198804066698,36.68999862670898 2022-10-12,42.13740681813476,38.907999992370605,35.678593166606454,36.20000076293945 2022-10-13,41.92798212901434,38.676500129699704,35.42501813038507,36.59000015258789 2022-10-14,41.60556500787833,38.43300018310547,35.26043535833261,36.90999984741211 2022-10-17,41.16912952902971,38.23000011444092,35.29087069985213,37.29999923706055 2022-10-18,40.82343646781523,38.05400009155274,35.28456371529025,37.70000076293945 2022-10-19,40.66872715503725,37.90850009918213,35.148273043327,37.369998931884766 2022-10-20,40.385125367143274,37.76200008392334,35.138874800703405,37.52999877929688 2022-10-21,40.246515836214236,37.55349998474121,34.86048413326818,35.70000076293945 2022-10-24,40.10499284791772,37.40550003051758,34.70600721311744,36.38999938964844 2022-10-25,39.92377207849577,37.28250007629394,34.64122807409211,36.47999954223633 2022-10-26,39.613560900794354,37.134500122070314,34.65543934334627,36.709999084472656 2022-10-27,39.422751867857784,37.01150016784668,34.60024846783557,36.720001220703125 2022-10-28,39.387360490552275,36.99650001525879,34.6056395399653,38.040000915527344 2022-10-31,39.0923893542245,36.90699996948242,34.72161058474034,37.540000915527344 2022-11-01,38.538219976642004,36.78499984741211,35.031779718182214,38.09000015258789 2022-11-02,38.06016795732083,36.7004997253418,35.34083149336277,38.34999847412109 2022-11-03,37.940619285855895,36.665999794006346,35.3913803021568,37.540000915527344 2022-11-04,37.9825189802309,36.68549995422363,35.38848092821636,37.369998931884766 2022-11-07,38.02893532240627,36.71399993896485,35.399064555523424,37.45000076293945 2022-11-08,38.16669211571775,36.81049995422363,35.45430779272951,37.9900016784668 2022-11-09,38.202518441352474,36.90749988555908,35.61248132976569,38.130001068115234 2022-11-10,38.46286169421321,37.01349983215332,35.564137970093434,38.54999923706055 2022-11-11,38.63086027790394,37.10949974060058,35.588139203297224,38.68999862670898 2022-11-14,38.775041629516515,37.165999794006346,35.55695795849618,38.9900016784668 2022-11-15,38.82237978701362,37.19749984741211,35.572619907810605,38.83000183105469 2022-11-16,38.887033190702475,37.26299991607666,35.63896664145084,38.06999969482422 2022-11-17,38.98566686157146,37.32099990844726,35.656332955323066,38.18000030517578 2022-11-18,38.96215981477825,37.48099994659424,35.99984007841022,38.77000045776367 2022-11-21,39.00146596437554,37.61349983215332,36.225533699931106,39.130001068115234 2022-11-22,39.19178587158759,37.751999855041504,36.31221383849542,39.31999969482422 2022-11-23,39.26728741358846,37.87649974822998,36.4857120828715,39.20000076293945 2022-11-25,39.25927815022739,38.018499755859374,36.77772136149136,39.36000061035156 2022-11-28,39.280614106452305,38.04699993133545,36.813385756218594,39.09000015258789 2022-11-29,39.29462411632398,38.095499992370605,36.89637586841723,38.369998931884766 2022-11-30,39.385617804661806,38.17600002288818,36.96638224111456,39.13999938964844 2022-12-01,39.39890748899253,38.207000160217284,37.01509283144204,39.22999954223633 2022-12-02,39.347871790282284,38.25850009918213,37.169128408081974,38.29999923706055 2022-12-05,39.37315649410839,38.25,37.12684350589161,38.11000061035156 2022-12-06,39.420656086329174,38.23500003814697,37.04934398996477,37.06999969482422 2022-12-07,39.46533825069661,38.2,36.934661749303395,37.310001373291016 2022-12-08,39.505576977326015,38.17399997711182,36.84242297689762,37.2400016784668 2022-12-09,39.48050683248413,38.11800003051758,36.755493228551025,37.630001068115234 2022-12-12,39.4621975051461,38.10050010681152,36.738802708476946,37.959999084472656 2022-12-13,39.439978278179254,38.07800006866455,36.71602185914985,38.619998931884766 2022-12-14,39.445594113925736,38.06550006866455,36.68540602340336,38.09000015258789 2022-12-15,39.44387886253521,38.060000038146974,36.67612121375874,38.34000015258789 2022-12-16,39.44988244428249,38.00799999237061,36.56611754045873,37.56999969482422 2022-12-19,39.4113463215992,37.93199996948242,36.45265361736564,37.470001220703125 2022-12-20,39.34873251890974,37.85050010681152,36.352267694713305,37.209999084472656 2022-12-21,39.143794692653294,37.779500007629395,36.415205322605495,37.84999847412109 2022-12-22,39.03496990126895,37.74900016784668,36.46303043442441,38.31999969482422 2022-12-23,38.90774061583425,37.7185001373291,36.52925965882395,38.540000915527344 2022-12-27,39.11762807625363,37.76900005340576,36.42037203055789,39.400001525878906 2022-12-28,39.19539606905883,37.79250011444092,36.38960415982301,39.65999984741211 2022-12-29,39.26115199998273,37.80650005340576,36.3518481068288,39.52999877929688 2022-12-30,39.4592504433448,37.86000003814697,36.26074963294914,39.68999862670898 2023-01-03,39.83343405507366,37.956999969482425,36.08056588389119,40.22999954223633 2023-01-04,40.44306860106699,38.160000038146975,35.87693147522696,41.41999816894531 2023-01-05,41.077211078835205,38.40050010681152,35.723789134787836,41.95000076293945 2023-01-06,41.7307874473164,38.651500129699706,35.57221281208301,42.58000183105469 2023-01-09,42.073784504236606,38.86500015258789,35.65621580093917,41.66999816894531 2023-01-10,42.493010905886116,39.09250011444092,35.69198932299572,41.97999954223633 2023-01-11,42.72813525414128,39.25400009155273,35.77986492896419,42.18000030517578 2023-01-12,43.033618450943955,39.45150012969971,35.869381808455465,41.95000076293945 2023-01-13,43.27700576019124,39.672000122070315,36.066994483949394,41.91999816894531 2023-01-17,43.35519500927791,39.82600002288818,36.296805036498455,41.91999816894531 2023-01-18,43.27208168007748,39.9685001373291,36.664918594580726,40.86000061035156 2023-01-19,43.136050382891725,40.12000026702881,37.10395015116589,40.27999877929688 2023-01-20,42.925581948772546,40.27050018310547,37.61541841743839,40.119998931884766 2023-01-23,42.783075187395376,40.363000297546385,37.942925407697395,40.34000015258789 2023-01-24,42.697834217849774,40.4685001373291,38.23916605680843,40.72999954223633 2023-01-25,42.586731191137716,40.56450023651123,38.54226928188474,41.09000015258789 2023-01-26,42.552192768315074,40.61550025939941,38.67880775048375,40.56999969482422 2023-01-27,42.457841027520814,40.707000160217284,38.95615929291375,40.68000030517578 2023-01-30,42.42074449764327,40.79650020599365,39.172255914344035,41.2599983215332 2023-01-31,42.42838423460099,40.90500011444092,39.38161599428084,41.58000183105469 2023-02-01,42.49877213702488,40.98350009918213,39.46822806133938,42.0 2023-02-02,42.577400348253434,41.0185001373291,39.45959992640476,41.93000030517578 2023-02-03,42.55342040194639,41.00900001525879,39.464579628571194,41.970001220703125 2023-02-06,42.41700951909588,40.963500022888184,39.50999052668049,41.59000015258789 2023-02-07,42.37409025854106,40.92250003814697,39.47090981775288,41.209999084472656 2023-02-08,42.2322729118452,40.851000022888186,39.46972713393117,40.70000076293945 2023-02-09,42.22618744673727,40.78250007629394,39.338812705850614,40.65999984741211 2023-02-10,42.09251175325241,40.69249992370605,39.292488094159694,40.06999969482422 2023-02-13,41.91606006804445,40.615499877929686,39.31493968781492,40.470001220703125 2023-02-14,41.891059399649286,40.58950004577637,39.28794069190345,40.58000183105469 2023-02-15,41.88451875451801,40.61000003814697,39.33548132177593,40.400001525878906 2023-02-16,41.89591717242249,40.598999977111816,39.30208278180114,40.209999084472656 2023-02-17,41.890030515548695,40.61000003814697,39.32996956074525,40.38999938964844 2023-02-21,41.94576529372409,40.588500022888184,39.23123475205228,39.97999954223633 2023-02-22,42.00320979220375,40.531500053405765,39.05979031460778,39.59000015258789 2023-02-23,42.15223383943581,40.441499900817874,38.73076596219994,39.31999969482422 2023-02-24,42.229494122324425,40.36499996185303,38.500505801381635,38.7599983215332 2023-02-27,42.24455739928271,40.27700004577637,38.309442692270025,39.150001525878906 2023-02-28,42.19773661020101,40.16500015258789,38.132263694974775,38.970001220703125 2023-03-01,42.08138700557024,40.00150012969971,37.92161325382917,38.709999084472656 2023-03-02,41.875811916482526,39.837500190734865,37.7991884649872,38.459999084472656 2023-03-03,41.590568112135514,39.65900001525879,37.72743191838207,38.5099983215332 2023-03-06,41.33171630525489,39.491000175476074,37.650284045697255,38.630001068115234 2023-03-07,41.09294541272459,39.322500228881836,37.55205504503908,38.150001525878906 2023-03-08,41.01121041352091,39.17150020599365,37.3317899984664,37.810001373291016 2023-03-09,41.031564555166455,38.9730001449585,36.91443573475054,37.650001525878906 2023-03-10,41.06398175019057,38.81650009155273,36.569018432914895,36.91999816894531 2023-03-13,41.02677182957237,38.64300022125244,36.25922861293252,37.33000183105469 2023-03-14,40.84232880596767,38.471000289916994,36.09967177386632,36.93999862670898 2023-03-15,40.59294905088961,38.30750026702881,36.022051483168006,37.2599983215332 2023-03-16,40.31219264279216,38.11750030517578,35.9228079675594,36.880001068115234 2023-03-17,40.08223894215091,37.96500034332276,35.847761744494605,36.83000183105469 2023-03-20,39.681597668388655,37.825500297546384,35.96940292670411,37.709999084472656 " 3237,US,technical,"During March 31, 2022 to June 15, 2022, what percentage of days had Eversource Energy's open price less the upper channel of Bollinger Bands? (Standard parameters: middle band SMA(20), band width multiplier 2, use population standard deviation) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",96.2264,medium,channel,Middle = SMA_n(P); Upper = Middle + 2 * \sigma_n(P); Lower = Middle - 2 * \sigma_n(P),"date,close,low,high,open 2022-03-04,85.94000244140625,82.91000366210938,86.55000305175781,83.22000122070312 2022-03-07,86.66000366210938,84.86000061035156,86.91000366210938,85.7699966430664 2022-03-08,85.08999633789062,84.45999908447266,86.9000015258789,86.56999969482422 2022-03-09,84.19000244140625,84.01000213623047,85.13999938964844,84.77999877929688 2022-03-10,84.36000061035156,83.4000015258789,84.6500015258789,83.9000015258789 2022-03-11,83.80999755859375,83.72000122070312,85.12000274658203,84.55999755859375 2022-03-14,83.22000122070312,82.77999877929688,85.04000091552734,84.41999816894531 2022-03-15,84.16999816894531,83.36000061035156,84.2699966430664,84.01000213623047 2022-03-16,84.02999877929688,82.3499984741211,84.36000061035156,84.08999633789062 2022-03-17,84.26000213623047,83.69000244140625,85.12999725341797,83.87999725341797 2022-03-18,83.43000030517578,83.05000305175781,84.86000061035156,84.56999969482422 2022-03-21,84.5199966430664,83.48999786376953,84.77999877929688,83.48999786376953 2022-03-22,84.19999694824219,83.61000061035156,84.87000274658203,84.87000274658203 2022-03-23,84.68000030517578,83.91999816894531,85.3499984741211,84.33000183105469 2022-03-24,85.41999816894531,84.48999786376953,85.55999755859375,84.75 2022-03-25,86.66000366210938,85.52999877929688,86.68000030517578,85.93000030517578 2022-03-28,87.02999877929688,86.18000030517578,87.04000091552734,86.95999908447266 2022-03-29,87.77999877929688,86.72000122070312,87.83999633789062,87.54000091552734 2022-03-30,88.63999938964844,87.41000366210938,88.68000030517578,87.7699966430664 2022-03-31,88.19000244140625,88.13999938964844,89.20999908447266,88.62999725341797 2022-04-01,89.83999633789062,87.62000274658203,89.87000274658203,88.19000244140625 2022-04-04,89.12000274658203,87.95999908447266,89.58000183105469,89.44999694824219 2022-04-05,90.08999633789062,89.25,90.95999908447266,89.25 2022-04-06,92.25,90.1500015258789,92.3499984741211,90.58000183105467 2022-04-07,92.13999938964844,91.16999816894533,92.5500030517578,92.13999938964844 2022-04-08,92.52999877929688,91.94000244140624,93.33000183105467,92.52999877929688 2022-04-11,91.77999877929688,91.58999633789062,93.25,92.91000366210938 2022-04-12,92.83999633789062,90.77999877929688,93.02999877929688,91.51000213623048 2022-04-13,92.51000213623048,92.05999755859376,93.0,92.87999725341795 2022-04-14,92.5999984741211,92.33999633789062,93.1999969482422,92.76000213623048 2022-04-18,91.66999816894533,91.23999786376952,93.13999938964844,92.61000061035156 2022-04-19,92.5,91.54000091552734,92.77999877929688,91.86000061035156 2022-04-20,93.26000213623048,92.86000061035156,93.81999969482422,93.37999725341795 2022-04-21,93.0999984741211,92.63999938964844,94.62999725341795,93.1500015258789 2022-04-22,92.0,91.87999725341795,93.23999786376952,93.0 2022-04-25,90.69000244140624,89.4800033569336,92.5199966430664,92.31999969482422 2022-04-26,89.72000122070312,89.70999908447266,91.52999877929688,90.25 2022-04-27,89.51000213623047,88.83999633789062,90.80999755859376,89.80999755859375 2022-04-28,90.1999969482422,89.12000274658203,90.61000061035156,89.91999816894531 2022-04-29,87.4000015258789,87.22000122070312,89.87000274658203,89.83000183105469 2022-05-02,86.18000030517578,85.29000091552734,88.58999633789062,88.11000061035156 2022-05-03,86.72000122070312,86.19000244140625,88.33000183105469,86.80999755859375 2022-05-04,88.56999969482422,86.69000244140625,88.69999694824219,87.04000091552734 2022-05-05,89.81999969482422,88.16999816894531,91.98999786376952,88.2699966430664 2022-05-06,90.4000015258789,89.29000091552734,91.41000366210938,89.29000091552734 2022-05-09,90.54000091552734,89.55000305175781,91.4800033569336,90.3000030517578 2022-05-10,89.12999725341797,88.29000091552734,92.02999877929688,90.58000183105467 2022-05-11,89.29000091552734,89.0,91.04000091552734,89.13999938964844 2022-05-12,88.91999816894531,87.51000213623047,89.54000091552734,88.91999816894531 2022-05-13,89.33999633789062,87.91999816894531,89.66999816894531,89.44000244140625 2022-05-16,89.2699966430664,88.72000122070312,90.12000274658205,89.62999725341797 2022-05-17,90.05999755859375,88.0199966430664,90.12999725341795,89.30999755859375 2022-05-18,89.18000030517578,88.83999633789062,90.05000305175781,89.80999755859375 2022-05-19,89.44000244140625,87.66999816894531,90.16000366210938,88.97000122070312 2022-05-20,90.37000274658205,88.86000061035156,90.44000244140624,89.6500015258789 2022-05-23,91.29000091552734,90.20999908447266,91.87999725341795,91.33999633789062 2022-05-24,92.63999938964844,90.04000091552734,92.68000030517578,91.62000274658205 2022-05-25,92.1500015258789,91.88999938964844,92.95999908447266,92.80999755859376 2022-05-26,92.19000244140624,92.04000091552734,92.7699966430664,92.70999908447266 2022-05-27,93.3000030517578,91.44000244140624,93.33000183105467,91.9000015258789 2022-05-31,92.31999969482422,91.4499969482422,93.02999877929688,92.69000244140624 2022-06-01,92.12000274658205,91.23999786376952,92.5500030517578,92.5500030517578 2022-06-02,92.41999816894533,90.41000366210938,92.7300033569336,92.58000183105467 2022-06-03,92.3000030517578,91.83000183105467,92.83000183105467,92.12999725341795 2022-06-06,92.27999877929688,92.12000274658205,93.0500030517578,92.5199966430664 2022-06-07,92.83999633789062,91.2699966430664,92.88999938964844,92.13999938964844 2022-06-08,90.62000274658205,90.5199966430664,92.4800033569336,92.4800033569336 2022-06-09,87.81999969482422,87.7699966430664,91.38999938964844,90.76000213623048 2022-06-10,88.02999877929688,86.6500015258789,88.73999786376953,87.01000213623047 2022-06-13,83.9000015258789,83.51000213623047,87.44000244140625,87.12999725341797 2022-06-14,80.73999786376953,79.83999633789062,84.6500015258789,84.08000183105469 2022-06-15,80.58000183105469,79.75,81.97000122070312,81.41000366210938 ","date,Upper,Middle,Lower,open 2022-03-31,88.51236554632905,85.31399993896484,82.11563433160063,88.62999725341797 2022-04-01,89.2634630959164,85.50899963378906,81.75453617166171,88.19000244140625 2022-04-04,89.67902152704038,85.63199958801269,81.584977648985,89.44999694824219 2022-04-05,90.35909463667173,85.88199958801269,81.40490453935365,89.25 2022-04-06,91.47464872662187,86.28499946594238,81.09535020526289,90.58000183105467 2022-04-07,92.36980982497273,86.67399940490722,80.97818898484171,92.13999938964844 2022-04-08,93.18452961632185,87.10999946594238,81.0354693155629,92.52999877929688 2022-04-11,93.66193128451212,87.53799934387207,81.41406740323202,92.91000366210938 2022-04-12,94.30430287892509,87.97149925231933,81.63869562571358,91.51000213623048 2022-04-13,94.75142686574796,88.39549942016602,82.03957197458408,92.87999725341795 2022-04-14,95.12259853946425,88.81249923706055,82.50239993465685,92.76000213623048 2022-04-18,95.1386498416397,89.22449913024903,83.31034841885835,92.61000061035156 2022-04-19,95.28562668631672,89.62349929809571,83.9613719098747,91.86000061035156 2022-04-20,95.36807821144687,90.07649955749511,84.78492090354335,93.37999725341795 2022-04-21,95.324062348887,90.49749946594238,85.67093658299777,93.1500015258789 2022-04-22,95.0877250512726,90.82649955749511,86.56527406371762,93.0 2022-04-25,94.8394850979669,91.02799949645996,87.21651389495301,92.31999969482422 2022-04-26,94.56844020963523,91.16249961853028,87.75655902742533,90.25 2022-04-27,94.38402600545469,91.24899978637696,88.11397356729923,89.80999755859375 2022-04-28,94.27025606620806,91.32699966430664,88.38374326240522,89.91999816894531 2022-04-29,94.41362018456967,91.28749961853028,88.16137905249089,89.83000183105469 2022-05-02,94.90409595089487,91.10449981689453,87.30490368289419,88.11000061035156 2022-05-03,95.16019735559297,90.98449974060058,86.8088021256082,86.80999755859375 2022-05-04,95.20026894936998,90.90849990844727,86.61673086752455,87.04000091552734 2022-05-05,95.05751210247618,90.78699989318848,86.51648768390078,88.2699966430664 2022-05-06,94.92739052179853,90.7,86.47260947820148,89.29000091552734 2022-05-09,94.74375613845797,90.60050010681152,86.45724407516508,90.3000030517578 2022-05-10,94.62138151643863,90.46800003051757,86.31461854459651,90.58000183105467 2022-05-11,94.32495390012315,90.29050025939941,86.25604661867567,89.13999938964844 2022-05-12,94.052871745151,90.11100006103516,86.16912837691932,88.91999816894531 2022-05-13,93.7311128210178,89.94799995422363,86.16488708742946,89.44000244140625 2022-05-16,93.53653395723225,89.82799987792968,86.11946579862712,89.62999725341797 2022-05-17,93.20978864112426,89.70599975585938,86.2022108705945,89.30999755859375 2022-05-18,92.60670913599296,89.50199966430664,86.39729019262032,89.80999755859375 2022-05-19,91.94900268358727,89.31899986267089,86.68899704175452,88.97000122070312 2022-05-20,91.61945612736523,89.2375,86.85554387263477,89.6500015258789 2022-05-23,91.73543718875013,89.26749992370605,86.79956265866198,91.33999633789062 2022-05-24,92.28390912281664,89.41349983215332,86.54309054149,91.62000274658205 2022-05-25,92.65441911438207,89.54549980163574,86.43658048888942,92.80999755859376 2022-05-26,92.95238327361267,89.64500007629394,86.33761687897521,92.70999908447266 2022-05-27,93.44064139180526,89.94000015258788,86.43935891337051,91.9000015258789 2022-05-31,93.43805840332465,90.24700012207032,87.05594184081599,92.69000244140624 2022-06-01,93.36391718096199,90.51700019836426,87.67008321576652,92.5500030517578 2022-06-02,93.5242522401699,90.70950012207031,87.89474800397072,92.58000183105467 2022-06-03,93.69863955907947,90.833500289917,87.96836102075453,92.12999725341795 2022-06-06,93.8523192025873,90.9275001525879,88.0026811025885,92.5199966430664 2022-06-07,94.0761716076273,91.04249992370606,88.00882823978482,92.13999938964844 2022-06-08,94.02992488024202,91.11700019836425,88.20407551648648,92.4800033569336 2022-06-09,94.20102739050924,91.0435001373291,87.88597288414897,90.76000213623048 2022-06-10,94.29694548735488,90.99900016784667,87.70105484833847,87.01000213623047 2022-06-13,95.2113293064753,90.7270004272461,86.24267154801689,87.12999725341797 2022-06-14,96.53789327216904,90.30050048828124,84.06310770439345,84.08000183105469 2022-06-15,97.36920685074404,89.8265007019043,82.28379455306455,81.41000366210938 " 3238,US,technical,"For D. R. Horton from November 25, 2024 to July 03, 2025, what percentage of days had the close less than the Bollinger Bands lower channel? (Unit: %) (Standard parameters: middle band SMA(20), band width multiplier 2, use population standard deviation) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",10.0,medium,channel,Middle = SMA_n(P); Upper = Middle + 2 * \sigma_n(P); Lower = Middle - 2 * \sigma_n(P),"date,close,low,high,open 2024-10-29,167.32000732421875,152.99000549316406,167.72999572753906,153.19000244140625 2024-10-30,169.2899932861328,166.27999877929688,171.77000427246094,166.3000030517578 2024-10-31,169.0,167.32000732421875,170.41000366210938,167.94000244140625 2024-11-01,167.63999938964844,166.6199951171875,174.38999938964844,171.42999267578125 2024-11-04,170.74000549316406,169.07000732421875,175.60000610351562,169.30999755859375 2024-11-05,173.27000427246094,167.52000427246094,173.47999572753906,168.25 2024-11-06,166.7100067138672,159.75999450683594,167.08999633789062,163.52000427246094 2024-11-07,168.11000061035156,166.05999755859375,169.3000030517578,166.25 2024-11-08,168.7899932861328,167.1199951171875,169.4499969482422,168.02000427246094 2024-11-11,167.4600067138672,166.6699981689453,170.5,169.5 2024-11-12,161.8300018310547,161.7100067138672,165.9499969482422,165.27000427246094 2024-11-13,161.1300048828125,160.9199981689453,165.41000366210938,164.61000061035156 2024-11-14,163.74000549316406,160.82000732421875,165.69000244140625,161.1300048828125 2024-11-15,161.61000061035156,161.0,163.3800048828125,161.75 2024-11-18,161.4499969482422,160.08999633789062,163.02000427246094,160.1199951171875 2024-11-19,162.3000030517578,158.6300048828125,162.4499969482422,161.3000030517578 2024-11-20,163.1199951171875,161.66000366210938,163.49000549316406,162.3300018310547 2024-11-21,161.86000061035156,161.75999450683594,164.3300018310547,163.77000427246094 2024-11-22,163.52999877929688,161.5,164.02000427246094,162.60000610351562 2024-11-25,172.94000244140625,167.1999969482422,175.9199981689453,167.1999969482422 2024-11-26,168.7100067138672,167.27999877929688,171.39999389648438,171.0 2024-11-27,169.42999267578125,169.07000732421875,171.74000549316406,170.85000610351562 2024-11-29,168.77999877929688,168.4499969482422,171.97000122070312,171.14999389648438 2024-12-02,167.39999389648438,165.9199981689453,169.2899932861328,168.13999938964844 2024-12-03,166.92999267578125,166.08999633789062,169.3699951171875,168.64999389648438 2024-12-04,161.35000610351562,160.82000732421875,164.75,164.00999450683594 2024-12-05,159.67999267578125,159.47000122070312,162.05999755859375,161.91000366210938 2024-12-06,158.50999450683594,157.8300018310547,163.1300048828125,161.94000244140625 2024-12-09,160.9600067138672,157.72000122070312,160.97999572753906,159.94000244140625 2024-12-10,157.0,155.63999938964844,158.60000610351562,156.1300048828125 2024-12-11,153.67999267578125,153.42999267578125,157.3300018310547,156.69000244140625 2024-12-12,151.2100067138672,150.8300018310547,153.0,151.77999877929688 2024-12-13,149.8699951171875,147.77999877929688,150.39999389648438,148.8699951171875 2024-12-16,147.61000061035156,147.1999969482422,152.14999389648438,150.50999450683594 2024-12-17,146.7100067138672,146.30999755859375,149.3699951171875,147.8800048828125 2024-12-18,141.77000427246094,141.6300048828125,148.10000610351562,147.13999938964844 2024-12-19,137.24000549316406,135.0,140.72999572753906,135.39999389648438 2024-12-20,139.61000061035156,137.3000030517578,140.77000427246094,137.92999267578125 2024-12-23,140.08999633789062,137.82000732421875,140.19000244140625,139.25999450683594 2024-12-24,141.0500030517578,139.10000610351562,141.25999450683594,139.2899932861328 2024-12-26,141.47000122070312,139.88999938964844,142.35000610351562,140.0 2024-12-27,140.27999877929688,139.69000244140625,142.08999633789062,140.5800018310547 2024-12-30,139.55999755859375,137.82000732421875,140.47999572753906,139.6199951171875 2024-12-31,139.82000732421875,139.36000061035156,141.25999450683594,140.55999755859375 2025-01-02,137.63999938964844,137.07000732421875,141.72000122070312,141.36000061035156 2025-01-03,139.88999938964844,138.22000122070312,140.4199981689453,139.1699981689453 2025-01-06,139.36000061035156,139.14999389648438,142.11000061035156,140.77999877929688 2025-01-07,137.83999633789062,137.4199981689453,141.19000244140625,139.19000244140625 2025-01-08,139.89999389648438,136.38999938964844,140.47000122070312,136.9199981689453 2025-01-10,136.52000427246094,136.27999877929688,139.7899932861328,139.0 2025-01-13,138.39999389648438,136.22999572753906,138.4499969482422,136.83999633789062 2025-01-14,143.16000366210938,141.30999755859375,143.5500030517578,142.5 2025-01-15,145.41000366210938,145.1199951171875,149.9499969482422,149.0 2025-01-16,146.60000610351562,143.2899932861328,146.6699981689453,145.41000366210938 2025-01-17,147.64999389648438,146.94000244140625,149.25999450683594,148.8000030517578 2025-01-21,143.6999969482422,143.5,154.22000122070312,151.89999389648438 2025-01-22,146.92999267578125,143.52999877929688,147.19000244140625,143.5500030517578 2025-01-23,145.24000549316406,144.05999755859375,146.47999572753906,146.22999572753906 2025-01-24,142.9199981689453,142.6999969482422,145.3000030517578,145.07000732421875 2025-01-27,147.25999450683594,142.2899932861328,148.5399932861328,142.3000030517578 2025-01-28,143.9499969482422,143.85000610351562,147.08999633789062,146.9199981689453 2025-01-29,141.92999267578125,140.9499969482422,144.49000549316406,143.9499969482422 2025-01-30,145.92999267578125,142.10000610351562,147.38999938964844,143.10000610351562 2025-01-31,141.89999389648438,141.72999572753906,145.99000549316406,144.4199981689453 2025-02-03,137.4600067138672,136.5399932861328,139.97999572753906,139.86000061035156 2025-02-04,139.75999450683594,136.80999755859375,140.55999755859375,137.50999450683594 2025-02-05,138.9199981689453,138.35000610351562,142.6699981689453,141.83999633789062 2025-02-06,136.1699981689453,135.82000732421875,140.00999450683594,138.9199981689453 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2025-02-05,149.56715914184304,142.56899795532226,135.57083676880148,138.9199981689453 2025-02-06,149.74243400135052,142.485498046875,135.22856209239947,136.1699981689453 2025-02-07,151.24156205197468,141.94049835205078,132.63943465212688,129.0 2025-02-10,152.00556497405128,141.6249984741211,131.24443197419092,130.2100067138672 2025-02-11,152.60943195881828,141.23499908447266,129.86056621012705,130.60000610351562 2025-02-12,153.21718303535224,140.4644989013672,127.71181476738215,127.75 2025-02-13,153.07397021396196,139.66099853515624,126.24802685635052,129.33999633789062 2025-02-14,152.43290862022445,138.8594985961914,125.28608857215836,130.57000732421875 2025-02-18,151.45745568316292,137.96749877929688,124.47754187543083,129.80999755859375 2025-02-19,151.17282212427597,137.1239990234375,123.07517592259903,126.83000183105467 2025-02-20,149.96168272608466,136.2114990234375,122.46131532079036,128.67999267578125 2025-02-21,149.032257110008,135.24849891662598,121.46474072324395,125.9800033569336 2025-02-24,148.2469425855646,134.423498916626,120.6000552476874,126.41999816894533 2025-02-25,146.19227970695835,133.66599922180177,121.1397187366452,132.11000061035156 2025-02-26,144.6698816631556,132.8954990386963,121.12111641423701,128.5399932861328 2025-02-27,143.44561697836977,132.12099952697753,120.7963820755853,126.44000244140624 2025-02-28,140.76160898023252,131.16499977111818,121.56839056200381,126.80999755859376 2025-03-03,138.8647609532728,130.35400009155273,121.84323922983268,125.68000030517578 2025-03-04,137.83518438916118,129.77699966430663,121.71881493945209,125.91999816894533 2025-03-05,135.88742529936852,129.25749969482422,122.62757409027994,129.3699951171875 2025-03-06,134.43719184782248,129.0095001220703,123.58180839631812,133.9600067138672 2025-03-07,133.6699334915781,128.87200012207032,124.07406675256254,133.4199981689453 2025-03-10,134.4042964158872,129.11949996948243,123.83470352307766,133.9499969482422 2025-03-11,134.70941127121372,129.2354995727539,123.76158787429407,132.52999877929688 2025-03-12,134.58124528671385,129.13899917602538,123.6967530653369,128.6699981689453 2025-03-13,134.68473987154147,129.01599922180176,123.34725857206206,125.29000091552734 2025-03-14,134.63674089733757,128.88799934387208,123.13925779040657,126.77999877929688 2025-03-17,134.45943853677758,128.7124988555908,122.96555917440402,127.05999755859376 2025-03-18,134.35007040175637,128.6144989013672,122.87892740097803,127.8499984741211 2025-03-19,134.51539590676148,128.79199905395507,123.06860220114864,130.3800048828125 2025-03-20,134.72724351742562,128.91449966430665,123.10175581118767,131.1300048828125 2025-03-21,134.71303217392506,129.0574993133545,123.40196645278394,128.83999633789062 2025-03-24,134.801380589066,129.253999710083,123.7066188311,130.35000610351562 2025-03-25,134.517290861694,129.12399940490724,123.73070794812048,129.50999450683594 2025-03-26,134.55352554612963,129.1659999847412,123.77847442335278,129.3800048828125 2025-03-27,134.59907632700728,129.34799995422364,124.09692358144,130.0800018310547 2025-03-28,134.64872473342018,129.30699996948243,123.96527520554469,125.98999786376952 2025-03-31,134.5592528413486,129.37949981689454,124.19974679244048,127.12999725341795 2025-04-01,134.47294349838194,129.45400009155273,124.43505668472352,127.41000366210938 2025-04-02,134.4445569130067,129.3840003967285,124.32344388045034,127.97000122070312 2025-04-03,134.28532539106988,128.80149993896484,123.3176744868598,122.30999755859376 2025-04-04,133.59072981536977,128.52400016784668,123.4572705203236,127.87000274658205 2025-04-07,133.34039334342788,127.86700019836425,122.39360705330064,120.80999755859376 2025-04-08,134.42318749923925,126.99550018310546,119.56781286697168,115.0999984741211 2025-04-09,134.42104871551228,126.62000045776367,118.81895220001505,121.16000366210938 2025-04-10,134.92451220132392,126.2490005493164,117.57348889730889,117.87000274658205 2025-04-11,135.01424642532947,125.89900054931641,116.78375467330336,119.77999877929688 2025-04-14,134.93585719383717,125.59700050354004,116.25814381324291,121.0199966430664 2025-04-15,134.79971329993472,125.19500045776367,115.59028761559262,119.80999755859376 2025-04-16,134.39905536703208,124.55300025939941,114.70694515176676,117.54000091552734 2025-04-17,133.51940277608955,124.05900001525879,114.59859725442803,121.25 2025-04-21,132.95292747029748,123.65500030517578,114.35707314005406,120.76000213623048 2025-04-22,132.19100457611142,123.38549995422363,114.57999533233583,124.95999908447266 2025-04-23,131.528448068751,123.14950027465821,114.77055248056541,124.79000091552734 2025-04-24,130.98264827039912,122.98250007629395,114.98235188218877,126.04000091552734 2025-04-25,130.06316079583416,122.7064998626709,115.34983892950763,124.55999755859376 2025-04-28,129.95736034333186,122.66549987792969,115.37363941252752,125.16999816894533 2025-04-29,129.61737449910208,122.54650001525879,115.47562553141549,124.75 2025-04-30,129.43080954374125,122.49299964904785,115.55518975435443,126.33999633789062 2025-05-01,129.00104091871845,122.37199974060059,115.74295856248274,125.5500030517578 2025-05-02,129.59123087302606,122.62199974060059,115.65276860817511,127.30999755859376 2025-05-05,129.21062132142202,122.51199951171876,115.81337770201547,125.66999816894533 2025-05-06,129.2258754916403,122.56549949645996,115.90512350127963,121.87999725341795 2025-05-07,128.66161197637956,122.94899940490723,117.23638683343489,122.7699966430664 2025-05-08,128.74698992301882,123.08299903869629,117.41900815437376,123.83999633789062 2025-05-09,128.45766439063684,123.29099884033204,118.12433329002724,122.02999877929688 2025-05-12,128.6535873943422,123.6089988708496,118.56441034735703,126.13999938964844 2025-05-13,128.90946035889337,123.87599906921386,118.84253777953435,126.36000061035156 2025-05-14,128.74615268934937,123.98899917602539,119.2318456627014,122.06999969482422 2025-05-15,128.02878200390256,124.28149909973145,120.53421619556033,123.38999938964844 2025-05-16,128.03253522892476,124.50649909973144,120.98046297053814,125.75 2025-05-19,127.79520430844437,124.71499900817871,121.63479370791305,124.93000030517578 2025-05-20,127.80286097820004,124.60099906921387,121.3991371602277,122.68000030517578 2025-05-21,128.21547228820742,124.34049911499024,120.46552594177304,119.58000183105467 2025-05-22,128.43858194044333,123.9834991455078,119.52841635057227,118.9000015258789 2025-05-23,128.70010982413115,123.68799934387206,118.67588886361298,118.6500015258789 2025-05-27,128.55531868171835,123.50349960327148,118.45168052482462,121.4800033569336 2025-05-28,128.8050149167759,123.1354995727539,117.4659842287319,117.38999938964844 2025-05-29,128.57776892434146,122.7319995880127,116.88623025168395,118.2699966430664 2025-05-30,128.38985450837808,122.3574993133545,116.3251441183309,118.05999755859376 2025-06-02,127.86781840574324,121.83649940490723,115.80518040407122,116.88999938964844 2025-06-03,127.41465454329506,121.47049942016602,115.52634429703699,118.3499984741211 2025-06-04,127.56303484614233,121.55299949645996,115.54296414677759,123.52999877929688 2025-06-05,127.5603340966544,121.55149955749512,115.54266501833584,122.73999786376952 2025-06-06,127.32054015615265,121.39649963378906,115.47245911142548,120.73999786376952 2025-06-09,127.37093322677079,121.42749977111816,115.48406631546554,122.6500015258789 2025-06-10,127.54648074288946,121.46749992370606,115.38851910452266,126.94000244140624 2025-06-11,127.25320096154952,121.38999977111817,115.52679858068682,124.80999755859376 2025-06-12,127.82868873549961,121.59849967956544,115.36831062363126,126.23999786376952 2025-06-13,127.79680460791559,121.58299980163574,115.36919499535588,123.08000183105467 2025-06-16,127.4737476486089,121.47799987792969,115.48225210725047,123.6500015258789 2025-06-17,127.04129393591731,121.22749977111816,115.41370560631901,119.91999816894533 2025-06-18,126.93324226325751,121.15749969482422,115.38175712639094,121.27999877929688 2025-06-20,127.26211985664752,121.3884994506836,115.51487904471968,124.1999969482422 2025-06-23,128.42503149766068,121.87649955749512,115.32796761732956,128.66000366210938 2025-06-24,129.61013450315244,122.4254997253418,115.24086494753116,129.6300048828125 2025-06-25,130.1883016490634,122.71599960327148,115.24369755747958,127.29000091552734 2025-06-26,130.4938241525088,123.20399971008301,115.91417526765723,127.1500015258789 2025-06-27,131.01925411769875,123.725,116.43074588230122,128.69000244140625 2025-06-30,131.40984136618434,124.26800003051758,117.12615869485083,128.9199981689453 2025-07-01,132.58713959240816,125.11849975585938,117.64985991931057,133.89999389648438 2025-07-02,134.08417228517698,125.9814998626709,117.87882744016483,135.61000061035156 2025-07-03,134.81168643017057,126.39999961853027,117.98831280688998,131.89999389648438 " 3239,US,technical,"Calculate the percentage of days where Cigna's open was less than the upper channel of Bollinger Bands from April 12, 2021 to February 01, 2022. (Standard parameters: middle band SMA(20), band width multiplier 2, use population standard deviation) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",96.6019,medium,channel,Middle = SMA_n(P); Upper = Middle + 2 * \sigma_n(P); Lower = Middle - 2 * \sigma_n(P),"date,close,low,high,open 2021-03-15,245.4900054931641,243.08999633789065,247.6300048828125,243.3699951171875 2021-03-16,241.69000244140625,241.6199951171875,245.47999572753903,245.47999572753903 2021-03-17,241.91000366210935,239.66000366210935,244.17999267578125,242.0500030517578 2021-03-18,243.82000732421875,241.94000244140625,248.38999938964844,241.94000244140625 2021-03-19,243.25999450683597,242.0399932861328,246.75999450683597,243.55999755859372 2021-03-22,242.3999938964844,239.0,243.3699951171875,243.25999450683597 2021-03-23,238.44000244140625,237.3999938964844,244.1300048828125,242.6000061035156 2021-03-24,240.5399932861328,238.57000732421875,244.0200042724609,238.9900054931641 2021-03-25,241.38999938964844,235.66000366210935,241.75,240.27999877929688 2021-03-26,243.77999877929688,240.3600006103516,244.0,243.17999267578125 2021-03-29,247.5500030517578,242.0200042724609,248.83999633789065,242.16000366210935 2021-03-30,245.8000030517578,243.69000244140625,248.5200042724609,246.67999267578125 2021-03-31,241.7400054931641,241.3600006103516,246.30999755859372,244.58999633789065 2021-04-01,241.8300018310547,238.1699981689453,243.5500030517578,242.3500061035156 2021-04-05,243.33999633789065,241.52999877929688,245.2100067138672,243.4199981689453 2021-04-06,239.1300048828125,238.7100067138672,244.19000244140625,242.72999572753903 2021-04-07,240.22000122070312,239.1499938964844,241.9900054931641,240.2400054931641 2021-04-08,238.25,237.8699951171875,240.97000122070312,239.5800018310547 2021-04-09,246.1000061035156,238.3500061035156,246.1499938964844,239.7700042724609 2021-04-12,245.82000732421875,245.57000732421875,248.5,245.63999938964844 2021-04-13,245.25999450683597,245.1999969482422,247.66000366210935,246.07000732421875 2021-04-14,249.44000244140625,245.6100006103516,250.32000732421875,245.6100006103516 2021-04-15,254.3600006103516,249.44000244140625,255.88999938964844,249.5399932861328 2021-04-16,252.57000732421875,250.3999938964844,255.41000366210935,254.7700042724609 2021-04-19,252.4900054931641,251.2700042724609,254.55999755859372,253.5 2021-04-20,253.3699951171875,251.1699981689453,254.5,252.1199951171875 2021-04-21,253.0,252.5200042724609,256.739990234375,255.0 2021-04-22,252.5399932861328,248.00999450683597,252.97000122070312,252.0 2021-04-23,251.8000030517578,249.0500030517578,253.5,253.0 2021-04-26,249.3800048828125,248.75,253.38999938964844,252.3000030517578 2021-04-27,250.44000244140625,247.4600067138672,250.97000122070312,248.7400054931641 2021-04-28,247.13999938964844,246.67999267578125,252.3600006103516,251.0800018310547 2021-04-29,250.2400054931641,248.1499938964844,251.4199981689453,249.1100006103516 2021-04-30,249.00999450683597,246.16000366210935,249.75,249.25999450683597 2021-05-03,252.0500030517578,250.0,254.30999755859372,250.5 2021-05-04,259.5,251.3500061035156,259.510009765625,252.30999755859372 2021-05-05,258.4200134277344,256.20001220703125,259.9800109863281,258.8299865722656 2021-05-06,256.92999267578125,254.8800048828125,259.8099975585937,258.4200134277344 2021-05-07,261.17999267578125,256.0199890136719,263.6700134277344,256.92999267578125 2021-05-10,266.9100036621094,262.1700134277344,272.8099975585937,262.8999938964844 2021-05-11,260.8599853515625,257.92999267578125,266.1099853515625,265.67999267578125 2021-05-12,258.7200012207031,258.5299987792969,262.1600036621094,261.1000061035156 2021-05-13,264.0,259.6499938964844,265.7699890136719,260.3800048828125 2021-05-14,263.5199890136719,263.239990234375,265.0,264.4100036621094 2021-05-17,264.7200012207031,262.6000061035156,265.69000244140625,264.07000732421875 2021-05-18,263.1700134277344,261.7099914550781,265.0,264.32000732421875 2021-05-19,262.4200134277344,258.3399963378906,262.6199951171875,260.3299865722656 2021-05-20,260.6600036621094,259.489990234375,263.3399963378906,262.739990234375 2021-05-21,262.239990234375,260.4700012207031,265.489990234375,261.6499938964844 2021-05-24,261.5299987792969,261.2799987792969,264.0599975585937,263.3900146484375 2021-05-25,259.6000061035156,259.0299987792969,262.17999267578125,261.67999267578125 2021-05-26,259.3900146484375,255.52999877929688,261.07000732421875,259.8800048828125 2021-05-27,259.5,257.9200134277344,260.4800109863281,260.260009765625 2021-05-28,258.8500061035156,258.0299987792969,261.5400085449219,261.0400085449219 2021-06-01,257.67999267578125,255.07000732421875,260.6300048828125,260.07000732421875 2021-06-02,255.41000366210935,254.5500030517578,259.6700134277344,259.6700134277344 2021-06-03,256.9700012207031,254.19000244140625,259.1499938964844,255.19000244140625 2021-06-04,252.94000244140625,252.7700042724609,258.42999267578125,257.6000061035156 2021-06-07,247.6000061035156,245.25999450683597,254.02999877929688,254.02999877929688 2021-06-08,245.9199981689453,244.25999450683597,247.8300018310547,247.3300018310547 2021-06-09,242.00999450683597,241.8699951171875,246.7100067138672,246.2400054931641 2021-06-10,239.6499938964844,238.72000122070312,244.22999572753903,242.80999755859372 2021-06-11,241.8500061035156,240.3699951171875,243.92999267578125,241.63999938964844 2021-06-14,239.58999633789065,238.5200042724609,241.50999450683597,240.63999938964844 2021-06-15,239.0800018310547,235.8999938964844,240.25,240.19000244140625 2021-06-16,236.9900054931641,236.1000061035156,240.3800048828125,239.41000366210935 2021-06-17,236.69000244140625,233.3699951171875,237.5,237.33999633789065 2021-06-18,231.97000122070312,231.1499938964844,234.38999938964844,231.9900054931641 2021-06-21,236.47999572753903,232.47999572753903,236.8699951171875,232.9499969482422 2021-06-22,236.00999450683597,234.6300048828125,237.2400054931641,237.2400054931641 2021-06-23,232.92999267578125,232.6999969482422,235.9199981689453,235.2400054931641 2021-06-24,234.7700042724609,233.1100006103516,235.75999450683597,234.08999633789065 2021-06-25,237.1000061035156,234.25999450683597,238.3300018310547,235.97000122070312 2021-06-28,240.0399932861328,236.6000061035156,241.0,237.02999877929688 2021-06-29,236.69000244140625,236.4600067138672,242.5,240.3000030517578 2021-06-30,237.07000732421875,236.4600067138672,237.9900054931641,236.4900054931641 2021-07-01,238.3000030517578,236.8500061035156,239.13999938964844,238.3300018310547 2021-07-02,238.02999877929688,236.6199951171875,238.7899932861328,238.5 2021-07-06,235.2400054931641,233.32000732421875,238.0200042724609,237.1999969482422 2021-07-07,235.92999267578125,233.1000061035156,236.3800048828125,234.6300048828125 2021-07-08,231.41000366210935,230.5,234.16000366210935,234.16000366210935 2021-07-09,234.8999938964844,232.72000122070312,235.1499938964844,233.8999938964844 2021-07-12,235.22000122070312,232.0,235.92999267578125,233.22000122070312 2021-07-13,235.55999755859372,234.07000732421875,237.1699981689453,235.3500061035156 2021-07-14,236.0200042724609,234.1000061035156,236.82000732421875,236.3500061035156 2021-07-15,234.91000366210935,233.1199951171875,235.94000244140625,234.3600006103516 2021-07-16,233.8300018310547,233.0399932861328,235.9199981689453,235.9199981689453 2021-07-19,227.6300048828125,225.17999267578125,232.38999938964844,231.1699981689453 2021-07-20,232.0200042724609,228.22999572753903,233.1999969482422,228.7899932861328 2021-07-21,233.57000732421875,232.58999633789065,235.13999938964844,233.6100006103516 2021-07-22,232.2400054931641,231.25,234.47999572753903,234.05999755859372 2021-07-23,232.8800048828125,232.1000061035156,234.1199951171875,234.0 2021-07-26,228.44000244140625,228.0500030517578,233.41000366210935,232.42999267578125 2021-07-27,228.8800048828125,224.66000366210935,229.0,227.0 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2021-05-28,266.92662942001414,260.7085014343262,254.49037344863825,261.0400085449219 2021-06-01,266.0088256810136,260.99000091552733,255.9711761500411,260.07000732421875 2021-06-02,266.3356880009087,260.78550109863284,255.23531419635697,259.6700134277344 2021-06-03,266.4205438105567,260.71300048828124,255.00545716600578,255.19000244140625 2021-06-04,266.9662926716666,260.5135009765625,254.0607092814584,257.6000061035156 2021-06-07,268.3818514148414,259.8345016479492,251.287151881057,254.02999877929688 2021-06-08,268.65219552332815,258.78500137329104,248.9178072232539,247.3300018310547 2021-06-09,270.05836685232805,257.8425018310547,245.6266368097813,246.2400054931641 2021-06-10,271.4365158359873,256.8890014648438,242.34148709370024,242.80999755859372 2021-06-11,271.3328672516966,255.78150177001953,240.2301362883425,241.63999938964844 2021-06-14,271.21553596764323,254.58500213623046,237.95446830481768,240.63999938964844 2021-06-15,270.55228984580896,253.30300216674806,236.05371448768716,240.19000244140625 2021-06-16,270.00608624489496,251.99400177001954,233.98191729514414,239.41000366210935 2021-06-17,269.2255191424236,250.70750122070314,232.18948329898268,237.33999633789065 2021-06-18,268.8968168751082,249.27300109863282,229.64918532215748,231.9900054931641 2021-06-21,267.4159562724924,247.98500137329103,228.55404647408966,232.9499969482422 2021-06-22,265.7625065867205,246.70900115966796,227.65549573261538,237.2400054931641 2021-06-23,264.366545382223,245.37550048828126,226.38445559433953,235.2400054931641 2021-06-24,262.5241715014302,244.1444999694824,225.76482843753465,234.08999633789065 2021-06-25,260.2164004280662,243.0245002746582,225.8326001212502,235.97000122070312 2021-06-28,257.69538632773526,242.08399963378906,226.47261293984283,237.02999877929688 2021-06-29,255.0516909589193,241.0345001220703,227.01730928522133,240.3000030517578 2021-06-30,252.56460858472462,240.11750030517578,227.67039202562694,236.4900054931641 2021-07-01,248.94638320207866,239.18400039672852,229.42161759137838,238.3300018310547 2021-07-02,245.88845735726667,238.43850021362306,230.98854306997944,238.5 2021-07-06,244.08417330296908,237.82050018310548,231.55682706324188,237.1999969482422 2021-07-07,242.4033250709583,237.32099990844728,232.23867474593627,234.6300048828125 2021-07-08,242.01566037950468,236.79100036621094,231.5663403529172,234.16000366210935 2021-07-09,241.66738925305538,236.55350036621093,231.43961147936648,233.8999938964844 2021-07-12,240.744979150176,236.2220001220703,231.69902109396463,233.22000122070312 2021-07-13,240.27654296530665,236.02050018310547,231.7644574009043,235.3500061035156 2021-07-14,239.8859769189892,235.86750030517578,231.84902369136236,236.3500061035156 2021-07-15,239.76802847603776,235.76350021362305,231.75897195120834,234.3600006103516 2021-07-16,239.68626610025166,235.62050018310546,231.55473426595927,235.9199981689453 2021-07-19,240.54611364204644,235.40350036621095,230.26088709037546,231.1699981689453 2021-07-20,240.50078243804109,235.18050079345704,229.860219148873,228.7899932861328 2021-07-21,240.4089207900374,235.05850143432616,229.70808207861492,233.6100006103516 2021-07-22,240.43740215517062,235.0240020751953,229.61060199522,234.05999755859372 2021-07-23,240.4227362409358,234.92950210571288,229.43626797048998,234.0 2021-07-26,240.57154663748918,234.49650192260742,228.42145720772567,232.42999267578125 2021-07-27,239.92378974503046,233.9385025024414,227.95321525985233,227.0 2021-07-28,239.97538782087244,233.46650238037108,226.95761693986972,229.32000732421875 2021-07-29,239.63233255629763,233.06050186157228,226.48867116684693,228.6100006103516 2021-07-30,238.9026775625088,232.62000198364257,226.33732640477632,228.2400054931641 2021-08-02,238.10238226042196,232.1860023498535,226.26962243928506,230.0 2021-08-03,237.9315805826896,232.12200241088868,226.31242423908776,230.82000732421875 2021-08-04,237.44345876376008,231.89950256347657,226.35554636319307,232.77999877929688 2021-08-05,243.14258911324174,230.63950271606444,218.13641631888714,216.41000366210935 2021-08-06,244.76138832817472,229.35950317382813,213.95761801948154,207.1499938964844 2021-08-09,245.21098952513333,228.1560028076172,211.10101609010107,209.2100067138672 2021-08-10,245.17547676355528,226.9255027770996,208.67552879064394,211.38999938964844 2021-08-11,244.6431309372336,225.68950271606445,206.7358744948953,212.63999938964844 2021-08-12,244.10366843270666,224.42800216674806,204.75233590078946,209.97000122070312 2021-08-13,243.32312516844559,223.2670021057129,203.2108790429802,211.3699951171875 2021-08-16,243.07585356100714,222.43050155639648,201.78514955178582,209.1000061035156 2021-08-17,242.13129403473073,221.35450134277343,200.57770865081613,210.44000244140625 2021-08-18,241.01897855594916,219.95600128173828,198.8930240075274,209.42999267578125 2021-08-19,239.73934929829488,218.65300064086915,197.56665198344342,205.0 2021-08-20,237.93958936319567,217.38550033569337,196.83141130819106,206.69000244140625 2021-08-23,236.65696221366142,216.35050048828126,196.0440387629011,208.2400054931641 2021-08-24,235.04703057463033,215.50100021362306,195.9549698526158,210.19000244140625 2021-08-25,233.55751405054252,214.70800018310547,195.85848631566842,211.3500061035156 2021-08-26,231.53383585818708,213.65,195.76616414181294,210.25 2021-08-27,229.07643105316458,212.70949935913086,196.34256766509714,208.6499938964844 2021-08-30,226.21681008856322,211.61549911499023,197.01418814141724,210.63999938964844 2021-08-31,220.9098855743063,210.4999984741211,200.0901113739359,207.0 2021-09-01,213.5059480936036,209.47849884033204,205.45104958706048,212.8600006103516 2021-09-02,215.3597472988545,210.07849884033203,204.79725038180956,211.5200042724609 2021-09-03,216.50523705389062,210.4594985961914,204.41376013849217,218.1100006103516 2021-09-07,217.2798144789953,210.71799926757814,204.15618405616098,216.07000732421875 2021-09-08,217.50067682197508,210.8384994506836,204.17632207939212,216.02999877929688 2021-09-09,217.76865086288316,210.97099914550782,204.17334742813247,213.0 2021-09-10,218.03695677765614,210.72149963378905,203.40604248992196,208.9900054931641 2021-09-13,217.99558998116206,210.64599990844727,203.29640983573248,204.92999267578125 2021-09-14,218.23754081050706,210.28349990844725,202.32945900638745,209.8999938964844 2021-09-15,218.20211077064803,210.0875,201.97288922935198,203.1699981689453 2021-09-16,218.207029135711,210.08349990844727,201.95997068118353,207.27999877929688 2021-09-17,218.2363124837386,210.05550003051758,201.87468757729656,205.1199951171875 2021-09-20,218.56487757102911,209.80550003051758,201.04612249000604,203.05999755859372 2021-09-21,218.84311367726738,209.5379997253418,200.2328857734162,203.9199981689453 2021-09-22,218.83550276314085,209.0430000305176,199.25049729789433,204.4600067138672 2021-09-23,218.72868382773686,208.59650039672852,198.46431696572017,202.3500061035156 2021-09-24,218.7363534419154,208.4015007019043,198.06664796189318,202.3000030517578 2021-09-27,218.5056255671605,208.1980010986328,197.8903766301051,203.1000061035156 2021-09-28,218.51479726622426,207.9885009765625,197.46220468690075,206.4499969482422 2021-09-29,218.12960503937094,207.60250091552734,197.07539679168374,203.69000244140625 2021-09-30,217.93619469522702,207.05800094604493,196.17980719686284,206.0399932861328 2021-10-01,216.02427859475492,206.27750091552736,196.5307232362998,201.0 2021-10-04,214.27068446386008,205.40400085449218,196.53731724512429,202.5 2021-10-05,212.12570298358762,204.65800018310546,197.1902973826233,200.05999755859372 2021-10-06,210.47673881102602,204.1525001525879,197.82826149414976,199.41000366210935 2021-10-07,208.1633291010913,203.69050064086915,199.21767218064699,204.77999877929688 2021-10-08,208.2147457081536,203.7150001525879,199.21525459702218,207.5 2021-10-11,207.22346194651783,203.45649948120118,199.68953701588453,204.8500061035156 2021-10-12,207.19036578281262,203.37900009155274,199.56763440029286,204.1999969482422 2021-10-13,206.90006546779966,203.02350006103515,199.14693465427064,201.44000244140625 2021-10-14,206.60352469491633,202.89949951171874,199.19547432852116,204.88999938964844 2021-10-15,206.72297235641312,202.9279998779297,199.13302739944626,204.13999938964844 2021-10-18,206.8858732905896,203.03000030517578,199.17412731976196,205.4600067138672 2021-10-19,207.38905572430085,203.24200057983398,199.09494543536712,205.91000366210935 2021-10-20,210.34476167886046,203.88050003051757,197.41623838217467,208.4199981689453 2021-10-21,212.93494241822208,204.56899948120116,196.20305654418024,213.38999938964844 2021-10-22,215.00909441703968,205.19449920654296,195.37990399604624,216.07000732421875 2021-10-25,216.4548066678026,205.64499893188477,194.83519119596696,216.8500061035156 2021-10-26,217.8532132060266,206.26449890136718,194.67578459670776,215.75999450683597 2021-10-27,218.67510765359822,206.73799896240234,194.80089027120647,215.6699981689453 2021-10-28,219.6687667029938,207.5174987792969,195.36623085559998,213.3800048828125 2021-10-29,220.27572070134954,208.06799850463867,195.8602763079278,214.97000122070312 2021-11-01,220.91829840613258,208.9019989013672,196.8856993966018,213.82000732421875 2021-11-02,221.3195404078728,209.56749954223633,197.81545867659986,216.92999267578125 2021-11-03,222.27389813270537,210.31749954223633,198.3611009517673,212.5200042724609 2021-11-04,222.46896411549585,210.73999938964843,199.011034663801,225.22999572753903 2021-11-05,222.7139902896987,211.18699951171874,199.66000873373878,214.66000366210935 2021-11-08,223.30193428068264,211.89850006103515,200.49506584138766,215.0 2021-11-09,223.21239647856598,212.60349960327147,201.99460272797697,217.5 2021-11-10,222.4752417529191,213.52199935913086,204.56875696534263,216.58999633789065 2021-11-11,221.97044086443202,214.25499954223633,206.53955822004065,217.4499969482422 2021-11-12,221.7314632724033,214.83199920654297,207.93253514068266,218.44000244140625 2021-11-15,220.42352289158958,215.37999877929687,210.33647466700415,217.97999572753903 2021-11-16,219.10174170704144,215.93649826049804,212.77125481395464,216.1499938964844 2021-11-17,219.19558142049272,216.0474983215332,212.89941522257368,219.0 2021-11-18,219.5351893279576,216.17349853515626,212.81180774235492,217.17999267578125 2021-11-19,220.04539264260956,215.87899856567384,211.71260448873812,218.3999938964844 2021-11-22,220.25019186191312,215.67549896240234,211.10080606289156,211.07000732421875 2021-11-23,220.25028361694015,215.5539993286133,210.85771504028642,211.52999877929688 2021-11-24,220.51160197547966,215.4129997253418,210.31439747520392,212.3699951171875 2021-11-26,222.46725738595234,214.72699966430665,206.98674194266096,208.00999450683597 2021-11-29,224.19591230527496,214.02699966430663,203.8580870233383,203.1300048828125 2021-11-30,226.76441307399466,212.81549911499025,198.86658515598583,198.0 2021-12-01,227.7956037928812,211.81599884033204,195.8363938877829,195.4600067138672 2021-12-02,227.5926457589409,210.79299850463866,193.99335125033642,194.69000244140625 2021-12-03,227.54192361218148,210.12799835205078,192.71407309192008,198.7899932861328 2021-12-06,227.1294749398604,209.75149841308593,192.37352188631147,202.7100067138672 2021-12-07,226.19634466627556,209.24199829101562,192.28765191575567,206.9499969482422 2021-12-08,225.50037543387805,208.8474983215332,192.19462120918837,207.8600006103516 2021-12-09,224.70445839434123,208.52049865722657,192.3365389201119,208.27999877929688 2021-12-10,224.2958186693826,208.38249893188475,192.4691791943869,212.77999877929688 2021-12-13,223.90124114788492,208.25349884033204,192.60575653277917,214.9499969482422 2021-12-14,224.06395372574556,208.30799865722656,192.55204358870756,213.3800048828125 2021-12-15,224.01346444453733,208.29299926757812,192.57253409061892,217.0399932861328 2021-12-16,224.30069329156987,208.37749938964845,192.45430548772703,216.5399932861328 2021-12-17,224.46162018640103,208.4209991455078,192.38037810461458,218.6499938964844 2021-12-20,225.19929510605192,208.74549942016603,192.29170373428013,216.7700042724609 2021-12-21,226.3504368371067,209.17999954223632,192.00956224736592,216.0 2021-12-22,227.6701700962484,209.63449935913087,191.59882862201334,220.0 2021-12-23,229.78068343418894,210.39999923706054,191.01931503993214,223.4499969482422 2021-12-27,232.08507621108706,211.69149932861328,191.2979224461395,227.58999633789065 2021-12-28,234.40854350498753,213.23799896240234,192.06745441981715,227.77999877929688 2021-12-29,235.4524500594284,215.22549896240236,194.9985478653763,230.6000061035156 2021-12-30,236.0073803919333,217.0269989013672,198.04661741080108,231.47000122070312 2021-12-31,236.16527239279725,218.61899948120117,201.0727265696051,231.1100006103516 2022-01-03,236.8965798522195,220.33599929809571,203.77541874397193,229.4900054931641 2022-01-04,237.8869596300911,221.67149963378907,205.45603963748704,234.1100006103516 2022-01-05,239.26499874707486,223.09899978637696,206.93300082567907,234.82000732421875 2022-01-06,238.82001048317267,224.0604995727539,209.30098866233516,232.82000732421875 2022-01-07,239.19454176949037,225.15449905395508,211.11445633841979,227.13999938964844 2022-01-10,239.77815811557412,226.09199905395508,212.40583999233604,234.08999633789065 2022-01-11,241.36254470431746,227.34149932861328,213.3204539529091,235.72999572753903 2022-01-12,242.4086104873518,228.44949951171876,214.4903885360857,240.08999633789065 2022-01-13,243.55591484996341,229.60399932861327,215.65208380726312,237.92999267578125 2022-01-14,244.8076783759794,230.77899932861328,216.75032028124716,239.6199951171875 2022-01-18,245.3869048596837,231.79699935913087,218.20709385857802,241.3300018310547 2022-01-19,244.9680302757038,232.88699951171876,220.80596874773371,240.80999755859372 2022-01-20,244.9018054924895,233.89449920654297,222.88719292059645,238.3999938964844 2022-01-21,244.26444789873216,234.59049911499022,224.9165503312483,240.6100006103516 2022-01-24,243.94910812207075,235.11699905395508,226.2848899858394,233.8699951171875 2022-01-25,243.64808824753908,235.46099929809571,227.27391034865235,233.91000366210935 2022-01-26,243.53938812230558,235.6349998474121,227.73061157251863,235.3600006103516 2022-01-27,243.94395541705742,235.42399978637695,226.90404415569648,231.0399932861328 2022-01-28,243.8612178165364,235.55899963378906,227.25678145104172,227.66000366210935 2022-01-31,243.7913047975924,235.6004997253418,227.40969465309118,230.72999572753903 2022-02-01,244.3941979862178,235.18600006103514,225.9778021358525,229.4600067138672 " 3240,US,technical,"What is the percentage of days where the close price is less than the upper channel of Keltner Channel for Vulcan Materials Company from July 16, 2024 to May 03, 2025? (Unit: %) (Standard parameters: middle EMA(20), requiring 4n data points to warm up, using the first data point as the initial value; ATR(10) using Wilder smoothing, multiplier 1.5) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",88.5496,medium,channel,Middle = EMA_{n_{ema}}(C); Upper = Middle + 1.5 * ATR_{n_{atr}}^{Wilder}; Lower = Middle - 1.5 * ATR_{n_{atr}}^{Wilder},"date,close,high,low 2024-03-20,271.739990234375,272.260009765625,268.9599914550781 2024-03-21,275.5899963378906,275.8699951171875,270.3800048828125 2024-03-22,274.3599853515625,275.1499938964844,272.260009765625 2024-03-25,272.6199951171875,274.8299865722656,272.04998779296875 2024-03-26,273.8699951171875,275.3500061035156,272.6600036621094 2024-03-27,272.7900085449219,276.5799865722656,271.67999267578125 2024-03-28,272.9200134277344,274.7900085449219,271.42999267578125 2024-04-01,269.69000244140625,273.1099853515625,269.5599975585937 2024-04-02,266.25,270.4599914550781,264.1600036621094 2024-04-03,268.7699890136719,269.79998779296875,265.760009765625 2024-04-04,265.8900146484375,272.7699890136719,265.5 2024-04-05,270.1499938964844,270.8699951171875,267.19000244140625 2024-04-08,269.7200012207031,271.6199951171875,269.3800048828125 2024-04-09,265.6199951171875,270.2300109863281,263.0799865722656 2024-04-10,264.5599975585937,265.8999938964844,259.0799865722656 2024-04-11,265.5,267.0299987792969,263.8399963378906 2024-04-12,262.7799987792969,264.6700134277344,261.2900085449219 2024-04-15,260.4700012207031,268.4100036621094,260.25 2024-04-16,258.5400085449219,261.2099914550781,257.0199890136719 2024-04-17,258.260009765625,260.0899963378906,256.07000732421875 2024-04-18,255.07000732421875,260.260009765625,254.33999633789065 2024-04-19,252.05999755859372,257.45001220703125,251.32000732421875 2024-04-22,254.47999572753903,256.1300048828125,251.5800018310547 2024-04-23,259.3399963378906,260.010009765625,254.1499938964844 2024-04-24,256.3999938964844,259.9599914550781,253.75999450683597 2024-04-25,258.5400085449219,258.989990234375,250.7700042724609 2024-04-26,261.239990234375,261.8299865722656,258.7900085449219 2024-04-29,261.45001220703125,262.6400146484375,259.8399963378906 2024-04-30,257.6300048828125,264.1000061035156,257.32000732421875 2024-05-01,259.7300109863281,263.760009765625,256.1600036621094 2024-05-02,264.4100036621094,273.17999267578125,259.9200134277344 2024-05-03,264.44000244140625,268.1400146484375,262.3699951171875 2024-05-06,266.6099853515625,267.75,265.010009765625 2024-05-07,268.3500061035156,269.0,265.6199951171875 2024-05-08,267.92999267578125,268.7900085449219,266.3500061035156 2024-05-09,270.69000244140625,270.8099975585937,267.6700134277344 2024-05-10,272.07000732421875,274.1300048828125,270.95001220703125 2024-05-13,270.0899963378906,272.94000244140625,269.1000061035156 2024-05-14,267.75,270.1499938964844,266.8699951171875 2024-05-15,270.5,271.69000244140625,268.5899963378906 2024-05-16,260.0,270.2300109863281,258.7699890136719 2024-05-17,259.1000061035156,262.8699951171875,258.6499938964844 2024-05-20,260.2099914550781,261.010009765625,257.5400085449219 2024-05-21,262.17999267578125,262.7799987792969,255.27999877929688 2024-05-22,260.8699951171875,261.7300109863281,256.5 2024-05-23,257.2099914550781,262.19000244140625,256.3900146484375 2024-05-24,259.25,259.4700012207031,256.3999938964844 2024-05-28,253.97999572753903,258.5299987792969,253.4900054931641 2024-05-29,251.91000366210935,254.22000122070312,251.38999938964844 2024-05-30,254.0800018310547,255.3500061035156,251.9199981689453 2024-05-31,255.7700042724609,256.3599853515625,245.41000366210935 2024-06-03,252.19000244140625,257.3800048828125,248.9199981689453 2024-06-04,250.4600067138672,252.7100067138672,247.9499969482422 2024-06-05,251.17999267578125,251.97999572753903,249.07000732421875 2024-06-06,248.5800018310547,251.38999938964844,247.41000366210935 2024-06-07,247.58999633789065,250.80999755859372,246.9199981689453 2024-06-10,247.80999755859372,249.5200042724609,245.0800018310547 2024-06-11,244.63999938964844,247.1699981689453,243.50999450683597 2024-06-12,249.1199951171875,253.02999877929688,246.0500030517578 2024-06-13,253.9499969482422,254.5399932861328,247.5200042724609 2024-06-14,252.63999938964844,253.63999938964844,249.00999450683597 2024-06-17,256.3500061035156,257.239990234375,251.3500061035156 2024-06-18,255.6100006103516,257.1199951171875,252.82000732421875 2024-06-20,246.4600067138672,255.22999572753903,243.75999450683597 2024-06-21,247.80999755859372,248.55999755859372,243.30999755859372 2024-06-24,247.5800018310547,249.19000244140625,245.05999755859372 2024-06-25,246.1499938964844,246.63999938964844,243.8500061035156 2024-06-26,245.8800048828125,247.22999572753903,243.8999938964844 2024-06-27,247.75999450683597,249.16000366210935,245.3800048828125 2024-06-28,248.67999267578125,251.80999755859372,247.0200042724609 2024-07-01,243.72000122070312,249.9900054931641,242.17999267578125 2024-07-02,245.07000732421875,245.0800018310547,240.9900054931641 2024-07-03,243.9199981689453,245.5399932861328,242.22000122070312 2024-07-05,244.2100067138672,245.0,241.0200042724609 2024-07-08,241.97000122070312,246.5500030517578,241.44000244140625 2024-07-09,242.25,242.9199981689453,239.47999572753903 2024-07-10,247.72000122070312,248.6000061035156,241.0500030517578 2024-07-11,254.69000244140625,255.2899932861328,248.3500061035156 2024-07-12,252.50999450683597,258.8399963378906,252.00999450683597 2024-07-15,253.8999938964844,256.6600036621094,252.6100006103516 2024-07-16,262.8099975585937,263.3299865722656,254.6100006103516 2024-07-17,255.8000030517578,260.8900146484375,255.5 2024-07-18,256.0899963378906,259.4599914550781,254.52999877929688 2024-07-19,256.1400146484375,258.19000244140625,254.6999969482422 2024-07-22,260.6099853515625,261.489990234375,255.25 2024-07-23,260.1499938964844,262.0899963378906,259.3800048828125 2024-07-24,250.50999450683597,259.8299865722656,250.05999755859372 2024-07-25,253.7700042724609,259.6400146484375,251.1199951171875 2024-07-26,261.7099914550781,262.8500061035156,256.0 2024-07-29,264.5299987792969,265.25,260.94000244140625 2024-07-30,270.0,273.3299865722656,267.6400146484375 2024-07-31,274.510009765625,278.7900085449219,268.5199890136719 2024-08-01,271.1300048828125,274.9800109863281,269.9599914550781 2024-08-02,266.3399963378906,268.3599853515625,260.1199951171875 2024-08-05,257.42999267578125,262.4100036621094,252.92999267578125 2024-08-06,246.13999938964844,251.7100067138672,238.88999938964844 2024-08-07,241.22000122070312,251.72000122070312,241.22000122070312 2024-08-08,246.3300018310547,250.7700042724609,242.32000732421875 2024-08-09,244.33999633789065,249.1300048828125,243.3600006103516 2024-08-12,241.8999938964844,244.7899932861328,239.91000366210935 2024-08-13,243.83999633789065,245.9199981689453,241.7899932861328 2024-08-14,242.5,246.3000030517578,242.07000732421875 2024-08-15,246.57000732421875,247.08999633789065,242.33999633789065 2024-08-16,244.42999267578125,247.05999755859372,243.6000061035156 2024-08-19,244.2899932861328,245.6199951171875,242.17999267578125 2024-08-20,245.6000061035156,246.7899932861328,244.22999572753903 2024-08-21,247.83999633789065,249.8800048828125,246.7899932861328 2024-08-22,247.97999572753903,250.2400054931641,246.6699981689453 2024-08-23,254.88999938964844,257.4200134277344,249.66000366210935 2024-08-26,250.67999267578125,257.5400085449219,250.22999572753903 2024-08-27,240.41000366210935,250.0,237.1699981689453 2024-08-28,235.7700042724609,242.38999938964844,235.08999633789065 2024-08-29,241.27999877929688,243.41000366210935,236.8500061035156 2024-08-30,245.2100067138672,245.8699951171875,241.3699951171875 2024-09-03,239.0200042724609,244.0,237.67999267578125 2024-09-04,234.8300018310547,240.00999450683597,232.69000244140625 2024-09-05,232.16000366210935,235.0399932861328,230.72000122070312 2024-09-06,231.97000122070312,236.02999877929688,231.55999755859372 2024-09-09,231.8300018310547,234.66000366210935,230.9499969482422 2024-09-10,232.9499969482422,233.82000732421875,231.02999877929688 2024-09-11,232.9499969482422,233.3699951171875,225.3600006103516 2024-09-12,236.2700042724609,237.3300018310547,233.5200042724609 2024-09-13,237.47000122070312,239.63999938964844,235.4600067138672 2024-09-16,242.8699951171875,243.3300018310547,237.0 2024-09-17,245.1199951171875,247.0,242.0399932861328 2024-09-18,244.3999938964844,249.5800018310547,244.2700042724609 2024-09-19,253.6699981689453,254.00999450683597,246.44000244140625 2024-09-20,252.0500030517578,258.17999267578125,250.7400054931641 2024-09-23,252.3300018310547,253.8000030517578,250.3300018310547 2024-09-24,249.8699951171875,253.8300018310547,247.38999938964844 2024-09-25,249.6300048828125,251.94000244140625,249.33999633789065 2024-09-26,250.5800018310547,257.010009765625,249.6300048828125 2024-09-27,250.2400054931641,252.3699951171875,248.1999969482422 2024-09-30,250.42999267578125,250.91000366210935,246.0200042724609 2024-10-01,247.4900054931641,251.72999572753903,244.4199981689453 2024-10-02,240.4600067138672,245.9900054931641,239.97000122070312 2024-10-03,241.1000061035156,242.94000244140625,238.6000061035156 2024-10-04,241.42999267578125,243.1999969482422,239.41000366210935 2024-10-07,238.02999877929688,240.3000030517578,237.3300018310547 2024-10-08,238.19000244140625,239.58999633789065,236.6300048828125 2024-10-09,241.63999938964844,243.3500061035156,236.5500030517578 2024-10-10,243.8999938964844,245.5399932861328,238.6999969482422 2024-10-11,247.50999450683597,248.52999877929688,243.94000244140625 2024-10-14,248.6999969482422,249.44000244140625,244.6300048828125 2024-10-15,252.7899932861328,257.79998779296875,249.69000244140625 2024-10-16,256.4800109863281,256.7900085449219,251.82000732421875 2024-10-17,258.6400146484375,259.7699890136719,256.3900146484375 2024-10-18,261.7200012207031,262.79998779296875,255.5 2024-10-21,259.94000244140625,261.5799865722656,257.2200012207031 2024-10-22,253.72000122070312,259.1000061035156,253.6699981689453 2024-10-23,253.57000732421875,254.9900054931641,250.75999450683597 2024-10-24,256.1400146484375,256.5400085449219,252.3800048828125 2024-10-25,256.5400085449219,259.3099975585937,255.6300048828125 2024-10-28,258.5,260.1600036621094,257.19000244140625 2024-10-29,259.54998779296875,260.8699951171875,254.47000122070312 2024-10-30,276.2300109863281,279.4700012207031,267.8800048828125 2024-10-31,273.92999267578125,278.4599914550781,273.1099853515625 2024-11-01,270.3900146484375,275.3999938964844,270.260009765625 2024-11-04,268.8599853515625,272.7099914550781,268.20001220703125 2024-11-05,272.6700134277344,272.8900146484375,267.69000244140625 2024-11-06,290.45001220703125,298.3099975585937,287.6000061035156 2024-11-07,290.5899963378906,293.2799987792969,288.5599975585937 2024-11-08,292.3099975585937,293.7300109863281,290.0199890136719 2024-11-11,292.0400085449219,295.1000061035156,290.67999267578125 2024-11-12,288.3800048828125,292.3800048828125,286.44000244140625 2024-11-13,287.7099914550781,290.9200134277344,286.7099914550781 2024-11-14,282.67999267578125,288.6099853515625,281.6099853515625 2024-11-15,279.2799987792969,283.2200012207031,277.6000061035156 2024-11-18,278.739990234375,280.70001220703125,277.6000061035156 2024-11-19,278.010009765625,278.2099914550781,273.6600036621094 2024-11-20,277.8099975585937,278.5299987792969,276.2900085449219 2024-11-21,281.17999267578125,282.4100036621094,277.1600036621094 2024-11-22,284.6099853515625,284.9200134277344,280.0899963378906 2024-11-25,290.3699951171875,291.8999938964844,285.6600036621094 2024-11-26,288.3999938964844,290.5400085449219,285.9200134277344 2024-11-27,286.3900146484375,291.69000244140625,285.6300048828125 2024-11-29,288.1300048828125,289.1300048828125,287.0899963378906 2024-12-02,287.04998779296875,288.32000732421875,285.0799865722656 2024-12-03,286.5,289.1199951171875,284.5899963378906 2024-12-04,285.6499938964844,286.8900146484375,283.67999267578125 2024-12-05,287.6300048828125,289.2200012207031,282.1600036621094 2024-12-06,286.8599853515625,289.2900085449219,285.70001220703125 2024-12-09,281.2300109863281,288.8500061035156,278.8299865722656 2024-12-10,276.3099975585937,281.010009765625,273.4200134277344 2024-12-11,279.5599975585937,279.8999938964844,276.8299865722656 2024-12-12,278.1099853515625,279.8999938964844,277.3800048828125 2024-12-13,275.7699890136719,278.67999267578125,274.0799865722656 2024-12-16,277.0,278.42999267578125,274.3299865722656 2024-12-17,272.6499938964844,276.2099914550781,272.1499938964844 2024-12-18,264.8900146484375,277.6700134277344,264.7300109863281 2024-12-19,260.9200134277344,267.6199951171875,259.989990234375 2024-12-20,263.1300048828125,265.82000732421875,258.3800048828125 2024-12-23,262.8699951171875,264.45001220703125,260.8900146484375 2024-12-24,264.3099975585937,264.6700134277344,262.1400146484375 2024-12-26,264.54998779296875,265.0,263.0400085449219 2024-12-27,262.3599853515625,265.2300109863281,261.20001220703125 2024-12-30,258.1600036621094,260.5299987792969,257.5199890136719 2024-12-31,257.2300109863281,260.2799987792969,256.7099914550781 2025-01-02,255.57000732421875,260.67999267578125,254.1199951171875 2025-01-03,257.1300048828125,258.5799865722656,254.92999267578125 2025-01-06,257.3800048828125,261.3500061035156,256.8099975585937 2025-01-07,251.97999572753903,257.8999938964844,250.3999938964844 2025-01-08,255.27999877929688,256.0199890136719,250.5200042724609 2025-01-10,251.69000244140625,253.0,249.72000122070312 2025-01-13,256.0299987792969,256.25,249.3600006103516 2025-01-14,260.07000732421875,260.6400146484375,257.0799865722656 2025-01-15,268.19000244140625,268.9200134277344,266.3699951171875 2025-01-16,269.1700134277344,269.739990234375,267.0899963378906 2025-01-17,270.1000061035156,272.5299987792969,269.32000732421875 2025-01-21,275.5299987792969,279.2200012207031,273.82000732421875 2025-01-22,274.3800048828125,275.8500061035156,270.0599975585937 2025-01-23,274.8299865722656,275.79998779296875,273.25 2025-01-24,277.5400085449219,277.8699951171875,274.6700134277344 2025-01-27,274.989990234375,275.5899963378906,273.2799987792969 2025-01-28,275.1000061035156,279.0599975585937,273.45001220703125 2025-01-29,272.20001220703125,276.0,272.04998779296875 2025-01-30,276.3599853515625,277.1400146484375,272.8800048828125 2025-01-31,274.1499938964844,277.3999938964844,273.8299865722656 2025-02-03,271.1600036621094,272.5,267.2699890136719 2025-02-04,272.07000732421875,273.9599914550781,271.1400146484375 2025-02-05,274.3299865722656,274.67999267578125,271.42999267578125 2025-02-06,277.2099914550781,277.989990234375,274.2099914550781 2025-02-07,272.9200134277344,277.7300109863281,272.4200134277344 2025-02-10,268.5599975585937,274.4599914550781,268.20001220703125 2025-02-11,267.7699890136719,269.19000244140625,265.5199890136719 2025-02-12,263.8099975585937,266.6400146484375,253.5399932861328 2025-02-13,269.3299865722656,269.8599853515625,264.260009765625 2025-02-14,270.4599914550781,272.2699890136719,267.7699890136719 2025-02-18,272.760009765625,280.3299865722656,271.1400146484375 2025-02-19,264.9700012207031,270.1199951171875,263.3099975585937 2025-02-20,258.5899963378906,263.7200012207031,256.510009765625 2025-02-21,252.8600006103516,260.67999267578125,251.30999755859372 2025-02-24,251.55999755859372,254.58999633789065,250.97999572753903 2025-02-25,249.7899932861328,252.9600067138672,246.1699981689453 2025-02-26,250.52999877929688,253.6300048828125,249.52999877929688 2025-02-27,245.1199951171875,252.2400054931641,245.08999633789065 2025-02-28,247.30999755859372,248.4600067138672,243.25 2025-03-03,239.7700042724609,250.44000244140625,238.8500061035156 2025-03-04,234.8600006103516,239.58999633789065,228.1699981689453 2025-03-05,240.3500061035156,241.82000732421875,234.41000366210935 2025-03-06,235.1699981689453,238.6000061035156,233.02999877929688 2025-03-07,220.8999938964844,233.69000244140625,218.7100067138672 2025-03-10,221.33999633789065,222.6000061035156,215.0800018310547 2025-03-11,224.7100067138672,225.88999938964844,218.8300018310547 2025-03-12,227.1699981689453,228.83999633789065,224.75999450683597 2025-03-13,225.0399932861328,227.97000122070312,224.0 2025-03-14,231.32000732421875,232.25999450683597,225.4499969482422 2025-03-17,235.0800018310547,236.44000244140625,231.6100006103516 2025-03-18,236.5,237.47000122070312,233.8600006103516 2025-03-19,241.1100006103516,242.91000366210935,237.1699981689453 2025-03-20,238.72000122070312,245.4900054931641,238.6000061035156 2025-03-21,234.0800018310547,237.6999969482422,232.32000732421875 2025-03-24,240.80999755859372,241.57000732421875,236.1999969482422 2025-03-25,240.97999572753903,241.19000244140625,237.92999267578125 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2024-10-29,260.666944099214,252.9650665006499,245.26318890208583,259.54998779296875 2024-10-30,265.1004673521537,255.18077549928591,245.2610836464181,276.2300109863281 2024-10-31,266.69663881348913,256.96641523038073,247.23619164727234,273.92999267578125 2024-11-01,267.77305211462215,258.2448532701957,248.71665442576924,270.3900146484375 2024-11-04,268.5076940775167,259.2558182303259,250.00394238313504,268.8599853515625 2024-11-05,269.6400507236055,260.5333606300791,251.42667053655262,272.6700134277344 2024-11-06,275.4245842459724,263.38256554216974,251.34054683836706,290.45001220703125 2024-11-07,277.5195664440044,265.9737494274765,254.42793241094859,290.5899963378906 2024-11-08,279.4297021459755,268.48196353520194,257.5342249244284,292.3099975585937 2024-11-11,281.2415536333173,270.725586869461,260.20962010560464,292.0400085449219 2024-11-12,282.76233046727134,272.4069600135897,262.05158955990805,288.3800048828125 2024-11-13,283.8157282836577,273.86439157944574,263.9130548752338,287.7099914550781 2024-11-14,284.7101756700303,274.7039726362396,264.6977696024489,282.67999267578125 2024-11-15,284.9883666478539,275.1397846498641,265.2912026518743,279.2799987792969 2024-11-18,284.81138608591664,275.4826613721985,266.15393665848035,278.739990234375 2024-11-19,284.88121144737767,275.7233612191915,266.5655109910053,278.010009765625 2024-11-20,284.5001522301346,275.92208848961076,267.34402474908694,277.8099975585937 2024-11-21,284.93059863571744,276.422841269246,267.9150839027746,281.17999267578125 2024-11-22,285.58405347038655,277.2025692770857,268.8210850837848,284.6099853515625 2024-11-25,287.0934468889949,278.4566098332858,269.81977277757676,290.3699951171875 2024-11-26,287.86975140940194,279.4035987916857,270.9374461739694,288.3999938964844 2024-11-27,288.5975087201577,280.068971730424,271.5404347406903,286.3900146484375 2024-11-29,288.9233709994252,280.8366891735086,272.75000734759203,288.1300048828125 2024-12-02,289.19244865528935,281.42843189917147,273.6644151430536,287.04998779296875 2024-12-03,289.5785532823653,281.9114383849647,274.2443234875641,286.5 2024-12-04,289.64939799438275,282.2674912908237,274.8855845872647,285.6499938964844 2024-12-05,290.4809225380053,282.77820687101314,275.075491204021,287.6300048828125 2024-12-06,290.637891229661,283.1669476786845,275.69600412770797,286.8599853515625 2024-12-09,291.20932964307406,282.9824775175077,274.7556253919413,281.2300109863281 2024-12-10,290.9226697825052,282.3470032357064,273.7713366889076,276.3099975585937 2024-12-11,290.3381734664029,282.0815741236004,273.82497478079785,279.5599975585937 2024-12-12,289.51226533445555,281.70332757388246,273.8943898133094,278.1099853515625 2024-12-13,288.85629261104833,281.13824771100525,273.42020281096217,275.7699890136719 2024-12-16,288.3053702069518,280.7441288813857,273.18288755581955,277.0 2024-12-17,287.50587699136054,279.97325888282364,272.44064077428675,272.6499938964844 2024-12-18,287.25711609582385,278.53675943192974,269.81640276803563,264.8900146484375 2024-12-19,285.85179582812344,276.8589740981969,267.8661523682703,260.9200134277344 2024-12-20,284.7609931436861,275.55145322054125,266.3419132973964,263.1300048828125 2024-12-23,283.16628087055557,274.34369530593614,265.5211097413167,262.8699951171875 2024-12-24,281.7079318693365,273.3881050442845,265.06827821923247,264.3099975585937 2024-12-26,280.3282224525868,272.54637959177825,264.7645367309697,264.54998779296875 2024-12-27,279.184405198618,271.57624680699575,263.96808841537353,262.3599853515625 2024-12-30,277.8718513677692,270.2985093646256,262.725167361482,258.1600036621094 2024-12-31,276.40539937291646,269.0538904714544,261.7023815699923,257.2300109863281 2025-01-02,275.37006876920356,267.76971112409865,260.16935347899374,255.57000732421875 2025-01-03,274.14422673285276,266.7564057677857,259.3685848027186,257.1300048828125 2025-01-06,273.1934553576107,265.863415207312,258.53337505701336,257.3800048828125 2025-01-07,272.2632209159358,264.541184780667,256.8191486453982,251.97999572753903 2025-01-08,271.43399729917434,263.6591670662508,255.88433683332724,255.27999877929688 2025-01-10,270.3505934692097,262.51924662578944,254.6878997823692,251.69000244140625 2025-01-13,269.982935088887,261.90122302136155,253.81951095383604,256.0299987792969 2025-01-14,269.6918647675396,261.72682152639555,253.76177828525152,260.07000732421875 2025-01-15,270.83840239847734,262.3423625659204,253.8463227333634,268.19000244140625 2025-01-16,271.0365499627242,262.9926150289503,254.94868009517637,269.1700134277344 2025-01-17,271.413048660135,263.6695094170041,255.9259701738732,270.1000061035156 2025-01-21,273.1362644188565,264.79907983246056,256.4618952460646,275.5299987792969 2025-01-22,274.08351629436964,265.711548884875,257.3395814753804,274.3800048828125 2025-01-23,274.4972403592598,266.5799715217693,258.6627026842788,274.8299865722656 2025-01-24,275.2293237787528,267.6237845715934,260.01824536443394,277.5400085449219 2025-01-27,275.809314719336,268.3253279680488,260.8413412167616,274.989990234375 2025-01-28,276.5476212884147,268.9705354095218,261.3934495306289,275.1000061035156 2025-01-29,276.6899837503905,269.27810462833224,261.86622550627396,272.20001220703125 2025-01-30,277.3642610351795,269.9525694591161,262.5408778830527,276.3599853515625 2025-01-31,277.5583476845267,270.35232416743685,263.146300650347,274.1499938964844 2025-02-03,277.9466679218751,270.4292460240723,262.91182412626955,271.1600036621094 2025-02-04,277.7741852340572,270.58550900503866,263.3968327760201,272.07000732421875 2025-02-05,277.89943452231984,270.9421259162031,263.9848173100864,274.3299865722656 2025-02-06,278.3676430537336,271.53906549133404,264.71048792893447,277.2099914550781 2025-02-07,278.6128037823685,271.6705843424198,264.72836490247107,272.9200134277344 2025-02-10,278.56133236521623,271.3743379820554,264.1873435988946,268.5599975585937 2025-02-11,278.0498636107381,271.03106665173317,264.01226969272824,267.7699890136719 2025-02-12,278.79476240795515,270.34334578571986,261.8919291634846,263.8099975585937 2025-02-13,278.7606085133956,270.2468353844385,261.7330622554814,269.3299865722656 2025-02-14,278.604531778656,270.26713596259464,261.9297401465333,270.4599914550781 2025-02-18,279.48870801729754,270.5045525152642,261.5203970132309,272.760009765625 2025-02-19,279.4806941748574,269.9774523919727,260.474210609088,264.9700012207031 2025-02-20,278.71484909063236,268.89293276777437,259.0710164449164,258.5899963378906 2025-02-21,277.6112108061701,267.3659868480198,257.1207628898695,252.8600006103516 2025-02-24,275.6228561886291,265.8606545347411,256.09845288085313,251.55999755859372 2025-02-25,274.13459813844446,264.330115368207,254.5256325979695,249.7899932861328 2025-02-26,272.4548539589566,263.01581855021556,253.57678314147446,250.52999877929688 2025-02-27,270.8790876548947,261.3114544137367,251.74382117257875,245.1199951171875 2025-02-28,269.37035325641676,259.9779823322945,250.58561140817224,247.30999755859372 2025-03-03,268.2450462756564,258.0534129932628,247.86177971086914,239.7700042724609 2025-03-04,266.7569874455243,255.84451657584268,244.93204570616106,234.8600006103516 2025-03-05,265.3015732438414,254.3688489118115,243.43612457978165,240.3500061035156 2025-03-06,263.4778399337601,252.54038693630042,241.60293393884072,235.1699981689453 2025-03-07,261.83972258657906,249.52701617060364,237.2143097546282,220.8999938964844 2025-03-10,259.05197450654464,246.84253809129763,234.6331016760506,221.33999633789065 2025-03-11,256.78217036762516,244.73467796011377,232.6871855526024,224.7100067138672 2025-03-12,254.52409292369958,243.0618513133358,231.59960970297203,227.1699981689453 2025-03-13,252.2570015146065,241.34548388217362,230.43396624974076,225.0399932861328 2025-03-14,251.2940426432349,240.39067659093985,229.4873105386448,231.32000732421875 2025-03-17,250.46592675702306,239.88489804237938,229.3038693277357,235.0800018310547 2025-03-18,249.62695273498005,239.562526800248,229.49810086551597,236.5 2025-03-19,249.72938914892833,239.7099052583531,229.69042136777787,241.1100006103516 2025-03-20,249.6666640933038,239.61562868333883,229.56459327337384,238.72000122070312 2025-03-21,249.09435707941958,239.08842612597843,229.08249517253728,234.0800018310547 2025-03-24,249.38122399210866,239.25238531003703,229.1235466279654,240.80999755859372 2025-03-25,249.02187591422162,239.4169196355134,229.8119633568052,240.97999572753903 2025-03-26,248.8284116086731,239.19245086628297,229.55649012389284,237.05999755859372 2025-03-27,248.6839400868826,239.03507395388772,229.38620782089285,237.5399932861328 2025-03-28,248.24106909910336,238.454590952699,228.66811280629463,232.94000244140625 2025-03-31,248.17700741861808,237.96367781927603,227.75034821993398,233.3000030517578 2025-04-01,248.31361086068455,237.8976136719603,227.48161648323605,237.2700042724609 2025-04-02,248.72976390059307,238.10736533210843,227.4849667636238,240.1000061035156 2025-04-03,249.31920375390743,238.01904412674392,226.7188844995804,237.17999267578125 2025-04-04,249.30344418550976,237.32580235211728,225.3481605187248,230.7400054931641 2025-04-07,250.1599842407012,236.48810677375343,222.81622930680567,228.52999877929688 2025-04-08,249.97359655515098,235.53590665179252,221.09821674843406,226.4900054931641 2025-04-09,252.6917182983242,235.9162963782215,219.1408744581188,239.52999877929688 2025-04-10,252.6096466809118,235.88426832611037,219.15888997130895,235.5800018310547 2025-04-11,253.13363001006968,236.49529068093395,219.85695135179822,242.3000030517578 2025-04-14,252.8940080042021,237.16050068537254,221.42699336654297,243.47999572753903 2025-04-15,252.6945158815945,237.86235764669868,223.03019941180287,244.52999877929688 2025-04-16,252.46326619560546,238.11832387575194,223.77338155589842,240.5500030517578 2025-04-17,252.09378694118055,238.48133995194522,224.86889296270988,241.92999267578125 2025-04-21,251.84743798826548,238.07073597261189,224.2940339569583,234.1699981689453 2025-04-22,251.79829427057945,238.30876181562206,224.81922936066468,240.57000732421875 2025-04-23,252.44979008492635,238.9022124318612,225.35463477879603,244.5399932861328 2025-04-24,253.2332979200104,239.9124773913826,226.5916568627548,249.50999450683597 2025-04-25,253.19052571455734,240.59128842897786,227.99205114339838,247.0399932861328 2025-04-28,253.03712235215002,241.0483085204703,229.05949468879058,245.38999938964844 2025-04-29,252.99642498823786,241.45799400456985,229.91956302090185,245.3500061035156 2025-04-30,256.6233899734202,243.44580282054088,230.26821566766154,262.3299865722656 2025-05-01,257.83393749818214,245.36810777885245,232.90227805952276,263.6300048828125 2025-05-02,259.4457967617128,247.4330487325778,235.4203007034428,267.04998779296875 " 3241,US,technical,"From December 06, 2021 to August 02, 2022, what proportion of days had Qualcomm's high greater than the lower of Keltner Channel? (Unit: %) (Standard parameters: middle EMA(20), requiring 4n data points to warm up, using the first data point as the initial value; ATR(10) using Wilder smoothing, multiplier 1.5) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",91.1504,medium,channel,Middle = EMA_{n_{ema}}(C); Upper = Middle + 1.5 * ATR_{n_{atr}}^{Wilder}; Lower = Middle - 1.5 * ATR_{n_{atr}}^{Wilder},"date,close,high,low 2021-08-12,147.14999389648438,148.0,146.38999938964844 2021-08-13,148.63999938964844,149.30999755859375,146.92999267578125 2021-08-16,148.1300048828125,149.0800018310547,146.72000122070312 2021-08-17,144.41000366210938,147.0,143.57000732421875 2021-08-18,142.17999267578125,144.66000366210938,141.97999572753906 2021-08-19,140.61000061035156,141.4499969482422,138.9600067138672 2021-08-20,142.08999633789062,142.25999450683594,140.3000030517578 2021-08-23,144.13999938964844,144.61000061035156,142.35000610351562 2021-08-24,144.4600067138672,145.58999633789062,143.83999633789062 2021-08-25,143.8699951171875,145.42999267578125,143.47000122070312 2021-08-26,142.3800048828125,143.75999450683594,141.6199951171875 2021-08-27,144.85000610351562,144.9499969482422,141.9199981689453 2021-08-30,145.94000244140625,147.86000061035156,145.55999755859375 2021-08-31,146.69000244140625,147.52999877929688,144.55999755859375 2021-09-01,146.4499969482422,148.10000610351562,146.22000122070312 2021-09-02,145.1199951171875,146.88999938964844,144.50999450683594 2021-09-03,144.6300048828125,145.99000549316406,144.22999572753906 2021-09-07,143.75,144.75999450683594,143.1199951171875 2021-09-08,142.52000427246094,143.6199951171875,141.49000549316406 2021-09-09,141.5800018310547,143.5399932861328,141.4499969482422 2021-09-10,142.67999267578125,146.0,142.5399932861328 2021-09-13,143.41000366210938,144.72999572753906,142.02999877929688 2021-09-14,141.13999938964844,144.80999755859375,140.6199951171875 2021-09-15,138.24000549316406,141.0,137.52000427246094 2021-09-16,138.39999389648438,138.9600067138672,137.32000732421875 2021-09-17,133.60000610351562,138.0,133.13999938964844 2021-09-20,132.75999450683594,133.1199951171875,130.61000061035156 2021-09-21,131.75,133.91000366210938,131.27999877929688 2021-09-22,133.00999450683594,133.49000549316406,131.97999572753906 2021-09-23,133.91000366210938,135.16000366210938,133.22000122070312 2021-09-24,133.8800048828125,134.5500030517578,132.8000030517578 2021-09-27,133.47999572753906,134.0399932861328,132.02000427246094 2021-09-28,129.89999389648438,132.74000549316406,129.6999969482422 2021-09-29,129.27999877929688,131.4499969482422,128.88999938964844 2021-09-30,128.97999572753906,131.0800018310547,128.6999969482422 2021-10-01,128.7100067138672,130.02000427246094,126.47000122070312 2021-10-04,126.68000030517578,129.7899932861328,125.91999816894533 2021-10-05,127.52999877929688,128.77000427246094,125.69000244140624 2021-10-06,128.05999755859375,128.27000427246094,126.06999969482422 2021-10-07,127.83999633789062,130.72000122070312,127.58999633789062 2021-10-08,126.5500030517578,128.58999633789062,126.20999908447266 2021-10-11,124.94000244140624,127.2300033569336,124.87999725341795 2021-10-12,122.9499969482422,125.47000122070312,122.16999816894533 2021-10-13,125.04000091552734,126.31999969482422,123.5199966430664 2021-10-14,128.66000366210938,129.3000030517578,125.98999786376952 2021-10-15,130.1999969482422,130.47999572753906,128.67999267578125 2021-10-18,130.1199951171875,130.27000427246094,128.24000549316406 2021-10-19,132.5,132.8000030517578,130.32000732421875 2021-10-20,132.16000366210938,133.00999450683594,131.25999450683594 2021-10-21,133.0500030517578,133.25999450683594,131.39999389648438 2021-10-22,131.6199951171875,133.69000244140625,131.42999267578125 2021-10-25,131.92999267578125,133.1699981689453,131.3000030517578 2021-10-26,131.94000244140625,133.7899932861328,131.07000732421875 2021-10-27,131.1999969482422,132.36000061035156,130.50999450683594 2021-10-28,133.69000244140625,133.8300018310547,131.8699951171875 2021-10-29,133.0399932861328,133.67999267578125,132.4499969482422 2021-11-01,134.80999755859375,134.8699951171875,132.44000244140625 2021-11-02,135.22999572753906,135.72999572753906,134.1199951171875 2021-11-03,138.47999572753906,138.85000610351562,135.0399932861328 2021-11-04,156.11000061035156,159.5800018310547,153.3000030517578 2021-11-05,163.02999877929688,168.5500030517578,155.91000366210938 2021-11-08,165.85000610351562,167.7100067138672,161.27999877929688 2021-11-09,166.74000549316406,169.52000427246094,164.3800048828125 2021-11-10,159.8000030517578,166.1199951171875,159.02999877929688 2021-11-11,164.4199981689453,165.55999755859375,161.38999938964844 2021-11-12,164.94000244140625,166.02000427246094,164.3300018310547 2021-11-15,168.50999450683594,169.94000244140625,165.80999755859375 2021-11-16,181.80999755859372,183.72999572753903,167.05999755859375 2021-11-17,183.5399932861328,186.3300018310547,178.6300048828125 2021-11-18,186.32000732421875,188.72000122070312,182.75 2021-11-19,185.0,186.6000061035156,182.3000030517578 2021-11-22,181.3999938964844,188.7700042724609,180.97999572753903 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2022-06-15,143.5940287844618,135.8369405255059,128.07985226654998,133.27999877929688 2022-06-16,143.1881351175489,134.4067556844886,125.62537625142826,126.6500015258789 2022-06-17,141.70271089823225,133.1289692253725,124.55522755251273,122.83000183105467 2022-06-21,140.78255462187064,132.29668638387497,123.81081814587931,126.12000274658205 2022-06-22,139.57306926051172,131.3312880294211,123.08950679833048,123.66000366210938 2022-06-23,138.3832914709218,130.2606888207039,122.13808617048602,122.93000030517578 2022-06-24,137.87153784848155,129.76919450198173,121.66685115548191,125.37000274658205 2022-06-27,137.555712812128,129.5226045784764,121.48949634482481,130.0399932861328 2022-06-28,138.42774952417045,129.72045234276587,121.01315516136127,136.4499969482422 2022-06-29,138.31054843408248,129.76898028417284,121.22741213426319,131.57000732421875 2022-06-30,137.9981542825734,129.57574386318205,121.15333344379071,130.08999633789062 2022-07-01,137.42612790299722,128.99995861709775,120.57378933119827,126.76000213623048 2022-07-05,137.15310996190652,128.69805797080792,120.24300597970934,126.16999816894533 2022-07-06,136.62709873459426,128.54205221726372,120.45700569993319,128.22999572753906 2022-07-07,137.52399466369704,129.09995142480855,120.67590818592006,134.7100067138672 2022-07-08,138.05519032182278,129.758050765954,121.46091121008523,136.38999938964844 2022-07-11,138.16535108431515,129.99442740664068,121.8235037289662,134.60000610351562 2022-07-12,138.13824143848083,130.27591022012655,122.41357900177225,135.35000610351562 2022-07-13,138.8018731278634,130.78677585531912,122.77167858277487,136.77999877929688 2022-07-14,140.33376511881517,131.84517757352535,123.35659002823552,142.35000610351562 2022-07-15,141.21474640500747,133.0380173395884,124.86128827416935,145.47999572753906 2022-07-18,142.06256988232545,133.86201592071393,125.66146195910241,146.42999267578125 2022-07-19,143.5459885122468,135.1484901299019,126.75099174755698,148.47000122070312 2022-07-20,145.14002697480336,136.72577742361287,128.31152787242237,152.3300018310547 2022-07-21,146.9144079827698,138.54808439377845,130.1817608047871,155.9199981689453 2022-07-22,148.16731454856105,139.99112368467976,131.81493282079848,156.66000366210938 2022-07-25,148.96794485501962,141.25387380994835,133.53980276487707,154.0399932861328 2022-07-26,149.54264548917627,142.08398118240117,134.62531687562608,152.6999969482422 2022-07-27,150.6008999985421,143.1636018477863,135.72630369703052,154.8000030517578 2022-07-28,151.73315991837555,143.47659185735355,135.22002379633156,149.99000549316406 2022-07-29,151.92530347214316,143.62739240032883,135.3294813285145,145.30999755859375 2022-08-01,152.26616468059495,143.9895448075148,135.71292493443462,149.4600067138672 2022-08-02,152.41206937200764,144.27911185244642,136.1461543328852,149.39999389648438 " 3242,US,technical,"During December 10, 2022 to October 01, 2023, what percentage of days had Consolidated Edison's open price greater the middle channel of Keltner Channel? (Standard parameters: middle EMA(20), requiring 4n data points to warm up, using the first data point as the initial value; ATR(10) using Wilder smoothing, multiplier 1.5) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",46.5649,medium,channel,Middle = EMA_{n_{ema}}(C); Upper = Middle + 1.5 * ATR_{n_{atr}}^{Wilder}; Lower = Middle - 1.5 * ATR_{n_{atr}}^{Wilder},"date,close,high,low,open 2022-08-18,100.93000030517578,101.30999755859376,100.5,100.79000091552734 2022-08-19,100.5500030517578,101.56999969482422,100.30999755859376,101.2300033569336 2022-08-22,99.41000366210938,100.5999984741211,99.1999969482422,100.25 2022-08-23,98.76000213623048,99.75,98.33999633789062,99.56999969482422 2022-08-24,98.87999725341795,98.95999908447266,97.94000244140624,98.55999755859376 2022-08-25,99.45999908447266,99.5500030517578,98.2300033569336,98.88999938964844 2022-08-26,98.52999877929688,99.6999969482422,98.33000183105467,99.45999908447266 2022-08-29,99.20999908447266,99.80999755859376,97.44000244140624,98.19000244140624 2022-08-30,98.3000030517578,99.45999908447266,97.91000366210938,99.0500030517578 2022-08-31,97.73999786376952,99.36000061035156,97.7300033569336,98.36000061035156 2022-09-01,99.44000244140624,99.62000274658205,97.58000183105467,97.77999877929688 2022-09-02,98.4800033569336,100.5999984741211,98.1999969482422,99.83999633789062 2022-09-06,97.75,99.29000091552734,97.5,98.58000183105467 2022-09-07,101.2300033569336,101.4499969482422,98.2300033569336,98.31999969482422 2022-09-08,100.66000366210938,101.5,100.27999877929688,101.0 2022-09-09,100.8499984741211,101.47000122070312,99.9800033569336,101.22000122070312 2022-09-12,101.91999816894533,102.20999908447266,100.58999633789062,100.97000122070312 2022-09-13,98.81999969482422,101.38999938964844,98.33000183105467,101.12000274658205 2022-09-14,99.97000122070312,100.76000213623048,98.75,98.77999877929688 2022-09-15,97.63999938964844,99.58999633789062,97.30999755859376,99.58999633789062 2022-09-16,97.41000366210938,98.37000274658205,97.23999786376952,97.87999725341795 2022-09-19,98.47000122070312,98.5199966430664,96.6500015258789,97.1500015258789 2022-09-20,97.37000274658205,97.83999633789062,96.4800033569336,97.83000183105467 2022-09-21,96.23999786376952,99.06999969482422,96.1999969482422,97.98999786376952 2022-09-22,96.41999816894533,96.93000030517578,95.2300033569336,96.0199966430664 2022-09-23,95.47000122070312,96.06999969482422,94.2699966430664,95.45999908447266 2022-09-26,93.16999816894533,95.27999877929688,92.27999877929688,95.11000061035156 2022-09-27,90.7699966430664,93.81999969482422,90.61000061035156,93.55999755859376 2022-09-28,90.81999969482422,91.87999725341795,90.27999877929688,91.87999725341795 2022-09-29,87.66000366210938,90.55999755859376,87.19999694824219,90.41000366210938 2022-09-30,85.76000213623047,88.54000091552734,85.44999694824219,88.1500015258789 2022-10-03,87.66000366210938,89.41999816894531,86.91999816894531,87.26000213623047 2022-10-04,89.11000061035156,89.19999694824219,87.19000244140625,87.7699966430664 2022-10-05,86.30000305175781,88.05000305175781,85.52999877929688,88.0199966430664 2022-10-06,84.0,86.16999816894531,83.7699966430664,85.91999816894531 2022-10-07,81.58000183105469,84.29000091552734,81.18000030517578,84.13999938964844 2022-10-10,81.48999786376953,82.62000274658203,81.29000091552734,81.58000183105469 2022-10-11,81.5999984741211,82.43000030517578,81.05000305175781,81.4800033569336 2022-10-12,79.47000122070312,81.4000015258789,79.41000366210938,81.22000122070312 2022-10-13,82.1500015258789,82.38999938964844,78.0999984741211,78.76000213623047 2022-10-14,81.91000366210938,83.26000213623047,81.2699966430664,83.25 2022-10-17,83.0199966430664,84.48999786376953,82.81999969482422,83.02999877929688 2022-10-18,85.0,85.08000183105469,83.81999969482422,84.06999969482422 2022-10-19,84.54000091552734,84.79000091552734,83.30000305175781,83.97000122070312 2022-10-20,83.41999816894531,84.45999908447266,83.0199966430664,84.3499984741211 2022-10-21,84.87000274658203,85.41000366210938,82.70999908447266,83.7699966430664 2022-10-24,84.69000244140625,86.12000274658203,84.33999633789062,85.47000122070312 2022-10-25,85.8499984741211,86.11000061035156,84.5199966430664,84.72000122070312 2022-10-26,85.73999786376953,86.87999725341797,85.48999786376953,86.37999725341797 2022-10-27,86.41999816894531,87.5999984741211,86.05000305175781,86.3499984741211 2022-10-28,88.44999694824219,88.48999786376953,86.76000213623047,86.76000213623047 2022-10-31,87.95999908447266,88.91000366210938,87.62999725341797,88.44999694824219 2022-11-01,88.0199966430664,88.33000183105469,86.95999908447266,88.0199966430664 2022-11-02,88.20999908447266,90.0,87.80999755859375,87.86000061035156 2022-11-03,88.7300033569336,89.33999633789062,86.94999694824219,87.81999969482422 2022-11-04,90.04000091552734,90.12999725341795,87.70999908447266,88.52999877929688 2022-11-07,87.6500015258789,90.02999877929688,86.98999786376953,89.94999694824219 2022-11-08,88.29000091552734,89.12999725341797,87.76000213623047,88.1500015258789 2022-11-09,87.66999816894531,89.0999984741211,87.43000030517578,88.2699966430664 2022-11-10,90.9499969482422,91.16999816894533,88.47000122070312,89.79000091552734 2022-11-11,89.12000274658203,91.01000213623048,88.1500015258789,90.81999969482422 2022-11-14,89.33000183105469,91.02999877929688,89.33000183105469,89.41999816894531 2022-11-15,89.69999694824219,89.93000030517578,88.83000183105469,88.98999786376953 2022-11-16,91.33999633789062,92.52999877929688,90.0,90.0 2022-11-17,90.80999755859376,91.23999786376952,90.13999938964844,90.58999633789062 2022-11-18,93.52999877929688,93.56999969482422,91.66000366210938,91.66000366210938 2022-11-21,94.1500015258789,94.8000030517578,93.52999877929688,93.7300033569336 2022-11-22,95.22000122070312,95.80999755859376,94.33999633789062,94.5199966430664 2022-11-23,96.66999816894533,96.83999633789062,94.75,95.05999755859376 2022-11-25,97.5,97.63999938964844,96.66999816894533,97.02999877929688 2022-11-28,96.54000091552734,97.5,95.91999816894533,97.01000213623048 2022-11-29,96.3000030517578,96.38999938964844,95.41999816894533,96.11000061035156 2022-11-30,98.04000091552734,98.52999877929688,95.77999877929688,96.19000244140624 2022-12-01,97.8499984741211,99.58999633789062,97.61000061035156,98.5999984741211 2022-12-02,97.3499984741211,97.70999908447266,96.6999969482422,97.26000213623048 2022-12-05,97.37000274658205,97.6500015258789,96.4000015258789,96.52999877929688 2022-12-06,97.55999755859376,97.98999786376952,96.55999755859376,97.44000244140624 2022-12-07,96.58999633789062,98.38999938964844,96.41000366210938,97.33999633789062 2022-12-08,97.58999633789062,97.63999938964844,96.30999755859376,96.51000213623048 2022-12-09,96.52999877929688,97.61000061035156,96.44000244140624,97.01000213623048 2022-12-12,98.3499984741211,98.36000061035156,96.5500030517578,97.18000030517578 2022-12-13,98.51000213623048,99.77999877929688,97.43000030517578,99.48999786376952 2022-12-14,98.44000244140624,99.97000122070312,97.75,98.52999877929688 2022-12-15,96.9800033569336,98.4499969482422,96.55999755859376,97.91000366210938 2022-12-16,95.16999816894533,96.66000366210938,94.23999786376952,96.0199966430664 2022-12-19,94.8499984741211,96.33000183105467,94.37000274658205,95.11000061035156 2022-12-20,94.58999633789062,95.5199966430664,94.06999969482422,94.83000183105467 2022-12-21,95.72000122070312,95.73999786376952,94.6500015258789,95.0 2022-12-22,95.16000366210938,95.62999725341795,93.7699966430664,95.62999725341795 2022-12-23,95.8499984741211,96.01000213623048,95.08000183105467,95.08000183105467 2022-12-27,96.5500030517578,96.83999633789062,95.77999877929688,96.04000091552734 2022-12-28,95.97000122070312,97.0199966430664,95.81999969482422,96.80999755859376 2022-12-29,96.48999786376952,97.26000213623048,96.12000274658205,96.4800033569336 2022-12-30,95.30999755859376,96.75,94.5500030517578,96.62000274658205 2023-01-03,95.76000213623048,96.37000274658205,93.93000030517578,95.45999908447266 2023-01-04,96.58999633789062,97.44000244140624,95.94000244140624,96.23999786376952 2023-01-05,95.29000091552734,96.37999725341795,94.43000030517578,95.88999938964844 2023-01-06,97.83000183105467,98.06999969482422,96.0199966430664,96.2699966430664 2023-01-09,97.72000122070312,98.6500015258789,96.29000091552734,96.80999755859376 2023-01-10,98.08999633789062,98.3000030517578,97.06999969482422,97.98999786376952 2023-01-11,98.61000061035156,99.05999755859376,98.06999969482422,98.13999938964844 2023-01-12,97.52999877929688,98.94000244140624,97.4000015258789,98.79000091552734 2023-01-13,96.48999786376952,96.9800033569336,96.0999984741211,96.94000244140624 2023-01-17,95.48999786376952,96.87000274658205,95.29000091552734,96.56999969482422 2023-01-18,93.33999633789062,95.9499969482422,93.05999755859376,95.66000366210938 2023-01-19,92.4800033569336,93.48999786376952,92.16999816894533,93.4000015258789 2023-01-20,93.79000091552734,93.83999633789062,91.4000015258789,92.55999755859376 2023-01-23,93.5500030517578,94.61000061035156,92.9499969482422,93.62999725341795 2023-01-24,94.0500030517578,94.38999938964844,92.7300033569336,93.5 2023-01-25,94.4499969482422,94.47000122070312,92.9000015258789,93.47000122070312 2023-01-26,94.87999725341795,94.91000366210938,93.83999633789062,94.22000122070312 2023-01-27,94.91000366210938,95.37000274658205,94.2300033569336,94.79000091552734 2023-01-30,95.0500030517578,96.0,94.7300033569336,94.91000366210938 2023-01-31,95.30999755859376,95.4800033569336,93.94000244140624,95.30999755859376 2023-02-01,95.4499969482422,96.0,94.51000213623048,94.9000015258789 2023-02-02,95.16000366210938,96.16000366210938,94.5,95.30999755859376 2023-02-03,92.93000030517578,94.97000122070312,91.88999938964844,94.9000015258789 2023-02-06,93.5500030517578,93.66000366210938,92.36000061035156,92.66000366210938 2023-02-07,93.25,93.4800033569336,92.4000015258789,93.01000213623048 2023-02-08,91.7699966430664,92.93000030517578,91.08999633789062,92.91000366210938 2023-02-09,90.19000244140624,92.33999633789062,90.08000183105467,91.97000122070312 2023-02-10,92.36000061035156,92.48999786376952,90.33999633789062,90.47000122070312 2023-02-13,92.8000030517578,92.91000366210938,92.19000244140624,92.38999938964844 2023-02-14,91.0999984741211,92.41000366210938,91.02999877929688,91.95999908447266 2023-02-15,91.1999969482422,91.2699966430664,90.4000015258789,90.75 2023-02-16,91.66000366210938,92.1999969482422,89.54000091552734,90.43000030517578 2023-02-17,93.25,93.31999969482422,90.6500015258789,91.56999969482422 2023-02-21,92.7300033569336,93.38999938964844,92.1999969482422,92.9000015258789 2023-02-22,92.41000366210938,93.5500030517578,92.0999984741211,92.9800033569336 2023-02-23,91.58000183105467,93.0199966430664,91.2300033569336,92.83000183105467 2023-02-24,91.26000213623048,91.58999633789062,90.20999908447266,90.94000244140624 2023-02-27,90.8499984741211,92.6500015258789,90.80999755859376,91.91999816894533 2023-02-28,89.3499984741211,90.98999786376952,89.31999969482422,90.47000122070312 2023-03-01,88.1500015258789,89.30000305175781,87.02999877929688,89.0199966430664 2023-03-02,89.61000061035156,89.77999877929688,87.37999725341797,88.19999694824219 2023-03-03,90.69000244140624,90.72000122070312,88.83000183105469,89.86000061035156 2023-03-06,91.62999725341795,91.80999755859376,90.7300033569336,90.75 2023-03-07,90.66000366210938,92.73999786376952,90.2300033569336,92.5 2023-03-08,91.69000244140624,92.36000061035156,90.58999633789062,90.61000061035156 2023-03-09,91.29000091552734,93.06999969482422,91.12999725341795,92.0199966430664 2023-03-10,90.62000274658205,92.04000091552734,90.31999969482422,91.6500015258789 2023-03-13,92.79000091552734,95.66999816894533,90.55999755859376,90.66999816894533 2023-03-14,94.01000213623048,94.93000030517578,93.16000366210938,93.1999969482422 2023-03-15,95.63999938964844,96.1500015258789,93.48999786376952,93.9800033569336 2023-03-16,96.3000030517578,97.2300033569336,95.2300033569336,95.55999755859376 2023-03-17,95.62999725341795,96.4800033569336,95.02999877929688,95.93000030517578 2023-03-20,96.91000366210938,97.33000183105467,95.80999755859376,95.93000030517578 2023-03-21,93.19000244140624,96.9800033569336,92.16000366210938,96.56999969482422 2023-03-22,92.0999984741211,94.02999877929688,92.0199966430664,93.62999725341795 2023-03-23,91.7300033569336,92.97000122070312,91.05999755859376,91.73999786376952 2023-03-24,95.06999969482422,95.11000061035156,91.83000183105467,92.0999984741211 2023-03-27,94.56999969482422,95.80999755859376,94.45999908447266,95.41999816894533 2023-03-28,94.38999938964844,95.7300033569336,94.06999969482422,94.3000030517578 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2023-07-17,94.50016350302018,92.39147704564265,90.28279058826512,92.91000366210938 2023-07-18,94.58484419234328,92.36752679269081,90.15020939303834,92.5500030517578 2023-07-19,94.71451404716014,92.47442879946021,90.23434355176029,92.4800033569336 2023-07-20,95.24029823420913,92.799721236621,90.35914423903286,93.8000030517578 2023-07-21,95.7011473163816,93.21212847631594,90.72310963625029,97.0999984741211 2023-07-24,95.9573765245209,93.58525883603994,91.21314114755899,97.30999755859376 2023-07-25,96.33649798426005,93.97809124065257,91.6196844970451,97.0999984741211 2023-07-26,96.67607696286008,94.31351112249519,91.95094528213029,97.58000183105467 2023-07-27,96.87062870601875,94.45031958701945,92.03001046802015,96.9499969482422 2023-07-28,96.9893997169371,94.56362242536507,92.13784513379304,96.31999969482422 2023-07-31,97.02254756606078,94.5918489191733,92.16115027228582,95.93000030517578 2023-08-01,96.96925327980085,94.47262486381305,91.97599644782525,94.88999938964844 2023-08-02,96.76076919698698,94.36380362259797,91.96683804820896,93.41999816894533 2023-08-03,96.59140085724802,93.97963202340337,91.36786318955872,92.9800033569336 2023-08-04,96.40749738551695,93.53490493151673,90.66231247751652,90.58999633789062 2023-08-07,96.15162918641664,93.2572951996182,90.36296121281976,89.93000030517578 2023-08-08,95.82281007649968,93.06041017502659,90.2980102735535,90.95999908447266 2023-08-09,95.53253061443648,92.86037102354527,90.18821143265406,90.62000274658205 2023-08-10,95.29894615210515,92.62700270340852,89.9550592547119,91.3000030517578 2023-08-11,94.97610950788045,92.45585976318435,89.93561001848825,90.7300033569336 2023-08-14,94.69728868229004,92.18006336274715,89.66283804320426,90.55999755859376 2023-08-15,94.34698825851767,91.75148592869273,89.15598359886779,88.33999633789062 2023-08-16,94.03270112437316,91.4732493479653,88.91379757155742,88.0199966430664 2023-08-17,93.6722795894729,91.16627321958765,88.66026684970241,88.77999877929688 2023-08-18,93.45284411111925,90.99043764580065,88.52803118048206,88.33999633789062 2023-08-21,93.21591916013358,90.77325302091228,88.33058688169098,89.05000305175781 2023-08-22,93.02646152073581,90.64056199543663,88.25466247013745,88.62000274658203 2023-08-23,92.89417586997396,90.58336570211193,88.2725555342499,89.7300033569336 2023-08-24,92.82010787670431,90.47637840519391,88.13264893368351,89.88999938964844 2023-08-25,92.69693599220035,90.41958020026287,88.14222440832539,89.70999908447266 2023-08-28,92.62512093868726,90.35200104637809,88.07888115406892,89.81999969482422 2023-08-29,92.5384043538354,90.32609635920443,88.11378836457345,89.91000366210938 2023-08-30,92.45742645645329,90.2788492612854,88.10027206611751,90.0199966430664 2023-08-31,92.31046359198147,90.15324448254133,87.99602537310118,90.0199966430664 2023-09-01,92.24850369129163,89.9815067674537,87.71450984361576,89.44999694824219 2023-09-05,91.99418400667987,89.65088727876577,87.30759055085166,88.12000274658203 2023-09-06,91.59784205390393,89.3793744952412,87.16090693657846,86.83000183105469 2023-09-07,91.65619765585461,89.29657712771636,86.93695659957811,87.55000305175781 2023-09-08,91.60779950300994,89.29214121079099,86.97648291857203,88.73999786376953 2023-09-11,91.63393519677447,89.33384236756648,87.03374953835848,88.63999938964844 2023-09-12,91.71741696362807,89.41633328001177,87.11524959639547,89.87999725341797 2023-09-13,91.89644347956289,89.61096811853186,87.32549275750083,90.5 2023-09-14,92.07561286659603,89.8746851789972,87.67375749139836,91.8000030517578 2023-09-15,92.26135944692416,90.02852448230885,87.79568951769355,92.1500015258789 2023-09-18,92.33188361709936,90.17533164540555,88.01877967371173,91.37000274658205 2023-09-19,92.34895943478,90.27006179050458,88.19116414622917,91.66000366210938 2023-09-20,92.4667065511326,90.38719876283747,88.30769097454234,91.66000366210938 2023-09-21,92.52428470279087,90.43222751021978,88.34017031764868,91.36000061035156 2023-09-22,92.57196211485561,90.47011077887072,88.36825944288583,90.4000015258789 2023-09-25,92.53541038593754,90.4472434053529,88.35907642476828,90.05000305175781 2023-09-26,92.4673335010923,90.19798230303878,87.92863110498527,90.04000091552734 2023-09-27,92.13909087641584,89.8581742030749,87.57725752973396,87.5 2023-09-28,91.85198200287488,89.44215740885534,87.0323328148358,87.05000305175781 2023-09-29,91.47841277844267,89.06957087270692,86.66072896697116,86.2300033569336 " 3243,US,technical,"For Best Buy from March 28, 2024 to May 16, 2024, what percentage of days had the high greater than the Keltner Channel upper channel? (Unit: %) (Standard parameters: middle EMA(20), requiring 4n data points to warm up, using the first data point as the initial value; ATR(10) using Wilder smoothing, multiplier 1.5) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",13.5417,medium,channel,Middle = EMA_{n_{ema}}(C); Upper = Middle + 1.5 * ATR_{n_{atr}}^{Wilder}; Lower = Middle - 1.5 * ATR_{n_{atr}}^{Wilder},"date,close,high,low,open 2023-12-01,73.41999816894531,73.5,70.77999877929688,70.97000122070312 2023-12-04,74.69000244140625,74.98999786376953,73.19000244140625,73.2699966430664 2023-12-05,74.0,74.4000015258789,73.5,73.5999984741211 2023-12-06,75.08999633789062,75.75,74.20999908447266,74.4000015258789 2023-12-07,74.55999755859375,75.75,74.36000061035156,74.9800033569336 2023-12-08,73.98999786376953,74.95999908447266,73.77999877929688,74.93000030517578 2023-12-11,74.13999938964844,75.51000213623047,74.11000061035156,75.0 2023-12-12,73.20999908447266,74.01000213623047,73.0199966430664,73.5 2023-12-13,72.37000274658203,73.0,70.68000030517578,72.7699966430664 2023-12-14,77.5,78.05000305175781,73.41000366210938,73.70999908447266 2023-12-15,77.31999969482422,78.41999816894531,76.55000305175781,78.05000305175781 2023-12-18,77.31999969482422,77.52999877929688,76.62000274658203,77.5 2023-12-19,77.44000244140625,77.83999633789062,76.66000366210938,77.5 2023-12-20,75.61000061035156,77.16999816894531,75.58000183105469,77.0 2023-12-21,75.81999969482422,76.26000213623047,75.43000030517578,76.23999786376953 2023-12-22,76.13999938964844,76.66000366210938,75.54000091552734,75.7300033569336 2023-12-26,77.87999725341797,78.0199966430664,76.29000091552734,76.36000061035156 2023-12-27,77.94999694824219,78.0,77.19000244140625,77.80000305175781 2023-12-28,78.45999908447266,78.66000366210938,77.79000091552734,78.0 2023-12-29,78.27999877929688,78.94999694824219,78.0,78.44999694824219 2024-01-02,77.26000213623047,79.54000091552734,77.08000183105469,78.25 2024-01-03,75.43000030517578,76.95999908447266,75.02999877929688,76.87999725341797 2024-01-04,75.30000305175781,75.73999786376953,74.94999694824219,75.12999725341797 2024-01-05,75.83000183105469,76.94999694824219,75.02999877929688,75.27999877929688 2024-01-08,75.54000091552734,76.13999938964844,75.12999725341797,75.69000244140625 2024-01-09,75.16000366210938,75.44999694824219,74.0999984741211,74.79000091552734 2024-01-10,75.7699966430664,76.12999725341797,75.26000213623047,75.38999938964844 2024-01-11,74.6500015258789,76.0,73.66999816894531,76.0 2024-01-12,73.86000061035156,75.62999725341797,73.38999938964844,74.98999786376953 2024-01-16,71.86000061035156,73.48999786376953,71.12000274658203,73.23999786376953 2024-01-17,71.13999938964844,71.93000030517578,70.55000305175781,71.16000366210938 2024-01-18,70.94000244140625,72.0999984741211,70.3499984741211,71.43000030517578 2024-01-19,71.0,71.43000030517578,69.66000366210938,71.0 2024-01-22,73.48999786376953,73.73999786376953,70.80999755859375,71.26000213623047 2024-01-23,73.06999969482422,74.94000244140625,72.7300033569336,74.25 2024-01-24,73.33000183105469,74.76000213623047,72.8499984741211,73.72000122070312 2024-01-25,75.20999908447266,75.73999786376953,74.0,74.0 2024-01-26,74.81999969482422,76.30000305175781,74.58000183105469,75.5 2024-01-29,73.33999633789062,74.86000061035156,72.54000091552734,74.73999786376953 2024-01-30,73.31999969482422,73.83999633789062,71.5999984741211,72.66999816894531 2024-01-31,72.48999786376953,73.5999984741211,72.05000305175781,73.02999877929688 2024-02-01,75.23999786376953,75.26000213623047,72.4000015258789,72.8499984741211 2024-02-02,75.69000244140625,76.16999816894531,73.25,74.54000091552734 2024-02-05,74.20999908447266,74.69999694824219,73.45999908447266,74.61000061035156 2024-02-06,74.83999633789062,75.18000030517578,73.55999755859375,74.0 2024-02-07,75.4800033569336,75.61000061035156,74.22000122070312,75.29000091552734 2024-02-08,75.48999786376953,75.94000244140625,75.04000091552734,75.55999755859375 2024-02-09,75.5999984741211,75.68000030517578,74.76000213623047,75.5 2024-02-12,75.91999816894531,77.1500015258789,74.66999816894531,75.79000091552734 2024-02-13,72.9000015258789,74.66999816894531,72.43000030517578,74.05999755859375 2024-02-14,74.5999984741211,74.63999938964844,72.70999908447266,73.04000091552734 2024-02-15,74.6500015258789,75.83000183105469,74.48999786376953,74.79000091552734 2024-02-16,73.75,74.91999816894531,73.55000305175781,74.30000305175781 2024-02-20,73.2699966430664,73.62999725341797,72.44000244140625,73.22000122070312 2024-02-21,74.12000274658203,74.81999969482422,72.87999725341797,73.0 2024-02-22,75.20999908447266,75.5999984741211,74.38999938964844,74.54000091552734 2024-02-23,76.27999877929688,76.95999908447266,75.2699966430664,75.45999908447266 2024-02-26,76.44999694824219,77.18000030517578,75.77999877929688,76.06999969482422 2024-02-27,79.05999755859375,79.2300033569336,76.5199966430664,76.6500015258789 2024-02-28,79.68000030517578,80.30999755859375,79.05000305175781,79.41999816894531 2024-02-29,80.87999725341797,86.11000061035156,80.19000244140625,83.01000213623047 2024-03-01,77.91999816894531,81.77999877929688,77.5199966430664,81.30999755859375 2024-03-04,77.54000091552734,79.31999969482422,77.4000015258789,78.48999786376953 2024-03-05,75.95999908447266,76.51000213623047,75.0999984741211,75.97000122070312 2024-03-06,78.20999908447266,78.98999786376953,74.91999816894531,75.83000183105469 2024-03-07,79.5199966430664,79.61000061035156,78.0999984741211,78.4000015258789 2024-03-08,78.58000183105469,80.38999938964844,78.29000091552734,79.88999938964844 2024-03-11,76.4000015258789,78.61000061035156,76.25,78.61000061035156 2024-03-12,77.33999633789062,78.9800033569336,76.3499984741211,76.37000274658203 2024-03-13,77.5199966430664,79.27999877929688,77.37999725341797,77.72000122070312 2024-03-14,77.45999908447266,78.20999908447266,76.62000274658203,77.83999633789062 2024-03-15,78.0199966430664,78.19000244140625,76.69000244140625,76.9000015258789 2024-03-18,77.12999725341797,78.0999984741211,76.43000030517578,77.66000366210938 2024-03-19,78.2300033569336,79.08000183105469,76.38999938964844,76.63999938964844 2024-03-20,78.58999633789062,79.69000244140625,78.01000213623047,79.51000213623047 2024-03-21,80.44000244140625,80.7300033569336,78.56999969482422,78.56999969482422 2024-03-22,81.66000366210938,83.36000061035156,80.94999694824219,83.0 2024-03-25,80.72000122070312,82.37999725341797,80.56999969482422,81.41999816894531 2024-03-26,80.05999755859375,81.79000091552734,80.01000213623047,80.62000274658203 2024-03-27,81.87000274658203,82.69000244140625,80.3499984741211,80.3499984741211 2024-03-28,82.02999877929688,82.95999908447266,81.66999816894531,82.06999969482422 2024-04-01,81.63999938964844,82.91000366210938,81.61000061035156,82.0999984741211 2024-04-02,80.16999816894531,81.43000030517578,79.91999816894531,81.16000366210938 2024-04-03,79.30999755859375,80.5,79.11000061035156,80.12999725341797 2024-04-04,79.0,80.8499984741211,78.37000274658203,80.33000183105469 2024-04-05,79.61000061035156,79.8499984741211,78.80000305175781,78.87999725341797 2024-04-08,80.13999938964844,81.41000366210938,79.80000305175781,79.97000122070312 2024-04-09,82.55000305175781,83.31999969482422,80.66999816894531,80.70999908447266 2024-04-10,79.88999938964844,82.05000305175781,79.76000213623047,80.91999816894531 2024-04-11,80.01000213623047,80.83999633789062,79.02999877929688,80.37000274658203 2024-04-12,78.0,79.1500015258789,77.01000213623047,79.0 2024-04-15,76.29000091552734,79.58000183105469,76.05000305175781,78.8499984741211 2024-04-16,75.16999816894531,76.41999816894531,75.16999816894531,75.98999786376953 2024-04-17,76.2300033569336,76.69000244140625,75.33999633789062,75.75 2024-04-18,76.0,77.31999969482422,75.62999725341797,76.69999694824219 2024-04-19,76.1500015258789,76.83999633789062,75.91000366210938,75.91000366210938 2024-04-22,75.12000274658203,76.80000305175781,74.52999877929688,76.58000183105469 2024-04-23,75.04000091552734,76.0,74.33999633789062,75.12999725341797 2024-04-24,74.43000030517578,74.91000366210938,73.54000091552734,74.5999984741211 2024-04-25,75.23999786376953,75.29000091552734,73.08000183105469,73.5199966430664 2024-04-26,75.05000305175781,76.1500015258789,75.01000213623047,75.19999694824219 2024-04-29,75.0,75.80999755859375,74.69000244140625,75.31999969482422 2024-04-30,73.63999938964844,75.1500015258789,73.4000015258789,74.56999969482422 2024-05-01,72.02999877929688,73.75,71.66999816894531,73.58999633789062 2024-05-02,72.44000244140625,73.2300033569336,71.7300033569336,73.08000183105469 2024-05-03,74.47000122070312,74.68000030517578,73.12000274658203,73.19999694824219 2024-05-06,74.4000015258789,75.19000244140625,74.22000122070312,74.83000183105469 2024-05-07,73.05999755859375,75.43000030517578,72.9000015258789,74.47000122070312 2024-05-08,73.2300033569336,73.87000274658203,71.80999755859375,72.26000213623047 2024-05-09,74.16000366210938,74.19999694824219,73.05999755859375,73.05999755859375 2024-05-10,74.16999816894531,74.44999694824219,73.72000122070312,74.38999938964844 2024-05-13,74.69999694824219,75.77999877929688,74.43000030517578,74.68000030517578 2024-05-14,74.3499984741211,76.48999786376953,74.29000091552734,75.5 2024-05-15,73.33999633789062,75.4800033569336,73.25,75.06999969482422 2024-05-16,73.63999938964844,74.68000030517578,73.13999938964844,73.30000305175781 ","date,Upper,Middle,Lower,high 2023-12-29,78.5641752827795,76.14105981909178,73.71794435540406,78.94999694824219 2024-01-02,78.79742953404723,76.24762575405737,73.69782197406751,79.54000091552734 2024-01-03,78.7990805692186,76.16975666368769,73.54043275815678,76.95999908447266 2024-01-04,78.57181463866796,76.08692298636105,73.60203133405413,75.73999786376953 2024-01-05,78.58685651732132,76.0624543049033,73.53805209248527,76.94999694824219 2024-01-08,78.43615915085924,76.01269683924845,73.58923452763766,76.13999938964844 2024-01-09,78.32860441189585,75.9314879652352,73.53437151857456,75.44999694824219 2024-01-10,78.21901168000524,75.91610783931436,73.61320399862349,76.12999725341797 2024-01-11,78.21764001693384,75.79552628565385,73.37341255437386,76.0 2024-01-12,78.12709254477106,75.61119050705364,73.09528846933621,75.62999725341797 2024-01-16,77.92924583992645,75.25393432641535,72.57862281290424,73.48999786376953 2024-01-17,77.4769109492769,74.86213099910421,72.24735104893152,71.93000030517578 2024-01-18,77.10439690114555,74.48859494599013,71.87279299083471,72.0999984741211 2024-01-19,76.77606906437661,74.15634780827678,71.53662655217694,71.43000030517578 2024-01-22,76.89013508506612,74.0928859087999,71.29563673253368,73.73999786376953 2024-01-23,76.84449229544606,73.99546817413555,71.14644405282505,74.94000244140625 2024-01-24,76.78271268567133,73.93209042717547,71.0814681686796,74.76000213623047 2024-01-25,76.98085545113823,74.05379601358473,71.12673657603123,75.73999786376953 2024-01-26,77.01912146965401,74.1267677927504,71.23441411584679,76.30000305175781 2024-01-29,77.00295544143873,74.05183717800185,71.10071891456496,74.86000061035156 2024-01-30,76.97414448673881,73.98213837008018,70.99013225342155,73.83999633789062 2024-01-31,76.7653345687788,73.84002975043154,70.91472493208428,73.5999984741211 2024-02-01,77.03513447500518,73.97336004693992,70.91158561887465,75.26000213623047 2024-02-02,77.33044650939439,74.13684979879386,70.94325308819333,76.16999816894531 2024-02-05,77.35255394051045,74.14381639742993,70.93507885434941,74.69999694824219 2024-02-06,77.34098344966216,74.21011924890239,71.07925504814261,75.18000030517578 2024-02-07,77.35733828165547,74.33106059252441,71.30478290339335,75.61000061035156 2024-02-08,77.30008571983802,74.44143557073824,71.58278542163845,75.94000244140625 2024-02-09,77.26255975440155,74.55177489486994,71.84099003533832,75.68000030517578 2024-02-12,77.4937887504718,74.6820818733533,71.8703749962348,77.1500015258789 2024-02-13,77.56639580447066,74.5123599354986,71.45832406652653,74.66999816894531 2024-02-14,77.55883879083768,74.52070646298645,71.48257413513522,74.63999938964844 2024-02-15,77.4683399686589,74.53302027850002,71.59770058834114,75.83000183105469 2024-02-16,77.30573390736399,74.45844691864286,71.61115992992174,74.91999816894531 2024-02-20,77.10431910174984,74.34526117811177,71.5862032544737,73.62999725341797 2024-02-21,77.09796049164177,74.32380799415657,71.54965549667136,74.81999969482422 2024-02-22,77.12694375248277,74.40820714561524,71.6894705387477,75.5999984741211 2024-02-23,77.29583596167046,74.58647301548967,71.87711006930888,76.95999908447266 2024-02-26,77.41237836572017,74.76395148527563,72.11552460483108,77.18000030517578 2024-02-27,77.97368388405734,75.17309873035354,72.37251357664975,79.2300033569336 2024-02-28,78.311853266124,75.60232745176519,72.89280163740638,80.30999755859375 2024-02-29,79.5080359496695,76.10496267097021,72.70188939227091,86.11000061035156 2024-03-01,79.97958946585082,76.27782319458689,72.57605692332295,81.77999877929688 2024-03-04,80.01761996606056,76.39803059658122,72.77844122710188,79.31999969482422 2024-03-05,79.97994410845608,76.35631330971374,72.7326825109714,76.51000213623047 2024-03-06,80.40462248516347,76.53285481207173,72.66108713898,78.98999786376953 2024-03-07,80.52843573647884,76.8173445102617,73.10625328404457,79.61000061035156 2024-03-08,80.6401985107651,76.98521663605152,73.33023476133793,80.38999938964844 2024-03-11,80.57296564244908,76.92948186365412,73.28599808485916,78.61000061035156 2024-03-12,80.64221461358541,76.96857848024807,73.29494234691073,78.9800033569336 2024-03-13,80.61836738196912,77.02109449575458,73.42382160954004,79.27999877929688 2024-03-14,80.53893998105204,77.06289493277535,73.58684988449866,78.20999908447266 2024-03-15,80.50748802006161,77.1540474766126,73.80060693316359,78.19000244140625 2024-03-18,80.4203531936114,77.1517569791655,73.88316076471959,78.0999984741211 2024-03-19,80.59968406959376,77.2544471103815,73.90921015116925,79.08000183105469 2024-03-20,80.64435558397358,77.38164227490618,74.11892896583879,79.69000244140625 2024-03-21,80.93335719919278,77.67291467171572,74.41247214423865,80.7300033569336 2024-03-22,81.42503543277675,78.0526374327056,74.68023943263444,83.36000061035156 2024-03-25,81.61332991303466,78.30667207918155,75.00001424532844,82.37999725341797 2024-03-26,81.7166473255355,78.47365545817318,75.23066359081086,81.79000091552734 2024-03-27,82.1103105177363,78.79711710468833,75.48392369164036,82.69000244140625 2024-03-28,82.28038480658046,79.10501059750818,75.92963638843591,82.95999908447266 2024-04-01,82.39927534745026,79.34643810152154,76.29360085559283,82.91000366210938 2024-04-02,82.43042609809845,79.42487239365714,76.41931868921583,81.43000030517578 2024-04-03,82.32743017561936,79.41393193317491,76.50043369073046,80.5 2024-04-04,82.36865762163197,79.3745098443011,76.38036206697024,80.8499984741211 2024-04-05,82.24916984925818,79.39693753630591,76.54470522335365,79.8499984741211 2024-04-08,82.30471487128307,79.46770533186235,76.63069579244163,81.41000366210938 2024-04-09,82.79156612691693,79.76125749566192,76.73094886440691,83.31999969482422 2024-04-10,82.91929653388115,79.77351862842254,76.62774072296392,82.05000305175781 2024-04-11,82.89874061596319,79.79604086726138,76.69334111855957,80.83999633789062 2024-04-12,82.86741912992527,79.62498935609364,76.382559582262,79.1500015258789 2024-04-15,82.75505802271603,79.30737140937303,75.85968479603004,79.58000183105469 2024-04-16,82.20375381467433,78.91333586266563,75.62291791065694,76.41999816894531 2024-04-17,81.84715718360621,78.65778038592924,75.46840358825227,76.69000244140625 2024-04-18,81.52859792853239,78.40465844441218,75.28071896029196,77.31999969482422 2024-04-19,81.14097365115106,78.18992921407568,75.2388847770003,76.83999633789062 2024-04-22,80.89399589902754,77.89755526479057,74.9011146305536,76.80000305175781 2024-04-23,80.57120435165709,77.6254072315274,74.67961011139772,76.0 2024-04-24,80.19730017046778,77.32108276235107,74.44486535423435,74.91000366210938 2024-04-25,80.04297973055735,77.1228842005814,74.20278867060544,75.29000091552734 2024-04-26,79.72455283373809,76.92546694831248,74.12638106288686,76.1500015258789 2024-04-29,79.42926570817247,76.74208914371128,74.0549125792501,75.80999755859375 2024-04-30,79.12761093229179,76.44665202427673,73.76569311626167,75.1500015258789 2024-05-01,78.75088167376946,76.0260183818977,73.30115509002594,73.75 2024-05-02,78.36187001691644,75.68449305423185,73.00711609154726,73.2300033569336 2024-05-03,78.3144661113059,75.56882716532435,72.8231882193428,74.68000030517578 2024-05-06,78.07408567224698,75.45751043775812,72.84093520326925,75.19000244140625 2024-05-07,77.96359340577222,75.2291758778377,72.4947583499032,75.43000030517578 2024-05-08,77.80875504823376,75.03877849489446,72.26880194155515,73.87000274658203 2024-05-09,77.61906446012947,74.95508565367683,72.2911068472242,74.19999694824219 2024-05-10,77.38739570197397,74.88031541703573,72.37323513209749,74.44999694824219 2024-05-13,77.36101457752874,74.86314222953159,72.36526988153445,75.77999877929688 2024-05-14,77.39235605111672,74.81427139568297,72.23618674024921,76.48999786376953 2024-05-15,77.32864094075221,74.67386424732179,72.01908755389137,75.4800033569336 2024-05-16,77.19570008895985,74.57540092754337,71.95510176612689,74.68000030517578 " 3244,US,technical,"Calculate the percentage of days where Vistra Corp.'s open was greater than the upper channel of Keltner Channel from September 22, 2022 to April 13, 2023. (Standard parameters: middle EMA(20), requiring 4n data points to warm up, using the first data point as the initial value; ATR(10) using Wilder smoothing, multiplier 1.5) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",5.9701,medium,channel,Middle = EMA_{n_{ema}}(C); Upper = Middle + 1.5 * ATR_{n_{atr}}^{Wilder}; Lower = Middle - 1.5 * ATR_{n_{atr}}^{Wilder},"date,close,high,low,open 2022-05-27,26.309999465942383,26.325000762939453,25.73500061035156,25.979999542236328 2022-05-31,26.3700008392334,26.68600082397461,25.8799991607666,26.5 2022-06-01,25.899999618530277,26.459999084472656,25.27199935913086,26.36000061035156 2022-06-02,25.979999542236328,26.239999771118164,25.59499931335449,25.959999084472656 2022-06-03,25.850000381469727,26.25,25.82999992370605,25.90999984741211 2022-06-06,26.489999771118164,26.524999618530277,25.81999969482422,25.989999771118164 2022-06-07,27.38999938964844,27.38999938964844,26.38999938964844,26.38999938964844 2022-06-08,26.84000015258789,27.309999465942383,26.6200008392334,27.239999771118164 2022-06-09,26.200000762939453,26.899999618530277,26.170000076293945,26.739999771118164 2022-06-10,25.440000534057617,25.8799991607666,25.43000030517578,25.770000457763672 2022-06-13,23.5,25.040000915527344,23.399999618530277,25.0 2022-06-14,22.959999084472656,23.700000762939453,22.6299991607666,23.450000762939453 2022-06-15,23.5,23.90999984741211,23.100000381469727,23.21999931335449 2022-06-16,22.520000457763672,23.31999969482422,22.280000686645508,23.31999969482422 2022-06-17,22.420000076293945,22.73500061035156,21.84000015258789,22.530000686645508 2022-06-21,22.770000457763672,23.01000022888184,22.5,22.979999542236328 2022-06-22,22.709999084472656,22.881999969482425,22.309999465942383,22.420000076293945 2022-06-23,23.40999984741211,23.459999084472656,22.84000015258789,22.96999931335449 2022-06-24,23.38999938964844,23.600000381469727,23.09499931335449,23.520000457763672 2022-06-27,23.75,24.05500030517578,23.34000015258789,23.38999938964844 2022-06-28,23.25,24.0049991607666,23.059999465942383,23.799999237060547 2022-06-29,22.88999938964844,23.2549991607666,22.38999938964844,23.21999931335449 2022-06-30,22.850000381469727,23.354999542236328,22.51000022888184,22.6200008392334 2022-07-01,23.350000381469727,23.489999771118164,22.893999099731445,23.06999969482422 2022-07-05,21.65999984741211,23.13999938964844,20.9950008392334,22.96999931335449 2022-07-06,21.700000762939453,21.950000762939453,21.364999771118164,21.540000915527344 2022-07-07,22.229999542236328,22.38500022888184,21.975000381469727,22.0 2022-07-08,22.07999992370605,22.32999992370605,21.8700008392334,22.209999084472656 2022-07-11,22.09000015258789,22.334999084472656,21.790000915527344,22.020000457763672 2022-07-12,22.520000457763672,22.649999618530277,21.96999931335449,21.979999542236328 2022-07-13,22.729999542236328,22.864999771118164,22.15999984741211,22.200000762939453 2022-07-14,22.93000030517578,23.020000457763672,22.165000915527344,22.200000762939453 2022-07-15,22.57999992370605,23.06999969482422,22.2549991607666,23.030000686645508 2022-07-18,22.81999969482422,23.32999992370605,22.670000076293945,22.739999771118164 2022-07-19,23.6299991607666,23.73500061035156,23.1299991607666,23.15999984741211 2022-07-20,23.63999938964844,23.729999542236328,23.1200008392334,23.6200008392334 2022-07-21,23.36000061035156,23.690000534057617,23.084999084472656,23.549999237060547 2022-07-22,23.0,23.65999984741211,22.7450008392334,23.40999984741211 2022-07-25,23.36000061035156,23.5,22.780000686645508,23.040000915527344 2022-07-26,23.75,23.76000022888184,23.15999984741211,23.309999465942383 2022-07-27,23.82999992370605,23.959999084472656,23.440000534057617,23.799999237060547 2022-07-28,24.81999969482422,24.8700008392334,24.03499984741211,24.38999938964844 2022-07-29,25.850000381469727,25.86000061035156,24.93000030517578,25.0 2022-08-01,25.36000061035156,25.899999618530277,25.26000022888184,25.700000762939453 2022-08-02,25.26000022888184,25.76000022888184,25.25,25.479999542236328 2022-08-03,25.459999084472656,25.584999084472656,25.11000061035156,25.21999931335449 2022-08-04,25.6200008392334,25.899999618530277,25.530000686645508,25.600000381469727 2022-08-05,24.600000381469727,25.729999542236328,24.309999465942383,25.530000686645508 2022-08-08,24.729999542236328,25.44499969482422,24.559999465942383,24.75 2022-08-09,24.790000915527344,24.809999465942383,24.31999969482422,24.61000061035156 2022-08-10,25.170000076293945,25.21999931335449,24.854999542236328,24.93000030517578 2022-08-11,25.34000015258789,25.780000686645508,25.225000381469727,25.270000457763672 2022-08-12,25.8799991607666,25.90999984741211,25.524999618530277,25.6200008392334 2022-08-15,25.96999931335449,25.989999771118164,25.350000381469727,25.649999618530277 2022-08-16,25.82999992370605,26.0,25.690000534057617,25.790000915527344 2022-08-17,25.530000686645508,25.809999465942383,25.440000534057617,25.489999771118164 2022-08-18,25.84000015258789,26.1200008392334,25.530000686645508,25.530000686645508 2022-08-19,25.25,25.780000686645508,25.13999938964844,25.739999771118164 2022-08-22,24.729999542236328,24.93000030517578,24.59000015258789,24.899999618530277 2022-08-23,24.46999931335449,24.950000762939453,24.459999084472656,24.920000076293945 2022-08-24,25.190000534057617,25.299999237060547,24.3700008392334,24.3700008392334 2022-08-25,25.649999618530277,25.96999931335449,25.1200008392334,25.290000915527344 2022-08-26,24.93000030517578,25.709999084472656,24.920000076293945,25.670000076293945 2022-08-29,24.739999771118164,24.84000015258789,24.399999618530277,24.59000015258789 2022-08-30,24.18000030517578,24.975000381469727,24.18000030517578,24.75 2022-08-31,24.75,24.799999237060547,24.0049991607666,24.059999465942383 2022-09-01,24.959999084472656,25.01000022888184,24.584999084472656,24.670000076293945 2022-09-02,24.959999084472656,25.520000457763672,24.88999938964844,25.18000030517578 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2023-02-28,23.4346801598685,22.64952670877319,21.864373257677883,22.06999969482422 2023-03-01,23.413686210834758,22.560047887411237,21.706409563987716,22.07999992370605 2023-03-02,23.279365455362722,22.439091032946102,21.598816610529482,21.65999984741211 2023-03-03,23.158829305896305,22.341082348609532,21.52333539132276,21.31999969482422 2023-03-06,23.814237289591404,22.5352649021483,21.256292514705194,22.049999237060547 2023-03-07,24.501386535654873,22.91381112374197,21.326235711829064,24.950000762939453 2023-03-08,24.807099470624195,23.226781565570302,21.64646366051641,26.51000022888184 2023-03-09,25.006659917055515,23.46137384828338,21.916087779511244,26.239999771118164 2023-03-10,25.16595290347766,23.562195430138647,21.958437956799635,25.88999938964844 2023-03-13,25.23265386504157,23.63627207037191,22.03989027570225,24.3799991607666 2023-03-14,25.455263549302146,23.813769968431725,22.172276387561304,24.68000030517578 2023-03-15,25.58789804643369,23.870553766429854,22.153209486426018,24.76499938964844 2023-03-16,25.781110893305502,24.01050104130205,22.239891189298596,24.0 2023-03-17,25.851049949350728,24.089500956662608,22.32795196397449,25.09000015258789 2023-03-20,25.89263301043109,24.185738997120428,22.478844983809765,25.100000381469727 2023-03-21,25.944706270566662,24.269001898912993,22.593297527259324,25.13999938964844 2023-03-22,25.899421346129795,24.265287388753308,22.63115343137682,24.86000061035156 2023-03-23,25.850671293463005,24.231450480054146,22.612229666645288,24.32999992370605 2023-03-24,25.74196806107053,24.154169489219843,22.566370917369156,23.81999969482422 2023-03-27,25.585314831641472,24.06329627719314,22.541277722744805,23.489999771118164 2023-03-28,25.463227608107957,23.99441093199264,22.525594255877323,23.170000076293945 2023-03-29,25.336211381825557,23.948276579315422,22.560341776805288,23.479999542236328 2023-03-30,25.221046371456577,23.91415501486518,22.607263658273784,23.670000076293945 2023-03-31,25.168282971555602,23.92233072773516,22.67637848391472,23.649999618530277 2023-04-03,25.087013510588427,23.901156445373665,22.715299380158903,23.8799991607666 2023-04-04,25.006400779219817,23.85437962652018,22.702358473820546,23.670000076293945 2023-04-05,24.99644820770679,23.860629193165302,22.724810178623812,23.36000061035156 2023-04-06,24.966556239588762,23.880569240942343,22.794582242295924,24.1200008392334 2023-04-10,25.012082110989354,23.931943606213924,22.851805101438494,23.82999992370605 2023-04-11,25.049764124069412,24.0041395041038,22.95851488413819,24.549999237060547 2023-04-12,25.06723816140009,24.056126145337778,23.045014129275465,24.799999237060547 2023-04-13,25.15982939606174,24.12982840994428,23.099827423826824,24.43000030517578 " 3245,US,technical,"What is the percentage of days where the low price is greater than the lower channel of Moving Average Envelope for Dow Inc. from December 25, 2021 to January 19, 2022? (Unit: %) (Standard parameters: middle band SMA(20), upper and lower bands +/- 10%) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",100.0,medium,channel,Middle = SMA_n(P); Upper = Middle * 1.1; Lower = Middle * 0.9,"date,close,low 2021-11-29,56.86000061035156,56.380001068115234 2021-11-30,54.93000030517578,54.40999984741211 2021-12-01,52.7599983215332,52.70000076293945 2021-12-02,53.18000030517578,52.06999969482422 2021-12-03,53.06999969482422,52.72999954223633 2021-12-06,53.880001068115234,53.84000015258789 2021-12-07,54.86000061035156,54.27000045776367 2021-12-08,54.90999984741211,54.77999877929688 2021-12-09,54.38999938964844,53.72499847412109 2021-12-10,54.68000030517578,54.28499984741211 2021-12-13,53.31999969482422,53.06700134277344 2021-12-14,53.880001068115234,53.13800048828125 2021-12-15,54.040000915527344,52.86000061035156 2021-12-16,54.59999847412109,54.27000045776367 2021-12-17,54.09999847412109,53.380001068115234 2021-12-20,53.5099983215332,52.470001220703125 2021-12-21,54.20000076293945,53.900001525878906 2021-12-22,54.22999954223633,53.63999938964844 2021-12-23,55.13999938964844,54.34999847412109 2021-12-27,55.869998931884766,55.16999816894531 2021-12-28,56.630001068115234,55.90999984741211 2021-12-29,57.060001373291016,56.560001373291016 2021-12-30,56.77999877929688,56.72499847412109 2021-12-31,56.720001220703125,56.29499816894531 2022-01-03,56.869998931884766,56.790000915527344 2022-01-04,58.40999984741211,57.09999847412109 2022-01-05,58.34999847412109,58.31499862670898 2022-01-06,58.2400016784668,57.2400016784668 2022-01-07,59.09999847412109,58.43000030517578 2022-01-10,58.400001525878906,57.98500061035156 2022-01-11,59.18000030517578,58.40999984741211 2022-01-12,59.2599983215332,58.88999938964844 2022-01-13,59.93999862670898,59.20700073242188 2022-01-14,60.7400016784668,59.290000915527344 2022-01-18,60.20000076293945,59.56999969482422 2022-01-19,59.84000015258789,59.38999938964844 ","date,Upper,Middle,Lower,low 2021-12-27,59.75254978179932,54.32049980163574,48.888449821472165,55.16999816894531 2021-12-28,59.73989980697632,54.30899982452392,48.878099842071535,55.90999984741211 2021-12-29,59.857049865722665,54.41549987792969,48.97394989013672,56.560001373291016 2021-12-30,60.07814989089966,54.61649990081787,49.15484991073608,56.72499847412109 2021-12-31,60.27284994125367,54.79349994659424,49.314149951934816,56.29499816894531 2022-01-03,60.481849899291994,54.983499908447264,49.48514991760254,56.790000915527344 2022-01-04,60.73099983215332,55.20999984741211,49.6889998626709,57.09999847412109 2022-01-05,60.92294971466065,55.38449974060059,49.84604976654053,58.31499862670898 2022-01-06,61.10609981536866,55.55099983215332,49.995899848937995,57.2400016784668 2022-01-07,61.36514976501465,55.78649978637695,50.20784980773926,58.43000030517578 2022-01-10,61.56974983215333,55.97249984741211,50.3752498626709,57.98500061035156 2022-01-11,61.89204986572266,56.265499877929685,50.638949890136715,58.40999984741211 2022-01-12,62.187949714660654,56.53449974060059,50.88104976654053,58.88999938964844 2022-01-13,62.51244958877564,56.82949962615967,51.1465496635437,59.20700073242188 2022-01-14,62.85014976501465,57.13649978637695,51.422849807739254,59.290000915527344 2022-01-18,63.18564989089967,57.441499900817874,51.69734991073609,59.56999969482422 2022-01-19,63.53379999160767,57.75799999237061,51.98219999313355,59.38999938964844 " 3246,US,technical,"From September 14, 2019 to April 10, 2020, what proportion of days had Corteva's close greater than the middle of Moving Average Envelope? (Unit: %) (Standard parameters: middle band SMA(20), upper and lower bands +/- 10%) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",42.3611,medium,channel,Middle = SMA_n(P); Upper = Middle * 1.1; Lower = Middle * 0.9,"date,close,low 2019-08-19,30.56999969482422,30.25 2019-08-20,30.26000022888184,30.09000015258789 2019-08-21,30.57999992370605,30.280000686645508 2019-08-22,30.290000915527344,30.209999084472656 2019-08-23,29.049999237060547,28.809999465942383 2019-08-26,29.020000457763672,28.670000076293945 2019-08-27,28.729999542236328,28.53499984741211 2019-08-28,29.170000076293945,28.309999465942383 2019-08-29,29.709999084472656,29.520000457763672 2019-08-30,29.31999969482422,29.26000022888184 2019-09-03,28.229999542236328,28.0 2019-09-04,28.43000030517578,28.170000076293945 2019-09-05,28.459999084472656,27.950000762939453 2019-09-06,28.38999938964844,27.88999938964844 2019-09-09,28.75,28.020000457763672 2019-09-10,28.559999465942383,28.13999938964844 2019-09-11,29.270000457763672,28.11000061035156 2019-09-12,29.899999618530277,28.899999618530277 2019-09-13,30.1200008392334,29.899999618530277 2019-09-16,29.399999618530277,28.84000015258789 2019-09-17,28.979999542236328,28.959999084472656 2019-09-18,29.149999618530277,28.75 2019-09-19,29.13999938964844,29.059999465942383 2019-09-20,28.920000076293945,28.850000381469727 2019-09-23,28.8799991607666,28.44499969482422 2019-09-24,28.239999771118164,27.961000442504883 2019-09-25,28.200000762939453,27.770000457763672 2019-09-26,27.63999938964844,27.489999771118164 2019-09-27,27.799999237060547,27.309999465942383 2019-09-30,28.0,27.76000022888184 2019-10-01,27.549999237060547,27.229999542236328 2019-10-02,26.940000534057617,26.6200008392334 2019-10-03,26.8799991607666,26.51000022888184 2019-10-04,25.88999938964844,25.801000595092773 2019-10-07,26.0,25.729999542236328 2019-10-08,26.21999931335449,25.59000015258789 2019-10-09,26.170000076293945,25.739999771118164 2019-10-10,25.729999542236328,25.709999084472656 2019-10-11,26.65999984741211,25.989999771118164 2019-10-14,26.32999992370605,26.200000762939453 2019-10-15,26.700000762939453,26.065000534057617 2019-10-16,26.8700008392334,26.290000915527344 2019-10-17,26.770000457763672,26.65999984741211 2019-10-18,26.040000915527344,25.63999938964844 2019-10-21,25.5,25.43000030517578 2019-10-22,25.979999542236328,25.229999542236328 2019-10-23,25.61000061035156,25.21500015258789 2019-10-24,26.3700008392334,25.5 2019-10-25,26.729999542236328,26.239999771118164 2019-10-28,26.770000457763672,26.600000381469727 2019-10-29,26.780000686645508,26.420000076293945 2019-10-30,27.479999542236328,26.90999984741211 2019-10-31,26.3799991607666,25.25 2019-11-01,26.18000030517578,25.51000022888184 2019-11-04,25.739999771118164,25.649999618530277 2019-11-05,25.65999984741211,24.76000022888184 2019-11-06,26.1299991607666,25.71999931335449 2019-11-07,26.149999618530277,26.1200008392334 2019-11-08,26.200000762939453,25.90999984741211 2019-11-11,26.739999771118164,25.690000534057617 2019-11-12,26.71999931335449,26.530000686645508 2019-11-13,25.71999931335449,25.459999084472656 2019-11-14,26.3799991607666,25.709999084472656 2019-11-15,25.479999542236328,25.434999465942383 2019-11-18,25.479999542236328,25.36000061035156 2019-11-19,25.700000762939453,25.309999465942383 2019-11-20,24.979999542236328,24.915000915527344 2019-11-21,25.11000061035156,24.93000030517578 2019-11-22,25.540000915527344,25.030000686645508 2019-11-25,25.93000030517578,25.649999618530277 2019-11-26,25.8799991607666,25.700000762939453 2019-11-27,26.049999237060547,25.68000030517578 2019-11-29,26.020000457763672,25.549999237060547 2019-12-02,25.18000030517578,25.040000915527344 2019-12-03,24.649999618530277,24.299999237060547 2019-12-04,24.84000015258789,24.6200008392334 2019-12-05,24.81999969482422,24.100000381469727 2019-12-06,25.26000022888184,24.940000534057617 2019-12-09,25.770000457763672,25.395000457763672 2019-12-10,25.8700008392334,25.420000076293945 2019-12-11,26.200000762939453,25.82999992370605 2019-12-12,26.979999542236328,26.0 2019-12-13,26.489999771118164,26.459999084472656 2019-12-16,27.549999237060547,26.850000381469727 2019-12-17,26.770000457763672,26.57999992370605 2019-12-18,27.81999969482422,26.489999771118164 2019-12-19,27.709999084472656,27.459999084472656 2019-12-20,28.18000030517578,27.440000534057617 2019-12-23,28.65999984741211,28.100000381469727 2019-12-24,28.809999465942383,28.3799991607666 2019-12-26,29.190000534057617,28.6299991607666 2019-12-27,29.13999938964844,28.979999542236328 2019-12-30,28.86000061035156,28.790000915527344 2019-12-31,29.559999465942383,28.809999465942383 2020-01-02,28.739999771118164,28.71999931335449 2020-01-03,28.399999618530277,28.36000061035156 2020-01-06,28.36000061035156,27.975000381469727 2020-01-07,28.46999931335449,28.170000076293945 2020-01-08,28.700000762939453,28.100000381469727 2020-01-09,28.729999542236328,28.3799991607666 2020-01-10,28.350000381469727,28.31999969482422 2020-01-13,28.57999992370605,28.155000686645508 2020-01-14,28.63999938964844,28.299999237060547 2020-01-15,28.68000030517578,28.475000381469727 2020-01-16,29.21999931335449,28.524999618530277 2020-01-17,28.299999237060547,27.6299991607666 2020-01-21,27.81999969482422,27.709999084472656 2020-01-22,28.15999984741211,27.5 2020-01-23,28.450000762939453,27.51000022888184 2020-01-24,27.950000762939453,27.709999084472656 2020-01-27,27.15999984741211,26.96999931335449 2020-01-28,27.559999465942383,27.0 2020-01-29,27.799999237060547,27.51000022888184 2020-01-30,29.239999771118164,27.600000381469727 2020-01-31,28.920000076293945,28.459999084472656 2020-02-03,30.1200008392334,28.81999969482422 2020-02-04,30.950000762939453,30.045000076293945 2020-02-05,31.709999084472656,29.690000534057617 2020-02-06,31.59000015258789,31.299999237060547 2020-02-07,31.040000915527344,30.795000076293945 2020-02-10,30.600000381469727,30.46500015258789 2020-02-11,30.51000022888184,30.40999984741211 2020-02-12,30.940000534057617,30.649999618530277 2020-02-13,30.600000381469727,30.45499992370605 2020-02-14,30.709999084472656,30.57999992370605 2020-02-18,31.399999618530277,30.61000061035156 2020-02-19,31.520000457763672,31.21999931335449 2020-02-20,31.56999969482422,31.31999969482422 2020-02-21,31.21999931335449,31.18000030517578 2020-02-24,30.65999984741211,30.270000457763672 2020-02-25,28.3799991607666,28.229999542236328 2020-02-26,28.5,28.31999969482422 2020-02-27,27.290000915527344,27.239999771118164 2020-02-28,27.200000762939453,25.86000061035156 2020-03-02,28.239999771118164,26.86199951171875 2020-03-03,27.920000076293945,27.489999771118164 2020-03-04,28.899999618530277,27.809999465942383 2020-03-05,27.309999465942383,27.15999984741211 2020-03-06,25.299999237060547,24.920000076293945 2020-03-09,23.06999969482422,22.8700008392334 2020-03-10,25.90999984741211,23.8799991607666 2020-03-11,25.0,24.450000762939453 2020-03-12,22.34000015258789,22.26000022888184 2020-03-13,24.81999969482422,21.549999237060547 2020-03-16,20.739999771118164,20.565000534057617 2020-03-17,22.670000076293945,20.71999931335449 2020-03-18,21.56999969482422,20.3799991607666 2020-03-19,23.26000022888184,20.540000915527344 2020-03-20,22.530000686645508,21.11000061035156 2020-03-23,21.920000076293945,21.420000076293945 2020-03-24,22.32999992370605,21.5 2020-03-25,23.399999618530277,22.13999938964844 2020-03-26,24.13999938964844,22.88500022888184 2020-03-27,23.209999084472656,22.665000915527344 2020-03-30,24.09000015258789,22.90999984741211 2020-03-31,23.5,23.350000381469727 2020-04-01,22.51000022888184,22.350000381469727 2020-04-02,22.239999771118164,21.816999435424805 2020-04-03,22.6200008392334,22.1200008392334 2020-04-06,24.26000022888184,23.21999931335449 2020-04-07,24.530000686645508,24.350000381469727 2020-04-08,26.049999237060547,24.40999984741211 2020-04-09,27.93000030517578,26.200000762939453 ","date,Upper,Middle,Lower,close 2019-09-16,32.241549844741826,29.3104998588562,26.379449872970582,29.399999618530277 2019-09-17,32.15409983634949,29.230999851226805,26.307899866104126,28.979999542236328 2019-09-18,32.09304980278015,29.175499820709227,26.257949838638304,29.149999618530277 2019-09-19,32.01384977340698,29.103499794006346,26.19314981460571,29.13999938964844 2019-09-20,31.938499727249148,29.034999752044676,26.131499776840208,28.920000076293945 2019-09-23,31.92914972305298,29.02649974822998,26.123849773406985,28.8799991607666 2019-09-24,31.886249685287478,28.987499713897705,26.088749742507936,28.239999771118164 2019-09-25,31.85709975242615,28.960999774932862,26.064899797439576,28.200000762939453 2019-09-26,31.772949714660648,28.884499740600585,25.996049766540526,27.63999938964844 2019-09-27,31.66789972305298,28.78899974822998,25.910099773406984,27.799999237060547 2019-09-30,31.59529973983765,28.72299976348877,25.85069978713989,28.0 2019-10-01,31.557899723052984,28.688999748229982,25.820099773406984,27.549999237060547 2019-10-02,31.475949735641482,28.61449975967407,25.753049783706665,26.940000534057617 2019-10-03,31.38904973983765,28.53549976348877,25.681949787139892,26.8799991607666 2019-10-04,31.25154973983765,28.41049976348877,25.56944978713989,25.88999938964844 2019-10-07,31.10029973983765,28.27299976348877,25.445699787139894,26.0 2019-10-08,30.971599731445316,28.155999755859376,25.34039978027344,26.21999931335449 2019-10-09,30.80109971046448,28.00099973678589,25.2008997631073,26.170000076293945 2019-10-10,30.571749706268314,27.79249973297119,25.01324975967407,25.729999542236328 2019-10-11,30.381449651718142,27.619499683380127,24.857549715042115,26.65999984741211 2019-10-14,30.21259966850281,27.465999698638917,24.719399728775027,26.32999992370605 2019-10-15,30.08719973564148,27.351999759674072,24.616799783706664,26.700000762939453 2019-10-16,29.961799802780153,27.237999820709227,24.514199838638305,26.8700008392334 2019-10-17,29.83144986152649,27.11949987411499,24.407549886703492,26.770000457763672 2019-10-18,29.67304990768433,26.97549991607666,24.277949924468995,26.040000915527344 2019-10-21,29.487149953842167,26.80649995803833,24.125849962234497,25.5 2019-10-22,29.362849941253664,26.693499946594237,24.024149951934813,25.979999542236328 2019-10-23,29.22039993286133,26.563999938964844,23.90759994506836,25.61000061035156 2019-10-24,29.150550012588504,26.500500011444093,23.850450010299685,26.3700008392334 2019-10-25,29.091700029373172,26.44700002670288,23.802300024032593,26.729999542236328 2019-10-28,29.024050054550173,26.385500049591066,23.74695004463196,26.770000457763672 2019-10-29,28.981700134277347,26.347000122070312,23.712300109863282,26.780000686645508 2019-10-30,29.011400079727174,26.374000072479248,23.736600065231325,27.479999542236328 2019-10-31,28.983900079727178,26.34900007247925,23.714100065231325,26.3799991607666 2019-11-01,28.999850130081178,26.363500118255615,23.727150106430056,26.18000030517578 2019-11-04,28.98555011749268,26.350500106811523,23.715450096130372,25.739999771118164 2019-11-05,28.954750146865845,26.322500133514403,23.690250120162965,25.65999984741211 2019-11-06,28.952550096511843,26.320500087738036,23.688450078964234,26.1299991607666 2019-11-07,28.975650100708013,26.341500091552735,23.70735008239746,26.149999618530277 2019-11-08,28.950350151062015,26.318500137329103,23.686650123596195,26.200000762939453 2019-11-11,28.97290014266968,26.339000129699706,23.705100116729735,26.739999771118164 2019-11-12,28.974000062942505,26.340000057220458,23.706000051498414,26.71999931335449 2019-11-13,28.910749979019165,26.282499980926513,23.65424998283386,25.71999931335449 2019-11-14,28.889299907684325,26.26299991607666,23.636699924468992,26.3799991607666 2019-11-15,28.85849983215332,26.23499984741211,23.611499862670897,25.479999542236328 2019-11-18,28.85739980697632,26.233999824523927,23.610599842071537,25.479999542236328 2019-11-19,28.841999874114993,26.219999885559083,23.597999897003177,25.700000762939453 2019-11-20,28.807349815368653,26.18849983215332,23.56964984893799,24.979999542236328 2019-11-21,28.738049802780154,26.12549982070923,23.512949838638306,25.11000061035156 2019-11-22,28.672599878311157,26.065999889373778,23.459399900436402,25.540000915527344 2019-11-25,28.626399869918824,26.023999881744384,23.421599893569947,25.93000030517578 2019-11-26,28.576899785995487,25.97899980545044,23.381099824905395,25.8799991607666 2019-11-27,28.49824976921082,25.90749979019165,23.316749811172485,26.049999237060547 2019-11-29,28.478449840545657,25.889499855041503,23.300549869537353,26.020000457763672 2019-12-02,28.423449840545654,25.839499855041502,23.255549869537354,25.18000030517578 2019-12-03,28.363499832153323,25.78499984741211,23.2064998626709,24.649999618530277 2019-12-04,28.31839984893799,25.743999862670897,23.169599876403808,24.84000015258789 2019-12-05,28.246349878311158,25.67849988937378,23.1106499004364,24.81999969482422 2019-12-06,28.197399911880495,25.63399991989136,23.070599927902222,25.26000022888184 2019-12-09,28.173749895095828,25.612499904632568,23.05124991416931,25.770000457763672 2019-12-10,28.125899953842165,25.56899995803833,23.012099962234497,25.8700008392334 2019-12-11,28.09730003356934,25.54300003051758,22.98870002746582,26.200000762939453 2019-12-12,28.16660004615784,25.60600004196167,23.045400037765503,26.979999542236328 2019-12-13,28.172650079727177,25.61150007247925,23.050350065231324,26.489999771118164 2019-12-16,28.286500062942505,25.715000057220458,23.143500051498414,27.549999237060547 2019-12-17,28.35745011329651,25.779500102996828,23.201550092697147,26.770000457763672 2019-12-18,28.474050054550176,25.885500049591066,23.29695004463196,27.81999969482422 2019-12-19,28.62420002937317,26.02200002670288,23.419800024032593,27.709999084472656 2019-12-20,28.793050012588505,26.175500011444093,23.557950010299685,28.18000030517578 2019-12-23,28.964649953842162,26.33149995803833,23.698349962234495,28.65999984741211 2019-12-24,29.12304990768433,26.47549991607666,23.827949924468996,28.809999465942383 2019-12-26,29.305099983215335,26.64099998474121,23.97689998626709,29.190000534057617 2019-12-27,29.47504999160767,26.795499992370605,24.115949993133544,29.13999938964844 2019-12-30,29.63125,26.9375,24.243750000000002,28.86000061035156 2019-12-31,29.872149953842168,27.15649995803833,24.4408499622345,29.559999465942383 2020-01-02,30.0970999622345,27.360999965667723,24.62489996910095,28.739999771118164 2020-01-03,30.292899932861328,27.538999938964842,24.78509994506836,28.399999618530277 2020-01-06,30.487599983215333,27.71599998474121,24.94439998626709,28.36000061035156 2020-01-07,30.66414993286133,27.876499938964844,25.08884994506836,28.46999931335449 2020-01-08,30.825299949646,28.022999954223632,25.22069995880127,28.700000762939453 2020-01-09,30.98259987831116,28.16599988937378,25.349399900436403,28.729999542236328 2020-01-10,31.100849857330324,28.27349987030029,25.446149883270262,28.350000381469727 2020-01-13,31.18884987831116,28.35349988937378,25.518149900436402,28.57999992370605 2020-01-14,31.307099857330325,28.46099987030029,25.61489988327026,28.63999938964844 2020-01-15,31.36924991607666,28.517499923706055,25.66574993133545,28.68000030517578 2020-01-16,31.503999853134157,28.639999866485596,25.775999879837038,29.21999931335449 2020-01-17,31.530399827957158,28.663999843597413,25.79759985923767,28.299999237060547 2020-01-21,31.536449861526492,28.66949987411499,25.802549886703492,27.81999969482422 2020-01-22,31.53534983634949,28.668499851226805,25.801649866104125,28.15999984741211 2020-01-23,31.523799886703493,28.657999897003172,25.792199907302855,28.450000762939453 2020-01-24,31.476499958038332,28.614999961853027,25.753499965667725,27.950000762939453 2020-01-27,31.364849920272828,28.51349992752075,25.662149934768678,27.15999984741211 2020-01-28,31.277949924468995,28.43449993133545,25.591049938201905,27.559999465942383 2020-01-29,31.219649848937994,28.3814998626709,25.54334987640381,27.799999237060547 2020-01-30,31.202049865722657,28.365499877929686,25.52894989013672,29.239999771118164 2020-01-31,31.21194988250733,28.374499893188478,25.53704990386963,28.920000076293945 2020-02-03,31.306549949645998,28.460499954223632,25.61444995880127,30.1200008392334 2020-02-04,31.448999958038332,28.589999961853028,25.730999965667724,30.950000762939453 2020-02-05,31.627199945449835,28.751999950408937,25.876799955368043,31.709999084472656 2020-02-06,31.786149911880496,28.896499919891358,26.006849927902223,31.59000015258789 2020-02-07,31.9131999874115,29.011999988555907,26.11079998970032,31.040000915527344 2020-02-10,32.036949987411504,29.124499988555907,26.21204998970032,30.600000381469727 2020-02-11,32.14310000419617,29.221000003814698,26.29890000343323,30.51000022888184 2020-02-12,32.269600067138676,29.336000061035158,26.402400054931643,30.940000534057617 2020-02-13,32.37520007133484,29.432000064849852,26.488800058364866,30.600000381469727 2020-02-14,32.45715005874634,29.506500053405762,26.555850048065185,30.709999084472656 2020-02-18,32.627650079727175,29.66150007247925,26.695350065231324,31.399999618530277 2020-02-19,32.83115012168884,29.84650011062622,26.861850099563597,31.520000457763672 2020-02-20,33.01870011329651,30.017000102996825,27.015300092697142,31.56999969482422 2020-02-21,33.17105003356934,30.15550003051758,27.139950027465822,31.21999931335449 2020-02-24,33.320099983215336,30.290999984741212,27.261899986267093,30.65999984741211 2020-02-25,33.38719994544983,30.351999950408935,27.31679995536804,28.3799991607666 2020-02-26,33.438899974823,30.398999977111817,27.359099979400636,28.5 2020-02-27,33.410850067138675,30.373500061035156,27.33615005493164,27.290000915527344 2020-02-28,33.298650121688844,30.27150011062622,27.2443500995636,27.200000762939453 2020-03-02,33.26125010490418,30.23750009536743,27.21375008583069,28.239999771118164 2020-03-03,33.140250062942506,30.12750005722046,27.114750051498415,27.920000076293945 2020-03-04,33.0275,30.025,27.0225,28.899999618530277 2020-03-05,32.785500020980834,29.805000019073486,26.824500017166137,27.309999465942383 2020-03-06,32.439549970626835,29.49049997329712,26.541449975967407,25.299999237060547 2020-03-09,32.00119990348816,29.09199991226196,26.182799921035766,23.06999969482422 2020-03-10,31.743249874114994,28.857499885559083,25.971749897003175,25.90999984741211 2020-03-11,31.440199861526494,28.58199987411499,25.723799886703492,25.0 2020-03-12,30.967199840545657,28.151999855041502,25.33679986953735,22.34000015258789 2020-03-13,30.649299802780153,27.862999820709227,25.076699838638305,24.81999969482422 2020-03-16,30.100949840545656,27.364499855041505,24.628049869537353,20.739999771118164 2020-03-17,29.620799865722656,26.927999877929686,24.23519989013672,22.670000076293945 2020-03-18,29.073549823760988,26.430499839782716,23.787449855804443,21.56999969482422 2020-03-19,28.616499853134158,26.014999866485596,23.413499879837037,23.26000022888184 2020-03-20,28.138549928665164,25.580499935150147,23.022449941635134,22.530000686645508 2020-03-23,27.657849941253666,25.14349994659424,22.629149951934817,21.920000076293945 2020-03-24,27.32509998321533,24.84099998474121,22.356899986267088,22.32999992370605 2020-03-25,27.0445999622345,24.585999965667725,22.127399969100953,23.399999618530277 2020-03-26,26.871349878311158,24.42849988937378,21.9856499004364,24.13999938964844 2020-03-27,26.651899785995486,24.22899980545044,21.806099824905395,23.209999084472656 2020-03-30,26.42364980697632,24.021499824523925,21.619349842071532,24.09000015258789 2020-03-31,26.180549802780153,23.800499820709227,21.420449838638305,23.5 2020-04-01,25.82909983634949,23.480999851226805,21.132899866104125,22.51000022888184 2020-04-02,25.550249853134154,23.227499866485594,20.904749879837034,22.239999771118164 2020-04-03,25.402849941253663,23.09349994659424,20.784149951934815,22.6200008392334 2020-04-06,25.468299970626834,23.15299997329712,20.83769997596741,24.26000022888184 2020-04-07,25.39240001678467,23.084000015258788,20.77560001373291,24.530000686645508 2020-04-08,25.450149974823002,23.136499977111818,20.822849979400637,26.049999237060547 2020-04-09,25.757599983215336,23.415999984741212,21.074399986267093,27.93000030517578 " 3247,US,technical,"During June 08, 2023 to July 18, 2023, what percentage of days had Deckers Brands's low price less the middle channel of Moving Average Envelope? (Standard parameters: middle band SMA(20), upper and lower bands +/- 10%) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.0,medium,channel,Middle = SMA_n(P); Upper = Middle * 1.1; Lower = Middle * 0.9,"date,close,low 2023-05-11,81.73999786376953,81.57167053222656 2023-05-12,81.76333618164062,80.9366683959961 2023-05-15,81.91999816894531,81.2699966430664 2023-05-16,78.88833618164062,77.88500213623047 2023-05-17,78.3949966430664,77.40333557128906 2023-05-18,78.75166320800781,77.81666564941406 2023-05-19,75.79833221435547,73.62333679199219 2023-05-22,76.03333282470703,75.22666931152344 2023-05-23,74.79833221435547,73.94499969482422 2023-05-24,73.38833618164062,72.85166931152344 2023-05-25,75.00166320800781,73.52833557128906 2023-05-26,77.52999877929688,70.72666931152344 2023-05-30,81.5199966430664,78.36333465576172 2023-05-31,79.16666412353516,77.69667053222656 2023-06-01,77.50166320800781,77.375 2023-06-02,79.46333312988281,78.74666595458984 2023-06-05,80.95999908447266,79.55999755859375 2023-06-06,81.92333221435547,80.90333557128906 2023-06-07,83.02166748046875,81.84500122070312 2023-06-08,81.83000183105469,80.91166687011719 2023-06-09,81.38833618164062,80.96666717529297 2023-06-12,83.4816665649414,81.2750015258789 2023-06-13,81.78666687011719,81.55999755859375 2023-06-14,84.45500183105469,81.1866683959961 2023-06-15,85.336669921875,83.73999786376953 2023-06-16,85.45333099365234,84.63833618164062 2023-06-20,84.7249984741211,83.66500091552734 2023-06-21,85.02333068847656,84.79666900634766 2023-06-22,83.92500305175781,83.62333679199219 2023-06-23,84.35333251953125,82.85333251953125 2023-06-26,84.90666961669922,84.19166564941406 2023-06-27,85.33999633789062,84.73999786376953 2023-06-28,86.6866683959961,85.3949966430664 2023-06-29,85.66166687011719,85.46499633789062 2023-06-30,87.9433364868164,86.3316650390625 2023-07-03,88.57666778564453,88.08499908447266 2023-07-05,89.09833526611328,87.83000183105469 2023-07-06,88.32666778564453,87.16666412353516 2023-07-07,87.86333465576172,87.57499694824219 2023-07-10,90.14167022705078,88.13166809082031 2023-07-11,91.90333557128906,90.09500122070312 2023-07-12,92.22000122070312,91.42666625976562 2023-07-13,89.89833068847656,89.80833435058594 2023-07-14,90.58000183105467,89.93333435058594 2023-07-17,91.24166870117188,90.35333251953124 2023-07-18,91.11166381835938,90.27666473388672 ","date,Upper,Middle,Lower,low 2023-06-08,86.86672397613525,78.96974906921386,71.07277416229248,80.91166687011719 2023-06-09,86.84738258361817,78.95216598510743,71.05694938659668,80.96666717529297 2023-06-12,86.94189075469971,79.03808250427247,71.13427425384522,81.2750015258789 2023-06-13,86.93455753326417,79.03141593933105,71.12827434539795,81.55999755859375 2023-06-14,87.24072414398194,79.30974922180175,71.37877429962158,81.1866683959961 2023-06-15,87.62251617431642,79.65683288574219,71.69114959716798,83.73999786376953 2023-06-16,87.99110790252685,79.99191627502441,71.99272464752197,84.63833618164062 2023-06-20,88.48207454681398,80.4382495880127,72.39442462921143,83.66500091552734 2023-06-21,88.97652442932129,80.88774948120117,72.79897453308105,84.79666900634766 2023-06-22,89.47849132537843,81.34408302307129,73.20967472076417,83.62333679199219 2023-06-23,90.0815661239624,81.89233283996582,73.70309955596923,82.85333251953125 2023-06-26,90.62634147644044,82.3875831604004,74.14882484436036,84.19166564941406 2023-06-27,91.0558913421631,82.77808303833008,74.50027473449707,84.73999786376953 2023-06-28,91.34005828857423,83.03641662597656,74.7327749633789,85.3949966430664 2023-06-29,91.69728343963624,83.36116676330566,75.0250500869751,85.46499633789062 2023-06-30,92.27157546997071,83.8832504272461,75.4949253845215,86.3316650390625 2023-07-03,92.77280887603762,84.33891716003419,75.90502544403077,88.08499908447266 2023-07-05,93.22041736602783,84.7458339691162,76.2712505722046,87.83000183105469 2023-07-06,93.57260082244873,85.06600074768066,76.5594006729126,87.16666412353516 2023-07-07,93.83889251708985,85.3080841064453,76.77727569580078,87.57499694824219 2023-07-10,94.29603427886964,85.72366752624512,77.15130077362062,88.13166809082031 2023-07-11,94.8743592453003,86.24941749572754,77.62447574615479,90.09500122070312 2023-07-12,95.35496765136719,86.68633422851562,78.01770080566406,91.42666625976562 2023-07-13,95.80110916137697,87.0919174194336,78.38272567749024,89.80833435058594 2023-07-14,96.13798416137696,87.39816741943359,78.65835067749023,89.93333435058594 2023-07-17,96.46275909423828,87.69341735839843,78.92407562255859,90.35333251953124 2023-07-18,96.77396739959718,87.9763339996338,79.17870059967042,90.27666473388672 " 3248,US,technical,"For Campbell's Company (The) from August 05, 2020 to October 03, 2020, what percentage of days had the open greater than the Moving Average Envelope lower channel? (Unit: %) (Standard parameters: middle band SMA(20), upper and lower bands +/- 10%) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",92.8571,medium,channel,Middle = SMA_n(P); Upper = Middle * 1.1; Lower = Middle * 0.9,"date,close,low,open 2020-07-09,49.40999984741211,49.2599983215332,49.34000015258789 2020-07-10,50.27999877929688,49.5,49.5 2020-07-13,49.83000183105469,49.709999084472656,50.31999969482422 2020-07-14,50.310001373291016,49.5099983215332,49.5099983215332 2020-07-15,49.209999084472656,49.08000183105469,50.5099983215332 2020-07-16,49.54999923706055,49.16999816894531,49.16999816894531 2020-07-17,49.59999847412109,49.4900016784668,49.79999923706055 2020-07-20,49.220001220703125,48.869998931884766,49.5 2020-07-21,49.34999847412109,49.150001525878906,49.150001525878906 2020-07-22,49.34000015258789,48.290000915527344,49.43999862670898 2020-07-23,49.630001068115234,49.09999847412109,49.25 2020-07-24,49.400001525878906,49.209999084472656,49.75 2020-07-27,49.4900016784668,49.060001373291016,49.209999084472656 2020-07-28,50.22999954223633,49.5099983215332,49.5099983215332 2020-07-29,50.20000076293945,49.97999954223633,50.59999847412109 2020-07-30,49.310001373291016,49.09999847412109,50.150001525878906 2020-07-31,49.56999969482422,48.959999084472656,49.29999923706055 2020-08-03,49.709999084472656,49.43999862670898,49.68000030517578 2020-08-04,50.45000076293945,49.61000061035156,49.65999984741211 2020-08-05,49.7400016784668,49.40999984741211,50.290000915527344 2020-08-06,49.880001068115234,49.310001373291016,49.75 2020-08-07,49.970001220703125,49.2599983215332,49.900001525878906 2020-08-10,50.400001525878906,49.790000915527344,50.18000030517578 2020-08-11,49.77000045776367,49.68000030517578,50.34000015258789 2020-08-12,50.959999084472656,49.93000030517578,50.0 2020-08-13,51.18000030517578,50.52999877929688,50.9900016784668 2020-08-14,51.630001068115234,51.040000915527344,51.290000915527344 2020-08-17,52.27999877929688,51.40999984741211,51.650001525878906 2020-08-18,52.43999862670898,51.84999847412109,52.2599983215332 2020-08-19,52.380001068115234,52.22999954223633,52.470001220703125 2020-08-20,52.400001525878906,52.040000915527344,52.13999938964844 2020-08-21,52.540000915527344,52.040000915527344,52.540000915527344 2020-08-24,52.68999862670898,52.150001525878906,52.75 2020-08-25,53.02999877929688,52.540000915527344,53.0 2020-08-26,53.47999954223633,52.38999938964844,52.900001525878906 2020-08-27,53.290000915527344,53.2599983215332,53.5099983215332 2020-08-28,52.13999938964844,51.93000030517578,53.290000915527344 2020-08-31,52.61000061035156,52.02000045776367,52.34999847412109 2020-09-01,51.400001525878906,51.18999862670898,52.810001373291016 2020-09-02,52.45000076293945,51.34999847412109,51.70000076293945 2020-09-03,48.52999877929688,47.79999923706055,49.7400016784668 2020-09-04,47.58000183105469,46.709999084472656,48.90999984741211 2020-09-08,45.220001220703125,44.52999877929688,47.33000183105469 2020-09-09,45.59000015258789,45.43000030517578,45.81999969482422 2020-09-10,45.31999969482422,45.11000061035156,45.59999847412109 2020-09-11,45.5,44.970001220703125,45.29999923706055 2020-09-14,45.81999969482422,45.36000061035156,45.68999862670898 2020-09-15,45.52000045776367,45.310001373291016,45.88999938964844 2020-09-16,45.2599983215332,45.11000061035156,45.630001068115234 2020-09-17,45.59000015258789,44.88999938964844,45.22999954223633 2020-09-18,45.43999862670898,45.27000045776367,45.5 2020-09-21,46.06999969482422,45.27999877929688,45.29999923706055 2020-09-22,45.65999984741211,45.38999938964844,46.18000030517578 2020-09-23,45.18000030517578,45.18000030517578,45.86000061035156 2020-09-24,46.810001373291016,44.95000076293945,45.08000183105469 2020-09-25,47.560001373291016,46.52999877929688,46.72999954223633 2020-09-28,47.97999954223633,47.45000076293945,47.88999938964844 2020-09-29,48.02000045776367,47.720001220703125,48.119998931884766 2020-09-30,48.369998931884766,47.869998931884766,48.209999084472656 2020-10-01,48.52000045776367,46.9900016784668,48.310001373291016 2020-10-02,48.810001373291016,47.869998931884766,48.18999862670898 ","date,Upper,Middle,Lower,open 2020-08-05,54.66065031051637,49.6915002822876,44.72235025405884,50.290000915527344 2020-08-06,54.68650037765504,49.71500034332276,44.743500308990484,49.75 2020-08-07,54.669450511932375,49.699500465393065,44.72955041885376,49.900001525878906 2020-08-10,54.7008004951477,49.728000450134275,44.755200405120846,50.18000030517578 2020-08-11,54.67110044479371,49.70100040435791,44.730900363922125,50.34000015258789 2020-08-12,54.767350444793706,49.78850040435791,44.809650363922124,50.0 2020-08-13,54.85700050354004,49.87000045776367,44.883000411987304,50.9900016784668 2020-08-14,54.968650646209724,49.97150058746338,44.974350528717046,51.290000915527344 2020-08-17,55.13695051193238,50.12450046539307,45.11205041885376,51.650001525878906 2020-08-18,55.30690052032472,50.279000473022464,45.25110042572022,52.2599983215332 2020-08-19,55.474100570678715,50.431000518798825,45.38790046691894,52.470001220703125 2020-08-20,55.62645059585572,50.56950054168701,45.51255048751831,52.13999938964844 2020-08-21,55.79915056228638,50.726500511169434,45.65385046005249,52.540000915527344 2020-08-24,55.9751503944397,50.88650035858154,45.79785032272339,52.75 2020-08-25,56.129150352478035,51.02650032043457,45.923850288391115,53.0 2020-08-26,56.30955028533936,51.190500259399414,46.07145023345947,52.900001525878906 2020-08-27,56.52845026016236,51.38950023651123,46.25055021286011,53.5099983215332 2020-08-28,56.66980024337769,51.51800022125244,46.3662001991272,53.290000915527344 2020-08-31,56.829300327301034,51.66300029754639,46.49670026779175,52.34999847412109 2020-09-01,56.881550369262705,51.71050033569336,46.539450302124024,52.810001373291016 2020-09-02,57.0306003189087,51.846000289916994,46.6614002609253,51.70000076293945 2020-09-03,56.95635019302369,51.778500175476076,46.60065015792847,49.7400016784668 2020-09-04,56.824900226593016,51.65900020599365,46.49310018539428,48.90999984741211 2020-09-08,56.540000209808355,51.400000190734865,46.26000017166138,47.33000183105469 2020-09-09,56.310100193023686,51.19100017547608,46.07190015792847,45.81999969482422 2020-09-10,55.99990022659302,50.90900020599365,45.818100185394286,45.59999847412109 2020-09-11,55.687500209808356,50.625000190734866,45.562500171661384,45.29999923706055 2020-09-14,55.36795013427734,50.33450012207031,45.30105010986328,45.68999862670898 2020-09-15,54.99615022659302,49.996500205993655,44.996850185394294,45.88999938964844 2020-09-16,54.601250209808356,49.63750019073486,44.673750171661375,45.630001068115234 2020-09-17,54.22780015945435,49.29800014495849,44.36820013046265,45.22999954223633 2020-09-18,53.845000000000006,48.95,44.05500000000001,45.5 2020-09-21,53.48914993286133,48.62649993896484,43.76384994506836,45.29999923706055 2020-09-22,53.102500000000006,48.275,43.4475,46.18000030517578 2020-09-23,52.670750083923345,47.882500076293944,43.09425006866455,45.86000061035156 2020-09-24,52.30390018463135,47.54900016784668,42.79410015106201,45.08000183105469 2020-09-25,51.98875020980835,47.26250019073486,42.53625017166138,46.72999954223633 2020-09-28,51.759950218200686,47.05450019836426,42.34905017852783,47.88999938964844 2020-09-29,51.50750020980835,46.82500019073486,42.142500171661375,48.119998931884766 2020-09-30,51.340850067138675,46.673500061035156,42.006150054931645,48.209999084472656 2020-10-01,51.12470005035401,46.477000045776364,41.82930004119873,48.310001373291016 2020-10-02,51.140100193023684,46.491000175476074,41.84190015792847,48.18999862670898 " 3249,US,technical,"Calculate the percentage of days where Las Vegas Sands's high was greater than the lower channel of Moving Average Envelope from December 21, 2022 to April 11, 2023. (Standard parameters: middle band SMA(20), upper and lower bands +/- 10%) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",100.0,medium,channel,Middle = SMA_n(P); Upper = Middle * 1.1; Lower = Middle * 0.9,"date,close,low,open,high 2022-11-23,43.060001373291016,42.27000045776367,42.84000015258789,43.209999084472656 2022-11-25,43.16999816894531,42.54999923706055,43.34000015258789,43.34000015258789 2022-11-28,43.650001525878906,42.59000015258789,44.34999847412109,44.650001525878906 2022-11-29,44.65999984741211,44.16999816894531,44.540000915527344,45.09999847412109 2022-11-30,46.84000015258789,45.09000015258789,45.16999816894531,46.90999984741211 2022-12-01,46.88999938964844,45.84000015258789,46.5,47.02999877929688 2022-12-02,47.959999084472656,46.130001068115234,46.25,48.31999969482422 2022-12-05,47.70000076293945,47.29999923706055,48.41999816894531,49.29999923706055 2022-12-06,46.79999923706055,46.720001220703125,47.7599983215332,47.880001068115234 2022-12-07,47.130001068115234,45.560001373291016,46.16999816894531,47.18999862670898 2022-12-08,48.310001373291016,47.709999084472656,48.5,49.72999954223633 2022-12-09,47.310001373291016,47.27000045776367,48.20000076293945,48.40999984741211 2022-12-12,48.36000061035156,46.33000183105469,46.91999816894531,48.369998931884766 2022-12-13,48.66999816894531,48.369998931884766,49.060001373291016,49.369998931884766 2022-12-14,48.75,48.209999084472656,48.4900016784668,49.119998931884766 2022-12-15,48.650001525878906,47.540000915527344,48.4900016784668,49.11000061035156 2022-12-16,47.4900016784668,47.40999984741211,48.20000076293945,48.5 2022-12-19,46.36000061035156,46.130001068115234,47.060001373291016,47.290000915527344 2022-12-20,46.380001068115234,45.869998931884766,46.2400016784668,46.7400016784668 2022-12-21,46.88999938964844,46.68999862670898,46.7400016784668,47.56999969482422 2022-12-22,46.52000045776367,46.11000061035156,46.84999847412109,47.220001220703125 2022-12-23,46.52000045776367,45.900001525878906,46.369998931884766,46.7400016784668 2022-12-27,48.459999084472656,46.97999954223633,47.15999984741211,48.75 2022-12-28,46.18000030517578,46.16999816894531,47.97999954223633,48.08000183105469 2022-12-29,47.08000183105469,46.34000015258789,46.540000915527344,47.91999816894531 2022-12-30,48.06999969482422,46.43999862670898,46.56999969482422,48.11000061035156 2023-01-03,49.33000183105469,48.540000915527344,49.290000915527344,49.77999877929688 2023-01-04,51.88999938964844,49.59999847412109,49.79999923706055,52.0 2023-01-05,51.52999877929688,51.11000061035156,51.43999862670898,52.47999954223633 2023-01-06,51.56999969482422,51.04999923706055,51.5,52.380001068115234 2023-01-09,52.77999877929688,51.93000030517578,51.97999954223633,52.88999938964844 2023-01-10,53.79999923706055,52.630001068115234,52.959999084472656,53.90999984741211 2023-01-11,53.2400016784668,52.5,52.83000183105469,53.52999877929688 2023-01-12,53.5,52.52999877929688,53.25,54.08000183105469 2023-01-13,54.970001220703125,52.959999084472656,53.0,55.040000915527344 2023-01-17,54.45000076293945,53.72999954223633,54.52000045776367,54.84999847412109 2023-01-18,54.380001068115234,54.09000015258789,54.61000061035156,55.0 2023-01-19,54.369998931884766,54.290000915527344,54.43999862670898,55.34000015258789 2023-01-20,54.56999969482422,54.18000030517578,54.29999923706055,54.95000076293945 2023-01-23,55.38999938964844,54.540000915527344,54.7599983215332,55.900001525878906 2023-01-24,55.470001220703125,54.56999969482422,54.97999954223633,55.540000915527344 2023-01-25,55.02000045776367,54.33000183105469,54.59999847412109,55.5099983215332 2023-01-26,58.369998931884766,55.790000915527344,57.220001220703125,58.88999938964844 2023-01-27,58.91999816894531,58.0099983215332,58.810001373291016,59.959999084472656 2023-01-30,57.880001068115234,57.220001220703125,57.86000061035156,58.0 2023-01-31,59.0,57.470001220703125,58.0,59.02000045776367 2023-02-01,58.91999816894531,57.4900016784668,59.650001525878906,60.34000015258789 2023-02-02,57.400001525878906,57.02000045776367,59.0,59.220001220703125 2023-02-03,58.08000183105469,56.90999984741211,57.25,58.470001220703125 2023-02-06,57.84999847412109,56.68999862670898,57.2400016784668,58.04999923706055 2023-02-07,58.040000915527344,56.83000183105469,57.869998931884766,58.369998931884766 2023-02-08,57.52999877929688,57.220001220703125,57.70000076293945,58.06999969482422 2023-02-09,57.52000045776367,57.41999816894531,59.11000061035156,60.29999923706055 2023-02-10,56.810001373291016,56.709999084472656,56.91999816894531,57.90999984741211 2023-02-13,57.52000045776367,57.02000045776367,57.18999862670898,58.18000030517578 2023-02-14,57.560001373291016,56.91999816894531,57.13999938964844,58.04999923706055 2023-02-15,56.54999923706055,56.34999847412109,56.900001525878906,57.16999816894531 2023-02-16,56.81999969482422,55.93000030517578,56.27999877929688,57.459999084472656 2023-02-17,56.02000045776367,55.75,56.25,56.540000915527344 2023-02-21,56.34999847412109,55.400001525878906,55.40999984741211,56.869998931884766 2023-02-22,57.34999847412109,56.040000915527344,56.18999862670898,57.61000061035156 2023-02-23,56.459999084472656,56.38999938964844,57.93999862670898,58.630001068115234 2023-02-24,56.150001525878906,55.27999877929688,55.59000015258789,56.34999847412109 2023-02-27,56.02000045776367,55.70000076293945,56.540000915527344,56.72999954223633 2023-02-28,57.470001220703125,56.060001373291016,56.060001373291016,57.54999923706055 2023-03-01,58.56999969482422,58.150001525878906,58.40999984741211,59.27999877929688 2023-03-02,60.16999816894531,58.27000045776367,58.27000045776367,60.33000183105469 2023-03-03,60.79999923706055,59.619998931884766,60.0099983215332,60.9900016784668 2023-03-06,59.93999862670898,59.58000183105469,60.54999923706055,60.65999984741211 2023-03-07,59.0,58.5,59.68999862670898,59.90999984741211 2023-03-08,59.04999923706055,58.560001373291016,59.0,59.34999847412109 2023-03-09,56.52000045776367,56.27999877929688,58.84999847412109,58.869998931884766 2023-03-10,56.209999084472656,54.7599983215332,56.02999877929688,57.18999862670898 2023-03-13,55.93999862670898,55.06999969482422,55.20000076293945,56.369998931884766 2023-03-14,55.880001068115234,55.540000915527344,56.459999084472656,56.790000915527344 2023-03-15,53.11000061035156,51.81999969482422,54.540000915527344,54.65999984741211 2023-03-16,54.470001220703125,52.31999969482422,52.93999862670898,54.66999816894531 2023-03-17,54.68999862670898,53.630001068115234,54.220001220703125,55.08000183105469 2023-03-20,54.959999084472656,54.52999877929688,54.56999969482422,55.970001220703125 2023-03-21,55.15999984741211,55.119998931884766,56.0,56.33000183105469 2023-03-22,54.43999862670898,54.41999816894531,55.4900016784668,55.7400016784668 2023-03-23,54.72999954223633,54.04999923706055,54.93999862670898,55.900001525878906 2023-03-24,54.34999847412109,53.41999816894531,54.11000061035156,54.459999084472656 2023-03-27,54.2599983215332,53.77000045776367,54.40999984741211,54.72999954223633 2023-03-28,54.58000183105469,53.970001220703125,54.68999862670898,55.150001525878906 2023-03-29,54.900001525878906,54.459999084472656,54.68999862670898,55.470001220703125 2023-03-30,55.540000915527344,54.61000061035156,55.41999816894531,55.54999923706055 2023-03-31,57.45000076293945,55.869998931884766,56.0,57.5099983215332 2023-04-03,58.720001220703125,58.33000183105469,59.61000061035156,60.29999923706055 2023-04-04,57.65999984741211,57.0099983215332,58.119998931884766,58.22999954223633 2023-04-05,56.54999923706055,56.02000045776367,57.72999954223633,57.72999954223633 2023-04-06,57.0099983215332,55.459999084472656,56.68000030517578,57.02000045776367 2023-04-10,57.02000045776367,56.650001525878906,56.75,57.47999954223633 2023-04-11,55.93000030517578,55.84999847412109,57.290000915527344,57.38999938964844 ","date,Upper,Middle,Lower,high 2022-12-21,51.426650352478035,46.75150032043457,42.07635028839112,47.56999969482422 2022-12-22,51.616950302124025,46.9245002746582,42.23205024719238,47.220001220703125 2022-12-23,51.80120042800903,47.09200038909912,42.38280035018921,46.7400016784668 2022-12-27,52.06575029373169,47.332500267028806,42.59925024032593,48.75 2022-12-28,52.149350318908695,47.408500289916994,42.66765026092529,48.08000183105469 2022-12-29,52.16255041122437,47.42050037384033,42.6784503364563,47.91999816894531 2022-12-30,52.227450428009035,47.47950038909912,42.73155035018921,48.11000061035156 2023-01-03,52.302800579071054,47.548000526428225,42.793200473785404,49.77999877929688 2023-01-04,52.53325050354004,47.75750045776367,42.981750411987306,52.0 2023-01-05,52.79340047836304,47.99400043487549,43.194600391387944,52.47999954223633 2023-01-06,53.037600402832034,48.216000366210935,43.39440032958984,52.380001068115234 2023-01-09,53.283450260162354,48.43950023651123,43.595550212860104,52.88999938964844 2023-01-10,53.640400142669684,48.76400012969971,43.88760011672974,53.90999984741211 2023-01-11,53.908800201416014,49.008000183105466,44.10720016479492,53.52999877929688 2023-01-12,54.17445030212403,49.2495002746582,44.324550247192384,54.08000183105469 2023-01-13,54.5165503692627,49.56050033569336,44.60445030212403,55.040000915527344 2023-01-17,54.835550327301036,49.85050029754639,44.86545026779175,54.84999847412109 2023-01-18,55.214500293731696,50.19500026702881,45.17550024032593,55.0 2023-01-19,55.655050201416024,50.59550018310547,45.535950164794926,55.34000015258789 2023-01-20,56.105500125885015,51.00500011444092,45.90450010299683,54.95000076293945 2023-01-23,56.57300012588501,51.430000114440915,46.28700010299683,55.900001525878906 2023-01-24,57.065250167846685,51.87750015258789,46.689750137329106,55.540000915527344 2023-01-25,57.532750167846686,52.30250015258789,47.0722501373291,55.5099983215332 2023-01-26,58.07780015945435,52.79800014495849,47.518200130462645,58.88999938964844 2023-01-27,58.77850004196168,53.435000038146974,48.09150003433228,59.959999084472656 2023-01-30,59.37250000000001,53.975,48.5775,58.0 2023-01-31,59.973650016784674,54.52150001525879,49.06935001373291,59.02000045776367 2023-02-01,60.501099815368654,55.00099983215332,49.50089984893799,60.34000015258789 2023-02-02,60.804149932861336,55.27649993896485,49.748849945068365,59.220001220703125 2023-02-03,61.164400100708015,55.604000091552734,50.04360008239746,58.470001220703125 2023-02-06,61.509800033569334,55.918000030517575,50.326200027465816,58.04999923706055 2023-02-07,61.799100151062014,56.1810001373291,50.562900123596194,58.369998931884766 2023-02-08,62.004250125885015,56.367500114440915,50.73075010299682,58.06999969482422 2023-02-09,62.23965005874634,56.58150005340576,50.92335004806519,60.29999923706055 2023-02-10,62.421700134277344,56.74700012207031,51.07230010986328,57.90999984741211 2023-02-13,62.561950092315676,56.87450008392334,51.187050075531005,58.18000030517578 2023-02-14,62.73300012588501,57.03000011444092,51.32700010299683,58.04999923706055 2023-02-15,62.852350025177,57.13850002288818,51.424650020599366,57.16999816894531 2023-02-16,62.98710006713868,57.261000061035155,51.53490005493164,57.459999084472656 2023-02-17,63.06685010910035,57.33350009918213,51.60015008926392,56.540000915527344 2023-02-21,63.11965005874634,57.38150005340576,51.64335004806519,56.869998931884766 2023-02-22,63.22304990768433,57.47549991607666,51.727949924468994,57.61000061035156 2023-02-23,63.30224983215333,57.54749984741211,51.7927498626709,58.630001068115234 2023-02-24,63.180149974823,57.436499977111815,51.692849979400634,56.34999847412109 2023-02-27,63.02065010070801,57.291500091552734,51.562350082397465,56.72999954223633 2023-02-28,62.99810010910035,57.27100009918213,51.54390008926392,57.54999923706055 2023-03-01,62.97445009231568,57.24950008392334,51.524550075531,59.27999877929688 2023-03-02,63.04320009231568,57.31200008392334,51.580800075531,60.33000183105469 2023-03-03,63.23019996643067,57.48199996948242,51.73379997253418,60.9900016784668 2023-03-06,63.332499790191655,57.57499980926514,51.817499828338626,60.65999984741211 2023-03-07,63.395749874115,57.632499885559085,51.86924989700318,59.90999984741211 2023-03-08,63.45129978179933,57.682999801635745,51.91469982147217,59.34999847412109 2023-03-09,63.395749874115,57.632499885559085,51.86924989700318,58.869998931884766 2023-03-10,63.32369979858399,57.56699981689453,51.81029983520508,57.18999862670898 2023-03-13,63.27584964752198,57.52349967956543,51.77114971160889,56.369998931884766 2023-03-14,63.18564968109131,57.44149971008301,51.69734973907471,56.790000915527344 2023-03-15,62.94089963912964,57.21899967193603,51.49709970474243,54.65999984741211 2023-03-16,62.826499748229985,57.114999771118164,51.40349979400635,54.66999816894531 2023-03-17,62.70934968948365,57.008499717712404,51.30764974594116,55.08000183105469 2023-03-20,62.651049613952644,56.95549964904785,51.259949684143066,55.970001220703125 2023-03-21,62.585599689483644,56.8959997177124,51.20639974594116,56.33000183105469 2023-03-22,62.42554969787598,56.7504997253418,51.07544975280762,55.7400016784668 2023-03-23,62.330399723052984,56.66399974822998,50.99759977340699,55.900001525878906 2023-03-24,62.23139955520631,56.57399959564209,50.91659963607788,54.459999084472656 2023-03-27,62.134599437713625,56.485999488830565,50.83739953994751,54.72999954223633 2023-03-28,61.97564947128297,56.34149951934815,50.70734956741333,55.150001525878906 2023-03-29,61.77379957199097,56.15799961090088,50.54219964981079,55.470001220703125 2023-03-30,61.51914972305298,55.92649974822998,50.33384977340698,55.54999923706055 2023-03-31,61.334899806976324,55.758999824523926,50.183099842071535,57.5099983215332 2023-04-03,61.267799949646,55.69799995422363,50.12819995880127,60.29999923706055 2023-04-04,61.19409994125367,55.63099994659424,50.06789995193481,58.22999954223633 2023-04-05,61.056599941253666,55.50599994659424,49.955399951934815,57.72999954223633 2023-04-06,61.08354982376099,55.53049983978271,49.977449855804444,57.02000045776367 2023-04-10,61.128099899291996,55.57099990844726,50.01389991760254,57.47999954223633 2023-04-11,61.12754999160767,55.57049999237061,50.01344999313355,57.38999938964844 " 3250,US,technical,"What is the percentage of days where the open price is less than the middle channel of Donchian Channel for Vici Properties from April 27, 2021 to November 16, 2021? (Unit: %) (Standard parameters: 20-period high/low, middle band is their average) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",52.4476,medium,channel,Upper = max_{i=0}^{n-1} H_{t-i}; Lower = min_{i=0}^{n-1} L_{t-i}; Middle = (Upper + Lower) / 2,"date,high,low,open 2021-03-30,28.21999931335449,27.6299991607666,27.770000457763672 2021-03-31,28.684999465942383,28.020000457763672,28.15999984741211 2021-04-01,28.850000381469727,28.309999465942383,28.670000076293945 2021-04-05,29.030000686645508,28.670000076293945,29.0 2021-04-06,29.239999771118164,28.780000686645508,29.100000381469727 2021-04-07,29.209999084472656,28.8700008392334,29.1299991607666 2021-04-08,29.40999984741211,28.920000076293945,29.26000022888184 2021-04-09,29.280000686645508,28.65999984741211,29.11000061035156 2021-04-12,28.950000762939453,28.350000381469727,28.729999542236328 2021-04-13,29.43000030517578,28.56999969482422,28.600000381469727 2021-04-14,29.51000022888184,28.729999542236328,29.43000030517578 2021-04-15,29.530000686645508,28.84000015258789,29.0 2021-04-16,30.024999618530277,29.40999984741211,29.530000686645508 2021-04-19,30.13999938964844,29.625,30.0 2021-04-20,30.200000762939453,29.790000915527344,30.01000022888184 2021-04-21,30.600000381469727,29.96999931335449,30.149999618530277 2021-04-22,30.670000076293945,30.25,30.51000022888184 2021-04-23,30.809999465942383,30.40999984741211,30.670000076293945 2021-04-26,31.1200008392334,30.729999542236328,30.93000030517578 2021-04-27,31.15999984741211,30.780000686645508,31.0 2021-04-28,31.700000762939453,31.18099975585937,31.26000022888184 2021-04-29,31.8799991607666,31.350000381469727,31.700000762939453 2021-04-30,31.8799991607666,31.31999969482422,31.59000015258789 2021-05-03,32.290000915527344,31.420000076293945,31.420000076293945 2021-05-04,32.130001068115234,31.290000915527344,32.04999923706055 2021-05-05,31.59000015258789,30.815000534057617,31.40999984741211 2021-05-06,31.25,30.61400032043457,31.18000030517578 2021-05-07,31.420000076293945,30.82999992370605,30.93000030517578 2021-05-10,31.725000381469727,31.280000686645508,31.600000381469727 2021-05-11,31.084999084472656,30.420000076293945,30.90999984741211 2021-05-12,30.790000915527344,29.59000015258789,30.5 2021-05-13,30.32999992370605,29.63999938964844,29.65999984741211 2021-05-14,31.0,30.07999992370605,30.280000686645508 2021-05-17,31.21999931335449,30.584999084472656,30.75 2021-05-18,31.40999984741211,30.770000457763672,31.350000381469727 2021-05-19,30.71999931335449,30.18000030517578,30.440000534057617 2021-05-20,31.2549991607666,30.59000015258789,30.68000030517578 2021-05-21,31.350000381469727,30.940000534057617,31.200000762939453 2021-05-24,31.59499931335449,31.11000061035156,31.299999237060547 2021-05-25,31.670000076293945,31.32999992370605,31.38999938964844 2021-05-26,31.65999984741211,31.190000534057617,31.25 2021-05-27,31.399999618530277,30.649999618530277,31.36000061035156 2021-05-28,31.21999931335449,30.8700008392334,31.040000915527344 2021-06-01,31.670000076293945,31.309999465942383,31.43000030517578 2021-06-02,31.86000061035156,31.450000762939453,31.84000015258789 2021-06-03,31.895000457763672,31.34499931335449,31.71999931335449 2021-06-04,32.0,31.565000534057617,32.0 2021-06-07,32.474998474121094,31.940000534057617,32.0 2021-06-08,33.33000183105469,32.20000076293945,32.22999954223633 2021-06-09,33.349998474121094,32.630001068115234,33.290000915527344 2021-06-10,32.91999816894531,32.5,32.68000030517578 2021-06-11,32.83000183105469,32.59000015258789,32.75 2021-06-14,33.02000045776367,32.68000030517578,32.810001373291016 2021-06-15,33.060001373291016,32.52000045776367,33.02000045776367 2021-06-16,33.040000915527344,32.560001373291016,32.630001068115234 2021-06-17,32.9900016784668,32.2400016784668,32.66999816894531 2021-06-18,32.41999816894531,31.200000762939453,32.060001373291016 2021-06-21,32.08000183105469,31.25,31.34000015258789 2021-06-22,32.279998779296875,31.8799991607666,32.11000061035156 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2021-09-09,32.11000061035156,30.53499984741211,28.959999084472656,30.6299991607666 2021-09-10,32.11000061035156,30.53499984741211,28.959999084472656,29.559999465942383 2021-09-13,32.11000061035156,30.53499984741211,28.959999084472656,30.170000076293945 2021-09-14,32.11000061035156,30.53499984741211,28.959999084472656,30.100000381469727 2021-09-15,32.11000061035156,30.53499984741211,28.959999084472656,29.899999618530277 2021-09-16,32.11000061035156,30.53499984741211,28.959999084472656,30.1299991607666 2021-09-17,32.11000061035156,30.53499984741211,28.959999084472656,29.88999938964844 2021-09-20,32.11000061035156,30.645000457763672,29.18000030517578,29.290000915527344 2021-09-21,32.11000061035156,30.645000457763672,29.18000030517578,29.75 2021-09-22,32.11000061035156,30.645000457763672,29.18000030517578,29.43000030517578 2021-09-23,32.11000061035156,30.645000457763672,29.18000030517578,29.75 2021-09-24,32.11000061035156,30.645000457763672,29.18000030517578,29.920000076293945 2021-09-27,32.11000061035156,30.645000457763672,29.18000030517578,29.86000061035156 2021-09-28,32.11000061035156,30.295000076293945,28.479999542236328,29.15999984741211 2021-09-29,32.11000061035156,30.295000076293945,28.479999542236328,28.739999771118164 2021-09-30,32.11000061035156,30.255000114440918,28.399999618530277,28.959999084472656 2021-10-01,32.11000061035156,30.255000114440918,28.399999618530277,28.5 2021-10-04,32.09000015258789,30.244999885559082,28.399999618530277,29.0 2021-10-05,31.790000915527344,30.09500026702881,28.399999618530277,29.100000381469727 2021-10-06,31.1299991607666,29.764999389648438,28.399999618530277,28.8799991607666 2021-10-07,30.38500022888184,29.39249992370606,28.399999618530277,29.690000534057617 2021-10-08,30.350000381469727,29.375,28.399999618530277,29.59000015258789 2021-10-11,30.350000381469727,29.375,28.399999618530277,29.290000915527344 2021-10-12,30.350000381469727,29.375,28.399999618530277,29.38999938964844 2021-10-13,30.350000381469727,29.375,28.399999618530277,29.690000534057617 2021-10-14,30.209999084472656,29.304999351501465,28.399999618530277,30.11000061035156 2021-10-15,30.32999992370605,29.364999771118164,28.399999618530277,30.1299991607666 2021-10-18,30.32999992370605,29.364999771118164,28.399999618530277,30.01000022888184 2021-10-19,30.440000534057617,29.420000076293945,28.399999618530277,30.299999237060547 2021-10-20,30.440000534057617,29.420000076293945,28.399999618530277,30.26000022888184 2021-10-21,30.440000534057617,29.420000076293945,28.399999618530277,30.290000915527344 2021-10-22,30.51000022888184,29.45499992370606,28.399999618530277,30.270000457763672 2021-10-25,30.51000022888184,29.45499992370606,28.399999618530277,30.270000457763672 2021-10-26,30.51000022888184,29.45499992370606,28.399999618530277,30.25 2021-10-27,30.51000022888184,29.45499992370606,28.399999618530277,30.399999618530277 2021-10-28,30.51000022888184,29.47000026702881,28.43000030517578,29.850000381469727 2021-10-29,30.51000022888184,29.609999656677246,28.709999084472656,29.799999237060547 2021-11-01,30.51000022888184,29.609999656677246,28.709999084472656,29.350000381469727 2021-11-02,30.51000022888184,29.609999656677246,28.709999084472656,29.71999931335449 2021-11-03,30.51000022888184,29.815000534057617,29.1200008392334,29.549999237060547 2021-11-04,30.51000022888184,29.815000534057617,29.1200008392334,29.809999465942383 2021-11-05,30.51000022888184,29.815000534057617,29.1200008392334,29.600000381469727 2021-11-08,30.51000022888184,29.815000534057617,29.1200008392334,29.799999237060547 2021-11-09,30.51000022888184,29.80500030517578,29.100000381469727,29.549999237060547 2021-11-10,30.51000022888184,29.690000534057617,28.8700008392334,29.11000061035156 2021-11-11,30.51000022888184,29.645000457763672,28.780000686645508,28.989999771118164 2021-11-12,30.51000022888184,29.585000038146973,28.65999984741211,29.149999618530277 2021-11-15,30.51000022888184,29.585000038146973,28.65999984741211,28.920000076293945 2021-11-16,30.51000022888184,29.585000038146973,28.65999984741211,29.559999465942383 " 3251,US,technical,"From July 21, 2019 to June 29, 2020, what proportion of days had Micron Technology's open less than the upper of Donchian Channel? (Unit: %) (Standard parameters: 20-period high/low, middle band is their average) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",100.0,medium,channel,Upper = max_{i=0}^{n-1} H_{t-i}; Lower = min_{i=0}^{n-1} L_{t-i}; Middle = (Upper + Lower) / 2,"date,high,low,open 2019-06-24,34.08000183105469,33.02000045776367,33.20000076293945 2019-06-25,33.880001068115234,32.61000061035156,33.349998474121094 2019-06-26,37.61000061035156,35.70000076293945,35.869998931884766 2019-06-27,38.33000183105469,36.5099983215332,36.84999847412109 2019-06-28,39.400001525878906,38.04999923706055,39.36000061035156 2019-07-01,41.709999084472656,39.7400016784668,41.15999984741211 2019-07-02,40.02999877929688,39.02999877929688,39.619998931884766 2019-07-03,39.77000045776367,39.16999816894531,39.619998931884766 2019-07-05,39.560001373291016,38.79999923706055,38.95000076293945 2019-07-08,40.61000061035156,38.93999862670898,39.02999877929688 2019-07-09,41.40999984741211,40.08000183105469,40.130001068115234 2019-07-10,44.0,42.040000915527344,42.22999954223633 2019-07-11,43.540000915527344,42.43999862670898,43.220001220703125 2019-07-12,44.70000076293945,43.36000061035156,43.75 2019-07-15,45.27000045776367,43.709999084472656,44.68999862670898 2019-07-16,44.09999847412109,42.93000030517578,44.04999923706055 2019-07-17,43.75,42.59999847412109,43.0 2019-07-18,44.93000030517578,43.5,43.61000061035156 2019-07-19,46.0,44.630001068115234,45.130001068115234 2019-07-22,47.43000030517578,46.310001373291016,46.5 2019-07-23,47.13999938964844,46.22999954223633,46.77999877929688 2019-07-24,48.22999954223633,46.81999969482422,46.95000076293945 2019-07-25,48.70000076293945,47.59000015258789,48.400001525878906 2019-07-26,48.130001068115234,47.09000015258789,47.93999862670898 2019-07-29,46.970001220703125,45.84999847412109,46.869998931884766 2019-07-30,47.68000030517578,46.20000076293945,46.880001068115234 2019-07-31,46.790000915527344,44.43999862670898,46.709999084472656 2019-08-01,45.959999084472656,42.84000015258789,45.0 2019-08-02,44.40999984741211,42.220001220703125,42.63999938964844 2019-08-05,42.5099983215332,41.36000061035156,42.400001525878906 2019-08-06,43.18999862670898,41.68999862670898,42.66999816894531 2019-08-07,42.95000076293945,40.70000076293945,42.0099983215332 2019-08-08,42.7599983215332,41.66999816894531,42.09000015258789 2019-08-09,42.2400016784668,40.869998931884766,42.040000915527344 2019-08-12,42.400001525878906,40.970001220703125,41.04999923706055 2019-08-13,45.08000183105469,42.5099983215332,42.619998931884766 2019-08-14,43.150001525878906,41.65999984741211,42.880001068115234 2019-08-15,42.560001373291016,41.5,42.34000015258789 2019-08-16,43.880001068115234,42.54999923706055,42.63999938964844 2019-08-19,45.369998931884766,44.34000015258789,44.66999816894531 2019-08-20,44.970001220703125,44.040000915527344,44.84999847412109 2019-08-21,45.0,43.900001525878906,44.810001373291016 2019-08-22,45.45000076293945,44.04999923706055,44.5 2019-08-23,44.970001220703125,42.65999984741211,43.88999938964844 2019-08-26,43.77000045776367,43.15999984741211,43.7400016784668 2019-08-27,43.79999923706055,42.34999847412109,43.709999084472656 2019-08-28,43.2599983215332,41.7599983215332,42.09999847412109 2019-08-29,45.220001220703125,43.90999984741211,43.9900016784668 2019-08-30,45.93000030517578,45.04999923706055,45.119998931884766 2019-09-03,45.33000183105469,44.43999862670898,44.59999847412109 2019-09-04,47.5,46.400001525878906,46.45000076293945 2019-09-05,49.63999938964844,47.88999938964844,47.900001525878906 2019-09-06,49.5,48.70000076293945,48.86000061035156 2019-09-09,50.0,48.86000061035156,49.540000915527344 2019-09-10,49.93999862670898,48.5,49.369998931884766 2019-09-11,51.38999938964844,49.84000015258789,50.02000045776367 2019-09-12,51.119998931884766,50.09999847412109,50.79999923706055 2019-09-13,50.95000076293945,50.060001373291016,50.5099983215332 2019-09-16,50.2400016784668,49.02000045776367,49.52999877929688 2019-09-17,50.90999984741211,49.93000030517578,50.18000030517578 2019-09-18,51.16999816894531,49.68999862670898,51.0 2019-09-19,51.29999923706055,49.75,51.16999816894531 2019-09-20,50.45000076293945,48.77000045776367,50.34000015258789 2019-09-23,50.18999862670898,49.47999954223633,49.540000915527344 2019-09-24,49.900001525878906,48.04999923706055,49.7400016784668 2019-09-25,49.70000076293945,47.86000061035156,48.470001220703125 2019-09-26,49.7400016784668,48.130001068115234,49.380001068115234 2019-09-27,45.91999816894531,42.90999984741211,45.900001525878906 2019-09-30,43.470001220703125,42.58000183105469,43.0 2019-10-01,43.34000015258789,41.75,43.09999847412109 2019-10-02,42.66999816894531,41.7599983215332,41.81999969482422 2019-10-03,43.4900016784668,41.7599983215332,42.0 2019-10-04,44.619998931884766,43.290000915527344,43.709999084472656 2019-10-07,44.72999954223633,44.060001373291016,44.29999923706055 2019-10-08,43.84000015258789,42.619998931884766,43.59999847412109 2019-10-09,43.380001068115234,42.83000183105469,43.18000030517578 2019-10-10,43.790000915527344,42.61000061035156,42.869998931884766 2019-10-11,45.81999969482422,44.27999877929688,44.38999938964844 2019-10-14,45.33000183105469,44.79999923706055,44.959999084472656 2019-10-15,46.54999923706055,45.040000915527344,45.209999084472656 2019-10-16,46.54999923706055,45.08000183105469,45.9900016784668 2019-10-17,46.119998931884766,45.27999877929688,45.77000045776367 2019-10-18,44.97999954223633,43.22999954223633,44.83000183105469 2019-10-21,45.29999923706055,43.91999816894531,43.959999084472656 2019-10-22,45.70000076293945,44.619998931884766,45.29999923706055 2019-10-23,44.81999969482422,43.95000076293945,44.04999923706055 2019-10-24,47.15999984741211,45.58000183105469,45.900001525878906 2019-10-25,48.27000045776367,46.91999816894531,47.27999877929688 2019-10-28,48.75,48.22999954223633,48.5 2019-10-29,49.16999816894531,48.060001373291016,48.79999923706055 2019-10-30,48.34000015258789,47.2599983215332,48.220001220703125 2019-10-31,47.880001068115234,46.459999084472656,47.27999877929688 2019-11-01,48.540000915527344,47.25,47.47999954223633 2019-11-04,49.900001525878906,49.25,49.38999938964844 2019-11-05,49.720001220703125,48.61000061035156,49.619998931884766 2019-11-06,48.29999923706055,47.11000061035156,48.150001525878906 2019-11-07,49.08000183105469,48.0,48.52000045776367 2019-11-08,48.0099983215332,46.95000076293945,47.560001373291016 2019-11-11,46.7400016784668,45.84999847412109,46.720001220703125 2019-11-12,47.68000030517578,46.68000030517578,46.79999923706055 2019-11-13,46.54999923706055,45.810001373291016,46.5 2019-11-14,46.83000183105469,45.77000045776367,46.119998931884766 2019-11-15,48.52000045776367,47.34000015258789,47.59999847412109 2019-11-18,48.40999984741211,47.470001220703125,47.95000076293945 2019-11-19,48.18000030517578,46.27999877929688,48.11000061035156 2019-11-20,46.5,45.22999954223633,46.150001525878906 2019-11-21,46.18000030517578,45.040000915527344,45.29999923706055 2019-11-22,46.380001068115234,45.75,45.93000030517578 2019-11-25,47.54999923706055,45.93999862670898,46.09999847412109 2019-11-26,47.66999816894531,46.540000915527344,47.650001525878906 2019-11-27,48.27000045776367,47.11000061035156,47.34999847412109 2019-11-29,47.95000076293945,47.43999862670898,47.93999862670898 2019-12-02,47.95000076293945,46.34999847412109,47.56999969482422 2019-12-03,45.400001525878906,44.54999923706055,45.119998931884766 2019-12-04,46.59999847412109,45.72999954223633,46.18000030517578 2019-12-05,47.400001525878906,46.25,46.709999084472656 2019-12-06,48.33000183105469,47.31999969482422,47.43999862670898 2019-12-09,47.77000045776367,46.43000030517578,47.56999969482422 2019-12-10,47.91999816894531,46.720001220703125,47.040000915527344 2019-12-11,49.34000015258789,47.68999862670898,47.75 2019-12-12,51.33000183105469,49.31999969482422,49.36000061035156 2019-12-13,52.31999969482422,50.70000076293945,51.02000045776367 2019-12-16,54.29999923706055,52.68999862670898,52.7599983215332 2019-12-17,54.0,52.650001525878906,53.9900016784668 2019-12-18,53.720001220703125,52.369998931884766,53.0 2019-12-19,55.290000915527344,53.900001525878906,55.0099983215332 2019-12-20,55.93000030517578,54.630001068115234,54.900001525878906 2019-12-23,56.11000061035156,55.13999938964844,55.22999954223633 2019-12-24,55.63999938964844,55.040000915527344,55.45000076293945 2019-12-26,55.650001525878906,54.90999984741211,55.45000076293945 2019-12-27,55.52999877929688,53.88999938964844,55.2400016784668 2019-12-30,53.880001068115234,52.65999984741211,53.77000045776367 2019-12-31,53.900001525878906,52.77999877929688,52.90999984741211 2020-01-02,55.4900016784668,54.5099983215332,54.84999847412109 2020-01-03,55.310001373291016,54.0,54.15999984741211 2020-01-06,54.13999938964844,53.15999984741211,53.75 2020-01-07,58.400001525878906,55.36000061035156,55.380001068115234 2020-01-08,58.38999938964844,57.060001373291016,58.09000015258789 2020-01-09,58.47999954223633,56.47999954223633,58.31999969482422 2020-01-10,57.5,56.27000045776367,57.470001220703125 2020-01-13,57.77999877929688,56.86000061035156,57.0099983215332 2020-01-14,58.29999923706055,56.459999084472656,57.79999923706055 2020-01-15,57.119998931884766,55.84000015258789,57.02999877929688 2020-01-16,57.84000015258789,56.7599983215332,56.79999923706055 2020-01-17,58.119998931884766,57.0099983215332,58.02000045776367 2020-01-21,59.18000030517578,57.27000045776367,57.369998931884766 2020-01-22,60.25,58.84999847412109,59.52000045776367 2020-01-23,60.560001373291016,59.02999877929688,60.33000183105469 2020-01-24,60.02000045776367,57.2400016784668,60.0 2020-01-27,55.9900016784668,54.619998931884766,55.150001525878906 2020-01-28,56.77999877929688,55.2400016784668,56.25 2020-01-29,57.18999862670898,55.290000915527344,55.9900016784668 2020-01-30,55.06999969482422,53.220001220703125,54.18000030517578 2020-01-31,55.20000076293945,52.70000076293945,55.150001525878906 2020-02-03,54.11000061035156,53.0,53.25 2020-02-04,56.02000045776367,54.93999862670898,55.290000915527344 2020-02-05,57.2599983215332,55.81999969482422,57.02000045776367 2020-02-06,59.16999816894531,57.40999984741211,58.08000183105469 2020-02-07,58.0,56.77000045776367,57.970001220703125 2020-02-10,57.34000015258789,56.20000076293945,56.29999923706055 2020-02-11,58.84000015258789,56.33000183105469,57.880001068115234 2020-02-12,61.18999862670898,58.900001525878906,59.040000915527344 2020-02-13,60.630001068115234,58.86000061035156,59.0099983215332 2020-02-14,60.560001373291016,58.2599983215332,60.15999984741211 2020-02-18,58.040000915527344,56.619998931884766,57.06999969482422 2020-02-19,60.25,58.560001373291016,58.58000183105469 2020-02-20,59.9900016784668,57.68999862670898,59.880001068115234 2020-02-21,58.72999954223633,55.88999938964844,58.630001068115234 2020-02-24,55.459999084472656,52.61000061035156,53.310001373291016 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2019-11-25,49.900001525878906,47.470001220703125,45.040000915527344,46.09999847412109 2019-11-26,49.900001525878906,47.470001220703125,45.040000915527344,47.650001525878906 2019-11-27,49.900001525878906,47.470001220703125,45.040000915527344,47.34999847412109 2019-11-29,49.900001525878906,47.470001220703125,45.040000915527344,47.93999862670898 2019-12-02,49.900001525878906,47.470001220703125,45.040000915527344,47.56999969482422 2019-12-03,49.720001220703125,47.135000228881836,44.54999923706055,45.119998931884766 2019-12-04,49.08000183105469,46.81500053405762,44.54999923706055,46.18000030517578 2019-12-05,49.08000183105469,46.81500053405762,44.54999923706055,46.709999084472656 2019-12-06,48.52000045776367,46.53499984741211,44.54999923706055,47.43999862670898 2019-12-09,48.52000045776367,46.53499984741211,44.54999923706055,47.56999969482422 2019-12-10,48.52000045776367,46.53499984741211,44.54999923706055,47.040000915527344 2019-12-11,49.34000015258789,46.94499969482422,44.54999923706055,47.75 2019-12-12,51.33000183105469,47.94000053405762,44.54999923706055,49.36000061035156 2019-12-13,52.31999969482422,48.43499946594238,44.54999923706055,51.02000045776367 2019-12-16,54.29999923706055,49.42499923706055,44.54999923706055,52.7599983215332 2019-12-17,54.29999923706055,49.42499923706055,44.54999923706055,53.9900016784668 2019-12-18,54.29999923706055,49.42499923706055,44.54999923706055,53.0 2019-12-19,55.290000915527344,49.920000076293945,44.54999923706055,55.0099983215332 2019-12-20,55.93000030517578,50.239999771118164,44.54999923706055,54.900001525878906 2019-12-23,56.11000061035156,50.329999923706055,44.54999923706055,55.22999954223633 2019-12-24,56.11000061035156,50.329999923706055,44.54999923706055,55.45000076293945 2019-12-26,56.11000061035156,50.329999923706055,44.54999923706055,55.45000076293945 2019-12-27,56.11000061035156,50.329999923706055,44.54999923706055,55.2400016784668 2019-12-30,56.11000061035156,50.329999923706055,44.54999923706055,53.77000045776367 2019-12-31,56.11000061035156,50.329999923706055,44.54999923706055,52.90999984741211 2020-01-02,56.11000061035156,50.920000076293945,45.72999954223633,54.84999847412109 2020-01-03,56.11000061035156,51.18000030517578,46.25,54.15999984741211 2020-01-06,56.11000061035156,51.27000045776367,46.43000030517578,53.75 2020-01-07,58.400001525878906,52.415000915527344,46.43000030517578,55.380001068115234 2020-01-08,58.400001525878906,52.560001373291016,46.720001220703125,58.09000015258789 2020-01-09,58.47999954223633,53.084999084472656,47.68999862670898,58.31999969482422 2020-01-10,58.47999954223633,53.89999961853027,49.31999969482422,57.470001220703125 2020-01-13,58.47999954223633,54.59000015258789,50.70000076293945,57.0099983215332 2020-01-14,58.47999954223633,55.42499923706055,52.369998931884766,57.79999923706055 2020-01-15,58.47999954223633,55.42499923706055,52.369998931884766,57.02999877929688 2020-01-16,58.47999954223633,55.42499923706055,52.369998931884766,56.79999923706055 2020-01-17,58.47999954223633,55.56999969482422,52.65999984741211,58.02000045776367 2020-01-21,59.18000030517578,55.920000076293945,52.65999984741211,57.369998931884766 2020-01-22,60.25,56.454999923706055,52.65999984741211,59.52000045776367 2020-01-23,60.560001373291016,56.61000061035156,52.65999984741211,60.33000183105469 2020-01-24,60.560001373291016,56.61000061035156,52.65999984741211,60.0 2020-01-27,60.560001373291016,56.61000061035156,52.65999984741211,55.150001525878906 2020-01-28,60.560001373291016,56.61000061035156,52.65999984741211,56.25 2020-01-29,60.560001373291016,56.670000076293945,52.77999877929688,55.9900016784668 2020-01-30,60.560001373291016,56.86000061035156,53.15999984741211,54.18000030517578 2020-01-31,60.560001373291016,56.630001068115234,52.70000076293945,55.150001525878906 2020-02-03,60.560001373291016,56.630001068115234,52.70000076293945,53.25 2020-02-04,60.560001373291016,56.630001068115234,52.70000076293945,55.290000915527344 2020-02-05,60.560001373291016,56.630001068115234,52.70000076293945,57.02000045776367 2020-02-06,60.560001373291016,56.630001068115234,52.70000076293945,58.08000183105469 2020-02-07,60.560001373291016,56.630001068115234,52.70000076293945,57.970001220703125 2020-02-10,60.560001373291016,56.630001068115234,52.70000076293945,56.29999923706055 2020-02-11,60.560001373291016,56.630001068115234,52.70000076293945,57.880001068115234 2020-02-12,61.18999862670898,56.94499969482422,52.70000076293945,59.040000915527344 2020-02-13,61.18999862670898,56.94499969482422,52.70000076293945,59.0099983215332 2020-02-14,61.18999862670898,56.94499969482422,52.70000076293945,60.15999984741211 2020-02-18,61.18999862670898,56.94499969482422,52.70000076293945,57.06999969482422 2020-02-19,61.18999862670898,56.94499969482422,52.70000076293945,58.58000183105469 2020-02-20,61.18999862670898,56.94499969482422,52.70000076293945,59.880001068115234 2020-02-21,61.18999862670898,56.94499969482422,52.70000076293945,58.630001068115234 2020-02-24,61.18999862670898,56.89999961853027,52.61000061035156,53.310001373291016 2020-02-25,61.18999862670898,56.369998931884766,51.54999923706055,54.84000015258789 2020-02-26,61.18999862670898,56.369998931884766,51.54999923706055,52.650001525878906 2020-02-27,61.18999862670898,55.59000015258789,49.9900016784668,50.630001068115234 2020-02-28,61.18999862670898,54.78999900817871,48.38999938964844,48.650001525878906 2020-03-02,61.18999862670898,54.78999900817871,48.38999938964844,53.20000076293945 2020-03-03,61.18999862670898,54.78999900817871,48.38999938964844,54.59999847412109 2020-03-04,61.18999862670898,54.78999900817871,48.38999938964844,53.02000045776367 2020-03-05,61.18999862670898,54.78999900817871,48.38999938964844,53.45000076293945 2020-03-06,61.18999862670898,54.78999900817871,48.38999938964844,52.20000076293945 2020-03-09,61.18999862670898,53.05499839782715,44.91999816894531,45.47999954223633 2020-03-10,61.18999862670898,53.05499839782715,44.91999816894531,48.150001525878906 2020-03-11,61.18999862670898,52.01999855041503,42.84999847412109,46.20000076293945 2020-03-12,60.630001068115234,49.31500053405762,38.0,39.400001525878906 2020-03-13,60.560001373291016,49.28000068664551,38.0,41.56999969482422 2020-03-16,60.25,47.35000038146973,34.45000076293945,37.34999847412109 2020-03-17,60.25,47.135000228881836,34.02000045776367,35.4900016784668 2020-03-18,59.9900016784668,45.5600004196167,31.1299991607666,34.2599983215332 2020-03-19,58.72999954223633,44.929999351501465,31.1299991607666,34.65999984741211 2020-03-20,55.61000061035156,43.36999988555908,31.1299991607666,37.77000045776367 2020-03-23,55.61000061035156,43.36999988555908,31.1299991607666,36.9900016784668 2020-03-24,55.61000061035156,43.36999988555908,31.1299991607666,41.81999969482422 2020-03-25,55.61000061035156,43.36999988555908,31.1299991607666,43.90999984741211 2020-03-26,55.61000061035156,43.36999988555908,31.1299991607666,44.900001525878906 2020-03-27,55.61000061035156,43.36999988555908,31.1299991607666,43.25 2020-03-30,55.61000061035156,43.36999988555908,31.1299991607666,44.16999816894531 2020-03-31,55.61000061035156,43.36999988555908,31.1299991607666,44.400001525878906 2020-04-01,55.61000061035156,43.36999988555908,31.1299991607666,40.54999923706055 2020-04-02,53.18999862670898,42.15999889373779,31.1299991607666,39.790000915527344 2020-04-03,48.59999847412109,39.86499881744385,31.1299991607666,40.970001220703125 2020-04-06,48.2599983215332,39.6949987411499,31.1299991607666,43.34999847412109 2020-04-07,48.369998931884766,39.749999046325684,31.1299991607666,48.09000015258789 2020-04-08,48.68999862670898,39.90999889373779,31.1299991607666,47.08000183105469 2020-04-09,49.810001373291016,40.47000026702881,31.1299991607666,49.29999923706055 2020-04-13,49.810001373291016,40.47000026702881,31.1299991607666,44.900001525878906 2020-04-14,49.810001373291016,40.47000026702881,31.1299991607666,47.0 2020-04-15,49.810001373291016,40.47000026702881,31.1299991607666,46.400001525878906 2020-04-16,49.810001373291016,41.73000144958496,33.650001525878906,47.02000045776367 2020-04-17,49.810001373291016,42.75,35.689998626708984,46.77999877929688 2020-04-20,49.810001373291016,42.75,35.689998626708984,44.52000045776367 2020-04-21,49.810001373291016,44.57000160217285,39.33000183105469,43.0 2020-04-22,49.810001373291016,44.57000160217285,39.33000183105469,43.11000061035156 2020-04-23,49.810001373291016,44.57000160217285,39.33000183105469,43.81999969482422 2020-04-24,49.810001373291016,44.57000160217285,39.33000183105469,43.79999923706055 2020-04-27,49.810001373291016,44.57000160217285,39.33000183105469,45.0 2020-04-28,49.810001373291016,44.57000160217285,39.33000183105469,46.209999084472656 2020-04-29,50.13999938964844,44.73500061035156,39.33000183105469,46.58000183105469 2020-04-30,50.13999938964844,44.829999923706055,39.52000045776367,49.47999954223633 2020-05-01,50.13999938964844,45.34499931335449,40.54999923706055,46.36000061035156 2020-05-04,50.13999938964844,45.66499900817871,41.18999862670898,44.18999862670898 2020-05-05,50.13999938964844,45.66499900817871,41.18999862670898,45.45000076293945 2020-05-06,50.13999938964844,45.66499900817871,41.18999862670898,46.06999969482422 2020-05-07,50.13999938964844,45.66499900817871,41.18999862670898,47.119998931884766 2020-05-08,50.13999938964844,45.66499900817871,41.18999862670898,47.290000915527344 2020-05-11,50.13999938964844,45.66499900817871,41.18999862670898,47.7400016784668 2020-05-12,50.13999938964844,45.66499900817871,41.18999862670898,48.52000045776367 2020-05-13,50.13999938964844,45.66499900817871,41.18999862670898,45.869998931884766 2020-05-14,50.13999938964844,45.66499900817871,41.18999862670898,43.060001373291016 2020-05-15,50.13999938964844,45.66499900817871,41.18999862670898,43.27999877929688 2020-05-18,50.13999938964844,45.66499900817871,41.18999862670898,45.83000183105469 2020-05-19,50.13999938964844,46.32499885559082,42.5099983215332,45.77999877929688 2020-05-20,50.13999938964844,46.32499885559082,42.5099983215332,46.5099983215332 2020-05-21,50.13999938964844,46.32499885559082,42.5099983215332,46.5 2020-05-22,50.13999938964844,46.32499885559082,42.5099983215332,45.150001525878906 2020-05-26,50.13999938964844,46.32499885559082,42.5099983215332,46.220001220703125 2020-05-27,50.13999938964844,46.32499885559082,42.5099983215332,45.95000076293945 2020-05-28,49.58000183105469,46.045000076293945,42.5099983215332,48.70000076293945 2020-05-29,49.58000183105469,46.045000076293945,42.5099983215332,46.619998931884766 2020-06-01,49.58000183105469,46.045000076293945,42.5099983215332,47.4900016784668 2020-06-02,49.58000183105469,46.045000076293945,42.5099983215332,46.4900016784668 2020-06-03,49.58000183105469,46.045000076293945,42.5099983215332,48.040000915527344 2020-06-04,51.97999954223633,47.244998931884766,42.5099983215332,48.86000061035156 2020-06-05,54.81999969482422,48.66499900817871,42.5099983215332,52.65999984741211 2020-06-08,54.81999969482422,48.66499900817871,42.5099983215332,54.5 2020-06-09,54.81999969482422,48.66499900817871,42.5099983215332,52.650001525878906 2020-06-10,54.81999969482422,48.66499900817871,42.5099983215332,52.91999816894531 2020-06-11,54.81999969482422,48.66499900817871,42.5099983215332,50.41999816894531 2020-06-12,54.81999969482422,49.03000068664551,43.2400016784668,50.290000915527344 2020-06-15,54.81999969482422,49.36000061035156,43.900001525878906,47.36000061035156 2020-06-16,54.81999969482422,49.36000061035156,43.900001525878906,51.15999984741211 2020-06-17,54.81999969482422,49.36000061035156,43.900001525878906,51.29999923706055 2020-06-18,54.81999969482422,49.36000061035156,43.900001525878906,50.5 2020-06-19,54.81999969482422,49.36000061035156,43.900001525878906,51.15999984741211 2020-06-22,54.81999969482422,49.36000061035156,43.900001525878906,51.09999847412109 2020-06-23,54.81999969482422,49.36000061035156,43.900001525878906,50.68999862670898 2020-06-24,54.81999969482422,50.19499969482422,45.56999969482422,49.650001525878906 2020-06-25,54.81999969482422,50.19499969482422,45.56999969482422,48.2400016784668 2020-06-26,54.81999969482422,50.19499969482422,45.56999969482422,49.150001525878906 2020-06-29,54.81999969482422,50.19499969482422,45.56999969482422,48.68999862670898 " 3252,US,technical,"During January 20, 2022 to November 28, 2022, what percentage of days had Molson Coors Beverage Company's open price greater the upper channel of Donchian Channel? (Standard parameters: 20-period high/low, middle band is their average) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.0,medium,channel,Upper = max_{i=0}^{n-1} H_{t-i}; Lower = min_{i=0}^{n-1} L_{t-i}; Middle = (Upper + Lower) / 2,"date,high,low,open 2021-12-22,45.33000183105469,44.540000915527344,44.540000915527344 2021-12-23,45.650001525878906,44.88999938964844,44.88999938964844 2021-12-27,45.77000045776367,45.209999084472656,45.540000915527344 2021-12-28,46.11000061035156,45.41999816894531,45.41999816894531 2021-12-29,46.02000045776367,45.58000183105469,45.59000015258789 2021-12-30,46.369998931884766,45.84000015258789,46.20000076293945 2021-12-31,46.5099983215332,45.63999938964844,45.77999877929688 2022-01-03,47.380001068115234,46.470001220703125,46.540000915527344 2022-01-04,49.16999816894531,47.59999847412109,47.79999923706055 2022-01-05,50.040000915527344,49.0099983215332,49.08000183105469 2022-01-06,50.540000915527344,49.310001373291016,50.08000183105469 2022-01-07,50.97999954223633,49.84999847412109,49.869998931884766 2022-01-10,51.33000183105469,49.060001373291016,50.70000076293945 2022-01-11,49.47999954223633,48.33000183105469,49.18000030517578 2022-01-12,49.25,48.27999877929688,49.220001220703125 2022-01-13,50.459999084472656,48.900001525878906,49.150001525878906 2022-01-14,51.90999984741211,49.869998931884766,50.04999923706055 2022-01-18,52.150001525878906,51.29999923706055,51.59999847412109 2022-01-19,51.88999938964844,50.20000076293945,51.77000045776367 2022-01-20,50.45000076293945,49.209999084472656,49.93999862670898 2022-01-21,49.91999816894531,48.40999984741211,49.720001220703125 2022-01-24,50.02999877929688,47.95000076293945,48.130001068115234 2022-01-25,50.400001525878906,48.619998931884766,49.56999969482422 2022-01-26,50.560001373291016,47.83000183105469,50.09000015258789 2022-01-27,49.70000076293945,47.86000061035156,48.459999084472656 2022-01-28,48.27999877929688,47.209999084472656,47.65999984741211 2022-01-31,48.09999847412109,47.25,47.54999923706055 2022-02-01,48.52999877929688,47.34000015258789,47.58000183105469 2022-02-02,48.59000015258789,47.7599983215332,48.18999862670898 2022-02-03,49.27999877929688,48.2400016784668,48.56999969482422 2022-02-04,48.66999816894531,47.34000015258789,48.5099983215332 2022-02-07,48.09999847412109,47.34999847412109,47.93999862670898 2022-02-08,48.93999862670898,47.77999877929688,47.91999816894531 2022-02-09,49.40999984741211,48.61000061035156,48.650001525878906 2022-02-10,49.70000076293945,48.68000030517578,48.91999816894531 2022-02-11,50.0,49.060001373291016,49.18000030517578 2022-02-14,50.119998931884766,48.68999862670898,50.06999969482422 2022-02-15,50.16999816894531,49.27999877929688,49.43999862670898 2022-02-16,50.369998931884766,49.150001525878906,49.45000076293945 2022-02-17,49.36000061035156,48.45000076293945,49.13999938964844 2022-02-18,49.5099983215332,48.470001220703125,48.470001220703125 2022-02-22,49.16999816894531,48.540000915527344,48.81999969482422 2022-02-23,51.2400016784668,48.290000915527344,49.25 2022-02-24,50.93000030517578,47.63999938964844,50.93000030517578 2022-02-25,52.95000076293945,49.93999862670898,50.09000015258789 2022-02-28,52.29999923706055,51.13999938964844,51.310001373291016 2022-03-01,52.060001373291016,49.119998931884766,51.7599983215332 2022-03-02,51.459999084472656,50.27000045776367,50.59999847412109 2022-03-03,51.84999847412109,50.72999954223633,51.61000061035156 2022-03-04,50.90999984741211,49.650001525878906,49.900001525878906 2022-03-07,52.43000030517578,50.2599983215332,50.38999938964844 2022-03-08,52.86000061035156,50.880001068115234,52.11000061035156 2022-03-09,53.810001373291016,51.84999847412109,52.90999984741211 2022-03-10,52.09999847412109,50.02999877929688,51.91999816894531 2022-03-11,51.58000183105469,50.75,50.75 2022-03-14,51.540000915527344,50.27999877929688,51.5 2022-03-15,51.380001068115234,50.36000061035156,51.13999938964844 2022-03-16,52.18999862670898,50.880001068115234,51.13999938964844 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2022-02-11,52.150001525878906,49.68000030517578,47.209999084472656,49.18000030517578 2022-02-14,52.150001525878906,49.68000030517578,47.209999084472656,50.06999969482422 2022-02-15,51.88999938964844,49.54999923706055,47.209999084472656,49.43999862670898 2022-02-16,50.560001373291016,48.885000228881836,47.209999084472656,49.45000076293945 2022-02-17,50.560001373291016,48.885000228881836,47.209999084472656,49.13999938964844 2022-02-18,50.560001373291016,48.885000228881836,47.209999084472656,48.470001220703125 2022-02-22,50.560001373291016,48.885000228881836,47.209999084472656,48.81999969482422 2022-02-23,51.2400016784668,49.22500038146973,47.209999084472656,49.25 2022-02-24,51.2400016784668,49.22500038146973,47.209999084472656,50.93000030517578 2022-02-25,52.95000076293945,50.079999923706055,47.209999084472656,50.09000015258789 2022-02-28,52.95000076293945,50.10000038146973,47.25,51.310001373291016 2022-03-01,52.95000076293945,50.14500045776367,47.34000015258789,51.7599983215332 2022-03-02,52.95000076293945,50.14500045776367,47.34000015258789,50.59999847412109 2022-03-03,52.95000076293945,50.14500045776367,47.34000015258789,51.61000061035156 2022-03-04,52.95000076293945,50.14500045776367,47.34000015258789,49.900001525878906 2022-03-07,52.95000076293945,50.14999961853027,47.34999847412109,50.38999938964844 2022-03-08,52.95000076293945,50.295000076293945,47.63999938964844,52.11000061035156 2022-03-09,53.810001373291016,50.72500038146973,47.63999938964844,52.90999984741211 2022-03-10,53.810001373291016,50.72500038146973,47.63999938964844,51.91999816894531 2022-03-11,53.810001373291016,50.72500038146973,47.63999938964844,50.75 2022-03-14,53.810001373291016,50.72500038146973,47.63999938964844,51.5 2022-03-15,53.810001373291016,50.72500038146973,47.63999938964844,51.13999938964844 2022-03-16,53.810001373291016,50.72500038146973,47.63999938964844,51.13999938964844 2022-03-17,53.810001373291016,50.72500038146973,47.63999938964844,51.97999954223633 2022-03-18,53.810001373291016,50.72500038146973,47.63999938964844,52.29999923706055 2022-03-21,53.91999816894531,50.779998779296875,47.63999938964844,53.15999984741211 2022-03-22,53.91999816894531,50.779998779296875,47.63999938964844,53.0 2022-03-23,53.91999816894531,50.779998779296875,47.63999938964844,53.040000915527344 2022-03-24,53.91999816894531,51.51999855041504,49.119998931884766,52.630001068115234 2022-03-25,53.9900016784668,51.55500030517578,49.119998931884766,53.0099983215332 2022-03-28,53.9900016784668,51.55500030517578,49.119998931884766,53.959999084472656 2022-03-29,54.65999984741211,52.15500068664551,49.650001525878906,53.869998931884766 2022-03-30,54.65999984741211,52.15500068664551,49.650001525878906,53.95000076293945 2022-03-31,54.65999984741211,52.15500068664551,49.650001525878906,53.93999862670898 2022-04-01,54.65999984741211,52.34499931335449,50.02999877929688,53.38999938964844 2022-04-04,54.65999984741211,52.34499931335449,50.02999877929688,52.25 2022-04-05,54.65999984741211,52.34499931335449,50.02999877929688,51.68999862670898 2022-04-06,54.65999984741211,52.34499931335449,50.02999877929688,51.29999923706055 2022-04-07,54.65999984741211,52.21500015258789,49.77000045776367,50.65999984741211 2022-04-08,54.65999984741211,52.21500015258789,49.77000045776367,50.93000030517578 2022-04-11,54.65999984741211,52.21500015258789,49.77000045776367,51.810001373291016 2022-04-12,54.65999984741211,52.21500015258789,49.77000045776367,52.880001068115234 2022-04-13,54.65999984741211,52.21500015258789,49.77000045776367,53.709999084472656 2022-04-14,55.810001373291016,52.790000915527344,49.77000045776367,54.5 2022-04-18,56.400001525878906,53.08500099182129,49.77000045776367,55.709999084472656 2022-04-19,56.400001525878906,53.08500099182129,49.77000045776367,55.810001373291016 2022-04-20,57.16999816894531,53.46999931335449,49.77000045776367,56.08000183105469 2022-04-21,57.45000076293945,53.61000061035156,49.77000045776367,56.95000076293945 2022-04-22,57.45000076293945,53.61000061035156,49.77000045776367,55.5099983215332 2022-04-25,57.45000076293945,53.61000061035156,49.77000045776367,53.75 2022-04-26,57.45000076293945,53.61000061035156,49.77000045776367,54.310001373291016 2022-04-27,57.45000076293945,53.61000061035156,49.77000045776367,54.16999816894531 2022-04-28,57.45000076293945,53.61000061035156,49.77000045776367,54.20000076293945 2022-04-29,57.45000076293945,53.61000061035156,49.77000045776367,55.220001220703125 2022-05-02,57.45000076293945,53.61000061035156,49.77000045776367,54.52000045776367 2022-05-03,57.45000076293945,53.61000061035156,49.77000045776367,54.95000076293945 2022-05-04,57.45000076293945,53.61000061035156,49.77000045776367,52.68000030517578 2022-05-05,57.45000076293945,53.61000061035156,49.77000045776367,52.7599983215332 2022-05-06,57.45000076293945,54.02000045776367,50.59000015258789,52.70000076293945 2022-05-09,57.45000076293945,54.34000015258789,51.22999954223633,52.880001068115234 2022-05-10,57.45000076293945,54.34000015258789,51.22999954223633,53.81999969482422 2022-05-11,57.45000076293945,54.34000015258789,51.22999954223633,55.209999084472656 2022-05-12,57.45000076293945,54.34000015258789,51.22999954223633,55.869998931884766 2022-05-13,57.45000076293945,54.34000015258789,51.22999954223633,56.06999969482422 2022-05-16,57.45000076293945,54.34000015258789,51.22999954223633,55.88999938964844 2022-05-17,57.45000076293945,54.34000015258789,51.22999954223633,56.25 2022-05-18,57.45000076293945,54.34000015258789,51.22999954223633,55.33000183105469 2022-05-19,56.959999084472656,53.63999938964844,50.31999969482422,51.77000045776367 2022-05-20,56.959999084472656,53.5,50.040000915527344,51.20000076293945 2022-05-23,56.959999084472656,53.5,50.040000915527344,51.959999084472656 2022-05-24,56.959999084472656,53.5,50.040000915527344,52.09999847412109 2022-05-25,56.959999084472656,53.5,50.040000915527344,53.83000183105469 2022-05-26,56.959999084472656,53.5,50.040000915527344,54.75 2022-05-27,56.959999084472656,53.5,50.040000915527344,54.52999877929688 2022-05-31,56.959999084472656,53.5,50.040000915527344,54.95000076293945 2022-06-01,56.959999084472656,53.5,50.040000915527344,55.97999954223633 2022-06-02,56.959999084472656,53.5,50.040000915527344,54.43999862670898 2022-06-03,56.959999084472656,53.5,50.040000915527344,53.75 2022-06-06,56.959999084472656,53.5,50.040000915527344,53.970001220703125 2022-06-07,56.959999084472656,53.5,50.040000915527344,53.72999954223633 2022-06-08,56.959999084472656,53.5,50.040000915527344,54.38999938964844 2022-06-09,56.93999862670898,53.489999771118164,50.040000915527344,53.959999084472656 2022-06-10,56.93999862670898,53.489999771118164,50.040000915527344,51.52000045776367 2022-06-13,56.93999862670898,53.489999771118164,50.040000915527344,51.68999862670898 2022-06-14,56.43999862670898,53.239999771118164,50.040000915527344,50.650001525878906 2022-06-15,56.130001068115234,53.08500099182129,50.040000915527344,51.83000183105469 2022-06-16,56.130001068115234,53.08500099182129,50.040000915527344,51.0099983215332 2022-06-17,56.130001068115234,52.795000076293945,49.459999084472656,50.77000045776367 2022-06-21,56.130001068115234,52.795000076293945,49.459999084472656,49.88999938964844 2022-06-22,56.130001068115234,52.795000076293945,49.459999084472656,51.63999938964844 2022-06-23,56.130001068115234,52.795000076293945,49.459999084472656,52.720001220703125 2022-06-24,56.130001068115234,52.795000076293945,49.459999084472656,54.220001220703125 2022-06-27,56.130001068115234,52.795000076293945,49.459999084472656,55.7400016784668 2022-06-28,57.75,53.60499954223633,49.459999084472656,56.59999847412109 2022-06-29,57.75,53.60499954223633,49.459999084472656,55.7400016784668 2022-06-30,57.75,53.60499954223633,49.459999084472656,54.83000183105469 2022-07-01,57.75,53.60499954223633,49.459999084472656,54.47999954223633 2022-07-05,57.75,53.60499954223633,49.459999084472656,55.11000061035156 2022-07-06,57.75,53.60499954223633,49.459999084472656,55.36000061035156 2022-07-07,57.75,53.60499954223633,49.459999084472656,55.2400016784668 2022-07-08,57.75,53.60499954223633,49.459999084472656,54.86000061035156 2022-07-11,57.75,53.60499954223633,49.459999084472656,55.20000076293945 2022-07-12,58.41999816894531,53.939998626708984,49.459999084472656,56.040000915527344 2022-07-13,58.65999984741211,54.05999946594238,49.459999084472656,57.5 2022-07-14,58.65999984741211,54.05999946594238,49.459999084472656,57.29999923706055 2022-07-15,58.93999862670898,54.19999885559082,49.459999084472656,58.619998931884766 2022-07-18,59.380001068115234,54.420000076293945,49.459999084472656,58.79999923706055 2022-07-19,59.380001068115234,54.6200008392334,49.86000061035156,58.619998931884766 2022-07-20,59.380001068115234,55.44000053405762,51.5,58.380001068115234 2022-07-21,59.380001068115234,55.9950008392334,52.61000061035156,57.59000015258789 2022-07-22,59.380001068115234,56.64999961853027,53.91999816894531,56.959999084472656 2022-07-25,59.380001068115234,56.760000228881836,54.13999938964844,58.11000061035156 2022-07-26,59.380001068115234,56.760000228881836,54.13999938964844,57.970001220703125 2022-07-27,59.380001068115234,56.760000228881836,54.13999938964844,58.08000183105469 2022-07-28,59.380001068115234,56.760000228881836,54.13999938964844,58.61000061035156 2022-07-29,59.84999847412109,57.02499961853027,54.20000076293945,59.040000915527344 2022-08-01,60.119998931884766,57.204999923706055,54.290000915527344,59.4900016784668 2022-08-02,60.119998931884766,56.6299991607666,53.13999938964844,57.0099983215332 2022-08-03,60.119998931884766,56.6299991607666,53.13999938964844,53.45000076293945 2022-08-04,60.119998931884766,56.47999954223633,52.84000015258789,53.91999816894531 2022-08-05,60.119998931884766,56.35499954223633,52.59000015258789,52.93999862670898 2022-08-08,60.119998931884766,56.35499954223633,52.59000015258789,54.119998931884766 2022-08-09,60.119998931884766,56.35499954223633,52.59000015258789,55.0 2022-08-10,60.119998931884766,56.35499954223633,52.59000015258789,55.43999862670898 2022-08-11,60.119998931884766,56.35499954223633,52.59000015258789,55.9900016784668 2022-08-12,60.119998931884766,56.35499954223633,52.59000015258789,56.84999847412109 2022-08-15,60.119998931884766,56.35499954223633,52.59000015258789,56.40999984741211 2022-08-16,60.119998931884766,56.35499954223633,52.59000015258789,56.43999862670898 2022-08-17,60.119998931884766,56.35499954223633,52.59000015258789,56.040000915527344 2022-08-18,60.119998931884766,56.35499954223633,52.59000015258789,55.61000061035156 2022-08-19,60.119998931884766,56.35499954223633,52.59000015258789,55.83000183105469 2022-08-22,60.119998931884766,56.35499954223633,52.59000015258789,55.75 2022-08-23,60.119998931884766,56.35499954223633,52.59000015258789,55.56999969482422 2022-08-24,60.119998931884766,56.35499954223633,52.59000015258789,55.970001220703125 2022-08-25,60.119998931884766,56.35499954223633,52.59000015258789,56.630001068115234 2022-08-26,60.119998931884766,56.35499954223633,52.59000015258789,55.70000076293945 2022-08-29,57.59000015258789,55.09000015258789,52.59000015258789,53.56999969482422 2022-08-30,57.59000015258789,54.88999938964844,52.18999862670898,53.400001525878906 2022-08-31,57.59000015258789,54.4950008392334,51.400001525878906,52.34000015258789 2022-09-01,57.59000015258789,54.02000045776367,50.45000076293945,50.959999084472656 2022-09-02,57.59000015258789,54.02000045776367,50.45000076293945,51.93999862670898 2022-09-06,57.59000015258789,54.02000045776367,50.45000076293945,52.27000045776367 2022-09-07,57.59000015258789,54.02000045776367,50.45000076293945,51.47999954223633 2022-09-08,57.59000015258789,54.02000045776367,50.45000076293945,52.02000045776367 2022-09-09,57.060001373291016,53.755001068115234,50.45000076293945,52.16999816894531 2022-09-12,56.869998931884766,53.65999984741211,50.45000076293945,52.61000061035156 2022-09-13,56.869998931884766,53.65999984741211,50.45000076293945,52.650001525878906 2022-09-14,56.869998931884766,53.56999969482422,50.27000045776367,51.2599983215332 2022-09-15,56.869998931884766,53.56999969482422,50.27000045776367,50.68000030517578 2022-09-16,56.869998931884766,53.454999923706055,50.040000915527344,50.869998931884766 2022-09-19,56.869998931884766,53.43499946594238,50.0,50.0 2022-09-20,56.869998931884766,53.21500015258789,49.560001373291016,50.810001373291016 2022-09-21,56.869998931884766,53.079999923706055,49.290000915527344,50.08000183105469 2022-09-22,56.869998931884766,52.98499870300293,49.09999847412109,49.540000915527344 2022-09-23,55.900001525878906,51.375,46.84999847412109,48.2599983215332 2022-09-26,53.75,50.29999923706055,46.84999847412109,47.310001373291016 2022-09-27,53.560001373291016,50.204999923706055,46.84999847412109,47.93999862670898 2022-09-28,53.43000030517578,50.13999938964844,46.84999847412109,47.810001373291016 2022-09-29,53.43000030517578,50.13999938964844,46.84999847412109,48.45000076293945 2022-09-30,53.43000030517578,50.13999938964844,46.84999847412109,48.34999847412109 2022-10-03,53.43000030517578,50.13999938964844,46.84999847412109,48.290000915527344 2022-10-04,53.43000030517578,50.13999938964844,46.84999847412109,49.02999877929688 2022-10-05,53.43000030517578,50.13999938964844,46.84999847412109,48.66999816894531 2022-10-06,53.43000030517578,50.13999938964844,46.84999847412109,48.25 2022-10-07,53.43000030517578,50.05999946594238,46.68999862670898,47.52000045776367 2022-10-10,53.02999877929688,49.85999870300293,46.68999862670898,47.150001525878906 2022-10-11,51.58000183105469,49.135000228881836,46.68999862670898,47.34000015258789 2022-10-12,51.380001068115234,49.03499984741211,46.68999862670898,48.02000045776367 2022-10-13,51.27999877929688,48.98499870300293,46.68999862670898,48.27999877929688 2022-10-14,51.27999877929688,48.98499870300293,46.68999862670898,49.619998931884766 2022-10-17,50.810001373291016,48.75,46.68999862670898,49.459999084472656 2022-10-18,50.54999923706055,48.619998931884766,46.68999862670898,49.68000030517578 2022-10-19,49.959999084472656,48.32499885559082,46.68999862670898,49.09999847412109 2022-10-20,49.959999084472656,48.32499885559082,46.68999862670898,48.43000030517578 2022-10-21,49.959999084472656,48.32499885559082,46.68999862670898,48.41999816894531 2022-10-24,50.27999877929688,48.48499870300293,46.68999862670898,49.4900016784668 2022-10-25,50.75,48.71999931335449,46.68999862670898,49.72999954223633 2022-10-26,51.09999847412109,48.89499855041503,46.68999862670898,50.59999847412109 2022-10-27,51.09999847412109,48.89499855041503,46.68999862670898,50.31999969482422 2022-10-28,51.130001068115234,48.90999984741211,46.68999862670898,50.119998931884766 2022-10-31,51.56999969482422,49.1299991607666,46.68999862670898,51.15999984741211 2022-11-01,51.56999969482422,49.1299991607666,46.68999862670898,50.34999847412109 2022-11-02,51.56999969482422,49.1299991607666,46.68999862670898,49.130001068115234 2022-11-03,51.56999969482422,49.1299991607666,46.68999862670898,48.84999847412109 2022-11-04,51.56999969482422,49.19499969482422,46.81999969482422,50.150001525878906 2022-11-07,51.880001068115234,49.35000038146973,46.81999969482422,51.5099983215332 2022-11-08,51.880001068115234,49.39000129699707,46.900001525878906,51.0 2022-11-09,51.880001068115234,49.39000129699707,46.900001525878906,51.040000915527344 2022-11-10,52.11000061035156,49.505001068115234,46.900001525878906,50.900001525878906 2022-11-11,52.13999938964844,49.52000045776367,46.900001525878906,51.459999084472656 2022-11-14,52.63999938964844,49.77000045776367,46.900001525878906,51.900001525878906 2022-11-15,52.63999938964844,49.77000045776367,46.900001525878906,52.150001525878906 2022-11-16,52.63999938964844,49.77000045776367,46.900001525878906,52.27000045776367 2022-11-17,53.06999969482422,49.98500061035156,46.900001525878906,51.619998931884766 2022-11-18,53.7400016784668,50.32000160217285,46.900001525878906,53.56999969482422 2022-11-21,54.619998931884766,50.760000228881836,46.900001525878906,53.09000015258789 2022-11-22,55.150001525878906,51.025001525878906,46.900001525878906,54.650001525878906 2022-11-23,55.310001373291016,51.10500144958496,46.900001525878906,54.88999938964844 2022-11-25,55.650001525878906,51.275001525878906,46.900001525878906,55.27000045776367 2022-11-28,55.70000076293945,51.30000114440918,46.900001525878906,55.16999816894531 " 3253,US,technical,"For GoDaddy from February 26, 2023 to April 23, 2023, what percentage of days had the open greater than the Donchian Channel middle channel? (Unit: %) (Standard parameters: 20-period high/low, middle band is their average) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",53.8462,medium,channel,Upper = max_{i=0}^{n-1} H_{t-i}; Lower = min_{i=0}^{n-1} L_{t-i}; Middle = (Upper + Lower) / 2,"date,high,low,open 2023-01-30,82.19999694824219,81.08000183105469,81.75 2023-01-31,82.48999786376953,81.38999938964844,81.7300033569336 2023-02-01,83.2030029296875,81.48999786376953,82.1500015258789 2023-02-02,85.31999969482422,83.51000213623047,84.1500015258789 2023-02-03,83.93000030517578,82.16999816894531,82.30999755859375 2023-02-06,83.04499816894531,81.11000061035156,82.58000183105469 2023-02-07,83.66000366210938,80.05999755859375,80.75 2023-02-08,83.41000366210938,82.08999633789062,83.22000122070312 2023-02-09,83.43000030517578,81.13999938964844,82.80999755859375 2023-02-10,81.25,79.56999969482422,81.08000183105469 2023-02-13,82.33000183105469,80.18000030517578,81.1500015258789 2023-02-14,81.92500305175781,80.25,80.61000061035156 2023-02-15,82.80000305175781,79.54000091552734,81.86000061035156 2023-02-16,81.0199966430664,78.61000061035156,78.66999816894531 2023-02-17,78.91000366210938,76.81999969482422,78.86000061035156 2023-02-21,77.1449966430664,76.06500244140625,76.70999908447266 2023-02-22,77.66000366210938,76.0,76.0 2023-02-23,77.69999694824219,76.04000091552734,77.69999694824219 2023-02-24,77.37000274658203,74.97000122070312,75.0 2023-02-27,76.6500015258789,75.77999877929688,76.27999877929688 2023-02-28,76.8499984741211,75.5999984741211,75.73999786376953 2023-03-01,76.19999694824219,75.25,75.68000030517578 2023-03-02,75.72000122070312,74.45999908447266,75.5 2023-03-03,76.62999725341797,75.36000061035156,75.55000305175781 2023-03-06,76.9000015258789,75.73999786376953,76.16000366210938 2023-03-07,77.01499938964844,74.92500305175781,75.87999725341797 2023-03-08,76.19499969482422,75.29000091552734,75.79000091552734 2023-03-09,76.38999938964844,74.95999908447266,76.0199966430664 2023-03-10,74.75,72.1449966430664,74.33999633789062 2023-03-13,73.02999877929688,71.36000061035156,71.62999725341797 2023-03-14,73.4800033569336,71.9800033569336,72.66000366210938 2023-03-15,72.30500030517578,71.06999969482422,71.62999725341797 2023-03-16,73.36000061035156,72.0,72.36000061035156 2023-03-17,73.91000366210938,72.30999755859375,72.70999908447266 2023-03-20,74.4000015258789,72.2699966430664,72.87999725341797 2023-03-21,74.5,72.81999969482422,73.30999755859375 2023-03-22,75.13999938964844,73.38999938964844,74.4800033569336 2023-03-23,74.71499633789062,73.18000030517578,74.2699966430664 2023-03-24,74.56999969482422,73.1500015258789,73.79000091552734 2023-03-27,75.31999969482422,74.31999969482422,74.95999908447266 2023-03-28,75.30999755859375,74.19999694824219,74.47000122070312 2023-03-29,76.08000183105469,74.9800033569336,75.37000274658203 2023-03-30,76.51000213623047,75.1449966430664,75.47000122070312 2023-03-31,77.75,76.52999877929688,76.70999908447266 2023-04-03,77.74500274658203,76.70999908447266,77.12000274658203 2023-04-04,77.79000091552734,76.86000061035156,77.66999816894531 2023-04-05,77.80999755859375,76.28500366210938,77.26000213623047 2023-04-06,76.52999877929688,75.61000061035156,76.27999877929688 2023-04-10,76.38999938964844,75.55999755859375,75.7300033569336 2023-04-11,77.2750015258789,75.96499633789062,76.62000274658203 2023-04-12,77.77999877929688,76.05999755859375,77.30999755859375 2023-04-13,77.56500244140625,76.19000244140625,76.29000091552734 2023-04-14,77.65499877929688,76.55000305175781,76.70999908447266 2023-04-17,77.20999908447266,76.0999984741211,76.94000244140625 2023-04-18,78.04000091552734,76.93000030517578,77.8499984741211 2023-04-19,77.0,75.5999984741211,76.83000183105469 2023-04-20,77.12000274658203,75.26000213623047,75.61000061035156 2023-04-21,77.51000213623047,76.83300018310547,76.98999786376953 ","date,Upper,Middle,Lower,open 2023-02-27,85.31999969482422,80.14500045776367,74.97000122070312,76.27999877929688 2023-02-28,85.31999969482422,80.14500045776367,74.97000122070312,75.73999786376953 2023-03-01,85.31999969482422,80.14500045776367,74.97000122070312,75.68000030517578 2023-03-02,85.31999969482422,79.88999938964844,74.45999908447266,75.5 2023-03-03,83.93000030517578,79.19499969482422,74.45999908447266,75.55000305175781 2023-03-06,83.66000366210938,79.06000137329102,74.45999908447266,76.16000366210938 2023-03-07,83.66000366210938,79.06000137329102,74.45999908447266,75.87999725341797 2023-03-08,83.43000030517578,78.94499969482422,74.45999908447266,75.79000091552734 2023-03-09,83.43000030517578,78.94499969482422,74.45999908447266,76.0199966430664 2023-03-10,82.80000305175781,77.47249984741211,72.1449966430664,74.33999633789062 2023-03-13,82.80000305175781,77.08000183105469,71.36000061035156,71.62999725341797 2023-03-14,82.80000305175781,77.08000183105469,71.36000061035156,72.66000366210938 2023-03-15,82.80000305175781,76.93500137329102,71.06999969482422,71.62999725341797 2023-03-16,81.0199966430664,76.04499816894531,71.06999969482422,72.36000061035156 2023-03-17,78.91000366210938,74.9900016784668,71.06999969482422,72.70999908447266 2023-03-20,77.69999694824219,74.3849983215332,71.06999969482422,72.87999725341797 2023-03-21,77.69999694824219,74.3849983215332,71.06999969482422,73.30999755859375 2023-03-22,77.69999694824219,74.3849983215332,71.06999969482422,74.4800033569336 2023-03-23,77.37000274658203,74.22000122070312,71.06999969482422,74.2699966430664 2023-03-24,77.01499938964844,74.04249954223633,71.06999969482422,73.79000091552734 2023-03-27,77.01499938964844,74.04249954223633,71.06999969482422,74.95999908447266 2023-03-28,77.01499938964844,74.04249954223633,71.06999969482422,74.47000122070312 2023-03-29,77.01499938964844,74.04249954223633,71.06999969482422,75.37000274658203 2023-03-30,77.01499938964844,74.04249954223633,71.06999969482422,75.47000122070312 2023-03-31,77.75,74.40999984741211,71.06999969482422,76.70999908447266 2023-04-03,77.75,74.40999984741211,71.06999969482422,77.12000274658203 2023-04-04,77.79000091552734,74.43000030517578,71.06999969482422,77.66999816894531 2023-04-05,77.80999755859375,74.43999862670898,71.06999969482422,77.26000213623047 2023-04-06,77.80999755859375,74.43999862670898,71.06999969482422,76.27999877929688 2023-04-10,77.80999755859375,74.43999862670898,71.06999969482422,75.7300033569336 2023-04-11,77.80999755859375,74.43999862670898,71.06999969482422,76.62000274658203 2023-04-12,77.80999755859375,74.43999862670898,71.06999969482422,77.30999755859375 2023-04-13,77.80999755859375,74.90499877929688,72.0,76.29000091552734 2023-04-14,77.80999755859375,75.03999710083008,72.2699966430664,76.70999908447266 2023-04-17,77.80999755859375,75.03999710083008,72.2699966430664,76.94000244140625 2023-04-18,78.04000091552734,75.43000030517578,72.81999969482422,77.8499984741211 2023-04-19,78.04000091552734,75.59500122070312,73.1500015258789,76.83000183105469 2023-04-20,78.04000091552734,75.59500122070312,73.1500015258789,75.61000061035156 2023-04-21,78.04000091552734,75.59500122070312,73.1500015258789,76.98999786376953 " 3254,US,technical,"Calculate the percentage of days where TransDigm Group's high was greater than the upper channel of Donchian Channel from May 25, 2022 to September 16, 2022. (Standard parameters: 20-period high/low, middle band is their average) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.0,medium,channel,Upper = max_{i=0}^{n-1} H_{t-i}; Lower = min_{i=0}^{n-1} L_{t-i}; Middle = (Upper + Lower) / 2,"date,high,low,open 2022-04-28,624.239990234375,609.02001953125,620.5499877929688 2022-04-29,617.7999877929688,593.6099853515625,614.5499877929688 2022-05-02,607.4099731445312,586.1500244140625,594.989990234375 2022-05-03,613.0399780273438,597.2899780273438,607.75 2022-05-04,624.1799926757812,596.5800170898438,602.7899780273438 2022-05-05,617.4600219726562,591.5399780273438,616.760009765625 2022-05-06,598.8800048828125,576.52001953125,595.77001953125 2022-05-09,577.1699829101562,540.280029296875,575.7999877929688 2022-05-10,582.280029296875,550.9500122070312,564.0 2022-05-11,589.9199829101562,563.5399780273438,563.5399780273438 2022-05-12,570.5399780273438,537.5499877929688,569.0800170898438 2022-05-13,570.2000122070312,555.3099975585938,555.3099975585938 2022-05-16,565.3400268554688,545.780029296875,558.8800048828125 2022-05-17,566.7100219726562,549.2000122070312,557.0599975585938 2022-05-18,553.6300048828125,533.739990234375,547.0700073242188 2022-05-19,550.969970703125,531.22998046875,531.260009765625 2022-05-20,552.530029296875,538.2000122070312,548.2999877929688 2022-05-23,567.72998046875,552.3800048828125,555.739990234375 2022-05-24,582.1599731445312,561.5,573.3800048828125 2022-05-25,593.8300170898438,573.8800048828125,578.739990234375 2022-05-26,607.1699829101562,594.0,597.5 2022-05-27,614.1500244140625,601.4299926757812,602.5599975585938 2022-05-31,608.0,594.5900268554688,603.4099731445312 2022-06-01,608.239990234375,588.1099853515625,607.6400146484375 2022-06-02,616.8200073242188,598.510009765625,602.2000122070312 2022-06-03,617.969970703125,605.3900146484375,609.6500244140625 2022-06-06,628.4400024414062,615.2999877929688,625.2899780273438 2022-06-07,633.3400268554688,618.25,618.6400146484375 2022-06-08,627.8200073242188,614.8599853515625,627.0399780273438 2022-06-09,614.77001953125,605.7000122070312,614.77001953125 2022-06-10,598.6300048828125,580.0399780273438,593.8800048828125 2022-06-13,565.0,542.0700073242188,565.0 2022-06-14,549.97998046875,522.1300048828125,549.97998046875 2022-06-15,554.1300048828125,532.77001953125,536.2000122070312 2022-06-16,540.5599975585938,510.989990234375,536.239990234375 2022-06-17,523.9199829101562,500.0799865722656,500.4800109863281 2022-06-21,528.7100219726562,517.3300170898438,525.3499755859375 2022-06-22,535.1699829101562,513.8400268554688,513.8400268554688 2022-06-23,527.4500122070312,513.4600219726562,527.4500122070312 2022-06-24,539.1699829101562,525.0,525.0 2022-06-27,542.6699829101562,529.1900024414062,541.0 2022-06-28,551.6699829101562,532.0599975585938,538.6500244140625 2022-06-29,537.9400024414062,519.4600219726562,534.72998046875 2022-06-30,539.719970703125,515.0499877929688,519.97998046875 2022-07-01,542.6199951171875,530.5399780273438,534.3099975585938 2022-07-05,531.0999755859375,514.8099975585938,529.219970703125 2022-07-06,537.0,522.8599853515625,533.719970703125 2022-07-07,541.530029296875,532.719970703125,533.97998046875 2022-07-08,539.1099853515625,530.6300048828125,536.239990234375 2022-07-11,535.9199829101562,529.530029296875,530.0 2022-07-12,549.260009765625,530.6199951171875,530.6199951171875 2022-07-13,550.0900268554688,529.8900146484375,529.8900146484375 2022-07-14,539.280029296875,527.5399780273438,531.489990234375 2022-07-15,547.5499877929688,536.719970703125,545.8800048828125 2022-07-18,555.5999755859375,538.0399780273438,548.1300048828125 2022-07-19,575.530029296875,544.4099731445312,544.4099731445312 2022-07-20,585.8800048828125,568.9099731445312,575.6500244140625 2022-07-21,593.219970703125,580.0,583.6400146484375 2022-07-22,598.1199951171875,578.5900268554688,593.3900146484375 2022-07-25,589.47998046875,580.7000122070312,581.1199951171875 2022-07-26,590.4299926757812,581.219970703125,586.2100219726562 2022-07-27,603.9400024414062,588.0,593.260009765625 2022-07-28,611.0,596.0900268554688,607.8900146484375 2022-07-29,624.8499755859375,608.5399780273438,608.5399780273438 2022-08-01,631.4500122070312,614.8900146484375,625.0 2022-08-02,635.6500244140625,625.1400146484375,630.0 2022-08-03,636.219970703125,625.8800048828125,629.0900268554688 2022-08-04,637.6300048828125,628.9000244140625,631.9000244140625 2022-08-05,638.8900146484375,629.8599853515625,629.9099731445312 2022-08-08,647.7100219726562,639.3900146484375,642.989990234375 2022-08-09,652.2000122070312,633.489990234375,647.219970703125 2022-08-10,673.75,654.25,657.6599731445312 2022-08-11,675.7100219726562,657.22998046875,673.72998046875 2022-08-12,677.6900024414062,661.1300048828125,661.5 2022-08-15,679.530029296875,670.0,671.5900268554688 2022-08-16,680.0,674.3900146484375,675.280029296875 2022-08-17,673.9400024414062,665.8099975585938,667.280029296875 2022-08-18,660.0399780273438,647.9400024414062,653.2100219726562 2022-08-19,653.8900146484375,637.1799926757812,649.6199951171875 2022-08-22,639.3699951171875,630.0900268554688,635.719970703125 2022-08-23,640.8900146484375,632.4400024414062,633.4199829101562 2022-08-24,646.22998046875,640.77001953125,640.77001953125 2022-08-25,654.719970703125,643.52001953125,646.0900268554688 2022-08-26,657.739990234375,630.9199829101562,657.739990234375 2022-08-29,630.5399780273438,620.3099975585938,623.1699829101562 2022-08-30,626.72998046875,600.8400268554688,625.5700073242188 2022-08-31,612.0499877929688,598.77001953125,610.0 2022-09-01,605.6900024414062,589.030029296875,594.8400268554688 2022-09-02,613.6300048828125,598.5999755859375,608.8099975585938 2022-09-06,605.75,595.8900146484375,602.3400268554688 2022-09-07,616.8499755859375,597.22998046875,600.9299926757812 2022-09-08,616.9000244140625,606.1900024414062,610.9000244140625 2022-09-09,621.530029296875,612.5499877929688,617.5999755859375 2022-09-12,629.9099731445312,614.5700073242188,622.8499755859375 2022-09-13,613.5700073242188,591.1900024414062,611.6300048828125 2022-09-14,600.489990234375,585.25,595.3900146484375 2022-09-15,600.27001953125,584.8200073242188,597.3400268554688 2022-09-16,582.5999755859375,573.010009765625,582.030029296875 ","date,Upper,Middle,Lower,high 2022-05-25,624.239990234375,577.7349853515625,531.22998046875,593.8300170898438 2022-05-26,624.1799926757812,577.7049865722656,531.22998046875,607.1699829101562 2022-05-27,624.1799926757812,577.7049865722656,531.22998046875,614.1500244140625 2022-05-31,624.1799926757812,577.7049865722656,531.22998046875,608.0 2022-06-01,624.1799926757812,577.7049865722656,531.22998046875,608.239990234375 2022-06-02,617.4600219726562,574.3450012207031,531.22998046875,616.8200073242188 2022-06-03,617.969970703125,574.5999755859375,531.22998046875,617.969970703125 2022-06-06,628.4400024414062,579.8349914550781,531.22998046875,628.4400024414062 2022-06-07,633.3400268554688,582.2850036621094,531.22998046875,633.3400268554688 2022-06-08,633.3400268554688,582.2850036621094,531.22998046875,627.8200073242188 2022-06-09,633.3400268554688,582.2850036621094,531.22998046875,614.77001953125 2022-06-10,633.3400268554688,582.2850036621094,531.22998046875,598.6300048828125 2022-06-13,633.3400268554688,582.2850036621094,531.22998046875,565.0 2022-06-14,633.3400268554688,577.7350158691406,522.1300048828125,549.97998046875 2022-06-15,633.3400268554688,577.7350158691406,522.1300048828125,554.1300048828125 2022-06-16,633.3400268554688,572.1650085449219,510.989990234375,540.5599975585938 2022-06-17,633.3400268554688,566.7100067138672,500.0799865722656,523.9199829101562 2022-06-21,633.3400268554688,566.7100067138672,500.0799865722656,528.7100219726562 2022-06-22,633.3400268554688,566.7100067138672,500.0799865722656,535.1699829101562 2022-06-23,633.3400268554688,566.7100067138672,500.0799865722656,527.4500122070312 2022-06-24,633.3400268554688,566.7100067138672,500.0799865722656,539.1699829101562 2022-06-27,633.3400268554688,566.7100067138672,500.0799865722656,542.6699829101562 2022-06-28,633.3400268554688,566.7100067138672,500.0799865722656,551.6699829101562 2022-06-29,633.3400268554688,566.7100067138672,500.0799865722656,537.9400024414062 2022-06-30,633.3400268554688,566.7100067138672,500.0799865722656,539.719970703125 2022-07-01,633.3400268554688,566.7100067138672,500.0799865722656,542.6199951171875 2022-07-05,633.3400268554688,566.7100067138672,500.0799865722656,531.0999755859375 2022-07-06,633.3400268554688,566.7100067138672,500.0799865722656,537.0 2022-07-07,627.8200073242188,563.9499969482422,500.0799865722656,541.530029296875 2022-07-08,614.77001953125,557.4250030517578,500.0799865722656,539.1099853515625 2022-07-11,598.6300048828125,549.3549957275391,500.0799865722656,535.9199829101562 2022-07-12,565.0,532.5399932861328,500.0799865722656,549.260009765625 2022-07-13,554.1300048828125,527.1049957275391,500.0799865722656,550.0900268554688 2022-07-14,554.1300048828125,527.1049957275391,500.0799865722656,539.280029296875 2022-07-15,551.6699829101562,525.8749847412109,500.0799865722656,547.5499877929688 2022-07-18,555.5999755859375,527.8399810791016,500.0799865722656,555.5999755859375 2022-07-19,575.530029296875,544.4950256347656,513.4600219726562,575.530029296875 2022-07-20,585.8800048828125,549.6700134277344,513.4600219726562,585.8800048828125 2022-07-21,593.219970703125,553.3399963378906,513.4600219726562,593.219970703125 2022-07-22,598.1199951171875,556.4649963378906,514.8099975585938,598.1199951171875 2022-07-25,598.1199951171875,556.4649963378906,514.8099975585938,589.47998046875 2022-07-26,598.1199951171875,556.4649963378906,514.8099975585938,590.4299926757812 2022-07-27,603.9400024414062,559.375,514.8099975585938,603.9400024414062 2022-07-28,611.0,562.9049987792969,514.8099975585938,611.0 2022-07-29,624.8499755859375,569.8299865722656,514.8099975585938,624.8499755859375 2022-08-01,631.4500122070312,573.1300048828125,514.8099975585938,631.4500122070312 2022-08-02,635.6500244140625,579.2550048828125,522.8599853515625,635.6500244140625 2022-08-03,636.219970703125,581.8799743652344,527.5399780273438,636.219970703125 2022-08-04,637.6300048828125,582.5849914550781,527.5399780273438,637.6300048828125 2022-08-05,638.8900146484375,583.2149963378906,527.5399780273438,638.8900146484375 2022-08-08,647.7100219726562,587.625,527.5399780273438,647.7100219726562 2022-08-09,652.2000122070312,589.8699951171875,527.5399780273438,652.2000122070312 2022-08-10,673.75,600.6449890136719,527.5399780273438,673.75 2022-08-11,675.7100219726562,606.2149963378906,536.719970703125,675.7100219726562 2022-08-12,677.6900024414062,607.864990234375,538.0399780273438,677.6900024414062 2022-08-15,679.530029296875,611.9700012207031,544.4099731445312,679.530029296875 2022-08-16,680.0,624.4549865722656,568.9099731445312,680.0 2022-08-17,680.0,629.2950134277344,578.5900268554688,673.9400024414062 2022-08-18,680.0,629.2950134277344,578.5900268554688,660.0399780273438 2022-08-19,680.0,630.3500061035156,580.7000122070312,653.8900146484375 2022-08-22,680.0,630.6099853515625,581.219970703125,639.3699951171875 2022-08-23,680.0,634.0,588.0,640.8900146484375 2022-08-24,680.0,638.0450134277344,596.0900268554688,646.22998046875 2022-08-25,680.0,644.2699890136719,608.5399780273438,654.719970703125 2022-08-26,680.0,647.4450073242188,614.8900146484375,657.739990234375 2022-08-29,680.0,650.1549987792969,620.3099975585938,630.5399780273438 2022-08-30,680.0,640.4200134277344,600.8400268554688,626.72998046875 2022-08-31,680.0,639.385009765625,598.77001953125,612.0499877929688 2022-09-01,680.0,634.5150146484375,589.030029296875,605.6900024414062 2022-09-02,680.0,634.5150146484375,589.030029296875,613.6300048828125 2022-09-06,680.0,634.5150146484375,589.030029296875,605.75 2022-09-07,680.0,634.5150146484375,589.030029296875,616.8499755859375 2022-09-08,680.0,634.5150146484375,589.030029296875,616.9000244140625 2022-09-09,680.0,634.5150146484375,589.030029296875,621.530029296875 2022-09-12,680.0,634.5150146484375,589.030029296875,629.9099731445312 2022-09-13,680.0,634.5150146484375,589.030029296875,613.5700073242188 2022-09-14,673.9400024414062,629.5950012207031,585.25,600.489990234375 2022-09-15,660.0399780273438,622.4299926757812,584.8200073242188,600.27001953125 2022-09-16,657.739990234375,615.375,573.010009765625,582.5999755859375 " 3255,US,technical,"What is the percentage of days where the low price is less than the middle channel of SuperTrend for Extra Space Storage from January 23, 2022 to August 07, 2022? (Unit: %) (Standard parameters: period 10, multiplier 3; Require 5n data points to warm up) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",100.0,medium,channel,"Mid_t = (H_t + L_t) / 2; BasicUpper_t = Mid_t + m * ATR_n^{Wilder}; BasicLower_t = Mid_t - m * ATR_n^{Wilder}; in long state Lower_t = max(BasicLower_t, Lower_{t-1}), flip to short if C_t < Lower_t; in short state Upper_t = min(BasicUpper_t, Upper_{t-1}), flip to long if C_t > Upper_t","date,high,low,close 2021-11-10,199.1100006103516,196.8999938964844,197.1499938964844 2021-11-11,198.5800018310547,196.0399932861328,198.38999938964844 2021-11-12,199.9499969482422,196.57000732421875,197.9600067138672 2021-11-15,199.9900054931641,195.91000366210935,199.92999267578125 2021-11-16,200.47000122070312,196.7899932861328,198.77999877929688 2021-11-17,201.6300048828125,195.25,201.2700042724609 2021-11-18,204.50999450683597,201.7400054931641,203.30999755859372 2021-11-19,204.7400054931641,201.1300048828125,202.16000366210935 2021-11-22,203.19000244140625,199.22000122070312,199.8999938964844 2021-11-23,202.08999633789065,198.44000244140625,200.38999938964844 2021-11-24,204.67999267578125,199.3500061035156,204.32000732421875 2021-11-26,202.8000030517578,197.3500061035156,198.7899932861328 2021-11-29,204.97999572753903,198.8000030517578,203.0500030517578 2021-11-30,203.91000366210935,197.07000732421875,200.0 2021-12-01,207.55999755859372,199.00999450683597,199.5399932861328 2021-12-02,206.6100006103516,200.0,205.41000366210935 2021-12-03,206.9199981689453,199.7100067138672,201.47999572753903 2021-12-06,207.1999969482422,201.8999938964844,205.19000244140625 2021-12-07,211.1999969482422,206.1699981689453,208.6999969482422 2021-12-08,210.3800048828125,207.5200042724609,209.3600006103516 2021-12-09,208.88999938964844,205.38999938964844,205.5200042724609 2021-12-10,209.27999877929688,204.1000061035156,208.7100067138672 2021-12-13,214.4499969482422,208.8699951171875,212.8500061035156 2021-12-14,212.33999633789065,206.33999633789065,209.75999450683597 2021-12-15,215.22999572753903,209.92999267578125,214.41000366210935 2021-12-16,214.8300018310547,211.63999938964844,214.41000366210935 2021-12-17,217.72999572753903,214.25999450683597,215.1499938964844 2021-12-20,216.50999450683597,210.1100006103516,215.8000030517578 2021-12-21,218.8600006103516,214.75999450683597,215.72999572753903 2021-12-22,219.4900054931641,216.52999877929688,219.0500030517578 2021-12-23,219.5800018310547,216.2899932861328,218.0 2021-12-27,221.82000732421875,217.75,221.75 2021-12-28,223.8999938964844,221.30999755859372,222.5500030517578 2021-12-29,226.32000732421875,221.5500030517578,225.4199981689453 2021-12-30,227.3300018310547,224.3500061035156,225.57000732421875 2021-12-31,228.83999633789065,225.5800018310547,226.72999572753903 2022-01-03,227.17999267578125,215.2100067138672,219.22999572753903 2022-01-04,224.3500061035156,219.3600006103516,221.58999633789065 2022-01-05,221.5200042724609,217.1699981689453,217.7400054931641 2022-01-06,219.5399932861328,214.6499938964844,217.6499938964844 2022-01-07,217.83999633789065,208.0399932861328,208.4499969482422 2022-01-10,208.67999267578125,203.4900054931641,208.50999450683597 2022-01-11,210.3600006103516,206.17999267578125,210.05999755859372 2022-01-12,212.88999938964844,209.77999877929688,211.7100067138672 2022-01-13,212.0,206.02999877929688,206.6100006103516 2022-01-14,206.4499969482422,200.44000244140625,203.6100006103516 2022-01-18,201.8600006103516,197.72000122070312,200.2100067138672 2022-01-19,203.1999969482422,198.3300018310547,198.41000366210935 2022-01-20,202.02999877929688,195.0,195.3800048828125 2022-01-21,198.25,194.9900054931641,195.47999572753903 2022-01-24,195.97999572753903,188.22999572753903,195.0 2022-01-25,197.4900054931641,190.0,195.47000122070312 2022-01-26,199.0500030517578,191.6300048828125,193.0500030517578 2022-01-27,196.3699951171875,189.8999938964844,190.33999633789065 2022-01-28,197.22000122070312,186.7100067138672,196.91000366210935 2022-01-31,199.25999450683597,195.19000244140625,198.19000244140625 2022-02-01,200.16000366210935,194.1699981689453,197.55999755859372 2022-02-02,207.44000244140625,198.9600067138672,206.80999755859372 2022-02-03,206.6499938964844,203.6000061035156,204.5399932861328 2022-02-04,204.2400054931641,199.3600006103516,201.4600067138672 2022-02-07,202.0399932861328,199.19000244140625,199.75 2022-02-08,201.07000732421875,198.1499938964844,199.16000366210935 2022-02-09,205.7899932861328,201.8300018310547,205.3300018310547 2022-02-10,204.5200042724609,197.3999938964844,198.8600006103516 2022-02-11,200.4499969482422,195.17999267578125,196.9199981689453 2022-02-14,198.2899932861328,193.2100067138672,194.2100067138672 2022-02-15,196.4199981689453,191.25,192.17999267578125 2022-02-16,193.3300018310547,188.0399932861328,190.75999450683597 2022-02-17,190.52999877929688,188.0399932861328,188.72999572753903 2022-02-18,190.4499969482422,187.41000366210935,187.47999572753903 2022-02-22,188.4199981689453,184.32000732421875,185.27999877929688 2022-02-23,191.38999938964844,186.2400054931641,186.6100006103516 2022-02-24,190.44000244140625,175.25999450683594,189.7400054931641 2022-02-25,194.32000732421875,188.5500030517578,194.17999267578125 2022-02-28,192.30999755859372,186.2700042724609,188.1499938964844 2022-03-01,193.0200042724609,188.5399932861328,191.3800048828125 2022-03-02,194.6300048828125,191.6999969482422,193.72000122070312 2022-03-03,196.0200042724609,191.9499969482422,195.2400054931641 2022-03-04,201.25999450683597,192.9600067138672,200.88999938964844 2022-03-07,202.22999572753903,197.47999572753903,200.25 2022-03-08,200.7899932861328,195.75999450683597,196.58999633789065 2022-03-09,200.6699981689453,196.88999938964844,197.97000122070312 2022-03-10,197.9600067138672,194.1100006103516,196.27999877929688 2022-03-11,199.22000122070312,195.72999572753903,196.50999450683597 2022-03-14,196.50999450683597,190.80999755859372,191.3500061035156 2022-03-15,193.77999877929688,187.22999572753903,189.69000244140625 2022-03-16,194.33999633789065,189.2400054931641,193.41000366210935 2022-03-17,196.4900054931641,193.1699981689453,196.02999877929688 2022-03-18,198.00999450683597,193.32000732421875,194.4199981689453 2022-03-21,196.8800048828125,193.55999755859372,195.9199981689453 2022-03-22,198.2400054931641,194.9199981689453,195.7400054931641 2022-03-23,195.7700042724609,192.13999938964844,193.55999755859372 2022-03-24,195.0500030517578,193.19000244140625,194.8600006103516 2022-03-25,197.92999267578125,195.13999938964844,197.55999755859372 2022-03-28,201.92999267578125,198.0200042724609,200.6300048828125 2022-03-29,210.3600006103516,200.9600067138672,209.3000030517578 2022-03-30,211.0500030517578,208.47000122070312,208.9499969482422 2022-03-31,211.0200042724609,205.57000732421875,205.6000061035156 2022-04-01,210.1000061035156,205.77999877929688,209.57000732421875 2022-04-04,210.8000030517578,203.2400054931641,206.19000244140625 2022-04-05,209.25,204.3999938964844,205.47000122070312 2022-04-06,212.83999633789065,204.16000366210935,212.3699951171875 2022-04-07,214.7700042724609,209.8500061035156,213.3600006103516 2022-04-08,214.91000366210935,212.52999877929688,213.7100067138672 2022-04-11,214.5399932861328,209.0200042724609,210.6000061035156 2022-04-12,214.47999572753903,210.1999969482422,212.8500061035156 2022-04-13,213.9900054931641,210.6000061035156,212.6100006103516 2022-04-14,214.8999938964844,211.19000244140625,212.5500030517578 2022-04-18,214.0500030517578,211.6199951171875,212.44000244140625 2022-04-19,219.6999969482422,212.8300018310547,218.32000732421875 2022-04-20,222.3600006103516,218.6100006103516,219.9499969482422 2022-04-21,221.38999938964844,216.9199981689453,217.00999450683597 2022-04-22,216.8300018310547,212.42999267578125,212.55999755859372 2022-04-25,211.5200042724609,205.52999877929688,208.5399932861328 2022-04-26,209.8000030517578,204.30999755859372,204.47000122070312 2022-04-27,208.5800018310547,203.6699981689453,203.97999572753903 2022-04-28,208.8500061035156,203.5500030517578,208.0399932861328 2022-04-29,207.13999938964844,189.0500030517578,190.0 2022-05-02,192.13999938964844,177.99000549316406,182.9499969482422 2022-05-03,184.30999755859372,179.9199981689453,183.08999633789065 2022-05-04,196.4900054931641,185.0,195.57000732421875 2022-05-05,197.25999450683597,188.5800018310547,189.6999969482422 2022-05-06,188.82000732421875,180.3000030517578,181.66000366210935 2022-05-09,179.11000061035156,168.35000610351562,169.42999267578125 2022-05-10,177.72999572753906,172.27999877929688,175.27999877929688 2022-05-11,180.0500030517578,174.75999450683594,174.9600067138672 2022-05-12,175.4600067138672,171.5,174.72000122070312 2022-05-13,179.05999755859375,174.5399932861328,178.9600067138672 2022-05-16,180.27999877929688,177.66000366210938,178.67999267578125 2022-05-17,180.4499969482422,176.4600067138672,178.83999633789062 2022-05-18,178.77000427246094,170.47000122070312,171.14999389648438 2022-05-19,171.86000061035156,168.5500030517578,169.64999389648438 2022-05-20,172.44000244140625,167.94000244140625,171.3800048828125 2022-05-23,175.2100067138672,170.83999633789062,174.33999633789062 2022-05-24,175.5500030517578,171.6300048828125,175.1699981689453 2022-05-25,173.50999450683594,170.77999877929688,172.4499969482422 2022-05-26,175.75,172.86000061035156,174.6699981689453 2022-05-27,180.9499969482422,176.27000427246094,180.02999877929688 2022-05-31,179.4199981689453,176.2899932861328,178.1999969482422 2022-06-01,180.41000366210935,176.1300048828125,178.64999389648438 2022-06-02,179.97000122070312,174.8699951171875,179.8300018310547 2022-06-03,180.7700042724609,176.57000732421875,178.3000030517578 2022-06-06,179.97000122070312,174.99000549316406,175.08999633789062 2022-06-07,180.3999938964844,173.02000427246094,180.0500030517578 2022-06-08,180.05999755859375,171.19000244140625,172.11000061035156 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2022-05-11,177.40499877929688,198.84197727025614,206.46028085103342,174.75999450683594 2022-05-12,173.4800033569336,196.41983740261196,206.46028085103342,171.5 2022-05-13,176.79999542236328,196.41983740261196,206.46028085103342,174.5399932861328 2022-05-16,178.97000122070312,196.41983740261196,206.46028085103342,177.66000366210938 2022-05-17,178.4550018310547,196.41983740261196,206.46028085103342,176.4600067138672 2022-05-18,174.62000274658203,194.88430751025288,206.46028085103342,170.47000122070312 2022-05-19,170.2050018310547,189.43587538593655,206.46028085103342,168.5500030517578 2022-05-20,170.19000244140625,188.84778864079993,206.46028085103342,167.94000244140625 2022-05-23,173.0250015258789,188.84778864079993,206.46028085103342,170.83999633789062 2022-05-24,173.59000396728516,188.84778864079993,206.46028085103342,171.6300048828125 2022-05-25,172.1449966430664,188.84778864079993,206.46028085103342,170.77999877929688 2022-05-26,174.30500030517578,188.84778864079993,206.46028085103342,172.86000061035156 2022-05-27,178.61000061035156,188.84778864079993,206.46028085103342,176.27000427246094 2022-05-31,177.85499572753906,188.84778864079993,206.46028085103342,176.2899932861328 2022-06-01,178.27000427246094,188.84778864079993,206.46028085103342,176.1300048828125 2022-06-02,177.4199981689453,188.84778864079993,206.46028085103342,174.8699951171875 2022-06-03,178.67000579833984,188.84778864079993,206.46028085103342,176.57000732421875 2022-06-06,177.4800033569336,188.84778864079993,206.46028085103342,174.99000549316406 2022-06-07,176.70999908447266,188.84778864079993,206.46028085103342,173.02000427246094 2022-06-08,175.625,188.84778864079993,206.46028085103342,171.19000244140625 2022-06-09,171.87999725341797,188.83213768867944,206.46028085103342,169.22999572753906 2022-06-10,168.27000427246094,184.76292919935253,206.46028085103342,166.2100067138672 2022-06-13,162.04000091552734,179.35863334972976,206.46028085103342,158.6699981689453 2022-06-14,158.73500061035156,175.54277199839936,206.46028085103342,156.6999969482422 2022-06-15,161.91500091552734,175.54277199839936,206.46028085103342,159.7100067138672 2022-06-16,159.78500366210938,175.54277199839936,206.46028085103342,157.60000610351562 2022-06-17,160.8300018310547,175.54277199839936,206.46028085103342,158.66000366210938 2022-06-21,161.74500274658203,175.54277199839936,206.46028085103342,159.5500030517578 2022-06-22,164.1300048828125,175.54277199839936,206.46028085103342,161.1300048828125 2022-06-23,167.42000579833984,175.54277199839936,206.46028085103342,165.6300048828125 2022-06-24,170.0800018310547,175.54277199839936,206.46028085103342,167.5800018310547 2022-06-27,172.24500274658203,175.54277199839936,206.46028085103342,170.5500030517578 2022-06-28,173.08499908447266,175.54277199839936,206.46028085103342,170.58999633789062 2022-06-29,170.5999984741211,175.54277199839936,206.46028085103342,169.52999877929688 2022-06-30,171.08499908447266,175.54277199839936,206.46028085103342,168.63999938964844 2022-07-01,172.9250030517578,175.54277199839936,206.46028085103342,170.7100067138672 2022-07-05,170.2949981689453,175.54277199839936,206.46028085103342,167.67999267578125 2022-07-06,173.6050033569336,175.54277199839936,206.46028085103342,171.5500030517578 2022-07-07,174.1500015258789,175.54277199839936,206.46028085103342,172.3000030517578 2022-07-08,173.04000091552734,175.54277199839936,206.46028085103342,171.80999755859375 2022-07-11,173.13500213623047,175.54277199839936,206.46028085103342,171.52000427246094 2022-07-12,168.8300018310547,175.54277199839936,206.46028085103342,165.4199981689453 2022-07-13,166.9199981689453,175.54277199839936,206.46028085103342,164.6999969482422 2022-07-14,165.90999603271484,175.54277199839936,206.46028085103342,163.08999633789062 2022-07-15,169.52999877929688,175.54277199839936,206.46028085103342,167.66000366210938 2022-07-18,169.58999633789062,175.54277199839936,206.46028085103342,167.75999450683594 2022-07-19,170.9800033569336,175.54277199839936,206.46028085103342,169.24000549316406 2022-07-20,173.26000213623047,175.54277199839936,206.46028085103342,171.5500030517578 2022-07-21,173.68499755859375,175.54277199839936,206.46028085103342,171.89999389648438 2022-07-22,177.43499755859375,175.54277199839936,164.6709359863471,175.75 2022-07-25,177.60499572753906,175.54277199839936,165.49034141114987,176.55999755859375 2022-07-26,178.42499542236328,175.54277199839936,166.76880818556225,177.1699981689453 2022-07-27,179.41500091552734,175.54277199839936,167.87743075445718,177.6699981689453 2022-07-28,185.36000061035156,175.54277199839936,172.72618746538842,182.2100067138672 2022-07-29,188.7050018310547,175.54277199839936,176.31156890195507,187.0 2022-08-01,187.65499877929688,175.54277199839936,176.31156890195507,186.0 2022-08-02,188.22000122070312,175.54277199839936,176.31156890195507,186.47000122070312 2022-08-03,193.73500061035156,175.54277199839936,179.6118249526698,189.50999450683597 2022-08-04,194.37999725341797,175.54277199839936,180.41513678113327,192.2899932861328 2022-08-05,195.03500366210938,175.54277199839936,180.94562703978752,192.5 " 3256,US,technical,"From December 05, 2019 to January 21, 2020, what proportion of days had Waste Management's low less than the lower of SuperTrend? (Unit: %) (Standard parameters: period 10, multiplier 3; Require 5n data points to warm up) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",50.7042,medium,channel,"Mid_t = (H_t + L_t) / 2; BasicUpper_t = Mid_t + m * ATR_n^{Wilder}; BasicLower_t = Mid_t - m * ATR_n^{Wilder}; in long state Lower_t = max(BasicLower_t, Lower_{t-1}), flip to short if C_t < Lower_t; in short state Upper_t = min(BasicUpper_t, Upper_{t-1}), flip to long if C_t > Upper_t","date,high,low,close 2019-09-25,115.45999908447266,113.83000183105467,113.91999816894533 2019-09-26,115.69000244140624,113.70999908447266,115.08999633789062 2019-09-27,115.72000122070312,112.68000030517578,113.58999633789062 2019-09-30,115.20999908447266,113.52999877929688,115.0 2019-10-01,115.97000122070312,114.5,114.87000274658205 2019-10-02,115.06999969482422,113.51000213623048,114.7699966430664 2019-10-03,115.52999877929688,114.02999877929688,114.98999786376952 2019-10-04,117.04000091552734,115.41000366210938,116.61000061035156 2019-10-07,116.45999908447266,115.5,115.70999908447266 2019-10-08,115.94000244140624,114.3000030517578,114.7699966430664 2019-10-09,115.9499969482422,114.56999969482422,115.5999984741211 2019-10-10,117.79000091552734,115.45999908447266,117.44000244140624 2019-10-11,118.3000030517578,116.26000213623048,116.33999633789062 2019-10-14,117.66000366210938,115.97000122070312,116.1500015258789 2019-10-15,117.04000091552734,115.5199966430664,115.6500015258789 2019-10-16,115.38999938964844,113.4000015258789,114.9000015258789 2019-10-17,116.52999877929688,115.0999984741211,116.27999877929688 2019-10-18,117.27999877929688,114.61000061035156,117.0500030517578 2019-10-21,117.69000244140624,116.11000061035156,117.2699966430664 2019-10-22,118.27999877929688,116.66000366210938,116.91999816894533 2019-10-23,117.69000244140624,113.16999816894533,113.37000274658205 2019-10-24,113.66000366210938,111.11000061035156,113.16999816894533 2019-10-25,113.5,110.83999633789062,111.3499984741211 2019-10-28,111.62000274658205,110.8499984741211,111.27999877929688 2019-10-29,112.93000030517578,110.86000061035156,112.02999877929688 2019-10-30,113.23999786376952,111.75,112.66999816894533 2019-10-31,113.38999938964844,111.69000244140624,112.20999908447266 2019-11-01,112.69000244140624,110.81999969482422,111.2300033569336 2019-11-04,111.47000122070312,110.27999877929688,110.81999969482422 2019-11-05,110.80999755859376,107.87000274658205,108.30999755859376 2019-11-06,109.93000030517578,107.7699966430664,109.93000030517578 2019-11-07,110.5500030517578,109.33999633789062,110.3499984741211 2019-11-08,111.13999938964844,110.05999755859376,111.02999877929688 2019-11-11,111.29000091552734,110.02999877929688,110.47000122070312 2019-11-12,110.81999969482422,109.68000030517578,110.0 2019-11-13,111.33999633789062,109.69000244140624,110.94000244140624 2019-11-14,112.22000122070312,110.86000061035156,112.0500030517578 2019-11-15,112.5,111.62000274658205,112.16000366210938 2019-11-18,112.9499969482422,111.93000030517578,112.4000015258789 2019-11-19,112.93000030517578,111.86000061035156,112.52999877929688 2019-11-20,113.70999908447266,111.87000274658205,112.56999969482422 2019-11-21,112.8499984741211,111.02999877929688,111.20999908447266 2019-11-22,111.41999816894533,109.66999816894533,110.7699966430664 2019-11-25,111.80999755859376,110.2699966430664,110.30999755859376 2019-11-26,113.0199966430664,110.27999877929688,112.87999725341795 2019-11-27,113.37999725341795,112.6999969482422,112.94000244140624 2019-11-29,113.45999908447266,112.61000061035156,112.91000366210938 2019-12-02,113.11000061035156,111.62000274658205,111.6500015258789 2019-12-03,112.83999633789062,111.20999908447266,112.02999877929688 2019-12-04,113.58000183105467,111.9499969482422,112.86000061035156 2019-12-05,112.75,111.12999725341795,111.47000122070312 2019-12-06,112.48999786376952,111.38999938964844,111.62000274658205 2019-12-09,111.86000061035156,111.25,111.7699966430664 2019-12-10,112.2300033569336,111.19000244140624,111.26000213623048 2019-12-11,111.91000366210938,110.86000061035156,111.4000015258789 2019-12-12,111.56999969482422,110.11000061035156,110.66000366210938 2019-12-13,112.0500030517578,110.16000366210938,112.0199966430664 2019-12-16,112.6999969482422,111.5,112.02999877929688 2019-12-17,113.69000244140624,112.62000274658205,112.95999908447266 2019-12-18,113.38999938964844,111.9499969482422,112.58000183105467 2019-12-19,113.1500015258789,112.36000061035156,112.4800033569336 2019-12-20,113.55999755859376,112.26000213623048,113.16000366210938 2019-12-23,113.48999786376952,112.72000122070312,112.91000366210938 2019-12-24,112.87000274658205,112.05999755859376,112.5999984741211 2019-12-26,113.19000244140624,112.52999877929688,113.18000030517578 2019-12-27,113.93000030517578,112.80999755859376,113.88999938964844 2019-12-30,113.8499984741211,113.0999984741211,113.7699966430664 2019-12-31,114.1500015258789,113.18000030517578,113.95999908447266 2020-01-02,114.22000122070312,112.5,114.22000122070312 2020-01-03,115.47000122070312,113.0999984741211,115.33000183105467 2020-01-06,115.9499969482422,114.51000213623048,115.93000030517578 2020-01-07,116.1999969482422,114.87999725341795,116.01000213623048 2020-01-08,116.4800033569336,115.68000030517578,116.08000183105467 2020-01-09,117.12000274658205,116.04000091552734,116.12999725341795 2020-01-10,116.55999755859376,115.8000030517578,116.1999969482422 2020-01-13,118.0,116.3499984741211,117.66000366210938 2020-01-14,118.31999969482422,117.36000061035156,118.06999969482422 2020-01-15,119.16000366210938,117.8499984741211,118.22000122070312 2020-01-16,119.76000213623048,118.52999877929688,119.48999786376952 2020-01-17,120.20999908447266,119.41999816894533,119.6500015258789 2020-01-21,120.52999877929688,119.2699966430664,120.41000366210938 ","date,Middle,Upper,Lower,low 2019-10-09,115.2599983215332,120.41800384521483,110.07779815673828,114.56999969482422 2019-10-10,116.625,120.41800384521483,111.26201930236816,115.45999908447266 2019-10-11,117.28000259399414,120.41800384521483,111.84131969146729,116.26000213623048 2019-10-14,116.81500244140625,120.41800384521483,111.84131969146729,115.97000122070312 2019-10-15,116.27999877929688,120.41800384521483,111.84131969146729,115.5199966430664 2019-10-16,114.39500045776367,120.41800384521483,111.84131969146729,113.4000015258789 2019-10-17,115.81499862670898,120.41800384521483,111.84131969146729,115.0999984741211 2019-10-18,115.94499969482422,120.41800384521483,111.84131969146729,114.61000061035156 2019-10-21,116.9000015258789,120.41800384521483,111.84131969146729,116.11000061035156 2019-10-22,117.47000122070312,120.41800384521483,111.96923439133164,116.66000366210938 2019-10-23,115.43000030517578,120.41800384521483,111.96923439133164,113.16999816894533 2019-10-24,112.38500213623047,120.41800384521483,111.96923439133164,111.11000061035156 2019-10-25,112.16999816894531,118.76492014837254,111.96923439133164,110.83999633789062 2019-10-28,111.23500061035156,117.40143167357435,111.96923439133164,110.8499984741211 2019-10-29,111.89500045776367,117.40143167357435,111.96923439133164,110.86000061035156 2019-10-30,112.49499893188477,117.40143167357435,111.96923439133164,111.75 2019-10-31,112.54000091552734,117.40143167357435,111.96923439133164,111.69000244140624 2019-11-01,111.75500106811523,117.40143167357435,111.96923439133164,110.81999969482422 2019-11-04,110.875,116.52451718368295,111.96923439133164,110.27999877929688 2019-11-05,109.3400001525879,115.30956470237521,111.96923439133164,107.87000274658205 2019-11-06,108.8499984741211,114.87060766756248,111.96923439133164,107.7699966430664 2019-11-07,109.94499969482422,114.87060766756248,111.96923439133164,109.33999633789062 2019-11-08,110.5999984741211,114.87060766756248,111.96923439133164,110.05999755859376 2019-11-11,110.65999984741211,114.87060766756248,111.96923439133164,110.02999877929688 2019-11-12,110.25,114.87060766756248,111.96923439133164,109.68000030517578 2019-11-13,110.51499938964844,114.87060766756248,111.96923439133164,109.69000244140624 2019-11-14,111.54000091552734,114.87060766756248,111.96923439133164,110.86000061035156 2019-11-15,112.06000137329102,114.87060766756248,111.96923439133164,111.62000274658205 2019-11-18,112.43999862670898,114.87060766756248,111.96923439133164,111.93000030517578 2019-11-19,112.39500045776367,114.87060766756248,111.96923439133164,111.86000061035156 2019-11-20,112.79000091552734,114.87060766756248,111.96923439133164,111.87000274658205 2019-11-21,111.93999862670898,114.87060766756248,111.96923439133164,111.02999877929688 2019-11-22,110.54499816894533,114.87060766756248,111.96923439133164,109.66999816894533 2019-11-25,111.03999710083008,114.87060766756248,111.96923439133164,110.2699966430664 2019-11-26,111.64999771118164,114.87060766756248,111.96923439133164,110.27999877929688 2019-11-27,113.03999710083008,114.87060766756248,111.96923439133164,112.6999969482422 2019-11-29,113.03499984741211,114.87060766756248,111.96923439133164,112.61000061035156 2019-12-02,112.3650016784668,114.87060766756248,111.96923439133164,111.62000274658205 2019-12-03,112.02499771118164,114.87060766756248,111.96923439133164,111.20999908447266 2019-12-04,112.76499938964844,114.87060766756248,111.96923439133164,111.9499969482422 2019-12-05,111.93999862670898,114.87060766756248,111.96923439133164,111.12999725341795 2019-12-06,111.93999862670898,114.87060766756248,111.96923439133164,111.38999938964844 2019-12-09,111.55500030517578,114.87060766756248,111.96923439133164,111.25 2019-12-10,111.71000289916992,114.87060766756248,111.96923439133164,111.19000244140624 2019-12-11,111.38500213623047,114.87060766756248,111.96923439133164,110.86000061035156 2019-12-12,110.84000015258789,114.87060766756248,111.96923439133164,110.11000061035156 2019-12-13,111.1050033569336,114.87060766756248,111.96923439133164,110.16000366210938 2019-12-16,112.0999984741211,114.87060766756248,111.96923439133164,111.5 2019-12-17,113.15500259399414,114.87060766756248,111.96923439133164,112.62000274658205 2019-12-18,112.66999816894531,114.87060766756248,111.96923439133164,111.9499969482422 2019-12-19,112.75500106811523,114.87060766756248,111.96923439133164,112.36000061035156 2019-12-20,112.90999984741212,114.87060766756248,111.96923439133164,112.26000213623048 2019-12-23,113.10499954223633,114.87060766756248,111.96923439133164,112.72000122070312 2019-12-24,112.4650001525879,114.87060766756248,111.96923439133164,112.05999755859376 2019-12-26,112.86000061035156,114.87060766756248,111.96923439133164,112.52999877929688 2019-12-27,113.36999893188477,114.87060766756248,111.96923439133164,112.80999755859376 2019-12-30,113.4749984741211,114.87060766756248,111.96923439133164,113.0999984741211 2019-12-31,113.66500091552734,114.87060766756248,111.96923439133164,113.18000030517578 2020-01-02,113.36000061035156,114.87060766756248,111.96923439133164,112.5 2020-01-03,114.28499984741211,114.87060766756248,110.37262283573618,113.0999984741211 2020-01-06,115.22999954223634,114.87060766756248,111.27686178812449,114.51000213623048 2020-01-07,115.53999710083008,114.87060766756248,111.58617321368213,114.87999725341795 2020-01-08,116.08000183105469,114.87060766756248,112.2815594170942,115.68000030517578 2020-01-09,116.58000183105469,114.87060766756248,112.83740310917383,116.04000091552734 2020-01-10,116.18000030517578,114.87060766756248,112.83740310917383,115.8000030517578 2020-01-13,117.17499923706055,114.87060766756248,113.39829483996401,116.3499984741211 2020-01-14,117.84000015258789,114.87060766756248,114.15296646985921,117.36000061035156 2020-01-15,118.50500106811523,114.87060766756248,114.79366919726293,117.8499984741211 2020-01-16,119.14500045776367,114.87060766756248,115.34280149933839,118.52999877929688 2020-01-17,119.81499862670898,114.87060766756248,116.15601928946803,119.41999816894533 2020-01-21,119.89999771118164,114.87060766756248,116.22891566679564,119.2699966430664 " 3257,US,technical,"During March 03, 2024 to March 20, 2024, what percentage of days had Lululemon Athletica's low price less the lower channel of SuperTrend? (Standard parameters: period 10, multiplier 3; Require 5n data points to warm up) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",88.6792,medium,channel,"Mid_t = (H_t + L_t) / 2; BasicUpper_t = Mid_t + m * ATR_n^{Wilder}; BasicLower_t = Mid_t - m * ATR_n^{Wilder}; in long state Lower_t = max(BasicLower_t, Lower_{t-1}), flip to short if C_t < Lower_t; in short state Upper_t = min(BasicUpper_t, Upper_{t-1}), flip to long if C_t > Upper_t","date,high,low,close 2023-12-19,509.3299865722656,502.8299865722656,506.8599853515625 2023-12-20,511.6000061035156,503.9500122070313,505.1499938964844 2023-12-21,511.2699890136719,505.510009765625,511.0299987792969 2023-12-22,510.4800109863281,502.2200012207031,510.0 2023-12-26,513.5,505.5199890136719,506.3200073242188 2023-12-27,509.8800048828125,505.5299987792969,508.80999755859375 2023-12-28,512.47998046875,508.2699890136719,509.2200012207031 2023-12-29,516.3900146484375,508.4599914550781,511.2900085449219 2024-01-02,508.9200134277344,502.1499938964844,505.3800048828125 2024-01-03,503.9500122070313,496.6900024414063,498.0199890136719 2024-01-04,502.0,495.010009765625,496.0 2024-01-05,499.2099914550781,490.6900024414063,491.1000061035156 2024-01-08,493.489990234375,478.1300048828125,491.4800109863281 2024-01-09,489.9299926757813,483.0899963378906,485.7099914550781 2024-01-10,488.510009765625,482.5899963378906,484.1000061035156 2024-01-11,486.2099914550781,478.1600036621094,485.4800109863281 2024-01-12,490.8399963378906,479.0899963378906,479.9400024414063 2024-01-16,478.0499877929688,467.5799865722656,470.7300109863281 2024-01-17,469.5799865722656,462.8399963378906,468.3999938964844 2024-01-18,478.4599914550781,468.8399963378906,477.4500122070313 2024-01-19,484.75,475.0499877929688,484.0199890136719 2024-01-22,483.2999877929688,477.6199951171875,481.8900146484375 2024-01-23,481.8900146484375,474.5,477.0 2024-01-24,480.9599914550781,472.6700134277344,474.8399963378906 2024-01-25,476.9400024414063,468.1600036621094,474.2999877929688 2024-01-26,484.30999755859375,470.6499938964844,478.0299987792969 2024-01-29,482.4400024414063,475.739990234375,481.989990234375 2024-01-30,491.2999877929688,479.760009765625,481.3999938964844 2024-01-31,473.1000061035156,451.3500061035156,453.8200073242188 2024-02-01,463.0299987792969,454.0199890136719,461.9400024414063 2024-02-02,464.6199951171875,454.6199951171875,462.3999938964844 2024-02-05,459.0499877929688,450.5499877929688,456.7300109863281 2024-02-06,459.6600036621094,450.05999755859375,456.5400085449219 2024-02-07,463.25,456.2000122070313,457.75 2024-02-08,476.6199951171875,460.9800109863281,472.9800109863281 2024-02-09,471.260009765625,458.7799987792969,470.239990234375 2024-02-12,478.0,465.1199951171875,466.0799865722656 2024-02-13,461.9500122070313,454.0,456.2300109863281 2024-02-14,461.989990234375,456.7000122070313,460.7099914550781 2024-02-15,463.239990234375,454.5,458.9800109863281 2024-02-16,457.3900146484375,445.5299987792969,449.6000061035156 2024-02-20,449.6000061035156,441.010009765625,444.6000061035156 2024-02-21,448.4100036621094,440.260009765625,443.4599914550781 2024-02-22,457.3599853515625,447.3500061035156,455.260009765625 2024-02-23,462.8200073242188,454.2200012207031,457.8900146484375 2024-02-26,472.9599914550781,459.260009765625,468.25 2024-02-27,471.5,463.9500122070313,467.8399963378906 2024-02-28,474.1700134277344,463.3399963378906,464.1400146484375 2024-02-29,469.8999938964844,461.1000061035156,467.0899963378906 2024-03-01,464.5700073242188,457.6300048828125,458.5 2024-03-04,459.0299987792969,449.7699890136719,450.7900085449219 2024-03-05,448.80999755859375,443.6099853515625,446.05999755859375 2024-03-06,452.6600036621094,443.5199890136719,448.5400085449219 2024-03-07,461.0,449.0299987792969,457.2799987792969 2024-03-08,465.4200134277344,457.2900085449219,460.3900146484375 2024-03-11,461.5299987792969,453.6700134277344,457.760009765625 2024-03-12,467.8599853515625,458.55999755859375,465.2799987792969 2024-03-13,471.7200012207031,465.3699951171875,465.5499877929688 2024-03-14,472.05999755859375,462.75,470.010009765625 2024-03-15,470.6700134277344,463.1600036621094,464.9400024414063 2024-03-18,469.6900024414063,459.4800109863281,459.5700073242188 2024-03-19,467.8599853515625,454.2300109863281,467.2699890136719 2024-03-20,469.7900085449219,461.9200134277344,469.0499877929688 ","date,Middle,Upper,Lower,low 2024-01-04,498.5050048828125,521.734017944336,478.90599670410165,495.010009765625 2024-01-05,494.9499969482422,521.734017944336,478.90599670410165,490.6900024414063 2024-01-08,485.80999755859375,521.734017944336,478.90599670410165,478.1300048828125 2024-01-09,486.50999450683594,521.734017944336,478.90599670410165,483.0899963378906 2024-01-10,485.5500030517578,521.734017944336,478.90599670410165,482.5899963378906 2024-01-11,482.18499755859375,521.734017944336,478.90599670410165,478.1600036621094 2024-01-12,484.9649963378906,521.734017944336,478.90599670410165,479.0899963378906 2024-01-16,472.8149871826172,498.89810587103767,478.90599670410165,467.5799865722656 2024-01-17,466.2099914550781,492.05180266918785,478.90599670410165,462.8399963378906 2024-01-18,473.6499938964844,492.05180266918785,478.90599670410165,468.8399963378906 2024-01-19,479.8999938964844,492.05180266918785,478.90599670410165,475.0499877929688 2024-01-22,480.4599914550781,492.05180266918785,478.90599670410165,477.6199951171875 2024-01-23,478.19500732421875,492.05180266918785,478.90599670410165,474.5 2024-01-24,476.81500244140625,492.05180266918785,478.90599670410165,472.6700134277344 2024-01-25,472.5500030517578,492.05180266918785,478.90599670410165,468.1600036621094 2024-01-26,477.47999572753906,492.05180266918785,478.90599670410165,470.6499938964844 2024-01-29,479.0899963378906,492.05180266918785,478.90599670410165,475.739990234375 2024-01-30,485.5299987792969,492.05180266918785,478.90599670410165,479.760009765625 2024-01-31,462.2250061035156,492.05180266918785,478.90599670410165,451.3500061035156 2024-02-01,458.5249938964844,491.4127576797846,478.90599670410165,454.0199890136719 2024-02-02,459.6199951171875,491.4127576797846,478.90599670410165,454.6199951171875 2024-02-05,454.7999877929688,487.69407828849666,478.90599670410165,450.5499877929688 2024-02-06,454.86000061035156,487.3446838873813,478.90599670410165,450.05999755859375 2024-02-07,459.7250061035156,487.3446838873813,478.90599670410165,456.2000122070313 2024-02-08,468.8000030517578,487.3446838873813,478.90599670410165,460.9800109863281 2024-02-09,465.02000427246094,487.3446838873813,478.90599670410165,458.7799987792969 2024-02-12,471.55999755859375,487.3446838873813,478.90599670410165,465.1199951171875 2024-02-13,457.9750061035156,487.3446838873813,478.90599670410165,454.0 2024-02-14,459.3450012207031,487.3446838873813,478.90599670410165,456.7000122070313 2024-02-15,458.8699951171875,487.3446838873813,478.90599670410165,454.5 2024-02-16,451.4600067138672,484.9507105758537,478.90599670410165,445.5299987792969 2024-02-20,445.3050079345703,478.02364031172533,478.90599670410165,441.010009765625 2024-02-21,444.3350067138672,476.226774022252,478.90599670410165,440.260009765625 2024-02-22,452.35499572753906,476.226774022252,478.90599670410165,447.3500061035156 2024-02-23,458.52000427246094,476.226774022252,478.90599670410165,454.2200012207031 2024-02-26,466.11000061035156,476.226774022252,478.90599670410165,459.260009765625 2024-02-27,467.7250061035156,476.226774022252,478.90599670410165,463.9500122070313 2024-02-28,468.7550048828125,476.226774022252,478.90599670410165,463.3399963378906 2024-02-29,465.5,476.226774022252,478.90599670410165,461.1000061035156 2024-03-01,461.1000061035156,476.226774022252,478.90599670410165,457.6300048828125 2024-03-04,454.3999938964844,476.226774022252,478.90599670410165,449.7699890136719 2024-03-05,446.2099914550781,476.226774022252,478.90599670410165,443.6099853515625 2024-03-06,448.0899963378906,476.226774022252,478.90599670410165,443.5199890136719 2024-03-07,455.01499938964844,476.226774022252,478.90599670410165,449.0299987792969 2024-03-08,461.3550109863281,476.226774022252,478.90599670410165,457.2900085449219 2024-03-11,457.6000061035156,476.226774022252,478.90599670410165,453.6700134277344 2024-03-12,463.2099914550781,476.226774022252,478.90599670410165,458.55999755859375 2024-03-13,468.5449981689453,476.226774022252,478.90599670410165,465.3699951171875 2024-03-14,467.4049987792969,476.226774022252,478.90599670410165,462.75 2024-03-15,466.9150085449219,476.226774022252,478.90599670410165,463.1600036621094 2024-03-18,464.5850067138672,476.226774022252,478.90599670410165,459.4800109863281 2024-03-19,461.0449981689453,476.226774022252,478.90599670410165,454.2300109863281 2024-03-20,465.8550109863281,476.226774022252,478.90599670410165,461.9200134277344 " 3258,US,technical,"For Microsoft from August 04, 2022 to November 12, 2022, what percentage of days had the close less than the SuperTrend upper channel? (Unit: %) (Standard parameters: period 10, multiplier 3; Require 5n data points to warm up) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",73.8739,medium,channel,"Mid_t = (H_t + L_t) / 2; BasicUpper_t = Mid_t + m * ATR_n^{Wilder}; BasicLower_t = Mid_t - m * ATR_n^{Wilder}; in long state Lower_t = max(BasicLower_t, Lower_{t-1}), flip to short if C_t < Lower_t; in short state Upper_t = min(BasicUpper_t, Upper_{t-1}), flip to long if C_t > Upper_t","date,high,low,close 2022-05-23,261.5,253.42999267578125,260.6499938964844 2022-05-24,261.3299865722656,253.5,259.6199951171875 2022-05-25,264.5799865722656,257.1300048828125,262.5199890136719 2022-05-26,267.1099853515625,261.42999267578125,265.8999938964844 2022-05-27,273.3399963378906,267.5599975585937,273.239990234375 2022-05-31,274.7699890136719,268.92999267578125,271.8699951171875 2022-06-01,277.69000244140625,270.0400085449219,272.4200134277344 2022-06-02,274.6499938964844,261.6000061035156,274.5799865722656 2022-06-03,273.45001220703125,268.4100036621094,270.0199890136719 2022-06-06,274.17999267578125,267.2200012207031,268.75 2022-06-07,273.1300048828125,265.94000244140625,272.5 2022-06-08,273.0,269.6099853515625,270.4100036621094 2022-06-09,272.7099914550781,264.6300048828125,264.7900085449219 2022-06-10,260.5799865722656,252.52999877929688,252.9900054931641 2022-06-13,249.0200042724609,241.52999877929688,242.25999450683597 2022-06-14,245.7400054931641,241.50999450683597,244.4900054931641 2022-06-15,255.3000030517578,246.4199981689453,251.75999450683597 2022-06-16,247.4199981689453,243.0200042724609,244.97000122070312 2022-06-17,250.5,244.02999877929688,247.6499938964844 2022-06-21,254.75,249.50999450683597,253.7400054931641 2022-06-22,257.1700134277344,250.3699951171875,253.1300048828125 2022-06-23,259.3699951171875,253.6300048828125,258.8599853515625 2022-06-24,267.9800109863281,261.7200012207031,267.70001220703125 2022-06-27,268.29998779296875,263.2799987792969,264.8900146484375 2022-06-28,266.9100036621094,256.32000732421875,256.4800109863281 2022-06-29,261.9700012207031,255.75999450683597,260.260009765625 2022-06-30,259.5299987792969,252.8999938964844,256.8299865722656 2022-07-01,259.7699890136719,254.6100006103516,259.5799865722656 2022-07-05,262.9800109863281,254.7400054931641,262.8500061035156 2022-07-06,267.989990234375,262.3999938964844,266.2099914550781 2022-07-07,269.0599975585937,265.0199890136719,268.3999938964844 2022-07-08,268.1000061035156,263.2900085449219,267.6600036621094 2022-07-11,266.5299987792969,262.17999267578125,264.510009765625 2022-07-12,265.94000244140625,252.0399932861328,253.6699981689453 2022-07-13,253.5500030517578,248.1100006103516,252.72000122070312 2022-07-14,255.13999938964844,245.94000244140625,254.0800018310547 2022-07-15,260.3699951171875,254.7700042724609,256.7200012207031 2022-07-18,260.8399963378906,253.3000030517578,254.25 2022-07-19,259.7200012207031,253.67999267578125,259.5299987792969 2022-07-20,264.8699951171875,258.9100036621094,262.2699890136719 2022-07-21,264.8900146484375,257.0299987792969,264.8399963378906 2022-07-22,265.3299865722656,259.07000732421875,260.3599853515625 2022-07-25,261.5,256.8099975585937,258.8299865722656 2022-07-26,259.8800048828125,249.57000732421875,251.8999938964844 2022-07-27,270.04998779296875,258.8500061035156,268.739990234375 2022-07-28,277.8399963378906,267.8699951171875,276.4100036621094 2022-07-29,282.0,276.6300048828125,280.739990234375 2022-08-01,281.2799987792969,275.8399963378906,278.010009765625 2022-08-02,277.8900146484375,272.3800048828125,274.82000732421875 2022-08-03,283.5,276.6099853515625,282.4700012207031 2022-08-04,283.79998779296875,280.1700134277344,283.6499938964844 2022-08-05,283.6499938964844,278.67999267578125,282.9100036621094 2022-08-08,285.9200134277344,279.32000732421875,280.32000732421875 2022-08-09,283.0799865722656,277.6099853515625,282.29998779296875 2022-08-10,289.8099975585937,286.94000244140625,289.1600036621094 2022-08-11,291.2099914550781,286.510009765625,287.0199890136719 2022-08-12,291.9100036621094,286.94000244140625,291.9100036621094 2022-08-15,294.17999267578125,290.1099853515625,293.4700012207031 2022-08-16,294.0400085449219,290.4200134277344,292.7099914550781 2022-08-17,293.3500061035156,289.4700012207031,291.32000732421875 2022-08-18,291.9100036621094,289.0799865722656,290.1700134277344 2022-08-19,289.25,285.5599975585937,286.1499938964844 2022-08-22,282.4599914550781,277.2200012207031,277.75 2022-08-23,278.8599853515625,275.3999938964844,276.44000244140625 2022-08-24,277.2300109863281,275.1099853515625,275.7900085449219 2022-08-25,279.0199890136719,274.5199890136719,278.8500061035156 2022-08-26,280.3399963378906,267.9800109863281,268.0899963378906 2022-08-29,267.3999938964844,263.8500061035156,265.2300109863281 2022-08-30,267.04998779296875,260.6600036621094,262.9700012207031 2022-08-31,267.1099853515625,261.3299865722656,261.4700012207031 2022-09-01,260.8900146484375,255.41000366210935,260.3999938964844 2022-09-02,264.739990234375,254.47000122070312,256.0599975585937 2022-09-06,257.8299865722656,251.94000244140625,253.25 2022-09-07,258.8299865722656,253.22000122070312,258.0899963378906 2022-09-08,260.42999267578125,254.7899932861328,258.5199890136719 2022-09-09,265.2300109863281,260.2900085449219,264.4599914550781 2022-09-12,267.45001220703125,265.1600036621094,266.6499938964844 2022-09-13,260.3999938964844,251.58999633789065,251.9900054931641 2022-09-14,254.22999572753903,249.8600006103516,252.22000122070312 2022-09-15,251.3999938964844,244.0200042724609,245.3800048828125 2022-09-16,245.3000030517578,242.05999755859372,244.7400054931641 2022-09-19,245.13999938964844,240.8500061035156,244.5200042724609 2022-09-20,243.50999450683597,239.63999938964844,242.4499969482422 2022-09-21,247.66000366210935,238.8999938964844,238.9499969482422 2022-09-22,243.8600006103516,237.57000732421875,240.97999572753903 2022-09-23,241.1300048828125,235.1999969482422,237.9199981689453 2022-09-26,241.4499969482422,236.8999938964844,237.4499969482422 2022-09-27,241.8000030517578,234.5,236.41000366210935 2022-09-28,242.3300018310547,234.72999572753903,241.07000732421875 2022-09-29,239.9499969482422,234.41000366210935,237.5 2022-09-30,240.5399932861328,232.72999572753903,232.8999938964844 2022-10-03,241.6100006103516,234.66000366210935,240.7400054931641 2022-10-04,250.3600006103516,244.97999572753903,248.8800048828125 2022-10-05,250.5800018310547,244.1000061035156,249.1999969482422 2022-10-06,250.33999633789065,246.0800018310547,246.7899932861328 2022-10-07,241.32000732421875,233.1699981689453,234.2400054931641 2022-10-10,234.55999755859372,226.72999572753903,229.25 2022-10-11,229.05999755859372,224.1100006103516,225.41000366210935 2022-10-12,227.8600006103516,223.9600067138672,225.75 2022-10-13,236.1000061035156,219.1300048828125,234.2400054931641 2022-10-14,237.2400054931641,228.33999633789065,228.55999755859372 2022-10-17,238.9600067138672,235.13999938964844,237.52999877929688 2022-10-18,243.92999267578125,235.3699951171875,238.5 2022-10-19,239.6100006103516,234.2899932861328,236.47999572753903 2022-10-20,241.30999755859372,234.8699951171875,236.1499938964844 2022-10-21,243.0,234.5,242.1199951171875 2022-10-24,247.83999633789065,241.3000030517578,247.25 2022-10-25,251.0399932861328,245.8300018310547,250.66000366210935 2022-10-26,238.3000030517578,230.05999755859372,231.32000732421875 2022-10-27,233.69000244140625,225.77999877929688,226.75 2022-10-28,236.6000061035156,226.0500030517578,235.8699951171875 2022-10-31,234.9199981689453,231.1499938964844,232.1300048828125 2022-11-01,235.7400054931641,227.3300018310547,228.1699981689453 2022-11-02,231.3000030517578,220.0399932861328,220.1000061035156 2022-11-03,220.41000366210935,213.97999572753903,214.25 2022-11-04,221.58999633789065,213.42999267578125,221.38999938964844 2022-11-07,228.41000366210935,221.27999877929688,227.8699951171875 2022-11-08,231.6499938964844,225.83999633789065,228.8699951171875 2022-11-09,228.6300048828125,224.3300018310547,224.50999450683597 2022-11-10,243.3300018310547,235.0,242.97999572753903 2022-11-11,247.9900054931641,241.92999267578125,247.1100006103516 ","date,Middle,Upper,Lower,close 2022-06-07,269.5350036621094,293.54197387695314,247.85802001953124,272.5 2022-06-08,271.30499267578125,293.54197387695314,249.84468630981445,270.4100036621094 2022-06-09,268.6699981689453,293.54197387695314,249.84468630981445,264.7900085449219 2022-06-10,256.55499267578125,293.54197387695314,249.84468630981445,252.9900054931641 2022-06-13,245.2750015258789,269.6312062546082,249.84468630981445,242.25999450683597 2022-06-14,243.62500000000003,266.8145875517548,249.84468630981445,244.4900054931641 2022-06-15,250.86000061035156,266.8145875517548,249.84468630981445,251.75999450683597 2022-06-16,245.22000122070312,266.8145875517548,249.84468630981445,244.97000122070312 2022-06-17,247.26499938964844,266.8145875517548,249.84468630981445,247.6499938964844 2022-06-21,252.12999725341797,266.8145875517548,249.84468630981445,253.7400054931641 2022-06-22,253.77000427246094,266.8145875517548,249.84468630981445,253.1300048828125 2022-06-23,256.5,266.8145875517548,249.84468630981445,258.8599853515625 2022-06-24,264.8500061035156,266.8145875517548,241.58730126313924,267.70001220703125 2022-06-27,265.7899932861328,266.8145875517548,243.34756222569249,264.8900146484375 2022-06-28,261.61500549316406,266.8145875517548,243.34756222569249,256.4800109863281 2022-06-29,258.86499786376953,266.8145875517548,243.34756222569249,260.260009765625 2022-06-30,256.2149963378906,266.8145875517548,243.34756222569249,256.8299865722656 2022-07-01,257.1899948120117,266.8145875517548,243.34756222569249,259.5799865722656 2022-07-05,258.8600082397461,266.8145875517548,243.34756222569249,262.8500061035156 2022-07-06,265.1949920654297,266.8145875517548,243.40454932037008,266.2099914550781 2022-07-07,267.0399932861328,266.8145875517548,246.21659225210263,268.3999938964844 2022-07-08,265.69500732421875,266.8145875517548,246.21659225210263,267.6600036621094 2022-07-11,264.35499572753906,266.8145875517548,246.21659225210263,264.510009765625 2022-07-12,258.98999786376953,266.8145875517548,246.21659225210263,253.6699981689453 2022-07-13,250.8300018310547,266.8145875517548,246.21659225210263,252.72000122070312 2022-07-14,250.54000091552734,266.8145875517548,246.21659225210263,254.0800018310547 2022-07-15,257.5699996948242,266.8145875517548,246.21659225210263,256.7200012207031 2022-07-18,257.0699996948242,266.8145875517548,246.21659225210263,254.25 2022-07-19,256.6999969482422,266.8145875517548,246.21659225210263,259.5299987792969 2022-07-20,261.88999938964844,266.8145875517548,246.21659225210263,262.2699890136719 2022-07-21,260.9600067138672,266.8145875517548,246.21659225210263,264.8399963378906 2022-07-22,262.1999969482422,266.8145875517548,246.21659225210263,260.3599853515625 2022-07-25,259.1549987792969,266.8145875517548,246.21659225210263,258.8299865722656 2022-07-26,254.72500610351562,266.8145875517548,246.21659225210263,251.8999938964844 2022-07-27,264.4499969482422,266.8145875517548,246.21659225210263,268.739990234375 2022-07-28,272.85499572753906,266.8145875517548,247.5668087444233,276.4100036621094 2022-07-29,279.31500244140625,266.8145875517548,254.87863525523488,280.739990234375 2022-08-01,278.55999755859375,266.8145875517548,254.93526635861764,278.010009765625 2022-08-02,275.135009765625,266.8145875517548,254.93526635861764,274.82000732421875 2022-08-03,280.05499267578125,266.8145875517548,256.79486128270685,282.4700012207031 2022-08-04,281.98500061035156,266.8145875517548,259.96189004701426,283.6499938964844 2022-08-05,281.1649932861328,266.8145875517548,259.96189004701426,282.9100036621094 2022-08-08,282.62001037597656,266.8145875517548,261.45938865902883,280.32000732421875 2022-08-09,280.34498596191406,266.8145875517548,261.45938865902883,282.29998779296875 2022-08-10,288.375,266.8145875517548,267.504993149995,289.1600036621094 2022-08-11,288.86000061035156,266.8145875517548,268.66699993851114,287.0199890136719 2022-08-12,289.4250030517578,266.8145875517548,269.7603020808905,291.9100036621094 2022-08-15,292.1449890136719,266.8145875517548,273.22575594262565,293.4700012207031 2022-08-16,292.2300109863281,266.8145875517548,274.1167026872303,292.7099914550781 2022-08-17,291.4100036621094,266.8145875517548,274.1167026872303,291.32000732421875 2022-08-18,290.4949951171875,266.8145875517548,274.1167026872303,290.1700134277344 2022-08-19,287.4049987792969,266.8145875517548,274.1167026872303,286.1499938964844 2022-08-22,279.8399963378906,266.8145875517548,274.1167026872303,277.75 2022-08-23,277.12998962402344,266.8145875517548,274.1167026872303,276.44000244140625 2022-08-24,276.1699981689453,266.8145875517548,274.1167026872303,275.7900085449219 2022-08-25,276.7699890136719,266.8145875517548,274.1167026872303,278.8500061035156 2022-08-26,274.1600036621094,291.73432628088227,274.1167026872303,268.0899963378906 2022-08-29,265.625,282.7138874272081,274.1167026872303,265.2300109863281 2022-08-30,263.85499572753906,281.15198965128417,274.1167026872303,262.9700012207031 2022-08-31,264.21998596191406,281.15198965128417,274.1167026872303,261.4700012207031 2022-09-01,258.15000915527344,275.53917317149524,274.1167026872303,260.3999938964844 2022-09-02,259.60499572753906,275.53917317149524,274.1167026872303,256.0599975585937 2022-09-06,254.88499450683594,273.5101096329248,274.1167026872303,253.25 2022-09-07,256.0249938964844,273.5101096329248,274.1167026872303,258.0899963378906 2022-09-08,257.60999298095703,273.5101096329248,274.1167026872303,258.5199890136719 2022-09-09,262.760009765625,273.5101096329248,274.1167026872303,264.4599914550781 2022-09-12,266.3050079345703,273.5101096329248,274.1167026872303,266.6499938964844 2022-09-13,255.9949951171875,273.5101096329248,274.1167026872303,251.9900054931641 2022-09-14,252.0449981689453,271.61831585572793,274.1167026872303,252.22000122070312 2022-09-15,247.70999908447266,267.78598408704966,274.1167026872303,245.3800048828125 2022-09-16,243.68000030517578,262.7443890047607,274.1167026872303,244.7400054931641 2022-09-19,242.99500274658203,261.43995056204835,274.1167026872303,244.5200042724609 2022-09-20,241.5749969482422,259.6394514470056,274.1167026872303,242.4499969482422 2022-09-21,243.27999877929688,259.6394514470056,274.1167026872303,238.9499969482422 2022-09-22,240.71500396728516,259.5994127338421,274.1167026872303,240.97999572753903 2022-09-23,238.16500091552734,256.9399711857997,274.1167026872303,237.9199981689453 2022-09-26,239.17499542236328,256.9399711857997,274.1167026872303,237.4499969482422 2022-09-27,238.1500015258789,256.7762291843014,274.1167026872303,236.41000366210935 2022-09-28,238.52999877929688,256.7762291843014,274.1167026872303,241.07000732421875 2022-09-29,237.18000030517578,256.3172474550801,274.1167026872303,237.5 2022-09-30,236.63499450683594,256.20151620932796,274.1167026872303,232.8999938964844 2022-10-03,238.13500213623047,256.20151620932796,274.1167026872303,240.7400054931641 2022-10-04,247.6699981689453,256.20151620932796,274.1167026872303,248.8800048828125 2022-10-05,247.34000396728516,256.20151620932796,274.1167026872303,249.1999969482422 2022-10-06,248.20999908447266,256.20151620932796,274.1167026872303,246.7899932861328 2022-10-07,237.24500274658203,256.20151620932796,274.1167026872303,234.2400054931641 2022-10-10,230.64499664306638,252.95865666314884,274.1167026872303,229.25 2022-10-11,226.58499908447266,248.2092929194414,274.1167026872303,225.41000366210935 2022-10-12,225.91000366210938,246.54186628252657,274.1167026872303,225.75 2022-10-13,227.61500549316406,246.54186628252657,274.1167026872303,234.2400054931641 2022-10-14,232.79000091552737,246.54186628252657,274.1167026872303,228.55999755859372 2022-10-17,237.0500030517578,246.54186628252657,274.1167026872303,237.52999877929688 2022-10-18,239.64999389648438,246.54186628252657,274.1167026872303,238.5 2022-10-19,236.9499969482422,246.54186628252657,274.1167026872303,236.47999572753903 2022-10-20,238.08999633789062,246.54186628252657,274.1167026872303,236.1499938964844 2022-10-21,238.75,246.54186628252657,274.1167026872303,242.1199951171875 2022-10-24,244.56999969482422,246.54186628252657,221.32210181061063,247.25 2022-10-25,248.43499755859375,246.54186628252657,225.9488920262781,250.66000366210935 2022-10-26,234.18000030517578,246.54186628252657,225.9488920262781,231.32000732421875 2022-10-27,229.73500061035156,246.54186628252657,225.9488920262781,226.75 2022-10-28,231.32500457763672,246.54186628252657,225.9488920262781,235.8699951171875 2022-10-31,233.03499603271484,246.54186628252657,225.9488920262781,232.1300048828125 2022-11-01,231.53500366210938,246.54186628252657,225.9488920262781,228.1699981689453 2022-11-02,225.6699981689453,251.92914176368447,225.9488920262781,220.1000061035156 2022-11-03,217.1949996948242,242.75723131046053,225.9488920262781,214.25 2022-11-04,217.50999450683594,242.75723131046053,225.9488920262781,221.38999938964844 2022-11-07,224.84500122070312,242.75723131046053,225.9488920262781,227.8699951171875 2022-11-08,228.74499511718753,242.75723131046053,225.9488920262781,228.8699951171875 2022-11-09,226.4800033569336,242.75723131046053,225.9488920262781,224.50999450683597 2022-11-10,239.16500091552734,242.75723131046053,212.6216633888664,242.97999572753903 2022-11-11,244.95999908447266,242.75723131046053,219.25299146526294,247.1100006103516 " 3259,US,technical,"Calculate the percentage of days where Starbucks's high was less than the lower channel of SuperTrend from December 16, 2023 to March 20, 2024. (Standard parameters: period 10, multiplier 3; Require 5n data points to warm up) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",45.1923,medium,channel,"Mid_t = (H_t + L_t) / 2; BasicUpper_t = Mid_t + m * ATR_n^{Wilder}; BasicLower_t = Mid_t - m * ATR_n^{Wilder}; in long state Lower_t = max(BasicLower_t, Lower_{t-1}), flip to short if C_t < Lower_t; in short state Upper_t = min(BasicUpper_t, Upper_{t-1}), flip to long if C_t > Upper_t","date,high,low,close 2023-10-06,93.33999633789062,91.68000030517578,92.8499984741211 2023-10-09,92.79000091552734,91.43000030517578,92.68000030517578 2023-10-10,93.97000122070312,92.87000274658205,93.18000030517578 2023-10-11,93.62999725341795,91.8499984741211,91.9499969482422 2023-10-12,92.25,90.7699966430664,91.41999816894533 2023-10-13,92.05999755859376,91.0500030517578,91.4800033569336 2023-10-16,93.86000061035156,91.8499984741211,93.6500015258789 2023-10-17,94.19000244140624,92.62999725341795,94.18000030517578 2023-10-18,94.52999877929688,93.5,93.75 2023-10-19,95.66000366210938,94.16999816894533,94.41999816894533 2023-10-20,95.08999633789062,94.13999938964844,94.19000244140624 2023-10-23,95.02999877929688,93.29000091552734,94.1999969482422 2023-10-24,94.9800033569336,94.05999755859376,94.62000274658205 2023-10-25,95.36000061035156,93.97000122070312,94.0 2023-10-26,94.4800033569336,92.5999984741211,92.66999816894533 2023-10-27,93.7300033569336,91.7699966430664,92.0199966430664 2023-10-30,93.70999908447266,92.72000122070312,93.1500015258789 2023-10-31,93.31999969482422,92.0,92.23999786376952 2023-11-01,91.86000061035156,90.5500030517578,91.3499984741211 2023-11-02,101.91999816894533,99.73999786376952,100.01000213623048 2023-11-03,103.7699966430664,100.5,102.6500015258789 2023-11-06,104.08999633789062,101.97000122070312,104.02999877929688 2023-11-07,104.38999938964844,103.33000183105467,103.68000030517578 2023-11-08,104.81999969482422,103.6500015258789,104.3000030517578 2023-11-09,104.45999908447266,102.02999877929688,102.2300033569336 2023-11-10,104.3499984741211,101.9800033569336,104.33000183105467 2023-11-13,104.2300033569336,102.95999908447266,103.51000213623048 2023-11-14,105.81999969482422,104.23999786376952,105.5999984741211 2023-11-15,106.54000091552734,105.66000366210938,106.02999877929688 2023-11-16,107.66000366210938,106.1999969482422,107.20999908447266 2023-11-17,107.5,105.4800033569336,105.56999969482422 2023-11-20,105.47000122070312,103.86000061035156,104.3000030517578 2023-11-21,104.68000030517578,103.16999816894533,103.69000244140624 2023-11-22,104.68000030517578,103.27999877929688,103.44000244140624 2023-11-24,103.5999984741211,102.47000122070312,102.77999877929688 2023-11-27,103.08999633789062,102.06999969482422,102.36000061035156 2023-11-28,102.0500030517578,100.88999938964844,101.18000030517578 2023-11-29,101.69000244140624,99.52999877929688,99.8499984741211 2023-11-30,100.12000274658205,98.41999816894533,99.3000030517578 2023-12-01,99.27999877929688,97.5199966430664,99.1999969482422 2023-12-04,98.87999725341795,96.7699966430664,97.5999984741211 2023-12-05,97.4800033569336,94.8499984741211,95.54000091552734 2023-12-06,97.16999816894533,95.47000122070312,97.0199966430664 2023-12-07,97.6999969482422,96.2699966430664,96.44000244140624 2023-12-08,96.86000061035156,95.80999755859376,96.61000061035156 2023-12-11,99.01000213623048,97.22000122070312,98.12000274658205 2023-12-12,98.5999984741211,97.43000030517578,98.1500015258789 2023-12-13,98.63999938964844,96.81999969482422,98.11000061035156 2023-12-14,98.79000091552734,97.1500015258789,97.83999633789062 2023-12-15,98.23999786376952,96.55999755859376,96.75 2023-12-18,97.31999969482422,95.91999816894533,96.55999755859376 2023-12-19,98.0500030517578,96.94000244140624,97.72000122070312 2023-12-20,96.87999725341795,94.6500015258789,94.70999908447266 2023-12-21,95.44000244140624,94.47000122070312,95.33000183105467 2023-12-22,95.83000183105467,94.33999633789062,95.27999877929688 2023-12-26,95.69000244140624,94.95999908447266,95.66999816894533 2023-12-27,95.77999877929688,94.79000091552734,95.29000091552734 2023-12-28,95.97000122070312,95.11000061035156,95.93000030517578 2023-12-29,96.3499984741211,95.3499984741211,96.01000213623048 2024-01-02,95.9499969482422,93.62000274658205,93.66999816894533 2024-01-03,94.23999786376952,93.05999755859376,93.2300033569336 2024-01-04,94.58000183105467,93.0,93.5500030517578 2024-01-05,93.58000183105467,92.4800033569336,92.98999786376952 2024-01-08,94.56999969482422,92.9499969482422,94.19000244140624 2024-01-09,93.7300033569336,92.86000061035156,93.08999633789062 2024-01-10,93.69000244140624,92.87999725341795,93.5 2024-01-11,93.63999938964844,91.9000015258789,92.94000244140624 2024-01-12,93.4000015258789,91.7699966430664,91.9800033569336 2024-01-16,92.7300033569336,91.7300033569336,92.6999969482422 2024-01-17,91.95999908447266,91.4000015258789,91.7699966430664 2024-01-18,93.43000030517578,91.81999969482422,93.33999633789062 2024-01-19,94.23999786376952,92.63999938964844,93.86000061035156 2024-01-22,93.91999816894533,92.80999755859376,93.06999969482422 2024-01-23,93.6500015258789,91.7699966430664,91.97000122070312 2024-01-24,92.83999633789062,91.98999786376952,92.04000091552734 2024-01-25,92.6500015258789,91.72000122070312,92.61000061035156 2024-01-26,93.48999786376952,92.41000366210938,92.8000030517578 2024-01-29,93.93000030517578,92.23999786376952,93.8000030517578 2024-01-30,94.68000030517578,92.58999633789062,94.08000183105467 2024-01-31,98.36000061035156,93.0199966430664,93.02999877929688 2024-02-01,93.5999984741211,91.87000274658205,93.37000274658205 2024-02-02,93.61000061035156,91.66999816894533,92.98999786376952 2024-02-05,92.87000274658205,91.9000015258789,92.51000213623048 2024-02-06,95.6999969482422,92.3499984741211,95.66999816894533 2024-02-07,96.66000366210938,94.43000030517578,95.30999755859376 2024-02-08,96.69000244140624,93.93000030517578,96.58999633789062 2024-02-09,97.98999786376952,96.29000091552734,97.3000030517578 2024-02-12,97.13999938964844,95.37999725341795,95.47000122070312 2024-02-13,95.55999755859376,93.38999938964844,93.87000274658205 2024-02-14,94.47000122070312,93.76000213623048,94.06999969482422 2024-02-15,94.23999786376952,93.0,93.22000122070312 2024-02-16,94.18000030517578,92.75,93.22000122070312 2024-02-20,94.12000274658205,93.06999969482422,93.45999908447266 2024-02-21,95.7699966430664,93.7699966430664,95.0199966430664 2024-02-22,96.08000183105467,94.13999938964844,95.77999877929688 2024-02-23,96.93000030517578,95.58000183105467,95.62000274658205 2024-02-26,95.56999969482422,94.25,94.27999877929688 2024-02-27,94.66000366210938,93.5999984741211,94.12999725341795 2024-02-28,93.97000122070312,92.7699966430664,93.0 2024-02-29,95.0999984741211,93.9800033569336,94.9000015258789 2024-03-01,94.56999969482422,92.91000366210938,93.16000366210938 2024-03-04,93.31999969482422,92.04000091552734,92.45999908447266 2024-03-05,92.16999816894533,91.06999969482422,91.22000122070312 2024-03-06,92.02999877929688,91.12000274658205,91.6500015258789 2024-03-07,91.76000213623048,90.30999755859376,90.9499969482422 2024-03-08,91.52999877929688,90.5999984741211,91.05999755859376 2024-03-11,92.95999908447266,91.16999816894533,92.06999969482422 2024-03-12,92.72000122070312,91.20999908447266,92.4000015258789 2024-03-13,92.87000274658205,90.87000274658205,91.61000061035156 2024-03-14,91.70999908447266,90.41000366210938,91.66000366210938 2024-03-15,92.0199966430664,90.0999984741211,90.12000274658205 2024-03-18,91.43000030517578,90.52999877929688,91.01000213623048 2024-03-19,91.9000015258789,90.86000061035156,91.58999633789062 2024-03-20,92.62999725341795,91.5199966430664,92.5999984741211 ","date,Middle,Upper,Lower,high 2023-10-20,94.61499786376953,99.57099990844728,90.25900192260741,95.08999633789062 2023-10-23,94.15999984741211,99.57099990844728,90.25900192260741,95.02999877929688 2023-10-24,94.52000045776367,99.57099990844728,90.25900192260741,94.9800033569336 2023-10-25,94.66500091552734,99.57099990844728,90.31421478034973,95.36000061035156 2023-10-26,93.54000091552734,99.57099990844728,90.31421478034973,94.4800033569336 2023-10-27,92.75,99.57099990844728,90.31421478034973,93.7300033569336 2023-10-30,93.21500015258789,99.57099990844728,90.31421478034973,93.70999908447266 2023-10-31,92.65999984741211,99.57099990844728,90.31421478034973,93.31999969482422 2023-11-01,91.20500183105469,99.57099990844728,90.31421478034973,91.86000061035156 2023-11-02,100.82999801635742,99.57099990844728,93.48132456795817,101.91999816894533 2023-11-03,102.1349983215332,99.57099990844728,94.3931938659231,103.7699966430664 2023-11-06,103.02999877929688,99.57099990844728,95.42637623409152,104.08999633789062 2023-11-07,103.86000061035156,99.57099990844728,96.69874105208862,104.38999938964844 2023-11-08,104.23500061035156,99.57099990844728,97.43886755723132,104.81999969482422 2023-11-09,103.24499893188477,99.57099990844728,97.43886755723132,104.45999908447266 2023-11-10,103.16500091552734,99.57099990844728,97.43886755723132,104.3499984741211 2023-11-13,103.59500122070312,99.57099990844728,97.43886755723132,104.2300033569336 2023-11-14,105.02999877929688,99.57099990844728,98.40080599377092,105.81999969482422 2023-11-15,106.10000228881836,99.57099990844728,99.85172804942312,106.54000091552734 2023-11-16,106.93000030517578,99.57099990844728,100.8175520248763,107.66000366210938 2023-11-17,106.4900016784668,99.57099990844728,100.8175520248763,107.5 2023-11-20,104.66500091552734,99.57099990844728,100.8175520248763,105.47000122070312 2023-11-21,103.92499923706055,99.57099990844728,100.8175520248763,104.68000030517578 2023-11-22,103.97999954223633,99.57099990844728,100.8175520248763,104.68000030517578 2023-11-24,103.03499984741211,99.57099990844728,100.8175520248763,103.5999984741211 2023-11-27,102.57999801635742,99.57099990844728,100.8175520248763,103.08999633789062 2023-11-28,101.47000122070312,99.57099990844728,100.8175520248763,102.0500030517578 2023-11-29,100.61000061035156,105.88663135516933,100.8175520248763,101.69000244140624 2023-11-30,99.27000045776369,104.52896950139069,100.8175520248763,100.12000274658205 2023-12-01,98.39999771118164,103.66707177305337,100.8175520248763,99.27999877929688 2023-12-04,97.82499694824219,103.29436369547948,100.8175520248763,98.87999725341795 2023-12-05,96.16500091552734,101.9124309880409,100.8175520248763,97.4800033569336 2023-12-06,96.31999969482422,101.9124309880409,100.8175520248763,97.16999816894533 2023-12-07,96.9849967956543,101.9124309880409,100.8175520248763,97.6999969482422 2023-12-08,96.33499908447266,101.6390758636827,100.8175520248763,96.86000061035156 2023-12-11,98.1150016784668,101.6390758636827,100.8175520248763,99.01000213623048 2023-12-12,98.01499938964844,101.6390758636827,100.8175520248763,98.5999984741211 2023-12-13,97.72999954223633,101.6390758636827,100.8175520248763,98.63999938964844 2023-12-14,97.97000122070312,101.6390758636827,100.8175520248763,98.79000091552734 2023-12-15,97.39999771118164,101.6390758636827,100.8175520248763,98.23999786376952 2023-12-18,96.61999893188477,101.6390758636827,100.8175520248763,97.31999969482422 2023-12-19,97.49500274658202,101.6390758636827,100.8175520248763,98.0500030517578 2023-12-20,95.76499938964844,101.25526640337405,100.8175520248763,96.87999725341795 2023-12-21,94.95500183105469,100.18724250961867,100.8175520248763,95.44000244140624 2023-12-22,95.08499908447266,100.18724250961867,100.8175520248763,95.83000183105467 2023-12-26,95.32500076293945,100.18441820281065,100.8175520248763,95.69000244140624 2023-12-27,95.28499984741211,99.95547490242704,100.8175520248763,95.77999877929688 2023-12-28,95.54000091552734,99.95547490242704,100.8175520248763,95.97000122070312 2023-12-29,95.8499984741211,99.95547490242704,100.8175520248763,96.3499984741211 2024-01-02,94.78499984741212,99.38575612772797,100.8175520248763,95.9499969482422 2024-01-03,93.64999771118164,98.14467845501864,100.8175520248763,94.23999786376952 2024-01-04,93.79000091552734,98.14467845501864,100.8175520248763,94.58000183105467 2024-01-05,93.03000259399414,97.42729403312319,100.8175520248763,93.58000183105467 2024-01-08,93.7599983215332,97.42729403312319,100.8175520248763,94.56999969482422 2024-01-09,93.29500198364258,97.42729403312319,100.8175520248763,93.7300033569336 2024-01-10,93.2849998474121,97.42729403312319,100.8175520248763,93.69000244140624 2024-01-11,92.77000045776367,97.0732491764877,100.8175520248763,93.63999938964844 2024-01-12,92.58499908447266,96.94692439616804,100.8175520248763,93.4000015258789 2024-01-16,92.2300033569336,96.45573613745944,100.8175520248763,92.7300033569336 2024-01-17,91.68000030517578,95.87315843435803,100.8175520248763,91.95999908447266 2024-01-18,92.625,95.87315843435803,100.8175520248763,93.43000030517578 2024-01-19,93.43999862670898,95.87315843435803,100.8175520248763,94.23999786376952 2024-01-22,93.36499786376955,95.87315843435803,100.8175520248763,93.91999816894533 2024-01-23,92.70999908447266,95.87315843435803,100.8175520248763,93.6500015258789 2024-01-24,92.41499710083008,95.87315843435803,100.8175520248763,92.83999633789062 2024-01-25,92.18500137329102,95.87315843435803,100.8175520248763,92.6500015258789 2024-01-26,92.95000076293945,95.87315843435803,100.8175520248763,93.48999786376952 2024-01-29,93.08499908447266,95.87315843435803,100.8175520248763,93.93000030517578 2024-01-30,93.6349983215332,95.87315843435803,100.8175520248763,94.68000030517578 2024-01-31,95.68999862670898,95.87315843435803,100.8175520248763,98.36000061035156 2024-02-01,92.73500061035156,95.87315843435803,100.8175520248763,93.5999984741211 2024-02-02,92.63999938964844,95.87315843435803,100.8175520248763,93.61000061035156 2024-02-05,92.38500213623047,95.87315843435803,100.8175520248763,92.87000274658205 2024-02-06,94.02499771118164,95.87315843435803,100.8175520248763,95.6999969482422 2024-02-07,95.54500198364258,95.87315843435803,100.8175520248763,96.66000366210938 2024-02-08,95.31000137329102,95.87315843435803,89.23165771929754,96.69000244140624 2024-02-09,97.13999938964844,95.87315843435803,91.15949101658167,97.98999786376952 2024-02-12,96.2599983215332,95.87315843435803,91.15949101658167,97.13999938964844 2024-02-13,94.4749984741211,95.87315843435803,91.15949101658167,95.55999755859376 2024-02-14,94.1150016784668,95.87315843435803,91.15949101658167,94.47000122070312 2024-02-15,93.61999893188477,95.87315843435803,91.15949101658167,94.23999786376952 2024-02-16,93.46500015258789,95.87315843435803,91.15949101658167,94.18000030517578 2024-02-20,93.59500122070312,95.87315843435803,91.15949101658167,94.12000274658205 2024-02-21,94.7699966430664,95.87315843435803,91.15949101658167,95.7699966430664 2024-02-22,95.11000061035156,95.87315843435803,91.15949101658167,96.08000183105467 2024-02-23,96.25500106811523,95.87315843435803,91.15949101658167,96.93000030517578 2024-02-26,94.90999984741211,95.87315843435803,91.15949101658167,95.56999969482422 2024-02-27,94.13000106811523,95.87315843435803,91.15949101658167,94.66000366210938 2024-02-28,93.36999893188477,95.87315843435803,91.15949101658167,93.97000122070312 2024-02-29,94.54000091552734,95.87315843435803,91.15949101658167,95.0999984741211 2024-03-01,93.7400016784668,95.87315843435803,91.15949101658167,94.56999969482422 2024-03-04,92.68000030517578,95.87315843435803,91.15949101658167,93.31999969482422 2024-03-05,91.61999893188477,95.87315843435803,91.15949101658167,92.16999816894533 2024-03-06,91.57500076293945,95.87315843435803,91.15949101658167,92.02999877929688 2024-03-07,91.03499984741212,95.66156424499155,91.15949101658167,91.76000213623048 2024-03-08,91.06499862670898,95.50790667608321,91.15949101658167,91.52999877929688 2024-03-11,92.06499862670898,95.50790667608321,91.15949101658167,92.95999908447266 2024-03-12,91.96500015258789,95.50790667608321,91.15949101658167,92.72000122070312 2024-03-13,91.87000274658205,95.50790667608321,91.15949101658167,92.87000274658205 2024-03-14,91.06000137329102,95.50790667608321,91.15949101658167,91.70999908447266 2024-03-15,91.05999755859375,95.50790667608321,91.15949101658167,92.0199966430664 2024-03-18,90.97999954223633,95.50790667608321,91.15949101658167,91.43000030517578 2024-03-19,91.38000106811523,95.50790667608321,91.15949101658167,91.9000015258789 2024-03-20,92.07499694824219,95.50790667608321,91.15949101658167,92.62999725341795 " 3260,US,technical,"From April 04, 2021 to May 28, 2021, how many times did a death cross occur between the 5-day and 30-day Simple Moving Average lines for Waters Corporation? Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.0,medium,moving average,SMA_n = 1 / n * \sum_{i=0}^{n-1} P_{t-i},"date,close 2021-02-22,279.8099975585937 2021-02-23,278.8800048828125 2021-02-24,279.8999938964844 2021-02-25,278.2300109863281 2021-02-26,273.8800048828125 2021-03-01,277.0400085449219 2021-03-02,274.0299987792969 2021-03-03,265.7799987792969 2021-03-04,261.6300048828125 2021-03-05,266.44000244140625 2021-03-08,264.6700134277344 2021-03-09,272.67999267578125 2021-03-10,272.45001220703125 2021-03-11,273.0799865722656 2021-03-12,268.8299865722656 2021-03-15,272.6300048828125 2021-03-16,269.7699890136719 2021-03-17,268.1300048828125 2021-03-18,268.760009765625 2021-03-19,268.70001220703125 2021-03-22,271.6300048828125 2021-03-23,270.69000244140625 2021-03-24,269.04998779296875 2021-03-25,273.0 2021-03-26,281.2200012207031 2021-03-29,284.0199890136719 2021-03-30,282.510009765625 2021-03-31,284.1700134277344 2021-04-01,284.7200012207031 2021-04-05,295.6499938964844 2021-04-06,302.2300109863281 2021-04-07,296.3500061035156 2021-04-08,304.1300048828125 2021-04-09,307.1400146484375 2021-04-12,307.0400085449219 2021-04-13,307.9100036621094 2021-04-14,296.6700134277344 2021-04-15,299.6499938964844 2021-04-16,299.8999938964844 2021-04-19,298.8099975585937 2021-04-20,296.2699890136719 2021-04-21,301.2200012207031 2021-04-22,304.6400146484375 2021-04-23,306.5 2021-04-26,304.3500061035156 2021-04-27,304.2699890136719 2021-04-28,300.44000244140625 2021-04-29,302.1099853515625 2021-04-30,299.8699951171875 2021-05-03,301.6700134277344 2021-05-04,299.75 2021-05-05,308.4599914550781 2021-05-06,309.010009765625 2021-05-07,314.6499938964844 2021-05-10,317.6300048828125 2021-05-11,315.8900146484375 2021-05-12,303.6400146484375 2021-05-13,315.4800109863281 2021-05-14,312.239990234375 2021-05-17,308.94000244140625 2021-05-18,305.07000732421875 2021-05-19,306.45001220703125 2021-05-20,311.4599914550781 2021-05-21,312.2200012207031 2021-05-24,317.20001220703125 2021-05-25,321.1400146484375 2021-05-26,319.739990234375 2021-05-27,323.739990234375 2021-05-28,322.25 ","date,5-day,30-day 2021-04-05,286.21400146484376,274.3993347167969 2021-04-06,289.856005859375,275.14666849772135 2021-04-07,292.62400512695314,275.7290018717448 2021-04-08,296.6160034179687,276.5366689046224 2021-04-09,301.1000061035156,277.5003356933594 2021-04-12,303.3780090332031,278.605669148763 2021-04-13,304.5140075683594,279.6346689860026 2021-04-14,304.5780090332031,280.38933614095055 2021-04-15,303.6820068359375,281.5183359781901 2021-04-16,302.2340026855469,282.79400227864585 2021-04-19,300.58800048828124,283.8730021158854 2021-04-20,298.25999755859374,284.92633463541665 2021-04-21,299.1699951171875,285.87766825358074 2021-04-22,300.1679992675781,286.95066833496094 2021-04-23,301.4880004882813,288.0646687825521 2021-04-26,302.59600219726565,289.24866943359376 2021-04-27,304.1960021972656,290.30333557128904 2021-04-28,304.0400024414063,291.32566935221354 2021-04-29,303.53399658203125,292.4583353678385 2021-04-30,302.20799560546874,293.4953348795573 2021-05-03,301.6719970703125,294.5943349202474 2021-05-04,300.76799926757815,295.5316680908203 2021-05-05,302.3719970703125,296.79066772460936 2021-05-06,303.752001953125,298.12266845703124 2021-05-07,306.7080017089844,299.51100158691406 2021-05-10,309.9,300.72466837565105 2021-05-11,313.1280029296875,301.78700256347656 2021-05-12,312.16400756835935,302.4913360595703 2021-05-13,313.4580078125,303.5350026448568 2021-05-14,312.97600708007815,304.45233561197915 2021-05-17,311.2380065917969,304.8953358968099 2021-05-18,309.0740051269531,304.99000244140626 2021-05-19,309.63600463867186,305.32666931152346 2021-05-20,308.8320007324219,305.5710021972656 2021-05-21,308.8280029296875,305.74033508300784 2021-05-24,310.4800048828125,306.07900187174477 2021-05-25,313.6940063476562,306.52000223795574 2021-05-26,316.352001953125,307.28900146484375 2021-05-27,318.80800170898436,308.0920013427734 2021-05-28,320.8140014648437,308.837001546224 " 3261,US,technical,"How many death cross occurred between the 5-day and 10-day Simple Moving Average lines for Conagra Brands from July 05, 2024 to December 20, 2024? Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",7.0,medium,moving average,SMA_n = 1 / n * \sum_{i=0}^{n-1} P_{t-i},"date,close 2024-06-21,28.81999969482422 2024-06-24,29.34000015258789 2024-06-25,29.06999969482422 2024-06-26,28.489999771118164 2024-06-27,28.34000015258789 2024-06-28,28.420000076293945 2024-07-01,28.299999237060547 2024-07-02,28.32999992370605 2024-07-03,28.1299991607666 2024-07-05,28.239999771118164 2024-07-08,28.399999618530277 2024-07-09,28.739999771118164 2024-07-10,28.809999465942383 2024-07-11,28.3799991607666 2024-07-12,28.350000381469727 2024-07-15,28.600000381469727 2024-07-16,28.989999771118164 2024-07-17,30.1200008392334 2024-07-18,30.09000015258789 2024-07-19,29.6299991607666 2024-07-22,29.65999984741211 2024-07-23,29.270000457763672 2024-07-24,29.86000061035156 2024-07-25,29.530000686645508 2024-07-26,29.940000534057617 2024-07-29,30.15999984741211 2024-07-30,30.3799991607666 2024-07-31,30.31999969482422 2024-08-01,30.25 2024-08-02,30.899999618530277 2024-08-05,30.01000022888184 2024-08-06,29.93000030517578 2024-08-07,29.780000686645508 2024-08-08,30.299999237060547 2024-08-09,30.149999618530277 2024-08-12,29.82999992370605 2024-08-13,30.36000061035156 2024-08-14,30.81999969482422 2024-08-15,30.170000076293945 2024-08-16,30.420000076293945 2024-08-19,31.09000015258789 2024-08-20,30.770000457763672 2024-08-21,30.739999771118164 2024-08-22,30.479999542236328 2024-08-23,30.6299991607666 2024-08-26,31.040000915527344 2024-08-27,31.270000457763672 2024-08-28,31.540000915527344 2024-08-29,31.040000915527344 2024-08-30,31.200000762939453 2024-09-03,31.920000076293945 2024-09-04,32.40999984741211 2024-09-05,32.529998779296875 2024-09-06,32.7400016784668 2024-09-09,32.83000183105469 2024-09-10,32.790000915527344 2024-09-11,31.46999931335449 2024-09-12,31.75 2024-09-13,32.04999923706055 2024-09-16,32.599998474121094 2024-09-17,32.560001373291016 2024-09-18,32.72999954223633 2024-09-19,32.38999938964844 2024-09-20,32.29999923706055 2024-09-23,32.310001373291016 2024-09-24,32.31999969482422 2024-09-25,32.290000915527344 2024-09-26,32.4900016784668 2024-09-27,32.470001220703125 2024-09-30,32.52000045776367 2024-10-01,32.720001220703125 2024-10-02,30.07999992370605 2024-10-03,29.350000381469727 2024-10-04,29.51000022888184 2024-10-07,29.100000381469727 2024-10-08,29.200000762939453 2024-10-09,29.309999465942383 2024-10-10,29.440000534057617 2024-10-11,29.3700008392334 2024-10-14,29.450000762939453 2024-10-15,29.57999992370605 2024-10-16,29.71999931335449 2024-10-17,30.309999465942383 2024-10-18,30.31999969482422 2024-10-21,29.51000022888184 2024-10-22,29.479999542236328 2024-10-23,29.450000762939453 2024-10-24,29.350000381469727 2024-10-25,29.43000030517578 2024-10-28,29.76000022888184 2024-10-29,29.43000030517578 2024-10-30,29.43000030517578 2024-10-31,28.940000534057617 2024-11-01,28.96999931335449 2024-11-04,28.770000457763672 2024-11-05,29.07999992370605 2024-11-06,28.899999618530277 2024-11-07,28.309999465942383 2024-11-08,28.440000534057617 2024-11-11,27.739999771118164 2024-11-12,27.68000030517578 2024-11-13,27.63999938964844 2024-11-14,27.450000762939453 2024-11-15,26.700000762939453 2024-11-18,26.61000061035156 2024-11-19,26.479999542236328 2024-11-20,27.1200008392334 2024-11-21,27.170000076293945 2024-11-22,27.420000076293945 2024-11-25,27.450000762939453 2024-11-26,27.489999771118164 2024-11-27,27.450000762939453 2024-11-29,27.549999237060547 2024-12-02,27.81999969482422 2024-12-03,27.709999084472656 2024-12-04,27.31999969482422 2024-12-05,27.81999969482422 2024-12-06,27.239999771118164 2024-12-09,27.739999771118164 2024-12-10,27.84000015258789 2024-12-11,27.729999542236328 2024-12-12,28.06999969482422 2024-12-13,28.200000762939453 2024-12-16,27.899999618530277 2024-12-17,27.8799991607666 2024-12-18,27.3700008392334 2024-12-19,26.809999465942383 2024-12-20,27.11000061035156 ","date,5-day,10-day 2024-07-05,28.283999633789062,28.547999763488768 2024-07-08,28.27999954223633,28.505999755859374 2024-07-09,28.367999649047853,28.445999717712404 2024-07-10,28.463999557495118,28.41999969482422 2024-07-11,28.51399955749512,28.408999633789062 2024-07-12,28.53599967956543,28.409999656677247 2024-07-15,28.57599983215332,28.427999687194824 2024-07-16,28.62599983215332,28.496999740600586 2024-07-17,28.888000106811525,28.67599983215332 2024-07-18,29.230000305175782,28.87199993133545 2024-07-19,29.486000061035156,29.010999870300292 2024-07-22,29.697999954223633,29.136999893188477 2024-07-23,29.754000091552733,29.189999961853026 2024-07-24,29.702000045776366,29.295000076293945 2024-07-25,29.59000015258789,29.410000228881835 2024-07-26,29.652000427246094,29.569000244140625 2024-07-29,29.752000427246095,29.725000190734864 2024-07-30,29.97400016784668,29.864000129699708 2024-07-31,30.06599998474121,29.88400001525879 2024-08-01,30.20999984741211,29.9 2024-08-02,30.40199966430664,30.02700004577637 2024-08-05,30.371999740600586,30.06200008392334 2024-08-06,30.28199996948242,30.12800006866455 2024-08-07,30.17400016784668,30.120000076293945 2024-08-08,30.18400001525879,30.196999931335448 2024-08-09,30.03400001525879,30.217999839782713 2024-08-12,29.997999954223634,30.184999847412108 2024-08-13,30.084000015258788,30.182999992370604 2024-08-14,30.29199981689453,30.232999992370605 2024-08-15,30.26599998474121,30.225 2024-08-16,30.320000076293944,30.177000045776367 2024-08-19,30.572000122070314,30.285000038146972 2024-08-20,30.654000091552735,30.369000053405763 2024-08-21,30.638000106811525,30.464999961853028 2024-08-22,30.7,30.482999992370605 2024-08-23,30.74199981689453,30.53099994659424 2024-08-26,30.731999969482423,30.65200004577637 2024-08-27,30.83199996948242,30.743000030517578 2024-08-28,30.99200019836426,30.815000152587892 2024-08-29,31.10400047302246,30.90200023651123 2024-08-30,31.21800079345703,30.980000305175782 2024-09-03,31.394000625610353,31.063000297546388 2024-09-04,31.62200050354004,31.22700023651123 2024-09-05,31.820000076293944,31.4060001373291 2024-09-06,32.160000228881835,31.632000350952147 2024-09-09,32.48600044250488,31.852000617980956 2024-09-10,32.66000061035156,32.02700061798096 2024-09-11,32.47200050354004,32.04700050354004 2024-09-12,32.31600074768066,32.068000411987306 2024-09-13,32.17800025939941,32.169000244140626 2024-09-16,32.1319995880127,32.30900001525879 2024-09-17,32.08599967956543,32.373000144958496 2024-09-18,32.337999725341795,32.40500011444092 2024-09-19,32.465999603271484,32.39100017547607 2024-09-20,32.51599960327148,32.346999931335446 2024-09-23,32.45800018310547,32.29499988555908 2024-09-24,32.40999984741211,32.24799976348877 2024-09-25,32.322000122070314,32.329999923706055 2024-09-26,32.342000579833986,32.40400009155273 2024-09-27,32.3760009765625,32.446000289916995 2024-09-30,32.41800079345703,32.43800048828125 2024-10-01,32.49800109863281,32.45400047302246 2024-10-02,32.05600090026856,32.18900051116943 2024-10-03,31.42800064086914,31.88500061035156 2024-10-04,30.836000442504883,31.606000709533692 2024-10-07,30.152000427246094,31.285000610351563 2024-10-08,29.448000335693358,30.973000717163085 2024-10-09,29.294000244140626,30.67500057220459 2024-10-10,29.312000274658203,30.370000457763673 2024-10-11,29.284000396728516,30.0600004196167 2024-10-14,29.35400047302246,29.753000450134277 2024-10-15,29.43000030517578,29.43900032043457 2024-10-16,29.512000274658202,29.403000259399413 2024-10-17,29.686000061035156,29.49900016784668 2024-10-18,29.87599983215332,29.580000114440917 2024-10-21,29.887999725341796,29.62100009918213 2024-10-22,29.867999649047853,29.648999977111817 2024-10-23,29.813999938964844,29.663000106811523 2024-10-24,29.62200012207031,29.654000091552735 2024-10-25,29.444000244140625,29.660000038146972 2024-10-28,29.494000244140626,29.69099998474121 2024-10-29,29.484000396728515,29.676000022888182 2024-10-30,29.480000305175782,29.647000122070313 2024-10-31,29.39800033569336,29.510000228881836 2024-11-01,29.3060001373291,29.375000190734863 2024-11-04,29.108000183105467,29.30100021362305 2024-11-05,29.038000106811523,29.26100025177002 2024-11-06,28.931999969482423,29.206000137329102 2024-11-07,28.805999755859375,29.102000045776368 2024-11-08,28.7,29.00300006866455 2024-11-11,28.493999862670897,28.801000022888182 2024-11-12,28.213999938964843,28.626000022888185 2024-11-13,27.961999893188477,28.446999931335448 2024-11-14,27.79000015258789,28.297999954223634 2024-11-15,27.44200019836426,28.07100009918213 2024-11-18,27.216000366210938,27.85500011444092 2024-11-19,26.976000213623045,27.595000076293946 2024-11-20,26.87200050354004,27.417000198364256 2024-11-21,26.816000366210936,27.303000259399415 2024-11-22,26.960000228881835,27.201000213623047 2024-11-25,27.128000259399414,27.172000312805174 2024-11-26,27.33000030517578,27.153000259399413 2024-11-27,27.39600028991699,27.134000396728517 2024-11-29,27.472000122070312,27.144000244140624 2024-12-02,27.552000045776367,27.256000137329103 2024-12-03,27.60399971008301,27.36599998474121 2024-12-04,27.56999969482422,27.45 2024-12-05,27.64399948120117,27.51999988555908 2024-12-06,27.581999588012696,27.526999855041502 2024-12-09,27.565999603271486,27.558999824523926 2024-12-10,27.591999816894532,27.59799976348877 2024-12-11,27.673999786376953,27.621999740600586 2024-12-12,27.723999786376954,27.683999633789064 2024-12-13,27.915999984741212,27.748999786376952 2024-12-16,27.947999954223633,27.75699977874756 2024-12-17,27.955999755859374,27.773999786376955 2024-12-18,27.88400001525879,27.778999900817873 2024-12-19,27.631999969482422,27.677999877929686 2024-12-20,27.413999938964842,27.664999961853027 " 3262,US,technical,"During May 06, 2024 to October 18, 2024, how many times did Salesforce's 5-day and 30-day Simple Moving Average lines form a death cross? Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",3.0,medium,moving average,SMA_n = 1 / n * \sum_{i=0}^{n-1} P_{t-i},"date,close 2024-03-25,306.0599975585937 2024-03-26,305.8299865722656 2024-03-27,301.3800048828125 2024-03-28,301.17999267578125 2024-04-01,302.260009765625 2024-04-02,304.0 2024-04-03,304.739990234375 2024-04-04,294.1400146484375 2024-04-05,301.9100036621094 2024-04-08,301.7300109863281 2024-04-09,302.3699951171875 2024-04-10,299.6199951171875 2024-04-11,299.1499938964844 2024-04-12,294.32000732421875 2024-04-15,272.8999938964844 2024-04-16,277.4100036621094 2024-04-17,276.32000732421875 2024-04-18,271.9200134277344 2024-04-19,270.3699951171875 2024-04-22,273.8099975585937 2024-04-23,276.67999267578125 2024-04-24,276.19000244140625 2024-04-25,273.1400146484375 2024-04-26,274.2900085449219 2024-04-29,275.739990234375 2024-04-30,268.94000244140625 2024-05-01,268.69000244140625 2024-05-02,272.1300048828125 2024-05-03,273.6600036621094 2024-05-06,275.6300048828125 2024-05-07,277.17999267578125 2024-05-08,278.9700012207031 2024-05-09,275.1700134277344 2024-05-10,276.6700134277344 2024-05-13,277.5199890136719 2024-05-14,276.79998779296875 2024-05-15,287.5400085449219 2024-05-16,284.67999267578125 2024-05-17,285.6099853515625 2024-05-20,287.07000732421875 2024-05-21,283.760009765625 2024-05-22,283.82000732421875 2024-05-23,278.57000732421875 2024-05-24,272.2900085449219 2024-05-28,269.8299865722656 2024-05-29,271.6199951171875 2024-05-30,218.00999450683597 2024-05-31,234.44000244140625 2024-06-03,236.6199951171875 2024-06-04,234.8600006103516 2024-06-05,236.52999877929688 2024-06-06,242.75999450683597 2024-06-07,241.8500061035156 2024-06-10,241.83999633789065 2024-06-11,240.9900054931641 2024-06-12,235.8000030517578 2024-06-13,229.02999877929688 2024-06-14,231.94000244140625 2024-06-17,230.47999572753903 2024-06-18,231.80999755859372 2024-06-20,241.8000030517578 2024-06-21,245.05999755859372 2024-06-24,239.94000244140625 2024-06-25,241.75999450683597 2024-06-26,243.1499938964844 2024-06-27,252.8500061035156 2024-06-28,257.1000061035156 2024-07-01,256.2099914550781 2024-07-02,256.19000244140625 2024-07-03,260.95001220703125 2024-07-05,263.19000244140625 2024-07-08,257.3699951171875 2024-07-09,252.42999267578125 2024-07-10,252.58999633789065 2024-07-11,251.1199951171875 2024-07-12,253.97000122070312 2024-07-15,252.8600006103516 2024-07-16,256.0299987792969 2024-07-17,251.22000122070312 2024-07-18,247.3500061035156 2024-07-19,247.6300048828125 2024-07-22,254.0800018310547 2024-07-23,256.0599975585937 2024-07-24,249.77999877929688 2024-07-25,256.5199890136719 2024-07-26,262.7099914550781 2024-07-29,258.5899963378906 2024-07-30,257.92999267578125 2024-07-31,258.79998779296875 2024-08-01,253.05999755859372 2024-08-02,243.97000122070312 2024-08-05,239.00999450683597 2024-08-06,238.4199981689453 2024-08-07,240.0399932861328 2024-08-08,249.1199951171875 2024-08-09,252.52999877929688 2024-08-12,251.30999755859372 2024-08-13,254.6000061035156 2024-08-14,255.32000732421875 2024-08-15,262.7900085449219 2024-08-16,262.9100036621094 2024-08-19,265.3800048828125 2024-08-20,261.8399963378906 2024-08-21,261.0899963378906 2024-08-22,258.5899963378906 2024-08-23,264.0 2024-08-26,265.2799987792969 2024-08-27,264.20001220703125 2024-08-28,258.8999938964844 2024-08-29,257.010009765625 2024-08-30,252.8999938964844 2024-09-03,248.05999755859372 2024-09-04,247.67999267578125 2024-09-05,246.1199951171875 2024-09-06,243.97000122070312 2024-09-09,245.75999450683597 2024-09-10,246.16000366210935 2024-09-11,249.57000732421875 2024-09-12,253.3699951171875 2024-09-13,254.57000732421875 2024-09-16,256.9100036621094 2024-09-17,255.19000244140625 2024-09-18,252.42999267578125 2024-09-19,265.989990234375 2024-09-20,266.79998779296875 2024-09-23,264.2099914550781 2024-09-24,270.44000244140625 2024-09-25,274.0899963378906 2024-09-26,275.760009765625 2024-09-27,276.6400146484375 2024-09-30,273.7099914550781 2024-10-01,270.8699951171875 2024-10-02,279.4800109863281 2024-10-03,280.9100036621094 2024-10-04,287.75 2024-10-07,284.57000732421875 2024-10-08,291.57000732421875 2024-10-09,287.9200134277344 2024-10-10,290.1700134277344 2024-10-11,288.1000061035156 2024-10-14,291.6400146484375 2024-10-15,288.3500061035156 2024-10-16,290.8599853515625 2024-10-17,291.1099853515625 2024-10-18,292.94000244140625 ","date,5-day,30-day 2024-05-06,271.81000366210935,286.5503346761068 2024-05-07,273.4580017089844,285.58766784667966 2024-05-08,275.5140014648438,284.6923350016276 2024-05-09,276.12200317382815,283.81866861979165 2024-05-10,276.7240051269531,283.0016693115234 2024-05-13,277.102001953125,282.177001953125 2024-05-14,277.0260009765625,281.2703348795573 2024-05-15,278.74000244140626,280.69700215657554 2024-05-16,280.6419982910156,280.3816680908203 2024-05-17,282.42999267578125,279.8383341471354 2024-05-20,284.3399963378906,279.34966735839845 2024-05-21,285.73200073242185,278.7293345133464 2024-05-22,284.9880004882813,278.2026682535807 2024-05-23,283.76600341796876,277.51666870117185 2024-05-24,281.1020080566406,276.78233540852864 2024-05-28,277.65400390625,276.6800018310547 2024-05-29,275.2260009765625,276.48700154622395 2024-05-30,262.0639984130859,274.54333445231117 2024-05-31,253.23799743652344,273.2940007527669 2024-06-03,246.10399475097657,272.1690007527669 2024-06-04,239.10999755859376,270.87066752115885 2024-06-05,232.0919982910156,269.53233439127604 2024-06-06,237.04199829101563,268.41800079345705 2024-06-07,238.5239990234375,267.37500050862633 2024-06-10,239.56799926757813,266.29333343505857 2024-06-11,240.79400024414062,265.13500061035154 2024-06-12,240.64800109863282,264.0303339640299 2024-06-13,237.902001953125,262.70833384195964 2024-06-14,235.9200012207031,261.36866709391273 2024-06-17,233.64800109863282,259.92933349609376 2024-06-18,231.81199951171874,258.4686665852865 2024-06-20,233.01199951171876,257.289333597819 2024-06-21,236.21799926757814,256.1590001424154 2024-06-24,237.81799926757813,254.9846664428711 2024-06-25,240.0739990234375,253.8209991455078 2024-06-26,242.3419982910156,252.67533264160156 2024-06-27,244.5519989013672,251.8769999186198 2024-06-28,246.96000061035156,250.86233317057292 2024-07-01,250.21399841308593,249.9133331298828 2024-07-02,253.1,248.93266703287762 2024-07-03,256.6600036621094,248.06200052897137 2024-07-05,258.7280029296875,247.37633361816407 2024-07-08,258.78200073242186,246.49466654459636 2024-07-09,258.0260009765625,245.62333272298176 2024-07-10,257.3059997558594,244.96666564941407 2024-07-11,255.33999633789062,244.34299926757814 2024-07-12,253.49599609375,243.75466613769532 2024-07-15,252.5939971923828,244.9163330078125 2024-07-16,253.31399841308593,245.63599955240886 2024-07-17,253.03999938964844,246.12266642252604 2024-07-18,252.28600158691407,246.53899993896485 2024-07-19,251.01800231933595,246.90900014241535 2024-07-22,251.26200256347656,247.2863337198893 2024-07-23,251.26800231933595,247.76000010172527 2024-07-24,250.9800018310547,248.02466684977213 2024-07-25,252.81399841308593,248.5423329671224 2024-07-26,255.82999572753906,249.4393325805664 2024-07-29,256.73199462890625,250.42466583251954 2024-07-30,257.1059936523437,251.29099884033204 2024-07-31,258.9099914550781,252.23499857584636 2024-08-01,258.2179931640625,252.94333190917968 2024-08-02,254.4699951171875,253.01566518147786 2024-08-05,250.55399475097656,252.81399841308593 2024-08-06,246.65199584960936,252.7633316040039 2024-08-07,242.89999694824218,252.70599822998048 2024-08-08,242.11199645996095,252.90499827067057 2024-08-09,243.8239959716797,252.8943313598633 2024-08-12,246.28399658203125,252.70133107503256 2024-08-13,249.5199981689453,252.64766489664714 2024-08-14,252.5760009765625,252.61866505940756 2024-08-15,255.31000366210938,252.67999827067058 2024-08-16,257.38600463867186,252.67066497802733 2024-08-19,260.20000610351565,252.9376653035482 2024-08-20,261.64800415039065,253.25133209228517 2024-08-21,262.802001953125,253.5346654256185 2024-08-22,261.9619995117188,253.7836654663086 2024-08-23,262.17999877929685,254.1179987589518 2024-08-26,262.1599975585938,254.53199869791666 2024-08-27,262.6320007324219,254.80433247884113 2024-08-28,262.1940002441406,255.06033223470052 2024-08-29,261.8780029296875,255.38233235677083 2024-08-30,259.6580017089844,255.55799865722656 2024-09-03,256.21400146484376,255.35733184814453 2024-09-04,252.90999755859374,255.07799835205077 2024-09-05,250.35399780273437,254.95599822998048 2024-09-06,247.74599609375,254.53766530354818 2024-09-09,246.3179962158203,253.97266540527343 2024-09-10,245.93799743652343,253.55833231608074 2024-09-11,246.31600036621094,253.2796661376953 2024-09-12,247.76600036621093,253.09866638183593 2024-09-13,249.88600158691406,253.1490000406901 2024-09-16,252.11600341796876,253.58033345540363 2024-09-17,253.92200317382813,254.11966705322266 2024-09-18,254.49400024414064,254.5866668701172 2024-09-19,257.01799926757815,255.45166676839193 2024-09-20,259.4639953613281,256.0409998575846 2024-09-23,260.9239929199219,256.43033294677736 2024-09-24,263.9739929199219,257.06799977620443 2024-09-25,268.3059936523438,257.71766611735023 2024-09-26,270.25999755859374,258.3989995320638 2024-09-27,272.2280029296875,258.860666402181 2024-09-30,274.1280029296875,259.22066599527994 2024-10-01,274.21400146484376,259.4036656697591 2024-10-02,275.29200439453126,259.99166615804035 2024-10-03,276.32200317382814,260.65233306884767 2024-10-04,278.54400024414065,261.624333190918 2024-10-07,280.71600341796875,262.3100001017253 2024-10-08,284.856005859375,263.1863337198893 2024-10-09,286.54400634765625,263.9770004272461 2024-10-10,288.39600830078126,265.0193344116211 2024-10-11,288.46600952148435,266.05566762288413 2024-10-14,289.8800109863281,267.34700164794924 2024-10-15,289.2360107421875,268.6900019327799 2024-10-16,289.8240051269531,270.1293350219727 2024-10-17,290.0119995117187,271.6290013631185 2024-10-18,290.97999877929686,273.2613347371419 " 3263,US,technical,"For Deckers Brands, how many times did the 60-day and 20-day Simple Moving Average lines produce a golden cross between May 12, 2021 and December 01, 2021? Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",2.0,medium,moving average,SMA_n = 1 / n * \sum_{i=0}^{n-1} P_{t-i},"date,close 2021-02-17,53.94333267211914 2021-02-18,53.87166595458984 2021-02-19,55.19333267211914 2021-02-22,54.67333221435547 2021-02-23,54.05833435058594 2021-02-24,55.24666595458984 2021-02-25,53.176666259765625 2021-02-26,54.35166549682617 2021-03-01,55.255001068115234 2021-03-02,54.28166580200195 2021-03-03,53.494998931884766 2021-03-04,51.73333358764648 2021-03-05,52.731666564941406 2021-03-08,52.82833480834961 2021-03-09,53.77166748046875 2021-03-10,52.65666580200195 2021-03-11,54.52333450317383 2021-03-12,54.709999084472656 2021-03-15,57.22499847412109 2021-03-16,56.45000076293945 2021-03-17,57.35499954223633 2021-03-18,55.15999984741211 2021-03-19,56.45000076293945 2021-03-22,55.46666717529297 2021-03-23,53.10499954223633 2021-03-24,51.95500183105469 2021-03-25,53.625 2021-03-26,55.63999938964844 2021-03-29,53.38833236694336 2021-03-30,54.27999877929688 2021-03-31,55.06999969482422 2021-04-01,55.08666610717773 2021-04-05,55.16666793823242 2021-04-06,56.494998931884766 2021-04-07,56.5533332824707 2021-04-08,56.0966682434082 2021-04-09,57.06666564941406 2021-04-12,57.65666580200195 2021-04-13,55.96666717529297 2021-04-14,56.02333450317383 2021-04-15,56.58833312988281 2021-04-16,56.84333419799805 2021-04-19,56.209999084472656 2021-04-20,54.64166641235352 2021-04-21,55.494998931884766 2021-04-22,55.77000045776367 2021-04-23,57.29499816894531 2021-04-26,56.49666595458984 2021-04-27,57.78166580200195 2021-04-28,58.26333236694336 2021-04-29,58.55666732788086 2021-04-30,56.36666870117188 2021-05-03,57.768333435058594 2021-05-04,58.30500030517578 2021-05-05,57.456668853759766 2021-05-06,56.73666763305664 2021-05-07,56.88166809082031 2021-05-10,55.00166702270508 2021-05-11,53.94499969482422 2021-05-12,52.33666610717773 2021-05-13,53.88833236694336 2021-05-14,55.95833206176758 2021-05-17,56.87333297729492 2021-05-18,55.41999816894531 2021-05-19,53.86000061035156 2021-05-20,51.869998931884766 2021-05-21,55.959999084472656 2021-05-24,56.44333267211914 2021-05-25,55.92166519165039 2021-05-26,57.038333892822266 2021-05-27,56.518333435058594 2021-05-28,55.90666580200195 2021-06-01,56.973331451416016 2021-06-02,55.15999984741211 2021-06-03,54.80666732788086 2021-06-04,53.99666595458984 2021-06-07,54.133331298828125 2021-06-08,54.25 2021-06-09,53.96833419799805 2021-06-10,54.16666793823242 2021-06-11,55.74166870117188 2021-06-14,55.76333236694336 2021-06-15,55.65499877929688 2021-06-16,54.508331298828125 2021-06-17,54.268333435058594 2021-06-18,54.22833251953125 2021-06-21,56.119998931884766 2021-06-22,58.025001525878906 2021-06-23,58.70000076293945 2021-06-24,59.31333160400391 2021-06-25,63.44333267211914 2021-06-28,63.72833251953125 2021-06-29,63.79999923706055 2021-06-30,64.01166534423828 2021-07-01,64.97666931152344 2021-07-02,65.4383316040039 2021-07-06,64.55833435058594 2021-07-07,65.0999984741211 2021-07-08,63.95333480834961 2021-07-09,65.0 2021-07-12,65.65666961669922 2021-07-13,64.83499908447266 2021-07-14,64.32167053222656 2021-07-15,63.47666549682617 2021-07-16,62.46500015258789 2021-07-19,62.4716682434082 2021-07-20,64.30833435058594 2021-07-21,64.5 2021-07-22,66.11166381835938 2021-07-23,67.65333557128906 2021-07-26,68.48332977294922 2021-07-27,66.36333465576172 2021-07-28,67.40833282470703 2021-07-29,67.78166961669922 2021-07-30,68.4749984741211 2021-08-02,70.74666595458984 2021-08-03,71.73999786376953 2021-08-04,72.76166534423828 2021-08-05,72.50166320800781 2021-08-06,72.44999694824219 2021-08-09,72.16500091552734 2021-08-10,71.84166717529297 2021-08-11,72.34333038330078 2021-08-12,71.69499969482422 2021-08-13,72.40833282470703 2021-08-16,72.38166809082031 2021-08-17,70.34833526611328 2021-08-18,71.3566665649414 2021-08-19,71.27166748046875 2021-08-20,72.42333221435547 2021-08-23,72.25 2021-08-24,72.538330078125 2021-08-25,71.97166442871094 2021-08-26,70.5199966430664 2021-08-27,70.55833435058594 2021-08-30,70.27999877929688 2021-08-31,69.74166870117188 2021-09-01,69.38500213623047 2021-09-02,67.77333068847656 2021-09-03,68.3499984741211 2021-09-07,68.05500030517578 2021-09-08,66.87999725341797 2021-09-09,67.79499816894531 2021-09-10,69.31666564941406 2021-09-13,69.80500030517578 2021-09-14,72.77166748046875 2021-09-15,72.70833587646484 2021-09-16,73.32333374023438 2021-09-17,72.49833679199219 2021-09-20,70.98999786376953 2021-09-21,70.41666412353516 2021-09-22,70.8116683959961 2021-09-23,71.16666412353516 2021-09-24,64.79166412353516 2021-09-27,63.74833297729492 2021-09-28,62.57833480834961 2021-09-29,62.051666259765625 2021-09-30,60.03333282470703 2021-10-01,60.91166687011719 2021-10-04,61.11166763305664 2021-10-05,60.82666778564453 2021-10-06,60.64500045776367 2021-10-07,62.686668395996094 2021-10-08,59.973331451416016 2021-10-11,55.11666870117188 2021-10-12,56.48833465576172 2021-10-13,57.89500045776367 2021-10-14,58.63666534423828 2021-10-15,59.71166610717773 2021-10-18,61.26166534423828 2021-10-19,60.39833450317383 2021-10-20,59.87833404541016 2021-10-21,63.28166580200195 2021-10-22,63.176666259765625 2021-10-25,64.29833221435547 2021-10-26,62.959999084472656 2021-10-27,62.720001220703125 2021-10-28,63.39166641235352 2021-10-29,65.88500213623047 2021-11-01,68.54499816894531 2021-11-02,65.92832946777344 2021-11-03,68.03500366210938 2021-11-04,69.3499984741211 2021-11-05,70.5683364868164 2021-11-08,69.61166381835938 2021-11-09,70.86499786376953 2021-11-10,70.4433364868164 2021-11-11,70.55500030517578 2021-11-12,71.2249984741211 2021-11-15,69.61499786376953 2021-11-16,71.44999694824219 2021-11-17,72.80833435058594 2021-11-18,73.05000305175781 2021-11-19,72.41666412353516 2021-11-22,71.84333038330078 2021-11-23,70.98332977294922 2021-11-24,71.00666809082031 2021-11-26,69.08833312988281 2021-11-29,69.19999694824219 2021-11-30,67.56666564941406 2021-12-01,66.26499938964844 ","date,60-day,20-day 2021-05-12,55.34205551147461,56.43700008392334 2021-05-13,55.34113883972168,56.30200004577637 2021-05-14,55.37591660817464,56.25774993896484 2021-05-17,55.403916613260904,56.29091663360596 2021-05-18,55.416361045837405,56.32983322143555 2021-05-19,55.413055483500166,56.24808330535889 2021-05-20,55.35677769978841,56.05308322906494 2021-05-21,55.40316658020019,55.98633327484131 2021-05-24,55.438027699788414,55.983666610717776 2021-05-25,55.449138768514,55.8906665802002 2021-05-26,55.495083236694335,55.82941665649414 2021-05-27,55.545472145080566,55.72749996185303 2021-05-28,55.61502768198649,55.70449981689453 2021-06-01,55.68572209676107,55.664749717712404 2021-06-02,55.72458318074544,55.50749969482422 2021-06-03,55.74183317820231,55.374999618530275 2021-06-04,55.764166514078774,55.237999534606935 2021-06-07,55.757666460673015,55.100582695007326 2021-06-08,55.749999809265134,55.06299934387207 2021-06-09,55.695722071329754,55.06416606903076 2021-06-10,55.657666524251304,55.15566616058349 2021-06-11,55.63077767690023,55.24833297729492 2021-06-14,55.64083321889242,55.23858299255371 2021-06-15,55.6275831858317,55.17766628265381 2021-06-16,55.611610921223956,55.13208293914795 2021-06-17,55.63099981943766,55.1524995803833 2021-06-18,55.66888866424561,55.270416259765625 2021-06-21,55.71047197977702,55.27841625213623 2021-06-22,55.75022201538086,55.35749969482422 2021-06-23,55.83874982198079,55.49641647338867 2021-06-24,55.922638702392575,55.61016635894775 2021-06-25,56.06219425201416,55.956416320800784 2021-06-28,56.20622202555339,56.34749965667724 2021-06-29,56.350110880533855,56.68883304595947 2021-06-30,56.47538865407308,57.13141632080078 2021-07-01,56.615777587890626,57.63991641998291 2021-07-02,56.77147197723389,58.21199970245361 2021-07-06,56.89633312225342,58.73324985504151 2021-07-07,57.02038866678874,59.27574977874756 2021-07-08,57.15349979400635,59.77499980926514 2021-07-09,57.303110885620114,60.31666641235351 2021-07-12,57.45424982706706,60.81241645812988 2021-07-13,57.58744424184163,61.26599979400635 2021-07-14,57.72263876597086,61.699333381652835 2021-07-15,57.86988875071208,62.14775009155274 2021-07-16,57.9860554377238,62.5575834274292 2021-07-19,58.097749900817874,62.969750213623044 2021-07-20,58.21463883717855,63.379166984558104 2021-07-21,58.34802773793538,63.70291690826416 2021-07-22,58.486861038208005,64.07350006103516 2021-07-23,58.64336109161377,64.49050025939941 2021-07-26,58.80880546569824,64.74250011444092 2021-07-27,58.975416564941405,64.87425022125244 2021-07-28,59.13608322143555,65.05466690063477 2021-07-29,59.294027709960936,65.24316711425782 2021-07-30,59.47766653696696,65.4180835723877 2021-08-02,59.71116650899251,65.68350028991699 2021-08-03,59.958805338541666,66.04258346557617 2021-08-04,60.25480531056722,66.42566680908203 2021-08-05,60.56408303578694,66.85308322906494 2021-08-06,60.899305216471355,67.22558307647705 2021-08-09,61.20391635894775,67.55099964141846 2021-08-10,61.46863861083985,67.90133304595948 2021-08-11,61.72647190093994,68.30241603851319 2021-08-12,61.997721926371256,68.71333274841308 2021-08-13,62.306860796610515,69.21049938201904 2021-08-16,62.64872194925944,69.70599937438965 2021-08-17,62.88852755228678,70.00799942016602 2021-08-18,63.13708311716716,70.35083274841308 2021-08-19,63.39291648864746,70.60883293151855 2021-08-20,63.64933312733968,70.84733276367187 2021-08-23,63.9115275700887,71.03566627502441 2021-08-24,64.18872197469075,71.34441604614258 2021-08-25,64.438694190979,71.57258262634278 2021-08-26,64.69469413757324,71.70949897766113 2021-08-27,64.957221921285,71.81366577148438 2021-08-30,65.22861080169677,71.79033241271972 2021-08-31,65.4887497584025,71.69041595458984 2021-09-01,65.74099979400634,71.52158279418946 2021-09-02,65.97108306884766,71.2851661682129 2021-09-03,66.20747191111246,71.08016624450684 2021-09-07,66.41269410451254,70.87466621398926 2021-09-08,66.59797185262045,70.6265827178955 2021-09-09,66.80030517578125,70.39916610717773 2021-09-10,67.04711074829102,70.28024940490722 2021-09-13,67.30605519612631,70.15008277893067 2021-09-14,67.6151107788086,70.16958274841309 2021-09-15,67.89158306121826,70.28758277893067 2021-09-16,68.14655526479085,70.38591613769532 2021-09-17,68.37652753194173,70.44724960327149 2021-09-20,68.57113863627116,70.37558288574219 2021-09-21,68.68736082712809,70.28391609191894 2021-09-22,68.80541642506917,70.1975830078125 2021-09-23,68.92819417317709,70.1573329925537 2021-09-24,68.94119415283203,69.87091636657715 2021-09-27,68.92072188059488,69.5304162979126 2021-09-28,68.87305526733398,69.14533309936523 2021-09-29,68.8312774658203,68.76083297729492 2021-09-30,68.74683303833008,68.29324951171876 2021-10-01,68.69613857269287,67.95016632080078 2021-10-04,68.63133303324382,67.58824977874755 2021-10-05,68.55083300272624,67.226833152771 2021-10-06,68.48099969228109,66.91508331298829 2021-10-07,68.45374965667725,66.65966682434082 2021-10-08,68.39536075592041,66.19250011444092 2021-10-11,68.27288856506348,65.45808353424073 2021-10-12,68.1731663386027,64.64391689300537 2021-10-13,68.066277440389,63.90325012207031 2021-10-14,67.9685551961263,63.16891670227051 2021-10-15,67.86188856760661,62.52958316802979 2021-10-18,67.7553607304891,62.04316654205322 2021-10-19,67.62061080932617,61.542250061035155 2021-10-20,67.51252746582031,60.99558334350586 2021-10-21,67.44374968210856,60.601333427429196 2021-10-22,67.36699962615967,60.52058353424072 2021-10-25,67.29738852183024,60.54808349609375 2021-10-26,67.16761074066162,60.5671667098999 2021-10-27,67.01727746327718,60.600583457946776 2021-10-28,66.86111081441244,60.7685001373291 2021-10-29,66.7508331298828,61.01716690063476 2021-11-01,66.68574981689453,61.3888334274292 2021-11-02,66.5818052927653,61.64391651153564 2021-11-03,66.5183609008789,62.01341667175293 2021-11-04,66.46847203572591,62.34658317565918 2021-11-05,66.44969431559245,62.8763334274292 2021-11-08,66.40308316548665,63.60108318328857 2021-11-09,66.37780532836913,64.31991634368896 2021-11-10,66.37938868204752,64.9473331451416 2021-11-11,66.3660275777181,65.54324989318847 2021-11-12,66.36524976094564,66.11891651153564 2021-11-15,66.31844418843588,66.53658313751221 2021-11-16,66.3051108042399,67.08916625976562 2021-11-17,66.30961087544759,67.73566627502441 2021-11-18,66.3275831858317,68.22408313751221 2021-11-19,66.35919431050618,68.68608303070069 2021-11-22,66.38061091105143,69.06333293914795 2021-11-23,66.39233309427897,69.46449947357178 2021-11-24,66.41341641743978,69.87883281707764 2021-11-26,66.40847193400064,70.16366615295411 2021-11-29,66.43224970499675,70.32941589355468 2021-11-30,66.4191941579183,70.28049926757812 2021-12-01,66.38936080932618,70.29733276367188 " 3264,US,technical,"From June 03, 2022 to July 04, 2022, count the number of golden cross occurrences between the 10-day and 30-day Simple Moving Average lines for Thermo Fisher Scientific. Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",0.0,medium,moving average,SMA_n = 1 / n * \sum_{i=0}^{n-1} P_{t-i},"date,close 2022-04-22,561.280029296875 2022-04-25,544.1599731445312 2022-04-26,516.4400024414062 2022-04-27,520.47998046875 2022-04-28,558.8900146484375 2022-04-29,552.9199829101562 2022-05-02,545.52001953125 2022-05-03,546.3200073242188 2022-05-04,562.97998046875 2022-05-05,550.510009765625 2022-05-06,546.6799926757812 2022-05-09,517.3900146484375 2022-05-10,526.22998046875 2022-05-11,520.0 2022-05-12,525.7999877929688 2022-05-13,541.4199829101562 2022-05-16,539.3800048828125 2022-05-17,554.5999755859375 2022-05-18,542.1699829101562 2022-05-19,550.739990234375 2022-05-20,555.1500244140625 2022-05-23,555.2100219726562 2022-05-24,548.8200073242188 2022-05-25,534.27001953125 2022-05-26,540.1099853515625 2022-05-27,572.3499755859375 2022-05-31,567.5700073242188 2022-06-01,556.219970703125 2022-06-02,570.0999755859375 2022-06-03,558.0999755859375 2022-06-06,552.8800048828125 2022-06-07,560.6599731445312 2022-06-08,552.0599975585938 2022-06-09,539.8200073242188 2022-06-10,526.8800048828125 2022-06-13,511.9100036621094 2022-06-14,507.4500122070313 2022-06-15,514.760009765625 2022-06-16,504.8900146484375 2022-06-17,500.8999938964844 2022-06-21,513.5399780273438 2022-06-22,519.219970703125 2022-06-23,540.5999755859375 2022-06-24,544.8099975585938 2022-06-27,543.6400146484375 2022-06-28,535.77001953125 2022-06-29,535.9199829101562 2022-06-30,543.280029296875 2022-07-01,548.27001953125 ","date,10-day,30-day 2022-06-03,555.7899963378907,546.0603291829427 2022-06-06,555.5629943847656,545.7803283691406 2022-06-07,556.1079895019532,546.3303283691406 2022-06-08,556.4319885253906,547.5176615397136 2022-06-09,556.9869873046875,548.1623291015625 2022-06-10,555.6639892578125,547.0953287760417 2022-06-13,549.6199920654296,545.7283294677734 2022-06-14,543.6079925537109,544.4593292236328 2022-06-15,539.4619964599609,543.407329305013 2022-06-16,532.9410003662109,541.4709971110026 2022-06-17,527.2210021972656,539.8173299153646 2022-06-21,523.2869995117187,538.7126627604167 2022-06-22,519.1429992675781,538.7736612955729 2022-06-23,517.9969970703125,539.2526611328125 2022-06-24,518.49599609375,540.0796610514323 2022-06-27,520.1719970703125,540.6743286132812 2022-06-28,522.5579986572266,540.485996500651 2022-06-29,525.404995727539,540.3706624348958 2022-06-30,528.2569976806641,539.993330891927 2022-07-01,532.5949981689453,540.1966654459635 " 3265,US,technical,"From November 03, 2019 to September 30, 2020, how many times did a death cross occur between the 60-day and 20-day Weighted Moving Average lines for Ares Management? (Weights are 1, 2, ..., n) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",2.0,medium,moving average,WMA_n = \sum_{i=0}^{n-1} (n-i) * P_{t-i} / \sum_{j=1}^{n} j,"date,close 2019-08-12,27.600000381469727 2019-08-13,28.059999465942383 2019-08-14,27.209999084472656 2019-08-15,27.100000381469727 2019-08-16,28.32999992370605 2019-08-19,29.06999969482422 2019-08-20,28.690000534057617 2019-08-21,28.90999984741211 2019-08-22,28.8799991607666 2019-08-23,27.93000030517578 2019-08-26,27.690000534057617 2019-08-27,27.809999465942383 2019-08-28,28.299999237060547 2019-08-29,29.25 2019-08-30,29.100000381469727 2019-09-03,28.3700008392334 2019-09-04,29.299999237060547 2019-09-05,29.82999992370605 2019-09-06,29.90999984741211 2019-09-09,30.01000022888184 2019-09-10,29.1299991607666 2019-09-11,29.82999992370605 2019-09-12,30.399999618530277 2019-09-13,30.100000381469727 2019-09-16,30.450000762939453 2019-09-17,30.700000762939453 2019-09-18,30.850000381469727 2019-09-19,29.40999984741211 2019-09-20,29.36000061035156 2019-09-23,29.63999938964844 2019-09-24,28.65999984741211 2019-09-25,29.799999237060547 2019-09-26,29.75 2019-09-27,27.75 2019-09-30,26.809999465942383 2019-10-01,26.40999984741211 2019-10-02,26.229999542236328 2019-10-03,26.46999931335449 2019-10-04,26.420000076293945 2019-10-07,26.059999465942383 2019-10-08,25.93000030517578 2019-10-09,26.200000762939453 2019-10-10,26.06999969482422 2019-10-11,26.649999618530277 2019-10-14,26.309999465942383 2019-10-15,26.739999771118164 2019-10-16,26.3799991607666 2019-10-17,27.170000076293945 2019-10-18,27.850000381469727 2019-10-21,28.26000022888184 2019-10-22,27.959999084472656 2019-10-23,28.770000457763672 2019-10-24,28.190000534057617 2019-10-25,28.25 2019-10-28,29.299999237060547 2019-10-29,29.670000076293945 2019-10-30,29.729999542236328 2019-10-31,29.56999969482422 2019-11-01,31.3700008392334 2019-11-04,32.72999954223633 2019-11-05,31.770000457763672 2019-11-06,32.0 2019-11-07,32.150001525878906 2019-11-08,31.59000015258789 2019-11-11,31.86000061035156 2019-11-12,31.59000015258789 2019-11-13,31.88999938964844 2019-11-14,31.709999084472656 2019-11-15,31.56999969482422 2019-11-18,32.33000183105469 2019-11-19,32.86000061035156 2019-11-20,33.150001525878906 2019-11-21,32.18000030517578 2019-11-22,32.130001068115234 2019-11-25,32.75 2019-11-26,33.279998779296875 2019-11-27,33.04999923706055 2019-11-29,33.09000015258789 2019-12-02,32.540000915527344 2019-12-03,32.66999816894531 2019-12-04,32.650001525878906 2019-12-05,33.150001525878906 2019-12-06,32.869998931884766 2019-12-09,32.88999938964844 2019-12-10,33.650001525878906 2019-12-11,33.599998474121094 2019-12-12,33.470001220703125 2019-12-13,34.150001525878906 2019-12-16,33.689998626708984 2019-12-17,33.810001373291016 2019-12-18,33.939998626708984 2019-12-19,34.439998626708984 2019-12-20,34.36000061035156 2019-12-23,34.790000915527344 2019-12-24,34.75 2019-12-26,34.790000915527344 2019-12-27,34.83000183105469 2019-12-30,35.7400016784668 2019-12-31,35.689998626708984 2020-01-02,35.540000915527344 2020-01-03,35.2400016784668 2020-01-06,35.59000015258789 2020-01-07,35.439998626708984 2020-01-08,36.11000061035156 2020-01-09,36.41999816894531 2020-01-10,36.209999084472656 2020-01-13,36.31999969482422 2020-01-14,36.0 2020-01-15,35.81999969482422 2020-01-16,36.83000183105469 2020-01-17,37.27999877929688 2020-01-21,36.91999816894531 2020-01-22,37.56999969482422 2020-01-23,37.900001525878906 2020-01-24,37.09999847412109 2020-01-27,35.97999954223633 2020-01-28,36.540000915527344 2020-01-29,37.0099983215332 2020-01-30,36.54999923706055 2020-01-31,36.060001373291016 2020-02-03,37.310001373291016 2020-02-04,38.11000061035156 2020-02-05,38.52999877929688 2020-02-06,38.93999862670898 2020-02-07,38.45000076293945 2020-02-10,39.25 2020-02-11,40.2599983215332 2020-02-12,40.630001068115234 2020-02-13,41.09999847412109 2020-02-14,40.0099983215332 2020-02-18,40.09999847412109 2020-02-19,41.119998931884766 2020-02-20,40.38999938964844 2020-02-21,39.95000076293945 2020-02-24,39.0 2020-02-25,37.2400016784668 2020-02-26,36.790000915527344 2020-02-27,35.40999984741211 2020-02-28,34.59000015258789 2020-03-02,36.5 2020-03-03,35.540000915527344 2020-03-04,36.86000061035156 2020-03-05,35.619998931884766 2020-03-06,33.75 2020-03-09,30.76000022888184 2020-03-10,32.720001220703125 2020-03-11,30.26000022888184 2020-03-12,28.0 2020-03-13,32.040000915527344 2020-03-16,27.40999984741211 2020-03-17,30.3700008392334 2020-03-18,26.899999618530277 2020-03-19,25.600000381469727 2020-03-20,22.90999984741211 2020-03-23,22.709999084472656 2020-03-24,26.88999938964844 2020-03-25,29.059999465942383 2020-03-26,30.440000534057617 2020-03-27,29.709999084472656 2020-03-30,31.3700008392334 2020-03-31,30.93000030517578 2020-04-01,29.93000030517578 2020-04-02,30.13999938964844 2020-04-03,28.84000015258789 2020-04-06,30.799999237060547 2020-04-07,32.11000061035156 2020-04-08,32.41999816894531 2020-04-09,35.150001525878906 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2020-06-18,36.045300247109004,38.655285172235395 2020-06-19,36.19561720676109,38.74438051496233 2020-06-22,36.376229252841306,38.917761575608026 2020-06-23,36.509589972782656,38.94519037519183 2020-06-24,36.614688301086424,38.894714119320824 2020-06-25,36.74396703334454,38.92052379789806 2020-06-26,36.861311353881504,38.91195255461193 2020-06-29,36.942038147306185,38.80633356003534 2020-06-30,37.08187423977044,38.8829526810419 2020-07-01,37.2102020701424,38.935762078421455 2020-07-02,37.32818569850401,38.96985737028576 2020-07-06,37.44220757823173,39.0046193259103 2020-07-07,37.504568284456845,38.90176231747582 2020-07-08,37.594278627406055,38.89509551638648 2020-07-09,37.68072126732498,38.8913812546503 2020-07-10,37.784655690844595,38.94852407546271 2020-07-13,37.872076433734165,38.96147637140183 2020-07-14,37.97790155879787,39.03552393232073 2020-07-15,38.102125656669905,39.16576216561454 2020-07-16,38.2192295449679,39.28357184273856 2020-07-17,38.33918037206097,39.419857533772785 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2020-09-16,40.02230066184789,39.93438081287202 2020-09-17,40.00994003796187,39.89080950419108 2020-09-18,40.00903298633346,39.88400016058059 2020-09-21,39.97768326014118,39.791523996988936 2020-09-22,39.96537172077783,39.758190500168574 2020-09-23,39.946409955050775,39.706333323887414 2020-09-24,39.908240494441465,39.600904591878255 2020-09-25,39.905666778647834,39.60395238967169 2020-09-28,39.925224093661285,39.67628555297851 2020-09-29,39.93398914024478,39.71814277285621 2020-09-30,39.94950820005656,39.78214260282971 " 3266,US,technical,"How many death cross occurred between the 60-day and 10-day Weighted Moving Average lines for West Pharmaceutical Services from September 28, 2025 to November 20, 2025? (Weights are 1, 2, ..., n) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",1.0,medium,moving average,WMA_n = \sum_{i=0}^{n-1} (n-i) * P_{t-i} / \sum_{j=1}^{n} j,"date,close 2025-07-07,221.47999572753903 2025-07-08,220.47999572753903 2025-07-09,226.17999267578125 2025-07-10,229.22999572753903 2025-07-11,227.17999267578125 2025-07-14,224.4900054931641 2025-07-15,221.0500030517578 2025-07-16,224.3800048828125 2025-07-17,221.58999633789065 2025-07-18,210.88999938964844 2025-07-21,210.0800018310547 2025-07-22,218.8999938964844 2025-07-23,227.30999755859372 2025-07-24,279.1000061035156 2025-07-25,263.510009765625 2025-07-28,257.760009765625 2025-07-29,252.94000244140625 2025-07-30,249.2100067138672 2025-07-31,239.25999450683597 2025-08-01,239.25999450683597 2025-08-04,238.38999938964844 2025-08-05,238.8600006103516 2025-08-06,237.27999877929688 2025-08-07,240.5399932861328 2025-08-08,240.97999572753903 2025-08-11,240.3300018310547 2025-08-12,239.8999938964844 2025-08-13,246.22000122070312 2025-08-14,246.1999969482422 2025-08-15,246.1999969482422 2025-08-18,243.08999633789065 2025-08-19,246.9900054931641 2025-08-20,246.3800048828125 2025-08-21,242.6300048828125 2025-08-22,247.8500061035156 2025-08-25,247.2100067138672 2025-08-26,244.5 2025-08-27,245.97000122070312 2025-08-28,245.4499969482422 2025-08-29,246.9499969482422 2025-09-02,243.7400054931641 2025-09-03,248.9499969482422 2025-09-04,247.5399932861328 2025-09-05,250.72999572753903 2025-09-08,253.1499938964844 2025-09-09,252.0399932861328 2025-09-10,255.22000122070312 2025-09-11,263.739990234375 2025-09-12,253.5 2025-09-15,257.5299987792969 2025-09-16,258.3500061035156 2025-09-17,256.6400146484375 2025-09-18,254.97999572753903 2025-09-19,254.8500061035156 2025-09-22,252.22000122070312 2025-09-23,250.8000030517578 2025-09-24,259.94000244140625 2025-09-25,254.47999572753903 2025-09-26,261.5199890136719 2025-09-29,260.32000732421875 2025-09-30,262.3299865722656 2025-10-01,271.4200134277344 2025-10-02,273.1600036621094 2025-10-03,272.5599975585937 2025-10-06,268.07000732421875 2025-10-07,265.9700012207031 2025-10-08,267.92999267578125 2025-10-09,263.5799865722656 2025-10-10,261.7699890136719 2025-10-13,262.4700012207031 2025-10-14,261.1700134277344 2025-10-15,262.95001220703125 2025-10-16,267.19000244140625 2025-10-17,270.6000061035156 2025-10-20,274.8999938964844 2025-10-21,279.3900146484375 2025-10-22,277.0 2025-10-23,307.25 2025-10-24,297.4700012207031 2025-10-27,287.2200012207031 2025-10-28,283.489990234375 2025-10-29,284.8599853515625 2025-10-30,278.5400085449219 2025-10-31,282.07000732421875 2025-11-03,279.7799987792969 2025-11-04,286.94000244140625 2025-11-05,283.5400085449219 2025-11-06,275.3399963378906 2025-11-07,271.0400085449219 2025-11-10,275.4700012207031 2025-11-11,277.4100036621094 2025-11-12,273.8500061035156 2025-11-13,266.6600036621094 2025-11-14,261.3599853515625 2025-11-17,262.4100036621094 2025-11-18,260.1400146484375 2025-11-19,257.8999938964844 2025-11-20,257.7699890136719 ","date,60-day,10-day 2025-09-29,249.44418577600698,256.9849096124822 2025-09-30,250.05257878538038,258.0612704190341 2025-10-01,250.9366830627775,260.7180000998757 2025-10-02,251.85000012507203,263.42236439098014 2025-10-03,252.71797271895278,265.6870910644531 2025-10-06,253.41505492163486,266.8134560324929 2025-10-07,254.02094019488558,267.26981977982956 2025-10-08,254.6684208187249,267.8067274613814 2025-10-09,255.14766081096045,267.40745239257814 2025-10-10,255.54613586592544,266.51363247958096 2025-10-13,255.9456058606424,265.74254205877133 2025-10-14,256.2742675114199,264.69599942294036 2025-10-15,256.6333717387882,263.9941833496094 2025-10-16,257.1074209911576,264.2172746138139 2025-10-17,257.67148128988964,265.16891202059657 2025-10-20,258.3811696036917,266.93800159801134 2025-10-21,259.2318476775956,269.399277010831 2025-10-22,259.9923449406858,271.1820040616122 2025-10-23,261.73149794281505,278.2998218883168 2025-10-24,263.11827940393664,282.84545787464486 2025-10-27,264.1371865444496,284.8783663662997 2025-10-28,265.00759058884586,285.78309104225855 2025-10-29,265.89826770219645,286.5310879794034 2025-10-30,266.5565958575473,285.73163507634945 2025-10-31,267.30811522436926,285.36763638583096 2025-11-03,267.96185834707455,284.37872702858664 2025-11-04,268.8291535007498,284.6029091574929 2025-11-05,269.5595034990154,284.0716380726207 2025-11-06,269.99715363549404,281.9305464311079 2025-11-07,270.277908000008,279.58782071200284 2025-11-10,270.6903342491942,278.531093528054 2025-11-11,271.15037259794974,278.0407304243608 2025-11-12,271.47493561291304,277.01364024769174 2025-11-13,271.54908324695026,274.87945834073156 2025-11-14,271.4383778222923,271.99763682972304 2025-11-17,271.3518642654836,269.68327359286224 2025-11-18,271.18296855655524,267.2720031738281 2025-11-19,270.93356396617787,264.94072875976565 2025-11-20,270.67257451958994,263.0519991787997 " 3267,US,technical,"During September 09, 2019 to August 09, 2020, how many times did Norwegian Cruise Line Holdings's 10-day and 60-day Weighted Moving Average lines form a death cross? (Weights are 1, 2, ..., n) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",3.0,medium,moving average,WMA_n = \sum_{i=0}^{n-1} (n-i) * P_{t-i} / \sum_{j=1}^{n} j,"date,close 2019-06-14,54.27999877929688 2019-06-17,53.040000915527344 2019-06-18,53.75 2019-06-19,53.90999984741211 2019-06-20,52.560001373291016 2019-06-21,51.11000061035156 2019-06-24,50.83000183105469 2019-06-25,50.86000061035156 2019-06-26,50.40999984741211 2019-06-27,51.84000015258789 2019-06-28,53.630001068115234 2019-07-01,52.81999969482422 2019-07-02,53.72999954223633 2019-07-03,52.7599983215332 2019-07-05,51.95000076293945 2019-07-08,50.25 2019-07-09,50.7599983215332 2019-07-10,49.650001525878906 2019-07-11,49.619998931884766 2019-07-12,49.790000915527344 2019-07-15,50.36000061035156 2019-07-16,50.81999969482422 2019-07-17,49.400001525878906 2019-07-18,49.27999877929688 2019-07-19,48.59999847412109 2019-07-22,47.91999816894531 2019-07-23,48.45000076293945 2019-07-24,49.459999084472656 2019-07-25,48.7599983215332 2019-07-26,49.040000915527344 2019-07-29,49.09999847412109 2019-07-30,48.5 2019-07-31,49.43999862670898 2019-08-01,48.56999969482422 2019-08-02,47.45000076293945 2019-08-05,46.04999923706055 2019-08-06,46.91999816894531 2019-08-07,47.63999938964844 2019-08-08,48.59999847412109 2019-08-09,49.65999984741211 2019-08-12,49.83000183105469 2019-08-13,50.43999862670898 2019-08-14,48.90999984741211 2019-08-15,49.11000061035156 2019-08-16,50.47999954223633 2019-08-19,51.34999847412109 2019-08-20,50.97999954223633 2019-08-21,50.900001525878906 2019-08-22,50.5 2019-08-23,49.720001220703125 2019-08-26,49.47999954223633 2019-08-27,49.09000015258789 2019-08-28,49.56999969482422 2019-08-29,50.22999954223633 2019-08-30,50.75 2019-09-03,50.58000183105469 2019-09-04,51.040000915527344 2019-09-05,52.310001373291016 2019-09-06,52.119998931884766 2019-09-09,52.93999862670898 2019-09-10,54.66999816894531 2019-09-11,54.59999847412109 2019-09-12,54.41999816894531 2019-09-13,54.68000030517578 2019-09-16,53.34000015258789 2019-09-17,53.959999084472656 2019-09-18,53.880001068115234 2019-09-19,53.77000045776367 2019-09-20,53.66999816894531 2019-09-23,53.5099983215332 2019-09-24,53.11000061035156 2019-09-25,53.29999923706055 2019-09-26,51.2599983215332 2019-09-27,51.02000045776367 2019-09-30,51.77000045776367 2019-10-01,50.7599983215332 2019-10-02,49.13999938964844 2019-10-03,48.13999938964844 2019-10-04,48.43999862670898 2019-10-07,48.560001373291016 2019-10-08,47.16999816894531 2019-10-09,47.209999084472656 2019-10-10,48.09000015258789 2019-10-11,49.15999984741211 2019-10-14,49.33000183105469 2019-10-15,49.61000061035156 2019-10-16,49.33000183105469 2019-10-17,49.77999877929688 2019-10-18,50.209999084472656 2019-10-21,50.95000076293945 2019-10-22,49.970001220703125 2019-10-23,50.68999862670898 2019-10-24,50.970001220703125 2019-10-25,51.470001220703125 2019-10-28,51.88999938964844 2019-10-29,52.619998931884766 2019-10-30,51.18999862670898 2019-10-31,50.7599983215332 2019-11-01,51.33000183105469 2019-11-04,52.290000915527344 2019-11-05,52.4900016784668 2019-11-06,52.060001373291016 2019-11-07,52.220001220703125 2019-11-08,51.81999969482422 2019-11-11,51.91999816894531 2019-11-12,51.2599983215332 2019-11-13,52.119998931884766 2019-11-14,52.40999984741211 2019-11-15,53.060001373291016 2019-11-18,53.4900016784668 2019-11-19,53.65999984741211 2019-11-20,52.77999877929688 2019-11-21,53.41999816894531 2019-11-22,54.0099983215332 2019-11-25,53.970001220703125 2019-11-26,53.93000030517578 2019-11-27,54.63999938964844 2019-11-29,53.63999938964844 2019-12-02,53.150001525878906 2019-12-03,52.86000061035156 2019-12-04,53.61000061035156 2019-12-05,54.25 2019-12-06,54.709999084472656 2019-12-09,54.86000061035156 2019-12-10,54.77999877929688 2019-12-11,55.40999984741211 2019-12-12,56.130001068115234 2019-12-13,55.77999877929688 2019-12-16,55.220001220703125 2019-12-17,55.27000045776367 2019-12-18,54.83000183105469 2019-12-19,55.34000015258789 2019-12-20,57.560001373291016 2019-12-23,58.5099983215332 2019-12-24,58.380001068115234 2019-12-26,59.11000061035156 2019-12-27,59.11000061035156 2019-12-30,58.59000015258789 2019-12-31,58.40999984741211 2020-01-02,58.83000183105469 2020-01-03,57.59999847412109 2020-01-06,56.79999923706055 2020-01-07,56.970001220703125 2020-01-08,57.56999969482422 2020-01-09,58.060001373291016 2020-01-10,57.959999084472656 2020-01-13,57.84000015258789 2020-01-14,57.900001525878906 2020-01-15,57.540000915527344 2020-01-16,58.58000183105469 2020-01-17,59.650001525878906 2020-01-21,57.95000076293945 2020-01-22,57.630001068115234 2020-01-23,58.220001220703125 2020-01-24,55.84000015258789 2020-01-27,54.15999984741211 2020-01-28,55.0 2020-01-29,56.02000045776367 2020-01-30,54.79999923706055 2020-01-31,53.84999847412109 2020-02-03,54.18999862670898 2020-02-04,54.75 2020-02-05,55.11000061035156 2020-02-06,55.09999847412109 2020-02-07,52.810001373291016 2020-02-10,51.0 2020-02-11,52.4900016784668 2020-02-12,54.209999084472656 2020-02-13,53.43000030517578 2020-02-14,52.459999084472656 2020-02-18,51.68999862670898 2020-02-19,52.02000045776367 2020-02-20,48.5099983215332 2020-02-21,46.970001220703125 2020-02-24,42.58000183105469 2020-02-25,39.310001373291016 2020-02-26,36.209999084472656 2020-02-27,34.7400016784668 2020-02-28,37.2599983215332 2020-03-02,35.59000015258789 2020-03-03,33.619998931884766 2020-03-04,33.0 2020-03-05,28.59000015258789 2020-03-06,27.100000381469727 2020-03-09,19.809999465942383 2020-03-10,20.5 2020-03-11,15.029999732971191 2020-03-12,9.649999618530272 2020-03-13,11.100000381469728 2020-03-16,10.9399995803833 2020-03-17,10.029999732971191 2020-03-18,7.769999980926514 2020-03-19,8.229999542236328 2020-03-20,8.720000267028809 2020-03-23,9.670000076293944 2020-03-24,13.75 2020-03-25,16.959999084472656 2020-03-26,15.710000038146973 2020-03-27,12.020000457763672 2020-03-30,10.68000030517578 2020-03-31,10.960000038146973 2020-04-01,9.550000190734863 2020-04-02,8.399999618530273 2020-04-03,8.460000038146973 2020-04-06,10.010000228881836 2020-04-07,11.010000228881836 2020-04-08,11.720000267028809 2020-04-09,13.109999656677246 2020-04-13,11.359999656677246 2020-04-14,12.350000381469728 2020-04-15,12.079999923706056 2020-04-16,11.350000381469728 2020-04-17,12.380000114440918 2020-04-20,11.489999771118164 2020-04-21,11.0 2020-04-22,10.869999885559082 2020-04-23,11.470000267028809 2020-04-24,10.859999656677246 2020-04-27,11.4399995803833 2020-04-28,13.09000015258789 2020-04-29,16.40999984741211 2020-04-30,16.399999618530273 2020-05-01,13.84000015258789 2020-05-04,14.4399995803833 2020-05-05,11.18000030517578 2020-05-06,11.119999885559082 2020-05-07,12.0 2020-05-08,12.43000030517578 2020-05-11,11.729999542236328 2020-05-12,11.09000015258789 2020-05-13,10.3100004196167 2020-05-14,10.760000228881836 2020-05-15,10.920000076293944 2020-05-18,12.880000114440918 2020-05-19,12.43000030517578 2020-05-20,12.779999732971191 2020-05-21,14.029999732971191 2020-05-22,13.899999618530272 2020-05-26,16.030000686645508 2020-05-27,17.59000015258789 2020-05-28,16.06999969482422 2020-05-29,15.65999984741211 2020-06-01,17.290000915527344 2020-06-02,17.389999389648438 2020-06-03,17.979999542236328 2020-06-04,19.59000015258789 2020-06-05,22.43000030517578 2020-06-08,26.86000061035156 2020-06-09,24.1299991607666 2020-06-10,20.649999618530277 2020-06-11,17.25 2020-06-12,20.5 2020-06-15,19.989999771118164 2020-06-16,20.959999084472656 2020-06-17,19.200000762939453 2020-06-18,19.309999465942383 2020-06-19,18.21999931335449 2020-06-22,17.09000015258789 2020-06-23,18.030000686645508 2020-06-24,15.800000190734863 2020-06-25,16.079999923706055 2020-06-26,15.279999732971191 2020-06-29,16.559999465942383 2020-06-30,16.43000030517578 2020-07-01,16.420000076293945 2020-07-02,15.970000267028809 2020-07-06,16.1299991607666 2020-07-07,15.270000457763672 2020-07-08,15.989999771118164 2020-07-09,15.199999809265137 2020-07-10,16.399999618530273 2020-07-13,15.600000381469728 2020-07-14,15.329999923706056 2020-07-15,18.5 2020-07-16,15.609999656677246 2020-07-17,15.270000457763672 2020-07-20,14.890000343322754 2020-07-21,14.979999542236328 2020-07-22,14.65999984741211 2020-07-23,14.40999984741211 2020-07-24,14.380000114440918 2020-07-27,13.380000114440918 2020-07-28,14.220000267028809 2020-07-29,14.34000015258789 2020-07-30,14.170000076293944 2020-07-31,13.640000343322754 2020-08-03,13.0600004196167 2020-08-04,13.5600004196167 2020-08-05,13.720000267028809 2020-08-06,14.239999771118164 2020-08-07,13.989999771118164 ","date,10-day,60-day 2019-09-09,51.432000038840556,50.00626215700243 2019-09-10,52.13363605846058,50.147409641286714 2019-09-11,52.728181249445136,50.28604893918897 2019-09-12,53.18981732455167,50.41793413005892 2019-09-13,53.610544724897906,50.55797786191513 2019-09-16,53.7067266290838,50.65366639726149 2019-09-17,53.868544699928975,50.76925653759899 2019-09-18,53.95436318137429,50.88066641593891 2019-09-19,53.9685451854359,50.9868030506405 2019-09-20,53.9379995172674,51.088070757923234 2019-09-23,53.85018116344105,51.182311148721666 2019-09-24,53.67927232222124,51.26252429315953 2019-09-25,53.57127227783203,51.34925105402378 2019-09-26,53.115999325838956,51.36883024413729 2019-09-27,52.674544941295274,51.38189037927513 2019-09-30,52.435999644886365,51.420491496852186 2019-10-01,52.04236304543235,51.426076151113044 2019-10-02,51.412363017689096,51.37826739868831 2019-10-03,50.68672665682706,51.29855700633565 2019-10-04,50.11799926757813,51.22950779232171 2019-10-07,49.666181460293856,51.16503790349908 2019-10-08,49.0516357421875,51.05566627002153 2019-10-09,48.552362962202594,50.949349312704115 2019-10-10,48.323817651922056,50.87385752735242 2019-10-11,48.34745407104492,50.83416354695304 2019-10-14,48.43581813465465,50.80010897526976 2019-10-15,48.61945467862216,50.77483578249405 2019-10-16,48.77309140292081,50.739458803270686 2019-10-17,49.00509116432884,50.71835494744973 2019-10-18,49.285454628684306,50.71117459906906 2019-10-21,49.66818202625621,50.72746425065838 2019-10-22,49.82927315451882,50.71057905395174 2019-10-23,50.07036375565962,50.716824918236235 2019-10-24,50.29909120039506,50.73105447487753 2019-10-25,50.56636408025568,50.760841407150515 2019-10-28,50.868000238591975,50.802814070904844 2019-10-29,51.25581817626953,50.86629491712226 2019-10-30,51.32890881625089,50.87930034366462 2019-10-31,51.28999945900657,50.875874065961995 2019-11-01,51.33690892999822,50.88943151046669 2019-11-04,51.538000002774325,50.932972529677095 2019-11-05,51.751091211492366,50.981633791897465 2019-11-06,51.84018235640092,51.01474313162715 2019-11-07,51.933455241810194,51.05221312059079 2019-11-08,51.931273304332386,51.07475956150743 2019-11-11,51.940909298983485,51.09910376710319 2019-11-12,51.829999889026986,51.101021748944056 2019-11-13,51.90018151023171,51.131185652519186 2019-11-14,52.00618147416548,51.170234832346765 2019-11-15,52.20036350597035,51.229770401918174 2019-11-18,52.44127287431197,51.302005434296824 2019-11-19,52.69127280495383,51.37775406759293 2019-11-20,52.75999984741211,51.42236605368025 2019-11-21,52.93199955333363,51.48594523362123 2019-11-22,53.18945388793945,51.56676485655738 2019-11-25,53.3998178655451,51.644207526035 2019-11-26,53.56563616665927,51.718579126576905 2019-11-27,53.81199971979315,51.81439878536704 2019-11-29,53.83072690096768,51.875464346630324 2019-12-02,53.73799993341619,51.91973762929114 2019-12-03,53.59090916026722,51.95393984226581 2019-12-04,53.591636588356714,52.012775933937945 2019-12-05,53.70963661887429,52.09317484579451 2019-12-06,53.88454555164684,52.18884695084368 2019-12-09,54.06327292702415,52.28927866826292 2019-12-10,54.211999927867545,52.3869890140054 2019-12-11,54.46054534912109,52.5045682479775 2019-12-12,54.813091000643645,52.644961729206024 2019-12-13,55.07490893277255,52.77265021735853 2019-12-16,55.19600004716353,52.8808797700809 2019-12-17,55.28854557384144,52.98990164584801 2019-12-18,55.257273171164776,53.08353558733164 2019-12-19,55.29654589566317,53.192950893881545 2019-12-20,55.719637021151456,53.374038371101754 2019-12-23,56.26363664106889,53.58283066462949 2019-12-24,56.71763680197976,53.78326785811961 2019-12-26,57.238909565318714,54.00402744063914 2019-12-27,57.69290958751332,54.2202241803779 2019-12-30,57.99818226207386,54.413923636681396 2019-12-31,58.21963667436079,54.5960110607043 2020-01-02,58.45945510864258,54.7864209534692 2020-01-03,58.410909271240236,54.93089084521017 2020-01-06,58.16654545177113,55.043431800050165 2020-01-07,57.926545645973896,55.15630615317756 2020-01-08,57.80636374733665,55.284000127823624 2020-01-09,57.79236394708807,55.42316410293996 2020-01-10,57.76600008877841,55.554278822935345 2020-01-13,57.73872736150568,55.67689631102515 2020-01-14,57.745454892245206,55.796830784948796 2020-01-15,57.6992731961337,55.90052480020158 2020-01-16,57.85800073797053,56.03431174064595 2020-01-17,58.215819133411756,56.19901123880689 2020-01-21,58.227273698286574,56.30268338938228 2020-01-22,58.159637381813745,56.39189653240266 2020-01-23,58.187273823131214,56.496814598542095 2020-01-24,57.77036458795721,56.520011318185944 2020-01-27,57.08836441040039,56.48596759024865 2020-01-28,56.62818242853338,56.47862332036586 2020-01-29,56.405091441761364,56.502639720478996 2020-01-30,55.99436388882724,56.483781762461845 2020-01-31,55.46072713678534,56.431880065000776 2020-02-03,55.074908655340025,56.3902734558439 2020-02-04,54.89018138538707,56.366098587369656 2020-02-05,54.82909060391513,56.35225707299071 2020-02-06,54.811999442360616,56.3365083850798 2020-02-07,54.4352724942294,56.24388547595081 2020-02-10,53.78454527421431,56.09143191895198 2020-02-11,53.46218199296431,55.987972951586784 2020-02-12,53.49818184592507,55.940705154502325 2020-02-13,53.42527285489169,55.86688002080865 2020-02-14,53.200909077037466,55.76104938319472 2020-02-18,52.86181793212891,55.63053567188034 2020-02-19,52.62818166559393,55.51191819613097 2020-02-20,51.80599954778498,55.2786339827574 2020-02-21,50.82381799871271,54.997541121185805 2020-02-24,49.19127287431197,54.5763608463475 2020-02-25,47.15018220381303,54.05419148512877 2020-02-26,44.758000183105466,53.4383717750591 2020-02-27,42.39454595392401,52.784426467145074 2020-02-28,40.84327288540927,52.22343186758906 2020-03-02,39.28236382224343,51.616366291567275 2020-03-03,37.66999997225675,50.954147670308096 2020-03-04,36.27345449274237,50.282524713401585 2020-03-05,34.42090904929421,49.47792361942145 2020-03-06,32.65963634144176,48.6387432973893 2020-03-09,29.934181664206765,47.5757159509294 2020-03-10,27.74818167252974,46.55442086204154 2020-03-11,24.909636202725498,45.3728580047524 2020-03-12,21.477999791232023,44.03736071821119 2020-03-13,18.766181737726384,42.77461209010557 2020-03-16,16.500908955660734,41.53072682417156 2020-03-17,14.518363484469328,40.28122954186195 2020-03-18,12.553818043795498,38.98211478248972 2020-03-19,11.131636160070245,37.72407651156024 2020-03-20,10.168727146495472,36.509060123318534 2020-03-23,9.712727191231467,35.352398919016935 2020-03-24,10.182909029180353,34.356125690897954 2020-03-25,11.359454337033359,33.48988521998046 2020-03-26,12.27363619370894,32.605693961492655 2020-03-27,12.406727209958163,31.623950804257003 2020-03-30,12.279454560713335,30.623622942231393 2020-03-31,12.207818213376132,29.65878687556324 2020-04-01,11.862909160960804,28.673207643644407 2020-04-02,11.276545455239036,27.67574314654199 2020-04-03,10.698000006242232,26.706786860794317 2020-04-06,10.406000050631436,25.815486318817555 2020-04-07,10.289636455882679,24.98322949331315 2020-04-08,10.352181954817338,24.199907094663608 2020-04-09,10.762727321277966,23.48736063222416 2020-04-13,10.902363603765314,22.74191253146187 2020-04-14,11.234000032598322,22.054158444222207 2020-04-15,11.486181831359863,21.38281417883159 2020-04-16,11.585272806340997,20.713530038614742 2020-04-17,11.838909183848989,20.1034808625289 2020-04-20,11.858363671736283,19.48897812379514 2020-04-21,11.73363638791171,18.883945338713016 2020-04-22,11.567272723804821,18.299152987120582 2020-04-23,11.512545498934658,17.757688516866967 2020-04-24,11.35145452672785,17.220010911701806 2020-04-27,11.336727177013051,16.726027293543996 2020-04-28,11.620545387268066,16.309836043686165 2020-04-29,12.494545364379883,16.024770465965478 2020-04-30,13.287999846718527,15.760021819964132 2020-05-01,13.524181712757457,15.432295049604823 2020-05-04,13.842908928611061,15.146792304450697 2020-05-05,13.515272643349387,14.776622915789078 2020-05-06,13.173454458063299,14.42723493471823 2020-05-07,12.987090839039196,14.12849176620525 2020-05-08,12.869272734902122,13.865972652331076 2020-05-11,12.59563629843972,13.603333294196206 2020-05-12,12.200363610007546,13.342497235178296 2020-05-13,11.69963642467152,13.078693971217005 2020-05-14,11.39163646697998,12.852256820240958 2020-05-15,11.215272834084251,12.653612014113879 2020-05-18,11.448363754966042,12.539770486967159 2020-05-19,11.628000155362216,12.429803283618448 2020-05-20,11.848545542630282,12.347786882014875 2020-05-21,12.266181841763583,12.32125135562459 2020-05-22,12.623272670399059,12.302573748625042 2020-05-26,13.340909160267223,12.36512022148716 2020-05-27,14.264000077681107,12.490415309426563 2020-05-28,14.792545457319779,12.575710382357322 2020-05-29,15.141818150607023,12.65715300085766 2020-06-01,15.698363772305575,12.801513687248438 2020-06-02,16.157272737676447,12.955327875106061 2020-06-03,16.641454471241342,13.133792341732589 2020-06-04,17.317454511469062,13.366043713574852 2020-06-05,18.38600002635609,13.69190711219454 2020-06-08,20.10727285905318,14.158972706299663 2020-06-09,21.09654541015625,14.527125684029418 2020-06-10,21.305818072232334,14.774060098199897 2020-06-11,20.841272631558503,14.904213104091706 2020-06-12,20.94618173079057,15.136978131695523 2020-06-15,20.87036351290616,15.34606555615618 2020-06-16,20.92181791825728,15.580530007159124 2020-06-17,20.58836354342374,15.750601071217021 2020-06-18,20.25272709239613,15.919070999479032 2020-06-19,19.72399971701882,16.048764966745846 2020-06-22,19.066363421353426,16.140721256485403 2020-06-23,18.75727268565785,16.262743137443 2020-06-24,18.15363637750799,16.308366094912337 2020-06-25,17.689090919494628,16.360371557350366 2020-06-26,17.100363610007545,16.38334969119296 2020-06-29,16.839272620461205,16.445163882104424 2020-06-30,16.616909061778674,16.49825678913971 2020-07-01,16.47509089383212,16.546666628415466 2020-07-02,16.302000045776367,16.576819643427115 2020-07-06,16.218727163835005,16.609508141272705 2020-07-07,16.01709088412198,16.611590124870258 2020-07-08,15.97945447401567,16.636098315025286 2020-07-09,15.835272632945667,16.632174812379432 2020-07-10,15.920181673223322,16.666038189038552 2020-07-13,15.853818130493163,16.67131142694442 2020-07-14,15.732545401833274,16.665409786453665 2020-07-15,16.20999995144931,16.76183055294016 2020-07-16,16.124363535100763,16.759666608591548 2020-07-17,15.991636362942783,16.743836024029008 2020-07-20,15.802545530145819,16.71314204742348 2020-07-21,15.652363621104847,16.683530011724255 2020-07-22,15.449272693287243,16.641174816694416 2020-07-23,15.224909036809748,16.588863337365655 2020-07-24,15.009454519098455,16.534846948925914 2020-07-27,14.648909083279696,16.44915296471184 2020-07-28,14.481454589150168,16.39265024206026 2020-07-29,14.35600006797097,16.339874291550267 2020-07-30,14.275272802873092,16.281579212543093 2020-07-31,14.124363760514694,16.204273213454282 2020-08-03,13.897636552290482,16.10657377399382 2020-08-04,13.79509116086093,16.024688541954333 2020-08-05,13.747454816644842,15.947431720149973 2020-08-06,13.811454738270152,15.886136630324067 2020-08-07,13.83309102491899,15.814923507919728 " 3268,US,technical,"For HCA Healthcare, how many times did the 20-day and 5-day Weighted Moving Average lines produce a death cross between January 22, 2024 and October 30, 2024? (Weights are 1, 2, ..., n) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",6.0,medium,moving average,WMA_n = \sum_{i=0}^{n-1} (n-i) * P_{t-i} / \sum_{j=1}^{n} j,"date,close 2023-12-21,268.75 2023-12-22,269.989990234375 2023-12-26,271.70001220703125 2023-12-27,271.2200012207031 2023-12-28,270.4800109863281 2023-12-29,270.67999267578125 2024-01-02,275.32000732421875 2024-01-03,272.0799865722656 2024-01-04,273.1000061035156 2024-01-05,275.8399963378906 2024-01-08,281.489990234375 2024-01-09,279.3299865722656 2024-01-10,282.5 2024-01-11,282.5299987792969 2024-01-12,282.19000244140625 2024-01-16,280.82000732421875 2024-01-17,277.8800048828125 2024-01-18,284.82000732421875 2024-01-19,287.7699890136719 2024-01-22,288.3099975585937 2024-01-23,284.9100036621094 2024-01-24,278.92999267578125 2024-01-25,286.0199890136719 2024-01-26,283.42999267578125 2024-01-29,286.7300109863281 2024-01-30,301.5899963378906 2024-01-31,304.8999938964844 2024-02-01,314.6600036621094 2024-02-02,309.4200134277344 2024-02-05,310.6199951171875 2024-02-06,306.82000732421875 2024-02-07,307.2799987792969 2024-02-08,305.4599914550781 2024-02-09,306.32000732421875 2024-02-12,310.1600036621094 2024-02-13,304.5400085449219 2024-02-14,305.42999267578125 2024-02-15,307.6600036621094 2024-02-16,308.54998779296875 2024-02-20,308.5799865722656 2024-02-21,311.6199951171875 2024-02-22,312.8399963378906 2024-02-23,315.3599853515625 2024-02-26,313.20001220703125 2024-02-27,314.0 2024-02-28,312.0599975585937 2024-02-29,311.70001220703125 2024-03-01,311.9800109863281 2024-03-04,314.0799865722656 2024-03-05,315.5400085449219 2024-03-06,323.3999938964844 2024-03-07,324.6600036621094 2024-03-08,325.3699951171875 2024-03-11,321.25 2024-03-12,323.54998779296875 2024-03-13,321.8999938964844 2024-03-14,324.7799987792969 2024-03-15,321.9700012207031 2024-03-18,327.1700134277344 2024-03-19,330.4800109863281 2024-03-20,328.8599853515625 2024-03-21,328.8500061035156 2024-03-22,329.94000244140625 2024-03-25,327.32000732421875 2024-03-26,327.7099914550781 2024-03-27,331.69000244140625 2024-03-28,333.5299987792969 2024-04-01,330.1099853515625 2024-04-02,329.3500061035156 2024-04-03,332.20001220703125 2024-04-04,325.1700134277344 2024-04-05,328.79998779296875 2024-04-08,328.0199890136719 2024-04-09,328.8900146484375 2024-04-10,327.760009765625 2024-04-11,327.25 2024-04-12,322.82000732421875 2024-04-15,322.6300048828125 2024-04-16,313.8900146484375 2024-04-17,311.0299987792969 2024-04-18,297.0 2024-04-19,305.1099853515625 2024-04-22,310.3099975585937 2024-04-23,319.42999267578125 2024-04-24,319.0199890136719 2024-04-25,314.1199951171875 2024-04-26,306.69000244140625 2024-04-29,311.4200134277344 2024-04-30,309.82000732421875 2024-05-01,309.44000244140625 2024-05-02,308.8399963378906 2024-05-03,307.760009765625 2024-05-06,310.0599975585937 2024-05-07,314.45001220703125 2024-05-08,309.4200134277344 2024-05-09,321.8900146484375 2024-05-10,326.6499938964844 2024-05-13,317.17999267578125 2024-05-14,320.5 2024-05-15,326.9599914550781 2024-05-16,322.7099914550781 2024-05-17,322.8599853515625 2024-05-20,325.04998779296875 2024-05-21,321.1199951171875 2024-05-22,318.4100036621094 2024-05-23,315.32000732421875 2024-05-24,318.70001220703125 2024-05-28,318.6600036621094 2024-05-29,325.1300048828125 2024-05-30,335.1000061035156 2024-05-31,339.75 2024-06-03,332.70001220703125 2024-06-04,332.0 2024-06-05,336.9100036621094 2024-06-06,336.82000732421875 2024-06-07,337.44000244140625 2024-06-10,341.260009765625 2024-06-11,336.3099975585937 2024-06-12,340.8099975585937 2024-06-13,340.8999938964844 2024-06-14,337.4700012207031 2024-06-17,335.4700012207031 2024-06-18,340.6400146484375 2024-06-20,338.3699951171875 2024-06-21,338.9200134277344 2024-06-24,341.3699951171875 2024-06-25,340.45001220703125 2024-06-26,340.4800109863281 2024-06-27,343.2900085449219 2024-06-28,321.2799987792969 2024-07-01,315.1199951171875 2024-07-02,319.70001220703125 2024-07-03,326.54998779296875 2024-07-05,320.29998779296875 2024-07-08,316.2099914550781 2024-07-09,316.9100036621094 2024-07-10,315.3500061035156 2024-07-11,317.510009765625 2024-07-12,324.32000732421875 2024-07-15,316.9800109863281 2024-07-16,318.9100036621094 2024-07-17,322.9800109863281 2024-07-18,321.7300109863281 2024-07-19,322.1600036621094 2024-07-22,325.3800048828125 2024-07-23,340.1700134277344 2024-07-24,343.94000244140625 2024-07-25,352.7900085449219 2024-07-26,354.7799987792969 2024-07-29,358.7300109863281 2024-07-30,361.3500061035156 2024-07-31,363.0499877929688 2024-08-01,363.1199951171875 2024-08-02,356.3599853515625 2024-08-05,350.17999267578125 2024-08-06,352.92999267578125 2024-08-07,352.2699890136719 2024-08-08,360.6700134277344 2024-08-09,360.8999938964844 2024-08-12,361.3999938964844 2024-08-13,368.8599853515625 2024-08-14,371.5799865722656 2024-08-15,371.8900146484375 2024-08-16,373.7699890136719 2024-08-19,374.2099914550781 2024-08-20,375.30999755859375 2024-08-21,376.6700134277344 2024-08-22,383.1199951171875 2024-08-23,388.7799987792969 2024-08-26,388.5 2024-08-27,390.1799926757813 2024-08-28,390.1799926757813 2024-08-29,392.7900085449219 2024-08-30,395.5899963378906 2024-09-03,395.8299865722656 2024-09-04,394.2999877929688 2024-09-05,397.75 2024-09-06,387.9800109863281 2024-09-09,384.9500122070313 2024-09-10,386.4299926757813 2024-09-11,388.6499938964844 2024-09-12,391.6700134277344 2024-09-13,394.6799926757813 2024-09-16,403.4299926757813 2024-09-17,397.5 2024-09-18,399.8900146484375 2024-09-19,403.5199890136719 2024-09-20,404.6600036621094 2024-09-23,405.7000122070313 2024-09-24,401.7999877929688 2024-09-25,405.1099853515625 2024-09-26,403.8599853515625 2024-09-27,403.2799987792969 2024-09-30,406.4299926757813 2024-10-01,405.4500122070313 2024-10-02,403.8500061035156 2024-10-03,392.4599914550781 2024-10-04,394.0700073242188 2024-10-07,382.5299987792969 2024-10-08,378.5799865722656 2024-10-09,386.3599853515625 2024-10-10,387.25 2024-10-11,394.5400085449219 2024-10-14,395.7799987792969 2024-10-15,401.260009765625 2024-10-16,409.2300109863281 2024-10-17,406.4800109863281 2024-10-18,415.5400085449219 2024-10-21,410.760009765625 2024-10-22,408.1700134277344 2024-10-23,410.0299987792969 2024-10-24,398.8999938964844 2024-10-25,363.5499877929688 2024-10-28,356.5899963378906 2024-10-29,360.6700134277344 2024-10-30,360.9200134277344 ","date,20-day,5-day 2024-01-22,280.43885628836495,285.5779988606771 2024-01-23,281.1598090762184,285.9079996744792 2024-01-24,281.23428460984,283.9719970703125 2024-01-25,281.9414264497303,284.32932739257814 2024-01-26,282.3337116059803,283.7433268229167 2024-01-29,282.98214140392486,284.5466654459635 2024-01-30,284.96842694963726,290.4086649576823 2024-01-31,287.1227598644438,296.2619974772135 2024-02-01,290.06576043991817,303.6373331705729 2024-02-02,292.3069523402623,307.35667114257814 2024-02-05,294.4894757952009,309.7433349609375 2024-02-06,296.144476609003,309.2706705729167 2024-02-07,297.7226670038132,308.60266927083336 2024-02-08,298.99442807152155,307.16933186848956 2024-02-09,300.23876211983816,306.63600056966146 2024-02-12,301.7355243501209,307.58933512369794 2024-02-13,302.56385846819194,306.7000040690104 2024-02-14,303.36400059291293,306.25933430989585 2024-02-15,304.2453342982701,306.6853352864583 2024-02-16,305.10266650971914,307.26133015950523 2024-02-20,305.86390337262833,307.6986592610677 2024-02-21,306.8181411016555,309.25465901692706 2024-02-22,307.7613789876302,310.7453267415365 2024-02-23,308.7831396193731,312.5819905598958 2024-02-26,309.4594742547898,313.1853312174479 2024-02-27,310.0702362060547,313.7453328450521 2024-02-28,310.3663789295015,313.2973327636719 2024-02-29,310.57838018508187,312.7000040690104 2024-03-01,310.7846669514974,312.2720072428385 2024-03-04,311.2037132626488,312.7693339029948 2024-03-05,311.7396189371745,313.6946695963542 2024-03-06,313.0006660098121,317.1373331705729 2024-03-07,314.30276169549853,320.24400024414064 2024-03-08,315.5897136869885,322.72333170572915 2024-03-11,316.3894756498791,322.93666585286456 2024-03-12,317.3371888660249,323.43866170247395 2024-03-13,318.06399797712055,322.8566609700521 2024-03-14,318.9824266706194,323.33466186523435 2024-03-15,319.54109366280693,322.8679972330729 2024-03-18,320.5268570672898,324.36133626302086 2024-03-19,321.73919154575896,326.56334025065104 2024-03-20,322.69295203799294,327.7633341471354 2024-03-21,323.5636669340588,328.4960021972656 2024-03-22,324.4619528634208,329.32066853841144 2024-03-25,325.0412867954799,328.7406697591146 2024-03-26,325.59052400134857,328.2806660970052 2024-03-27,326.45352419898626,329.3320007324219 2024-03-28,327.398285929362,330.80799967447916 2024-04-01,327.9133797781808,330.8319946289063 2024-04-02,328.2697614397321,330.59133097330727 2024-04-03,328.824857875279,331.1653361002604 2024-04-04,328.63109726678755,329.0966735839844 2024-04-05,328.77461983816966,328.67266845703125 2024-04-08,328.8241426013765,328.3039978027344 2024-04-09,328.94390593029203,328.3646687825521 2024-04-10,328.9196687244234,328.07933756510414 2024-04-11,328.82681143624444,327.9200032552083 2024-04-12,328.2865738641648,326.1453389485677 2024-04-15,327.73757411411833,324.706005859375 2024-04-16,326.3530514671689,320.7126749674479 2024-04-17,324.759384445917,316.76600545247396 2024-04-18,321.9221461704799,309.2580037434896 2024-04-19,320.0090016682943,306.4699971516927 2024-04-22,318.7041441417876,306.59599609375 2024-04-23,318.3613337925502,310.5833272298177 2024-04-24,318.0170469738188,314.064658610026 2024-04-25,317.24747503371464,315.37999267578124 2024-04-26,315.85395144508,313.07732950846355 2024-04-29,315.03871459960936,312.2460021972656 2024-04-30,314.16009608677456,310.8073384602865 2024-05-01,313.3382866269066,309.88267211914064 2024-05-02,312.56771472749256,309.39666951497395 2024-05-03,311.7720489501953,308.9026713053385 2024-05-06,311.29562000093006,309.1040018717448 2024-05-07,311.322811453683,310.8593383789063 2024-05-08,310.9397173200335,310.6293416341146 2024-05-09,311.8315756661551,314.5573445638021 2024-05-10,313.202289109003,319.20200602213544 2024-05-13,313.6528596423921,319.4306681315104 2024-05-14,314.44557378859747,320.2913330078125 2024-05-15,315.8220490955171,322.90199584960936 2024-05-16,316.7179053896949,322.92666015625 2024-05-17,317.5056182861328,322.9466573079427 2024-05-20,318.4173790341332,323.94932250976564 2024-05-21,318.884664335705,323.11732381184896 2024-05-22,319.0858075823103,321.3406616210938 2024-05-23,318.99557015555246,319.1039998372396 2024-05-24,319.22152361188614,318.48667195638023 2024-05-28,319.3864762079148,318.133339436849 2024-05-29,320.13314325241817,320.3626729329427 2024-05-30,321.75642947242375,325.64800618489585 2024-05-31,323.7003817603702,331.37067057291665 2024-06-03,324.8257161458333,333.1146728515625 2024-06-04,325.7656207856678,333.69200439453124 2024-06-05,327.06866861979165,335.0166707356771 2024-06-06,328.2561930338542,335.5260050455729 2024-06-07,329.3722884405227,336.12733764648436 2024-06-10,330.7781465076265,338.156005859375 2024-06-11,331.64300333658855,337.96400349934896 2024-06-12,332.8453363327753,338.98466796875 2024-06-13,333.9595261346726,339.77533162434895 2024-06-14,334.6806690034412,339.1506652832031 2024-06-17,335.14104992094497,337.8573323567708 2024-06-18,336.0337653750465,338.6733378092448 2024-06-20,336.63605026971726,338.4440022786458 2024-06-21,337.20857500348774,338.5606730143229 2024-06-24,337.91676461356025,339.6260030110677 2024-06-25,338.413289242699,340.1246724446615 2024-06-26,338.80909946986606,340.3013407389323 2024-06-27,339.3686237153553,341.425341796875 2024-06-28,337.7454803466797,334.8846720377604 2024-07-01,335.60147952125186,327.4666687011719 2024-07-02,334.0109565371559,323.32533772786456 2024-07-03,333.1347169421968,322.8506652832031 2024-07-05,331.68919169108074,321.22132771809896 2024-07-08,329.9332382928757,319.7613260904948 2024-07-09,328.342095656622,318.87266235351564 2024-07-10,326.7001437232608,317.34466552734375 2024-07-11,325.3872873942057,316.82667032877606 2024-07-12,324.8125260126023,319.18133951822915 2024-07-15,323.6172411237444,318.8213419596354 2024-07-16,322.71966974167594,319.0533406575521 2024-07-17,322.29809904552644,320.50867513020836 2024-07-18,321.81695687430243,321.03867594401044 2024-07-19,321.46681402297247,321.43067423502606 2024-07-22,321.50052839006696,323.0400065104167 2024-07-23,323.00729123070124,329.01934204101565 2024-07-24,324.8788148425874,334.8380065917969 2024-07-25,327.57657717750186,342.20934041341144 2024-07-26,330.40524335588725,348.1733378092448 2024-07-29,333.55538693382624,353.2793395996094 2024-07-30,336.7767204647972,357.03533935546875 2024-07-31,339.9398141043527,359.9460001627604 2024-08-01,342.9031466529483,361.6059977213542 2024-08-02,345.04852585565476,360.32399291992186 2024-08-05,346.43362005324593,356.8766581217448 2024-08-06,347.91885710216707,354.9159912109375 2024-08-07,349.16971290225075,353.2966573079427 2024-08-08,351.04476158505395,355.1959981282552 2024-08-09,352.7361893426804,357.3353312174479 2024-08-12,354.30104573567706,359.3386637369792 2024-08-13,356.36485377720425,363.0806599934896 2024-08-14,358.4498524983724,366.667323811849 2024-08-15,360.3329492478144,369.0699971516927 2024-08-16,362.1562340146019,371.35132853190106 2024-08-19,363.7756619408017,372.92132771809895 2024-08-20,365.26732860746836,374.0039957682292 2024-08-21,366.7211873372396,375.11000162760416 2024-08-22,368.6334728422619,378.02666625976565 2024-08-23,370.9403778076172,382.0813334147135 2024-08-26,373.05871146065846,385.04200032552086 2024-08-27,375.1952825637091,387.60999755859376 2024-08-28,377.19456801641553,389.18666178385416 2024-08-29,379.31323590959823,390.732666015625 2024-08-30,381.5572835286458,392.5673319498698 2024-09-03,383.6373777843657,394.0279947916667 2024-09-04,385.3543769473121,394.4899922688802 2024-09-05,387.20294872465587,395.82732747395835 2024-09-06,387.90447387695315,393.40333251953126 2024-09-09,388.1873801095145,390.2900044759115 2024-09-10,388.4967129661923,388.37933553059895 2024-09-11,388.89828404017857,387.8353332519531 2024-09-12,389.4932378859747,388.67467041015624 2024-09-13,390.2791896275112,390.92266642252605 2024-09-16,391.78995099748886,395.640663655599 2024-09-17,392.59471304757255,397.1499979654948 2024-09-18,393.5161907377697,398.71800333658854 2024-09-19,394.6663325718471,400.7466654459635 2024-09-20,395.7971902029855,402.36533406575523 2024-09-23,396.9245247977121,403.66533813476565 2024-09-24,397.59985700334823,403.5139994303385 2024-09-25,398.527093796503,404.1793273925781 2024-09-26,399.2641877673921,404.079990641276 2024-09-27,399.8809020996094,403.76465861002606 2024-09-30,400.74766351609003,404.59132486979166 2024-10-01,401.469474429176,405.04266560872395 2024-10-02,401.99309416271393,404.7173360188802 2024-10-03,401.3864743187314,400.67933349609376 2024-10-04,400.9583798363095,397.93800252278646 2024-10-07,399.40223693847656,391.96400146484376 2024-10-08,397.4814262753441,386.26666259765625 2024-10-09,396.33894885835196,384.95399169921876 2024-10-10,395.29213954380583,385.10399373372394 2024-10-11,394.9606644403367,388.0313313802083 2024-10-14,394.7479502360026,391.3406656901042 2024-10-15,395.0935703822545,395.5933369954427 2024-10-16,396.1803334554036,400.990673828125 2024-10-17,396.9607155936105,403.94667561848956 2024-10-18,398.58985929943265,408.6406758626302 2024-10-21,399.71195547921315,410.3413431803385 2024-10-22,400.5632901146298,410.1800109863281 2024-10-23,401.56143275669643,410.1780069986979 2024-10-24,401.4761462983631,406.4126688639323 2024-10-25,398.04781159900483,391.36932983398435 2024-10-28,394.14581109909784,377.4719950358073 2024-10-29,390.86971697126114,368.54600016276044 2024-10-30,387.8306704566592,362.87000528971356 " 3269,US,technical,"From March 11, 2020 to June 28, 2020, count the number of golden cross occurrences between the 10-day and 5-day Weighted Moving Average lines for Lamb Weston. (Weights are 1, 2, ..., n) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",6.0,medium,moving average,WMA_n = \sum_{i=0}^{n-1} (n-i) * P_{t-i} / \sum_{j=1}^{n} j,"date,close 2020-02-27,89.44999694824219 2020-02-28,86.88999938964844 2020-03-02,86.6500015258789 2020-03-03,85.5 2020-03-04,88.08999633789062 2020-03-05,86.36000061035156 2020-03-06,83.37000274658203 2020-03-09,73.37999725341797 2020-03-10,72.7300033569336 2020-03-11,71.43000030517578 2020-03-12,63.36000061035156 2020-03-13,63.84999847412109 2020-03-16,52.43999862670898 2020-03-17,53.130001068115234 2020-03-18,45.0099983215332 2020-03-19,48.810001373291016 2020-03-20,47.630001068115234 2020-03-23,47.709999084472656 2020-03-24,55.040000915527344 2020-03-25,56.33000183105469 2020-03-26,58.84000015258789 2020-03-27,57.25 2020-03-30,57.63999938964844 2020-03-31,57.09999847412109 2020-04-01,51.0 2020-04-02,49.880001068115234 2020-04-03,50.20000076293945 2020-04-06,51.81999969482422 2020-04-07,55.09999847412109 2020-04-08,57.75 2020-04-09,58.400001525878906 2020-04-13,58.2599983215332 2020-04-14,60.70000076293945 2020-04-15,55.90999984741211 2020-04-16,57.54999923706055 2020-04-17,59.91999816894531 2020-04-20,57.5099983215332 2020-04-21,55.709999084472656 2020-04-22,56.33000183105469 2020-04-23,56.68999862670898 2020-04-24,57.77999877929688 2020-04-27,58.54999923706055 2020-04-28,60.15999984741211 2020-04-29,64.88999938964844 2020-04-30,61.36000061035156 2020-05-01,58.34999847412109 2020-05-04,57.70000076293945 2020-05-05,58.970001220703125 2020-05-06,59.0 2020-05-07,55.41999816894531 2020-05-08,61.540000915527344 2020-05-11,59.65999984741211 2020-05-12,58.22999954223633 2020-05-13,54.77999877929688 2020-05-14,54.5099983215332 2020-05-15,52.09000015258789 2020-05-18,56.369998931884766 2020-05-19,55.86000061035156 2020-05-20,56.27000045776367 2020-05-21,55.83000183105469 2020-05-22,57.220001220703125 2020-05-26,60.70000076293945 2020-05-27,61.95000076293945 2020-05-28,59.619998931884766 2020-05-29,60.060001373291016 2020-06-01,61.59000015258789 2020-06-02,61.77000045776367 2020-06-03,64.77999877929688 2020-06-04,65.80999755859375 2020-06-05,71.25 2020-06-08,74.58000183105469 2020-06-09,71.9000015258789 2020-06-10,70.5199966430664 2020-06-11,63.2599983215332 2020-06-12,64.97000122070312 2020-06-15,65.5199966430664 2020-06-16,67.95999908447266 2020-06-17,67.83000183105469 2020-06-18,67.79000091552734 2020-06-19,66.19999694824219 2020-06-22,65.8499984741211 2020-06-23,66.54000091552734 2020-06-24,63.04999923706055 2020-06-25,63.86000061035156 2020-06-26,62.52999877929688 ","date,10-day,5-day 2020-03-11,79.33254574862393,74.75400085449219 2020-03-12,75.87345497824928,70.05600077311198 2020-03-13,72.97781829833984,67.05466664632162 2020-03-16,68.42654529918323,61.55133285522461 2020-03-17,64.62272734208541,57.67399978637695 2020-03-18,59.93109068437056,52.39666595458984 2020-03-19,56.71363636363636,50.14733327229818 2020-03-20,53.96436379172585,48.474667104085285 2020-03-23,51.879454526034266,47.91000010172526 2020-03-24,51.594000105424364,50.104000345865884 2020-03-25,51.86472771384499,52.600667572021486 2020-03-26,52.86636408025568,55.179334004720054 2020-03-27,53.661091336337,56.55933380126953 2020-03-30,54.64672754461115,57.428000132242836 2020-03-31,55.43963629982688,57.45466613769531 2020-04-01,55.051272652365945,55.31066614786784 2020-04-02,54.35036371404475,53.14866663614909 2020-04-03,53.68818199851296,51.69066696166992 2020-04-06,53.27381827614524,51.24266688028971 2020-04-07,53.38109068437056,52.27599970499674 2020-04-08,53.969090687144885,54.32599970499675 2020-04-09,54.64945463700728,56.14266688028972 2020-04-13,55.31236343383789,57.3446662902832 2020-04-14,56.40054543235085,58.82266667683919 2020-04-15,56.562181784889916,58.11200002034505 2020-04-16,57.04363618330522,57.89399973551432 2020-04-17,57.83690858320757,58.479332478841144 2020-04-20,58.009453790838066,58.1599988301595 2020-04-21,57.721817363392226,57.29066543579101 2020-04-22,57.47618144642223,56.96066640218099 2020-04-23,57.27363579489968,56.72266616821289 2020-04-24,57.28854474154386,56.90533269246419 2020-04-27,57.45472654862837,57.48733266194662 2020-04-28,57.90836299549449,58.53666610717774 2020-04-29,59.231817557594994,60.86599934895833 2020-04-30,59.75018144087358,61.44799982706706 2020-05-01,59.65199945623225,60.71533279418945 2020-05-04,59.46418151855469,59.72799987792969 2020-05-05,59.50381816517223,59.22066701253255 2020-05-06,59.489636369185014,58.802666982014976 2020-05-07,58.77599972811612,57.58399963378906 2020-05-08,59.19818177656694,58.80133336385091 2020-05-11,59.21018177379261,59.1793332417806 2020-05-12,58.94199988625267,58.949999745686846 2020-05-13,58.08163604736328,57.619999440511066 2020-05-14,57.355999409068716,56.48133239746094 2020-05-15,56.31490859985352,54.596665954589845 2020-05-18,56.165817538174714,54.768665822347 2020-05-19,55.94818136041815,54.98999964396159 2020-05-20,55.86163607510653,55.50600001017253 2020-05-21,55.744727394797586,55.77600072224935 2020-05-22,55.87309126420455,56.42133433024089 2020-05-26,56.71272777210582,57.88466771443685 2020-05-27,57.760727899724785,59.4760009765625 2020-05-28,58.31745494495738,59.884666951497394 2020-05-29,58.866182431307706,60.21666717529297 2020-06-01,59.592182367498225,60.77666702270508 2020-06-02,60.178182359175246,61.105333709716795 2020-06-03,61.21327292702415,62.36599985758463 2020-06-04,62.27345421530983,63.781332397460936 2020-06-05,64.14927236383612,66.59733250935872 2020-06-08,66.35018178766424,69.7773333231608 2020-06-09,67.74818205399947,71.19800059000652 2020-06-10,68.69163596413352,71.48333282470703 2020-06-11,68.15927207253196,68.96599909464518 2020-06-12,67.87163599187677,67.18866628011068 2020-06-15,67.5947263544256,66.01333185831706 2020-06-16,67.68999904285778,66.25533192952474 2020-06-17,67.64909043745561,66.71666641235352 2020-06-18,67.54545433738015,67.34400024414063 2020-06-19,67.11672654585405,67.1393325805664 2020-06-22,66.7161809054288,66.73599904378256 2020-06-23,66.59981758811257,66.54066619873046 2020-06-24,65.94636306762695,65.27666600545247 2020-06-25,65.575999658758,64.60133310953776 2020-06-26,64.95290860262784,63.744666290283206 " 3270,US,technical,"From July 05, 2023 to May 07, 2024, how many times did a golden cross occur between the 10-day and 5-day Exponential Moving Average lines for American International Group? (Smoothing factor alpha = 2 / (n + 1); Require 4n data points to warm up; Use the first data point as the initial value) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",10.0,medium,moving average,"EMA_t = \alpha * P_t + (1 - \alpha) * EMA_{t-1}, \quad \alpha = 2 / (n + 1)","date,close 2023-05-05,53.790000915527344 2023-05-08,53.75 2023-05-09,53.09999847412109 2023-05-10,52.61000061035156 2023-05-11,52.810001373291016 2023-05-12,52.4900016784668 2023-05-15,52.540000915527344 2023-05-16,52.310001373291016 2023-05-17,53.7400016784668 2023-05-18,54.310001373291016 2023-05-19,53.84999847412109 2023-05-22,53.959999084472656 2023-05-23,55.77000045776367 2023-05-24,54.56999969482422 2023-05-25,53.68000030517578 2023-05-26,54.06999969482422 2023-05-30,54.720001220703125 2023-05-31,52.83000183105469 2023-06-01,53.7400016784668 2023-06-02,55.20000076293945 2023-06-05,54.22999954223633 2023-06-06,55.93000030517578 2023-06-07,56.72999954223633 2023-06-08,56.630001068115234 2023-06-09,56.880001068115234 2023-06-12,56.220001220703125 2023-06-13,56.630001068115234 2023-06-14,55.84000015258789 2023-06-15,56.619998931884766 2023-06-16,57.29999923706055 2023-06-20,56.08000183105469 2023-06-21,56.459999084472656 2023-06-22,55.970001220703125 2023-06-23,55.220001220703125 2023-06-26,55.66999816894531 2023-06-27,56.45000076293945 2023-06-28,56.459999084472656 2023-06-29,57.20000076293945 2023-06-30,57.540000915527344 2023-07-03,57.93999862670898 2023-07-05,57.709999084472656 2023-07-06,57.59999847412109 2023-07-07,58.20000076293945 2023-07-10,58.08000183105469 2023-07-11,58.75 2023-07-12,58.650001525878906 2023-07-13,58.88999938964844 2023-07-14,57.650001525878906 2023-07-17,59.09999847412109 2023-07-18,59.369998931884766 2023-07-19,59.119998931884766 2023-07-20,60.2400016784668 2023-07-21,59.95000076293945 2023-07-24,60.2599983215332 2023-07-25,59.88999938964844 2023-07-26,60.84000015258789 2023-07-27,60.63999938964844 2023-07-28,60.15999984741211 2023-07-31,60.27999877929688 2023-08-01,60.380001068115234 2023-08-02,61.27000045776367 2023-08-03,61.13999938964844 2023-08-04,60.68999862670898 2023-08-07,61.90999984741211 2023-08-08,61.5 2023-08-09,60.34000015258789 2023-08-10,60.41999816894531 2023-08-11,60.52999877929688 2023-08-14,59.81999969482422 2023-08-15,58.77999877929688 2023-08-16,58.61000061035156 2023-08-17,58.060001373291016 2023-08-18,57.95000076293945 2023-08-21,57.790000915527344 2023-08-22,57.34000015258789 2023-08-23,57.619998931884766 2023-08-24,58.09000015258789 2023-08-25,57.84999847412109 2023-08-28,57.869998931884766 2023-08-29,58.34999847412109 2023-08-30,58.34000015258789 2023-08-31,58.52000045776367 2023-09-01,59.2400016784668 2023-09-05,58.59999847412109 2023-09-06,59.18999862670898 2023-09-07,59.650001525878906 2023-09-08,59.65999984741211 2023-09-11,59.68999862670898 2023-09-12,60.56999969482422 2023-09-13,60.650001525878906 2023-09-14,61.20000076293945 2023-09-15,61.18000030517578 2023-09-18,61.68000030517578 2023-09-19,62.36000061035156 2023-09-20,62.31999969482422 2023-09-21,61.33000183105469 2023-09-22,61.58000183105469 2023-09-25,62.130001068115234 2023-09-26,61.2599983215332 2023-09-27,61.0099983215332 2023-09-28,61.27999877929688 2023-09-29,60.59999847412109 2023-10-02,60.04999923706055 2023-10-03,58.63999938964844 2023-10-04,59.36000061035156 2023-10-05,60.150001525878906 2023-10-06,60.869998931884766 2023-10-09,61.09000015258789 2023-10-10,61.16999816894531 2023-10-11,61.52999877929688 2023-10-12,61.13999938964844 2023-10-13,61.09000015258789 2023-10-16,62.61000061035156 2023-10-17,63.18000030517578 2023-10-18,62.59999847412109 2023-10-19,61.16999816894531 2023-10-20,59.52000045776367 2023-10-23,58.97999954223633 2023-10-24,59.869998931884766 2023-10-25,60.959999084472656 2023-10-26,60.84999847412109 2023-10-27,59.52999877929688 2023-10-30,61.0 2023-10-31,61.310001373291016 2023-11-01,62.04999923706055 2023-11-02,64.36000061035156 2023-11-03,63.7400016784668 2023-11-06,63.93999862670898 2023-11-07,63.09999847412109 2023-11-08,62.58000183105469 2023-11-09,62.84999847412109 2023-11-10,63.81999969482422 2023-11-13,63.72999954223633 2023-11-14,64.20999908447266 2023-11-15,63.47999954223633 2023-11-16,64.12000274658203 2023-11-17,64.4800033569336 2023-11-20,64.36000061035156 2023-11-21,64.97000122070312 2023-11-22,64.97000122070312 2023-11-24,65.20999908447266 2023-11-27,65.25 2023-11-28,64.63999938964844 2023-11-29,64.83000183105469 2023-11-30,65.80999755859375 2023-12-01,65.97000122070312 2023-12-04,66.0 2023-12-05,65.9000015258789 2023-12-06,65.37000274658203 2023-12-07,65.41000366210938 2023-12-08,65.52999877929688 2023-12-11,66.18000030517578 2023-12-12,66.94999694824219 2023-12-13,67.2300033569336 2023-12-14,66.48999786376953 2023-12-15,66.01000213623047 2023-12-18,66.45999908447266 2023-12-19,67.44000244140625 2023-12-20,66.62000274658203 2023-12-21,66.56999969482422 2023-12-22,66.93000030517578 2023-12-26,67.12999725341797 2023-12-27,67.1500015258789 2023-12-28,67.87000274658203 2023-12-29,67.75 2024-01-02,68.83999633789062 2024-01-03,68.61000061035156 2024-01-04,68.62999725341797 2024-01-05,69.01000213623047 2024-01-08,68.22000122070312 2024-01-09,67.83000183105469 2024-01-10,67.58999633789062 2024-01-11,67.29000091552734 2024-01-12,67.5 2024-01-16,67.22000122070312 2024-01-17,66.75 2024-01-18,67.23999786376953 2024-01-19,68.83000183105469 2024-01-22,69.26000213623047 2024-01-23,69.0 2024-01-24,69.16000366210938 2024-01-25,68.9800033569336 2024-01-26,69.52999877929688 2024-01-29,69.37000274658203 2024-01-30,70.37999725341797 2024-01-31,69.51000213623047 2024-02-01,68.81999969482422 2024-02-02,69.62999725341797 2024-02-05,68.93000030517578 2024-02-06,68.7699966430664 2024-02-07,69.80999755859375 2024-02-08,68.41000366210938 2024-02-09,69.12000274658203 2024-02-12,69.7300033569336 2024-02-13,70.08999633789062 2024-02-14,69.16999816894531 2024-02-15,70.30000305175781 2024-02-16,70.04000091552734 2024-02-20,68.12999725341797 2024-02-21,68.68000030517578 2024-02-22,70.87999725341797 2024-02-23,71.31999969482422 2024-02-26,71.31999969482422 2024-02-27,71.94999694824219 2024-02-28,72.43000030517578 2024-02-29,72.88999938964844 2024-03-01,72.83999633789062 2024-03-04,73.16999816894531 2024-03-05,73.91999816894531 2024-03-06,74.8499984741211 2024-03-07,74.72000122070312 2024-03-08,74.41000366210938 2024-03-11,74.91000366210938 2024-03-12,75.88999938964844 2024-03-13,75.48999786376953 2024-03-14,75.8499984741211 2024-03-15,76.2699966430664 2024-03-18,75.33999633789062 2024-03-19,75.48999786376953 2024-03-20,76.73999786376953 2024-03-21,77.41000366210938 2024-03-22,76.37999725341797 2024-03-25,76.58999633789062 2024-03-26,77.38999938964844 2024-03-27,78.33999633789062 2024-03-28,78.16999816894531 2024-04-01,77.63999938964844 2024-04-02,78.0199966430664 2024-04-03,77.80000305175781 2024-04-04,76.62000274658203 2024-04-05,77.70999908447266 2024-04-08,77.8499984741211 2024-04-09,75.5199966430664 2024-04-10,75.31999969482422 2024-04-11,74.16999816894531 2024-04-12,73.68000030517578 2024-04-15,73.05000305175781 2024-04-16,73.80999755859375 2024-04-17,72.58000183105469 2024-04-18,72.98999786376953 2024-04-19,74.2300033569336 2024-04-22,74.95999908447266 2024-04-23,74.93000030517578 2024-04-24,74.97000122070312 2024-04-25,74.62999725341797 2024-04-26,74.52999877929688 2024-04-29,75.73999786376953 2024-04-30,75.30999755859375 2024-05-01,75.80999755859375 2024-05-02,78.0999984741211 2024-05-03,78.4800033569336 2024-05-06,79.97000122070312 2024-05-07,80.27999877929688 ","date,10-day,5-day 2023-05-18,53.304631020773996,53.432380009768295 2023-05-19,53.403788739564376,53.57158616455256 2023-05-22,53.50491789318406,53.701057137859266 2023-05-23,53.916751086743986,54.39070491116074 2023-05-24,54.03552356094039,54.450469839048566 2023-05-25,53.97088296898319,54.19364666109097 2023-05-26,53.98890419186338,54.152431005668724 2023-05-30,54.12183092437969,54.34162107734686 2023-05-31,53.8869529074115,53.83774799524947 2023-06-01,53.86023450214883,53.80516588965525 2023-06-02,54.10382836774712,54.27011084741665 2023-06-05,54.12676858129061,54.25674041235655 2023-06-06,54.45462889472427,54.81449370996297 2023-06-07,54.86833264881737,55.45299565405409 2023-06-08,55.188635997780615,55.84533079207448 2023-06-09,55.49615691965963,56.19022088408806 2023-06-12,55.62776497439481,56.20014766295975 2023-06-13,55.80998971870761,56.34343213134492 2023-06-14,55.81544616123129,56.17562147175924 2023-06-15,55.96172848316829,56.32374729180109 2023-06-16,56.205050438421424,56.64916460688758 2023-06-20,56.18231432799111,56.459443681609955 2023-06-21,56.232802465533204,56.459628815897524 2023-06-22,56.18502042101865,56.296419617499396 2023-06-23,56.00956238459764,55.93761348523398 2023-06-26,55.94782343629722,55.848408379804425 2023-06-27,56.03912840477763,56.04893917418278 2023-06-28,56.11565034654036,56.18595914427941 2023-06-29,56.31280496770383,56.5239730171661 2023-06-30,56.53593150367175,56.86264898328652 2023-07-03,56.79121643513306,57.22176553109401 2023-07-05,56.95826782592208,57.384510048886895 2023-07-06,57.07494612559462,57.456339523964964 2023-07-07,57.27950151420277,57.70422660362313 2023-07-10,57.42504702635766,57.82948501276699 2023-07-11,57.6659475670199,58.13632334184466 2023-07-12,57.84486646863062,58.30754940318941 2023-07-13,58.034890636088406,58.501699398675754 2023-07-14,57.96491079786849,58.21780010774348 2023-07-17,58.17129037536896,58.511866229869355 2023-07-18,58.38923738564456,58.797910463874494 2023-07-19,58.5221031213246,58.905273286544585 2023-07-20,58.83444831353227,59.350182750518655 2023-07-21,59.037276031606304,59.55012208799226 2023-07-24,59.25958917522938,59.78674749917258 2023-07-25,59.37420921421466,59.821164795997866 2023-07-26,59.640716657555245,60.160776581527884 2023-07-27,59.822404427026726,60.32051751756807 2023-07-28,59.88378541255133,60.26701162751609 2023-07-31,59.95582420650506,60.271340678109695 2023-08-01,60.032947272252365,60.307560808111546 2023-08-02,60.257866033254416,60.628374024662264 2023-08-03,60.418253916235145,60.79891581299099 2023-08-04,60.467662045412204,60.76261008423032 2023-08-07,60.729905282139455,61.14507333862426 2023-08-08,60.86992250356864,61.26338222574951 2023-08-09,60.773572985208496,60.9555882013623 2023-08-10,60.709286654978825,60.777058190556644 2023-08-11,60.676688859400286,60.69470505347006 2023-08-14,60.52092719311373,60.40313660058811 2023-08-15,60.20439475423794,59.862090660157705 2023-08-16,59.91450490989496,59.444727310222326 2023-08-17,59.57732244869424,58.98315199791189 2023-08-18,59.281445778557,58.63876825292108 2023-08-21,59.01027398527887,58.355845807123174 2023-08-22,58.706587833880505,58.01723058894475 2023-08-23,58.50902621533582,57.88482003659142 2023-08-24,58.43283965847256,57.953213408590244 2023-08-25,58.32686853404502,57.918808430433856 2023-08-28,58.24380133365224,57.90253859758416 2023-08-29,58.26310990464657,58.05169188976314 2023-08-30,58.2770899497268,58.147794644038065 2023-08-31,58.32125549664259,58.27186324861327 2023-09-01,58.48830025697426,58.594576058564456 2023-09-05,58.508609023728226,58.596383530416674 2023-09-06,58.632498042452,58.79425522918078 2023-09-07,58.81749867580234,59.07950399474682 2023-09-08,58.970680707004114,59.27300261230192 2023-09-11,59.10146578331408,59.41200128377095 2023-09-12,59.36847194904319,59.79800075412204 2023-09-13,59.60147732664968,60.08200101137434 2023-09-14,59.89211795142963,60.45466759522938 2023-09-15,60.12627837938347,60.69644516521152 2023-09-18,60.40877327498207,61.024296878532944 2023-09-19,60.76354188141288,61.46953145580582 2023-09-20,61.046534211124026,61.75302086881196 2023-09-21,61.09807377838414,61.61201452289288 2023-09-22,61.18569706068787,61.60134362561348 2023-09-25,61.357388698401934,61.77756277311407 2023-09-26,61.33968135715307,61.60504128925379 2023-09-27,61.27973898704036,61.40669363334693 2023-09-28,61.27978622199609,61.364462015330254 2023-09-29,61.156188449655176,61.109640834927205 2023-10-02,60.95506313827433,60.75642696897166 2023-10-03,60.534142456705986,60.05095110919726 2023-10-04,60.320662121005185,59.8206342762487 2023-10-05,60.28963292189131,59.93042335945877 2023-10-06,60.39515401461739,60.2436152169341 2023-10-09,60.521489676066565,60.5257435288187 2023-10-10,60.639400311135425,60.740495075527576 2023-10-11,60.80132730534659,61.003662976784014 2023-10-12,60.86290404794692,61.049108447738824 2023-10-13,60.90419424879073,61.06273901602185 2023-10-16,61.21434085998361,61.57849288079842 2023-10-17,61.57173348638218,62.11232868892421 2023-10-18,61.758690756880156,62.27488528398984 2023-10-19,61.651655740892,61.906589578975 2023-10-20,61.26408205305049,61.111059871904565 2023-10-23,60.848794323811546,60.40070642868182 2023-10-24,60.6708315252794,60.22380392974948 2023-10-25,60.72340744513271,60.46920231465721 2023-10-26,60.74642399585787,60.59613436781184 2023-10-27,60.525255774664956,60.24075583830685 2023-10-30,60.611572906544055,60.4938372255379 2023-10-31,60.738559900498046,60.76589194145561 2023-11-01,60.977003416236684,61.193927706657256 2023-11-02,61.59209381516666,62.24928534122203 2023-11-03,61.98262251758487,62.74619078697029 2023-11-06,62.338509082880165,63.144126733549854 2023-11-07,62.47696169946942,63.12941731374026 2023-11-08,62.495696268848555,62.94627881951174 2023-11-09,62.56011485162537,62.91418537104819 2023-11-10,62.78918482311607,63.216123478973536 2023-11-13,62.96024204477429,63.38741550006114 2023-11-14,63.18747059744672,63.66161002819831 2023-11-15,63.240657678317554,63.601073199544324 2023-11-16,63.40053859982018,63.77404971522357 2023-11-17,63.59680491929534,64.00936759579358 2023-11-20,63.73556777221465,64.12624526731291 2023-11-21,63.96001021739437,64.40749725177632 2023-11-22,64.14364494526868,64.59499857475193 2023-11-24,64.33752751603303,64.79999874465884 2023-11-27,64.50343160402703,64.9499991631059 2023-11-28,64.52826211050365,64.84666590528676 2023-11-29,64.58312387787656,64.84111121387608 2023-11-30,64.80619181982513,65.16407332878197 2023-12-01,65.01779352907567,65.43271595942235 2023-12-04,65.19637652378918,65.6218106396149 2023-12-05,65.32430834235095,65.71454093503624 2023-12-06,65.33261641584751,65.59969487221818 2023-12-07,65.34668682425875,65.53646446884858 2023-12-08,65.38001627062931,65.53430923899802 2023-12-11,65.52546791327411,65.74953959439061 2023-12-12,65.78447319235921,66.14969204567447 2023-12-13,66.04729685864547,66.50979581609418 2023-12-14,66.12778795048621,66.50319649865264 2023-12-15,66.10637234789425,66.33879837784525 2023-12-18,66.17066811818123,66.37919861338773 2023-12-19,66.40145617694941,66.7327998893939 2023-12-20,66.44119191688262,66.69520084178995 2023-12-21,66.464611512872,66.65346712613471 2023-12-22,66.54922765692723,66.74564485248175 2023-12-26,66.65482212901645,66.8737623194605 2023-12-27,66.7448547466278,66.9658420549333 2023-12-28,66.94942711025584,67.26722895214955 2023-12-29,67.09498581748204,67.42815263476638 2024-01-02,67.41226045755633,67.89876720247446 2024-01-03,67.63003139442819,68.13584500510017 2024-01-04,67.81184336878997,68.30056242120611 2024-01-05,68.02969041741551,68.53704232621423 2024-01-08,68.06429238164962,68.43136195771054 2024-01-09,68.02169409972326,68.23090858215859 2024-01-10,67.94320359757187,68.01727116740261 2024-01-11,67.82443947356377,67.77484775011087 2024-01-12,67.76545047837035,67.68323183340725 2024-01-16,67.66627788606722,67.52882162917254 2024-01-17,67.49968190678227,67.26921441944836 2024-01-18,67.4524666262345,67.25947556755543 2024-01-19,67.70292757256544,67.78298432205519 2024-01-22,67.98603203868635,68.27532359344696 2024-01-23,68.17038984983428,68.51688239563131 2024-01-24,68.3503196338843,68.731256151124 2024-01-25,68.46480758352962,68.81417188639386 2024-01-26,68.65847871003275,69.05278085069487 2024-01-29,68.78784671667808,69.15852148265726 2024-01-30,69.07732863244897,69.56568007291084 2024-01-31,69.15599654222741,69.54712076068405 2024-02-01,69.09490620633592,69.30474707206412 2024-02-02,69.19219548762356,69.41316379918207 2024-02-05,69.14452363626941,69.25210930117998 2024-02-06,69.07642781932341,69.0914050818088 2024-02-07,69.20980413555438,69.33093590740378 2024-02-08,69.06438586765529,69.02395849230565 2024-02-09,69.07449802746015,69.05597324373112 2024-02-12,69.19368081463713,69.28064994813195 2024-02-13,69.35664727341049,69.55043207805151 2024-02-14,69.32271107259864,69.42362077501612 2024-02-15,69.50040052335484,69.71574820059669 2024-02-16,69.59850968556802,69.82383243890692 2024-02-20,69.3315074251771,69.2592207104106 2024-02-21,69.21305158517684,69.066147241999 2024-02-22,69.51613261576614,69.670763912472 2024-02-23,69.84410844832215,70.22050917325608 2024-02-26,70.11245231132251,70.58700601377879 2024-02-27,70.446551336217,71.0413363252666 2024-02-28,70.80717842148223,71.50422431856967 2024-02-29,71.185873142967,71.9661493422626 2024-03-01,71.48662281477128,72.25743167413862 2024-03-04,71.79269106098474,72.56162050574085 2024-03-05,72.17947417152301,73.01441306014235 2024-03-06,72.66502404472266,73.62627486480193 2024-03-07,73.03865625853729,73.990850316769 2024-03-08,73.28799215009585,74.13056809854913 2024-03-11,73.5829033340983,74.39037995306921 2024-03-12,74.00237534419833,74.89025309859562 2024-03-13,74.27285216593854,75.09016802032026 2024-03-14,74.55960604015354,75.34344483825387 2024-03-15,74.87058614977406,75.65229543985805 2024-03-18,74.95593345670434,75.54819573920224 2024-03-19,75.05303607617074,75.52879644739134 2024-03-20,75.35975640118869,75.93253025285074 2024-03-21,75.73252863044699,76.42502138927028 2024-03-22,75.85025019825989,76.41001334398618 2024-03-25,75.98474949637456,76.47000767528766 2024-03-26,76.24024947696981,76.77667158007459 2024-03-27,76.62202163350086,77.29777983267994 2024-03-28,76.90347191267257,77.58851927810173 2024-04-01,77.03738599939545,77.60567931528396 2024-04-02,77.2160424800629,77.74378509121145 2024-04-03,77.32221712946198,77.76252441139357 2024-04-04,77.19454178712016,77.38168385645639 2024-04-05,77.2882612957297,77.49112226579516 2024-04-08,77.39039532816449,77.61074766857047 2024-04-09,77.05032283996483,76.91383066006912 2024-04-10,76.73571863175745,76.38255367165416 2024-04-11,76.26922400215524,75.64503517075121 2024-04-12,75.79845605724988,74.99002354889274 2024-04-15,75.29873732897859,74.34335004984777 2024-04-16,75.0280573707268,74.16556588609643 2024-04-17,74.58295636351369,73.63704453441585 2024-04-18,74.29332754537838,73.42136231086708 2024-04-19,74.28181405657023,73.6909093262226 2024-04-22,74.40512042527976,74.11393924563929 2024-04-23,74.5005531307154,74.38595959881812 2024-04-24,74.58590732889499,74.58064013944646 2024-04-25,74.59392367880825,74.5970925107703 2024-04-26,74.58230096980618,74.5747279336125 2024-04-29,74.79279131416315,74.96315124366484 2024-04-30,74.88682881315053,75.07876668197449 2024-05-01,75.05467767595839,75.32251030751425 2024-05-02,75.60837236653342,76.2483396963832 2024-05-03,76.13048709206072,76.99222758323333 2024-05-06,76.8285805699957,77.98481879572327 2024-05-07,77.45611115350499,78.7498787902478 " 3271,US,technical,"How many death cross occurred between the 30-day and 10-day Exponential Moving Average lines for IQVIA from April 06, 2022 to March 22, 2023? (Smoothing factor alpha = 2 / (n + 1); Require 4n data points to warm up; Use the first data point as the initial value) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",6.0,medium,moving average,"EMA_t = \alpha * P_t + (1 - \alpha) * EMA_{t-1}, \quad \alpha = 2 / (n + 1)","date,close 2021-10-14,246.82000732421875 2021-10-15,248.8500061035156 2021-10-18,248.4600067138672 2021-10-19,249.0200042724609 2021-10-20,251.5200042724609 2021-10-21,254.83999633789065 2021-10-22,256.8900146484375 2021-10-25,257.25 2021-10-26,256.0899963378906 2021-10-27,254.2899932861328 2021-10-28,257.19000244140625 2021-10-29,261.4200134277344 2021-11-01,258.8900146484375 2021-11-02,257.8299865722656 2021-11-03,254.6000061035156 2021-11-04,253.8600006103516 2021-11-05,247.19000244140625 2021-11-08,251.5 2021-11-09,251.8000030517578 2021-11-10,252.1199951171875 2021-11-11,252.5800018310547 2021-11-12,254.67999267578125 2021-11-15,251.80999755859372 2021-11-16,267.5400085449219 2021-11-17,264.45001220703125 2021-11-18,266.6000061035156 2021-11-19,268.1700134277344 2021-11-22,267.489990234375 2021-11-23,265.2699890136719 2021-11-24,265.3599853515625 2021-11-26,262.0599975585937 2021-11-29,266.69000244140625 2021-11-30,259.1300048828125 2021-12-01,259.25 2021-12-02,262.7300109863281 2021-12-03,261.67999267578125 2021-12-06,263.1000061035156 2021-12-07,270.29998779296875 2021-12-08,272.19000244140625 2021-12-09,269.1600036621094 2021-12-10,270.32000732421875 2021-12-13,269.739990234375 2021-12-14,262.6499938964844 2021-12-15,268.1000061035156 2021-12-16,266.45001220703125 2021-12-17,267.42999267578125 2021-12-20,264.8800048828125 2021-12-21,268.6300048828125 2021-12-22,276.760009765625 2021-12-23,278.010009765625 2021-12-27,282.0599975585937 2021-12-28,280.6099853515625 2021-12-29,282.239990234375 2021-12-30,282.6099853515625 2021-12-31,282.1400146484375 2022-01-03,273.5799865722656 2022-01-04,268.1700134277344 2022-01-05,261.6099853515625 2022-01-06,262.510009765625 2022-01-07,256.9100036621094 2022-01-10,257.2300109863281 2022-01-11,260.2900085449219 2022-01-12,260.8500061035156 2022-01-13,252.07000732421875 2022-01-14,247.33999633789065 2022-01-18,242.32000732421875 2022-01-19,240.27999877929688 2022-01-20,244.3999938964844 2022-01-21,240.9499969482422 2022-01-24,243.6999969482422 2022-01-25,236.22999572753903 2022-01-26,232.63999938964844 2022-01-27,232.0 2022-01-28,238.82000732421875 2022-01-31,244.8999938964844 2022-02-01,247.1000061035156 2022-02-02,254.4499969482422 2022-02-03,250.19000244140625 2022-02-04,249.88999938964844 2022-02-07,245.9199981689453 2022-02-08,247.3699951171875 2022-02-09,255.57000732421875 2022-02-10,250.42999267578125 2022-02-11,244.27999877929688 2022-02-14,239.8999938964844 2022-02-15,228.63999938964844 2022-02-16,232.17999267578125 2022-02-17,226.3600006103516 2022-02-18,228.2700042724609 2022-02-22,226.4600067138672 2022-02-23,223.0800018310547 2022-02-24,228.47000122070312 2022-02-25,233.9900054931641 2022-02-28,230.1199951171875 2022-03-01,227.8300018310547 2022-03-02,232.3699951171875 2022-03-03,233.3699951171875 2022-03-04,227.0 2022-03-07,216.66000366210935 2022-03-08,210.55999755859372 2022-03-09,219.2100067138672 2022-03-10,216.94000244140625 2022-03-11,213.6100006103516 2022-03-14,211.08999633789065 2022-03-15,215.00999450683597 2022-03-16,220.2700042724609 2022-03-17,223.2400054931641 2022-03-18,227.66000366210935 2022-03-21,226.97000122070312 2022-03-22,228.92999267578125 2022-03-23,220.30999755859372 2022-03-24,224.6199951171875 2022-03-25,224.75999450683597 2022-03-28,226.69000244140625 2022-03-29,233.58999633789065 2022-03-30,231.32000732421875 2022-03-31,231.2100067138672 2022-04-01,240.30999755859372 2022-04-04,238.5 2022-04-05,238.3600006103516 2022-04-06,240.3000030517578 2022-04-07,249.27999877929688 2022-04-08,252.2899932861328 2022-04-11,242.97999572753903 2022-04-12,237.6699981689453 2022-04-13,239.30999755859372 2022-04-14,238.47999572753903 2022-04-18,234.38999938964844 2022-04-19,237.8699951171875 2022-04-20,242.7700042724609 2022-04-21,236.1699981689453 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2022-09-20,218.127403383124,209.52669213470054 2022-09-21,216.66886150501674,206.98002161429332 2022-09-22,214.9882894799955,204.00547134209225 2022-09-23,213.33936710553007,201.35538431185387 2022-09-26,211.58069837814458,198.57804204261765 2022-09-27,209.7296855401771,195.72567065116868 2022-09-28,208.17873824348223,193.90100370393912 2022-09-29,206.46462613811897,191.66627586874137 2022-09-30,204.8307792511209,189.75240741799718 2022-10-03,203.6287932960965,189.10651460531446 2022-10-04,202.94951670302677,189.83260396862374 2022-10-05,202.27470952819692,190.31576788217654 2022-10-06,201.32408267387024,189.81108159198675 2022-10-07,199.97027065219413,188.089066091242 2022-10-10,198.41799536251125,185.87469110412695 2022-10-11,196.7426406261068,183.4338376212388 2022-10-12,195.13730901218713,181.3295036192593 2022-10-13,193.91619273487618,180.3986860000971 2022-10-14,192.59321279469768,179.1280164840993 2022-10-17,191.85687601283212,179.50110306440513 2022-10-18,191.371271226911,180.3790846583414 2022-10-19,190.53376981805536,180.0174327913063 2022-10-20,189.5044944640553,179.02880898035147 2022-10-21,188.77194604034108,178.86902441964835 2022-10-24,188.17762678345414,178.9946558994566 2022-10-25,188.78874724235934,182.38653553527982 2022-10-26,189.64753813662747,185.9708029113227 2022-10-27,190.34253555806734,188.5979293217995 2022-10-28,191.49204962929588,192.15467011094674 2022-10-31,192.66482050282167,195.33927521240102 2022-11-01,193.7438643019718,197.89395233553688 2022-11-02,194.42813151497464,199.06778029335118 2022-11-03,195.03663919854733,199.93909307826033 2022-11-04,195.62137254725496,200.6956227192158 2022-11-07,196.41934886634587,202.02187413266094 2022-11-08,197.16132624070713,203.09426032107626 2022-11-09,197.6225308418611,203.31530345517035 2022-11-10,199.23269026051878,206.81797588714932 2022-11-11,200.99380693914964,210.40198004935797 2022-11-14,202.3722710469691,212.57616560590228 2022-11-15,203.7876082412675,214.70958959730072 2022-11-16,205.09292411424772,216.40239226551165 2022-11-17,205.50112244035728,215.4965024297723 2022-11-18,206.03524349448244,215.1844108569586 2022-11-21,206.6071628752568,215.13269868232692 2022-11-22,207.2067003604973,215.2722069030828 2022-11-23,207.8849778353493,215.71726041537738 2022-11-25,208.6653015703293,216.49230319940676 2022-11-28,209.03850772374304,216.1209747901041 2022-11-29,209.2618298060822,215.4626157373579 2022-11-30,209.82687332004213,215.92759547101298 2022-12-01,210.51868814144316,216.76803321296657 2022-12-02,210.98393379215904,216.94293548834338 2022-12-05,211.04496984916693,216.03149134060482 2022-12-06,210.96916502774891,214.91121929998346 2022-12-07,210.7576061512107,213.59827078024213 2022-12-08,210.7351801841719,213.01858584967255 2022-12-09,210.59291041611544,212.20247910960424 2022-12-12,210.75723873698857,212.37293734233953 2022-12-13,211.14709449923174,213.17785838041556 2022-12-14,211.34470173888565,213.3655217137704 2022-12-15,211.15536637909364,212.4645184316502 2022-12-16,210.67953621136482,210.88551485849501 2022-12-19,209.98021105823747,208.87723876383967 2022-12-20,209.42535904691974,207.51410533092564 2022-12-21,209.11081995045768,206.97517764380422 2022-12-22,208.72560572072805,206.27787250668496 2022-12-23,208.41040511538372,205.83462229417688 2022-12-27,208.05747591061098,205.3083277754913 2022-12-28,207.65828360135785,204.68317638307244 2022-12-29,207.66807159859889,205.2516893240763 2022-12-30,207.48884113350533,205.18592751781665 2023-01-03,207.25472239007607,204.94484989827754 2023-01-04,207.28861118938065,205.46033151300833 2023-01-05,207.27321711598563,205.74936270187186 2023-01-06,207.1497837930415,205.6785695943227 2023-01-09,207.23624970917845,206.1897397577484 2023-01-10,207.77003969612412,207.8843315303098 2023-01-11,208.6577789918127,210.36536193921654 2023-01-12,209.3572771213732,212.02620522299534 2023-01-13,210.18196888061675,213.86507688965955 2023-01-17,210.9147446487146,215.26051623447285 2023-01-18,211.53637422310447,216.22224111034282 2023-01-19,212.23015609813856,217.32546877866827 2023-01-20,212.96433961505554,218.4681109298834 2023-01-23,213.98276931731002,220.33754530626823 2023-01-24,214.74388089550274,221.32708230136433 2023-01-25,215.5023401925671,222.26761279202535 2023-01-26,216.3421894880441,223.4044112430136 2023-01-27,217.18914508369954,224.50724578441168 2023-01-30,217.7756517737381,224.82956451075444 2023-01-31,218.52625512137496,225.6623716291826 2023-02-01,219.49165837116783,227.0855777862701 2023-02-02,220.856712276027,229.55183526085452 2023-02-03,221.90982714052728,230.93877297265936 2023-02-06,222.58080587717674,231.18808653373833 2023-02-07,223.43623751980346,232.03388831631148 2023-02-08,224.21518958348298,232.66590762367954 2023-02-09,224.60840300123206,232.2375603391185 2023-02-10,224.49431224875843,230.52891233889522 2023-02-13,224.98564698176446,230.81638293370548 2023-02-14,225.12012184256798,230.1352237319806 2023-02-15,225.24333970945372,229.57063737694716 2023-02-16,225.16312424432766,228.5577942175022 2023-02-17,224.81259982388968,226.9527399465998 2023-02-21,224.0492060112219,224.41224099767965 2023-02-22,223.20667694554078,221.97183454231316 2023-02-23,222.5720523114535,220.40786373774486 2023-02-24,221.7312743098199,218.43188729199719 2023-02-27,220.90216015323878,216.69518139941815 2023-02-28,220.10008538339778,215.19969409419724 2023-03-01,219.49814466656315,214.39429594479063 2023-03-02,219.26149029007877,214.65533337865682 2023-03-03,219.36203977615233,215.77618318694078 2023-03-06,219.37545703731791,216.46596939371858 2023-03-07,218.93768537929037,215.7612470199317 2023-03-08,218.46428671633717,215.00465776240148 2023-03-09,217.46207419759165,212.8092641102887 2023-03-10,216.1587142175429,209.9821241823882 2023-03-13,214.9949258884877,207.8253734432608 2023-03-14,214.07331819980251,206.53167040155284 2023-03-15,212.86020117223208,204.48409474171794 2023-03-16,211.8001877208482,203.01971254791124 2023-03-17,210.4511433123837,200.8143101554998 2023-03-20,209.24848874762307,199.1771624106078 2023-03-21,208.44277944176585,198.73767733719473 2023-03-22,207.25356751048005,197.15082591349312 " 3272,US,technical,"During March 11, 2020 to December 04, 2020, how many times did Darden Restaurants's 10-day and 60-day Exponential Moving Average lines form a death cross? (Smoothing factor alpha = 2 / (n + 1); Require 4n data points to warm up; Use the first data point as the initial value) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",5.0,medium,moving average,"EMA_t = \alpha * P_t + (1 - \alpha) * EMA_{t-1}, \quad \alpha = 2 / (n + 1)","date,close 2019-03-28,121.12999725341795 2019-03-29,121.47000122070312 2019-04-01,120.4800033569336 2019-04-02,119.18000030517578 2019-04-03,118.4499969482422 2019-04-04,118.51000213623048 2019-04-05,118.9800033569336 2019-04-08,119.33000183105467 2019-04-09,117.02999877929688 2019-04-10,117.01000213623048 2019-04-11,116.3499984741211 2019-04-12,116.5 2019-04-15,115.8499984741211 2019-04-16,115.73999786376952 2019-04-17,114.41999816894533 2019-04-18,116.87000274658205 2019-04-22,116.81999969482422 2019-04-23,117.0 2019-04-24,117.93000030517578 2019-04-25,119.1500015258789 2019-04-26,121.62000274658205 2019-04-29,120.33000183105467 2019-04-30,117.5999984741211 2019-05-01,115.52999877929688 2019-05-02,117.80999755859376 2019-05-03,117.68000030517578 2019-05-06,118.68000030517578 2019-05-07,119.45999908447266 2019-05-08,118.87000274658205 2019-05-09,120.3499984741211 2019-05-10,121.75 2019-05-13,120.18000030517578 2019-05-14,121.02999877929688 2019-05-15,120.95999908447266 2019-05-16,118.9499969482422 2019-05-17,119.86000061035156 2019-05-20,122.91000366210938 2019-05-21,124.77999877929688 2019-05-22,123.02999877929688 2019-05-23,120.76000213623048 2019-05-24,120.12999725341795 2019-05-28,118.12999725341795 2019-05-29,115.93000030517578 2019-05-30,117.6500015258789 2019-05-31,116.31999969482422 2019-06-03,116.4499969482422 2019-06-04,118.0199966430664 2019-06-05,118.01000213623048 2019-06-06,120.68000030517578 2019-06-07,121.31999969482422 2019-06-10,118.9800033569336 2019-06-11,119.02999877929688 2019-06-12,117.80999755859376 2019-06-13,118.9000015258789 2019-06-14,119.68000030517578 2019-06-17,118.30999755859376 2019-06-18,117.93000030517578 2019-06-19,117.41000366210938 2019-06-20,118.66999816894533 2019-06-21,121.2300033569336 2019-06-24,121.98999786376952 2019-06-25,123.13999938964844 2019-06-26,120.01000213623048 2019-06-27,121.54000091552734 2019-06-28,121.7300033569336 2019-07-01,121.58999633789062 2019-07-02,120.83000183105467 2019-07-03,121.70999908447266 2019-07-05,123.63999938964844 2019-07-08,124.9800033569336 2019-07-09,122.58000183105467 2019-07-10,121.5 2019-07-11,122.33000183105467 2019-07-12,124.76000213623048 2019-07-15,125.41999816894533 2019-07-16,123.20999908447266 2019-07-17,122.20999908447266 2019-07-18,124.06999969482422 2019-07-19,124.41000366210938 2019-07-22,125.45999908447266 2019-07-23,125.16000366210938 2019-07-24,124.23999786376952 2019-07-25,123.58999633789062 2019-07-26,125.95999908447266 2019-07-29,126.62000274658205 2019-07-30,124.68000030517578 2019-07-31,121.55999755859376 2019-08-01,120.87999725341795 2019-08-02,120.08999633789062 2019-08-05,118.0199966430664 2019-08-06,117.88999938964844 2019-08-07,118.93000030517578 2019-08-08,122.0500030517578 2019-08-09,122.43000030517578 2019-08-12,120.66000366210938 2019-08-13,121.16000366210938 2019-08-14,116.8000030517578 2019-08-15,114.91000366210938 2019-08-16,117.0999984741211 2019-08-19,119.56999969482422 2019-08-20,118.87000274658205 2019-08-21,119.52999877929688 2019-08-22,120.9000015258789 2019-08-23,120.52999877929688 2019-08-26,121.1999969482422 2019-08-27,119.5199966430664 2019-08-28,120.1999969482422 2019-08-29,121.83999633789062 2019-08-30,120.9800033569336 2019-09-03,119.5199966430664 2019-09-04,122.12000274658205 2019-09-05,124.05999755859376 2019-09-06,125.4800033569336 2019-09-09,127.56999969482422 2019-09-10,126.9499969482422 2019-09-11,127.1999969482422 2019-09-12,126.05999755859376 2019-09-13,127.33999633789062 2019-09-16,126.91000366210938 2019-09-17,126.0 2019-09-18,127.12999725341795 2019-09-19,120.68000030517578 2019-09-20,119.8000030517578 2019-09-23,119.19000244140624 2019-09-24,117.81999969482422 2019-09-25,118.5 2019-09-26,116.44000244140624 2019-09-27,116.36000061035156 2019-09-30,118.22000122070312 2019-10-01,117.01000213623048 2019-10-02,115.86000061035156 2019-10-03,115.4499969482422 2019-10-04,116.41999816894533 2019-10-07,115.79000091552734 2019-10-08,113.94000244140624 2019-10-09,112.47000122070312 2019-10-10,112.02999877929688 2019-10-11,113.04000091552734 2019-10-14,110.4499969482422 2019-10-15,110.29000091552734 2019-10-16,110.0 2019-10-17,109.13999938964844 2019-10-18,110.4499969482422 2019-10-21,110.16000366210938 2019-10-22,108.81999969482422 2019-10-23,110.4000015258789 2019-10-24,110.41000366210938 2019-10-25,112.37000274658205 2019-10-28,111.3499984741211 2019-10-29,113.75 2019-10-30,112.98999786376952 2019-10-31,112.2699966430664 2019-11-01,112.16999816894533 2019-11-04,110.9499969482422 2019-11-05,112.7699966430664 2019-11-06,112.79000091552734 2019-11-07,113.4800033569336 2019-11-08,114.91000366210938 2019-11-11,114.36000061035156 2019-11-12,112.44000244140624 2019-11-13,112.58000183105467 2019-11-14,112.47000122070312 2019-11-15,112.5999984741211 2019-11-18,113.27999877929688 2019-11-19,113.48999786376952 2019-11-20,114.75 2019-11-21,113.48999786376952 2019-11-22,114.66999816894533 2019-11-25,115.66000366210938 2019-11-26,117.19000244140624 2019-11-27,117.45999908447266 2019-11-29,118.44000244140624 2019-12-02,119.31999969482422 2019-12-03,118.47000122070312 2019-12-04,117.9499969482422 2019-12-05,118.48999786376952 2019-12-06,119.83000183105467 2019-12-09,118.0999984741211 2019-12-10,118.58000183105467 2019-12-11,117.44000244140624 2019-12-12,116.2699966430664 2019-12-13,115.58000183105467 2019-12-16,116.0199966430664 2019-12-17,116.01000213623048 2019-12-18,116.30999755859376 2019-12-19,109.02999877929688 2019-12-20,110.23999786376952 2019-12-23,108.6999969482422 2019-12-24,108.5 2019-12-26,108.91000366210938 2019-12-27,108.01000213623048 2019-12-30,108.95999908447266 2019-12-31,109.01000213623048 2020-01-02,112.26000213623048 2020-01-03,112.37999725341795 2020-01-06,113.12000274658205 2020-01-07,112.1500015258789 2020-01-08,113.8499984741211 2020-01-09,114.38999938964844 2020-01-10,114.5500030517578 2020-01-13,113.25 2020-01-14,112.20999908447266 2020-01-15,111.29000091552734 2020-01-16,113.01000213623048 2020-01-17,113.5199966430664 2020-01-21,114.5500030517578 2020-01-22,114.9800033569336 2020-01-23,117.62000274658205 2020-01-24,117.08999633789062 2020-01-27,116.37999725341795 2020-01-28,117.4499969482422 2020-01-29,119.20999908447266 2020-01-30,118.20999908447266 2020-01-31,116.43000030517578 2020-02-03,114.91999816894533 2020-02-04,115.55999755859376 2020-02-05,117.4800033569336 2020-02-06,121.5 2020-02-07,120.70999908447266 2020-02-10,121.79000091552734 2020-02-11,122.2300033569336 2020-02-12,122.4499969482422 2020-02-13,122.2699966430664 2020-02-14,121.70999908447266 2020-02-18,120.48999786376952 2020-02-19,120.68000030517578 2020-02-20,120.68000030517578 2020-02-21,121.0999984741211 2020-02-24,117.88999938964844 2020-02-25,111.75 2020-02-26,107.06999969482422 2020-02-27,99.36000061035156 2020-02-28,97.5 2020-03-02,98.8000030517578 2020-03-03,95.30999755859376 2020-03-04,95.05999755859376 2020-03-05,87.94999694824219 2020-03-06,88.1500015258789 2020-03-09,77.43000030517578 2020-03-10,82.5999984741211 2020-03-11,70.20999908447266 2020-03-12,59.16999816894531 2020-03-13,65.31999969482422 2020-03-16,49.209999084472656 2020-03-17,41.93000030517578 2020-03-18,34.15999984741211 2020-03-19,42.41999816894531 2020-03-20,39.0 2020-03-23,41.02999877929688 2020-03-24,53.88999938964844 2020-03-25,58.45000076293945 2020-03-26,60.560001373291016 2020-03-27,54.65999984741211 2020-03-30,56.84999847412109 2020-03-31,54.459999084472656 2020-04-01,46.02000045776367 2020-04-02,44.310001373291016 2020-04-03,45.47999954223633 2020-04-06,52.400001525878906 2020-04-07,58.959999084472656 2020-04-08,63.56999969482422 2020-04-09,64.33999633789062 2020-04-13,60.88999938964844 2020-04-14,61.150001525878906 2020-04-15,58.790000915527344 2020-04-16,57.97999954223633 2020-04-17,63.34999847412109 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2020-04-20,59.486968451109476,76.65867693424681 2020-04-21,60.18388322269397,76.22134325426575 2020-04-22,61.659541373432845,75.96162718205237 2020-04-23,62.60689798673269,75.66354113498777 2020-04-24,63.736552842749326,75.43916272711355 2020-04-27,65.31172533059106,75.33951809756488 2020-04-28,67.03686673443956,75.32182907966957 2020-04-29,69.06834534353648,75.4165231781877 2020-04-30,69.92682817480754,75.36319457941195 2020-05-01,69.91285913831909,75.18243405136963 2020-05-04,70.0414307034578,75.03284613973725 2020-05-05,69.85026109624175,74.8347199667547 2020-05-06,69.55203163955646,74.61751600340119 2020-05-07,69.72984384678199,74.48349904523384 2020-05-08,70.63714518749492,74.49125321492136 2020-05-11,71.23584611798235,74.47285148017559 2020-05-12,71.06932858649905,74.33669240524604 2020-05-13,70.12581379866613,74.05942371174348 2020-05-14,69.49566650111035,73.8168197756899 2020-05-15,69.51645452097239,73.67889127846568 2020-05-18,70.59528041683961,73.73696031681901 2020-05-19,71.54522937647317,73.80525668986836 2020-05-20,72.77700579799155,73.95328105068658 2020-05-21,73.58482314757546,74.06038663003139 2020-05-22,73.95667298500138,74.1118492734211 2020-05-26,74.77727811876532,74.25473950120085 2020-05-27,76.01049983509776,74.49425615882028 2020-05-28,76.64495441053452,74.65837890771142 2020-05-29,76.68405371959216,74.73056322583076 2020-06-01,76.9796798721379,74.8479217285443 2020-06-02,77.187011303855,74.955203073398 2020-06-03,78.7766456677315,75.31503249083333 2020-06-04,80.09725571278528,75.6666707998397 2020-06-05,81.0959358264408,75.9920257355135 2020-06-08,81.75849256050056,76.27884449381696 2020-06-09,81.60058471125471,76.43002990023767 2020-06-10,80.90411415340229,76.47396323606812 2020-06-11,79.45427527190655,76.35776773013723 2020-06-12,78.81531657545196,76.34407050755588 2020-06-15,78.39434992536978,76.3491829499311 2020-06-16,78.08810431793393,76.36101298712919 2020-06-17,77.37935852220161,76.28983231349892 2020-06-18,76.78856556424095,76.21901804923397 2020-06-19,75.60337121493649,76.02396816706452 2020-06-22,74.83003071660642,75.87072325909917 2020-06-23,74.92457030888181,75.85365031532939 2020-06-24,74.1764661724658,75.68828465117411 2020-06-25,74.2516534752703,75.65227519827957 2020-06-26,74.01498865217428,75.56367591139309 2020-06-29,74.49044476149132,75.5986372668693 2020-06-30,74.72309055814134,75.60425560707247 2020-07-01,74.97525602217955,75.62083741045868 2020-07-02,74.93975470529179,75.59326893074845 2020-07-06,74.94888982501502,75.57348955150323 2020-07-07,74.44727393708614,75.46255554789349 2020-07-08,74.20595190244902,75.3857505380144 2020-07-09,73.6848690725293,75.25310285932181 2020-07-10,73.3948922116859,75.14939444878308 2020-07-13,73.30491208699371,75.07564386114687 2020-07-14,73.23674630848136,75.00529489209865 2020-07-15,74.30642929722693,75.140203346344 2020-07-16,74.73980623253226,75.19101643142801 2020-07-17,75.24347821502283,75.26704874961825 2020-07-20,75.07011870602365,75.23501439440216 2020-07-21,75.14827894129208,75.24370244704471 2020-07-22,75.55586447735686,75.31407283860548 2020-07-23,75.66752514855476,75.34213596419039 2020-07-24,76.20797501057179,75.45026263387754 2020-07-27,76.23743459893728,75.48041804740883 2020-07-28,76.1651730969288,75.49220749955578 2020-07-29,76.65150459528549,75.60197106802578 2020-07-30,76.9966861328259,75.69862785437765 2020-07-31,76.7972889315628,75.7052302698367 2020-08-03,76.3777814646913,75.66538658439188 2020-08-04,76.3963672632808,75.69209533103259 2020-08-05,76.27884594268428,75.69399384476922 2020-08-06,76.31723720106342,75.72009233719545 2020-08-07,76.81592090243257,75.82959742642163 2020-08-10,77.67302597095335,76.01649583143393 2020-08-11,78.848839319807,76.28284021039178 2020-08-12,79.89450462059138,76.55553392395667 2020-08-13,80.74095888080345,76.8176476658518 2020-08-14,81.34623902880722,77.05542969958859 2020-08-17,81.81055948282025,77.27984189061449 2020-08-18,81.99591263704468,77.4618143476781 2020-08-19,81.60938356605146,77.54077134436348 2020-08-20,81.48222358351653,77.6512379777322 2020-08-21,81.70545549278127,77.81709899762532 2020-08-24,81.91900854016976,77.98309566174967 2020-08-25,82.04464346202099,78.13479746334318 2020-08-26,82.1692543520051,78.28545995165761 2020-08-27,82.82211758550062,78.53052690852886 2020-08-28,84.10173268092805,78.90198506268698 2020-08-31,84.56869004238573,79.15667401699052 2020-09-01,85.03620083279714,79.41842238986455 2020-09-02,85.99507296476015,79.77552321506877 2020-09-03,86.55960487555305,80.08124371536557 2020-09-04,87.05422194896101,80.38284224205184 2020-09-08,87.42981845761938,80.6693065208889 2020-09-09,87.63894270733488,80.92867358023858 2020-09-10,88.05913438749982,81.22445467427148 2020-09-11,87.8302014173649,81.4072595391071 2020-09-14,88.51743763427157,81.74177563980365 2020-09-15,89.40153938320728,82.12335667631558 2020-09-16,90.05035062638834,82.47898436629549 2020-09-17,90.33574192096901,82.77868988696062 2020-09-18,90.26924361182976,83.01447058642759 2020-09-21,89.81665364227833,83.1707174124233 2020-09-22,89.84635359039746,83.39397268929248 2020-09-23,89.87428930123427,83.61056374865994 2020-09-24,91.22623625711782,84.05972551292007 2020-09-25,92.30692024108646,84.48957051803565 2020-09-28,93.81111689380793,85.01712564305267 2020-09-29,95.08182346798063,85.53459703350201 2020-09-30,96.11058244903315,86.03313476564193 2020-10-01,97.70502150437584,86.65106468327393 2020-10-02,98.88774470075708,87.22676745052635 2020-10-05,99.764518225069,87.76720127459016 2020-10-06,100.03460582051099,88.20926024919376 2020-10-07,100.29376823214037,88.64371070280946 2020-10-08,100.85490078146356,89.12686763889498 2020-10-09,101.06128206915554,89.54860961348103 2020-10-12,100.8992304509355,89.89685186120117 2020-10-13,100.51027984826186,90.18744695218572 2020-10-14,100.27750230438399,90.48392421135777 2020-10-15,100.25068320420834,90.8001889012614 2020-10-16,100.0123776109716,91.06706803372515 2020-10-19,99.39376361085887,91.24880352804077 2020-10-20,99.20216956122827,91.48130165295387 2020-10-21,98.92723008489699,91.684865613231 2020-10-22,99.08955183215649,91.95159132082422 2020-10-23,99.16963309527291,92.20006369651185 2020-10-26,98.48424553720128,92.30497969091732 2020-10-27,98.00347295550841,92.42088187606399 2020-10-28,96.58284195294438,92.34773828804242 2020-10-29,95.84232562263276,92.35305841421253 2020-10-30,95.12917517650777,92.33885971764639 2020-11-02,94.53114266039556,92.32250354126094 2020-11-03,94.27093462652748,92.34799517840389 2020-11-04,94.69258221041167,92.48707718363296 2020-11-05,95.93393028907616,92.78323847738488 2020-11-06,97.0586707358954,93.0893618960471 2020-11-09,101.3298220660522,93.98971078639826 2020-11-10,103.51530868570109,94.62447431714327 2020-11-11,104.163434712129,95.03285226841905 2020-11-12,104.55371886603169,95.40259473694937 2020-11-13,105.10576931546058,95.80218167468514 2020-11-16,106.01017522738677,96.27030692571365 2020-11-17,106.46832496409769,96.6722640356672 2020-11-18,107.13953927282708,97.11448500702596 2020-11-19,107.62325995990538,97.53040363144339 2020-11-20,107.77357577596662,97.88842308445318 2020-11-23,108.10201687689171,98.27175353516142 2020-11-24,109.07619546008824,98.76972879907326 2020-11-25,109.34961480026395,99.15695086569559 2020-11-27,109.45877519080545,99.51082122905777 2020-11-30,109.18990758464693,99.78849933161106 2020-12-01,109.42992477584393,100.14002401372973 2020-12-02,109.46630158994829,100.45117067732606 2020-12-03,110.07061055823539,100.85572248841463 2020-12-04,110.934135855797,101.31356764272314 " 3273,US,technical,"For Albemarle Corporation, how many times did the 5-day and 10-day Exponential Moving Average lines produce a golden cross between October 06, 2023 and May 24, 2024? (Smoothing factor alpha = 2 / (n + 1); Require 4n data points to warm up; Use the first data point as the initial value) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",9.0,medium,moving average,"EMA_t = \alpha * P_t + (1 - \alpha) * EMA_{t-1}, \quad \alpha = 2 / (n + 1)","date,close 2023-08-10,191.6699981689453 2023-08-11,187.4900054931641 2023-08-14,185.5399932861328 2023-08-15,184.0399932861328 2023-08-16,181.52999877929688 2023-08-17,182.67999267578125 2023-08-18,183.38999938964844 2023-08-21,188.07000732421875 2023-08-22,188.16000366210935 2023-08-23,191.77999877929688 2023-08-24,190.7400054931641 2023-08-25,189.7400054931641 2023-08-28,189.63999938964844 2023-08-29,197.75 2023-08-30,198.58999633789065 2023-08-31,198.7100067138672 2023-09-01,200.25999450683597 2023-09-05,200.8000030517578 2023-09-06,189.8300018310547 2023-09-07,187.57000732421875 2023-09-08,184.42999267578125 2023-09-11,186.32000732421875 2023-09-12,184.3500061035156 2023-09-13,184.5800018310547 2023-09-14,184.97000122070312 2023-09-15,183.83999633789065 2023-09-18,181.6199951171875 2023-09-19,179.99000549316406 2023-09-20,174.44000244140625 2023-09-21,168.94000244140625 2023-09-22,168.2100067138672 2023-09-25,166.88999938964844 2023-09-26,163.64999389648438 2023-09-27,162.6300048828125 2023-09-28,172.39999389648438 2023-09-29,170.0399932861328 2023-10-02,162.41000366210938 2023-10-03,156.77000427246094 2023-10-04,158.39999389648438 2023-10-05,155.02999877929688 2023-10-06,159.83999633789062 2023-10-09,155.75 2023-10-10,162.0800018310547 2023-10-11,164.8000030517578 2023-10-12,170.8000030517578 2023-10-13,163.3800048828125 2023-10-16,167.72999572753906 2023-10-17,169.47999572753906 2023-10-18,152.88999938964844 2023-10-19,144.55999755859375 2023-10-20,138.67999267578125 2023-10-23,136.27999877929688 2023-10-24,139.24000549316406 2023-10-25,135.32000732421875 2023-10-26,135.2100067138672 2023-10-27,134.44000244140625 2023-10-30,127.41000366210938 2023-10-31,126.77999877929688 2023-11-01,122.95999908447266 2023-11-02,124.62000274658205 2023-11-03,127.9800033569336 2023-11-06,119.45999908447266 2023-11-07,122.11000061035156 2023-11-08,119.01000213623048 2023-11-09,114.5999984741211 2023-11-10,116.9800033569336 2023-11-13,114.19000244140624 2023-11-14,125.31999969482422 2023-11-15,127.72000122070312 2023-11-16,122.5999984741211 2023-11-17,127.38999938964844 2023-11-20,130.36000061035156 2023-11-21,126.12999725341795 2023-11-22,126.58999633789062 2023-11-24,128.8699951171875 2023-11-27,120.77999877929688 2023-11-28,123.91000366210938 2023-11-29,123.37999725341795 2023-11-30,121.2699966430664 2023-12-01,126.16000366210938 2023-12-04,119.9800033569336 2023-12-05,113.26000213623048 2023-12-06,118.3000030517578 2023-12-07,125.3499984741211 2023-12-08,127.98999786376952 2023-12-11,126.54000091552734 2023-12-12,127.94000244140624 2023-12-13,140.05999755859375 2023-12-14,145.88999938964844 2023-12-15,147.05999755859375 2023-12-18,145.91000366210938 2023-12-19,148.92999267578125 2023-12-20,142.52999877929688 2023-12-21,145.4499969482422 2023-12-22,150.08999633789062 2023-12-26,152.38999938964844 2023-12-27,149.32000732421875 2023-12-28,149.42999267578125 2023-12-29,144.47999572753906 2024-01-02,146.88999938964844 2024-01-03,140.17999267578125 2024-01-04,135.92999267578125 2024-01-05,135.8300018310547 2024-01-08,136.5800018310547 2024-01-09,133.6699981689453 2024-01-10,132.94000244140625 2024-01-11,128.64999389648438 2024-01-12,126.0500030517578 2024-01-16,125.9499969482422 2024-01-17,120.6999969482422 2024-01-18,117.98999786376952 2024-01-19,115.12999725341795 2024-01-22,120.75 2024-01-23,122.58999633789062 2024-01-24,121.69000244140624 2024-01-25,118.4499969482422 2024-01-26,119.83999633789062 2024-01-29,123.1999969482422 2024-01-30,120.30999755859376 2024-01-31,114.73999786376952 2024-02-01,116.77999877929688 2024-02-02,114.25 2024-02-05,108.7300033569336 2024-02-06,113.0199966430664 2024-02-07,115.0500030517578 2024-02-08,114.33000183105467 2024-02-09,115.77999877929688 2024-02-12,120.08999633789062 2024-02-13,112.1999969482422 2024-02-14,114.38999938964844 2024-02-15,117.5 2024-02-16,122.58999633789062 2024-02-20,114.81999969482422 2024-02-21,118.5500030517578 2024-02-22,118.18000030517578 2024-02-23,120.6500015258789 2024-02-26,121.5199966430664 2024-02-27,128.58999633789062 2024-02-28,132.05999755859375 2024-02-29,137.85000610351562 2024-03-01,142.8000030517578 2024-03-04,133.1999969482422 2024-03-05,109.4000015258789 2024-03-06,119.58999633789062 2024-03-07,122.66000366210938 2024-03-08,118.33000183105467 2024-03-11,124.75 2024-03-12,123.93000030517578 2024-03-13,125.79000091552734 2024-03-14,119.88999938964844 2024-03-15,122.13999938964844 2024-03-18,124.58000183105467 2024-03-19,120.54000091552734 2024-03-20,124.4499969482422 2024-03-21,124.86000061035156 2024-03-22,120.86000061035156 2024-03-25,118.3499984741211 2024-03-26,119.01000213623048 2024-03-27,128.8000030517578 2024-03-28,131.74000549316406 2024-04-01,129.17999267578125 2024-04-02,126.4800033569336 2024-04-03,128.8699951171875 2024-04-04,121.12000274658205 2024-04-05,123.4499969482422 2024-04-08,131.69000244140625 2024-04-09,129.16000366210938 2024-04-10,127.6500015258789 2024-04-11,130.30999755859375 2024-04-12,122.58000183105467 2024-04-15,120.5 2024-04-16,114.11000061035156 2024-04-17,114.38999938964844 2024-04-18,111.8000030517578 2024-04-19,112.1500015258789 2024-04-22,112.29000091552734 2024-04-23,114.20999908447266 2024-04-24,115.2699966430664 2024-04-25,114.9800033569336 2024-04-26,116.87999725341795 2024-04-29,125.7300033569336 2024-04-30,120.30999755859376 2024-05-01,119.0 2024-05-02,125.3000030517578 2024-05-03,128.10000610351562 2024-05-06,130.77999877929688 2024-05-07,131.5500030517578 2024-05-08,130.4600067138672 2024-05-09,133.5500030517578 2024-05-10,129.6199951171875 2024-05-13,131.50999450683594 2024-05-14,135.4600067138672 2024-05-15,127.56999969482422 2024-05-16,129.19000244140625 2024-05-17,131.1199951171875 2024-05-20,130.14999389648438 2024-05-21,126.63999938964844 2024-05-22,126.4800033569336 2024-05-23,122.9499969482422 2024-05-24,127.58999633789062 ","date,5-day,10-day 2023-08-23,188.14127885263906,187.65435085981778 2023-08-24,189.0075210661474,188.21537897497166 2023-08-25,189.25168254181966,188.4925837964612 2023-08-28,189.38112149109594,188.70120481340433 2023-08-29,192.17074766073063,190.34644030187627 2023-08-30,194.310497219784,191.84526867206068 2023-08-31,195.7770003844784,193.09340286148003 2023-09-01,197.27133175859763,194.396419524272 2023-09-05,198.44755552298437,195.5607074383603 2023-09-06,195.5750376256745,194.51876096430473 2023-09-07,192.90669419185593,193.25535121156182 2023-09-08,190.08112701983106,191.65074056869264 2023-09-11,188.82742045462697,190.68151634242466 2023-09-12,187.33494900425652,189.530332662623 2023-09-13,186.41663327985592,188.63027251142876 2023-09-14,185.93442259347165,187.96476864038775 2023-09-15,185.23628050827799,187.2148100399337 2023-09-18,184.03085204458117,186.19757096307075 2023-09-19,182.6839031941088,185.068922695815 2023-09-20,179.9359362765413,183.13639174046793 2023-09-21,176.27062499816296,180.55523004972943 2023-09-22,173.58375223673104,178.31064398866357 2023-09-25,171.35250128770352,176.23416315247897 2023-09-26,168.7849988239638,173.94613237866176 2023-09-27,166.7333341769134,171.8886546521437 2023-09-28,168.62222075010374,171.98162542384202 2023-09-29,169.09481159544677,171.62860139880397 2023-10-02,166.86654228433432,169.95249271940494 2023-10-03,163.50102961370987,167.5556766381424 2023-10-04,161.80068437463473,165.89100704875 2023-10-05,159.5437891761888,163.91627827248578 2023-10-06,159.64252489675607,163.17513610255938 2023-10-09,158.3450165978374,161.82511135663947 2023-10-10,159.5900116755765,161.87145507926041 2023-10-11,161.32667546763696,162.4039183469872 2023-10-12,164.4844513290106,163.93047920240002 2023-10-13,164.11630251361123,163.830392962475 2023-10-16,165.32086691825384,164.5394116470321 2023-10-17,166.70724318801558,165.4376996616697 2023-10-18,162.10149525522655,163.15629961221128 2023-10-19,156.25432935634896,159.7751537842808 2023-10-20,150.39621712949307,155.93966994637177 2023-10-23,145.690811012761,152.36518427963085 2023-10-24,143.5405425062287,149.9787881366369 2023-10-25,140.8003641122254,147.31355526165177 2023-10-26,138.936911646106,145.11291007114548 2023-10-27,137.4379419112061,143.17238141119287 2023-10-30,134.09529582817387,140.30649454772313 2023-10-31,131.65686347854822,137.84713168073654 2023-11-01,128.75790868052303,135.14038029959764 2023-11-02,127.37860670254271,133.2275843808675 2023-11-03,127.57907225400635,132.27347874015226 2023-11-06,124.87271453082846,129.94375516639232 2023-11-07,123.9518098906695,128.51943615620308 2023-11-08,122.30454063918984,126.7904481525717 2023-11-09,119.73635991750027,124.57400275648976 2023-11-10,118.81757439731138,123.19327559293409 2023-11-13,117.27505041200966,121.55631683811083 2023-11-14,119.95670017294785,122.24062281205872 2023-11-15,122.54446718886628,123.23687343181224 2023-11-16,122.56297761728456,123.1210779849593 2023-11-17,124.1719848747392,123.89724551308458 2023-11-20,126.23465678661,125.07229189440585 2023-11-21,126.199770275546,125.26460195968077 2023-11-22,126.3298456296609,125.50558275571893 2023-11-24,127.17656212550311,126.11729409416776 2023-11-27,125.04437434343437,125.14687676419123 2023-11-28,124.6662507829927,124.9219907456309 2023-11-29,124.2374996064678,124.64162829250127 2023-11-30,123.24833195200067,124.02860435624038 2023-12-01,124.21888918870357,124.41613150276201 2023-12-04,122.80592724478026,123.60956274897502 2023-12-05,119.623952208597,121.72782445574873 2023-12-06,119.18263582298394,121.10458420047765 2023-12-07,121.238423373363,121.87647770477645 2023-12-08,123.48894820349851,122.98802682459336 2023-12-11,124.5059657741748,123.63384029567227 2023-12-12,125.65064466325194,124.41677886762389 2023-12-13,130.45376229503256,127.26100044780021 2023-12-14,135.59917465990452,130.64809116449987 2023-12-15,139.41944895946762,133.63207414524422 2023-12-18,141.58296719368155,135.8644249664924 2023-12-19,144.0319756877148,138.23998273181763 2023-12-20,143.53131671824218,139.01998564954113 2023-12-21,144.17087679490885,140.1890786129413 2023-12-22,146.14391664256945,141.989245472023 2023-12-26,148.22594422492912,143.88029163886395 2023-12-27,148.59063192469233,144.869330854383 2023-12-28,148.87041884172197,145.69854209463722 2023-12-29,147.4069444703277,145.47698820971027 2024-01-02,147.2346294434346,145.7338993333354 2024-01-03,144.88308385421684,144.724098122871 2024-01-04,141.89872012807166,143.12516985976376 2024-01-05,139.87581402906602,141.79877567272575 2024-01-08,138.77720996306226,140.84990770151282 2024-01-09,137.07480603168995,139.54446960468235 2024-01-10,135.69653816826207,138.34365739317758 2024-01-11,133.3476900776695,136.58117312105153 2024-01-12,130.91512773569895,134.66641492663447 2024-01-16,129.26008413988004,133.08161165783588 2024-01-17,126.40672174266743,130.8304089833643 2024-01-18,123.60114711636814,128.4957887798016 2024-01-19,120.77743049538475,126.06564486591364 2024-01-22,120.76828699692318,125.09916398120205 2024-01-23,121.37552344391233,124.64295168241816 2024-01-24,121.4803497764103,124.10605182041598 2024-01-25,120.47023216702095,123.07767820729347 2024-01-26,120.26015355731084,122.48900877649295 2024-01-29,121.24010135428797,122.61827935317461 2024-01-30,120.93006675572325,122.1985917541599 2024-01-31,118.86671045840535,120.84248377408892 2024-02-01,118.17113989870253,120.10385013867217 2024-02-02,116.8640932658017,119.03951374982267 2024-02-05,114.15272996284568,117.16505731475192 2024-02-06,113.77515218958594,116.4114099199 2024-02-07,114.20010247697657,116.16388139841959 2024-02-08,114.24340226166927,115.83044874980777 2024-02-09,114.7556011008785,115.82127602789669 2024-02-12,116.53373284654921,116.59740699335013 2024-02-13,115.0891542137802,115.7978778942396 2024-02-14,114.85610260573628,115.54189998431394 2024-02-15,115.73740173715754,115.89791816898412 2024-02-16,118.0215999374019,117.11465965423984 2024-02-20,116.9543998565427,116.69744875252792 2024-02-21,117.48626758828107,117.03427680693335 2024-02-22,117.71751182724599,117.24259017025015 2024-02-23,118.69500839345697,117.8621195076372 2024-02-26,119.6366711433268,118.52718807771524 2024-02-27,122.62111287484808,120.3567895795653 2024-02-28,125.76740776942998,122.48464557575228 2024-02-29,129.79494054745854,125.27834748989108 2024-03-01,134.12996138222496,128.46410304659412 2024-03-04,133.81997323756406,129.32517466507556 2024-03-05,125.67998266700235,125.70241591249435 2024-03-06,123.64998722396511,124.59106689893002 2024-03-07,123.31999270334654,124.23996449223536 2024-03-08,121.65666241258259,123.16542582656614 2024-03-11,122.68777494172173,123.45353022173593 2024-03-12,123.1018500628731,123.54016114599771 2024-03-13,123.99790034709119,123.94922292227582 2024-03-14,122.62860002794362,123.21118227997994 2024-03-15,122.4657331485119,123.01642175446511 2024-03-18,123.17048937602617,123.30070904111776 2024-03-19,122.29365988919324,122.79876210919223 2024-03-20,123.01243890887623,123.09898662538312 2024-03-21,123.62829280936802,123.41917098628647 2024-03-22,122.7055287430292,122.95386728157104 2024-03-25,121.25368532005984,122.11680022567103 2024-03-26,120.50579092545007,121.55192784577274 2024-03-27,123.270528300886,122.86975970140638 2024-03-28,126.09368736497869,124.48253166354414 2024-04-01,127.12245580191289,125.33661548395088 2024-04-02,126.9083049869198,125.54450418812955 2024-04-03,127.56220169700904,126.14913890250372 2024-04-04,125.41480204686673,125.23475051051796 2024-04-05,124.75986701399188,124.91024986283145 2024-04-08,127.06991215646335,126.14293214984504 2024-04-09,127.76660932501203,126.69149060662036 2024-04-10,127.72774005863432,126.86576531921281 2024-04-11,128.5884925586208,127.4919893627366 2024-04-12,126.58566231609876,126.59890072061262 2024-04-15,124.55710821073251,125.49000968050122 2024-04-16,121.07473901060554,123.42091712229218 2024-04-17,118.8464924702865,121.77893207999331 2024-04-18,116.49766266411028,119.96458134758684 2024-04-19,115.04844228469983,118.54374865273086 2024-04-22,114.12896182830902,117.40670360960294 2024-04-23,114.15597424703024,116.8254846050338 2024-04-24,114.52731504570897,116.54266861194881 2024-04-25,114.67821114945052,116.2585476564915 2024-04-26,115.412139850773,116.37153849229631 2024-04-29,118.85142768615987,118.073077558594 2024-04-30,119.33761764363784,118.47979028586667 2024-05-01,119.2250784290919,118.57437387025455 2024-05-02,121.25005330331388,119.79721553961876 2024-05-03,123.53337090338113,121.30681382396364 2024-05-06,125.94891352868638,123.02921108856967 2024-05-07,127.8159433697102,124.57844599096751 2024-05-08,128.69729781776255,125.64782066785835 2024-05-09,130.31486622909432,127.0845811012946 2024-05-10,130.0832425251254,127.54556546782058 2024-05-13,130.5588265190289,128.26637074764156 2024-05-14,132.19255325064168,129.5743045596826 2024-05-15,130.6517020653692,129.2098854933447 2024-05-16,130.16446885738156,129.20627039299225 2024-05-17,130.4829776106502,129.55422034284592 2024-05-20,130.3719830392616,129.66254280714384 2024-05-21,129.12798848939056,129.1129894585083 2024-05-22,128.24532677857158,128.63426471276745 2024-05-23,126.48021683512846,127.60076148285377 2024-05-24,126.85014333604919,127.59880418376956 " 3274,US,technical,"From July 07, 2021 to October 25, 2021, count the number of death cross occurrences between the 20-day and 5-day Exponential Moving Average lines for Dow Inc.. (Smoothing factor alpha = 2 / (n + 1); Require 4n data points to warm up; Use the first data point as the initial value) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",7.0,medium,moving average,"EMA_t = \alpha * P_t + (1 - \alpha) * EMA_{t-1}, \quad \alpha = 2 / (n + 1)","date,close 2021-03-12,64.33999633789062 2021-03-15,62.900001525878906 2021-03-16,63.18000030517578 2021-03-17,66.01000213623047 2021-03-18,64.72000122070312 2021-03-19,63.90999984741211 2021-03-22,63.5099983215332 2021-03-23,60.75 2021-03-24,62.040000915527344 2021-03-25,63.2400016784668 2021-03-26,63.9900016784668 2021-03-29,63.900001525878906 2021-03-30,64.61000061035156 2021-03-31,63.93999862670898 2021-04-01,64.5999984741211 2021-04-05,64.58999633789062 2021-04-06,64.5999984741211 2021-04-07,63.9900016784668 2021-04-08,63.18999862670898 2021-04-09,63.13999938964844 2021-04-12,63.790000915527344 2021-04-13,63.310001373291016 2021-04-14,64.23999786376953 2021-04-15,64.56999969482422 2021-04-16,64.68000030517578 2021-04-19,64.55000305175781 2021-04-20,62.47999954223633 2021-04-21,64.81999969482422 2021-04-22,60.93000030517578 2021-04-23,62.11000061035156 2021-04-26,62.20000076293945 2021-04-27,62.650001525878906 2021-04-28,63.310001373291016 2021-04-29,64.05999755859375 2021-04-30,62.5 2021-05-03,64.55000305175781 2021-05-04,66.22000122070312 2021-05-05,68.06999969482422 2021-05-06,69.04000091552734 2021-05-07,69.04000091552734 2021-05-10,68.7300033569336 2021-05-11,68.56999969482422 2021-05-12,67.5999984741211 2021-05-13,68.08000183105469 2021-05-14,69.83000183105469 2021-05-17,70.91000366210938 2021-05-18,69.52999877929688 2021-05-19,68.55000305175781 2021-05-20,68.26000213623047 2021-05-21,68.83000183105469 2021-05-24,69.55000305175781 2021-05-25,69.04000091552734 2021-05-26,69.56999969482422 2021-05-27,68.66000366210938 2021-05-28,68.41999816894531 2021-06-01,70.41000366210938 2021-06-02,68.94999694824219 2021-06-03,70.61000061035156 2021-06-04,70.37000274658203 2021-06-07,69.23999786376953 2021-06-08,69.37999725341797 2021-06-09,68.83999633789062 2021-06-10,67.98999786376953 2021-06-11,68.0 2021-06-14,66.95999908447266 2021-06-15,67.22000122070312 2021-06-16,65.58999633789062 2021-06-17,63.540000915527344 2021-06-18,61.97999954223633 2021-06-21,63.11000061035156 2021-06-22,63.5 2021-06-23,63.150001525878906 2021-06-24,63.11000061035156 2021-06-25,63.290000915527344 2021-06-28,62.900001525878906 2021-06-29,62.97999954223633 2021-06-30,63.27999877929688 2021-07-01,63.5 2021-07-02,63.5099983215332 2021-07-06,61.93000030517578 2021-07-07,62.25 2021-07-08,61.40999984741211 2021-07-09,63.08000183105469 2021-07-12,63.220001220703125 2021-07-13,62.70000076293945 2021-07-14,62.31999969482422 2021-07-15,61.90999984741211 2021-07-16,60.0099983215332 2021-07-19,57.790000915527344 2021-07-20,58.619998931884766 2021-07-21,59.72999954223633 2021-07-22,60.47999954223633 2021-07-23,60.11000061035156 2021-07-26,62.0099983215332 2021-07-27,61.95000076293945 2021-07-28,61.869998931884766 2021-07-29,62.59999847412109 2021-07-30,62.15999984741211 2021-08-02,61.220001220703125 2021-08-03,62.22999954223633 2021-08-04,60.9900016784668 2021-08-05,61.0 2021-08-06,62.0 2021-08-09,61.81999969482422 2021-08-10,63.119998931884766 2021-08-11,64.23999786376953 2021-08-12,64.01000213623047 2021-08-13,63.68999862670898 2021-08-16,63.31999969482422 2021-08-17,62.310001373291016 2021-08-18,61.880001068115234 2021-08-19,60.54999923706055 2021-08-20,60.88999938964844 2021-08-23,62.060001373291016 2021-08-24,63.2599983215332 2021-08-25,63.869998931884766 2021-08-26,63.650001525878906 2021-08-27,65.37999725341797 2021-08-30,63.97999954223633 2021-08-31,62.900001525878906 2021-09-01,62.540000915527344 2021-09-02,62.619998931884766 2021-09-03,62.119998931884766 2021-09-07,61.869998931884766 2021-09-08,60.68999862670898 2021-09-09,60.27999877929688 2021-09-10,60.40999984741211 2021-09-13,60.720001220703125 2021-09-14,59.650001525878906 2021-09-15,60.20000076293945 2021-09-16,59.470001220703125 2021-09-17,57.75 2021-09-20,56.18000030517578 2021-09-21,55.52999877929688 2021-09-22,56.29999923706055 2021-09-23,57.43000030517578 2021-09-24,56.810001373291016 2021-09-27,59.68999862670898 2021-09-28,59.459999084472656 2021-09-29,58.81999969482422 2021-09-30,57.560001373291016 2021-10-01,58.58000183105469 2021-10-04,58.2400016784668 2021-10-05,59.09999847412109 2021-10-06,57.15999984741211 2021-10-07,58.5099983215332 2021-10-08,58.709999084472656 2021-10-11,58.22999954223633 2021-10-12,57.7400016784668 2021-10-13,56.90999984741211 2021-10-14,58.7400016784668 2021-10-15,58.959999084472656 2021-10-18,58.95000076293945 2021-10-19,59.18999862670898 2021-10-20,59.88999938964844 2021-10-21,59.2599983215332 2021-10-22,58.400001525878906 2021-10-25,58.709999084472656 ","date,20-day,5-day 2021-04-09,63.85965318567718,63.64501100570462 2021-04-12,63.8530196361391,63.693340975645526 2021-04-13,63.80130361110595,63.56556110819403 2021-04-14,63.84308401612153,63.790373360052534 2021-04-15,63.91231408075988,64.05024880497643 2021-04-16,63.98542705451378,64.26016597170955 2021-04-19,64.03919619710845,64.35677833172565 2021-04-20,63.890701277596825,63.73118540189588 2021-04-21,63.979205888761335,64.09412349953865 2021-04-22,63.68880535699128,63.03941576808437 2021-04-23,63.53844300016845,62.729610715506766 2021-04-26,63.41097231090855,62.553074064651 2021-04-27,63.338498902810485,62.58538321839364 2021-04-28,63.33578485238006,62.826922603359435 2021-04-29,63.40475749106708,63.23794758843754 2021-04-30,63.31859011096545,62.99196505895837 2021-05-03,63.43586753389806,63.511311056558185 2021-05-04,63.70102312311759,64.41420777793984 2021-05-05,64.1171161299468,65.63280508356797 2021-05-06,64.58596230000208,66.76853702755443 2021-05-07,65.01015645386163,67.52569165687873 2021-05-10,65.36442758748753,67.92712889023036 2021-05-11,65.66972016913864,68.14141915842832 2021-05-12,65.85355619818459,67.96094559699259 2021-05-13,66.06559863941031,68.00063100834663 2021-05-14,66.42411322909074,68.61042128258265 2021-05-17,66.85134088937822,69.3769487424249 2021-05-18,67.10645116460857,69.42796542138223 2021-05-19,67.24393229671801,69.13531129817409 2021-05-20,67.34070085286206,68.84354157752622 2021-05-21,67.48253904126136,68.83902832870238 2021-05-24,67.67944037559437,69.0760199030542 2021-05-25,67.8090175698737,69.06401357387858 2021-05-26,67.97673015320233,69.2326756141938 2021-05-27,68.04180382071729,69.041784963499 2021-05-28,68.07782233007234,68.83452269864777 2021-06-01,68.29993483788539,69.35968301980165 2021-06-02,68.36184551506223,69.2231209959485 2021-06-03,68.57595552413741,69.68541420074953 2021-06-04,68.74681716437024,69.9136103826937 2021-06-07,68.79378675478922,69.68907287638565 2021-06-08,68.8496163260872,69.58604766872976 2021-06-09,68.84870013673515,69.33736389178338 2021-06-10,68.76691896788128,68.88824188244544 2021-06-11,68.6938790661783,68.59216125496363 2021-06-14,68.52874763934919,68.04810719813331 2021-06-15,68.40410512328766,67.77207187232325 2021-06-16,68.13609476277367,67.04471336084572 2021-06-17,67.6983715392264,65.87647587907293 2021-06-18,67.15376468237021,64.57765043346073 2021-06-21,66.76864429455891,64.08843382575768 2021-06-22,66.45734483793426,63.892289217171786 2021-06-23,66.14235976059565,63.644859986740826 2021-06-24,65.8535636510486,63.46657352794441 2021-06-25,65.6094148190942,63.407715990472056 2021-06-28,65.3513754578356,63.238477835607675 2021-06-29,65.12553013254043,63.15231840448389 2021-06-30,64.94976524175533,63.19487852942156 2021-07-01,64.81169236158816,63.29658568628104 2021-07-02,64.68772150063054,63.367723231365105 2021-07-06,64.42508138677772,62.88848225596867 2021-07-07,64.21793077851318,62.67565483731245 2021-07-08,63.95050878507498,62.253769840679006 2021-07-09,63.867603360882576,62.52918050413757 2021-07-12,63.80592696657977,62.759454076326094 2021-07-13,63.700600661471164,62.739636305197216 2021-07-14,63.56911485512384,62.59975743507289 2021-07-15,63.411103902008435,62.36983823918597 2021-07-16,63.087189084820324,61.583224933301715 2021-07-19,62.582694973459084,60.31881692737693 2021-07-20,62.205295350452005,59.75254426221288 2021-07-21,61.9695528925267,59.74502935555403 2021-07-22,61.82769066868953,59.99001941778147 2021-07-23,61.66410113932401,60.03001314863817 2021-07-26,61.69704372810584,60.69000820626985 2021-07-27,61.72113487428047,61.11000572515972 2021-07-28,61.73531240357612,61.363336794068076 2021-07-29,61.81766345791374,61.77555735408575 2021-07-30,61.85026692358025,61.90370485186121 2021-08-02,61.790241618544336,61.675803641475184 2021-08-03,61.83212332556262,61.860535608395566 2021-08-04,61.75192126393445,61.57035763175264 2021-08-05,61.68030971498831,61.38023842116843 2021-08-06,61.71075640879895,61.586825614112286 2021-08-09,61.72116053127755,61.66455030768294 2021-08-10,61.854383236097284,62.14969984908355 2021-08-11,62.081584629208926,62.84646585397888 2021-08-12,62.26524343940145,63.234311281396074 2021-08-13,62.400934409621215,63.38620706316705 2021-08-16,62.4884644367834,63.36413794038611 2021-08-17,62.471467954546036,63.01275908468775 2021-08-18,62.41513777488596,62.635173079163586 2021-08-19,62.2375055331883,61.940115131795906 2021-08-20,62.10917161475593,61.59007655108009 2021-08-23,62.10448873461642,61.74671815848373 2021-08-24,62.21453726670373,62.251144879500224 2021-08-25,62.37220028243526,62.79076289696174 2021-08-26,62.4938956389537,63.07717577326746 2021-08-27,62.76876245937888,63.84478293331763 2021-08-30,62.88411837203196,63.889855136290535 2021-08-31,62.88563105335072,63.55990393282 2021-09-01,62.85271389736754,63.21993626038912 2021-09-02,62.83055056732156,63.01995715088767 2021-09-03,62.762878982994245,62.71997107788671 2021-09-07,62.677842787650484,62.4366470292194 2021-09-08,62.48852429613225,61.85443089504926 2021-09-09,62.278188532624114,61.329620189798476 2021-09-10,62.10026580069916,61.0230800756697 2021-09-13,61.96881203117573,60.92205379068084 2021-09-14,61.747972935433175,60.4980363690802 2021-09-15,61.6005470142433,60.39869116703329 2021-09-16,61.397637891048994,60.08912785158991 2021-09-17,61.05024380618718,59.30941856772661 2021-09-20,60.58641109180515,58.26627914687634 2021-09-21,60.10484801442341,57.354185691016525 2021-09-22,59.74248146419838,57.00279020636454 2021-09-23,59.52224516333908,57.14519357263496 2021-09-24,59.26393623095355,57.03346283952031 2021-09-27,59.304513601977874,57.918974768583205 2021-09-28,59.319321743167855,58.43264954054636 2021-09-29,59.271767262373224,58.56176625863898 2021-09-30,59.10874193960349,58.227844630189665 2021-10-01,59.05838573878932,58.34523036381134 2021-10-04,58.98044439971098,58.31015413536316 2021-10-05,58.991830502035754,58.57343558161581 2021-10-06,58.81737043969064,58.102290336881246 2021-10-07,58.78809690462803,58.2381929984319 2021-10-08,58.780659016994186,58.39546169377882 2021-10-11,58.72821525749344,58.34030764326466 2021-10-12,58.63409967853852,58.14020565499871 2021-10-13,58.469899694621716,57.73013705246984 2021-10-14,58.495623693083154,58.06675859446883 2021-10-15,58.539849920834534,58.36450542447011 2021-10-18,58.57891190579691,58.55967053729323 2021-10-19,58.637110641121865,58.769779900431814 2021-10-20,58.75643337907678,59.14318639683736 2021-10-21,58.80439194502501,59.18212370506931 2021-10-22,58.765878571773,58.921416312005846 2021-10-25,58.760556715839634,58.85094390282812 " 3275,US,technical,"From April 28, 2022 to June 04, 2022, how many times did a golden cross occur between the 5-day and 10-day Double Exponential Moving Average lines for D. R. Horton? (Smoothing factor alpha = 2 / (n + 1); Require 5n data points to warm up; Use the first data point as the initial value) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",8.0,medium,moving average,DEMA = 2 * EMA1 - EMA2; EMA1 = EMA_n(P); EMA2 = EMA_n(EMA1),"date,close 2022-02-15,84.80999755859375 2022-02-16,85.30000305175781 2022-02-17,82.75 2022-02-18,83.44000244140625 2022-02-22,80.4000015258789 2022-02-23,78.1500015258789 2022-02-24,82.30999755859375 2022-02-25,86.0199966430664 2022-02-28,85.4000015258789 2022-03-01,85.83000183105469 2022-03-02,87.58000183105469 2022-03-03,86.51000213623047 2022-03-04,85.4000015258789 2022-03-07,80.08999633789062 2022-03-08,80.36000061035156 2022-03-09,82.6500015258789 2022-03-10,82.4000015258789 2022-03-11,80.95999908447266 2022-03-14,77.37999725341797 2022-03-15,80.41000366210938 2022-03-16,81.73999786376953 2022-03-17,83.19999694824219 2022-03-18,85.73999786376953 2022-03-21,82.91999816894531 2022-03-22,82.79000091552734 2022-03-23,78.54000091552734 2022-03-24,78.83000183105469 2022-03-25,77.76000213623047 2022-03-28,78.2699966430664 2022-03-29,80.80999755859375 2022-03-30,78.88999938964844 2022-03-31,74.51000213623047 2022-04-01,76.18000030517578 2022-04-04,76.66000366210938 2022-04-05,74.05000305175781 2022-04-06,71.12999725341797 2022-04-07,70.38999938964844 2022-04-08,70.83000183105469 2022-04-11,72.16999816894531 2022-04-12,71.66000366210938 2022-04-13,74.0999984741211 2022-04-14,72.51000213623047 2022-04-18,71.3499984741211 2022-04-19,74.12000274658203 2022-04-20,74.58999633789062 2022-04-21,73.26000213623047 2022-04-22,71.3499984741211 2022-04-25,74.19000244140625 2022-04-26,72.20999908447266 2022-04-27,70.08999633789062 2022-04-28,72.86000061035156 2022-04-29,69.58999633789062 2022-05-02,70.76000213623047 2022-05-03,71.72000122070312 2022-05-04,75.56999969482422 2022-05-05,71.1500015258789 2022-05-06,70.0199966430664 2022-05-09,69.93000030517578 2022-05-10,68.20999908447266 2022-05-11,64.86000061035156 2022-05-12,67.55999755859375 2022-05-13,68.52999877929688 2022-05-16,68.37000274658203 2022-05-17,70.45999908447266 2022-05-18,65.70999908447266 2022-05-19,66.5199966430664 2022-05-20,68.75 2022-05-23,67.44000244140625 2022-05-24,65.62999725341797 2022-05-25,69.0 2022-05-26,72.86000061035156 2022-05-27,74.77999877929688 2022-05-31,75.1500015258789 2022-06-01,75.06999969482422 2022-06-02,76.27999877929688 2022-06-03,76.0 ","date,5-day,10-day 2022-03-14,78.92477503582174,80.22126187270352 2022-03-15,79.40300695113599,80.05234656382625 2022-03-16,80.4663286600839,80.39076190630956 2022-03-17,81.8915454891773,81.14455157531694 2022-03-18,84.08147030618566,82.55677290839458 2022-03-21,83.67238456746301,82.67514348697159 2022-03-22,83.33474949851879,82.71950336677254 2022-03-23,80.76305073643341,81.34657064329234 2022-03-24,79.5341795929211,80.43058888385546 2022-03-25,78.3153283918059,79.41078013576818 2022-03-28,77.99524411115519,78.84212029841463 2022-03-29,79.29462410970464,79.28220372960521 2022-03-30,78.97383550952246,78.99260047741167 2022-03-31,76.3886158664455,77.34740908968067 2022-04-01,75.95867126002369,76.70434955693521 2022-04-04,76.05884541603844,76.4152166240255 2022-04-05,74.72016228474646,75.36694684032788 2022-04-06,72.42850442365136,73.65638601745695 2022-04-07,70.85460131993342,72.18315546985794 2022-04-08,70.34791219347505,71.28312075068347 2022-04-11,70.92072495138606,71.108613028237 2022-04-12,71.03078625305535,70.85828769576787 2022-04-13,72.50516810592089,71.52382740168385 2022-04-14,72.45432100483303,71.52889803766169 2022-04-18,71.79346260666625,71.18125333868736 2022-04-19,72.98936523300986,71.86981475044978 2022-04-20,73.90761145250872,72.5605087173062 2022-04-21,73.65265575862833,72.65029709525086 2022-04-22,72.43460079102096,72.09915273403647 2022-04-25,73.35051164092056,72.64428371249414 2022-04-26,72.75085802041124,72.4057576785551 2022-04-27,71.2464705592017,71.53878451335946 2022-04-28,71.9882480365523,71.82622411514224 2022-04-29,70.59811927220751,70.97182364263648 2022-05-02,70.51827382776344,70.74096814215422 2022-05-03,71.04297848921387,70.90441280179179 2022-05-04,73.49029335009126,72.31351453791684 2022-05-05,72.35351278825969,71.90329350069327 2022-05-06,71.08677301895197,71.23022517650428 2022-05-09,70.35524889199979,70.70990036734159 2022-05-10,69.02732098109442,69.7672064944576 2022-05-11,66.48520699100011,67.97723151670232 2022-05-12,66.67479836879848,67.56849582336436 2022-05-13,67.39630623596562,67.61525999368392 2022-05-16,67.75405555245734,67.62391298235949 2022-05-17,69.14260290240676,68.34527748364243 2022-05-18,67.26722352261383,67.32783459940474 2022-05-19,66.71069528213116,66.86102209246896 2022-05-20,67.68105141365031,67.2744453934436 2022-05-23,67.50331644914559,67.16692145510825 2022-05-24,66.41172980406785,66.50562126850079 2022-05-25,67.71194475984,67.14803696013504 2022-05-26,70.57738010595183,68.91533900638214 2022-05-27,73.17119707634889,70.86352114621441 2022-05-31,74.70831744495405,72.41946142490883 2022-06-01,75.3961126005176,73.52486018305709 2022-06-02,76.33778628262027,74.71591655360243 2022-06-03,76.5943322080206,75.47237889860304 " 3276,US,technical,"How many death cross occurred between the 5-day and 60-day Double Exponential Moving Average lines for GE Aerospace from June 11, 2022 to May 21, 2023? (Smoothing factor alpha = 2 / (n + 1); Require 5n data points to warm up; Use the first data point as the initial value) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",15.0,medium,moving average,DEMA = 2 * EMA1 - EMA2; EMA1 = EMA_n(P); EMA2 = EMA_n(EMA1),"date,close 2021-04-06,66.78740692138672 2021-04-07,66.73756408691406 2021-04-08,67.03661346435547 2021-04-09,67.78423309326172 2021-04-12,67.73439025878906 2021-04-13,66.98677062988281 2021-04-14,68.18296813964844 2021-04-15,67.53502655029297 2021-04-16,66.73756408691406 2021-04-19,67.08645629882812 2021-04-20,65.09280395507812 2021-04-21,66.53820037841797 2021-04-22,66.83724975585938 2021-04-23,67.53502655029297 2021-04-26,67.63471221923828 2021-04-27,67.23597717285156 2021-04-28,65.79058074951172 2021-04-29,65.84042358398438 2021-04-30,65.39185333251953 2021-05-03,67.03661346435547 2021-05-04,65.39185333251953 2021-05-05,65.84042358398438 2021-05-06,65.84042358398438 2021-05-07,66.28899383544922 2021-05-10,66.53820037841797 2021-05-11,65.24232482910156 2021-05-12,63.896610260009766 2021-05-13,64.64422607421875 2021-05-14,66.08963012695312 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2022-12-23,50.8934721828968,51.961255900818415 2022-12-27,51.33799798694257,52.01152101494955 2022-12-28,51.26474136514268,52.023153179576894 2022-12-29,51.82649432200593,52.104536321599376 2022-12-30,52.129026153937104,52.182356359173575 2023-01-03,52.68354122372969,52.30299761512525 2023-01-04,54.67091032165953,52.61530396324038 2023-01-05,56.18798381471412,52.967241083920854 2023-01-06,57.22904437936087,53.33416062250469 2023-01-09,58.035978105714776,53.719377234901486 2023-01-10,59.543051781294594,54.21818226256862 2023-01-11,61.34459619127499,54.81567828837607 2023-01-12,62.73721433129387,55.44258922413646 2023-01-13,63.972479276907194,56.10609872210225 2023-01-17,64.6538340403815,56.75023325199837 2023-01-18,64.36951176025349,57.29807079319817 2023-01-19,63.05178273850825,57.692930863087504 2023-01-20,62.63958665929266,58.10845427129808 2023-01-23,63.3114554196461,58.60893879852382 2023-01-24,64.0614907215873,59.1304480810631 2023-01-25,64.47296075037916,59.62862413701027 2023-01-26,64.81149553955485,60.11789690119258 2023-01-27,65.88252044205696,60.688182594662756 2023-01-30,65.3546466904817,61.10431074212481 2023-01-31,64.87091330180922,61.47924301215292 2023-02-01,65.40051114864568,61.92766433572902 2023-02-02,66.38725210751383,62.43460641149413 2023-02-03,66.01501779321586,62.811828109002924 2023-02-06,65.95538865268661,63.187589194100156 2023-02-07,65.79657132386077,63.529484542142676 2023-02-08,65.62994007771232,63.843758012594975 2023-02-09,65.0128040603185,64.07921998771306 2023-02-10,64.90070514430165,64.32566044346558 2023-02-13,65.46446963917253,64.62834859649313 2023-02-14,66.15424743300701,64.95724188955955 2023-02-15,67.06369982934456,65.33008011202435 2023-02-16,67.2142139775813,65.64430599714237 2023-02-17,66.81827070236803,65.8878165322802 2023-02-21,66.23586757416724,66.07588410226836 2023-02-22,66.3243171744214,66.29923635825972 2023-02-23,66.26037874815549,66.49541452655211 2023-02-24,66.49495252532603,66.7100145528405 2023-02-27,66.74834574015422,66.92566878220062 2023-02-28,67.26482171346352,67.17218158833322 2023-03-01,67.2795230849466,67.37392001609051 2023-03-02,67.97229847460693,67.64373786253945 2023-03-03,68.62166313069972,67.93095211542257 2023-03-06,69.24697972255296,68.23572814332327 2023-03-07,69.25386046928004,68.48769651162729 2023-03-08,69.48436524147527,68.75427706511232 2023-03-09,71.6100528746286,69.24013409904796 2023-03-10,72.46901645310909,69.66994735139039 2023-03-13,71.96812582479663,69.97072042990496 2023-03-14,72.61399803935181,70.36645284430018 2023-03-15,72.29225808015278,70.66665466710427 2023-03-16,73.05622559350394,71.06229703776523 2023-03-17,72.68906725359923,71.34845493876699 2023-03-20,72.29183169284238,71.59787366989427 2023-03-21,73.05864874223141,71.94771823635816 2023-03-22,72.30763298943764,72.14341786824453 2023-03-23,72.77091558035261,72.42875481486465 2023-03-24,72.91546044125829,72.68508136455239 2023-03-27,73.8404761282072,73.0249913616185 2023-03-28,74.24608249332857,73.3357788820407 2023-03-29,74.84398968716198,73.67495154966645 2023-03-30,75.13016077427002,73.99323010324167 2023-03-31,75.93677904846079,74.37191410567883 2023-04-03,76.92054774751261,74.79619009287214 2023-04-04,76.57641465808805,75.09958741822295 2023-04-05,75.9889329082329,75.34305092025066 2023-04-06,75.35413842223711,75.53721953450102 2023-04-10,75.33637484975343,75.75708667606011 2023-04-11,75.12572425551073,75.93912510677754 2023-04-12,75.09661005502669,76.11813720024725 2023-04-13,75.1726953795677,76.29480344360542 2023-04-14,75.72159818264308,76.51764419046182 2023-04-17,76.60498105263768,76.79419946211686 2023-04-18,77.82085982462085,77.14089469614531 2023-04-19,78.69471449200707,77.49560989711333 2023-04-20,79.4444965439058,77.86667769398224 2023-04-21,79.68604460012517,78.20282449049446 2023-04-24,80.04731212185328,78.55154008740325 2023-04-25,79.43645780937723,78.79122080230671 2023-04-26,78.07923007384075,78.9004074941871 2023-04-27,78.15232555719899,79.09550598851351 2023-04-28,78.6002722916026,79.32396562384216 2023-05-01,79.8221352606256,79.6510876583721 2023-05-02,80.6146184246054,79.97527907273243 2023-05-03,81.12644071983817,80.29306044406864 2023-05-04,80.27814991571049,80.46522795483138 2023-05-05,80.1965540880852,80.67235890981061 2023-05-08,80.43995088890415,80.90041100111118 2023-05-09,80.59501221143199,81.11748725973054 2023-05-10,80.01787254781087,81.24485867252025 2023-05-11,79.68400601258405,81.36053186627551 2023-05-12,79.19120031622174,81.43010816687695 2023-05-15,80.3531663257583,81.65714573541466 2023-05-16,80.60068305834133,81.82448438051317 2023-05-17,81.76037842752737,82.10028465139219 2023-05-18,82.60605192035484,82.3866064654989 2023-05-19,83.13749691657642,82.66799825424084 " 3277,US,technical,"During June 18, 2022 to January 04, 2023, how many times did Lilly (Eli)'s 20-day and 10-day Double Exponential Moving Average lines form a golden cross? (Smoothing factor alpha = 2 / (n + 1); Require 5n data points to warm up; Use the first data point as the initial value) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",9.0,medium,moving average,DEMA = 2 * EMA1 - EMA2; EMA1 = EMA_n(P); EMA2 = EMA_n(EMA1),"date,close 2022-01-26,237.8600006103516 2022-01-27,236.72000122070312 2022-01-28,245.1000061035156 2022-01-31,245.38999938964844 2022-02-01,248.27999877929688 2022-02-02,250.8300018310547 2022-02-03,244.80999755859372 2022-02-04,242.2700042724609 2022-02-07,243.5500030517578 2022-02-08,239.91000366210935 2022-02-09,243.2700042724609 2022-02-10,239.63999938964844 2022-02-11,235.7400054931641 2022-02-14,234.69000244140625 2022-02-15,243.83999633789065 2022-02-16,245.5800018310547 2022-02-17,240.97000122070312 2022-02-18,240.30999755859372 2022-02-22,239.1300048828125 2022-02-23,238.30999755859372 2022-02-24,243.0800018310547 2022-02-25,250.8500061035156 2022-02-28,249.9499969482422 2022-03-01,249.5 2022-03-02,254.1699981689453 2022-03-03,258.6400146484375 2022-03-04,262.8699951171875 2022-03-07,261.6400146484375 2022-03-08,259.92999267578125 2022-03-09,262.7900085449219 2022-03-10,266.0199890136719 2022-03-11,266.29998779296875 2022-03-14,269.0 2022-03-15,275.4599914550781 2022-03-16,276.44000244140625 2022-03-17,285.510009765625 2022-03-18,287.6400146484375 2022-03-21,289.6400146484375 2022-03-22,285.0199890136719 2022-03-23,284.19000244140625 2022-03-24,287.69000244140625 2022-03-25,289.0199890136719 2022-03-28,291.6600036621094 2022-03-29,288.3900146484375 2022-03-30,289.8900146484375 2022-03-31,286.3699951171875 2022-04-01,292.6700134277344 2022-04-04,291.4200134277344 2022-04-05,292.489990234375 2022-04-06,305.8399963378906 2022-04-07,308.42999267578125 2022-04-08,311.69000244140625 2022-04-11,308.9599914550781 2022-04-12,308.0799865722656 2022-04-13,302.6700134277344 2022-04-14,301.8599853515625 2022-04-18,298.82000732421875 2022-04-19,297.010009765625 2022-04-20,292.9200134277344 2022-04-21,289.6099853515625 2022-04-22,278.7300109863281 2022-04-25,285.20001220703125 2022-04-26,282.8299865722656 2022-04-27,285.0899963378906 2022-04-28,297.2699890136719 2022-04-29,292.1300048828125 2022-05-02,289.5599975585937 2022-05-03,288.07000732421875 2022-05-04,294.8999938964844 2022-05-05,292.3699951171875 2022-05-06,296.8999938964844 2022-05-09,289.2300109863281 2022-05-10,285.70001220703125 2022-05-11,286.69000244140625 2022-05-12,291.79998779296875 2022-05-13,291.6300048828125 2022-05-16,299.3800048828125 2022-05-17,301.3999938964844 2022-05-18,295.19000244140625 2022-05-19,286.2699890136719 2022-05-20,298.8500061035156 2022-05-23,302.6000061035156 2022-05-24,305.9599914550781 2022-05-25,307.010009765625 2022-05-26,313.4599914550781 2022-05-27,323.4800109863281 2022-05-31,313.44000244140625 2022-06-01,311.0799865722656 2022-06-02,302.42999267578125 2022-06-03,301.6499938964844 2022-06-06,303.3599853515625 2022-06-07,312.1000061035156 2022-06-08,313.489990234375 2022-06-09,303.25 2022-06-10,297.010009765625 2022-06-13,291.2799987792969 2022-06-14,290.7900085449219 2022-06-15,292.989990234375 2022-06-16,288.07000732421875 2022-06-17,290.8999938964844 2022-06-21,297.3399963378906 2022-06-22,306.69000244140625 2022-06-23,312.7200012207031 2022-06-24,325.6199951171875 2022-06-27,327.2699890136719 2022-06-28,317.6199951171875 2022-06-29,323.0 2022-06-30,324.2300109863281 2022-07-01,324.7099914550781 2022-07-05,327.17999267578125 2022-07-06,330.1499938964844 2022-07-07,327.95001220703125 2022-07-08,330.4700012207031 2022-07-11,331.07000732421875 2022-07-12,323.5899963378906 2022-07-13,322.4599914550781 2022-07-14,326.8900146484375 2022-07-15,331.6000061035156 2022-07-18,321.7699890136719 2022-07-19,326.20001220703125 2022-07-20,322.0299987792969 2022-07-21,326.9200134277344 2022-07-22,328.75 2022-07-25,331.54998779296875 2022-07-26,331.5599975585937 2022-07-27,328.94000244140625 2022-07-28,330.79998779296875 2022-07-29,329.69000244140625 2022-08-01,324.1499938964844 2022-08-02,320.20001220703125 2022-08-03,313.8299865722656 2022-08-04,305.7900085449219 2022-08-05,301.32000732421875 2022-08-08,302.5 2022-08-09,303.0199890136719 2022-08-10,304.6099853515625 2022-08-11,301.1700134277344 2022-08-12,308.0799865722656 2022-08-15,313.94000244140625 2022-08-16,310.3099975585937 2022-08-17,316.82000732421875 2022-08-18,316.7200012207031 2022-08-19,322.7699890136719 2022-08-22,323.1000061035156 2022-08-23,315.1000061035156 2022-08-24,318.8699951171875 2022-08-25,323.1400146484375 2022-08-26,315.5599975585937 2022-08-29,310.1499938964844 2022-08-30,307.0400085449219 2022-08-31,301.2300109863281 2022-09-01,309.1300048828125 2022-09-02,301.3299865722656 2022-09-06,306.82000732421875 2022-09-07,311.6000061035156 2022-09-08,315.5 2022-09-09,317.70001220703125 2022-09-12,315.2200012207031 2022-09-13,306.4800109863281 2022-09-14,309.6099853515625 2022-09-15,309.4700012207031 2022-09-16,308.8900146484375 2022-09-19,305.0899963378906 2022-09-20,301.7300109863281 2022-09-21,296.4800109863281 2022-09-22,310.8699951171875 2022-09-23,311.4599914550781 2022-09-26,307.5 2022-09-27,311.1000061035156 2022-09-28,334.3800048828125 2022-09-29,330.010009765625 2022-09-30,323.3500061035156 2022-10-03,321.54998779296875 2022-10-04,329.8900146484375 2022-10-05,331.7799987792969 2022-10-06,332.95001220703125 2022-10-07,326.6600036621094 2022-10-10,323.8900146484375 2022-10-11,327.6000061035156 2022-10-12,324.57000732421875 2022-10-13,332.1000061035156 2022-10-14,331.3900146484375 2022-10-17,332.760009765625 2022-10-18,335.0299987792969 2022-10-19,329.2900085449219 2022-10-20,329.07000732421875 2022-10-21,340.7699890136719 2022-10-24,347.8999938964844 2022-10-25,351.3099975585937 2022-10-26,357.8599853515625 2022-10-27,356.3299865722656 2022-10-28,359.8999938964844 2022-10-31,362.0899963378906 2022-11-01,352.5799865722656 2022-11-02,354.9599914550781 2022-11-03,361.6799926757813 2022-11-04,357.4100036621094 2022-11-07,365.0700073242188 2022-11-08,366.6600036621094 2022-11-09,363.2699890136719 2022-11-10,368.7200012207031 2022-11-11,352.29998779296875 2022-11-14,356.0599975585937 2022-11-15,349.95001220703125 2022-11-16,352.92999267578125 2022-11-17,360.7699890136719 2022-11-18,361.6700134277344 2022-11-21,361.1700134277344 2022-11-22,360.8800048828125 2022-11-23,361.7200012207031 2022-11-25,365.25 2022-11-28,365.7699890136719 2022-11-29,363.9500122070313 2022-11-30,371.0799865722656 2022-12-01,370.3299865722656 2022-12-02,374.760009765625 2022-12-05,369.2900085449219 2022-12-06,368.5400085449219 2022-12-07,371.9700012207031 2022-12-08,371.7900085449219 2022-12-09,360.989990234375 2022-12-12,367.25 2022-12-13,358.6600036621094 2022-12-14,363.5 2022-12-15,360.010009765625 2022-12-16,359.8699951171875 2022-12-19,357.7799987792969 2022-12-20,359.6400146484375 2022-12-21,368.010009765625 2022-12-22,365.30999755859375 2022-12-23,367.8999938964844 2022-12-27,364.8800048828125 2022-12-28,365.2200012207031 2022-12-29,367.0199890136719 2022-12-30,365.8399963378906 2023-01-03,364.989990234375 2023-01-04,363.1000061035156 ","date,20-day,10-day 2022-03-22,282.11520696127434,288.0510093260959 2022-03-23,283.6914308491789,288.3345293689165 2022-03-24,285.62116125712095,289.54433941650683 2022-03-25,287.4608595967705,290.7325768449782 2022-03-28,289.4598817966709,292.3441261533952 2022-03-29,290.52303005184575,292.31932816554206 2022-03-30,291.64607871058604,292.6687009664964 2022-03-31,291.9109194068596,291.6470784074473 2022-04-01,293.22031908722204,292.8713839609833 2022-04-04,294.06043714158227,293.2710803882843 2022-04-05,294.91830350734176,293.83116481005965 2022-04-06,298.02029215411847,298.57498616544547 2022-04-07,301.10032939958955,302.8469648761203 2022-04-08,304.27949692786575,306.9689713008171 2022-04-11,306.4539201044091,308.98191514800436 2022-04-12,308.0969828289212,310.03778755740905 2022-04-13,308.4604291032065,308.8914696684831 2022-04-14,308.5584794347741,307.65065399069084 2022-04-18,308.02651560524015,305.62364683737314 2022-04-19,307.1792031783165,303.4434646901409 2022-04-20,305.6514111901047,300.41926281295497 2022-04-21,303.68483353729806,297.05266386551847 2022-04-22,299.97365014812596,290.95626549024934 2022-04-25,297.9167076028152,288.60987509699015 2022-04-26,295.68762576331045,286.14294866058975 2022-04-27,294.1562690295794,285.1291263541705 2022-04-28,295.0299981507104,288.4756022231471 2022-04-29,294.8331216103736,289.3073603001292 2022-05-02,294.18122708903724,289.10787839597657 2022-05-03,293.3353811500935,288.4967282558039 2022-05-04,293.8342179902727,290.33135154349225 2022-05-05,293.7932730936419,290.8741540603753 2022-05-06,294.5686147778918,292.7844872774551 2022-05-09,293.83307108554726,291.6638236464909 2022-05-10,292.54884565317315,289.6662289694609 2022-05-11,291.6150554125346,288.5251510643852 2022-05-12,291.73297001428057,289.38987428140564 2022-05-13,291.799266181021,289.99221906007216 2022-05-16,293.25789627399257,293.0115667490221 2022-05-17,294.8738895145635,295.91107481420386 2022-05-18,295.12939668229035,295.9806299497883 2022-05-19,293.7209600300615,293.05229043606465 2022-05-20,294.78252885470397,295.0264720665816 2022-05-23,296.36868816239365,297.7140989113718 2022-05-24,298.3331498629957,300.78551062425686 2022-05-25,300.200903842881,303.35975033077625 2022-05-26,302.9616615426221,307.3358967898307 2022-05-27,307.1345150840197,313.51246722862743 2022-05-31,308.8773301145413,314.65769068958986 2022-06-01,309.91725221384854,314.6039031902477 2022-06-02,309.2099127661498,311.5919014565452 2022-06-03,308.42789661348655,309.0148789216291 2022-06-06,308.0364677573115,307.61158382059057 2022-06-07,309.25912062228673,309.42090227528394 2022-06-08,310.53789603419085,311.18016322881675 2022-06-09,309.75387581139756,309.04908749231583 2022-06-10,307.921118390935,305.3679875418957 2022-06-13,305.28240922496116,300.7332648431995 2022-06-14,302.90648435092663,297.1561969735713 2022-06-15,301.250755898332,295.2784450431883 2022-06-16,298.92794486237966,292.3193455225062 2022-06-17,297.44139699763997,291.1335194805411 2022-06-21,297.33343963649907,292.4609086203829 2022-06-22,298.9412720802971,296.60169469755516 2022-06-23,301.4215948376651,301.70051167605294 2022-06-24,305.89458724732674,309.7425107611463 2022-06-27,310.0343863472951,316.19632579565956 2022-06-28,311.828967694314,317.6926391411822 2022-06-29,314.3264923351083,320.4704160023711 2022-06-30,316.6727537974497,322.8201573346021 2022-07-01,318.74900743500234,324.5984026343344 2022-07-05,320.9507570878211,326.609016463999 2022-07-06,323.3483731074939,328.9556583968758 2022-07-07,324.97365050228206,329.8387664215313 2022-07-08,326.7882303377271,331.2005539726551 2022-07-11,328.41587408468587,332.28636244186043 2022-07-12,328.41540933798296,330.50028497146326 2022-07-13,328.1662714328012,328.70265170742226 2022-07-14,328.7142032962643,328.75737891682456 2022-07-15,330.00061137908773,330.28930540518127 2022-07-18,329.2849413782023,328.10854643622656 2022-07-19,329.43456762693455,327.9036309119193 2022-07-20,328.77124739993684,326.3316212474746 2022-07-21,329.0541897478876,326.75361557181145 2022-07-22,329.59841743067864,327.6465626345024 2022-07-25,330.54415790052514,329.20641365316936 2022-07-26,331.32927447747386,330.3313939812373 2022-07-27,331.49877644397725,330.25898089194334 2022-07-28,331.9517332286086,330.78177461117923 2022-07-29,332.1107164244915,330.76540874277237 2022-08-01,331.2139123296788,328.88749467381945 2022-08-02,329.6991719960816,326.1679879773513 2022-08-03,327.2174941040951,322.04440970556755 2022-08-04,323.6060791577869,316.3546026506797 2022-08-05,319.67731458698194,310.7187944135138 2022-08-08,316.5088025120405,307.0254397975107 2022-08-09,313.88234231247543,304.57532473520143 2022-08-10,311.92224744125775,303.4093676325771 2022-08-11,309.6273697751021,301.5313599351412 2022-08-12,308.925595599798,302.54652453232563 2022-08-15,309.4064989016944,305.34621722073325 2022-08-16,309.18277943574986,306.3044821242969 2022-08-17,310.19082235306365,309.230448318932 2022-08-18,311.05798730715355,311.4069876052624 2022-08-19,312.91670301581144,315.039642550496 2022-08-22,314.58747599087826,317.83606502992063 2022-08-23,314.58112488985716,317.23743680783605 2022-08-24,315.26453055534415,318.0123207065199 2022-08-25,316.6312717480611,319.97097421632213 2022-08-26,316.4340544577773,318.8811098562286 2022-08-29,315.2832790329293,316.25331143604274 2022-08-30,313.73053096707685,313.2643498140941 2022-08-31,311.34480773317927,309.13705098105044 2022-09-01,310.73323003996916,308.72432693480215 2022-09-02,308.8030851131637,305.8829329812819 2022-09-06,308.1512187807733,305.6452150821655 2022-09-07,308.472650323913,307.10508260540246 2022-09-08,309.47162021486673,309.5201959875017 2022-09-09,310.7431454446566,312.06188101461987 2022-09-12,311.3972207192538,313.1298857461329 2022-09-13,310.3818308720553,311.0246728186605 2022-09-14,310.08304387622115,310.49986356374137 2022-09-15,309.80877387607705,310.07285176430713 2022-09-16,309.47597231949027,309.5753408484459 2022-09-19,308.50888239328674,307.96343653929983 2022-09-20,307.07669682479224,305.6786644408786 2022-09-21,304.90344119309077,302.2831177153387 2022-09-22,305.6584519109989,304.5752470835172 2022-09-23,306.4307982806606,306.5127786907302 2022-09-26,306.3902869331307,306.66426012080063 2022-09-27,307.0202523392314,307.9833774719835 2022-09-28,311.7960719061321,316.6653193822629 2022-09-29,315.11762969793006,321.61818080414173 2022-09-30,316.7635516710392,323.0094943953296 2022-10-03,317.84410084377953,323.35707881927254 2022-10-04,320.275175554876,326.28705442632133 2022-10-05,322.69530266949926,328.9923373213114 2022-10-06,324.97105266278027,331.2822472174727 2022-10-07,325.7652950713012,330.79095316582334 2022-10-10,325.9210801568919,329.40981120925034 2022-10-11,326.70319686952377,329.5292159487335 2022-10-12,326.8019076809804,328.5437200259682 2022-10-13,328.2284539482196,330.2419012707689 2022-10-14,329.3025357955854,331.205417319998 2022-10-17,330.4492321032621,332.3094090058559 2022-10-18,331.8206597649729,333.813750246686 2022-10-19,331.9311439445307,332.9634777281958 2022-10-20,331.9577202474007,332.20012235994017 2022-10-21,334.0757287027285,335.45340353850656 2022-10-24,337.1636617735722,340.1640011639366 2022-10-25,340.4074020457604,344.7003856686837 2022-10-26,344.34980486605247,350.12092371961694 2022-10-27,347.4220230921833,353.4996003930178 2022-10-28,350.6653410502129,357.03509335360616 2022-10-31,353.80134238705256,360.22050351588234 2022-11-01,354.718463287625,359.27088205974525 2022-11-02,355.8815633530905,359.20077689788974 2022-11-03,358.04435912111137,361.2351437486879 2022-11-04,359.0731860720875,361.2001317658461 2022-11-07,361.28986201909703,363.58363311674907 2022-11-08,363.4271416225487,365.753955098308 2022-11-09,364.591060473182,366.1161012869359 2022-11-10,366.52051942058125,368.0661002990604 2022-11-11,365.1412258446013,363.9649844855007 2022-11-14,364.5777583800089,362.07696814629844 2022-11-15,362.9308612686063,358.59435145300347 2022-11-16,362.0055669013441,356.9623672348979 2022-11-17,362.5880298118824,358.3283146201259 2022-11-18,363.2116100854345,359.6209543915322 2022-11-21,363.6173835369571,360.3887234628439 2022-11-22,363.87473966387097,360.8326417507691 2022-11-23,364.21062703285725,361.4090606546181 2022-11-25,365.10335433285536,362.97214862691544 2022-11-28,365.9297948295937,364.26571136902544 2022-11-29,366.2747101391803,364.57973302542104 2022-11-30,367.82938946854733,367.1261449717339 2022-12-01,368.9954702538452,368.71353946804345 2022-12-02,370.7657538915662,371.2940821982281 2022-12-05,371.25883624770523,371.32786420307457 2022-12-06,371.50855828796614,371.0351775895205 2022-12-07,372.3082745501532,371.89064383047076 2022-12-08,372.9271975961151,372.40643298788103 2022-12-09,371.46434271752946,369.1610816784308 2022-12-12,371.30745555233216,368.7878797675491 2022-12-13,369.5839503462622,365.64754317773725 2022-12-14,368.9520196000115,364.9143401337566 2022-12-15,367.75216858743426,363.2230474356371 2022-12-16,366.67435447699745,361.9383578061724 2022-12-19,365.3512069977726,360.31907545693105 2022-12-20,364.53683102647364,359.76603791781156 2022-12-21,365.344138550791,362.15859718178945 2022-12-22,365.53937783554244,363.0610968713456 2022-12-23,366.16695962175265,364.5957905169545 2022-12-27,366.1485696916553,364.7340338084055 2022-12-28,366.1836868867364,364.9437978118829 2022-12-29,366.53022110033646,365.688386321269 2022-12-30,366.60427667562095,365.8407695691915 2023-01-03,366.50376976642707,365.66175887510803 2023-01-04,366.06491071242266,364.8949298997521 " 3278,US,technical,"For Aptiv, how many times did the 30-day and 5-day Double Exponential Moving Average lines produce a death cross between February 07, 2025 and November 10, 2025? (Smoothing factor alpha = 2 / (n + 1); Require 5n data points to warm up; Use the first data point as the initial value) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",13.0,medium,moving average,DEMA = 2 * EMA1 - EMA2; EMA1 = EMA_n(P); EMA2 = EMA_n(EMA1),"date,close 2024-07-03,69.79000091552734 2024-07-05,70.18000030517578 2024-07-08,69.68000030517578 2024-07-09,69.08000183105469 2024-07-10,69.5999984741211 2024-07-11,71.75 2024-07-12,72.72000122070312 2024-07-15,72.26000213623047 2024-07-16,73.41000366210938 2024-07-17,72.41000366210938 2024-07-18,71.68000030517578 2024-07-19,68.87000274658203 2024-07-22,69.93000030517578 2024-07-23,68.58999633789062 2024-07-24,67.08000183105469 2024-07-25,67.83000183105469 2024-07-26,68.73999786376953 2024-07-29,68.9000015258789 2024-07-30,67.62999725341797 2024-07-31,69.38999938964844 2024-08-01,73.12999725341797 2024-08-02,69.62999725341797 2024-08-05,69.12000274658203 2024-08-06,69.05000305175781 2024-08-07,67.91000366210938 2024-08-08,68.94000244140625 2024-08-09,67.63999938964844 2024-08-12,67.25 2024-08-13,67.97000122070312 2024-08-14,66.9800033569336 2024-08-15,68.69000244140625 2024-08-16,68.93000030517578 2024-08-19,70.98999786376953 2024-08-20,69.8499984741211 2024-08-21,70.87999725341797 2024-08-22,70.0999984741211 2024-08-23,72.29000091552734 2024-08-26,72.08999633789062 2024-08-27,70.83000183105469 2024-08-28,70.0199966430664 2024-08-29,70.91999816894531 2024-08-30,71.52999877929688 2024-09-03,70.11000061035156 2024-09-04,69.45999908447266 2024-09-05,70.97000122070312 2024-09-06,68.48999786376953 2024-09-09,69.08000183105469 2024-09-10,65.37999725341797 2024-09-11,65.47000122070312 2024-09-12,67.0 2024-09-13,68.94999694824219 2024-09-16,68.79000091552734 2024-09-17,70.22000122070312 2024-09-18,69.66999816894531 2024-09-19,70.5199966430664 2024-09-20,69.83999633789062 2024-09-23,71.55999755859375 2024-09-24,72.11000061035156 2024-09-25,70.55999755859375 2024-09-26,72.30999755859375 2024-09-27,74.23999786376953 2024-09-30,72.01000213623047 2024-10-01,70.5199966430664 2024-10-02,70.05000305175781 2024-10-03,68.97000122070312 2024-10-04,70.33000183105469 2024-10-07,70.47000122070312 2024-10-08,69.5999984741211 2024-10-09,71.36000061035156 2024-10-10,70.75 2024-10-11,71.29000091552734 2024-10-14,71.08999633789062 2024-10-15,70.0 2024-10-16,70.36000061035156 2024-10-17,69.9000015258789 2024-10-18,71.76000213623047 2024-10-21,70.0999984741211 2024-10-22,69.68000030517578 2024-10-23,69.52999877929688 2024-10-24,68.30999755859375 2024-10-25,69.30999755859375 2024-10-28,70.4000015258789 2024-10-29,69.1500015258789 2024-10-30,69.06999969482422 2024-10-31,56.83000183105469 2024-11-01,56.369998931884766 2024-11-04,55.93000030517578 2024-11-05,55.2400016784668 2024-11-06,53.83000183105469 2024-11-07,55.63999938964844 2024-11-08,56.25 2024-11-11,55.93000030517578 2024-11-12,56.380001068115234 2024-11-13,56.13999938964844 2024-11-14,54.02999877929688 2024-11-15,52.93000030517578 2024-11-18,52.709999084472656 2024-11-19,52.11000061035156 2024-11-20,52.59000015258789 2024-11-21,53.36000061035156 2024-11-22,54.380001068115234 2024-11-25,57.130001068115234 2024-11-26,55.27999877929688 2024-11-27,55.52000045776367 2024-11-29,55.52999877929688 2024-12-02,56.06999969482422 2024-12-03,55.709999084472656 2024-12-04,56.40999984741211 2024-12-05,56.90999984741211 2024-12-06,56.66999816894531 2024-12-09,57.400001525878906 2024-12-10,58.41999816894531 2024-12-11,58.88999938964844 2024-12-12,58.540000915527344 2024-12-13,57.970001220703125 2024-12-16,58.0 2024-12-17,57.86000061035156 2024-12-18,56.650001525878906 2024-12-19,57.0099983215332 2024-12-20,58.86000061035156 2024-12-23,59.470001220703125 2024-12-24,59.95000076293945 2024-12-26,60.06999969482422 2024-12-27,60.34000015258789 2024-12-30,60.11000061035156 2024-12-31,60.47999954223633 2025-01-02,60.29999923706055 2025-01-03,60.52999877929688 2025-01-06,61.380001068115234 2025-01-07,61.81999969482422 2025-01-08,60.79999923706055 2025-01-10,59.34999847412109 2025-01-13,60.61000061035156 2025-01-14,61.470001220703125 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2025-07-29,70.96499912476611,69.20943763455253 2025-07-30,70.53064278481789,67.71060747071179 2025-07-31,70.37924178411204,68.01883720420781 2025-08-01,69.86614609751078,66.56373629316082 2025-08-04,69.30092428629175,65.37660929437119 2025-08-05,68.77780726478758,64.74715086832103 2025-08-06,68.34582789647045,64.6599324286767 2025-08-07,68.03927439726843,65.05006554925524 2025-08-08,67.89903635219412,65.91789469985771 2025-08-11,67.75716677383551,66.34605133269338 2025-08-12,68.24330495582896,69.31789186854589 2025-08-13,69.06023470788043,72.581168378036 2025-08-14,69.74501821558646,74.03027252856364 2025-08-15,70.34947481031936,74.64206607715437 2025-08-18,71.08544770487238,75.7126330014731 2025-08-19,71.80246273760761,76.42703692437904 2025-08-20,72.32437745715617,76.1626579063841 2025-08-21,72.69548351532436,75.49930608983195 2025-08-22,73.53419108959667,77.33455911022197 2025-08-25,74.33849544956627,78.49416587754513 2025-08-26,75.1921743704237,79.63019255916942 2025-08-27,75.96750759347468,80.20173810304351 2025-08-28,76.70630668861186,80.62223494062943 2025-08-29,77.2716597705761,80.34553872942578 2025-09-02,77.63346556787992,79.49861409129404 2025-09-03,78.10808008866238,79.68791143181349 2025-09-04,78.63215755381948,80.2211640604583 2025-09-05,79.09711193982835,80.47803860136759 2025-09-08,79.74185520089176,81.62131249641577 2025-09-09,80.29675763013702,82.11595336585886 2025-09-10,80.72386070663823,82.04402176642303 2025-09-11,81.3647954831154,83.13605015508338 2025-09-12,81.81937085600465,83.16961272112584 2025-09-15,82.22247248470973,83.14790706998404 2025-09-16,82.61760105431232,83.27738172013156 2025-09-17,82.93551164185149,83.18410307137825 2025-09-18,83.52442049278426,84.49219274391677 2025-09-19,84.036235473612,85.12109817240494 2025-09-22,84.50305287771299,85.47937876936078 2025-09-23,84.92401144823907,85.66757226738656 2025-09-24,85.2421907698665,85.49481781899354 2025-09-25,85.4798391431156,85.18972524442027 2025-09-26,85.8719545751789,85.83527031975245 2025-09-29,86.16036322828084,85.91492457687421 2025-09-30,86.46732551780661,86.18422590830343 2025-10-01,86.84481319596782,86.7967777866597 2025-10-02,87.20869262863567,87.24715988466401 2025-10-03,87.60518395474433,87.80431353473234 2025-10-06,87.90627437818722,87.86034464677813 2025-10-07,87.87629766846018,86.55632204523069 2025-10-08,87.73927793774187,85.388274759233 2025-10-09,87.38719603457105,83.79377866826066 2025-10-10,86.8086217112467,81.84802593172404 2025-10-13,86.40173773105127,81.41124371732087 2025-10-14,86.15470794808286,81.82142776362818 2025-10-15,86.03790114067887,82.61023797941805 2025-10-16,85.90696845063067,82.99190405097308 2025-10-17,85.69117057135628,82.81132399111988 2025-10-20,85.57003554174915,83.08091897489099 2025-10-21,85.72845872747064,84.45285636890554 2025-10-22,85.72791855256801,84.57229244004533 2025-10-23,85.78343759083722,84.88734183118925 2025-10-24,85.98097964306223,85.7143266153676 2025-10-27,86.1447348328521,86.09028281619855 2025-10-28,86.35407825765843,86.55400909330535 2025-10-29,86.42983390302808,86.28632927906759 2025-10-30,86.03760901347337,84.0822157929149 2025-10-31,85.55068698446358,82.31791708699842 2025-11-03,85.18970425796496,81.77068124346323 2025-11-04,84.74468335919455,81.0162791524339 2025-11-05,84.68366248608473,82.19584822340302 2025-11-06,84.43723849218674,82.03833911114442 2025-11-07,84.40665481228883,82.84185565046484 2025-11-10,84.2394246230935,82.67876494505907 " 3279,US,technical,"From July 22, 2024 to April 02, 2025, count the number of death cross occurrences between the 60-day and 5-day Double Exponential Moving Average lines for Align Technology. (Smoothing factor alpha = 2 / (n + 1); Require 5n data points to warm up; Use the first data point as the initial value) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",8.0,medium,moving average,DEMA = 2 * EMA1 - EMA2; EMA1 = EMA_n(P); EMA2 = EMA_n(EMA1),"date,close 2023-05-10,305.260009765625 2023-05-11,296.0799865722656 2023-05-12,293.7099914550781 2023-05-15,297.2799987792969 2023-05-16,292.29998779296875 2023-05-17,291.3599853515625 2023-05-18,293.4200134277344 2023-05-19,290.989990234375 2023-05-22,300.8299865722656 2023-05-23,282.54998779296875 2023-05-24,281.2300109863281 2023-05-25,280.0799865722656 2023-05-26,285.3900146484375 2023-05-30,284.95001220703125 2023-05-31,282.6600036621094 2023-06-01,297.20001220703125 2023-06-02,302.0 2023-06-05,305.1499938964844 2023-06-06,304.67999267578125 2023-06-07,301.7300109863281 2023-06-08,306.760009765625 2023-06-09,304.44000244140625 2023-06-12,311.2900085449219 2023-06-13,322.0199890136719 2023-06-14,322.4599914550781 2023-06-15,333.19000244140625 2023-06-16,330.2900085449219 2023-06-20,331.42999267578125 2023-06-21,330.7099914550781 2023-06-22,334.3999938964844 2023-06-23,328.8299865722656 2023-06-26,331.4599914550781 2023-06-27,340.69000244140625 2023-06-28,345.07000732421875 2023-06-29,341.7900085449219 2023-06-30,353.6400146484375 2023-07-03,344.5899963378906 2023-07-05,336.82000732421875 2023-07-06,330.9200134277344 2023-07-07,329.5400085449219 2023-07-10,343.70001220703125 2023-07-11,350.1000061035156 2023-07-12,357.6000061035156 2023-07-13,367.55999755859375 2023-07-14,366.8800048828125 2023-07-17,370.3599853515625 2023-07-18,360.6199951171875 2023-07-19,342.5799865722656 2023-07-20,330.989990234375 2023-07-21,337.3699951171875 2023-07-24,337.010009765625 2023-07-25,332.1400146484375 2023-07-26,339.8500061035156 2023-07-27,385.30999755859375 2023-07-28,381.8999938964844 2023-07-31,377.8900146484375 2023-08-01,376.6199951171875 2023-08-02,367.3999938964844 2023-08-03,366.239990234375 2023-08-04,361.4400024414063 2023-08-07,361.25 2023-08-08,357.75 2023-08-09,352.79998779296875 2023-08-10,347.2300109863281 2023-08-11,352.8800048828125 2023-08-14,360.489990234375 2023-08-15,361.0499877929688 2023-08-16,358.5400085449219 2023-08-17,349.17999267578125 2023-08-18,350.3599853515625 2023-08-21,342.5899963378906 2023-08-22,351.6300048828125 2023-08-23,359.4800109863281 2023-08-24,350.7099914550781 2023-08-25,356.3500061035156 2023-08-28,358.6600036621094 2023-08-29,367.6199951171875 2023-08-30,370.8599853515625 2023-08-31,370.1400146484375 2023-09-01,374.8999938964844 2023-09-05,368.6300048828125 2023-09-06,369.7000122070313 2023-09-07,340.92999267578125 2023-09-08,332.260009765625 2023-09-11,335.17999267578125 2023-09-12,322.2900085449219 2023-09-13,322.4100036621094 2023-09-14,332.8399963378906 2023-09-15,332.0899963378906 2023-09-18,325.32000732421875 2023-09-19,318.0 2023-09-20,309.5 2023-09-21,300.2799987792969 2023-09-22,298.5599975585937 2023-09-25,298.0199890136719 2023-09-26,299.010009765625 2023-09-27,301.67999267578125 2023-09-28,307.510009765625 2023-09-29,305.32000732421875 2023-10-02,299.760009765625 2023-10-03,290.6099853515625 2023-10-04,291.70001220703125 2023-10-05,280.17999267578125 2023-10-06,284.6400146484375 2023-10-09,283.94000244140625 2023-10-10,286.510009765625 2023-10-11,277.5199890136719 2023-10-12,268.0 2023-10-13,265.989990234375 2023-10-16,272.3599853515625 2023-10-17,276.760009765625 2023-10-18,272.3999938964844 2023-10-19,270.2900085449219 2023-10-20,269.8800048828125 2023-10-23,265.7200012207031 2023-10-24,265.4599914550781 2023-10-25,253.69000244140625 2023-10-26,190.55999755859372 2023-10-27,190.94000244140625 2023-10-30,186.7400054931641 2023-10-31,184.58999633789065 2023-11-01,183.2100067138672 2023-11-02,192.32000732421875 2023-11-03,197.44000244140625 2023-11-06,197.7700042724609 2023-11-07,197.5200042724609 2023-11-08,193.6199951171875 2023-11-09,187.33999633789065 2023-11-10,192.1300048828125 2023-11-13,191.22000122070312 2023-11-14,202.72000122070312 2023-11-15,205.05999755859372 2023-11-16,203.1199951171875 2023-11-17,206.63999938964844 2023-11-20,215.2400054931641 2023-11-21,215.3000030517578 2023-11-22,217.2899932861328 2023-11-24,219.47999572753903 2023-11-27,216.75 2023-11-28,214.13999938964844 2023-11-29,216.47999572753903 2023-11-30,213.8000030517578 2023-12-01,220.4499969482422 2023-12-04,219.6000061035156 2023-12-05,215.3500061035156 2023-12-06,216.8699951171875 2023-12-07,216.6100006103516 2023-12-08,221.22999572753903 2023-12-11,218.67999267578125 2023-12-12,217.47000122070312 2023-12-13,231.3600006103516 2023-12-14,257.0199890136719 2023-12-15,255.00999450683597 2023-12-18,261.69000244140625 2023-12-19,268.3099975585937 2023-12-20,262.0799865722656 2023-12-21,274.1000061035156 2023-12-22,271.8699951171875 2023-12-26,274.19000244140625 2023-12-27,275.2799987792969 2023-12-28,276.6700134277344 2023-12-29,274.0 2024-01-02,268.9200134277344 2024-01-03,256.2200012207031 2024-01-04,261.3599853515625 2024-01-05,264.67999267578125 2024-01-08,273.94000244140625 2024-01-09,277.5199890136719 2024-01-10,276.7900085449219 2024-01-11,276.3599853515625 2024-01-12,271.6400146484375 2024-01-16,267.4599914550781 2024-01-17,259.5599975585937 2024-01-18,264.510009765625 2024-01-19,266.3399963378906 2024-01-22,271.6099853515625 2024-01-23,266.42999267578125 2024-01-24,257.07000732421875 2024-01-25,262.1099853515625 2024-01-26,264.2799987792969 2024-01-29,270.3900146484375 2024-01-30,264.739990234375 2024-01-31,267.32000732421875 2024-02-01,273.3800048828125 2024-02-02,273.8999938964844 2024-02-05,275.5799865722656 2024-02-06,288.44000244140625 2024-02-07,284.7300109863281 2024-02-08,295.0 2024-02-09,296.3699951171875 2024-02-12,302.44000244140625 2024-02-13,292.32000732421875 2024-02-14,302.75 2024-02-15,309.7699890136719 2024-02-16,308.7699890136719 2024-02-20,313.5299987792969 2024-02-21,304.6499938964844 2024-02-22,316.5599975585937 2024-02-23,316.8800048828125 2024-02-26,310.8399963378906 2024-02-27,313.0599975585937 2024-02-28,302.3900146484375 2024-02-29,302.4200134277344 2024-03-01,300.010009765625 2024-03-04,308.0400085449219 2024-03-05,299.489990234375 2024-03-06,303.7900085449219 2024-03-07,310.79998779296875 2024-03-08,312.489990234375 2024-03-11,308.0899963378906 2024-03-12,310.67999267578125 2024-03-13,320.69000244140625 2024-03-14,316.9200134277344 2024-03-15,314.3500061035156 2024-03-18,316.1400146484375 2024-03-19,317.20001220703125 2024-03-20,329.1400146484375 2024-03-21,321.2699890136719 2024-03-22,319.4200134277344 2024-03-25,319.2799987792969 2024-03-26,319.94000244140625 2024-03-27,327.8999938964844 2024-03-28,327.9200134277344 2024-04-01,319.6499938964844 2024-04-02,312.07000732421875 2024-04-03,310.1099853515625 2024-04-04,314.95001220703125 2024-04-05,317.5799865722656 2024-04-08,320.0599975585937 2024-04-09,330.25 2024-04-10,327.82000732421875 2024-04-11,324.8999938964844 2024-04-12,314.9700012207031 2024-04-15,304.739990234375 2024-04-16,305.1000061035156 2024-04-17,300.1400146484375 2024-04-18,301.3399963378906 2024-04-19,298.9800109863281 2024-04-22,300.82000732421875 2024-04-23,311.8800048828125 2024-04-24,313.7799987792969 2024-04-25,310.5 2024-04-26,309.0199890136719 2024-04-29,304.82000732421875 2024-04-30,282.3800048828125 2024-05-01,284.5199890136719 2024-05-02,286.5400085449219 2024-05-03,287.8699951171875 2024-05-06,287.3699951171875 2024-05-07,286.5199890136719 2024-05-08,273.6499938964844 2024-05-09,280.3900146484375 2024-05-10,271.70001220703125 2024-05-13,272.739990234375 2024-05-14,278.0799865722656 2024-05-15,280.32000732421875 2024-05-16,273.5599975585937 2024-05-17,271.5 2024-05-20,267.44000244140625 2024-05-21,264.0199890136719 2024-05-22,261.1199951171875 2024-05-23,252.38999938964844 2024-05-24,255.6199951171875 2024-05-28,253.7700042724609 2024-05-29,252.75999450683597 2024-05-30,256.5 2024-05-31,257.2099914550781 2024-06-03,254.52999877929688 2024-06-04,248.91000366210935 2024-06-05,256.010009765625 2024-06-06,257.4599914550781 2024-06-07,255.5399932861328 2024-06-10,255.6999969482422 2024-06-11,253.27999877929688 2024-06-12,266.1300048828125 2024-06-13,271.2799987792969 2024-06-14,256.010009765625 2024-06-17,245.5200042724609 2024-06-18,242.1999969482422 2024-06-20,242.6100006103516 2024-06-21,242.19000244140625 2024-06-24,237.0800018310547 2024-06-25,235.22999572753903 2024-06-26,243.6100006103516 2024-06-27,243.0 2024-06-28,241.42999267578125 2024-07-01,238.63999938964844 2024-07-02,239.7400054931641 2024-07-03,243.3699951171875 2024-07-05,243.6000061035156 2024-07-08,248.94000244140625 2024-07-09,247.47999572753903 2024-07-10,249.1300048828125 2024-07-11,256.29998779296875 2024-07-12,242.6499938964844 2024-07-15,240.2700042724609 2024-07-16,247.5399932861328 2024-07-17,250.5800018310547 2024-07-18,250.66000366210935 2024-07-19,251.6000061035156 2024-07-22,249.30999755859372 2024-07-23,250.6499938964844 2024-07-24,244.8000030517578 2024-07-25,226.0500030517578 2024-07-26,220.4499969482422 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2024-09-13,221.5495303985919,236.16031490537242 2024-09-16,222.8714142922553,244.4859047672167 2024-09-17,224.36892400248144,250.74995840680918 2024-09-18,225.79112056863838,253.7184266331762 2024-09-19,227.41916310654773,257.2701527869117 2024-09-20,228.6955451860787,256.4375670796529 2024-09-23,229.93556219134064,255.84113196718585 2024-09-24,230.8528948341609,252.97258590815125 2024-09-25,231.30746723789255,247.61294552699314 2024-09-26,232.1968354184841,248.55167205196443 2024-09-27,233.3924659276363,252.0420270503445 2024-09-30,234.50239935215455,253.62863142033282 2024-10-01,234.9834927113773,249.4272744514799 2024-10-02,234.97450318873325,243.05697012392596 2024-10-03,234.89910687808072,239.06495106114804 2024-10-04,235.11330472593448,239.49128420809313 2024-10-07,234.9011492607072,236.27617915067123 2024-10-08,234.65166799280442,234.24988626162096 2024-10-09,234.40022698213608,233.17821052589508 2024-10-10,233.89732266973715,230.46988640023864 2024-10-11,232.9314534482811,224.94730950488997 2024-10-14,231.96651016319151,221.74202407505535 2024-10-15,230.9155679193877,219.08722258596472 2024-10-16,229.71981676391678,216.19206826713418 2024-10-17,228.58456045269025,214.87288200189153 2024-10-18,227.74637523314902,216.45847540061436 2024-10-21,226.7510760888656,215.7789085333118 2024-10-22,225.43814928548707,212.36922203954197 2024-10-23,223.99100890800133,208.93056204638094 2024-10-24,223.18466088505832,212.12775917718804 2024-10-25,222.60880629036498,215.62565383597115 2024-10-28,221.84079095656173,215.64409026385107 2024-10-29,220.9210313344228,213.99182772353126 2024-10-30,219.92800608974846,212.05617550683792 2024-10-31,218.6132537817447,207.82408740477868 2024-11-01,217.59767058589713,207.60492898534204 2024-11-04,216.7797946084215,208.83808719747284 2024-11-05,216.0965840110594,210.36303386594892 2024-11-06,216.2723325947229,218.29490139257067 2024-11-07,216.27375379631164,221.06518002354403 2024-11-08,216.17371955758586,221.49250628258898 2024-11-11,216.38987880281866,224.20104497059643 2024-11-12,216.20494159296945,222.10360824817755 2024-11-13,215.77316905263947,218.58101418229631 2024-11-14,215.79478347147912,220.2930821139889 2024-11-15,215.9535099934021,222.34254925412435 2024-11-18,216.51085235884815,226.8531358122593 2024-11-19,216.57450923725852,225.12971847777223 2024-11-20,216.72371911438663,224.79711630510536 2024-11-21,217.15091273693358,226.95739720564012 2024-11-22,217.41280352386755,226.76780792667046 2024-11-25,218.61053310856389,234.71379223346617 2024-11-26,218.94252230119503,231.8960245982194 2024-11-27,219.3743435583211,231.1641304280211 2024-11-29,219.98996102216287,232.39949705080477 2024-12-02,220.66797322123824,233.75082475066347 2024-12-03,221.30835145229983,234.32243153114766 2024-12-04,222.00363844546695,235.2528741971598 2024-12-05,222.18591215360127,231.514975432196 2024-12-06,222.65530026712366,231.96424985343512 2024-12-09,223.4415187942631,235.10678985771875 2024-12-10,224.1657702772478,236.5493853213951 2024-12-11,225.00949413972918,238.56949679330376 2024-12-12,225.56930173806484,237.46182324974853 2024-12-13,226.08262950164553,236.59265376546637 2024-12-16,226.23100969303343,233.1282818130513 2024-12-17,226.29140950108763,230.53986323735066 2024-12-18,225.31090083565937,220.24169484096214 2024-12-19,224.43747046629173,215.32009828131015 2024-12-20,223.4461665115214,211.5393756089581 2024-12-23,222.28038543153832,207.86690672988618 2024-12-24,221.55645981754668,209.49614989176962 2024-12-26,220.99956357955278,211.7762413090768 2024-12-27,220.2101640050869,210.94225105786103 2024-12-30,219.14942269716778,207.93134287890814 2024-12-31,218.26806824026278,207.515230613935 2025-01-02,217.4317810801711,207.42971614334044 2025-01-03,216.6249857715589,207.38173575842984 2025-01-06,216.54621341356278,213.3580012127239 2025-01-07,216.38989168012552,215.89433775340956 2025-01-08,216.10365784069563,215.9900037268424 2025-01-10,215.6254759955063,214.15807653618427 2025-01-13,215.27498593569578,213.98409849299972 2025-01-14,214.73770227482524,212.0841042930523 2025-01-15,214.57360737828367,214.0147582872938 2025-01-16,214.62327478022345,216.80785616318616 2025-01-17,215.0174798964242,221.2383560887019 2025-01-21,215.63932324450536,225.63431838905797 2025-01-22,216.5013708809493,230.15093258468113 2025-01-23,217.5020003720797,233.9071018721767 2025-01-24,218.35422937869126,234.8023899808435 2025-01-27,218.94310153458954,233.10003296616412 2025-01-28,219.2702634267086,229.9511996909386 2025-01-29,219.4728028495698,227.17602849911515 2025-01-30,219.72632324362536,226.1452842760463 2025-01-31,219.5664305269294,222.12769976960516 2025-02-03,219.2041594559386,218.17903270119604 2025-02-04,218.79260235718598,215.56750711545072 2025-02-05,218.5070875698433,215.21043973693142 2025-02-06,218.36796789846804,216.30169670600333 2025-02-07,217.73280856829524,212.66762191687263 2025-02-10,217.22635281022258,211.63940642976792 2025-02-11,216.64958404064046,210.38693508164906 2025-02-12,215.76932273715082,206.96728442892513 2025-02-13,214.90560164856637,205.01663160190952 2025-02-14,214.2080809964505,205.1800517012138 2025-02-18,213.25537435739042,202.91267826476712 2025-02-19,212.3232496017569,201.58020853670644 2025-02-20,211.19934251381486,198.9390893366496 2025-02-21,209.6416754552763,193.42869011527785 2025-02-24,208.18252906691038,190.80755104856962 2025-02-25,206.53427855518495,187.35509142498321 2025-02-26,205.26698095188874,188.28899400067849 2025-02-27,203.71543796882943,186.0063952016716 2025-02-28,202.32594477421128,185.66563813599845 2025-03-03,200.23951365881678,179.03245148861782 2025-03-04,197.9245814547881,172.7518782646578 2025-03-05,196.00680185402237,172.0358584330226 2025-03-06,194.04801158961672,170.7403087080017 2025-03-07,192.30473264396917,171.27669675154775 2025-03-10,189.98573960799513,166.03434701497872 2025-03-11,187.90060181732088,164.38281961813357 2025-03-12,185.8887219047299,163.41627626890977 2025-03-13,183.72182270821736,160.8593311101875 2025-03-14,182.03673191812643,162.84520832894202 2025-03-17,180.66195413616722,165.98390771144872 2025-03-18,179.03758200387597,164.96845197405986 2025-03-19,177.6062276424356,165.36286607488643 2025-03-20,176.42707959496497,167.10784169297477 2025-03-21,175.3028973995957,167.96140542594824 2025-03-24,174.35754638438564,169.39060794266788 2025-03-25,173.4450185915504,169.9290770154969 2025-03-26,172.3593191263804,168.2096139982919 2025-03-27,171.19734108000492,166.04544438807895 2025-03-28,169.77523096230743,162.06632634317603 2025-03-31,168.41091285385744,159.78601275134284 2025-04-01,167.0740155973351,158.2363171508086 2025-04-02,166.19422068471397,160.80796956864535 " 3280,US,technical,"From July 24, 2019 to April 03, 2020, how many times did a golden cross occur between the 60-day and 20-day Triple Exponential Moving Average lines for Parker Hannifin? (Smoothing factor alpha = 2 / (n + 1); Require 6n data points to warm up; Use the first data point as the initial value) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",7.0,medium,moving average,TEMA = 3 * EMA1 - 3 * EMA2 + EMA3; EMA1 = EMA_n(P); EMA2 = EMA_n(EMA1); EMA3 = EMA_n(EMA2),"date,close 2018-02-15,184.6300048828125 2018-02-16,183.22000122070312 2018-02-20,181.6100006103516 2018-02-21,181.3000030517578 2018-02-22,183.9199981689453 2018-02-23,183.57000732421875 2018-02-26,185.5500030517578 2018-02-27,181.88999938964844 2018-02-28,178.47000122070312 2018-03-01,177.3000030517578 2018-03-02,175.5500030517578 2018-03-05,177.1199951171875 2018-03-06,177.83999633789062 2018-03-07,176.38999938964844 2018-03-08,181.16000366210935 2018-03-09,186.5800018310547 2018-03-12,182.3600006103516 2018-03-13,181.8600006103516 2018-03-14,179.4600067138672 2018-03-15,180.0800018310547 2018-03-16,182.7100067138672 2018-03-19,181.8999938964844 2018-03-20,180.38999938964844 2018-03-21,181.75 2018-03-22,175.8699951171875 2018-03-23,169.24000549316406 2018-03-26,174.6199951171875 2018-03-27,170.36000061035156 2018-03-28,168.14999389648438 2018-03-29,171.02999877929688 2018-04-02,166.5800018310547 2018-04-03,168.75999450683594 2018-04-04,170.9499969482422 2018-04-05,172.17999267578125 2018-04-06,167.44000244140625 2018-04-09,167.22999572753906 2018-04-10,172.41000366210938 2018-04-11,170.36000061035156 2018-04-12,172.55999755859375 2018-04-13,172.47999572753906 2018-04-16,174.52000427246094 2018-04-17,175.85000610351562 2018-04-18,178.4600067138672 2018-04-19,176.17999267578125 2018-04-20,176.38999938964844 2018-04-23,171.9600067138672 2018-04-24,163.35000610351562 2018-04-25,168.27000427246094 2018-04-26,162.5500030517578 2018-04-27,164.3800048828125 2018-04-30,164.6199951171875 2018-05-01,167.97000122070312 2018-05-02,167.82000732421875 2018-05-03,168.3699951171875 2018-05-04,170.9499969482422 2018-05-07,170.50999450683594 2018-05-08,171.11000061035156 2018-05-09,174.5399932861328 2018-05-10,174.25 2018-05-11,175.1199951171875 2018-05-14,176.42999267578125 2018-05-15,176.66000366210938 2018-05-16,176.8699951171875 2018-05-17,178.32000732421875 2018-05-18,179.08999633789062 2018-05-21,182.42999267578125 2018-05-22,178.22000122070312 2018-05-23,177.83999633789062 2018-05-24,177.47999572753906 2018-05-25,177.1300048828125 2018-05-29,172.72999572753906 2018-05-30,175.1999969482422 2018-05-31,170.89999389648438 2018-06-01,172.7100067138672 2018-06-04,172.22999572753906 2018-06-05,173.07000732421875 2018-06-06,174.17999267578125 2018-06-07,175.47999572753906 2018-06-08,174.7100067138672 2018-06-11,174.5 2018-06-12,174.1699981689453 2018-06-13,172.13999938964844 2018-06-14,171.91000366210938 2018-06-15,170.9199981689453 2018-06-18,169.5500030517578 2018-06-19,163.61000061035156 2018-06-20,164.47000122070312 2018-06-21,158.5 2018-06-22,157.3800048828125 2018-06-25,155.75999450683594 2018-06-26,155.8300018310547 2018-06-27,153.9600067138672 2018-06-28,154.8300018310547 2018-06-29,155.85000610351562 2018-07-02,156.08999633789062 2018-07-03,156.80999755859375 2018-07-05,157.0800018310547 2018-07-06,156.82000732421875 2018-07-09,159.7899932861328 2018-07-10,160.02999877929688 2018-07-11,157.9600067138672 2018-07-12,158.60000610351562 2018-07-13,161.50999450683594 2018-07-16,157.6999969482422 2018-07-17,158.75 2018-07-18,162.10000610351562 2018-07-19,165.0800018310547 2018-07-20,163.47000122070312 2018-07-23,159.77000427246094 2018-07-24,161.72999572753906 2018-07-25,163.14999389648438 2018-07-26,165.17999267578125 2018-07-27,164.4199981689453 2018-07-30,163.50999450683594 2018-07-31,169.0500030517578 2018-08-01,165.66000366210938 2018-08-02,171.57000732421875 2018-08-03,172.50999450683594 2018-08-06,174.3000030517578 2018-08-07,174.08999633789062 2018-08-08,172.77999877929688 2018-08-09,170.99000549316406 2018-08-10,168.0 2018-08-13,167.27999877929688 2018-08-14,166.2100067138672 2018-08-15,166.49000549316406 2018-08-16,168.24000549316406 2018-08-17,169.57000732421875 2018-08-20,170.10000610351562 2018-08-21,172.07000732421875 2018-08-22,170.67999267578125 2018-08-23,169.0800018310547 2018-08-24,171.52999877929688 2018-08-27,174.66000366210938 2018-08-28,175.13999938964844 2018-08-29,175.80999755859375 2018-08-30,175.08999633789062 2018-08-31,175.60000610351562 2018-09-04,174.74000549316406 2018-09-05,176.55999755859375 2018-09-06,177.8300018310547 2018-09-07,177.72000122070312 2018-09-10,180.32000732421875 2018-09-11,180.1999969482422 2018-09-12,183.3500061035156 2018-09-13,184.67999267578125 2018-09-14,187.1499938964844 2018-09-17,187.4499969482422 2018-09-18,188.88999938964844 2018-09-19,190.47999572753903 2018-09-20,190.50999450683597 2018-09-21,190.5800018310547 2018-09-24,189.63999938964844 2018-09-25,188.2700042724609 2018-09-26,186.77999877929688 2018-09-27,186.5 2018-09-28,183.92999267578125 2018-10-01,184.8699951171875 2018-10-02,184.8600006103516 2018-10-03,185.3999938964844 2018-10-04,184.97000122070312 2018-10-05,182.3699951171875 2018-10-08,181.47000122070312 2018-10-09,178.36000061035156 2018-10-10,172.1300048828125 2018-10-11,165.60000610351562 2018-10-12,167.3000030517578 2018-10-15,163.52999877929688 2018-10-16,165.10000610351562 2018-10-17,162.5399932861328 2018-10-18,159.3300018310547 2018-10-19,157.8699951171875 2018-10-22,157.4499969482422 2018-10-23,152.02999877929688 2018-10-24,146.5 2018-10-25,146.6999969482422 2018-10-26,145.4600067138672 2018-10-29,145.22000122070312 2018-10-30,148.30999755859375 2018-10-31,151.6300048828125 2018-11-01,159.35000610351562 2018-11-02,161.64999389648438 2018-11-05,164.10000610351562 2018-11-06,167.1699981689453 2018-11-07,171.02999877929688 2018-11-08,171.0 2018-11-09,167.3300018310547 2018-11-12,165.0500030517578 2018-11-13,164.44000244140625 2018-11-14,166.72000122070312 2018-11-15,169.94000244140625 2018-11-16,171.30999755859375 2018-11-19,167.57000732421875 2018-11-20,163.7100067138672 2018-11-21,164.47000122070312 2018-11-23,163.5399932861328 2018-11-26,166.2899932861328 2018-11-27,164.32000732421875 2018-11-28,168.9199981689453 2018-11-29,168.89999389648438 2018-11-30,172.0399932861328 2018-12-03,175.17999267578125 2018-12-04,166.47000122070312 2018-12-06,163.32000732421875 2018-12-07,157.0399932861328 2018-12-10,156.3000030517578 2018-12-11,153.8300018310547 2018-12-12,155.92999267578125 2018-12-13,154.3699951171875 2018-12-14,151.02000427246094 2018-12-17,149.85000610351562 2018-12-18,148.6999969482422 2018-12-19,147.63999938964844 2018-12-20,145.8699951171875 2018-12-21,145.5800018310547 2018-12-24,141.11000061035156 2018-12-26,148.1699981689453 2018-12-27,149.9600067138672 2018-12-28,148.25 2018-12-31,149.13999938964844 2019-01-02,150.38999938964844 2019-01-03,144.83999633789062 2019-01-04,151.3300018310547 2019-01-07,151.8800048828125 2019-01-08,155.0500030517578 2019-01-09,156.25 2019-01-10,157.9600067138672 2019-01-11,157.97999572753906 2019-01-14,156.1699981689453 2019-01-15,154.39999389648438 2019-01-16,155.82000732421875 2019-01-17,159.52000427246094 2019-01-18,162.49000549316406 2019-01-22,158.35000610351562 2019-01-23,156.80999755859375 2019-01-24,158.07000732421875 2019-01-25,160.99000549316406 2019-01-28,157.66000366210938 2019-01-29,162.1199951171875 2019-01-30,165.0 2019-01-31,164.80999755859375 2019-02-01,164.38999938964844 2019-02-04,165.49000549316406 2019-02-05,166.2100067138672 2019-02-06,166.0 2019-02-07,162.30999755859375 2019-02-08,162.08999633789062 2019-02-11,163.83999633789062 2019-02-12,170.08999633789062 2019-02-13,171.3699951171875 2019-02-14,169.07000732421875 2019-02-15,173.66000366210938 2019-02-19,173.3300018310547 2019-02-20,175.33999633789062 2019-02-21,174.94000244140625 2019-02-22,175.77000427246094 2019-02-25,176.25 2019-02-26,175.24000549316406 2019-02-27,177.5399932861328 2019-02-28,176.16000366210938 2019-03-01,176.0500030517578 2019-03-04,174.57000732421875 2019-03-05,174.3699951171875 2019-03-06,172.24000549316406 2019-03-07,170.3699951171875 2019-03-08,169.02999877929688 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2019-05-23,172.5547858078055,160.42867471714243 2019-05-24,171.11277415009383,158.75650172624498 2019-05-28,169.47366800951826,156.67887136690874 2019-05-29,168.01193856397643,155.25766927635033 2019-05-30,166.75716559681905,154.48700799542178 2019-05-31,165.13063343320428,152.70614715872466 2019-06-03,163.98810137020314,152.36409976037805 2019-06-04,163.39630972979046,153.4644625008404 2019-06-05,162.960501778531,154.75749687750118 2019-06-06,162.52526556496332,155.7998392258402 2019-06-07,162.4609808242237,157.63507761301656 2019-06-10,162.5277532158638,159.51881649662639 2019-06-11,162.62375590176987,161.17468883628572 2019-06-12,162.50711324503786,161.978228755721 2019-06-13,162.49599532889854,162.9053944903227 2019-06-14,162.34085283392218,163.26607166812727 2019-06-17,161.94909879738427,162.88077000205075 2019-06-18,162.0660437231087,163.8732019397923 2019-06-19,162.28389513960695,164.96882626574245 2019-06-20,162.91760304865156,167.019182854316 2019-06-21,163.417462107183,168.4182401308765 2019-06-24,163.77258961338316,169.22316464555485 2019-06-25,163.9928917150588,169.53903452446434 2019-06-26,164.3627815138333,170.20462722940698 2019-06-27,164.54303870897297,170.25744976402947 2019-06-28,164.8644567181997,170.6767938735491 2019-07-01,165.1663680427476,170.98369441300628 2019-07-02,165.2213420899137,170.5753834617904 2019-07-03,165.3772692171422,170.48842020500982 2019-07-05,165.3381883214221,169.8785885062157 2019-07-08,165.22793136785276,169.14724007901896 2019-07-09,164.89405286436153,167.89305564187433 2019-07-10,164.4329213426298,166.4400536662643 2019-07-11,164.16321912867542,165.67755169208345 2019-07-12,164.45252133405515,166.52111640685243 2019-07-15,164.60230780925997,166.873670502518 2019-07-16,165.05819864810732,168.01146278189466 2019-07-17,165.13969568581768,167.98802932619347 2019-07-18,165.06580628465338,167.54305739717702 2019-07-19,165.36517940592225,168.16821062607167 2019-07-22,165.71286903508692,168.84950217213762 2019-07-23,166.64891322733598,171.05457152186528 2019-07-24,167.67615220580583,173.24955749753033 2019-07-25,168.54720781944096,174.7692657489864 2019-07-26,169.13443137335287,175.35434209951234 2019-07-29,169.48416539536314,175.24853616413574 2019-07-30,170.1928970115598,176.16283571801154 2019-07-31,170.69177600384995,176.42592072813 2019-08-01,170.9463440869837,176.0253132366524 2019-08-02,170.81508260406207,174.6561006670072 2019-08-05,170.16582039809242,172.07292657433743 2019-08-06,169.89926310933154,170.87121712418804 2019-08-07,169.42002780551067,169.25527797881105 2019-08-08,169.23698678766726,168.65704602953798 2019-08-09,168.78688649121457,167.41426840293636 2019-08-12,168.07955732309264,165.62786837149417 2019-08-13,167.81245625721806,165.25857103105625 2019-08-14,166.92205124169186,163.2321503868984 2019-08-15,165.96856179511948,161.27069725275112 2019-08-16,165.47820543346262,160.79290853399965 2019-08-19,165.35685346924083,161.3576871755286 2019-08-20,165.066952070892,161.37279612237506 2019-08-21,164.85739571206486,161.58272564308695 2019-08-22,164.69933451617067,161.88471088201655 2019-08-23,163.9433143885623,160.49772289103188 2019-08-26,163.2896064008992,159.53203854876784 2019-08-27,162.6121257663078,158.58885931501504 2019-08-28,162.1202727460574,158.2325438534358 2019-08-29,162.12693966932773,159.24225763036767 2019-08-30,162.2926606595542,160.528290858348 2019-09-03,161.9950899197716,160.36453541056503 2019-09-04,161.9340849283332,160.8353431082076 2019-09-05,162.68354191754204,163.42874510621817 2019-09-06,163.56464832410603,166.04340528302828 2019-09-09,164.77004308629802,169.21061405720945 2019-09-10,166.26470611186141,172.77832707525798 2019-09-11,167.9661934123712,176.48552751410395 2019-09-12,169.28615280846174,178.7252482206035 2019-09-13,170.58028893750782,180.6558205512358 2019-09-16,171.49914656400145,181.37117473753727 2019-09-17,172.35170678484428,181.8667580173456 2019-09-18,173.14452460937056,182.19108149479706 2019-09-19,173.76482333848313,182.06069987425144 2019-09-20,174.26231867595928,181.6679934137569 2019-09-23,175.1061880601682,182.3237917448571 2019-09-24,175.57133337902098,181.92665463547624 2019-09-25,176.31564591501245,182.39791138878846 2019-09-26,176.9229685784071,182.4990499346388 2019-09-27,177.51786994942557,182.61544131615022 2019-09-30,178.0827476666983,182.69768169646207 2019-10-01,178.14052963408392,181.4499349907173 2019-10-02,177.76854760500228,179.24156046039434 2019-10-03,177.49818996135414,177.63081336488221 2019-10-04,177.48311495879963,176.95720836727335 2019-10-07,177.09415428923512,175.3878643489598 2019-10-08,176.31854164982744,172.99117292029766 2019-10-09,175.7051503080083,171.35499038946554 2019-10-10,175.40396713863515,170.7878077188662 2019-10-11,175.9662702535014,172.65714200692196 2019-10-14,176.37416493702395,173.89430581866515 2019-10-15,176.95141090285028,175.46100953425133 2019-10-16,177.4574605198469,176.66470382562338 2019-10-17,178.21829217186144,178.44072736660507 2019-10-18,179.04105368410137,180.19799153206822 2019-10-21,179.69574470623436,181.31672596871564 2019-10-22,180.6353424765085,183.11257694031156 2019-10-23,181.56503404373683,184.70444945646602 2019-10-24,182.26222988838376,185.5154568277992 2019-10-25,183.37818571617544,187.4184919656032 2019-10-28,184.3828975230141,188.84134099061995 2019-10-29,185.5589498993671,190.61736806059275 2019-10-30,186.74622558563678,192.27259368774605 2019-10-31,186.85174153106706,190.8484176633362 2019-11-01,188.12156098163715,192.8386413746783 2019-11-04,189.5571347180729,195.10999747528086 2019-11-05,190.89387184398592,196.9138532877245 2019-11-06,192.18117134576914,198.44758437822546 2019-11-07,193.3777547744871,199.63648149115159 2019-11-08,194.51453986204365,200.61062712130627 2019-11-11,195.49584255665786,201.1383897524366 2019-11-12,196.27791238930772,201.15649423038064 2019-11-13,196.79045346729174,200.53528061417558 2019-11-14,197.1467910593357,199.65912364430565 2019-11-15,197.69387354906175,199.50090940311313 2019-11-18,198.18333355842654,199.293930005512 2019-11-19,198.59595891625636,198.98946317365207 2019-11-20,198.8472088299379,198.3662296010718 2019-11-21,199.23875992153677,198.28142287615168 2019-11-22,199.69690202296783,198.46577110879406 2019-11-25,200.50759272454476,199.6638948148075 2019-11-26,201.08927874223812,200.1681894450996 2019-11-27,201.56597824558014,200.40089282390207 2019-11-29,201.8977487423748,200.28491642361965 2019-12-02,202.06825141082044,199.81583137558687 2019-12-03,202.0860985626361,199.05658710986185 2019-12-04,202.21356154887474,198.75271142049905 2019-12-05,202.50280828900816,198.98717673603406 2019-12-06,203.0415658598574,199.93133078902528 2019-12-09,203.44447019800631,200.44849776135828 2019-12-10,203.89345134108171,201.08598791309797 2019-12-11,204.67579531617693,202.61172260543455 2019-12-12,205.6746885350486,204.60121032027752 2019-12-13,206.32669895149385,205.4664095721619 2019-12-16,207.0260421189232,206.42027526367912 2019-12-17,207.2964986909363,206.155492875472 2019-12-18,207.80239183098675,206.62932704017948 2019-12-19,208.2344935580043,206.90847542354322 2019-12-20,208.6793883560829,207.2519398467846 2019-12-23,209.20667932126537,207.84091587029246 2019-12-24,209.51789427309896,207.83205952701317 2019-12-26,209.90678975393524,208.0973968238151 2019-12-27,210.19520779151856,208.1169203233105 2019-12-30,210.33164684197982,207.77865499194525 2019-12-31,210.44979183098374,207.48785866273886 2020-01-02,210.9212507988486,208.24865286544252 2020-01-03,211.0666517562826,208.08124242266715 2020-01-06,211.19643109246564,207.9428491393642 2020-01-07,211.26326229495538,207.69859893760582 2020-01-08,211.32472779118186,207.51567000398722 2020-01-09,211.41568210930356,207.47899415400533 2020-01-10,211.31366070621775,206.9622789880011 2020-01-13,211.46823418394075,207.24589024310177 2020-01-14,211.47386264910523,207.125516260316 2020-01-15,211.33085732495505,206.64911696727214 2020-01-16,211.41362943051934,206.87723387068476 2020-01-17,211.40716293191628,206.86389252976056 2020-01-21,210.91773223520113,205.56372283861873 2020-01-22,210.1329986519078,203.63980343241624 2020-01-23,209.6798888228671,202.86912049677034 2020-01-24,208.90955039153445,201.33769868403377 2020-01-27,207.7736200646756,198.99994024902526 2020-01-28,206.9665550533125,197.83763951624803 2020-01-29,206.41471831052058,197.5002423399978 2020-01-30,206.4744198653351,198.85440220468632 2020-01-31,205.62284727651272,197.54499612061494 2020-02-03,205.05175633654582,197.14002890921628 2020-02-04,205.27190539337835,198.9177579025709 2020-02-05,205.88325503298356,201.52471979397208 2020-02-06,206.39314392592644,203.52369989449056 2020-02-07,206.67083407819982,204.63838877832487 2020-02-10,207.07950969815371,205.97003537184582 2020-02-11,207.72199219691046,207.77643996471494 2020-02-12,208.4745004904468,209.6679718980632 2020-02-13,209.0878824863101,210.96152126857208 2020-02-14,209.54130433033134,211.67817964264907 2020-02-18,209.83822529156953,211.90097194345287 2020-02-19,210.2227743950079,212.35710477238732 2020-02-20,210.90813266129683,213.60106020114668 2020-02-21,211.53399230837465,214.5589092527812 2020-02-24,210.9609157580049,212.16396545776084 2020-02-25,209.59569139009983,207.92835966306387 2020-02-26,207.85381330750596,203.19668344840258 2020-02-27,205.86073868682755,198.35625688284895 2020-02-28,203.88344477117525,194.13160847891976 2020-03-02,202.77512824211829,192.75747365013353 2020-03-03,201.15801682022078,190.12347070786996 2020-03-04,200.41165756007854,190.13288815733992 2020-03-05,198.1785662610215,186.03499920482204 2020-03-06,194.8107627761244,179.27703305912286 2020-03-09,189.90181766494672,169.053648951507 2020-03-10,186.60895847521866,164.3586868966267 2020-03-11,182.35625509022708,157.47695824562243 2020-03-12,176.74652239513014,147.56834747791885 2020-03-13,172.45727541351755,142.26536831369768 2020-03-16,166.31537735327365,132.33546827884737 2020-03-17,161.09130148882662,125.85986912619583 2020-03-18,154.27496897616058,115.55016642117229 2020-03-19,148.09228989406083,107.90518272864679 2020-03-20,142.16949858755646,101.55159987778751 2020-03-23,136.20129096189126,95.47501207519821 2020-03-24,132.3677967784727,95.56007339501335 2020-03-25,129.87069615227193,98.87388038140082 2020-03-26,127.96096849187427,102.9883792248088 2020-03-27,125.33668634496308,104.27030460900866 2020-03-30,123.79018451483344,107.95692804448868 2020-03-31,122.33040175126831,111.06780638117556 2020-04-01,119.71286986456039,110.29635651735714 2020-04-02,117.57272745068468,110.57762891216504 2020-04-03,115.32992322383737,110.20948802096453 " 3281,US,technical,"How many golden cross occurred between the 10-day and 20-day Triple Exponential Moving Average lines for Centene Corporation from April 26, 2021 to April 01, 2022? (Smoothing factor alpha = 2 / (n + 1); Require 6n data points to warm up; Use the first data point as the initial value) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",16.0,medium,moving average,TEMA = 3 * EMA1 - 3 * EMA2 + EMA3; EMA1 = EMA_n(P); EMA2 = EMA_n(EMA1); EMA3 = EMA_n(EMA2),"date,close 2020-10-30,59.09999847412109 2020-11-02,62.380001068115234 2020-11-03,64.63999938964844 2020-11-04,63.9900016784668 2020-11-05,67.87999725341797 2020-11-06,67.93000030517578 2020-11-09,68.81999969482422 2020-11-10,71.12000274658203 2020-11-11,69.4000015258789 2020-11-12,68.83000183105469 2020-11-13,69.05000305175781 2020-11-16,67.66999816894531 2020-11-17,67.27999877929688 2020-11-18,65.95999908447266 2020-11-19,63.61000061035156 2020-11-20,62.959999084472656 2020-11-23,63.91999816894531 2020-11-24,63.38999938964844 2020-11-25,62.18999862670898 2020-11-27,63.16999816894531 2020-11-30,61.650001525878906 2020-12-01,62.869998931884766 2020-12-02,63.84000015258789 2020-12-03,63.68000030517578 2020-12-04,64.5999984741211 2020-12-07,64.56999969482422 2020-12-08,65.01000213623047 2020-12-09,63.45000076293945 2020-12-10,61.310001373291016 2020-12-11,60.709999084472656 2020-12-14,59.72999954223633 2020-12-15,60.380001068115234 2020-12-16,61.02999877929688 2020-12-17,62.09000015258789 2020-12-18,61.150001525878906 2020-12-21,58.68999862670898 2020-12-22,58.06999969482422 2020-12-23,58.68000030517578 2020-12-24,58.02000045776367 2020-12-28,58.83000183105469 2020-12-29,59.02999877929688 2020-12-30,58.91999816894531 2020-12-31,60.02999877929688 2021-01-04,62.09000015258789 2021-01-05,61.06999969482422 2021-01-06,67.66000366210938 2021-01-07,69.75 2021-01-08,68.20999908447266 2021-01-11,68.68000030517578 2021-01-12,68.13999938964844 2021-01-13,66.51000213623047 2021-01-14,65.02999877929688 2021-01-15,63.9900016784668 2021-01-19,62.790000915527344 2021-01-20,62.41999816894531 2021-01-21,62.75 2021-01-22,61.5099983215332 2021-01-25,60.93000030517578 2021-01-26,60.09999847412109 2021-01-27,58.41999816894531 2021-01-28,60.77000045776367 2021-01-29,60.29999923706055 2021-02-01,59.59999847412109 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2021-09-03,64.02782895338638,62.956990107116056 2021-09-07,64.00402580844798,63.041153199304745 2021-09-08,63.55935051674557,62.88050326491168 2021-09-09,62.85934335161011,62.53161918204823 2021-09-10,61.39145423322799,61.68148744082649 2021-09-13,61.86895844915641,61.823849520169915 2021-09-14,61.269247980155896,61.41250218220041 2021-09-15,61.2711792345263,61.307445138003104 2021-09-16,61.28346505272772,61.227693446326455 2021-09-17,62.69628850321847,61.96945448721401 2021-09-20,63.5199112928636,62.51449638758295 2021-09-21,63.49003643222932,62.642562103749185 2021-09-22,63.38512300828087,62.71471258907728 2021-09-23,63.14657059048467,62.690704467773614 2021-09-24,63.075980220802194,62.7325932958733 2021-09-27,63.478482010773604,63.03280230007721 2021-09-28,63.589085975658854,63.195555018122505 2021-09-29,63.54158597152515,63.267552222294825 2021-09-30,63.06789675533875,63.080226148725615 2021-10-01,63.07908363326937,63.119065397669786 2021-10-04,62.84929762031797,63.0164159178169 2021-10-05,62.77692104050711,62.97947688757712 2021-10-06,62.88019640536102,63.03540617607074 2021-10-07,63.371772337639435,63.322724948528474 2021-10-08,63.860023217843505,63.650515835816236 2021-10-11,63.618955124595175,63.597294530987085 2021-10-12,63.4183091313938,63.53492652160452 2021-10-13,62.77940139215681,63.19567387913757 2021-10-14,62.93620133607619,63.250768896745655 2021-10-15,63.9911771929086,63.83687572786707 2021-10-18,64.0984934078967,63.974024492066036 2021-10-19,64.47181750139859,64.26314007554731 2021-10-20,66.2328797098268,65.37076813291307 2021-10-21,67.7845933502956,66.50163993034283 2021-10-22,68.87810158595136,67.47740392379028 2021-10-25,68.96182657266033,67.92708046284896 2021-10-26,70.29982629924471,69.05083092287452 2021-10-27,70.92684241858039,69.83625784072561 2021-10-28,71.74032135228049,70.7248721252734 2021-10-29,72.0298519783232,71.32414712634169 2021-11-01,72.36367909799424,71.9100051864055 2021-11-02,71.42085545096376,71.73142603404445 2021-11-03,72.78724752592548,72.73320258505959 2021-11-04,73.58218456844621,73.48443728630113 2021-11-05,74.2243660682479,74.16536864871281 2021-11-08,74.5398268131278,74.65998666752569 2021-11-09,74.99102281003277,75.20352020857673 2021-11-10,75.35513174928126,75.68289468463468 2021-11-11,75.63617337103754,76.09382552611498 2021-11-12,76.01896698572762,76.53694369410515 2021-11-15,75.87130250488524,76.66159052746613 2021-11-16,75.66456865781413,76.69247125374052 2021-11-17,76.02594812829935,76.99094433185846 2021-11-18,75.8633981924871,76.98855154419637 2021-11-19,74.65344219945553,76.33932910314599 2021-11-22,74.31106582467189,76.05420102304495 2021-11-23,74.96358877399489,76.29980322971727 2021-11-24,75.20858566069118,76.3669829646156 2021-11-26,74.59137731999503,75.95436442965806 2021-11-29,74.11715482903531,75.56135425519388 2021-11-30,72.74055504764154,74.60963559577284 2021-12-01,71.28709778067454,73.4985501059052 2021-12-02,70.92152593943274,72.90417262025545 2021-12-03,70.56653754254481,72.32037026121448 2021-12-06,70.71193643188349,72.03145865291525 2021-12-07,71.59942893223828,72.22246419314838 2021-12-08,72.44876722378044,72.50832491903404 2021-12-09,73.48429451869944,73.00285041270787 2021-12-10,75.79759050091813,74.33791742658666 2021-12-13,77.18218315061473,75.34993494933822 2021-12-14,79.72628069012285,77.12914291503522 2021-12-15,82.0148688354837,78.95378956836782 2021-12-16,83.28229676822592,80.33763127375698 2021-12-17,84.00781114700548,81.44440215224884 2021-12-20,84.08867142003005,82.15882544011262 2021-12-21,84.27626126024636,82.85285236945042 2021-12-22,84.91426313172808,83.73881975608515 2021-12-23,85.39449248554905,84.51292951567594 2021-12-27,85.4563018240579,85.01200873609123 2021-12-28,85.44100169658097,85.39672552860415 2021-12-29,85.24561093507819,85.60775739907807 2021-12-30,84.94239919771097,85.67771295288759 2021-12-31,83.96567558620207,85.28134331288346 2022-01-03,83.38941975111547,84.98392627672855 2022-01-04,82.2768990954397,84.29968229589811 2022-01-05,80.95023829270977,83.37621093812352 2022-01-06,78.52556116849654,81.70288750922738 2022-01-07,76.957402717562,80.31910902787334 2022-01-10,76.669762104412,79.57065368821779 2022-01-11,77.55386144051371,79.52491213360699 2022-01-12,78.35718968005632,79.56916045092117 2022-01-13,78.74951215104811,79.49529108852836 2022-01-14,79.3530261667689,79.61284175306906 2022-01-18,78.94090054307495,79.23085146879494 2022-01-19,78.19759331512684,78.64305927012471 2022-01-20,78.33456421836222,78.51707619881033 2022-01-21,77.63750119538288,77.95385071001904 2022-01-24,77.37868536252681,77.60492150771591 2022-01-25,76.71630681778643,77.03145467344851 2022-01-26,75.84623666938242,76.30988492945349 2022-01-27,75.73192484842538,75.97828906595599 2022-01-28,76.15745706802555,75.98607776889013 2022-01-31,76.70475351871337,76.13934375860063 2022-02-01,76.73210701844445,76.073156000736 2022-02-02,77.61515989986356,76.52134245929419 2022-02-03,79.44006668615067,77.60657695326042 2022-02-04,80.21062543508123,78.25654621572102 2022-02-07,80.78875048745732,78.85116849708788 2022-02-08,83.33795073581895,80.60557758509442 2022-02-09,85.10333698606186,82.10989872834459 2022-02-10,85.374291545125,82.86163175177981 2022-02-11,85.07760592469779,83.24364463025194 2022-02-14,84.19587699164946,83.19651542441547 2022-02-15,84.4719960016891,83.6750031939468 2022-02-16,84.66334053604527,84.0831079491688 2022-02-17,84.1000605916334,84.03035079470796 2022-02-18,83.34043241585465,83.7718063555238 2022-02-22,82.47545345186202,83.35203497473579 2022-02-23,81.8968675193936,82.99772486926906 2022-02-24,81.284308545035,82.5625483779963 2022-02-25,82.10222080865873,82.89146691485041 2022-02-28,82.25522055731997,82.91822210656741 2022-03-01,82.6012371069503,83.06820432379297 2022-03-02,83.5245949803216,83.57857445314778 2022-03-03,84.17720546750023,84.01189930925617 2022-03-04,85.16617057454799,84.68379237268844 2022-03-07,84.63688476176088,84.55541986445445 2022-03-08,83.3816340821045,83.93745515400201 2022-03-09,83.10727445506885,83.75163170418918 2022-03-10,83.64428978507047,84.00284640884178 2022-03-11,83.5372503242481,83.93269728868391 2022-03-14,83.87822060504192,84.10538934407225 2022-03-15,84.68057402175113,84.57054768083746 2022-03-16,85.77380091834404,85.26879232093832 2022-03-17,86.97962089583862,86.11646140137076 2022-03-18,87.63417467856317,86.73294660881906 2022-03-21,87.5702530641327,86.96272981278 2022-03-22,87.84582288194196,87.34429521340826 2022-03-23,85.67103683996434,86.3115953600887 2022-03-24,85.20792454229304,86.03315750227429 2022-03-25,85.29613165035,86.02130667577195 2022-03-28,85.20075723561165,85.91023291161477 2022-03-29,85.00097046562662,85.729378773609 2022-03-30,85.52095070860335,85.94415992439933 2022-03-31,84.89125837266003,85.54956676970815 2022-04-01,85.07192056705348,85.5624246904394 " 3282,US,technical,"During December 09, 2022 to January 20, 2023, how many times did AvalonBay Communities's 60-day and 30-day Triple Exponential Moving Average lines form a golden cross? (Smoothing factor alpha = 2 / (n + 1); Require 6n data points to warm up; Use the first data point as the initial value) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",2.0,medium,moving average,TEMA = 3 * EMA1 - 3 * EMA2 + EMA3; EMA1 = EMA_n(P); EMA2 = EMA_n(EMA1); EMA3 = EMA_n(EMA2),"date,close 2021-07-08,217.2700042724609 2021-07-09,220.8300018310547 2021-07-12,223.97000122070312 2021-07-13,221.22000122070312 2021-07-14,224.07000732421875 2021-07-15,224.92999267578125 2021-07-16,225.8699951171875 2021-07-19,223.1699981689453 2021-07-20,228.7400054931641 2021-07-21,228.17999267578125 2021-07-22,224.4499969482422 2021-07-23,226.8000030517578 2021-07-26,226.1999969482422 2021-07-27,228.27999877929688 2021-07-28,227.4499969482422 2021-07-29,229.9199981689453 2021-07-30,227.8300018310547 2021-08-02,228.80999755859372 2021-08-03,228.8999938964844 2021-08-04,227.8800048828125 2021-08-05,229.19000244140625 2021-08-06,228.9199981689453 2021-08-09,227.5399932861328 2021-08-10,222.77999877929688 2021-08-11,222.1999969482422 2021-08-12,222.3000030517578 2021-08-13,224.5500030517578 2021-08-16,225.1100006103516 2021-08-17,224.58999633789065 2021-08-18,222.8699951171875 2021-08-19,223.9499969482422 2021-08-20,224.6300048828125 2021-08-23,223.1499938964844 2021-08-24,221.7899932861328 2021-08-25,222.25999450683597 2021-08-26,224.38999938964844 2021-08-27,225.6199951171875 2021-08-30,228.22000122070312 2021-08-31,229.5800018310547 2021-09-01,232.6000061035156 2021-09-02,233.0200042724609 2021-09-03,232.8500061035156 2021-09-07,227.58999633789065 2021-09-08,230.4900054931641 2021-09-09,226.0 2021-09-10,223.5500030517578 2021-09-13,223.7100067138672 2021-09-14,224.2899932861328 2021-09-15,224.75 2021-09-16,223.67999267578125 2021-09-17,219.88999938964844 2021-09-20,220.47999572753903 2021-09-21,220.7100067138672 2021-09-22,223.47999572753903 2021-09-23,227.2700042724609 2021-09-24,226.41000366210935 2021-09-27,221.66000366210935 2021-09-28,222.1499938964844 2021-09-29,225.0 2021-09-30,221.63999938964844 2021-10-01,222.75999450683597 2021-10-04,224.7899932861328 2021-10-05,224.4600067138672 2021-10-06,226.3500061035156 2021-10-07,226.0399932861328 2021-10-08,223.8500061035156 2021-10-11,223.80999755859372 2021-10-12,226.5 2021-10-13,228.3000030517578 2021-10-14,232.38999938964844 2021-10-15,230.6300048828125 2021-10-18,230.0 2021-10-19,228.5 2021-10-20,233.0 2021-10-21,232.00999450683597 2021-10-22,232.75999450683597 2021-10-25,232.7700042724609 2021-10-26,234.41000366210935 2021-10-27,236.6300048828125 2021-10-28,239.1999969482422 2021-10-29,236.67999267578125 2021-11-01,235.1000061035156 2021-11-02,235.6000061035156 2021-11-03,236.72999572753903 2021-11-04,233.72000122070312 2021-11-05,237.83999633789065 2021-11-08,238.3800048828125 2021-11-09,240.1300048828125 2021-11-10,240.3600006103516 2021-11-11,241.0200042724609 2021-11-12,241.00999450683597 2021-11-15,245.42999267578125 2021-11-16,241.88999938964844 2021-11-17,243.8999938964844 2021-11-18,246.1199951171875 2021-11-19,242.00999450683597 2021-11-22,238.3800048828125 2021-11-23,242.72999572753903 2021-11-24,246.8600006103516 2021-11-26,239.38999938964844 2021-11-29,240.77999877929688 2021-11-30,238.8699951171875 2021-12-01,230.1000061035156 2021-12-02,238.4199981689453 2021-12-03,237.9600067138672 2021-12-06,240.8600006103516 2021-12-07,241.22999572753903 2021-12-08,245.4600067138672 2021-12-09,242.5200042724609 2021-12-10,244.8699951171875 2021-12-13,248.07000732421875 2021-12-14,244.2400054931641 2021-12-15,248.8999938964844 2021-12-16,245.91000366210935 2021-12-17,244.52999877929688 2021-12-20,241.5500030517578 2021-12-21,245.1699981689453 2021-12-22,247.17999267578125 2021-12-23,245.7700042724609 2021-12-27,249.6999969482422 2021-12-28,250.41000366210935 2021-12-29,252.5500030517578 2021-12-30,251.25999450683597 2021-12-31,252.58999633789065 2022-01-03,252.6199951171875 2022-01-04,255.1199951171875 2022-01-05,251.1499938964844 2022-01-06,251.92999267578125 2022-01-07,248.8699951171875 2022-01-10,248.63999938964844 2022-01-11,249.2100067138672 2022-01-12,250.72000122070312 2022-01-13,251.07000732421875 2022-01-14,248.67999267578125 2022-01-18,247.97999572753903 2022-01-19,245.97000122070312 2022-01-20,243.3699951171875 2022-01-21,242.0 2022-01-24,240.38999938964844 2022-01-25,241.5 2022-01-26,240.5 2022-01-27,237.2100067138672 2022-01-28,243.3600006103516 2022-01-31,244.22999572753903 2022-02-01,244.47999572753903 2022-02-02,251.6300048828125 2022-02-03,250.2100067138672 2022-02-04,247.3000030517578 2022-02-07,244.3699951171875 2022-02-08,240.4900054931641 2022-02-09,248.75 2022-02-10,242.0 2022-02-11,240.6699981689453 2022-02-14,238.1499938964844 2022-02-15,239.9600067138672 2022-02-16,239.8699951171875 2022-02-17,236.13999938964844 2022-02-18,235.08999633789065 2022-02-22,236.25 2022-02-23,234.3800048828125 2022-02-24,236.3699951171875 2022-02-25,244.0500030517578 2022-02-28,238.58999633789065 2022-03-01,234.17999267578125 2022-03-02,240.67999267578125 2022-03-03,243.1000061035156 2022-03-04,247.33999633789065 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2022-12-20,163.9217495833347,167.28170065639318 2022-12-21,163.45234460515098,166.36440361024398 2022-12-22,162.9749575818472,165.47686911508669 2022-12-23,162.65196302916374,164.9253760831191 2022-12-27,162.33923173585703,164.41349916959427 2022-12-28,161.89425890744303,163.66680736472276 2022-12-29,161.63869121136514,163.3121282734338 2022-12-30,161.3033372046672,162.81161261546043 2023-01-03,160.998929599255,162.38510948629198 2023-01-04,160.99372462670937,162.53879725126532 2023-01-05,160.39650830110912,161.53882494944708 2023-01-06,160.38652418917442,161.70376661863736 2023-01-09,160.27773784689546,161.65359270025397 2023-01-10,160.2362016032708,161.7189026755502 2023-01-11,160.86362217089314,163.0396015366954 2023-01-12,161.4977958078708,164.27779473344162 2023-01-13,161.87018859216502,164.93037963306585 2023-01-17,162.43299848982252,165.8981001153901 2023-01-18,162.8384078536484,166.5008850000381 2023-01-19,163.23022398287705,167.0377058930758 2023-01-20,163.76112922943298,167.80528199261056 " 3283,US,technical,"For CenterPoint Energy, how many times did the 5-day and 30-day Triple Exponential Moving Average lines produce a death cross between July 15, 2019 and January 28, 2020? (Smoothing factor alpha = 2 / (n + 1); Require 6n data points to warm up; Use the first data point as the initial value) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",16.0,medium,moving average,TEMA = 3 * EMA1 - 3 * EMA2 + EMA3; EMA1 = EMA_n(P); EMA2 = EMA_n(EMA1); EMA3 = EMA_n(EMA2),"date,close 2018-10-23,27.670000076293945 2018-10-24,27.90999984741211 2018-10-25,27.75 2018-10-26,27.170000076293945 2018-10-29,27.21999931335449 2018-10-30,27.299999237060547 2018-10-31,27.01000022888184 2018-11-01,27.190000534057617 2018-11-02,26.959999084472656 2018-11-05,27.489999771118164 2018-11-06,27.799999237060547 2018-11-07,28.31999969482422 2018-11-08,28.059999465942383 2018-11-09,28.1299991607666 2018-11-12,28.100000381469727 2018-11-13,28.21999931335449 2018-11-14,27.459999084472656 2018-11-15,27.549999237060547 2018-11-16,27.729999542236328 2018-11-19,27.96999931335449 2018-11-20,27.850000381469727 2018-11-21,27.809999465942383 2018-11-23,27.649999618530277 2018-11-26,27.809999465942383 2018-11-27,27.950000762939453 2018-11-28,28.01000022888184 2018-11-29,27.739999771118164 2018-11-30,28.01000022888184 2018-12-03,28.3700008392334 2018-12-04,28.049999237060547 2018-12-06,28.170000076293945 2018-12-07,28.3799991607666 2018-12-10,28.459999084472656 2018-12-11,28.780000686645508 2018-12-12,28.88999938964844 2018-12-13,29.34000015258789 2018-12-14,29.299999237060547 2018-12-17,28.90999984741211 2018-12-18,28.299999237060547 2018-12-19,28.38999938964844 2018-12-20,28.399999618530277 2018-12-21,28.3700008392334 2018-12-24,27.21999931335449 2018-12-26,27.649999618530277 2018-12-27,28.09000015258789 2018-12-28,28.0 2018-12-31,28.229999542236328 2019-01-02,28.0 2019-01-03,28.15999984741211 2019-01-04,28.68000030517578 2019-01-07,28.790000915527344 2019-01-08,29.34000015258789 2019-01-09,28.979999542236328 2019-01-10,29.51000022888184 2019-01-11,29.3799991607666 2019-01-14,29.200000762939453 2019-01-15,29.290000915527344 2019-01-16,29.520000457763672 2019-01-17,29.540000915527344 2019-01-18,29.440000534057617 2019-01-22,29.61000061035156 2019-01-23,29.8700008392334 2019-01-24,30.1200008392334 2019-01-25,29.790000915527344 2019-01-28,29.86000061035156 2019-01-29,30.030000686645508 2019-01-30,30.209999084472656 2019-01-31,30.920000076293945 2019-02-01,30.809999465942383 2019-02-04,30.93000030517578 2019-02-05,30.82999992370605 2019-02-06,30.600000381469727 2019-02-07,30.809999465942383 2019-02-08,30.850000381469727 2019-02-11,30.790000915527344 2019-02-12,30.84000015258789 2019-02-13,30.76000022888184 2019-02-14,30.82999992370605 2019-02-15,30.88999938964844 2019-02-19,31.209999084472656 2019-02-20,30.979999542236328 2019-02-21,31.21999931335449 2019-02-22,31.399999618530277 2019-02-25,31.01000022888184 2019-02-26,30.93000030517578 2019-02-27,31.15999984741211 2019-02-28,30.13999938964844 2019-03-01,30.170000076293945 2019-03-04,30.34000015258789 2019-03-05,30.170000076293945 2019-03-06,30.100000381469727 2019-03-07,30.030000686645508 2019-03-08,30.030000686645508 2019-03-11,30.43000030517578 2019-03-12,30.68000030517578 2019-03-13,30.40999984741211 2019-03-14,30.40999984741211 2019-03-15,30.809999465942383 2019-03-18,30.57999992370605 2019-03-19,30.270000457763672 2019-03-20,30.26000022888184 2019-03-21,30.6200008392334 2019-03-22,30.71999931335449 2019-03-25,30.799999237060547 2019-03-26,30.93000030517578 2019-03-27,30.540000915527344 2019-03-28,30.32999992370605 2019-03-29,30.700000762939453 2019-04-01,30.700000762939453 2019-04-02,30.780000686645508 2019-04-03,30.700000762939453 2019-04-04,30.530000686645508 2019-04-05,30.8700008392334 2019-04-08,30.459999084472656 2019-04-09,30.31999969482422 2019-04-10,30.200000762939453 2019-04-11,30.290000915527344 2019-04-12,30.56999969482422 2019-04-15,30.5 2019-04-16,30.149999618530277 2019-04-17,30.01000022888184 2019-04-18,30.290000915527344 2019-04-22,30.479999542236328 2019-04-23,30.6200008392334 2019-04-24,30.290000915527344 2019-04-25,30.51000022888184 2019-04-26,30.46999931335449 2019-04-29,30.450000762939453 2019-04-30,31.0 2019-05-01,30.780000686645508 2019-05-02,30.75 2019-05-03,31.149999618530277 2019-05-06,31.049999237060547 2019-05-07,30.809999465942383 2019-05-08,30.450000762939453 2019-05-09,29.25 2019-05-10,29.65999984741211 2019-05-13,30.15999984741211 2019-05-14,29.780000686645508 2019-05-15,29.420000076293945 2019-05-16,29.600000381469727 2019-05-17,29.770000457763672 2019-05-20,29.63999938964844 2019-05-21,29.520000457763672 2019-05-22,29.549999237060547 2019-05-23,29.420000076293945 2019-05-24,29.38999938964844 2019-05-28,28.81999969482422 2019-05-29,28.450000762939453 2019-05-30,28.270000457763672 2019-05-31,28.440000534057617 2019-06-03,28.65999984741211 2019-06-04,28.81999969482422 2019-06-05,29.040000915527344 2019-06-06,29.149999618530277 2019-06-07,28.81999969482422 2019-06-10,28.920000076293945 2019-06-11,28.63999938964844 2019-06-12,28.979999542236328 2019-06-13,29.26000022888184 2019-06-14,29.6200008392334 2019-06-17,29.600000381469727 2019-06-18,29.540000915527344 2019-06-19,29.979999542236328 2019-06-20,30.040000915527344 2019-06-21,29.920000076293945 2019-06-24,29.850000381469727 2019-06-25,29.51000022888184 2019-06-26,28.649999618530277 2019-06-27,28.51000022888184 2019-06-28,28.6299991607666 2019-07-01,28.489999771118164 2019-07-02,29.0 2019-07-03,29.43000030517578 2019-07-05,29.440000534057617 2019-07-08,29.15999984741211 2019-07-09,29.09000015258789 2019-07-10,29.01000022888184 2019-07-11,29.059999465942383 2019-07-12,28.8700008392334 2019-07-15,28.989999771118164 2019-07-16,28.899999618530277 2019-07-17,29.01000022888184 2019-07-18,29.25 2019-07-19,28.63999938964844 2019-07-22,28.68000030517578 2019-07-23,28.690000534057617 2019-07-24,28.43000030517578 2019-07-25,28.549999237060547 2019-07-26,28.799999237060547 2019-07-29,28.76000022888184 2019-07-30,28.84000015258789 2019-07-31,29.01000022888184 2019-08-01,29.09000015258789 2019-08-02,29.32999992370605 2019-08-05,28.549999237060547 2019-08-06,28.86000061035156 2019-08-07,28.059999465942383 2019-08-08,27.82999992370605 2019-08-09,27.6200008392334 2019-08-12,27.76000022888184 2019-08-13,28.0 2019-08-14,27.5 2019-08-15,27.56999969482422 2019-08-16,27.8700008392334 2019-08-19,28.11000061035156 2019-08-20,27.82999992370605 2019-08-21,27.920000076293945 2019-08-22,28.020000457763672 2019-08-23,27.420000076293945 2019-08-26,27.57999992370605 2019-08-27,27.280000686645508 2019-08-28,27.309999465942383 2019-08-29,27.6200008392334 2019-08-30,27.690000534057617 2019-09-03,28.290000915527344 2019-09-04,28.149999618530277 2019-09-05,27.989999771118164 2019-09-06,28.5 2019-09-09,28.780000686645508 2019-09-10,29.309999465942383 2019-09-11,30.40999984741211 2019-09-12,29.8799991607666 2019-09-13,29.850000381469727 2019-09-16,30.34000015258789 2019-09-17,29.90999984741211 2019-09-18,29.96999931335449 2019-09-19,30.040000915527344 2019-09-20,30.32999992370605 2019-09-23,30.399999618530277 2019-09-24,30.450000762939453 2019-09-25,30.61000061035156 2019-09-26,30.1200008392334 2019-09-27,30.0 2019-09-30,30.18000030517578 2019-10-01,29.88999938964844 2019-10-02,29.1200008392334 2019-10-03,28.899999618530277 2019-10-04,29.25 2019-10-07,28.82999992370605 2019-10-08,28.18000030517578 2019-10-09,28.13999938964844 2019-10-10,28.15999984741211 2019-10-11,28.270000457763672 2019-10-14,27.88999938964844 2019-10-15,28.18000030517578 2019-10-16,28.6200008392334 2019-10-17,28.709999084472656 2019-10-18,28.63999938964844 2019-10-21,28.739999771118164 2019-10-22,29.290000915527344 2019-10-23,29.600000381469727 2019-10-24,30.15999984741211 2019-10-25,29.540000915527344 2019-10-28,29.13999938964844 2019-10-29,29.040000915527344 2019-10-30,29.07999992370605 2019-10-31,29.06999969482422 2019-11-01,29.020000457763672 2019-11-04,28.90999984741211 2019-11-05,28.739999771118164 2019-11-06,28.770000457763672 2019-11-07,29.0 2019-11-08,28.780000686645508 2019-11-11,27.700000762939453 2019-11-12,27.940000534057617 2019-11-13,28.09000015258789 2019-11-14,26.690000534057617 2019-11-15,25.479999542236328 2019-11-18,25.15999984741211 2019-11-19,25.34000015258789 2019-11-20,24.450000762939453 2019-11-21,24.540000915527344 2019-11-22,24.75 2019-11-25,24.799999237060547 2019-11-26,24.489999771118164 2019-11-27,24.670000076293945 2019-11-29,24.559999465942383 2019-12-02,24.38999938964844 2019-12-03,24.399999618530277 2019-12-04,24.71999931335449 2019-12-05,24.790000915527344 2019-12-06,25.020000457763672 2019-12-09,25.040000915527344 2019-12-10,24.959999084472656 2019-12-11,25.11000061035156 2019-12-12,24.81999969482422 2019-12-13,25.940000534057617 2019-12-16,26.350000381469727 2019-12-17,26.40999984741211 2019-12-18,26.850000381469727 2019-12-19,26.780000686645508 2019-12-20,26.729999542236328 2019-12-23,26.729999542236328 2019-12-24,26.76000022888184 2019-12-26,26.90999984741211 2019-12-27,26.90999984741211 2019-12-30,26.90999984741211 2019-12-31,27.270000457763672 2020-01-02,26.950000762939453 2020-01-03,26.790000915527344 2020-01-06,26.75 2020-01-07,26.8700008392334 2020-01-08,26.63999938964844 2020-01-09,26.450000762939453 2020-01-10,26.299999237060547 2020-01-13,26.280000686645508 2020-01-14,26.65999984741211 2020-01-15,27.0 2020-01-16,27.049999237060547 2020-01-17,27.049999237060547 2020-01-21,27.01000022888184 2020-01-22,26.18000030517578 2020-01-23,26.93000030517578 2020-01-24,26.459999084472656 2020-01-27,26.209999084472656 2020-01-28,26.309999465942383 ","date,5-day,30-day 2019-03-01,30.153234289587317,31.132842480503548 2019-03-04,30.188096445533578,31.029147701774964 2019-03-05,30.112273555240897,30.90505271358042 2019-03-06,30.051747446320707,30.781643795661232 2019-03-07,29.99508474794871,30.659251731961568 2019-03-08,29.986661251412897,30.55084228327842 2019-03-11,30.27780109849736,30.52756750506274 2019-03-12,30.586005079051706,30.551822406494395 2019-03-13,30.52173023488354,30.523428842361245 2019-03-14,30.479617183940938,30.497975077499262 2019-03-15,30.733891581811257,30.547740487628896 2019-03-18,30.67325116355894,30.549103576333476 2019-03-19,30.41564473837562,30.493578284959124 2019-03-20,30.29181097551737,30.44277803631889 2019-03-21,30.496318739890047,30.463376739890933 2019-03-22,30.66004219502802,30.499379343204364 2019-03-25,30.783307699034346,30.545190312508204 2019-03-26,30.919172855286796,30.608574782513646 2019-03-27,30.69172569129436,30.592936881631267 2019-03-28,30.435533365872217,30.5407570239079 2019-03-29,30.587040277177493,30.56189050663704 2019-04-01,30.6598062969881,30.58015722382371 2019-04-02,30.748161344418534,30.610397283296276 2019-04-03,30.727555969489135,30.62206696944081 2019-04-04,30.594913434336235,30.60113940909694 2019-04-05,30.775874289231044,30.644203257781147 2019-04-08,30.566694126148512,30.607266162426228 2019-04-09,30.375901763432353,30.549296560502032 2019-04-10,30.215730135653477,30.476693132615836 2019-04-11,30.22224102576434,30.429547874463864 2019-04-12,30.4359970557897,30.439298298688534 2019-04-15,30.487000937479877,30.43542685945968 2019-04-16,30.26185458931721,30.368858216011617 2019-04-17,30.066152085667326,30.28559495595454 2019-04-18,30.1870911430142,30.264070898600007 2019-04-22,30.383564812464165,30.280380970208398 2019-04-23,30.569128743502414,30.320727867380384 2019-04-24,30.410790176643964,30.296798932742288 2019-04-25,30.488612600968022,30.316321274004203 2019-04-26,30.491098337582123,30.326717743869086 2019-04-29,30.473541327760568,30.332706395338825 2019-04-30,30.849650415775113,30.438165110793456 2019-05-01,30.851201613135977,30.490896302029043 2019-05-02,30.815399339413243,30.531732013715352 2019-05-03,31.070204095312665,30.640013302385157 2019-05-06,31.099861288197683,30.716468260720664 2019-05-07,30.928828333710264,30.73946281401555 2019-05-08,30.591606584075684,30.69380771691764 2019-05-09,29.602881353156437,30.43581183802179 2019-05-10,29.486236628500325,30.284344901975366 2019-05-13,29.834292725054,30.24295156620782 2019-05-14,29.752235375740828,30.138549334616833 2019-05-15,29.480594230934397,29.982800297384312 2019-05-16,29.507628516410062,29.880341574041527 2019-05-17,29.659201064717678,29.822996774825114 2019-05-20,29.645443111093147,29.750888728942407 2019-05-21,29.559398159321987,29.667786546788488 2019-05-22,29.54722672477028,29.60240226986325 2019-05-23,29.455388300803012,29.523636443549034 2019-05-24,29.399109940201356,29.45140819540105 2019-05-28,28.979843895105994,29.287102208780542 2019-05-29,28.548767971177895,29.078707617465962 2019-05-30,28.26007229217104,28.866571453244124 2019-05-31,28.288407909079183,28.71506153980005 2019-06-03,28.488205737548427,28.626019035208373 2019-06-04,28.708185504671135,28.580939178838143 2019-06-05,28.964959210828507,28.585245153915903 2019-06-06,29.14847136078191,28.612734741363287 2019-06-07,28.981645280068374,28.580549390230406 2019-06-10,28.965316883310845,28.573987320831165 2019-06-11,28.75465314648048,28.520863027364108 2019-06-12,28.900482773328363,28.539365183015118 2019-06-13,29.163003789272885,28.609586271038417 2019-06-14,29.52452050142868,28.739335991140546 2019-06-17,29.651104358053928,28.85190242345525 2019-06-18,29.640034948866344,28.94176512386326 2019-06-19,29.923639362021387,29.102075386761378 2019-06-20,30.069783124765017,29.2547320928594 2019-06-21,30.025093325410108,29.367586922660795 2019-06-24,29.935628811933704,29.454289589330802 2019-06-25,29.644772405480282,29.468856781065224 2019-06-26,28.910585545661444,29.32585116899853 2019-06-27,28.509439329752812,29.175653668460132 2019-06-28,28.457659111746544,29.066656975714228 2019-07-01,28.377351263086375,28.94686389305787 2019-07-02,28.73469450435058,28.93573236682827 2019-07-03,29.21481976702044,29.005297163572642 2019-07-05,29.43074356885168,29.06918826272403 2019-07-08,29.3112659956026,29.075304214753093 2019-07-09,29.192969159464496,29.068804522337395 2019-07-10,29.07669278741729,29.04941031061729 2019-07-11,29.059430872671733,29.042297664505075 2019-07-12,28.92007832469304,29.00240800816657 2019-07-15,28.94771201785676,28.990067284670577 2019-07-16,28.90255873874149,28.963782358092494 2019-07-17,28.96485847751874,28.961569334775632 2019-07-18,29.16451584778077,29.003989946309456 2019-07-19,28.820348579604463,28.931247385103713 2019-07-22,28.696857211391524,28.875590513314012 2019-07-23,28.65940225923072,28.829571740968035 2019-07-24,28.47087572088595,28.743116169900176 2019-07-25,28.484949927564294,28.69030349626219 2019-07-26,28.680407417217282,28.690633748100602 2019-07-29,28.74410470319155,28.684897923658273 2019-07-30,28.826910120388025,28.69556610783138 2019-07-31,28.978468112648024,28.73685077893115 2019-08-01,29.093012934752807,28.78849201930434 2019-08-02,29.300115707547672,28.878044484546187 2019-08-05,28.826500632654852,28.815596321238715 2019-08-06,28.828555768111293,28.81771377583955 2019-08-07,28.271439879625966,28.675103031463465 2019-08-08,27.878954548348013,28.509345054673357 2019-08-09,27.589635848692975,28.32731370213715 2019-08-12,27.59886923637499,28.194900871324176 2019-08-13,27.806803251941957,28.124380817939034 2019-08-14,27.568339727092294,27.974023706250613 2019-08-15,27.528384306878998,27.857358893531416 2019-08-16,27.739147167125473,27.81213656348534 2019-08-19,28.009956020423623,27.81866294152252 2019-08-20,27.92834784637258,27.776131013289046 2019-08-21,27.94761316179609,27.757705478771527 2019-08-22,28.02112007126407,27.762167728287707 2019-08-23,27.624932645436388,27.659647341444256 2019-08-26,27.56396101248844,27.601345062822656 2019-08-27,27.33649245405146,27.498434183712828 2019-08-28,27.271015761877706,27.41642824917182 2019-08-29,27.47677226305039,27.403619285316765 2019-08-30,27.62633529521989,27.407855985703844 2019-09-03,28.113942296710114,27.52301407835259 2019-09-04,28.216628266436285,27.60079553101975 2019-09-05,28.12580385738589,27.641896507434613 2019-09-06,28.42616042109746,27.77214968450231 2019-09-09,28.737657789057177,27.938416699559085 2019-09-10,29.221783168970592,28.18108440778493 2019-09-11,30.173330201831032,28.593394167046466 2019-09-12,30.16358819821861,28.857722486265747 2019-09-13,30.075487829019444,29.082350494975643 2019-09-16,30.336807060374284,29.365931723076923 2019-09-17,30.113656374151475,29.533680894662734 2019-09-18,30.030603186121777,29.688411452409447 2019-09-19,30.030942045461014,29.833241335496023 2019-09-20,30.22919887379894,30.009019278117137 2019-09-23,30.35880211350894,30.17169213791959 2019-09-24,30.4400635578083,30.3189637953088 2019-09-25,30.576671524317636,30.472445820295093 2019-09-26,30.27957029371433,30.513262526867397 2019-09-27,30.058411540548967,30.522486571887043 2019-09-30,30.09492891405962,30.55856130362818 2019-10-01,29.917403240637732,30.533010840524163 2019-10-02,29.308506086324932,30.3666389026992 2019-10-03,28.910081613404433,30.1771635594681 2019-10-04,29.021016128005037,30.071424753331392 2019-10-07,28.811480573818148,29.89983987566694 2019-10-08,28.29126042119975,29.629387155500435 2019-10-09,28.070476646070084,29.38368054631442 2019-10-10,28.030082495875003,29.171237073542404 2019-10-11,28.126940179231603,29.00485098722078 2019-10-14,27.92835503092303,28.790424197023494 2019-10-15,28.06525980690956,28.65593893773878 2019-10-16,28.45106553184002,28.619043605139943 2019-10-17,28.684629148447804,28.604275456729237 2019-10-18,28.72421182463547,28.57989009668083 2019-10-21,28.794419126532535,28.577928569624742 2019-10-22,29.1960761952118,28.67718532974577 2019-10-23,29.568988800698968,28.821337906199865 2019-10-24,30.094148217238747,29.049768783382614 2019-10-25,29.8455201117673,29.137487109711735 2019-10-28,29.414837767662057,29.14155132409417 2019-10-29,29.139101772590124,29.12670098476308 2019-10-30,29.049683731057282,29.120710804954175 2019-10-31,29.014961751183428,29.113446448912775 2019-11-01,28.976746346808106,29.09784158496365 2019-11-04,28.893819601455696,29.064096638717064 2019-11-05,28.74900332314924,29.003668621310506 2019-11-06,28.71972808537142,28.956281914874143 2019-11-07,28.882656937364334,28.95671226766485 2019-11-08,28.80760402477506,28.917445711083275 2019-11-11,28.018251339710808,28.687539980207173 2019-11-12,27.859002905557567,28.530495371253366 2019-11-13,27.9296272926457,28.42136633810736 2019-11-14,27.004140440690087,28.073410678473085 2019-11-15,25.782555615492427,27.551443910032056 2019-11-18,25.091332702049833,27.039625116993783 2019-11-19,25.007892194893586,26.62856660621882 2019-11-20,24.432172380057686,26.11269162669586 2019-11-21,24.31940175782352,25.68379254103181 2019-11-22,24.488985499592417,25.353751066766524 2019-11-25,24.649782563973467,25.08191990900825 2019-11-26,24.53148196560214,24.79623539523131 2019-11-27,24.62406433322132,24.587688381225362 2019-11-29,24.599421057835837,24.394370895446862 2019-12-02,24.474232673798525,24.20368177679724 2019-12-03,24.431182430471576,24.048081132332612 2019-12-04,24.643216093518973,23.979491973575783 2019-12-05,24.78574060593278,23.94164683546334 2019-12-06,25.0016165107186,23.95949989693809 2019-12-09,25.095791598585706,23.987692204730415 2019-12-10,25.062238422872028,24.006400228185882 2019-12-11,25.13686516372522,24.058126747365105 2019-12-12,24.952460493008893,24.058555753772705 2019-12-13,25.651246471775373,24.269398406568467 2019-12-16,26.23198668894218,24.53506896696495 2019-12-17,26.491558675128342,24.78437204910521 2019-12-18,26.86861614194121,25.087355513837114 2019-12-19,26.937224171957823,25.343917873209264 2019-12-20,26.88675440213432,25.562586251242703 2019-12-23,26.83050407168329,25.756401580622732 2019-12-24,26.80451360586017,25.93325585572744 2019-12-26,26.88480029978284,26.11645114505843 2019-12-27,26.91002827317862,26.277454624362182 2019-12-30,26.91240091310209,26.418536216800682 2019-12-31,27.160631307979145,26.607033305882407 2020-01-02,27.036217884315295,26.713271118332287 2020-01-03,26.86008318409602,26.776148552228637 2020-01-06,26.754654824411904,26.822627894898172 2020-01-07,26.799560588780395,26.883642783108602 2020-01-08,26.66478988201481,26.893792810086207 2020-01-09,26.47932421871102,26.866617063358635 2020-01-10,26.304722668883457,26.814078897380668 2020-01-13,26.231026533035195,26.76304797979824 2020-01-14,26.484443622221306,26.786023677008473 2020-01-15,26.845955354782756,26.866565916073128 2020-01-16,27.03554869243255,26.944786646410154 2020-01-17,27.103362740343826,27.011731477789784 2020-01-21,27.08738873966376,27.06140234187219 2020-01-22,26.481567133538405,26.952595362796618 2020-01-23,26.74353821835473,26.99172292846045 2020-01-24,26.537545704181447,26.939215632019874 2020-01-27,26.276394183935043,26.846464717471683 2020-01-28,26.245627876340524,26.782183074152684 " 3284,US,technical,"From August 05, 2019 to April 15, 2020, count the number of golden cross occurrences between the 20-day and 30-day Triple Exponential Moving Average lines for Booking Holdings. (Smoothing factor alpha = 2 / (n + 1); Require 6n data points to warm up; Use the first data point as the initial value) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",8.0,medium,moving average,TEMA = 3 * EMA1 - 3 * EMA2 + EMA3; EMA1 = EMA_n(P); EMA2 = EMA_n(EMA1); EMA3 = EMA_n(EMA2),"date,close 2018-11-13,76.4031982421875 2018-11-14,75.53479766845703 2018-11-15,75.55480194091797 2018-11-16,74.21279907226562 2018-11-19,71.19999694824219 2018-11-20,70.01719665527344 2018-11-21,70.41600036621094 2018-11-23,70.56320190429688 2018-11-26,72.09760284423828 2018-11-27,72.9843978881836 2018-11-28,74.77799987792969 2018-11-29,74.60600280761719 2018-11-30,75.67520141601562 2018-12-03,76.78800201416016 2018-12-04,74.52559661865234 2018-12-06,75.28959655761719 2018-12-07,73.38040161132812 2018-12-10,73.04039764404297 2018-12-11,74.09400177001953 2018-12-12,74.24600219726562 2018-12-13,73.32279968261719 2018-12-14,72.28559875488281 2018-12-17,69.58080291748047 2018-12-18,70.77680206298828 2018-12-19,69.46520233154297 2018-12-20,68.20719909667969 2018-12-21,65.33560180664062 2018-12-24,64.67320251464844 2018-12-26,68.12999725341797 2018-12-27,68.71199798583984 2018-12-28,68.6332015991211 2018-12-31,68.89679718017578 2019-01-02,68.86799621582031 2019-01-03,66.5248031616211 2019-01-04,68.7020034790039 2019-01-07,68.4728012084961 2019-01-08,67.47679901123047 2019-01-09,65.97959899902344 2019-01-10,67.09320068359375 2019-01-11,66.6355972290039 2019-01-14,67.71520233154297 2019-01-15,67.93240356445312 2019-01-16,67.2228012084961 2019-01-17,68.98040008544922 2019-01-18,70.410400390625 2019-01-22,68.35919952392578 2019-01-23,69.77239990234375 2019-01-24,71.82679748535156 2019-01-25,72.08799743652344 2019-01-28,72.54399871826172 2019-01-29,72.35199737548828 2019-01-30,72.74800109863281 2019-01-31,73.3124008178711 2019-02-01,73.47840118408203 2019-02-04,74.4395980834961 2019-02-05,76.09040069580078 2019-02-06,76.2771987915039 2019-02-07,75.0823974609375 2019-02-08,74.84359741210938 2019-02-11,74.5999984741211 2019-02-12,75.81159973144531 2019-02-13,76.79879760742188 2019-02-14,76.09320068359375 2019-02-15,77.3427963256836 2019-02-19,77.41999816894531 2019-02-20,77.04679870605469 2019-02-21,76.25240325927734 2019-02-22,76.4207992553711 2019-02-25,75.6011962890625 2019-02-26,76.62920379638672 2019-02-27,76.23999786376953 2019-02-28,67.88159942626953 2019-03-01,68.56320190429688 2019-03-04,68.31279754638672 2019-03-05,69.83719635009766 2019-03-06,70.0647964477539 2019-03-07,69.00039672851562 2019-03-08,68.63279724121094 2019-03-11,68.39600372314453 2019-03-12,69.44000244140625 2019-03-13,70.42839813232422 2019-03-14,69.75520324707031 2019-03-15,70.08679962158203 2019-03-18,70.2531967163086 2019-03-19,70.56120300292969 2019-03-20,70.97720336914062 2019-03-21,70.97440338134766 2019-03-22,68.86360168457031 2019-03-25,70.09559631347656 2019-03-26,70.75479888916016 2019-03-27,70.08439636230469 2019-03-28,69.15560150146484 2019-03-29,69.79640197753906 2019-04-01,70.36920166015625 2019-04-02,70.54199981689453 2019-04-03,70.99720001220703 2019-04-04,71.2239990234375 2019-04-05,70.77799987792969 2019-04-08,71.54879760742188 2019-04-09,71.77880096435547 2019-04-10,72.23999786376953 2019-04-11,72.74359893798828 2019-04-12,73.32279968261719 2019-04-15,73.84919738769531 2019-04-16,73.66799926757812 2019-04-17,73.59159851074219 2019-04-18,73.77239990234375 2019-04-22,73.76679992675781 2019-04-23,75.50920104980469 2019-04-24,74.69120025634766 2019-04-25,74.65039825439453 2019-04-26,74.72000122070312 2019-04-29,75.05280303955078 2019-04-30,74.19960021972656 2019-05-01,73.18080139160156 2019-05-02,72.31999969482422 2019-05-03,72.96279907226562 2019-05-06,72.02040100097656 2019-05-07,71.4000015258789 2019-05-08,70.06520080566406 2019-05-09,69.44120025634766 2019-05-10,73.19400024414062 2019-05-13,71.09040069580078 2019-05-14,71.7468032836914 2019-05-15,71.57720184326172 2019-05-16,72.13240051269531 2019-05-17,71.4916000366211 2019-05-20,70.08920288085938 2019-05-21,70.88760375976562 2019-05-22,69.80079650878906 2019-05-23,68.67720031738281 2019-05-24,68.33920288085938 2019-05-28,67.43199920654297 2019-05-29,67.43679809570312 2019-05-30,66.92240142822266 2019-05-31,66.2488021850586 2019-06-03,66.01840209960938 2019-06-04,69.8812026977539 2019-06-05,70.5999984741211 2019-06-06,70.19439697265625 2019-06-07,71.13159942626953 2019-06-10,71.24479675292969 2019-06-11,72.14520263671875 2019-06-12,71.95600128173828 2019-06-13,72.38079833984375 2019-06-14,71.0199966430664 2019-06-17,71.25640106201172 2019-06-18,72.3595962524414 2019-06-19,73.68240356445312 2019-06-20,74.45240020751953 2019-06-21,75.19999694824219 2019-06-24,74.8323974609375 2019-06-25,73.81880187988281 2019-06-26,73.20880126953125 2019-06-27,73.80680084228516 2019-06-28,74.9884033203125 2019-07-01,75.93679809570312 2019-07-02,76.3196029663086 2019-07-03,76.78600311279297 2019-07-05,76.98999786376953 2019-07-08,75.03040313720703 2019-07-09,75.11479949951172 2019-07-10,74.77559661865234 2019-07-11,74.966796875 2019-07-12,75.29920196533203 2019-07-15,75.27639770507812 2019-07-16,75.55599975585938 2019-07-17,74.70960235595703 2019-07-18,75.4364013671875 2019-07-19,75.28359985351562 2019-07-22,75.74800109863281 2019-07-23,76.01000213623047 2019-07-24,76.7699966430664 2019-07-25,77.04519653320312 2019-07-26,78.67400360107422 2019-07-29,76.78199768066406 2019-07-30,76.6635971069336 2019-07-31,75.46440124511719 2019-08-01,75.19439697265625 2019-08-02,73.84320068359375 2019-08-05,71.54399871826172 2019-08-06,71.46080017089844 2019-08-07,72.86239624023438 2019-08-08,77.6404037475586 2019-08-09,76.70760345458984 2019-08-12,76.67559814453125 2019-08-13,77.72760009765625 2019-08-14,75.64759826660156 2019-08-15,76.18679809570312 2019-08-16,76.88760375976562 2019-08-19,77.74919891357422 2019-08-20,77.3759994506836 2019-08-21,78.2300033569336 2019-08-22,78.09880065917969 2019-08-23,75.9468002319336 2019-08-26,76.67240142822266 2019-08-27,76.79959869384766 2019-08-28,77.68000030517578 2019-08-29,78.28559875488281 2019-08-30,78.65640258789062 2019-09-03,77.67120361328125 2019-09-04,78.35160064697266 2019-09-05,79.77760314941406 2019-09-06,78.7052001953125 2019-09-09,79.69000244140625 2019-09-10,80.75039672851562 2019-09-11,82.00640106201172 2019-09-12,81.65640258789062 2019-09-13,82.55599975585938 2019-09-16,82.91799926757812 2019-09-17,83.09760284423828 2019-09-18,82.33480072021484 2019-09-19,82.3427963256836 2019-09-20,81.26280212402344 2019-09-23,80.37640380859375 2019-09-24,79.62560272216797 2019-09-25,79.74120330810547 2019-09-26,79.13800048828125 2019-09-27,77.7699966430664 2019-09-30,78.50440216064453 2019-10-01,79.12120056152344 2019-10-02,77.65760040283203 2019-10-03,78.45800018310547 2019-10-04,79.3280029296875 2019-10-07,78.0624008178711 2019-10-08,77.52760314941406 2019-10-09,77.73320007324219 2019-10-10,78.51640319824219 2019-10-11,79.08719635009766 2019-10-14,79.55000305175781 2019-10-15,80.65560150146484 2019-10-16,81.1052017211914 2019-10-17,81.14119720458984 2019-10-18,80.54119873046875 2019-10-21,80.88960266113281 2019-10-22,80.9219970703125 2019-10-23,81.28919982910156 2019-10-24,81.75 2019-10-25,82.23719787597656 2019-10-28,82.28199768066406 2019-10-29,81.71199798583984 2019-10-30,81.98200225830078 2019-10-31,81.95079803466797 2019-11-01,81.28079986572266 2019-11-04,80.30719757080078 2019-11-05,81.01719665527344 2019-11-06,80.48359680175781 2019-11-07,73.99720001220703 2019-11-08,75.1676025390625 2019-11-11,75.84159851074219 2019-11-12,75.03359985351562 2019-11-13,74.36360168457031 2019-11-14,74.62200164794922 2019-11-15,73.95279693603516 2019-11-18,73.52120208740234 2019-11-19,73.81199645996094 2019-11-20,74.07279968261719 2019-11-21,74.93240356445312 2019-11-22,75.1011962890625 2019-11-25,75.90160369873047 2019-11-26,75.49839782714844 2019-11-27,76.25800323486328 2019-11-29,76.16120147705078 2019-12-02,75.37760162353516 2019-12-03,75.19920349121094 2019-12-04,76.86119842529297 2019-12-05,76.1688003540039 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2020-01-31,75.30756540256168,77.31288357966574 2020-02-03,74.42087030978976,76.44665988809996 2020-02-04,73.99015807126415,75.88194107117204 2020-02-05,74.44609405429775,75.94021743526692 2020-02-06,75.07439307447164,76.15835365039194 2020-02-07,75.08274941291059,75.98679468906498 2020-02-10,74.8747910061964,75.67953519620002 2020-02-11,74.96222912697367,75.5846446641178 2020-02-12,75.58517486706113,75.8817807558357 2020-02-13,76.10926314157987,76.14799917598248 2020-02-14,76.87450746961385,76.61416859819627 2020-02-18,77.35874398732118,76.9226305355369 2020-02-19,77.68049610865714,77.14182454960226 2020-02-20,77.97260798654673,77.35607912234288 2020-02-21,77.7757212339834,77.24171859240214 2020-02-24,76.20301790986525,76.15777669792168 2020-02-25,74.23722915185691,74.73605113015985 2020-02-26,72.14108410154142,73.149239740082 2020-02-27,70.2597162724316,71.63931128993244 2020-02-28,69.12521313276541,70.59302232634738 2020-03-02,68.58232007787555,69.93711758536274 2020-03-03,67.70338356575243,69.04933056789453 2020-03-04,67.53710404088105,68.64944654393456 2020-03-05,66.56631352361487,67.7069391327752 2020-03-06,65.44939776806781,66.6483707897818 2020-03-09,63.708115657201375,65.13498739870373 2020-03-10,62.65879156242457,64.06364617595646 2020-03-11,60.64789746203145,62.31015269362656 2020-03-12,57.381692709392226,59.63148503019545 2020-03-13,56.24228014853753,58.34560813318379 2020-03-16,54.02322080385498,56.305147947690386 2020-03-17,53.106057444981616,55.13210094778398 2020-03-18,51.04715848361789,53.1749981546274 2020-03-19,49.01350597042514,51.203112317455805 2020-03-20,47.29889248567035,49.426216452351966 2020-03-23,45.73419413091571,47.74204515056047 2020-03-24,45.66884758365512,47.101894063049855 2020-03-25,46.820187965918436,47.370071095853675 2020-03-26,48.2713778871091,47.951085755990036 2020-03-27,47.973908389467155,47.41732436601133 2020-03-30,48.35277779259039,47.38509514629641 2020-03-31,49.114561067750316,47.674561760488146 2020-04-01,49.03308702898815,47.43979973055558 2020-04-02,48.89946748533117,47.19450297362643 2020-04-03,48.53654463950957,46.81050505337531 2020-04-06,49.59514808141209,47.430746595945195 2020-04-07,50.709141049456306,48.156692539840634 2020-04-08,51.61060233461927,48.797688769087074 2020-04-09,52.878833117349515,49.74467421163915 2020-04-13,53.939151832148916,50.606293728198935 2020-04-14,55.11225271225922,51.59296055651896 2020-04-15,55.8182831192756,52.29948908951201 " 3285,US,technical,"From March 18, 2020 to August 11, 2020, how many times did a death cross occur between the 60-day and 30-day Hull Moving Average lines for Caterpillar Inc.? Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",4.0,medium,moving average,HMA = WMA_{\sqrt{n}}(2 * WMA_{n/2}(P) - WMA_n(P)),"date,close 2019-11-06,145.49000549316406 2019-11-07,147.00999450683594 2019-11-08,148.16000366210938 2019-11-11,148.0 2019-11-12,146.33999633789062 2019-11-13,144.49000549316406 2019-11-14,143.44000244140625 2019-11-15,145.30999755859375 2019-11-18,143.58999633789062 2019-11-19,143.17999267578125 2019-11-20,141.52000427246094 2019-11-21,143.36000061035156 2019-11-22,143.8800048828125 2019-11-25,146.4199981689453 2019-11-26,146.08999633789062 2019-11-27,145.69000244140625 2019-11-29,144.72999572753906 2019-12-02,142.9600067138672 2019-12-03,140.05999755859375 2019-12-04,140.1199951171875 2019-12-05,141.0500030517578 2019-12-06,142.72000122070312 2019-12-09,142.8300018310547 2019-12-10,142.8699951171875 2019-12-11,144.0 2019-12-12,146.77999877929688 2019-12-13,145.52999877929688 2019-12-16,145.36000061035156 2019-12-17,146.3699951171875 2019-12-18,147.1199951171875 2019-12-19,145.02000427246094 2019-12-20,147.57000732421875 2019-12-23,148.5 2019-12-24,147.47999572753906 2019-12-26,148.22000122070312 2019-12-27,148.27999877929688 2019-12-30,147.52000427246094 2019-12-31,147.67999267578125 2020-01-02,150.52999877929688 2020-01-03,148.44000244140625 2020-01-06,148.33999633789062 2020-01-07,146.3800048828125 2020-01-08,147.67999267578125 2020-01-09,147.30999755859375 2020-01-10,146.1300048828125 2020-01-13,146.82000732421875 2020-01-14,146.67999267578125 2020-01-15,145.57000732421875 2020-01-16,147.8699951171875 2020-01-17,147.77999877929688 2020-01-21,145.85000610351562 2020-01-22,142.6300048828125 2020-01-23,142.75 2020-01-24,140.3800048828125 2020-01-27,135.72999572753906 2020-01-28,136.74000549316406 2020-01-29,135.77999877929688 2020-01-30,135.3699951171875 2020-01-31,131.35000610351562 2020-02-03,129.77000427246094 2020-02-04,133.50999450683594 2020-02-05,137.44000244140625 2020-02-06,137.25 2020-02-07,133.3699951171875 2020-02-10,134.32000732421875 2020-02-11,136.19000244140625 2020-02-12,139.58999633789062 2020-02-13,139.72000122070312 2020-02-14,137.99000549316406 2020-02-18,136.5800018310547 2020-02-19,136.86000061035156 2020-02-20,136.92999267578125 2020-02-21,137.2100067138672 2020-02-24,132.1699981689453 2020-02-25,129.0 2020-02-26,128.25 2020-02-27,123.2699966430664 2020-02-28,124.23999786376952 2020-03-02,127.5999984741211 2020-03-03,124.37999725341795 2020-03-04,127.4000015258789 2020-03-05,121.97000122070312 2020-03-06,121.41000366210938 2020-03-09,104.06999969482422 2020-03-10,106.48999786376952 2020-03-11,100.69000244140624 2020-03-12,92.26000213623048 2020-03-13,99.63999938964844 2020-03-16,93.41000366210938 2020-03-17,100.1999969482422 2020-03-18,100.12000274658205 2020-03-19,103.01000213623048 2020-03-20,95.5 2020-03-23,91.8499984741211 2020-03-24,101.33999633789062 2020-03-25,104.66999816894533 2020-03-26,110.5 2020-03-27,105.44000244140624 2020-03-30,111.70999908447266 2020-03-31,116.04000091552734 2020-04-01,111.3499984741211 2020-04-02,116.73999786376952 2020-04-03,114.66999816894533 2020-04-06,120.43000030517578 2020-04-07,121.91999816894533 2020-04-08,127.4000015258789 2020-04-09,125.02999877929688 2020-04-13,114.13999938964844 2020-04-14,116.4800033569336 2020-04-15,111.52999877929688 2020-04-16,113.22000122070312 2020-04-17,116.3000030517578 2020-04-20,114.5999984741211 2020-04-21,109.8499984741211 2020-04-22,110.63999938964844 2020-04-23,112.91000366210938 2020-04-24,114.04000091552734 2020-04-27,115.1999969482422 2020-04-28,115.45999908447266 2020-04-29,120.05999755859376 2020-04-30,116.37999725341795 2020-05-01,110.87999725341795 2020-05-04,107.72000122070312 2020-05-05,108.91000366210938 2020-05-06,107.66999816894533 2020-05-07,107.29000091552734 2020-05-08,112.11000061035156 2020-05-11,108.61000061035156 2020-05-12,105.0 2020-05-13,104.4800033569336 2020-05-14,106.19000244140624 2020-05-15,107.91999816894533 2020-05-18,115.0199966430664 2020-05-19,112.08000183105467 2020-05-20,115.69000244140624 2020-05-21,114.05999755859376 2020-05-22,112.47000122070312 2020-05-26,117.41000366210938 2020-05-27,122.41999816894533 2020-05-28,120.73999786376952 2020-05-29,120.12999725341795 2020-06-01,120.5 2020-06-02,123.31999969482422 2020-06-03,127.08999633789062 2020-06-04,128.9600067138672 2020-06-05,135.1199951171875 2020-06-08,137.72000122070312 2020-06-09,134.19000244140625 2020-06-10,132.44000244140625 2020-06-11,121.5500030517578 2020-06-12,123.1500015258789 2020-06-15,123.61000061035156 2020-06-16,130.11000061035156 2020-06-17,128.22999572753906 2020-06-18,127.58999633789062 2020-06-19,127.45999908447266 2020-06-22,125.79000091552734 2020-06-23,126.25 2020-06-24,122.05999755859376 2020-06-25,124.70999908447266 2020-06-26,122.38999938964844 2020-06-29,125.25 2020-06-30,126.5 2020-07-01,126.05999755859376 2020-07-02,127.72000122070312 2020-07-06,129.42999267578125 2020-07-07,127.1999969482422 2020-07-08,128.1300048828125 2020-07-09,125.7300033569336 2020-07-10,128.00999450683594 2020-07-13,130.57000732421875 2020-07-14,136.8800048828125 2020-07-15,138.36000061035156 2020-07-16,138.55999755859375 2020-07-17,136.89999389648438 2020-07-20,134.6300048828125 2020-07-21,135.8699951171875 2020-07-22,136.97999572753906 2020-07-23,136.60000610351562 2020-07-24,137.5800018310547 2020-07-27,139.88999938964844 2020-07-28,138.02999877929688 2020-07-29,140.52999877929688 2020-07-30,136.72999572753906 2020-07-31,132.8800048828125 2020-08-03,131.77999877929688 2020-08-04,131.52000427246094 2020-08-05,134.97000122070312 2020-08-06,134.38999938964844 2020-08-07,134.9199981689453 2020-08-10,142.02000427246094 2020-08-11,142.52999877929688 ","date,60-day,30-day 2020-02-11,136.83131535730786,131.56280040125694 2020-02-12,136.26510315469747,131.79396650854406 2020-02-13,135.8335544469467,132.3681298510917 2020-02-14,135.47045341215616,133.1129892312327 2020-02-18,135.14208297252065,133.84800916610226 2020-02-19,134.85826786816762,134.52204444803218 2020-02-20,134.60915907234227,135.11056237497638 2020-02-21,134.3907707310513,135.64970509628242 2020-02-24,134.07821382554906,135.84514256631172 2020-02-25,133.62480845094848,135.5671840003229 2020-02-26,133.05429357795882,134.86887173286902 2020-02-27,132.28557644590188,133.5773198519471 2020-02-28,131.396960589627,131.99103451226347 2020-03-02,130.51853795621818,130.5277843229232 2020-03-03,129.60924467975985,129.04023333231606 2020-03-04,128.79156366688662,127.78180698134993 2020-03-05,127.95010817581735,126.42473533302224 2020-03-06,127.09532489517244,124.99144710964626 2020-03-09,125.83342674964591,122.4849351701087 2020-03-10,124.30193895979399,119.45598436088973 2020-03-11,122.42654944371806,115.83222436282797 2020-03-12,120.10645275147188,111.4950859551105 2020-03-13,117.64444545712614,107.35456496399364 2020-03-16,114.99115954886115,103.32035817026664 2020-03-17,112.4126140743906,99.95546973033619 2020-03-18,109.97406194932374,97.28963157243626 2020-03-19,107.75650660659956,95.46049311593443 2020-03-20,105.59083024844104,93.78679864972295 2020-03-23,103.41272805715778,92.07775487346035 2020-03-24,101.45628346960972,90.9728681877437 2020-03-25,99.79247521688181,90.63676631667707 2020-03-26,98.51889636184379,91.35269354215232 2020-03-27,97.47350282788425,92.63915113168805 2020-03-30,96.7887314169911,94.71513562684417 2020-03-31,96.53039831104486,97.4447170181001 2020-04-01,96.50243311365185,100.23761299570829 2020-04-02,96.76245171665404,103.25063751439468 2020-04-03,97.20004465421064,106.14808311626476 2020-04-06,97.91545916674484,109.13086610855594 2020-04-07,98.89683813125977,112.11609567731084 2020-04-08,100.2036360317919,115.35492688442216 2020-04-09,101.7069228898215,118.4725763639498 2020-04-13,103.0962129154423,120.7094681672127 2020-04-14,104.41529575889301,122.2374706210885 2020-04-15,105.54639838463335,122.78823462674266 2020-04-16,106.5440384626743,122.65982124684102 2020-04-17,107.51364522386747,122.27927180054367 2020-04-20,108.43161667349273,121.71317518938399 2020-04-21,109.22687906534854,120.68946478922308 2020-04-22,109.95523144691076,119.42551528164991 2020-04-23,110.6712223328675,118.14587030691058 2020-04-24,111.39577066992547,116.94477587409344 2020-04-27,112.1230618786882,115.961413827985 2020-04-28,112.83938711214462,115.20817249968059 2020-04-29,113.64308834003883,114.9262335169529 2020-04-30,114.41887783240642,114.77309438397809 2020-05-01,115.01059248934992,114.41729033193282 2020-05-04,115.34907525623487,113.75083563199608 2020-05-05,115.484017566896,112.93756118993178 2020-05-06,115.40203490211513,111.9821705496183 2020-05-07,115.12925180597666,110.98427856910186 2020-05-08,114.82150214208868,110.33275686804112 2020-05-11,114.43222246696702,109.77167602703136 2020-05-12,113.90695395409507,109.0655922720851 2020-05-13,113.26771976570562,108.21782484239148 2020-05-14,112.58434769019314,107.37089689411998 2020-05-15,111.91507020720586,106.65043217293251 2020-05-18,111.43799063524607,106.54656109963693 2020-05-19,111.05271566647525,106.77051092961355 2020-05-20,110.85228945499239,107.44859779330564 2020-05-21,110.77620761167496,108.34097729180448 2020-05-22,110.76385613313923,109.23631888550241 2020-05-26,110.91365856917916,110.35298073717344 2020-05-27,111.29757151172744,111.91580865894166 2020-05-28,111.81349095850813,113.62895325636778 2020-05-29,112.41373479501688,115.34964143759889 2020-06-01,113.06916831422568,116.99987196153211 2020-06-02,113.8265442015809,118.66560611300999 2020-06-03,114.73714979841829,120.49103835594698 2020-06-04,115.78492915351941,122.48812814418561 2020-06-05,117.07028264546219,124.88558717379006 2020-06-08,118.60319089134241,127.59774383408194 2020-06-09,120.23307892168084,130.1442501306021 2020-06-10,121.86705500696452,132.31002284114933 2020-06-11,123.20340667728547,133.37856049431696 2020-06-12,124.30348679278202,133.63094440856716 2020-06-15,125.20173940655927,133.30172353518907 2020-06-16,126.07443672993911,132.99840291833365 2020-06-17,126.88575272480027,132.66543678393072 2020-06-18,127.64866387210022,132.35395465071483 2020-06-19,128.3759625118761,131.99802129246427 2020-06-22,129.03738134610427,131.45384902379845 2020-06-23,129.62897229774492,130.73848651981697 2020-06-24,130.03730737114543,129.6654841695806 2020-06-25,130.33042962535686,128.5334922161581 2020-06-26,130.4672580081386,127.2794117630169 2020-06-29,130.53769319210625,126.21933779781439 2020-06-30,130.57932098729017,125.49145206082251 2020-07-01,130.5910122002211,125.06867233604514 2020-07-02,130.61328256571082,124.99098202230256 2020-07-06,130.68608037724258,125.24151855468749 2020-07-07,130.7295970514635,125.5245213878454 2020-07-08,130.75744219209818,125.83827420087697 2020-07-09,130.6971381153265,126.02541693711366 2020-07-10,130.61331527780857,126.24621093148399 2020-07-13,130.56836300717566,126.66302158123274 2020-07-14,130.70056103382177,127.64117862140832 2020-07-15,131.00927083155042,129.0988899299321 2020-07-16,131.46610100449254,130.86989230795146 2020-07-17,131.99359351060616,132.6288601717385 2020-07-20,132.51095826979753,134.102829363423 2020-07-21,133.02919089632957,135.30223728658478 2020-07-22,133.56038443856988,136.31191459327616 2020-07-23,134.0792635465238,137.13533942027757 2020-07-24,134.61344953632903,137.8678407358696 2020-07-27,135.20913800912496,138.6610462451237 2020-07-28,135.80526474960408,139.34555379505224 2020-07-29,136.45026336743027,140.05169774674172 2020-07-30,137.03063721046928,140.48941914110625 2020-07-31,137.45185326566647,140.4152997318391 2020-08-03,137.7071640078001,139.84731610916847 2020-08-04,137.8137704019128,138.91318121769953 2020-08-05,137.88015212953138,137.97921773384124 2020-08-06,137.91001846480816,137.12529037092747 2020-08-07,137.9246316455275,136.44969612367692 2020-08-10,138.1121669192534,136.3716899103418 2020-08-11,138.45538931894626,136.74806236622584 " 3286,US,technical,"How many golden cross occurred between the 10-day and 30-day Hull Moving Average lines for Invesco from January 23, 2020 to October 02, 2020? Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",11.0,medium,moving average,HMA = WMA_{\sqrt{n}}(2 * WMA_{n/2}(P) - WMA_n(P)),"date,close 2019-11-15,17.450000762939453 2019-11-18,17.3700008392334 2019-11-19,17.520000457763672 2019-11-20,17.190000534057617 2019-11-21,17.06999969482422 2019-11-22,17.329999923706055 2019-11-25,17.75 2019-11-26,17.549999237060547 2019-11-27,17.700000762939453 2019-11-29,17.559999465942383 2019-12-02,17.290000915527344 2019-12-03,16.690000534057617 2019-12-04,16.760000228881836 2019-12-05,16.610000610351562 2019-12-06,16.790000915527344 2019-12-09,16.65999984741211 2019-12-10,16.850000381469727 2019-12-11,17.09000015258789 2019-12-12,17.709999084472656 2019-12-13,17.6200008392334 2019-12-16,17.899999618530273 2019-12-17,18.21999931335449 2019-12-18,18.36000061035156 2019-12-19,18.43000030517578 2019-12-20,17.979999542236328 2019-12-23,18.18000030517578 2019-12-24,17.790000915527344 2019-12-26,17.93000030517578 2019-12-27,17.829999923706055 2019-12-30,17.93000030517578 2019-12-31,17.979999542236328 2020-01-02,17.989999771118164 2020-01-03,17.670000076293945 2020-01-06,17.790000915527344 2020-01-07,17.760000228881836 2020-01-08,17.81999969482422 2020-01-09,18.010000228881836 2020-01-10,17.700000762939453 2020-01-13,18.059999465942383 2020-01-14,17.899999618530273 2020-01-15,18.0 2020-01-16,18.26000022888184 2020-01-17,18.31999969482422 2020-01-21,18.309999465942383 2020-01-22,18.51000022888184 2020-01-23,18.46999931335449 2020-01-24,18.170000076293945 2020-01-27,17.700000762939453 2020-01-28,17.969999313354492 2020-01-29,17.6299991607666 2020-01-30,17.6299991607666 2020-01-31,17.299999237060547 2020-02-03,17.280000686645508 2020-02-04,17.850000381469727 2020-02-05,18.38999938964844 2020-02-06,18.200000762939453 2020-02-07,18.21999931335449 2020-02-10,18.57999992370605 2020-02-11,18.88999938964844 2020-02-12,18.57999992370605 2020-02-13,18.010000228881836 2020-02-14,17.780000686645508 2020-02-18,17.6200008392334 2020-02-19,17.690000534057617 2020-02-20,18.030000686645508 2020-02-21,17.479999542236328 2020-02-24,16.780000686645508 2020-02-25,15.859999656677246 2020-02-26,15.460000038146973 2020-02-27,14.600000381469728 2020-02-28,14.399999618530272 2020-03-02,14.779999732971191 2020-03-03,14.289999961853027 2020-03-04,14.619999885559082 2020-03-05,13.420000076293944 2020-03-06,13.119999885559082 2020-03-09,11.59000015258789 2020-03-10,12.470000267028809 2020-03-11,11.15999984741211 2020-03-12,9.449999809265137 2020-03-13,10.800000190734863 2020-03-16,8.75 2020-03-17,10.18000030517578 2020-03-18,9.829999923706056 2020-03-19,9.84000015258789 2020-03-20,8.550000190734863 2020-03-23,7.610000133514404 2020-03-24,8.520000457763672 2020-03-25,8.979999542236328 2020-03-26,9.8100004196167 2020-03-27,9.369999885559082 2020-03-30,9.5600004196167 2020-03-31,9.079999923706056 2020-04-01,8.010000228881836 2020-04-02,8.220000267028809 2020-04-03,7.809999942779541 2020-04-06,8.960000038146973 2020-04-07,9.140000343322754 2020-04-08,9.470000267028809 2020-04-09,9.859999656677246 2020-04-13,9.56999969482422 2020-04-14,9.8100004196167 2020-04-15,8.960000038146973 2020-04-16,8.710000038146973 2020-04-17,9.06999969482422 2020-04-20,9.09000015258789 2020-04-21,8.930000305175781 2020-04-22,9.18000030517578 2020-04-23,7.239999771118164 2020-04-24,7.800000190734863 2020-04-27,7.949999809265137 2020-04-28,8.510000228881836 2020-04-29,8.619999885559082 2020-04-30,8.619999885559082 2020-05-01,7.989999771118164 2020-05-04,8.09000015258789 2020-05-05,7.860000133514404 2020-05-06,7.619999885559082 2020-05-07,7.670000076293945 2020-05-08,7.980000019073486 2020-05-11,7.820000171661377 2020-05-12,7.239999771118164 2020-05-13,6.769999980926514 2020-05-14,6.989999771118164 2020-05-15,6.699999809265137 2020-05-18,7.289999961853027 2020-05-19,7.239999771118164 2020-05-20,7.369999885559082 2020-05-21,7.349999904632568 2020-05-22,7.269999980926514 2020-05-26,8.09000015258789 2020-05-27,8.369999885559082 2020-05-28,8.130000114440918 2020-05-29,7.96999979019165 2020-06-01,8.220000267028809 2020-06-02,8.369999885559082 2020-06-03,9.149999618530272 2020-06-04,9.5600004196167 2020-06-05,10.40999984741211 2020-06-08,11.550000190734863 2020-06-09,11.140000343322754 2020-06-10,10.31999969482422 2020-06-11,9.81999969482422 2020-06-12,10.34000015258789 2020-06-15,10.739999771118164 2020-06-16,11.140000343322754 2020-06-17,11.220000267028809 2020-06-18,11.329999923706056 2020-06-19,11.09000015258789 2020-06-22,11.329999923706056 2020-06-23,11.40999984741211 2020-06-24,10.720000267028809 2020-06-25,10.729999542236328 2020-06-26,10.0 2020-06-29,10.390000343322754 2020-06-30,10.760000228881836 2020-07-01,10.260000228881836 2020-07-02,10.550000190734863 2020-07-06,10.760000228881836 2020-07-07,10.34000015258789 2020-07-08,10.600000381469728 2020-07-09,10.039999961853027 2020-07-10,10.529999732971191 2020-07-13,10.619999885559082 2020-07-14,10.489999771118164 2020-07-15,10.93000030517578 2020-07-16,10.729999542236328 2020-07-17,10.489999771118164 2020-07-20,10.289999961853027 2020-07-21,10.739999771118164 2020-07-22,10.529999732971191 2020-07-23,10.68000030517578 2020-07-24,10.4399995803833 2020-07-27,10.710000038146973 2020-07-28,10.369999885559082 2020-07-29,10.600000381469728 2020-07-30,10.100000381469728 2020-07-31,10.039999961853027 2020-08-03,10.0 2020-08-04,9.770000457763672 2020-08-05,10.270000457763672 2020-08-06,10.31999969482422 2020-08-07,10.779999732971191 2020-08-10,10.789999961853027 2020-08-11,10.9399995803833 2020-08-12,11.390000343322754 2020-08-13,10.699999809265137 2020-08-14,10.68000030517578 2020-08-17,10.56999969482422 2020-08-18,10.279999732971191 2020-08-19,10.329999923706056 2020-08-20,10.020000457763672 2020-08-21,10.140000343322754 2020-08-24,10.600000381469728 2020-08-25,10.699999809265137 2020-08-26,10.56999969482422 2020-08-27,10.81999969482422 2020-08-28,10.729999542236328 2020-08-31,10.199999809265137 2020-09-01,10.18000030517578 2020-09-02,10.630000114440918 2020-09-03,11.140000343322754 2020-09-04,11.390000343322754 2020-09-08,10.699999809265137 2020-09-09,10.6899995803833 2020-09-10,10.260000228881836 2020-09-11,10.699999809265137 2020-09-14,10.68000030517578 2020-09-15,10.529999732971191 2020-09-16,10.890000343322754 2020-09-17,11.149999618530272 2020-09-18,10.979999542236328 2020-09-21,10.220000267028809 2020-09-22,10.1899995803833 2020-09-23,10.420000076293944 2020-09-24,10.800000190734863 2020-09-25,10.8100004196167 2020-09-28,11.489999771118164 2020-09-29,11.43000030517578 2020-09-30,11.40999984741211 2020-10-01,11.25 2020-10-02,11.850000381469728 ","date,10-day,30-day 2020-01-06,17.82641416029497,18.200711909605182 2020-01-07,17.775515384866736,18.150171088762182 2020-01-08,17.754929542541504,18.092607658960485 2020-01-09,17.800242649425158,18.045794052684606 2020-01-10,17.814666996580183,17.993370436528252 2020-01-13,17.88043452176181,17.961250702847718 2020-01-14,17.922131262885202,17.937392232682967 2020-01-15,17.969727088465834,17.925344160346572 2020-01-16,18.060060454859876,17.93867997432695 2020-01-17,18.189747299810854,17.974604663165238 2020-01-21,18.298878531022506,18.022425037301996 2020-01-22,18.419434142835215,18.089571967791482 2020-01-23,18.508191630816217,18.16439700150575 2020-01-24,18.481949228228945,18.22200772001752 2020-01-27,18.269272721415817,18.235883375393446 2020-01-28,18.059676792645693,18.231847516610205 2020-01-29,17.82520182445796,18.193198353620414 2020-01-30,17.642151006062825,18.13234916509266 2020-01-31,17.4490194359211,18.040404259466357 2020-02-03,17.300807492419928,17.929971266852483 2020-02-04,17.32981798383925,17.842178123091283 2020-02-05,17.612848466815368,17.811522235186725 2020-02-06,17.940121461887554,17.81299293203593 2020-02-07,18.21148502658112,17.838875762433563 2020-02-10,18.45289903891207,17.900168975365204 2020-02-11,18.696525028498485,17.999122367161576 2020-02-12,18.810484535525546,18.10189118135787 2020-02-13,18.69031287684585,18.17224819156004 2020-02-14,18.39032328827213,18.201685542786848 2020-02-18,18.01141458569151,18.18781899551337 2020-02-19,17.69996031944198,18.14701016990087 2020-02-20,17.60381904370857,18.116079843856102 2020-02-21,17.543071321044305,18.06448241189389 2020-02-24,17.3284448989714,17.95519035694847 2020-02-25,16.817111271559586,17.745200744239234 2020-02-26,16.141474728632456,17.437623657752965 2020-02-27,15.315444402020388,17.01655196275335 2020-02-28,14.571292840591587,16.52701357004036 2020-03-02,14.157444260337137,16.041265482611983 2020-03-03,13.955292718097416,15.5589174010164 2020-03-04,13.987262420461635,15.126366806645546 2020-03-05,13.855100865797562,14.68364525179709 2020-03-06,13.563222126045611,14.23264197561476 2020-03-09,12.834545452426177,13.697482441659469 2020-03-10,12.255888998628867,13.180296046280946 2020-03-11,11.594313249684342,12.623446919909513 2020-03-12,10.684666705854012,11.970598146342889 2020-03-13,10.09580810142286,11.369255848717092 2020-03-16,9.421010108909224,10.723363015814067 2020-03-17,9.1590808839509,10.162944401429971 2020-03-18,9.123383927586103,9.687391731132315 2020-03-19,9.315929413805103,9.305225805535539 2020-03-20,9.179050647851193,8.919282466211627 2020-03-23,8.691080969993514,8.496247010743746 2020-03-24,8.260161855004052,8.111432359312596 2020-03-25,8.149323360366052,7.81262626606931 2020-03-26,8.487535475721264,7.660186499182042 2020-03-27,8.945151569867376,7.6156087204546905 2020-03-30,9.392919310174806,7.671009813739408 2020-03-31,9.553484945586233,7.756042790515449 2020-04-01,9.240788019546354,7.79376502594213 2020-04-02,8.742969873216417,7.805568984708478 2020-04-03,8.200808238019848,7.774154288298769 2020-04-06,8.062303129350296,7.790972916063015 2020-04-07,8.267707199038883,7.860173278794922 2020-04-08,8.744040585527516,7.997181173909096 2020-04-09,9.308434435333869,8.202915917075236 2020-04-13,9.721969630501485,8.43538397271146 2020-04-14,9.959272673635772,8.67891872448733 2020-04-15,9.83817169979365,8.85881942557605 2020-04-16,9.474626287787851,8.96154092034986 2020-04-17,9.135434316384673,9.023398957457593 2020-04-20,8.941121196746828,9.063876721867524 2020-04-21,8.843252575517903,9.08426848025305 2020-04-22,8.889363802322235,9.117531582223899 2020-04-23,8.531818325350983,9.039635164404427 2020-04-24,8.104353676420269,8.905727645932132 2020-04-27,7.759979843370843,8.741976739001531 2020-04-28,7.7520000332533705,8.594289284196806 2020-04-29,7.952323217102975,8.477292500020782 2020-04-30,8.281131264657686,8.399839440366273 2020-05-01,8.401504923117281,8.308989596042155 2020-05-04,8.37135343455305,8.216382420515929 2020-05-05,8.186343401128596,8.1111196973076 2020-05-06,7.927888889987059,7.992431162967476 2020-05-07,7.692929324718437,7.875854463645634 2020-05-08,7.635242472754585,7.789417908900954 2020-05-11,7.657535435936668,7.720175266710233 2020-05-12,7.579181844056254,7.634492104062043 2020-05-13,7.321989882112753,7.512034032267908 2020-05-14,7.060616061181733,7.382636522665674 2020-05-15,6.793525083137282,7.230438648654569 2020-05-18,6.7476058738400235,7.106607448738535 2020-05-19,6.848787684392447,7.011682696650104 2020-05-20,7.058686685562134,6.953838235947393 2020-05-21,7.244030147128636,6.924788046190815 2020-05-22,7.360282723108927,6.9165758571488025 2020-05-26,7.584292913687349,6.9699256901929045 2020-05-27,7.912757594657665,7.086701684510834 2020-05-28,8.18075763625328,7.230603136777023 2020-05-29,8.295171733336014,7.377225721882237 2020-06-01,8.345292979057389,7.532297787785958 2020-06-02,8.375353562711464,7.69308525610141 2020-06-03,8.58628275514853,7.903278795912275 2020-06-04,8.977747444191364,8.17113043140767 2020-06-05,9.60310099245322,8.520602128052797 2020-06-08,10.478646506203544,8.98195663004366 2020-06-09,11.20959610553703,9.473995379717973 2020-06-10,11.443666786617703,9.906711878588549 2020-06-11,11.164939371744792,10.23606419151402 2020-06-12,10.77073729832967,10.496462393832463 2020-06-15,10.521949358179112,10.7158552031705 2020-06-16,10.57052519538186,10.929143737345187 2020-06-17,10.820656645418419,11.142586413814175 2020-06-18,11.143949640640107,11.353631947766921 2020-06-19,11.329666832239942,11.528374975676176 2020-06-22,11.429737491800326,11.672695410123435 2020-06-23,11.469858602080683,11.784465289884997 2020-06-24,11.31732323868106,11.817981063183064 2020-06-25,11.07498980146466,11.788339456366808 2020-06-26,10.66928269164731,11.667248034357597 2020-06-29,10.35503025247593,11.507526174189797 2020-06-30,10.256474838834821,11.359692500637426 2020-07-01,10.230747678544788,11.207605074297996 2020-07-02,10.292767951464413,11.075733424497761 2020-07-06,10.444990199503273,10.974119119780893 2020-07-07,10.509687138567067,10.863738497593923 2020-07-08,10.54669724666711,10.762803759831254 2020-07-09,10.43766687951907,10.641498034043126 2020-07-10,10.386727333068848,10.538579018705635 2020-07-13,10.397818096237954,10.462961425644522 2020-07-14,10.449009896288016,10.408199375385026 2020-07-15,10.593858430843161,10.40040616739608 2020-07-16,10.72930284365259,10.421733006781576 2020-07-17,10.751403829786513,10.444041206708517 2020-07-20,10.637555352605952,10.452950130688247 2020-07-21,10.586312934605763,10.474989156552112 2020-07-22,10.540221996500035,10.489122800792845 2020-07-23,10.556171607007885,10.50974071328358 2020-07-24,10.543373629059454,10.520608071221245 2020-07-27,10.58665648951675,10.540783689184428 2020-07-28,10.549302952698989,10.545475799738291 2020-07-29,10.540868735072587,10.553480489142908 2020-07-30,10.419909284572409,10.532644701174938 2020-07-31,10.257868936326767,10.485553710178662 2020-08-03,10.078010311512031,10.41654944730916 2020-08-04,9.901808323523012,10.322777102070468 2020-08-05,9.874919506034466,10.244950642978846 2020-08-06,9.977697188444813,10.191927729131502 2020-08-07,10.24602024193966,10.189608730158927 2020-08-10,10.543494854551373,10.225449578787693 2020-08-11,10.827373481519293,10.294982152617534 2020-08-12,11.122535141068274,10.410057407194568 2020-08-13,11.20192913190283,10.509771006696969 2020-08-14,11.112181814752445,10.589759542711318 2020-08-17,10.913515153557363,10.644943396592227 2020-08-18,10.646696915289368,10.662412540545173 2020-08-19,10.40227260107946,10.654964118191845 2020-08-20,10.177595941948168,10.61869817050127 2020-08-21,10.042242562650431,10.569598911141835 2020-08-24,10.095071021956628,10.541630497970035 2020-08-25,10.286778075285632,10.536857042551896 2020-08-26,10.477697102710456,10.537429078283276 2020-08-27,10.67147464463205,10.555403600576533 2020-08-28,10.795393609518955,10.574749067538956 2020-08-31,10.714959161931818,10.558618193834915 2020-09-01,10.516716871357927,10.516444349938398 2020-09-02,10.417838286390209,10.487499197033571 2020-09-03,10.54270720915361,10.506297799011286 2020-09-04,10.846222547088006,10.58041254641762 2020-09-08,11.023586167229547,10.653824759350027 2020-09-09,11.049313226372306,10.717813993542853 2020-09-10,10.846838367346562,10.737038005876713 2020-09-11,10.669040286902225,10.744193900050227 2020-09-14,10.55420195743291,10.74174049879915 2020-09-15,10.508313063419227,10.728490670590418 2020-09-16,10.578838429306492,10.731277790513944 2020-09-17,10.776757566856615,10.764855921960645 2020-09-18,10.950161470548073,10.806163059972949 2020-09-21,10.874040244324041,10.805924700665217 2020-09-22,10.642494741112296,10.771412482723115 2020-09-23,10.425121035720363,10.72068844740536 2020-09-24,10.382191855498036,10.68159346795851 2020-09-25,10.475192061337557,10.65823758685888 2020-09-28,10.806151680994516,10.69696448093674 2020-09-29,11.173606273381395,10.77820609208931 2020-09-30,11.459555696236967,10.88225556971779 2020-10-01,11.561939460099344,10.984703605371566 2020-10-02,11.687535434299045,11.113453810838816 " 3287,US,technical,"During March 15, 2020 to March 03, 2021, how many times did Cencora's 10-day and 5-day Hull Moving Average lines form a golden cross? Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",35.0,medium,moving average,HMA = WMA_{\sqrt{n}}(2 * WMA_{n/2}(P) - WMA_n(P)),"date,close 2020-02-24,94.93000030517578 2020-02-25,92.93000030517578 2020-02-26,93.70999908447266 2020-02-27,86.58999633789062 2020-02-28,84.31999969482422 2020-03-02,87.16000366210938 2020-03-03,85.87000274658203 2020-03-04,90.37999725341795 2020-03-05,86.97000122070312 2020-03-06,85.80999755859375 2020-03-09,83.2699966430664 2020-03-10,86.06999969482422 2020-03-11,84.95999908447266 2020-03-12,80.48999786376953 2020-03-13,90.0 2020-03-16,80.5 2020-03-17,89.5 2020-03-18,84.97000122070312 2020-03-19,86.0 2020-03-20,80.61000061035156 2020-03-23,73.93000030517578 2020-03-24,79.8499984741211 2020-03-25,75.3499984741211 2020-03-26,84.16000366210938 2020-03-27,81.77999877929688 2020-03-30,88.0999984741211 2020-03-31,88.5 2020-04-01,86.2300033569336 2020-04-02,83.88999938964844 2020-04-03,81.33999633789062 2020-04-06,86.29000091552734 2020-04-07,87.19999694824219 2020-04-08,88.33000183105469 2020-04-09,87.80999755859375 2020-04-13,85.44999694824219 2020-04-14,89.41999816894531 2020-04-15,88.33000183105469 2020-04-16,86.27999877929688 2020-04-17,89.19000244140625 2020-04-20,89.62000274658203 2020-04-21,85.56999969482422 2020-04-22,86.5 2020-04-23,87.26000213623047 2020-04-24,88.69999694824219 2020-04-27,90.77999877929688 2020-04-28,89.52999877929688 2020-04-29,89.33999633789062 2020-04-30,89.66000366210938 2020-05-01,86.37999725341797 2020-05-04,86.41999816894531 2020-05-05,87.97000122070312 2020-05-06,85.5 2020-05-07,88.73999786376953 2020-05-08,88.08999633789062 2020-05-11,90.63999938964844 2020-05-12,88.58000183105469 2020-05-13,84.1500015258789 2020-05-14,84.02999877929688 2020-05-15,85.75 2020-05-18,89.19999694824219 2020-05-19,89.62999725341797 2020-05-20,92.7300033569336 2020-05-21,92.25 2020-05-22,93.13999938964844 2020-05-26,90.77999877929688 2020-05-27,93.33000183105467 2020-05-28,94.4000015258789 2020-05-29,95.33999633789062 2020-06-01,95.1500015258789 2020-06-02,98.66000366210938 2020-06-03,99.48999786376952 2020-06-04,99.4499969482422 2020-06-05,98.97000122070312 2020-06-08,102.3000030517578 2020-06-09,99.9000015258789 2020-06-10,96.9499969482422 2020-06-11,93.51000213623048 2020-06-12,94.87000274658205 2020-06-15,96.20999908447266 2020-06-16,99.11000061035156 2020-06-17,100.1500015258789 2020-06-18,100.25 2020-06-19,102.1500015258789 2020-06-22,101.7300033569336 2020-06-23,101.5 2020-06-24,98.83999633789062 2020-06-25,100.66999816894533 2020-06-26,99.18000030517578 2020-06-29,98.98999786376952 2020-06-30,100.7699966430664 2020-07-01,99.4499969482422 2020-07-02,100.08999633789062 2020-07-06,100.72000122070312 2020-07-07,98.3000030517578 2020-07-08,97.20999908447266 2020-07-09,96.38999938964844 2020-07-10,97.0500030517578 2020-07-13,97.2699966430664 2020-07-14,99.33000183105467 2020-07-15,101.9000015258789 2020-07-16,102.73999786376952 2020-07-17,104.4499969482422 2020-07-20,102.19000244140624 2020-07-21,104.1500015258789 2020-07-22,103.80999755859376 2020-07-23,104.02999877929688 2020-07-24,103.76000213623048 2020-07-27,104.0 2020-07-28,102.11000061035156 2020-07-29,103.30999755859376 2020-07-30,102.16999816894533 2020-07-31,100.19000244140624 2020-08-03,104.4800033569336 2020-08-04,104.6999969482422 2020-08-05,103.5 2020-08-06,101.61000061035156 2020-08-07,102.0999984741211 2020-08-10,103.04000091552734 2020-08-11,101.37999725341795 2020-08-12,103.5500030517578 2020-08-13,102.7300033569336 2020-08-14,103.75 2020-08-17,103.41999816894533 2020-08-18,102.83999633789062 2020-08-19,101.70999908447266 2020-08-20,99.04000091552734 2020-08-21,98.1500015258789 2020-08-24,97.56999969482422 2020-08-25,98.27999877929688 2020-08-26,97.66000366210938 2020-08-27,98.12999725341795 2020-08-28,97.5500030517578 2020-08-31,97.02999877929688 2020-09-01,94.3000030517578 2020-09-02,98.29000091552734 2020-09-03,97.58000183105467 2020-09-04,96.5999984741211 2020-09-08,95.36000061035156 2020-09-09,96.1999969482422 2020-09-10,94.2699966430664 2020-09-11,94.08000183105467 2020-09-14,94.5999984741211 2020-09-15,94.9000015258789 2020-09-16,96.79000091552734 2020-09-17,96.80999755859376 2020-09-18,96.83000183105467 2020-09-21,95.81999969482422 2020-09-22,95.26000213623048 2020-09-23,94.13999938964844 2020-09-24,94.66000366210938 2020-09-25,96.8000030517578 2020-09-28,97.58000183105467 2020-09-29,96.16000366210938 2020-09-30,96.91999816894533 2020-10-01,95.36000061035156 2020-10-02,95.37999725341795 2020-10-05,96.38999938964844 2020-10-06,95.62999725341795 2020-10-07,95.58999633789062 2020-10-08,98.48999786376952 2020-10-09,96.86000061035156 2020-10-12,96.86000061035156 2020-10-13,97.2699966430664 2020-10-14,98.44000244140624 2020-10-15,99.3499984741211 2020-10-16,99.5199966430664 2020-10-19,97.8000030517578 2020-10-20,97.98999786376952 2020-10-21,97.7300033569336 2020-10-22,98.72000122070312 2020-10-23,99.37999725341795 2020-10-26,98.37000274658205 2020-10-27,97.6500015258789 2020-10-28,95.6999969482422 2020-10-29,94.58999633789062 2020-10-30,96.06999969482422 2020-11-02,98.94000244140624 2020-11-03,102.1500015258789 2020-11-04,104.98999786376952 2020-11-05,105.41999816894533 2020-11-06,103.9499969482422 2020-11-09,106.26000213623048 2020-11-10,110.08000183105467 2020-11-11,107.33000183105467 2020-11-12,106.0999984741211 2020-11-13,108.12000274658205 2020-11-16,109.01000213623048 2020-11-17,104.88999938964844 2020-11-18,103.44000244140624 2020-11-19,101.9000015258789 2020-11-20,100.45999908447266 2020-11-23,100.4800033569336 2020-11-24,103.0999984741211 2020-11-25,103.11000061035156 2020-11-27,103.1999969482422 2020-11-30,103.11000061035156 2020-12-01,102.19000244140624 2020-12-02,103.12000274658205 2020-12-03,101.5 2020-12-04,102.9800033569336 2020-12-07,99.48999786376952 2020-12-08,100.43000030517578 2020-12-09,101.11000061035156 2020-12-10,99.37000274658205 2020-12-11,98.05999755859376 2020-12-14,97.12000274658205 2020-12-15,99.02999877929688 2020-12-16,98.37000274658205 2020-12-17,98.73999786376952 2020-12-18,98.61000061035156 2020-12-21,97.66999816894533 2020-12-22,96.72000122070312 2020-12-23,97.23999786376952 2020-12-24,96.97000122070312 2020-12-28,96.8000030517578 2020-12-29,97.12000274658205 2020-12-30,96.95999908447266 2020-12-31,97.76000213623048 2021-01-04,96.5 2021-01-05,97.76000213623048 2021-01-06,106.16999816894533 2021-01-07,110.12999725341795 2021-01-08,110.02999877929688 2021-01-11,107.3499984741211 2021-01-12,106.5199966430664 2021-01-13,105.62000274658205 2021-01-14,105.63999938964844 2021-01-15,106.8000030517578 2021-01-19,103.5 2021-01-20,103.79000091552734 2021-01-21,104.91000366210938 2021-01-22,107.76000213623048 2021-01-25,106.87000274658205 2021-01-26,108.83999633789062 2021-01-27,106.83999633789062 2021-01-28,106.9000015258789 2021-01-29,104.1999969482422 2021-02-01,106.88999938964844 2021-02-02,105.62000274658205 2021-02-03,105.52999877929688 2021-02-04,111.91999816894533 2021-02-05,109.69000244140624 2021-02-08,108.48999786376952 2021-02-09,107.43000030517578 2021-02-10,106.2699966430664 2021-02-11,104.52999877929688 2021-02-12,105.18000030517578 2021-02-16,103.37000274658205 2021-02-17,105.30999755859376 2021-02-18,105.26000213623048 2021-02-19,105.87000274658205 2021-02-22,106.12000274658205 2021-02-23,106.47000122070312 2021-02-24,105.1999969482422 2021-02-25,102.8499984741211 2021-02-26,101.22000122070312 2021-03-01,103.16999816894533 2021-03-02,104.25 2021-03-03,103.33999633789062 ","date,10-day,5-day 2020-03-10,85.32815950952396,83.87133110894098 2020-03-11,84.74254336886936,85.19466620551215 2020-03-12,83.40259390166311,82.12266540527344 2020-03-13,84.09514997848356,85.59666578504773 2020-03-16,83.77769615866922,84.94955579969617 2020-03-17,84.97303010574495,85.98133375379774 2020-03-18,85.56823276558309,87.30400102403428 2020-03-19,86.26936439745354,86.0044452243381 2020-03-20,84.9896271522599,82.26222262912326 2020-03-23,81.61396038941662,74.69066704644096 2020-03-24,78.77181838835129,74.6717768351237 2020-03-25,76.27082767679234,76.07133127848307 2020-03-26,76.71956558998185,80.74000142415365 2020-03-27,78.3724748322458,84.23200158013238 2020-03-30,82.02072710750078,87.33955417209201 2020-03-31,85.66965619482174,90.29622090657551 2020-04-01,88.12325299195568,88.71000213623046 2020-04-02,88.2787885492498,84.82066853841145 2020-04-03,86.58217152296895,81.1455529106988 2020-04-06,85.2815651017006,83.09266459147136 2020-04-07,85.05211984653666,87.22622053358289 2020-04-08,85.96451401373353,89.18066660563152 2020-04-09,87.16500883006086,89.02066633436415 2020-04-13,87.60899836992975,86.61044141981337 2020-04-14,88.19190698488795,87.47444135877822 2020-04-15,88.5283420524212,89.09000040690103 2020-04-16,88.2242516103417,87.45755649142795 2020-04-17,88.22653561216413,87.77133483886719 2020-04-20,88.65967832623107,89.67311435275609 2020-04-21,88.22941613245492,87.5586681789822 2020-04-22,87.50517331518309,85.50244394938152 2020-04-23,87.00301159174755,86.28711191813152 2020-04-24,87.13332356924963,88.23022121853298 2020-04-27,88.09128205270478,90.68666398790147 2020-04-28,89.17200853752367,90.99044257269968 2020-04-29,89.90406828600952,89.80155266655817 2020-04-30,90.2168772225428,89.43244510226778 2020-05-01,89.43385740337949,87.4153340657552 2020-05-04,88.13918075561521,85.56844228108724 2020-05-05,87.26624178645586,86.62066616482207 2020-05-06,86.39149483574761,86.39000091552735 2020-05-07,86.44624202227351,87.34622124565972 2020-05-08,86.94878651012074,88.685107421875 2020-05-11,88.23889718103891,90.24066399468315 2020-05-12,89.05183717361604,90.0784456041124 2020-05-13,88.38641405201922,85.75711398654512 2020-05-14,86.7252226473105,82.60822279188368 2020-05-15,85.3785561763879,83.79111022949219 2020-05-18,85.47629267374676,87.93866424560547 2020-05-19,86.68389750779276,90.75355190700957 2020-05-20,89.06733220418293,92.91977844238282 2020-05-21,91.36770663020586,93.77289140489366 2020-05-22,93.1848586034293,93.66644473605686 2020-05-26,93.5753635907414,92.02999860975478 2020-05-27,93.70062664301709,92.10355580647786 2020-05-28,93.88492000078914,94.18222435845269 2020-05-29,94.48758591160629,95.74955427381728 2020-06-01,95.09946453980724,95.98022087944878 2020-06-02,96.48412194300181,97.86555853949652 2020-06-03,98.11581883285986,100.22689005533853 2020-06-04,99.52549458513356,100.62044118245443 2020-06-05,100.24337311561662,99.72644280327692 2020-06-08,101.2160809295346,101.2215582953559 2020-06-09,101.50050599069304,101.47400343153213 2020-06-10,100.62866723417032,98.12711012098522 2020-06-11,98.32345524026891,93.58933241102433 2020-06-12,96.07641530663075,92.52000257703997 2020-06-15,94.69112221303612,94.82755686442057 2020-06-16,95.05963712750058,98.41555531819661 2020-06-17,96.68077865754715,101.00866750081381 2020-06-18,98.6976370917426,101.44644521077474 2020-06-19,100.7139401676679,102.17266760932074 2020-06-22,102.1233348268451,102.58333621554904 2020-06-23,102.7378097302986,102.00555742051866 2020-06-24,102.0906064505529,99.76666395399305 2020-06-25,101.3221504905007,99.28488481309678 2020-06-26,100.33179638024534,99.42044321695964 2020-06-29,99.49919997706559,98.84333258734809 2020-06-30,99.3254317620788,99.87288597954644 2020-07-01,99.38543134747128,100.18910725911458 2020-07-02,99.595875341242,99.94510718451606 2020-07-06,99.98292660183377,100.52222154405382 2020-07-07,99.83031234741209,99.33822580973306 2020-07-08,99.02336412680269,97.13777991400825 2020-07-09,97.8155665773334,95.81155480278863 2020-07-10,96.86605210737748,96.06577894422743 2020-07-13,96.36729372583255,96.97911054823135 2020-07-14,96.84320248690517,98.76266598171658 2020-07-15,98.42561670939126,101.70644616021052 2020-07-16,100.51825268677992,103.73377753363714 2020-07-17,102.75198890608972,105.02310774061414 2020-07-20,103.96531231812757,103.95466613769531 2020-07-21,104.67847464205039,103.50044708251953 2020-07-22,104.81421195136177,104.0519999186198 2020-07-23,104.75573685000643,104.17555321587456 2020-07-24,104.48907062260791,103.98555586073134 2020-07-27,104.32825268832119,103.91244591606988 2020-07-28,103.7325559750952,102.74888966878257 2020-07-29,103.2989898219253,102.44488745795356 2020-07-30,102.76411030316596,102.3866638183594 2020-07-31,101.8653024153276,100.66133371988934 2020-08-03,101.88824301054984,102.30933736165365 2020-08-04,102.65912175804677,105.14266713460286 2020-08-05,103.41261651395547,104.85733133951823 2020-08-06,103.40077798246132,102.41133304172092 2020-08-07,103.05442395451092,101.23244391547308 2020-08-10,102.72505010739722,102.22488878038193 2020-08-11,102.18220112347842,102.07799869113497 2020-08-12,102.19849470504607,102.64711168077254 2020-08-13,102.40363735622829,103.25467071533204 2020-08-14,102.90010268856781,103.60644683837889 2020-08-17,103.29074861160434,103.7875540839301 2020-08-18,103.45995918813378,103.1744401719835 2020-08-19,103.07139231363935,101.93910793728298 2020-08-20,101.8246345982407,99.46000027126736 2020-08-21,100.09477689338455,97.36155785454643 2020-08-24,98.38603022411617,96.67555677625866 2020-08-25,97.32318196922841,97.32955457899305 2020-08-26,96.79305152507743,97.74311252170139 2020-08-27,96.84778849283855,97.91311136881511 2020-08-28,97.04286959869694,97.76933390299477 2020-08-31,97.12448539348564,97.12088945176866 2020-09-01,96.38665763777915,94.95511254204645 2020-09-02,96.3003850609365,96.03933546278215 2020-09-03,96.51091075858683,98.08200174967449 2020-09-04,96.72876871282403,97.48644409179688 2020-09-08,96.47073797360815,95.70533243815105 2020-09-09,96.26861548375602,95.33777567545572 2020-09-10,95.56583634193497,94.68199598524306 2020-09-11,94.74350300027868,93.69311031765407 2020-09-14,94.16667502817482,93.92711164686415 2020-09-15,94.0478477323898,94.69222310384116 2020-09-16,94.62552551115402,96.31466827392576 2020-09-17,95.56409119114733,97.44088795979819 2020-09-18,96.47331358784378,97.37755516899956 2020-09-21,96.82495997265134,96.38400065104166 2020-09-22,96.6031118990195,95.22689039442274 2020-09-23,95.79038451994309,94.09733412000867 2020-09-24,94.98931457827791,93.92689090304903 2020-09-25,94.94443660697554,95.84200388590494 2020-09-28,95.65382095491043,97.89244740804033 2020-09-29,96.29448805529664,97.44489186604817 2020-09-30,96.85313363894068,96.7453335232205 2020-10-01,96.79508206916576,95.83822089301218 2020-10-02,96.3523733119772,95.0195532904731 2020-10-05,96.01188746750957,95.6955534193251 2020-10-06,95.77089659565627,96.00155334472657 2020-10-07,95.60119886301986,95.63755187988279 2020-10-08,96.22247127956814,97.42266337076823 2020-10-09,96.82099738072867,98.10399966769747 2020-10-12,97.21036230530403,97.17733493381076 2020-10-13,97.40616062048711,97.01999884711371 2020-10-14,97.79465650308013,98.04266645643445 2020-10-15,98.37101021198312,99.43177812364365 2020-10-16,99.0585953144112,100.06355285644531 2020-10-19,99.2177572076971,98.80044436984592 2020-10-20,99.0087369360105,97.64044494628904 2020-10-21,98.52206103392321,97.44777933756511 2020-10-22,98.28119307238647,98.18400268554689 2020-10-23,98.41908164746833,99.33755459255644 2020-10-26,98.58268774013327,99.12199978298612 2020-10-27,98.47376879297121,97.90089111328126 2020-10-28,97.71482858368846,95.98399912516277 2020-10-29,96.43321087769789,94.1504399617513 2020-10-30,95.48779602821428,94.65821940104166 2020-11-02,95.76845323967211,97.84933505588106 2020-11-03,97.58664632469716,102.07333662245009 2020-11-04,100.62652546275744,105.8044443766276 2020-11-05,103.75169685440834,107.241775004069 2020-11-06,105.70212001607875,105.7324408637153 2020-11-09,106.90075642749515,105.59955529106992 2020-11-10,108.3208380342734,109.14155849880643 2020-11-11,109.02384935629489,109.72755855984154 2020-11-12,108.82677880489466,107.01933339436846 2020-11-13,108.58562778511434,106.8611116197374 2020-11-16,108.64162811895812,108.70333591037327 2020-11-17,107.8215873872391,106.84155646430122 2020-11-18,106.3096580351242,103.25911204020183 2020-11-19,104.31904195920386,101.0717797173394 2020-11-20,102.14840506351356,99.70466681586372 2020-11-23,100.35146585329615,99.4260013156467 2020-11-24,99.99462701046104,101.64466722276477 2020-11-25,100.62486912120471,103.61644388834634 2020-11-27,101.6831912108142,103.8415534125434 2020-11-30,102.6297363666573,103.45822075737847 2020-12-01,103.04295914004547,102.55600195990668 2020-12-02,103.16385942709564,102.55089263916015 2020-12-03,102.75916303384183,102.03466847737629 2020-12-04,102.54600225891731,102.19844631618923 2020-12-07,101.67353695956145,100.69888882107205 2020-12-08,100.86324325715653,99.42133195665146 2020-12-09,100.3677476516878,100.33177778455946 2020-12-10,99.90762684369328,100.02711334228515 2020-12-11,99.12789906973792,98.2408889770508 2020-12-14,98.15987929527205,96.71644473605689 2020-12-15,97.7241720103254,97.615111456977 2020-12-16,97.58858667238796,98.66444566514754 2020-12-17,97.80744471694486,98.81644439697264 2020-12-18,98.13268703113903,98.76733245849609 2020-12-21,98.22031256935811,98.01644321017795 2020-12-22,97.8167066092443,96.77777760823568 2020-12-23,97.36899909587821,96.5564437866211 2020-12-24,96.96570654204397,96.83799981011286 2020-12-28,96.68262673580284,96.79689161512589 2020-12-29,96.61454725169172,96.93267059326172 2020-12-30,96.68719379155323,97.03488989935981 2020-12-31,96.97981005581944,97.51111145019532 2021-01-04,97.03213277489247,97.12244500054254 2021-01-05,97.22347607082791,97.20666792127821 2021-01-06,99.47760650172377,103.45199974907773 2021-01-07,103.5825245096226,111.26644134521486 2021-01-08,107.85208919794873,113.47399715847439 2021-01-11,110.39465437609739,110.2351094563802 2021-01-12,110.94597702026367,106.68221961127388 2021-01-13,109.77955378522775,105.0608891805013 2021-01-14,107.97931231874408,104.87200164794922 2021-01-15,106.6797785209887,106.02689124213323 2021-01-19,105.35699130742238,104.79622395833333 2021-01-20,104.30963812934027,103.10488942464194 2021-01-21,103.86352748678188,103.86333584255642 2021-01-22,104.61329553777522,106.84511447482639 2021-01-25,105.63839680064808,108.18422512478303 2021-01-26,107.09751664749298,108.8368874443902 2021-01-27,107.89924178460632,108.13621690538196 2021-01-28,108.11161459720495,106.83644256591798 2021-01-29,107.14872492009943,104.78177693684897 2021-02-01,106.48318956163195,105.1108874850803 2021-02-02,105.83497872400767,106.00289052327474 2021-02-03,105.48541396169952,105.64000125461155 2021-02-04,106.82670688051167,109.66622060139974 2021-02-05,108.52865689980865,112.03200022379558 2021-02-08,109.60095967764806,109.9611111111111 2021-02-09,109.62759585910374,107.57666592068142 2021-02-10,108.79380705091688,105.94821997748481 2021-02-11,107.09091765278517,104.33510843912761 2021-02-12,105.56093786220356,104.0455551147461 2021-02-16,104.16210067440765,103.5302247789171 2021-02-17,103.66632315125128,104.13488939073353 2021-02-18,103.77362690164587,105.3448889838325 2021-02-19,104.43782976709231,105.98400268554691 2021-02-22,105.20227512398155,106.36133694118926 2021-02-23,105.9715480226459,106.62022450764975 2021-02-24,106.173152923584,105.8499981350369 2021-02-25,105.43342409230245,103.42932976616753 2021-02-26,103.8620597762291,100.84244384765624 2021-03-01,102.67206932607321,101.32533315022788 2021-03-02,102.33552394828409,103.68599938286677 2021-03-03,102.47872549500129,104.2179975721571 " 3288,US,technical,"For Cisco, how many times did the 30-day and 10-day Hull Moving Average lines produce a death cross between November 30, 2021 and October 29, 2022? Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",14.0,medium,moving average,HMA = WMA_{\sqrt{n}}(2 * WMA_{n/2}(P) - WMA_n(P)),"date,close 2021-09-27,56.220001220703125 2021-09-28,55.52000045776367 2021-09-29,55.47999954223633 2021-09-30,54.43000030517578 2021-10-01,55.13999938964844 2021-10-04,54.22999954223633 2021-10-05,54.68999862670898 2021-10-06,53.93999862670898 2021-10-07,55.02000045776367 2021-10-08,55.08000183105469 2021-10-11,54.93000030517578 2021-10-12,54.27999877929688 2021-10-13,54.619998931884766 2021-10-14,55.650001525878906 2021-10-15,55.25 2021-10-18,55.18999862670898 2021-10-19,55.7400016784668 2021-10-20,56.20000076293945 2021-10-21,55.68999862670898 2021-10-22,55.11000061035156 2021-10-25,55.13999938964844 2021-10-26,55.810001373291016 2021-10-27,56.18000030517578 2021-10-28,56.2400016784668 2021-10-29,55.970001220703125 2021-11-01,56.09999847412109 2021-11-02,57.619998931884766 2021-11-03,57.650001525878906 2021-11-04,57.119998931884766 2021-11-05,57.06999969482422 2021-11-08,57.0 2021-11-09,57.43999862670898 2021-11-10,57.77000045776367 2021-11-11,56.7599983215332 2021-11-12,56.81999969482422 2021-11-15,57.27000045776367 2021-11-16,57.0 2021-11-17,56.7599983215332 2021-11-18,53.630001068115234 2021-11-19,53.25 2021-11-22,54.59999847412109 2021-11-23,55.29999923706055 2021-11-24,55.540000915527344 2021-11-26,54.66999816894531 2021-11-29,55.7599983215332 2021-11-30,54.84000015258789 2021-12-01,55.02999877929688 2021-12-02,56.150001525878906 2021-12-03,56.22999954223633 2021-12-06,56.959999084472656 2021-12-07,58.08000183105469 2021-12-08,57.02000045776367 2021-12-09,57.54999923706055 2021-12-10,59.25 2021-12-13,58.61000061035156 2021-12-14,57.77000045776367 2021-12-15,59.93000030517578 2021-12-16,60.310001373291016 2021-12-17,60.459999084472656 2021-12-20,60.36000061035156 2021-12-21,61.02999877929688 2021-12-22,61.52999877929688 2021-12-23,62.27999877929688 2021-12-27,63.41999816894531 2021-12-28,63.52999877929688 2021-12-29,63.959999084472656 2021-12-30,63.619998931884766 2021-12-31,63.369998931884766 2022-01-03,63.15999984741211 2022-01-04,61.25 2022-01-05,60.27999877929688 2022-01-06,60.91999816894531 2022-01-07,61.130001068115234 2022-01-10,61.81999969482422 2022-01-11,62.369998931884766 2022-01-12,62.119998931884766 2022-01-13,61.5 2022-01-14,61.36000061035156 2022-01-18,59.72999954223633 2022-01-19,58.900001525878906 2022-01-20,58.08000183105469 2022-01-21,56.68000030517578 2022-01-24,56.900001525878906 2022-01-25,56.11000061035156 2022-01-26,55.33000183105469 2022-01-27,54.619998931884766 2022-01-28,55.61000061035156 2022-01-31,55.66999816894531 2022-02-01,55.369998931884766 2022-02-02,56.16999816894531 2022-02-03,55.20000076293945 2022-02-04,55.150001525878906 2022-02-07,55.16999816894531 2022-02-08,55.34000015258789 2022-02-09,56.290000915527344 2022-02-10,54.869998931884766 2022-02-11,53.900001525878906 2022-02-14,53.18000030517578 2022-02-15,54.27000045776367 2022-02-16,54.25 2022-02-17,55.77000045776367 2022-02-18,57.209999084472656 2022-02-22,56.29999923706055 2022-02-23,54.43999862670898 2022-02-24,54.72999954223633 2022-02-25,56.040000915527344 2022-02-28,55.77000045776367 2022-03-01,54.619998931884766 2022-03-02,56.150001525878906 2022-03-03,56.06999969482422 2022-03-04,56.5099983215332 2022-03-07,55.59000015258789 2022-03-08,54.400001525878906 2022-03-09,55.91999816894531 2022-03-10,54.709999084472656 2022-03-11,54.68999862670898 2022-03-14,54.29999923706055 2022-03-15,55.59999847412109 2022-03-16,55.810001373291016 2022-03-17,56.16999816894531 2022-03-18,55.970001220703125 2022-03-21,56.0 2022-03-22,56.16999816894531 2022-03-23,54.47999954223633 2022-03-24,54.5 2022-03-25,54.970001220703125 2022-03-28,55.13999938964844 2022-03-29,55.66999816894531 2022-03-30,56.04999923706055 2022-03-31,55.7599983215332 2022-04-01,55.65999984741211 2022-04-04,55.869998931884766 2022-04-05,54.91999816894531 2022-04-06,54.369998931884766 2022-04-07,54.630001068115234 2022-04-08,54.27999877929688 2022-04-11,52.880001068115234 2022-04-12,51.81999969482422 2022-04-13,52.150001525878906 2022-04-14,51.16999816894531 2022-04-18,51.11000061035156 2022-04-19,51.83000183105469 2022-04-20,53.02000045776367 2022-04-21,52.77999877929688 2022-04-22,51.36000061035156 2022-04-25,51.93999862670898 2022-04-26,50.900001525878906 2022-04-27,49.310001373291016 2022-04-28,50.630001068115234 2022-04-29,48.97999954223633 2022-05-02,49.86000061035156 2022-05-03,49.91999816894531 2022-05-04,51.58000183105469 2022-05-05,49.61000061035156 2022-05-06,49.33000183105469 2022-05-09,48.959999084472656 2022-05-10,49.54999923706055 2022-05-11,48.650001525878906 2022-05-12,48.290000915527344 2022-05-13,49.560001373291016 2022-05-16,49.0 2022-05-17,50.59999847412109 2022-05-18,48.36000061035156 2022-05-19,41.720001220703125 2022-05-20,42.93999862670898 2022-05-23,43.34999847412109 2022-05-24,43.77000045776367 2022-05-25,44.0 2022-05-26,44.9900016784668 2022-05-27,45.619998931884766 2022-05-31,45.04999923706055 2022-06-01,45.22999954223633 2022-06-02,45.790000915527344 2022-06-03,45.25 2022-06-06,45.33000183105469 2022-06-07,45.56999969482422 2022-06-08,44.91999816894531 2022-06-09,44.2599983215332 2022-06-10,43.4900016784668 2022-06-13,43.2400016784668 2022-06-14,42.90999984741211 2022-06-15,43.79999923706055 2022-06-16,43.31999969482422 2022-06-17,43.38999938964844 2022-06-21,44.13999938964844 2022-06-22,43.56999969482422 2022-06-23,42.93000030517578 2022-06-24,44.09999847412109 2022-06-27,43.77000045776367 2022-06-28,43.060001373291016 2022-06-29,42.880001068115234 2022-06-30,42.63999938964844 2022-07-01,42.59999847412109 2022-07-05,41.959999084472656 2022-07-06,42.68999862670898 2022-07-07,43.220001220703125 2022-07-08,43.38999938964844 2022-07-11,43.25 2022-07-12,42.86000061035156 2022-07-13,42.70000076293945 2022-07-14,42.33000183105469 2022-07-15,43.06999969482422 2022-07-18,42.59999847412109 2022-07-19,44.02999877929688 2022-07-20,44.130001068115234 2022-07-21,44.58000183105469 2022-07-22,44.459999084472656 2022-07-25,44.34000015258789 2022-07-26,43.83000183105469 2022-07-27,44.63999938964844 2022-07-28,45.619998931884766 2022-07-29,45.369998931884766 2022-08-01,45.27999877929688 2022-08-02,44.91999816894531 2022-08-03,45.709999084472656 2022-08-04,45.380001068115234 2022-08-05,45.0099983215332 2022-08-08,45.02000045776367 2022-08-09,44.91999816894531 2022-08-10,46.02000045776367 2022-08-11,45.900001525878906 2022-08-12,46.61000061035156 2022-08-15,46.59000015258789 2022-08-16,46.77000045776367 2022-08-17,46.65999984741211 2022-08-18,49.369998931884766 2022-08-19,48.70000076293945 2022-08-22,47.709999084472656 2022-08-23,47.40999984741211 2022-08-24,47.06999969482422 2022-08-25,47.27000045776367 2022-08-26,45.88999938964844 2022-08-29,45.709999084472656 2022-08-30,45.2400016784668 2022-08-31,44.720001220703125 2022-09-01,45.290000915527344 2022-09-02,44.59000015258789 2022-09-06,44.470001220703125 2022-09-07,45.02000045776367 2022-09-08,45.369998931884766 2022-09-09,45.77000045776367 2022-09-12,46.400001525878906 2022-09-13,44.11000061035156 2022-09-14,43.959999084472656 2022-09-15,43.290000915527344 2022-09-16,43.29999923706055 2022-09-19,43.29999923706055 2022-09-20,42.58000183105469 2022-09-21,41.59000015258789 2022-09-22,41.150001525878906 2022-09-23,40.65999984741211 2022-09-26,40.58000183105469 2022-09-27,40.52000045776367 2022-09-28,41.34000015258789 2022-09-29,40.56999969482422 2022-09-30,40.0 2022-10-03,41.290000915527344 2022-10-04,41.81999969482422 2022-10-05,41.9900016784668 2022-10-06,41.52000045776367 2022-10-07,40.27000045776367 2022-10-10,39.88999938964844 2022-10-11,39.58000183105469 2022-10-12,39.27000045776367 2022-10-13,40.61000061035156 2022-10-14,40.20000076293945 2022-10-17,41.29999923706055 2022-10-18,41.790000915527344 2022-10-19,41.880001068115234 2022-10-20,41.709999084472656 2022-10-21,42.79999923706055 2022-10-24,43.540000915527344 2022-10-25,44.36000061035156 2022-10-26,44.380001068115234 2022-10-27,44.41999816894531 2022-10-28,45.63999938964844 ","date,30-day,10-day 2021-11-11,57.479964977797636,57.36425179760865 2021-11-12,57.54446520801941,57.18359520652078 2021-11-15,57.59480028090938,57.08580755368629 2021-11-16,57.60872678503768,57.01861596540971 2021-11-17,57.57936610997792,56.912888509576966 2021-11-18,57.33133745692536,56.060353385077576 2021-11-19,56.899029973074526,54.81477779041637 2021-11-22,56.42597617761209,53.92311087714302 2021-11-23,55.994270043048374,53.73929235284979 2021-11-24,55.64754321696511,54.10163598108773 2021-11-26,55.34990911887111,54.5241306998513 2021-11-29,55.1565283670733,55.073322215224756 2021-11-30,54.97496382409099,55.28983738061154 2021-12-01,54.814813948737246,55.30629193084408 2021-12-02,54.749884287516274,55.466332907628534 2021-12-03,54.77502954148051,55.783282790521184 2021-12-06,54.90859625416417,56.269494983403376 2021-12-07,55.19662795897454,57.036414545232596 2021-12-08,55.5236352994365,57.54436432809541 2021-12-09,55.89386943420629,57.844626771560826 2021-12-10,56.38947774839231,58.342474993310795 2021-12-13,56.90471440441719,58.75400019944316 2021-12-14,57.34606718535064,58.78025275721694 2021-12-15,57.846902400191105,59.08067705559008 2021-12-16,58.385867427292695,59.608485474249335 2021-12-17,58.93368145481233,60.178566129279865 2021-12-20,59.46383168346993,60.58986906186499 2021-12-21,59.99745204337609,60.99692919182055 2021-12-22,60.51725332157586,61.36364582716816 2021-12-23,61.04326815711127,61.82586751225018 2021-12-27,61.61924602330799,62.530452940199105 2021-12-28,62.20990991503535,63.26635173450817 2021-12-29,62.801730839308874,63.91405892420297 2021-12-30,63.34205753681907,64.2544530964861 2021-12-31,63.789414378750706,64.26000887552898 2022-01-03,64.12123904744357,63.98504965425743 2022-01-04,64.23861396228968,63.16963593839396 2022-01-05,64.12762110993853,61.9664743828051 2022-01-06,63.8857049049186,60.96655484594479 2022-01-07,63.57640747794969,60.42942372331714 2022-01-10,63.282092871990685,60.479908764001095 2022-01-11,63.05804920634061,61.017737024480645 2022-01-12,62.87319262829305,61.65054489675193 2022-01-13,62.66975043443795,61.965817657624825 2022-01-14,62.43904234349513,61.94747448160191 2022-01-18,62.087378319771055,61.34255544103757 2022-01-19,61.611503285233695,60.32811150599008 2022-01-20,61.02486094403011,59.11988996255277 2022-01-21,60.31092857798368,57.7980417270853 2022-01-24,59.56193457709419,56.75600148210622 2022-01-25,58.79367457058268,55.97538521891892 2022-01-26,58.00828626270363,55.35205192951241 2022-01-27,57.20245728537173,54.753273561265736 2022-01-28,56.47458671077605,54.558343891182325 2022-01-31,55.8339324424771,54.66469661057598 2022-02-01,55.27245874890289,54.88431213841293 2022-02-02,54.85095306587903,55.290038754241635 2022-02-03,54.501432448766565,55.50140265262488 2022-02-04,54.218654259985925,55.4930297658901 2022-02-07,54.00998709169341,55.34962602865816 2022-02-08,53.890296311600665,55.253787840255576 2022-02-09,53.9057088306386,55.429666935313826 2022-02-10,53.9473951067634,55.43183850375089 2022-02-11,53.94634637825805,55.069222529247554 2022-02-14,53.862136036315704,54.34475805879844 2022-02-15,53.78472750715029,53.8531016417224 2022-02-16,53.71775229683059,53.63185909540967 2022-02-17,53.772133747634065,54.06006107522984 2022-02-18,54.00855561341862,55.12605058303988 2022-02-22,54.31486632863253,56.128019837658826 2022-02-23,54.53111818703271,56.29774657355414 2022-02-24,54.67767578371109,55.94498880559748 2022-02-25,54.8375764768867,55.681271990381106 2022-02-28,54.986909482812365,55.542595799764 2022-03-01,55.069854267079336,55.28005048578436 2022-03-02,55.204233928803475,55.37870747344662 2022-03-03,55.36008128860091,55.636465111164135 2022-03-04,55.551803436005834,56.015898964621805 2022-03-07,55.71171557081216,56.131514793935445 2022-03-08,55.76378553096538,55.80212116819439 2022-03-09,55.802153212981416,55.56191893683539 2022-03-10,55.75291800892054,55.20401965439922 2022-03-11,55.63647774699768,54.877352593161845 2022-03-14,55.46553103429869,54.53410997872401 2022-03-15,55.35663195005027,54.616877376671994 2022-03-16,55.31168357999522,54.9428274405123 2022-03-17,55.34444552418152,55.47610030126091 2022-03-18,55.41353447726124,55.91874732585868 2022-03-21,55.5039539132067,56.21232339492952 2022-03-22,55.60358220637058,56.333888834173045 2022-03-23,55.59522446786203,55.95059553204161 2022-03-24,55.509808358086474,55.3371914141106 2022-03-25,55.405874783232214,54.85689886073874 2022-03-28,55.31323149841746,54.662747504494405 2022-03-29,55.275437578317515,54.810120927444615 2022-03-30,55.312855471539244,55.24936298408894 2022-03-31,55.3841256175161,55.6643624816278 2022-04-01,55.45978612797235,55.894231087270406 2022-04-04,55.538311149296376,55.99394828333999 2022-04-05,55.54456372223447,55.77758457299435 2022-04-06,55.46152489692934,55.2804532137784 2022-04-07,55.33730593582208,54.80083760733556 2022-04-08,55.17455646678965,54.39734290151885 2022-04-11,54.911094937341616,53.79263637041805 2022-04-12,54.53008502727768,52.93785883200289 2022-04-13,54.103900656888136,52.19807144319168 2022-04-14,53.59708243626421,51.47497004114015 2022-04-18,53.050871426982276,50.92679819049257 2022-04-19,52.55243363739342,50.79772773126158 2022-04-20,52.1880098230779,51.278222952948674 2022-04-21,51.92555720845431,51.9326064485492 2022-04-22,51.670992794105224,52.189909351233275 2022-04-25,51.4642895356045,52.22647450379651 2022-04-26,51.23258671750305,51.86622208489312 2022-04-27,50.89703558139049,50.978101306491425 2022-04-28,50.592670854001064,50.29728370820633 2022-04-29,50.239429682659846,49.595172569968476 2022-05-02,49.92545876014189,49.2463341106068 2022-05-03,49.6775984070207,49.183909121426666 2022-05-04,49.59962633372208,49.78380807433465 2022-05-05,49.51927076811432,50.08925264531916 2022-05-06,49.42773215714321,50.0881320529514 2022-05-09,49.29089020992265,49.722394615712794 2022-05-10,49.154500520904435,49.43537406921387 2022-05-11,48.96917255182848,49.01603057938393 2022-05-12,48.76182992135325,48.62020247102987 2022-05-13,48.6361629650157,48.598425027095914 2022-05-16,48.54797160391311,48.714586708762425 2022-05-17,48.59514927224873,49.23579829822887 2022-05-18,48.61122623758077,49.35315148710001 2022-05-19,48.17910004742257,47.57210106897836 2022-05-20,47.488882365893296,45.1710402286414 2022-05-23,46.66175637221251,43.15409025327124 2022-05-24,45.806760925375,42.107059910321475 2022-05-25,45.03172892662787,41.96444390036843 2022-05-26,44.463859420694334,42.758414220328284 2022-05-27,44.09058627384965,43.93555577981351 2022-05-31,43.83252385347975,44.85931321731721 2022-06-01,43.67122986933664,45.41059571468469 2022-06-02,43.61880584675779,45.76352510163279 2022-06-03,43.608372506856064,45.80071710914073 2022-06-06,43.63624826725239,45.686192437374224 2022-06-07,43.72493976415272,45.60247543412026 2022-06-08,43.82671356611355,45.4242426169039 2022-06-09,43.91683887303944,45.03550437002471 2022-06-10,43.96915894388725,44.42119127909342 2022-06-13,43.95671174531343,43.75214138608991 2022-06-14,43.86612833166635,43.122081232552574 2022-06-15,43.774753817486506,42.90515192975901 2022-06-16,43.657575325367695,42.8951820219406 2022-06-17,43.530134398210855,43.03047453755081 2022-06-21,43.45046226255355,43.35723174124053 2022-06-22,43.37880699075678,43.6084336328988 2022-06-23,43.27185643254215,43.56016112048217 2022-06-24,43.21942084965314,43.620878184925424 2022-06-27,43.193743401530824,43.6913935150763 2022-06-28,43.14571946653414,43.58587889237837 2022-06-29,43.07992606501425,43.332667371961804 2022-06-30,42.994323641732606,43.01984921079694 2022-07-01,42.88945551431308,42.70672746523462 2022-07-05,42.742077632480196,42.327151042283184 2022-07-06,42.621269212401465,42.190776655409074 2022-07-07,42.55940394206713,42.36356472053913 2022-07-08,42.554140837611264,42.73990843031141 2022-07-11,42.58519785317041,43.09339366874309 2022-07-12,42.61690941048352,43.25322234799163 2022-07-13,42.62735362459682,43.18233387879652 2022-07-14,42.59857031367586,42.89790004383434 2022-07-15,42.59078334698968,42.7490818717263 2022-07-18,42.57374032447842,42.63617214626736 2022-07-19,42.647981788334455,42.93203998141818 2022-07-20,42.799707198741196,43.423403452863596 2022-07-21,43.02980226455197,44.04832317467892 2022-07-22,43.292963587169574,44.51276783798681 2022-07-25,43.55725432324153,44.76298009699042 2022-07-26,43.76475124878695,44.65320273119994 2022-07-27,43.96572835327476,44.571445079764935 2022-07-28,44.21407164925743,44.780000124074 2022-07-29,44.48010914751278,45.10883789447823 2022-08-01,44.74743224359327,45.38315048603096 2022-08-02,44.982456337986875,45.457493360114825 2022-08-03,45.22042204716727,45.55453361742425 2022-08-04,45.42236140083669,45.55737262687298 2022-08-05,45.56413513142575,45.44478705435088 2022-08-08,45.653794273731954,45.273686499547466 2022-08-09,45.68773613905822,45.100666184858845 2022-08-10,45.742584163433335,45.214211789526125 2022-08-11,45.81019466851347,45.474686990603054 2022-08-12,45.932910245122876,45.94254609310266 2022-08-15,46.088558426997146,46.39109172243061 2022-08-16,46.26712454477946,46.770354388458564 2022-08-17,46.43332682059231,46.95027332883893 2022-08-18,46.747462693354564,47.6479697217845 2022-08-19,47.117807933438215,48.35908064408735 2022-08-22,47.45390006061951,48.693726865209705 2022-08-23,47.72544235926803,48.55574700326631 2022-08-24,47.905464209553166,48.118090423429855 2022-08-25,48.008912256302374,47.60184826706395 2022-08-26,47.98075595650622,46.88982809432829 2022-08-29,47.8511361669725,46.203797642871585 2022-08-30,47.62114589171598,45.55989900454127 2022-08-31,47.28984241198468,44.97401066019078 2022-09-01,46.93252461409484,44.672263625173855 2022-09-02,46.53523367003301,44.4821020685061 2022-09-06,46.11670871119345,44.35469810408775 2022-09-07,45.73409052052378,44.402384810014205 2022-09-08,45.41555070651474,44.65895998405688 2022-09-09,45.1764119780619,45.06775760457973 2022-09-12,45.060728161992984,45.63503051141296 2022-09-13,44.90573574257581,45.615242882930865 2022-09-14,44.71302136643386,45.15678817286636 2022-09-15,44.45853642576484,44.35327306034589 2022-09-16,44.1720940498981,43.59994956122504 2022-09-19,43.88669605501237,43.04413098807287 2022-09-20,43.591125786347206,42.649121132282296 2022-09-21,43.24060604997861,42.161384058480316 2022-09-22,42.83770753839964,41.597142128992566 2022-09-23,42.37763444100657,40.980122009431476 2022-09-26,41.893331680161126,40.47031424936622 2022-09-27,41.415678700136034,40.14299098313456 2022-09-28,41.020481956919454,40.23178875470402 2022-09-29,40.661427801672275,40.36705091457174 2022-09-30,40.31466573366554,40.350020267987496 2022-10-03,40.074180399166636,40.512282858954535 2022-10-04,39.96709001780411,40.9138282660282 2022-10-05,39.97535780793877,41.4138387583723 2022-10-06,40.04979226238838,41.74626327668778 2022-10-07,40.089960759344066,41.59580886147239 2022-10-10,40.06687934889161,41.03847520616319 2022-10-11,39.98207544169546,40.29627332591047 2022-10-12,39.84677903835064,39.58975820445051 2022-10-13,39.7757543216555,39.418334028455945 2022-10-14,39.74431922598124,39.555334056507455 2022-10-17,39.81077794980832,40.102364068079474 2022-10-18,39.97473527245197,40.84358615682583 2022-10-19,40.20275429182155,41.56665697964755 2022-10-20,40.44835207580238,41.99794970425692 2022-10-21,40.76068707797689,42.43580789662371 2022-10-24,41.141804226290795,42.95908063638089 2022-10-25,41.60959881854314,43.64857580011542 2022-10-26,42.13067984249429,44.27981860998906 2022-10-27,42.675704472039335,44.746070846403484 2022-10-28,43.28491115474359,45.24736339684688 " 3289,US,technical,"From October 21, 2020 to August 29, 2021, count the number of golden cross occurrences between the 10-day and 5-day Hull Moving Average lines for Globe Life. Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",28.0,medium,moving average,HMA = WMA_{\sqrt{n}}(2 * WMA_{n/2}(P) - WMA_n(P)),"date,close 2020-09-30,79.9000015258789 2020-10-01,80.5199966430664 2020-10-02,80.79000091552734 2020-10-05,82.16999816894531 2020-10-06,81.05999755859375 2020-10-07,82.13999938964844 2020-10-08,82.97000122070312 2020-10-09,81.79000091552734 2020-10-12,82.44000244140625 2020-10-13,81.31999969482422 2020-10-14,81.5199966430664 2020-10-15,82.87000274658203 2020-10-16,83.23999786376953 2020-10-19,82.68000030517578 2020-10-20,83.44999694824219 2020-10-21,84.12999725341797 2020-10-22,86.4800033569336 2020-10-23,86.13999938964844 2020-10-26,83.83000183105469 2020-10-27,81.3499984741211 2020-10-28,78.79000091552734 2020-10-29,79.7699966430664 2020-10-30,81.08999633789062 2020-11-02,83.25 2020-11-03,85.1500015258789 2020-11-04,83.75 2020-11-05,86.30000305175781 2020-11-06,84.69999694824219 2020-11-09,91.47000122070312 2020-11-10,92.7699966430664 2020-11-11,91.98999786376952 2020-11-12,89.3499984741211 2020-11-13,92.04000091552734 2020-11-16,94.26000213623048 2020-11-17,93.79000091552734 2020-11-18,92.45999908447266 2020-11-19,93.3499984741211 2020-11-20,93.29000091552734 2020-11-23,94.62999725341795 2020-11-24,97.5199966430664 2020-11-25,96.6500015258789 2020-11-27,96.0199966430664 2020-11-30,93.0999984741211 2020-12-01,94.44000244140624 2020-12-02,95.12999725341795 2020-12-03,94.9499969482422 2020-12-04,96.45999908447266 2020-12-07,94.87999725341795 2020-12-08,94.5500030517578 2020-12-09,94.36000061035156 2020-12-10,94.87999725341795 2020-12-11,93.6999969482422 2020-12-14,91.7699966430664 2020-12-15,93.70999908447266 2020-12-16,93.52999877929688 2020-12-17,93.43000030517578 2020-12-18,92.80999755859376 2020-12-21,92.25 2020-12-22,91.75 2020-12-23,92.9000015258789 2020-12-24,92.87000274658205 2020-12-28,93.29000091552734 2020-12-29,92.16000366210938 2020-12-30,93.20999908447266 2020-12-31,94.95999908447266 2021-01-04,92.4000015258789 2021-01-05,92.33000183105467 2021-01-06,97.47000122070312 2021-01-07,96.97000122070312 2021-01-08,96.44000244140624 2021-01-11,95.36000061035156 2021-01-12,95.6500015258789 2021-01-13,95.91000366210938 2021-01-14,96.58000183105467 2021-01-15,96.08000183105467 2021-01-19,96.87999725341795 2021-01-20,96.5199966430664 2021-01-21,95.70999908447266 2021-01-22,94.33999633789062 2021-01-25,93.5 2021-01-26,93.11000061035156 2021-01-27,90.1999969482422 2021-01-28,92.76000213623048 2021-01-29,90.38999938964844 2021-02-01,91.33000183105467 2021-02-02,92.58000183105467 2021-02-03,90.83999633789062 2021-02-04,93.02999877929688 2021-02-05,93.66000366210938 2021-02-08,94.0999984741211 2021-02-09,92.75 2021-02-10,92.36000061035156 2021-02-11,92.70999908447266 2021-02-12,94.0199966430664 2021-02-16,93.77999877929688 2021-02-17,94.68000030517578 2021-02-18,93.58000183105467 2021-02-19,95.3000030517578 2021-02-22,96.54000091552734 2021-02-23,96.16999816894533 2021-02-24,98.31999969482422 2021-02-25,96.2300033569336 2021-02-26,93.4000015258789 2021-03-01,95.12000274658205 2021-03-02,96.05999755859376 2021-03-03,96.31999969482422 2021-03-04,94.51000213623048 2021-03-05,97.31999969482422 2021-03-08,99.47000122070312 2021-03-09,99.0500030517578 2021-03-10,101.13999938964844 2021-03-11,99.8499984741211 2021-03-12,101.38999938964844 2021-03-15,101.18000030517578 2021-03-16,99.62999725341795 2021-03-17,100.51000213623048 2021-03-18,100.04000091552734 2021-03-19,98.95999908447266 2021-03-22,98.16999816894533 2021-03-23,96.25 2021-03-24,96.6500015258789 2021-03-25,98.13999938964844 2021-03-26,98.45999908447266 2021-03-29,97.31999969482422 2021-03-30,98.31999969482422 2021-03-31,96.62999725341795 2021-04-01,98.69000244140624 2021-04-05,98.69000244140624 2021-04-06,98.91999816894533 2021-04-07,98.88999938964844 2021-04-08,97.9800033569336 2021-04-09,99.41000366210938 2021-04-12,100.8000030517578 2021-04-13,100.63999938964844 2021-04-14,101.76000213623048 2021-04-15,102.0999984741211 2021-04-16,104.41000366210938 2021-04-19,104.2699966430664 2021-04-20,103.31999969482422 2021-04-21,105.37000274658205 2021-04-22,102.11000061035156 2021-04-23,103.08000183105467 2021-04-26,102.47000122070312 2021-04-27,102.6999969482422 2021-04-28,102.30999755859376 2021-04-29,103.43000030517578 2021-04-30,102.48999786376952 2021-05-03,103.33000183105467 2021-05-04,103.95999908447266 2021-05-05,105.2300033569336 2021-05-06,106.27999877929688 2021-05-07,105.98999786376952 2021-05-10,105.86000061035156 2021-05-11,103.91000366210938 2021-05-12,102.12000274658205 2021-05-13,105.0999984741211 2021-05-14,106.43000030517578 2021-05-17,105.79000091552734 2021-05-18,105.18000030517578 2021-05-19,105.04000091552734 2021-05-20,104.69000244140624 2021-05-21,105.47000122070312 2021-05-24,105.33999633789062 2021-05-25,103.69000244140624 2021-05-26,103.98999786376952 2021-05-27,105.19000244140624 2021-05-28,105.41999816894533 2021-06-01,105.9800033569336 2021-06-02,106.08999633789062 2021-06-03,106.31999969482422 2021-06-04,106.48999786376952 2021-06-07,106.47000122070312 2021-06-08,106.37999725341795 2021-06-09,104.81999969482422 2021-06-10,103.5500030517578 2021-06-11,104.16000366210938 2021-06-14,102.97000122070312 2021-06-15,104.16000366210938 2021-06-16,103.05999755859376 2021-06-17,98.11000061035156 2021-06-18,92.25 2021-06-21,95.6999969482422 2021-06-22,95.0500030517578 2021-06-23,95.0500030517578 2021-06-24,96.3000030517578 2021-06-25,98.0199966430664 2021-06-28,96.19000244140624 2021-06-29,95.16000366210938 2021-06-30,95.25 2021-07-01,96.66000366210938 2021-07-02,95.79000091552734 2021-07-06,94.06999969482422 2021-07-07,94.63999938964844 2021-07-08,91.73999786376952 2021-07-09,94.45999908447266 2021-07-12,94.5 2021-07-13,94.06999969482422 2021-07-14,93.7699966430664 2021-07-15,94.48999786376952 2021-07-16,94.0500030517578 2021-07-19,90.62999725341795 2021-07-20,93.0999984741211 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2021-02-22,95.30625442350753,96.38666924370659 2021-02-23,96.01975915311561,96.98044348822698 2021-02-24,97.00914218016345,98.00199805365668 2021-02-25,97.47645537251174,97.57733493381077 2021-02-26,96.7773243528424,94.3457809448242 2021-03-01,95.84350684580177,93.4653362698025 2021-03-02,95.33299115113539,95.26622178819446 2021-03-03,95.31856617012409,96.58177558051216 2021-03-04,95.18517200200245,95.56155615912543 2021-03-05,95.69277789953985,96.1126678466797 2021-03-08,96.91800027712429,99.0697786119249 2021-03-09,98.23164758393257,100.31733584933811 2021-03-10,99.72810228135852,101.17666795518663 2021-03-11,100.71674806999438,101.02666507297091 2021-03-12,101.46119172067354,101.09110921223959 2021-03-15,101.78671661531082,101.53955518934463 2021-03-16,101.52791786579171,100.40444302029078 2021-03-17,101.10326170487838,99.88977779812284 2021-03-18,100.63794933280559,100.02889082166882 2021-03-19,99.99489918718434,99.252444797092 2021-03-22,99.17648463393702,98.08333146837022 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2021-08-18,96.57974849662395,95.680224609375 2021-08-19,95.85882012723671,94.92000257703994 2021-08-20,95.24926534325186,94.58422580295138 2021-08-23,95.06385186705927,95.34178127712674 2021-08-24,95.35243794604986,96.49555867513023 2021-08-25,96.01220529729669,97.36444651285808 2021-08-26,96.34432513304432,96.5593324449327 2021-08-27,96.66682810157236,96.34199625651041 " 3290,US,technical,"What is the percentage of days where the low price is greater than the 5-day Simple Moving Average line for Quest Diagnostics from June 16, 2019 to February 12, 2020? (Unit: %) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",76.6467,medium,moving average,SMA_n = 1 / n * \sum_{i=0}^{n-1} P_{t-i},"date,close,low 2019-06-11,98.91999816894533,98.51000213623048 2019-06-12,99.5,98.36000061035156 2019-06-13,100.86000061035156,99.19000244140624 2019-06-14,101.02999877929688,100.76000213623048 2019-06-17,101.94000244140624,100.9000015258789 2019-06-18,100.56999969482422,100.33999633789062 2019-06-19,101.91999816894533,100.31999969482422 2019-06-20,100.33999633789062,99.94000244140624 2019-06-21,101.27999877929688,100.08000183105467 2019-06-24,100.9000015258789,100.18000030517578 2019-06-25,101.02999877929688,99.95999908447266 2019-06-26,99.72000122070312,99.6999969482422 2019-06-27,100.52999877929688,99.77999877929688 2019-06-28,101.80999755859376,100.06999969482422 2019-07-01,102.4499969482422,101.86000061035156 2019-07-02,103.2300033569336,101.38999938964844 2019-07-03,103.97000122070312,103.37000274658205 2019-07-05,103.26000213623048,102.5199966430664 2019-07-08,102.47000122070312,102.06999969482422 2019-07-09,102.01000213623048,101.06999969482422 2019-07-10,102.5199966430664,102.13999938964844 2019-07-11,103.5,102.45999908447266 2019-07-12,102.9800033569336,102.48999786376952 2019-07-15,101.12000274658205,99.75 2019-07-16,101.47000122070312,100.58999633789062 2019-07-17,100.16000366210938,99.93000030517578 2019-07-18,100.87000274658205,99.66000366210938 2019-07-19,99.27999877929688,99.20999908447266 2019-07-22,98.08000183105467,97.66000366210938 2019-07-23,103.37999725341795,101.56999969482422 2019-07-24,103.36000061035156,102.9499969482422 2019-07-25,102.22000122070312,101.47000122070312 2019-07-26,101.27999877929688,101.01000213623048 2019-07-29,102.5,101.0 2019-07-30,103.6500015258789,100.16999816894533 2019-07-31,102.08000183105467,101.3499984741211 2019-08-01,101.25,101.04000091552734 2019-08-02,100.33999633789062,99.94000244140624 2019-08-05,97.8499984741211,96.94000244140624 2019-08-06,98.91999816894533,97.3499984741211 2019-08-07,99.97000122070312,97.4000015258789 2019-08-08,101.2300033569336,100.22000122070312 2019-08-09,100.73999786376952,100.29000091552734 2019-08-12,100.29000091552734,99.91000366210938 2019-08-13,101.5,99.81999969482422 2019-08-14,99.52999877929688,99.5 2019-08-15,99.88999938964844,99.2300033569336 2019-08-16,100.5999984741211,100.3000030517578 2019-08-19,102.08000183105467,101.05999755859376 2019-08-20,101.44000244140624,101.4000015258789 2019-08-21,103.1500015258789,101.75 2019-08-22,102.62000274658205,102.02999877929688 2019-08-23,101.5999984741211,101.2300033569336 2019-08-26,101.30999755859376,100.87999725341795 2019-08-27,100.45999908447266,100.45999908447266 2019-08-28,100.93000030517578,100.11000061035156 2019-08-29,102.3499984741211,101.11000061035156 2019-08-30,102.37000274658205,102.1500015258789 2019-09-03,102.27999877929688,101.33000183105467 2019-09-04,102.7300033569336,102.06999969482422 2019-09-05,102.72000122070312,102.2300033569336 2019-09-06,104.20999908447266,102.12000274658205 2019-09-09,105.01000213623048,103.3499984741211 2019-09-10,104.5500030517578,103.9000015258789 2019-09-11,103.93000030517578,102.79000091552734 2019-09-12,104.97000122070312,103.95999908447266 2019-09-13,104.4000015258789,104.27999877929688 2019-09-16,105.66999816894533,103.73999786376952 2019-09-17,106.25,105.48999786376952 2019-09-18,106.22000122070312,105.44000244140624 2019-09-19,105.72000122070312,105.51000213623048 2019-09-20,107.41999816894533,105.87000274658205 2019-09-23,106.81999969482422,106.58000183105467 2019-09-24,106.41000366210938,105.8499984741211 2019-09-25,105.66000366210938,105.12999725341795 2019-09-26,106.45999908447266,105.36000061035156 2019-09-27,105.48999786376952,104.80999755859376 2019-09-30,107.02999877929688,105.5 2019-10-01,106.31999969482422,106.13999938964844 2019-10-02,105.33999633789062,104.62999725341795 2019-10-03,103.45999908447266,101.91999816894533 2019-10-04,104.75,103.41999816894533 2019-10-07,104.66999816894533,104.13999938964844 2019-10-08,102.13999938964844,101.94000244140624 2019-10-09,103.25,102.43000030517578 2019-10-10,103.0,102.66000366210938 2019-10-11,103.5199966430664,103.4800033569336 2019-10-14,103.7300033569336,103.1500015258789 2019-10-15,104.80999755859376,104.11000061035156 2019-10-16,105.81999969482422,104.58999633789062 2019-10-17,104.7300033569336,104.61000061035156 2019-10-18,102.66000366210938,102.0 2019-10-21,102.27999877929688,102.0 2019-10-22,100.75,100.12999725341795 2019-10-23,102.91999816894533,100.80999755859376 2019-10-24,100.29000091552734,99.56999969482422 2019-10-25,100.62999725341795,99.94000244140624 2019-10-28,100.38999938964844,100.37000274658205 2019-10-29,100.95999908447266,100.1500015258789 2019-10-30,101.72000122070312,100.61000061035156 2019-10-31,101.25,100.0500030517578 2019-11-01,101.58999633789062,101.48999786376952 2019-11-04,101.13999938964844,100.72000122070312 2019-11-05,100.81999969482422,100.76000213623048 2019-11-06,101.11000061035156,100.73999786376952 2019-11-07,101.61000061035156,100.19000244140624 2019-11-08,101.56999969482422,101.05999755859376 2019-11-11,100.81999969482422,100.58000183105467 2019-11-12,101.91999816894533,100.5999984741211 2019-11-13,102.33000183105467,101.54000091552734 2019-11-14,102.8000030517578,102.0199966430664 2019-11-15,104.22000122070312,102.43000030517578 2019-11-18,103.9800033569336,103.8499984741211 2019-11-19,104.4800033569336,103.7699966430664 2019-11-20,104.87999725341795,104.0199966430664 2019-11-21,104.8499984741211,104.25 2019-11-22,105.91000366210938,104.95999908447266 2019-11-25,106.52999877929688,105.5500030517578 2019-11-26,107.43000030517578,106.27999877929688 2019-11-27,107.12999725341795,106.73999786376952 2019-11-29,106.5500030517578,106.4000015258789 2019-12-02,106.5,106.0999984741211 2019-12-03,105.61000061035156,105.04000091552734 2019-12-04,106.3000030517578,105.43000030517578 2019-12-05,106.1500015258789,105.43000030517578 2019-12-06,106.91999816894533,106.29000091552734 2019-12-09,105.2300033569336,105.1999969482422 2019-12-10,104.94000244140624,104.93000030517578 2019-12-11,104.7300033569336,104.37000274658205 2019-12-12,105.31999969482422,104.5500030517578 2019-12-13,105.1999969482422,104.55999755859376 2019-12-16,106.18000030517578,105.0999984741211 2019-12-17,106.75,106.06999969482422 2019-12-18,107.20999908447266,106.5 2019-12-19,107.98999786376952,107.7699966430664 2019-12-20,107.12000274658205,106.95999908447266 2019-12-23,107.26000213623048,106.54000091552734 2019-12-24,107.22000122070312,107.12000274658205 2019-12-26,106.48999786376952,106.0500030517578 2019-12-27,106.8499984741211,106.02999877929688 2019-12-30,106.3499984741211,106.18000030517578 2019-12-31,106.79000091552734,105.81999969482422 2020-01-02,105.7300033569336,104.97000122070312 2020-01-03,105.11000061035156,104.08999633789062 2020-01-06,105.68000030517578,104.72000122070312 2020-01-07,104.47000122070312,103.98999786376952 2020-01-08,104.9000015258789,103.37000274658205 2020-01-09,106.19000244140624,104.91000366210938 2020-01-10,106.8499984741211,105.72000122070312 2020-01-13,106.55999755859376,106.20999908447266 2020-01-14,106.5,105.11000061035156 2020-01-15,106.7300033569336,106.16000366210938 2020-01-16,107.11000061035156,106.88999938964844 2020-01-17,107.05999755859376,105.72000122070312 2020-01-21,107.33999633789062,106.63999938964844 2020-01-22,108.54000091552734,107.36000061035156 2020-01-23,107.98999786376952,107.12000274658205 2020-01-24,107.79000091552734,106.51000213623048 2020-01-27,109.47000122070312,106.75 2020-01-28,110.81999969482422,108.94000244140624 2020-01-29,110.66999816894533,110.26000213623048 2020-01-30,112.0,109.55999755859376 2020-01-31,110.66999816894533,109.9000015258789 2020-02-03,111.83000183105467,110.0500030517578 2020-02-04,111.26000213623048,111.16999816894533 2020-02-05,111.9800033569336,111.5 2020-02-06,111.69000244140624,111.0999984741211 2020-02-07,111.4499969482422,111.29000091552734 2020-02-10,111.62000274658205,110.7699966430664 2020-02-11,112.3499984741211,111.5500030517578 2020-02-12,111.1500015258789,110.93000030517578 ","date,5-day,low 2019-06-17,100.45,100.9000015258789 2019-06-18,100.78000030517578,100.33999633789062 2019-06-19,101.26399993896484,100.31999969482422 2019-06-20,101.15999908447266,99.94000244140624 2019-06-21,101.20999908447266,100.08000183105467 2019-06-24,101.00199890136719,100.18000030517578 2019-06-25,101.09399871826172,99.95999908447266 2019-06-26,100.65399932861328,99.6999969482422 2019-06-27,100.69199981689454,99.77999877929688 2019-06-28,100.79799957275391,100.06999969482422 2019-07-01,101.10799865722657,101.86000061035156 2019-07-02,101.54799957275392,101.38999938964844 2019-07-03,102.39799957275392,103.37000274658205 2019-07-05,102.94400024414062,102.5199966430664 2019-07-08,103.0760009765625,102.06999969482422 2019-07-09,102.98800201416016,101.06999969482422 2019-07-10,102.84600067138672,102.13999938964844 2019-07-11,102.75200042724609,102.45999908447266 2019-07-12,102.69600067138671,102.48999786376952 2019-07-15,102.4260009765625,99.75 2019-07-16,102.31800079345703,100.58999633789062 2019-07-17,101.84600219726562,99.93000030517578 2019-07-18,101.32000274658205,99.66000366210938 2019-07-19,100.5800018310547,99.20999908447266 2019-07-22,99.97200164794921,97.66000366210938 2019-07-23,100.35400085449217,101.56999969482422 2019-07-24,100.99400024414062,102.9499969482422 2019-07-25,101.26399993896483,101.47000122070312 2019-07-26,101.66399993896484,101.01000213623048 2019-07-29,102.54799957275391,101.0 2019-07-30,102.6020004272461,100.16999816894533 2019-07-31,102.34600067138672,101.3499984741211 2019-08-01,102.1520004272461,101.04000091552734 2019-08-02,101.96399993896485,99.94000244140624 2019-08-05,101.03399963378907,96.94000244140624 2019-08-06,100.08799896240234,97.3499984741211 2019-08-07,99.66599884033204,97.4000015258789 2019-08-08,99.66199951171875,100.22000122070312 2019-08-09,99.74199981689453,100.29000091552734 2019-08-12,100.23000030517578,99.91000366210938 2019-08-13,100.74600067138672,99.81999969482422 2019-08-14,100.65800018310547,99.5 2019-08-15,100.38999938964844,99.2300033569336 2019-08-16,100.36199951171875,100.3000030517578 2019-08-19,100.71999969482422,101.05999755859376 2019-08-20,100.70800018310547,101.4000015258789 2019-08-21,101.43200073242187,101.75 2019-08-22,101.97800140380859,102.02999877929688 2019-08-23,102.1780014038086,101.2300033569336 2019-08-26,102.02400054931641,100.87999725341795 2019-08-27,101.82799987792968,100.45999908447266 2019-08-28,101.38399963378906,100.11000061035156 2019-08-29,101.32999877929687,101.11000061035156 2019-08-30,101.48399963378907,102.1500015258789 2019-09-03,101.6779998779297,101.33000183105467 2019-09-04,102.13200073242187,102.06999969482422 2019-09-05,102.49000091552735,102.2300033569336 2019-09-06,102.86200103759765,102.12000274658205 2019-09-09,103.39000091552734,103.3499984741211 2019-09-10,103.84400177001953,103.9000015258789 2019-09-11,104.08400115966796,102.79000091552734 2019-09-12,104.53400115966797,103.95999908447266 2019-09-13,104.57200164794922,104.27999877929688 2019-09-16,104.7040008544922,103.73999786376952 2019-09-17,105.04400024414062,105.48999786376952 2019-09-18,105.50200042724609,105.44000244140624 2019-09-19,105.6520004272461,105.51000213623048 2019-09-20,106.25599975585938,105.87000274658205 2019-09-23,106.48600006103516,106.58000183105467 2019-09-24,106.51800079345703,105.8499984741211 2019-09-25,106.40600128173828,105.12999725341795 2019-09-26,106.55400085449219,105.36000061035156 2019-09-27,106.16800079345703,104.80999755859376 2019-09-30,106.21000061035156,105.5 2019-10-01,106.19199981689454,106.13999938964844 2019-10-02,106.12799835205078,104.62999725341795 2019-10-03,105.52799835205079,101.91999816894533 2019-10-04,105.37999877929687,103.41999816894533 2019-10-07,104.90799865722656,104.13999938964844 2019-10-08,104.0719985961914,101.94000244140624 2019-10-09,103.65399932861328,102.43000030517578 2019-10-10,103.56199951171875,102.66000366210938 2019-10-11,103.31599884033203,103.4800033569336 2019-10-14,103.12799987792968,103.1500015258789 2019-10-15,103.66199951171875,104.11000061035156 2019-10-16,104.17599945068359,104.58999633789062 2019-10-17,104.52200012207031,104.61000061035156 2019-10-18,104.35000152587891,102.0 2019-10-21,104.06000061035157,102.0 2019-10-22,103.24800109863281,100.12999725341795 2019-10-23,102.66800079345703,100.80999755859376 2019-10-24,101.78000030517578,99.56999969482422 2019-10-25,101.3739990234375,99.94000244140624 2019-10-28,100.99599914550781,100.37000274658205 2019-10-29,101.03799896240234,100.1500015258789 2019-10-30,100.79799957275391,100.61000061035156 2019-10-31,100.98999938964843,100.0500030517578 2019-11-01,101.18199920654297,101.48999786376952 2019-11-04,101.33199920654297,100.72000122070312 2019-11-05,101.30399932861329,100.76000213623048 2019-11-06,101.18199920654297,100.73999786376952 2019-11-07,101.25399932861328,100.19000244140624 2019-11-08,101.25,101.05999755859376 2019-11-11,101.18600006103516,100.58000183105467 2019-11-12,101.40599975585937,100.5999984741211 2019-11-13,101.65,101.54000091552734 2019-11-14,101.88800048828125,102.0199966430664 2019-11-15,102.41800079345703,102.43000030517578 2019-11-18,103.05000152587891,103.8499984741211 2019-11-19,103.56200256347657,103.7699966430664 2019-11-20,104.07200164794922,104.0199966430664 2019-11-21,104.48200073242188,104.25 2019-11-22,104.82000122070312,104.95999908447266 2019-11-25,105.33000030517579,105.5500030517578 2019-11-26,105.91999969482421,106.27999877929688 2019-11-27,106.36999969482422,106.73999786376952 2019-11-29,106.71000061035156,106.4000015258789 2019-12-02,106.82799987792968,106.0999984741211 2019-12-03,106.64400024414063,105.04000091552734 2019-12-04,106.41800079345701,105.43000030517578 2019-12-05,106.22200164794921,105.43000030517578 2019-12-06,106.29600067138672,106.29000091552734 2019-12-09,106.04200134277343,105.1999969482422 2019-12-10,105.90800170898437,104.93000030517578 2019-12-11,105.59400177001953,104.37000274658205 2019-12-12,105.4280014038086,104.5500030517578 2019-12-13,105.08400115966796,104.55999755859376 2019-12-16,105.27400054931641,105.0999984741211 2019-12-17,105.63600006103516,106.06999969482422 2019-12-18,106.13199920654297,106.5 2019-12-19,106.66599884033204,107.7699966430664 2019-12-20,107.05,106.95999908447266 2019-12-23,107.26600036621093,106.54000091552734 2019-12-24,107.36000061035156,107.12000274658205 2019-12-26,107.21600036621093,106.0500030517578 2019-12-27,106.98800048828124,106.02999877929688 2019-12-30,106.83399963378906,106.18000030517578 2019-12-31,106.73999938964843,105.81999969482422 2020-01-02,106.44199981689454,104.97000122070312 2020-01-03,106.16600036621094,104.08999633789062 2020-01-06,105.93200073242187,104.72000122070312 2020-01-07,105.55600128173828,103.98999786376952 2020-01-08,105.1780014038086,103.37000274658205 2020-01-09,105.27000122070312,104.91000366210938 2020-01-10,105.61800079345703,105.72000122070312 2020-01-13,105.79400024414062,106.20999908447266 2020-01-14,106.2,105.11000061035156 2020-01-15,106.56600036621094,106.16000366210938 2020-01-16,106.75,106.88999938964844 2020-01-17,106.79199981689453,105.72000122070312 2020-01-21,106.9479995727539,106.63999938964844 2020-01-22,107.35599975585937,107.36000061035156 2020-01-23,107.60799865722656,107.12000274658205 2020-01-24,107.74399871826172,106.51000213623048 2020-01-27,108.22599945068359,106.75 2020-01-28,108.92200012207032,108.94000244140624 2020-01-29,109.3479995727539,110.26000213623048 2020-01-30,110.15,109.55999755859376 2020-01-31,110.72599945068359,109.9000015258789 2020-02-03,111.1979995727539,110.0500030517578 2020-02-04,111.28600006103515,111.16999816894533 2020-02-05,111.54800109863281,111.5 2020-02-06,111.48600158691406,111.0999984741211 2020-02-07,111.64200134277344,111.29000091552734 2020-02-10,111.60000152587891,110.7699966430664 2020-02-11,111.81800079345703,111.5500030517578 2020-02-12,111.6520004272461,110.93000030517578 " 3291,US,technical,"From March 13, 2025 to August 20, 2025, what proportion of days had Cigna's low price greater than its 5-day Simple Moving Average line? (Unit: %) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",79.2793,medium,moving average,SMA_n = 1 / n * \sum_{i=0}^{n-1} P_{t-i},"date,close,low 2025-03-07,321.0199890136719,313.8999938964844 2025-03-10,326.67999267578125,319.19000244140625 2025-03-11,317.8699951171875,316.3299865722656 2025-03-12,311.04998779296875,307.7699890136719 2025-03-13,311.989990234375,309.70001220703125 2025-03-14,312.8999938964844,309.54998779296875 2025-03-17,316.79998779296875,312.04998779296875 2025-03-18,322.42999267578125,316.3900146484375 2025-03-19,320.8299865722656,317.2799987792969 2025-03-20,321.3900146484375,319.239990234375 2025-03-21,316.6499938964844,316.010009765625 2025-03-24,320.3999938964844,315.67999267578125 2025-03-25,316.8399963378906,313.3999938964844 2025-03-26,321.2300109863281,316.8999938964844 2025-03-27,324.739990234375,319.82000732421875 2025-03-28,325.0400085449219,324.25 2025-03-31,329.0,325.6300048828125 2025-04-01,331.0,328.510009765625 2025-04-02,331.9200134277344,327.4800109863281 2025-04-03,338.45001220703125,329.9599914550781 2025-04-04,322.3999938964844,321.0 2025-04-07,315.3900146484375,307.8299865722656 2025-04-08,313.8399963378906,311.2900085449219 2025-04-09,319.989990234375,309.0599975585937 2025-04-10,327.2699890136719,318.07000732421875 2025-04-11,330.19000244140625,323.1199951171875 2025-04-14,329.20001220703125,326.0299987792969 2025-04-15,328.6300048828125,326.5199890136719 2025-04-16,329.44000244140625,327.739990234375 2025-04-17,330.1300048828125,324.45001220703125 2025-04-21,324.7699890136719,322.1099853515625 2025-04-22,337.07000732421875,325.2099914550781 2025-04-23,336.69000244140625,333.3999938964844 2025-04-24,335.70001220703125,332.0299987792969 2025-04-25,335.3599853515625,331.2099914550781 2025-04-28,334.82000732421875,333.0199890136719 2025-04-29,337.2099914550781,333.57000732421875 2025-04-30,340.0400085449219,335.69000244140625 2025-05-01,335.17999267578125,334.6600036621094 2025-05-02,334.75,330.0 2025-05-05,333.010009765625,332.6199951171875 2025-05-06,333.82000732421875,331.94000244140625 2025-05-07,334.44000244140625,331.32000732421875 2025-05-08,333.1099853515625,330.2099914550781 2025-05-09,333.4599914550781,331.8399963378906 2025-05-12,315.739990234375,309.5899963378906 2025-05-13,301.8900146484375,301.4800109863281 2025-05-14,303.3500061035156,302.1099853515625 2025-05-15,308.8599853515625,296.260009765625 2025-05-16,320.94000244140625,307.7799987792969 2025-05-19,321.9599914550781,318.0 2025-05-20,325.0,322.3599853515625 2025-05-21,317.0899963378906,317.010009765625 2025-05-22,312.67999267578125,310.20001220703125 2025-05-23,315.989990234375,310.510009765625 2025-05-27,315.2799987792969,311.70001220703125 2025-05-28,310.8599853515625,310.2900085449219 2025-05-29,312.04998779296875,308.3900146484375 2025-05-30,316.6400146484375,310.04998779296875 2025-06-02,314.989990234375,312.17999267578125 2025-06-03,311.6700134277344,310.29998779296875 2025-06-04,310.1199951171875,309.7099914550781 2025-06-05,311.0199890136719,309.2099914550781 2025-06-06,312.17999267578125,309.5 2025-06-09,311.3999938964844,309.04998779296875 2025-06-10,313.6199951171875,311.04998779296875 2025-06-11,310.20001220703125,309.4800109863281 2025-06-12,315.3699951171875,308.3800048828125 2025-06-13,317.3999938964844,313.75 2025-06-16,314.44000244140625,309.8099975585937 2025-06-17,312.510009765625,311.1400146484375 2025-06-18,314.3999938964844,311.0799865722656 2025-06-20,314.3500061035156,311.9599914550781 2025-06-23,316.9700012207031,313.1000061035156 2025-06-24,316.8299865722656,313.239990234375 2025-06-25,316.0,310.82000732421875 2025-06-26,330.0,316.7300109863281 2025-06-27,326.3099975585937,325.9599914550781 2025-06-30,330.5799865722656,325.5599975585937 2025-07-01,334.3900146484375,330.6199951171875 2025-07-02,320.3900146484375,320.25 2025-07-03,319.75,318.67999267578125 2025-07-07,313.6300048828125,310.5400085449219 2025-07-08,312.0,310.6099853515625 2025-07-09,309.7799987792969,306.7799987792969 2025-07-10,308.7799987792969,306.3299865722656 2025-07-11,303.2699890136719,302.07000732421875 2025-07-14,303.0599975585937,301.0 2025-07-15,302.44000244140625,299.5400085449219 2025-07-16,305.82000732421875,300.010009765625 2025-07-17,298.2799987792969,295.94000244140625 2025-07-18,295.7099914550781,293.2699890136719 2025-07-21,294.79998779296875,293.5299987792969 2025-07-22,300.04998779296875,295.3599853515625 2025-07-23,304.3399963378906,300.739990234375 2025-07-24,293.92999267578125,293.0400085449219 2025-07-25,296.3699951171875,294.0 2025-07-28,292.3900146484375,290.9200134277344 2025-07-29,292.1700134277344,285.8099975585937 2025-07-30,297.8599853515625,287.4599914550781 2025-07-31,267.3800048828125,264.2200012207031 2025-08-01,262.2300109863281,256.8900146484375 2025-08-04,266.5899963378906,260.1199951171875 2025-08-05,270.739990234375,267.3099975585937 2025-08-06,269.9599914550781,266.2900085449219 2025-08-07,271.0,267.57000732421875 2025-08-08,274.8999938964844,269.989990234375 2025-08-11,277.0400085449219,274.7099914550781 2025-08-12,280.4700012207031,274.760009765625 2025-08-13,287.1000061035156,281.3399963378906 2025-08-14,290.3500061035156,281.1099853515625 2025-08-15,296.8599853515625,293.9200134277344 2025-08-18,298.32000732421875,297.5 2025-08-19,302.1099853515625,298.0 2025-08-20,304.57000732421875,301.29998779296875 ","date,5-day,low 2025-03-13,317.72199096679685,309.70001220703125 2025-03-14,316.0979919433594,309.54998779296875 2025-03-17,314.1219909667969,312.04998779296875 2025-03-18,315.03399047851565,316.3900146484375 2025-03-19,316.989990234375,317.2799987792969 2025-03-20,318.8699951171875,319.239990234375 2025-03-21,319.6199951171875,316.010009765625 2025-03-24,320.3399963378906,315.67999267578125 2025-03-25,319.2219970703125,313.3999938964844 2025-03-26,319.302001953125,316.8999938964844 2025-03-27,319.9719970703125,319.82000732421875 2025-03-28,321.65,324.25 2025-03-31,323.3700012207031,325.6300048828125 2025-04-01,326.202001953125,328.510009765625 2025-04-02,328.3400024414062,327.4800109863281 2025-04-03,331.0820068359375,329.9599914550781 2025-04-04,330.55400390625,321.0 2025-04-07,327.8320068359375,307.8299865722656 2025-04-08,324.40000610351564,311.2900085449219 2025-04-09,322.0140014648438,309.0599975585937 2025-04-10,319.7779968261719,318.07000732421875 2025-04-11,321.33599853515625,323.1199951171875 2025-04-14,324.097998046875,326.0299987792969 2025-04-15,327.0559997558594,326.5199890136719 2025-04-16,328.9460021972656,327.739990234375 2025-04-17,329.51800537109375,324.45001220703125 2025-04-21,328.4340026855469,322.1099853515625 2025-04-22,330.00800170898435,325.2099914550781 2025-04-23,331.6200012207031,333.3999938964844 2025-04-24,332.87200317382815,332.0299987792969 2025-04-25,333.9179992675781,331.2099914550781 2025-04-28,335.9280029296875,333.0199890136719 2025-04-29,335.95599975585935,333.57000732421875 2025-04-30,336.6260009765625,335.69000244140625 2025-05-01,336.5219970703125,334.6600036621094 2025-05-02,336.4,330.0 2025-05-05,336.0380004882812,332.6199951171875 2025-05-06,335.36000366210936,331.94000244140625 2025-05-07,334.24000244140626,331.32000732421875 2025-05-08,333.8260009765625,330.2099914550781 2025-05-09,333.5679992675781,331.8399963378906 2025-05-12,330.11399536132814,309.5899963378906 2025-05-13,323.7279968261719,301.4800109863281 2025-05-14,317.50999755859374,302.1099853515625 2025-05-15,312.6599975585938,296.260009765625 2025-05-16,310.1559997558594,307.7799987792969 2025-05-19,311.4,318.0 2025-05-20,316.0219970703125,322.3599853515625 2025-05-21,318.7699951171875,317.010009765625 2025-05-22,319.53399658203125,310.20001220703125 2025-05-23,318.543994140625,310.510009765625 2025-05-27,317.20799560546874,311.70001220703125 2025-05-28,314.37999267578124,310.2900085449219 2025-05-29,313.3719909667969,308.3900146484375 2025-05-30,314.16399536132815,310.04998779296875 2025-06-02,313.9639953613281,312.17999267578125 2025-06-03,313.24199829101565,310.29998779296875 2025-06-04,313.0940002441406,309.7099914550781 2025-06-05,312.88800048828125,309.2099914550781 2025-06-06,311.99599609375,309.5 2025-06-09,311.2779968261719,309.04998779296875 2025-06-10,311.6679931640625,311.04998779296875 2025-06-11,311.6839965820312,309.4800109863281 2025-06-12,312.5539978027344,308.3800048828125 2025-06-13,313.597998046875,313.75 2025-06-16,314.20599975585935,309.8099975585937 2025-06-17,313.9840026855469,311.1400146484375 2025-06-18,314.8239990234375,311.0799865722656 2025-06-20,314.6200012207031,311.9599914550781 2025-06-23,314.53400268554685,313.1000061035156 2025-06-24,315.0119995117187,313.239990234375 2025-06-25,315.7099975585937,310.82000732421875 2025-06-26,318.8299987792969,316.7300109863281 2025-06-27,321.2219970703125,325.9599914550781 2025-06-30,323.943994140625,325.5599975585937 2025-07-01,327.45599975585935,330.6199951171875 2025-07-02,328.33400268554686,320.25 2025-07-03,326.28400268554685,318.67999267578125 2025-07-07,323.7480041503906,310.5400085449219 2025-07-08,320.0320068359375,310.6099853515625 2025-07-09,315.11000366210936,306.7799987792969 2025-07-10,312.7880004882812,306.3299865722656 2025-07-11,309.49199829101565,302.07000732421875 2025-07-14,307.37799682617185,301.0 2025-07-15,305.46599731445315,299.5400085449219 2025-07-16,304.6739990234375,300.010009765625 2025-07-17,302.5739990234375,295.94000244140625 2025-07-18,301.06199951171874,293.2699890136719 2025-07-21,299.4099975585938,293.5299987792969 2025-07-22,298.93199462890624,295.3599853515625 2025-07-23,298.6359924316406,300.739990234375 2025-07-24,297.7659912109375,293.0400085449219 2025-07-25,297.8979919433594,294.0 2025-07-28,297.41599731445314,290.9200134277344 2025-07-29,295.8400024414062,285.8099975585937 2025-07-30,294.54400024414065,287.4599914550781 2025-07-31,289.2340026855469,264.2200012207031 2025-08-01,282.406005859375,256.8900146484375 2025-08-04,277.2460021972656,260.1199951171875 2025-08-05,272.9599975585937,267.3099975585937 2025-08-06,267.3799987792969,266.2900085449219 2025-08-07,268.1039978027344,267.57000732421875 2025-08-08,270.63799438476565,269.989990234375 2025-08-11,272.7279968261719,274.7099914550781 2025-08-12,274.6739990234375,274.760009765625 2025-08-13,278.102001953125,281.3399963378906 2025-08-14,281.9720031738281,281.1099853515625 2025-08-15,286.36400146484374,293.9200134277344 2025-08-18,290.6200012207031,297.5 2025-08-19,294.947998046875,298.0 2025-08-20,298.44199829101564,301.29998779296875 " 3292,US,technical,"During January 16, 2020 to December 18, 2020, what percentage of trading days had Huntington Bancshares's low less the 10-day Simple Moving Average line? Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",38.2979,medium,moving average,SMA_n = 1 / n * \sum_{i=0}^{n-1} P_{t-i},"date,close,low 2020-01-03,14.8100004196167,14.600000381469728 2020-01-06,14.56999969482422,14.479999542236328 2020-01-07,14.40999984741211,14.3100004196167 2020-01-08,14.529999732971191,14.399999618530272 2020-01-09,14.5600004196167,14.460000038146973 2020-01-10,14.380000114440918,14.329999923706056 2020-01-13,14.460000038146973,14.350000381469728 2020-01-14,14.600000381469728,14.399999618530272 2020-01-15,14.460000038146973,14.34000015258789 2020-01-16,14.65999984741211,14.529999732971191 2020-01-17,14.710000038146973,14.609999656677246 2020-01-21,14.609999656677246,14.479999542236328 2020-01-22,14.729999542236328,14.5600004196167 2020-01-23,14.270000457763672,13.93000030517578 2020-01-24,13.720000267028809,13.68000030517578 2020-01-27,13.489999771118164,13.40999984741211 2020-01-28,13.600000381469728,13.470000267028809 2020-01-29,13.479999542236328,13.449999809265137 2020-01-30,13.75,13.359999656677246 2020-01-31,13.56999969482422,13.510000228881836 2020-02-03,13.720000267028809,13.6899995803833 2020-02-04,13.869999885559082,13.850000381469728 2020-02-05,14.09000015258789,14.0 2020-02-06,13.970000267028809,13.960000038146973 2020-02-07,13.960000038146973,13.779999732971191 2020-02-10,13.93000030517578,13.850000381469728 2020-02-11,14.029999732971191,13.960000038146973 2020-02-12,14.050000190734863,14.020000457763672 2020-02-13,14.149999618530272,13.9399995803833 2020-02-14,14.079999923706056,14.0 2020-02-18,13.90999984741211,13.729999542236328 2020-02-19,14.029999732971191,13.93000030517578 2020-02-20,14.140000343322754,13.989999771118164 2020-02-21,13.90999984741211,13.800000190734863 2020-02-24,13.5,13.380000114440918 2020-02-25,12.829999923706056,12.789999961853027 2020-02-26,12.699999809265137,12.68000030517578 2020-02-27,12.350000381469728,12.199999809265137 2020-02-28,12.270000457763672,11.90999984741211 2020-03-02,12.9399995803833,11.970000267028809 2020-03-03,12.579999923706056,12.4399995803833 2020-03-04,12.649999618530272,12.390000343322754 2020-03-05,11.779999732971191,11.579999923706056 2020-03-06,11.119999885559082,10.869999885559082 2020-03-09,9.449999809265137,9.239999771118164 2020-03-10,9.970000267028809,9.25 2020-03-11,9.130000114440918,9.010000228881836 2020-03-12,8.380000114440918,7.960000038146973 2020-03-13,9.5,8.520000457763672 2020-03-16,8.430000305175781,7.75 2020-03-17,8.369999885559082,7.679999828338623 2020-03-18,7.71999979019165,7.349999904632568 2020-03-19,7.679999828338623,6.860000133514404 2020-03-20,7.619999885559082,7.25 2020-03-23,7.0,6.849999904632568 2020-03-24,7.429999828338623,7.230000019073486 2020-03-25,7.639999866485596,7.179999828338623 2020-03-26,8.5,7.440000057220459 2020-03-27,8.300000190734863,7.980000019073486 2020-03-30,8.380000114440918,7.929999828338623 2020-03-31,8.210000038146973,7.980000019073486 2020-04-01,7.449999809265137,7.340000152587891 2020-04-02,7.369999885559082,7.150000095367432 2020-04-03,6.829999923706055,6.820000171661377 2020-04-06,7.489999771118164,7.210000038146973 2020-04-07,8.130000114440918,7.75 2020-04-08,8.8100004196167,8.239999771118164 2020-04-09,9.029999732971191,8.84000015258789 2020-04-13,8.720000267028809,8.550000190734863 2020-04-14,8.399999618530273,8.149999618530273 2020-04-15,7.730000019073486,7.690000057220459 2020-04-16,7.179999828338623,7.119999885559082 2020-04-17,8.0600004196167,7.53000020980835 2020-04-20,8.140000343322754,7.579999923706055 2020-04-21,7.800000190734863,7.679999828338623 2020-04-22,8.039999961853027,7.849999904632568 2020-04-23,7.920000076293945,7.75 2020-04-24,8.15999984741211,7.909999847412109 2020-04-27,8.90999984741211,8.1899995803833 2020-04-28,9.140000343322754,9.0 2020-04-29,9.640000343322754,9.300000190734863 2020-04-30,9.239999771118164,9.109999656677246 2020-05-01,8.569999694824219,8.4399995803833 2020-05-04,8.430000305175781,8.229999542236328 2020-05-05,8.279999732971191,8.279999732971191 2020-05-06,8.229999542236328,8.0 2020-05-07,8.25,8.180000305175781 2020-05-08,8.649999618530273,8.430000305175781 2020-05-11,8.229999542236328,8.180000305175781 2020-05-12,7.860000133514404,7.829999923706055 2020-05-13,7.389999866485596,7.289999961853027 2020-05-14,7.710000038146973,6.989999771118164 2020-05-15,7.510000228881836,7.460000038146973 2020-05-18,8.260000228881836,7.880000114440918 2020-05-19,7.880000114440918,7.860000133514404 2020-05-20,8.210000038146973,8.0600004196167 2020-05-21,8.170000076293945,8.119999885559082 2020-05-22,8.100000381469727,7.960000038146973 2020-05-26,8.989999771118164,8.479999542236328 2020-05-27,9.520000457763672,9.15999984741211 2020-05-28,9.109999656677246,9.050000190734863 2020-05-29,8.890000343322754,8.779999732971191 2020-06-01,9.100000381469728,8.8100004196167 2020-06-02,9.199999809265137,9.119999885559082 2020-06-03,9.899999618530272,9.43000030517578 2020-06-04,10.470000267028809,9.699999809265137 2020-06-05,10.989999771118164,10.850000381469728 2020-06-08,11.350000381469728,11.010000228881836 2020-06-09,11.0,10.770000457763672 2020-06-10,10.399999618530272,10.380000114440918 2020-06-11,9.479999542236328,9.43000030517578 2020-06-12,9.890000343322754,9.529999732971191 2020-06-15,10.119999885559082,9.390000343322754 2020-06-16,10.279999732971191,9.970000267028809 2020-06-17,10.119999885559082,10.079999923706056 2020-06-18,10.15999984741211,9.880000114440918 2020-06-19,10.289999961853027,9.869999885559082 2020-06-22,10.119999885559082,10.010000228881836 2020-06-23,10.199999809265137,10.15999984741211 2020-06-24,9.539999961853027,9.510000228881836 2020-06-25,9.890000343322754,9.4399995803833 2020-06-26,8.800000190734863,8.779999732971191 2020-06-29,8.869999885559082,8.75 2020-06-30,9.039999961853027,8.65999984741211 2020-07-01,8.640000343322754,8.569999694824219 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2020-08-28,9.488999938964843,9.520000457763672 2020-08-31,9.451999950408936,9.31999969482422 2020-09-01,9.442999935150146,9.25 2020-09-02,9.45999984741211,9.350000381469728 2020-09-03,9.504999828338622,9.600000381469728 2020-09-04,9.587999820709229,9.720000267028809 2020-09-08,9.604999828338624,9.609999656677246 2020-09-09,9.62599983215332,9.670000076293944 2020-09-10,9.642999839782714,9.56999969482422 2020-09-11,9.646999835968018,9.5 2020-09-14,9.701999855041503,9.729999542236328 2020-09-15,9.760999870300292,9.890000343322754 2020-09-16,9.805999946594238,9.789999961853027 2020-09-17,9.815999984741211,9.65999984741211 2020-09-18,9.819999980926514,9.640000343322754 2020-09-21,9.742000007629395,9.09000015258789 2020-09-22,9.659000015258789,8.829999923706055 2020-09-23,9.548999977111816,8.680000305175781 2020-09-24,9.457999992370606,8.550000190734863 2020-09-25,9.371999931335449,8.520000457763672 2020-09-28,9.271999931335449,8.949999809265137 2020-09-29,9.176999950408936,8.880000114440918 2020-09-30,9.104999923706055,9.06999969482422 2020-10-01,9.04099988937378,9.0600004196167 2020-10-02,9.004999923706055,8.90999984741211 2020-10-05,9.055999946594238,9.380000114440918 2020-10-06,9.120999908447265,9.5 2020-10-07,9.239999961853027,9.68000030517578 2020-10-08,9.375999927520752,9.859999656677246 2020-10-09,9.478999996185303,9.8100004196167 2020-10-12,9.561999988555907,9.829999923706056 2020-10-13,9.613000011444091,9.550000190734863 2020-10-14,9.642000007629395,9.4399995803833 2020-10-15,9.693000030517577,9.300000190734863 2020-10-16,9.727000045776368,9.43000030517578 2020-10-19,9.71200008392334,9.510000228881836 2020-10-20,9.74600009918213,9.630000114440918 2020-10-21,9.727000045776368,9.619999885559082 2020-10-22,9.76200008392334,9.789999961853027 2020-10-23,9.824000072479247,10.18000030517578 2020-10-26,9.857000064849853,10.149999618530272 2020-10-27,9.894999980926514,9.93000030517578 2020-10-28,9.931999969482423,9.68000030517578 2020-10-29,9.980000019073486,9.65999984741211 2020-10-30,10.056999969482423,10.029999732971191 2020-11-02,10.185999965667724,10.369999885559082 2020-11-03,10.306999969482423,10.93000030517578 2020-11-04,10.346000003814698,10.0600004196167 2020-11-05,10.364999961853027,10.109999656677246 2020-11-06,10.332999897003173,10.06999969482422 2020-11-09,10.499999904632569,11.020000457763672 2020-11-10,10.71899995803833,11.789999961853027 2020-11-11,10.9,11.510000228881836 2020-11-12,11.014999961853027,11.109999656677246 2020-11-13,11.130000019073487,11.390000343322754 2020-11-16,11.251999950408935,11.920000076293944 2020-11-17,11.344999980926513,11.640000343322754 2020-11-18,11.523999977111817,11.869999885559082 2020-11-19,11.661999988555909,11.579999923706056 2020-11-20,11.82200002670288,11.699999809265137 2020-11-23,11.845000076293946,11.920000076293944 2020-11-24,11.925000095367432,12.399999618530272 2020-11-25,12.030000019073487,12.489999771118164 2020-11-27,12.14700002670288,12.369999885559082 2020-11-30,12.196000003814698,12.050000190734863 2020-12-01,12.243000030517578,12.34000015258789 2020-12-02,12.323999977111816,12.3100004196167 2020-12-03,12.434999942779541,12.75 2020-12-04,12.550999927520753,13.020000457763672 2020-12-07,12.676999950408936,12.8100004196167 2020-12-08,12.748999881744385,12.8100004196167 2020-12-09,12.746999835968017,12.829999923706056 2020-12-10,12.780999851226806,12.630000114440918 2020-12-11,12.827999877929688,12.779999732971191 2020-12-14,12.870999908447265,12.149999618530272 2020-12-15,12.879999923706055,12.369999885559082 2020-12-16,12.848999977111816,12.390000343322754 2020-12-17,12.785000038146972,12.0 2020-12-18,12.713000106811524,12.119999885559082 " 3293,US,technical,"For NRG Energy from November 12, 2021 to January 04, 2022, what percentage of days had the open greater than the 5-day Simple Moving Average line? (Unit: %) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",25.0,medium,moving average,SMA_n = 1 / n * \sum_{i=0}^{n-1} P_{t-i},"date,close,low,open 2021-11-08,35.630001068115234,35.029998779296875,36.22999954223633 2021-11-09,34.88999938964844,34.7400016784668,35.810001373291016 2021-11-10,34.970001220703125,34.709999084472656,34.79999923706055 2021-11-11,35.11000061035156,34.70000076293945,34.939998626708984 2021-11-12,35.70000076293945,35.02000045776367,35.130001068115234 2021-11-15,36.68000030517578,35.880001068115234,36.060001373291016 2021-11-16,36.619998931884766,36.52999877929688,36.84000015258789 2021-11-17,36.43999862670898,36.18999862670898,36.43999862670898 2021-11-18,36.04999923706055,35.290000915527344,36.43999862670898 2021-11-19,36.290000915527344,35.7599983215332,35.970001220703125 2021-11-22,36.540000915527344,35.83000183105469,36.33000183105469 2021-11-23,36.869998931884766,36.43999862670898,36.720001220703125 2021-11-24,37.2599983215332,36.900001525878906,37.0099983215332 2021-11-26,36.25,35.79999923706055,36.27000045776367 2021-11-29,36.630001068115234,36.25,36.77000045776367 2021-11-30,36.02000045776367,35.66999816894531,36.25 2021-12-01,35.599998474121094,35.599998474121094,36.43999862670898 2021-12-02,36.54999923706055,35.689998626708984,35.790000915527344 2021-12-03,36.560001373291016,36.16999816894531,36.959999084472656 2021-12-06,38.09000015258789,36.72999954223633,36.95000076293945 2021-12-07,38.86000061035156,38.09000015258789,38.220001220703125 2021-12-08,38.810001373291016,38.77999877929688,39.09000015258789 2021-12-09,38.470001220703125,38.45000076293945,38.63999938964844 2021-12-10,38.86000061035156,38.68000030517578,39.0099983215332 2021-12-13,39.970001220703125,38.75,38.75 2021-12-14,39.93000030517578,39.630001068115234,39.970001220703125 2021-12-15,40.060001373291016,38.959999084472656,39.83000183105469 2021-12-16,39.84999847412109,39.68000030517578,40.25 2021-12-17,40.4900016784668,39.0,39.90999984741211 2021-12-20,40.31999969482422,39.130001068115234,39.95000076293945 2021-12-21,41.52000045776367,40.59999847412109,40.59999847412109 2021-12-22,42.06999969482422,41.400001525878906,41.400001525878906 2021-12-23,42.20000076293945,42.060001373291016,42.11000061035156 2021-12-27,42.369998931884766,41.84999847412109,42.09000015258789 2021-12-28,42.68000030517578,42.34000015258789,42.34000015258789 2021-12-29,42.88999938964844,42.619998931884766,42.84999847412109 2021-12-30,42.90999984741211,42.75,43.0 2021-12-31,43.08000183105469,42.70000076293945,42.790000915527344 2022-01-03,42.959999084472656,41.93999862670898,43.220001220703125 2022-01-04,42.619998931884766,42.45000076293945,43.0099983215332 ","date,5-day,open 2021-11-12,35.26000061035156,35.130001068115234 2021-11-15,35.470000457763675,36.060001373291016 2021-11-16,35.816000366210936,36.84000015258789 2021-11-17,36.10999984741211,36.43999862670898 2021-11-18,36.29799957275391,36.43999862670898 2021-11-19,36.41599960327149,35.970001220703125 2021-11-22,36.3879997253418,36.33000183105469 2021-11-23,36.4379997253418,36.720001220703125 2021-11-24,36.60199966430664,37.0099983215332 2021-11-26,36.64199981689453,36.27000045776367 2021-11-29,36.70999984741211,36.77000045776367 2021-11-30,36.60599975585937,36.25 2021-12-01,36.35199966430664,36.43999862670898 2021-12-02,36.20999984741211,35.790000915527344 2021-12-03,36.27200012207031,36.959999084472656 2021-12-06,36.56399993896484,36.95000076293945 2021-12-07,37.13199996948242,38.220001220703125 2021-12-08,37.774000549316405,39.09000015258789 2021-12-09,38.15800094604492,38.63999938964844 2021-12-10,38.61800079345703,39.0099983215332 2021-12-13,38.99400100708008,38.75 2021-12-14,39.20800094604492,39.970001220703125 2021-12-15,39.45800094604492,39.83000183105469 2021-12-16,39.73400039672852,40.25 2021-12-17,40.060000610351565,39.90999984741211 2021-12-20,40.130000305175784,39.95000076293945 2021-12-21,40.44800033569336,40.59999847412109 2021-12-22,40.85,41.400001525878906 2021-12-23,41.32000045776367,42.11000061035156 2021-12-27,41.69599990844726,42.09000015258789 2021-12-28,42.168000030517575,42.34000015258789 2021-12-29,42.44199981689453,42.84999847412109 2021-12-30,42.60999984741211,43.0 2021-12-31,42.78600006103515,42.790000915527344 2022-01-03,42.90400009155273,43.220001220703125 2022-01-04,42.89199981689453,43.0099983215332 " 3294,US,technical,"Calculate the percentage of days where Church & Dwight's low was greater than its 20-day Simple Moving Average line from August 27, 2023 to May 14, 2024. (Unit: %) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",45.5556,medium,moving average,SMA_n = 1 / n * \sum_{i=0}^{n-1} P_{t-i},"date,close,low,open 2023-08-01,96.37000274658205,95.8000030517578,95.8000030517578 2023-08-02,96.77999877929688,95.91999816894533,96.5500030517578 2023-08-03,95.11000061035156,95.0999984741211,97.12000274658205 2023-08-04,94.62999725341795,94.37999725341795,94.93000030517578 2023-08-07,95.68000030517578,94.6500015258789,94.6500015258789 2023-08-08,95.5,95.23999786376952,96.1500015258789 2023-08-09,96.0500030517578,95.4499969482422,95.51000213623048 2023-08-10,95.5500030517578,95.30999755859376,96.38999938964844 2023-08-11,95.98999786376952,95.47000122070312,95.83000183105467 2023-08-14,95.16000366210938,94.95999908447266,95.94000244140624 2023-08-15,94.19000244140624,94.04000091552734,94.95999908447266 2023-08-16,93.61000061035156,93.36000061035156,94.06999969482422 2023-08-17,92.16999816894533,92.12999725341795,93.8000030517578 2023-08-18,93.08999633789062,91.37999725341795,91.83000183105467 2023-08-21,92.4499969482422,91.93000030517578,92.72000122070312 2023-08-22,92.70999908447266,91.87999725341795,92.2300033569336 2023-08-23,92.48999786376952,91.98999786376952,93.01000213623048 2023-08-24,92.83999633789062,92.37999725341795,92.48999786376952 2023-08-25,93.3000030517578,92.87999725341795,93.23999786376952 2023-08-28,94.44000244140624,93.95999908447266,94.61000061035156 2023-08-29,95.44000244140624,93.83999633789062,94.41999816894533 2023-08-30,96.01000213623048,95.37999725341795,95.37999725341795 2023-08-31,96.7699966430664,95.83999633789062,96.0999984741211 2023-09-01,96.26000213623048,96.02999877929688,96.91000366210938 2023-09-05,95.16999816894533,94.77999877929688,95.9499969482422 2023-09-06,94.12000274658205,93.91999816894533,95.2699966430664 2023-09-07,96.5199966430664,94.63999938964844,94.63999938964844 2023-09-08,95.66999816894533,95.45999908447266,96.25 2023-09-11,96.31999969482422,95.81999969482422,96.93000030517578 2023-09-12,95.3000030517578,95.0199966430664,96.4800033569336 2023-09-13,95.6999969482422,94.9499969482422,95.31999969482422 2023-09-14,95.5999984741211,94.94000244140624,95.69000244140624 2023-09-15,95.22000122070312,95.05999755859376,95.56999969482422 2023-09-18,95.1500015258789,94.87999725341795,95.63999938964844 2023-09-19,94.83999633789062,93.93000030517578,94.95999908447266 2023-09-20,95.11000061035156,94.79000091552734,95.19000244140624 2023-09-21,95.0199966430664,94.79000091552734,95.0999984741211 2023-09-22,94.69000244140624,94.45999908447266,94.87999725341795 2023-09-25,93.83999633789062,93.51000213623048,94.5999984741211 2023-09-26,93.08000183105467,93.04000091552734,93.91000366210938 2023-09-27,91.97000122070312,91.5999984741211,93.06999969482422 2023-09-28,91.88999938964844,91.55999755859376,92.27999877929688 2023-09-29,91.62999725341795,91.31999969482422,92.27999877929688 2023-10-02,91.6500015258789,91.18000030517578,91.47000122070312 2023-10-03,90.97000122070312,90.75,91.5500030517578 2023-10-04,92.0500030517578,90.5199966430664,91.12000274658205 2023-10-05,90.2300033569336,90.12999725341795,91.56999969482422 2023-10-06,85.98999786376953,85.7300033569336,90.06999969482422 2023-10-09,86.63999938964844,85.13999938964844,85.91999816894531 2023-10-10,88.1500015258789,86.83000183105469,87.31999969482422 2023-10-11,87.6500015258789,86.70999908447266,88.0999984741211 2023-10-12,86.08999633789062,85.75,87.63999938964844 2023-10-13,87.69999694824219,86.1500015258789,86.30000305175781 2023-10-16,88.94000244140625,87.68000030517578,88.30000305175781 2023-10-17,89.12000274658203,88.12000274658203,88.7300033569336 2023-10-18,90.25,89.38999938964844,89.66000366210938 2023-10-19,89.5999984741211,89.16000366210938,90.54000091552734 2023-10-20,90.12000274658205,89.41000366210938,89.9000015258789 2023-10-23,91.0500030517578,90.12999725341795,90.63999938964844 2023-10-24,91.58000183105467,90.88999938964844,91.02999877929688 2023-10-25,92.23999786376952,91.04000091552734,91.36000061035156 2023-10-26,92.22000122070312,91.80999755859376,92.1999969482422 2023-10-27,90.11000061035156,89.87000274658203,91.77999877929688 2023-10-30,90.76000213623048,89.7300033569336,90.7300033569336 2023-10-31,90.94000244140624,90.36000061035156,91.12999725341795 2023-11-01,90.2699966430664,90.02999877929688,91.37000274658205 2023-11-02,91.95999908447266,90.5,90.87999725341795 2023-11-03,86.80000305175781,82.25,85.30000305175781 2023-11-06,86.87999725341797,86.2300033569336,86.80999755859375 2023-11-07,88.70999908447266,86.41000366210938,86.66999816894531 2023-11-08,88.62000274658203,88.37000274658203,88.9800033569336 2023-11-09,89.6500015258789,88.45999908447266,88.88999938964844 2023-11-10,89.72000122070312,89.0999984741211,89.77999877929688 2023-11-13,90.93000030517578,89.05000305175781,89.51000213623047 2023-11-14,91.77999877929688,90.75,91.11000061035156 2023-11-15,91.6500015258789,91.51000213623048,91.83000183105467 2023-11-16,92.87999725341795,91.63999938964844,91.6500015258789 2023-11-17,92.4000015258789,92.0199966430664,93.08000183105467 2023-11-20,91.4499969482422,91.1999969482422,92.04000091552734 2023-11-21,92.81999969482422,91.3000030517578,91.81999969482422 2023-11-22,94.0999984741211,93.23999786376952,93.23999786376952 2023-11-24,94.83000183105467,93.43000030517578,94.0199966430664 2023-11-27,95.25,94.37000274658205,94.47000122070312 2023-11-28,95.0999984741211,94.87999725341795,95.4800033569336 2023-11-29,94.66000366210938,94.5,95.1999969482422 2023-11-30,96.62999725341795,93.69000244140624,94.4800033569336 2023-12-01,95.37000274658205,95.06999969482422,96.54000091552734 2023-12-04,95.0999984741211,94.41999816894533,94.68000030517578 2023-12-05,93.48999786376952,93.16000366210938,94.86000061035156 2023-12-06,93.52999877929688,92.91999816894533,93.12999725341795 2023-12-07,94.1500015258789,92.9800033569336,93.61000061035156 2023-12-08,92.94000244140624,92.55999755859376,93.91000366210938 2023-12-11,93.36000061035156,92.62999725341795,93.27999877929688 2023-12-12,94.45999908447266,93.2699966430664,93.63999938964844 2023-12-13,94.97000122070312,91.51000213623048,93.3000030517578 2023-12-14,91.36000061035156,91.3000030517578,94.61000061035156 2023-12-15,91.5,90.26000213623048,90.69000244140624 2023-12-18,92.93000030517578,91.44000244140624,92.3000030517578 2023-12-19,92.72000122070312,92.33999633789062,92.83999633789062 2023-12-20,91.41999816894533,91.38999938964844,92.43000030517578 2023-12-21,91.79000091552734,90.69000244140624,91.87000274658205 2023-12-22,91.9000015258789,91.47000122070312,92.0199966430664 2023-12-26,92.27999877929688,91.58000183105467,92.0 2023-12-27,92.9800033569336,91.83000183105467,92.12999725341795 2023-12-28,93.98999786376952,92.8000030517578,93.08000183105467 2023-12-29,94.55999755859376,93.97000122070312,94.0 2024-01-02,94.56999969482422,94.2699966430664,94.37000274658205 2024-01-03,93.9499969482422,93.58999633789062,95.0500030517578 2024-01-04,94.5199966430664,93.6999969482422,94.04000091552734 2024-01-05,93.87000274658205,93.31999969482422,94.5500030517578 2024-01-08,94.37000274658205,93.4499969482422,94.18000030517578 2024-01-09,95.9800033569336,93.91000366210938,94.33000183105467 2024-01-10,96.4800033569336,95.81999969482422,95.91999816894533 2024-01-11,97.54000091552734,96.08000183105467,96.5500030517578 2024-01-12,97.6500015258789,96.95999908447266,97.87000274658205 2024-01-16,98.16000366210938,97.13999938964844,97.66999816894533 2024-01-17,98.6999969482422,98.0500030517578,98.2699966430664 2024-01-18,97.83000183105467,97.51000213623048,98.05999755859376 2024-01-19,96.93000030517578,96.72000122070312,98.04000091552734 2024-01-22,97.62000274658205,96.5500030517578,96.6999969482422 2024-01-23,99.51000213623048,98.0,98.0 2024-01-24,97.0999984741211,97.06999969482422,98.66000366210938 2024-01-25,98.06999969482422,97.06999969482422,97.41999816894533 2024-01-26,99.12000274658205,97.9800033569336,98.1999969482422 2024-01-29,99.5999984741211,99.11000061035156,99.36000061035156 2024-01-30,100.5,99.33000183105467,100.0 2024-01-31,99.8499984741211,99.37000274658205,100.79000091552734 2024-02-01,101.77999877929688,99.27999877929688,99.9000015258789 2024-02-02,99.37000274658205,98.4499969482422,101.76000213623048 2024-02-05,100.18000030517578,99.26000213623048,100.0 2024-02-06,100.16000366210938,99.9499969482422,100.4000015258789 2024-02-07,100.75,99.97000122070312,100.73999786376952 2024-02-08,99.94000244140624,99.75,100.47000122070312 2024-02-09,98.83000183105467,98.1500015258789,99.83999633789062 2024-02-12,98.58000183105467,97.5999984741211,98.58999633789062 2024-02-13,97.87999725341795,97.33000183105467,98.83000183105467 2024-02-14,97.0,96.08999633789062,97.6500015258789 2024-02-15,97.38999938964844,96.95999908447266,97.4499969482422 2024-02-16,97.77999877929688,96.8499984741211,97.88999938964844 2024-02-20,98.0500030517578,97.8499984741211,98.33999633789062 2024-02-21,98.61000061035156,98.0999984741211,98.18000030517578 2024-02-22,99.63999938964844,97.02999877929688,98.0199966430664 2024-02-23,100.4000015258789,99.3499984741211,100.38999938964844 2024-02-26,100.41999816894533,100.16999816894533,100.37999725341795 2024-02-27,99.88999938964844,99.1500015258789,100.0500030517578 2024-02-28,100.12000274658205,99.58999633789062,99.9000015258789 2024-02-29,100.12000274658205,99.54000091552734,100.0999984741211 2024-03-01,100.27999877929688,99.12000274658205,100.22000122070312 2024-03-04,100.94000244140624,99.45999908447266,99.6999969482422 2024-03-05,101.91000366210938,100.58999633789062,101.08000183105467 2024-03-06,102.44000244140624,101.62000274658205,101.62000274658205 2024-03-07,104.12000274658205,102.13999938964844,102.62000274658205 2024-03-08,104.12000274658205,103.11000061035156,103.73999786376952 2024-03-11,103.8499984741211,103.44000244140624,104.7699966430664 2024-03-12,104.5,103.37999725341795,103.61000061035156 2024-03-13,105.41999816894533,104.05999755859376,105.0 2024-03-14,104.37999725341795,103.91000366210938,104.98999786376952 2024-03-15,104.33999633789062,102.87000274658205,102.91999816894533 2024-03-18,104.26000213623048,104.0999984741211,104.0999984741211 2024-03-19,104.86000061035156,104.12000274658205,104.87000274658205 2024-03-20,103.01000213623048,102.87999725341795,104.8499984741211 2024-03-21,103.87999725341795,102.27999877929688,102.79000091552734 2024-03-22,104.5999984741211,103.61000061035156,104.12999725341795 2024-03-25,102.98999786376952,102.9000015258789,104.6999969482422 2024-03-26,102.83999633789062,102.8000030517578,103.48999786376952 2024-03-27,104.20999908447266,103.29000091552734,103.51000213623048 2024-03-28,104.30999755859376,103.88999938964844,104.6500015258789 2024-04-01,105.0199966430664,103.52999877929688,103.91999816894533 2024-04-02,104.63999938964844,104.08000183105467,105.0 2024-04-03,103.16000366210938,102.93000030517578,104.48999786376952 2024-04-04,102.0999984741211,102.0500030517578,103.5999984741211 2024-04-05,102.0,101.43000030517578,101.91999816894533 2024-04-08,101.48999786376952,101.4000015258789,101.66999816894533 2024-04-09,101.88999938964844,100.66000366210938,101.79000091552734 2024-04-10,102.58000183105467,101.5199966430664,101.5500030517578 2024-04-11,101.58000183105467,101.51000213623048,103.12999725341795 2024-04-12,101.08000183105467,100.6999969482422,101.23999786376952 2024-04-15,101.58000183105467,101.29000091552734,101.79000091552734 2024-04-16,103.25,102.04000091552734,102.04000091552734 2024-04-17,103.48999786376952,102.81999969482422,103.6999969482422 2024-04-18,103.1999969482422,102.4800033569336,103.75 2024-04-19,104.3499984741211,102.0999984741211,103.0999984741211 2024-04-22,105.9499969482422,104.5,104.97000122070312 2024-04-23,106.70999908447266,105.8000030517578,107.02999877929688 2024-04-24,107.3499984741211,105.2699966430664,106.01000213623048 2024-04-25,107.25,106.6999969482422,107.77999877929688 2024-04-26,106.31999969482422,106.30999755859376,107.0199966430664 2024-04-29,106.91000366210938,105.94000244140624,106.41000366210938 2024-04-30,107.88999938964844,106.4499969482422,107.04000091552734 2024-05-01,106.26000213623048,106.05999755859376,107.54000091552734 2024-05-02,105.87999725341795,103.41000366210938,106.08999633789062 2024-05-03,106.11000061035156,103.91999816894533,105.22000122070312 2024-05-06,105.41000366210938,105.11000061035156,106.16999816894533 2024-05-07,106.93000030517578,105.7300033569336,106.11000061035156 2024-05-08,106.77999877929688,106.33000183105467,107.62999725341795 2024-05-09,107.0500030517578,106.37000274658205,106.9800033569336 2024-05-10,107.30999755859376,106.80999755859376,107.12000274658205 2024-05-13,107.1500015258789,106.6500015258789,107.3000030517578 2024-05-14,106.83000183105467,105.33999633789062,106.54000091552734 ","date,20-day,low 2023-08-28,94.40550003051757,93.95999908447266 2023-08-29,94.35900001525879,93.83999633789062 2023-08-30,94.32050018310547,95.37999725341795 2023-08-31,94.40349998474122,95.83999633789062 2023-09-01,94.48500022888183,96.02999877929688 2023-09-05,94.45950012207031,94.77999877929688 2023-09-06,94.39050025939942,93.91999816894533 2023-09-07,94.41399993896485,94.63999938964844 2023-09-08,94.41999969482421,95.45999908447266 2023-09-11,94.43649978637696,95.81999969482422 2023-09-12,94.44349975585938,95.0199966430664 2023-09-13,94.51899948120118,94.9499969482422 2023-09-14,94.61849937438964,94.94000244140624 2023-09-15,94.77099952697753,95.05999755859376 2023-09-18,94.87399978637696,94.87999725341795 2023-09-19,94.99349975585938,93.93000030517578 2023-09-20,95.11349983215332,94.79000091552734 2023-09-21,95.23999977111816,94.79000091552734 2023-09-22,95.33250007629394,94.45999908447266 2023-09-25,95.35949974060058,93.51000213623048 2023-09-26,95.291499710083,93.04000091552734 2023-09-27,95.11799964904785,91.5999984741211 2023-09-28,94.91199951171875,91.55999755859376 2023-09-29,94.65499954223633,91.31999969482422 2023-10-02,94.42449951171875,91.18000030517578 2023-10-03,94.21449966430664,90.75 2023-10-04,94.11099967956542,90.5199966430664 2023-10-05,93.79650001525879,90.12999725341795 2023-10-06,93.3125,85.7300033569336 2023-10-09,92.82849998474121,85.13999938964844 2023-10-10,92.47099990844727,86.83000183105469 2023-10-11,92.0685001373291,86.70999908447266 2023-10-12,91.59300003051757,85.75 2023-10-13,91.21699981689453,86.1500015258789 2023-10-16,90.9064998626709,87.68000030517578 2023-10-17,90.62050018310546,88.12000274658203 2023-10-18,90.37750015258788,89.38999938964844 2023-10-19,90.10650024414062,89.16000366210938 2023-10-20,89.87800025939941,89.41000366210938 2023-10-23,89.73850059509277,90.12999725341795 2023-10-24,89.66350059509277,90.88999938964844 2023-10-25,89.6770004272461,91.04000091552734 2023-10-26,89.69350051879883,91.80999755859376 2023-10-27,89.61750068664551,89.87000274658203 2023-10-30,89.57300071716308,89.7300033569336 2023-10-31,89.57150077819824,90.36000061035156 2023-11-01,89.48250045776368,90.02999877929688 2023-11-02,89.56900024414062,90.5 2023-11-03,89.60950050354003,82.25 2023-11-06,89.62150039672852,86.2300033569336 2023-11-07,89.64950027465821,86.41000366210938 2023-11-08,89.69800033569337,88.37000274658203 2023-11-09,89.87600059509278,88.45999908447266 2023-11-10,89.97700080871581,89.0999984741211 2023-11-13,90.0765007019043,89.05000305175781 2023-11-14,90.20950050354004,90.75 2023-11-15,90.27950057983398,91.51000213623048 2023-11-16,90.44350051879883,91.63999938964844 2023-11-17,90.55750045776367,92.0199966430664 2023-11-20,90.57750015258789,91.1999969482422 2023-11-21,90.63950004577637,91.3000030517578 2023-11-22,90.73250007629395,93.23999786376952 2023-11-24,90.86300010681153,93.43000030517578 2023-11-27,91.12000007629395,94.37000274658205 2023-11-28,91.33699989318848,94.87999725341795 2023-11-29,91.52299995422364,94.5 2023-11-30,91.8409999847412,93.69000244140624 2023-12-01,92.01150016784668,95.06999969482422 2023-12-04,92.42649993896484,94.41999816894533 2023-12-05,92.75699996948241,93.16000366210938 2023-12-06,92.99799995422362,92.91999816894533 2023-12-07,93.27449989318846,92.9800033569336 2023-12-08,93.43899993896483,92.55999755859376 2023-12-11,93.62099990844726,92.62999725341795 2023-12-12,93.7974998474121,93.2699966430664 2023-12-13,93.95699996948241,91.51000213623048 2023-12-14,93.94249992370604,91.3000030517578 2023-12-15,93.87350006103516,90.26000213623048 2023-12-18,93.9,91.44000244140624 2023-12-19,93.96350021362304,92.33999633789062 2023-12-20,93.89350013732908,91.38999938964844 2023-12-21,93.7780002593994,90.69000244140624 2023-12-22,93.63150024414062,91.47000122070312 2023-12-26,93.48300018310547,91.58000183105467 2023-12-27,93.37700042724609,91.83000183105467 2023-12-28,93.3435001373291,92.8000030517578 2023-12-29,93.2400001525879,93.97000122070312 2024-01-02,93.2,94.2699966430664 2024-01-03,93.14249992370605,93.58999633789062 2024-01-04,93.19399986267089,93.6999969482422 2024-01-05,93.21100006103516,93.31999969482422 2024-01-08,93.22200012207033,93.4499969482422 2024-01-09,93.37400016784669,93.91000366210938 2024-01-10,93.53000030517579,95.81999969482422 2024-01-11,93.68400039672852,96.08000183105467 2024-01-12,93.81800041198731,96.95999908447266 2024-01-16,94.1580005645752,97.13999938964844 2024-01-17,94.51800041198732,98.0500030517578 2024-01-18,94.76300048828126,97.51000213623048 2024-01-19,94.9735004425049,96.72000122070312 2024-01-22,95.28350067138673,96.5500030517578 2024-01-23,95.66950073242188,98.0 2024-01-24,95.929500579834,97.06999969482422 2024-01-25,96.21900062561036,97.06999969482422 2024-01-26,96.52600059509278,97.9800033569336 2024-01-29,96.80650062561037,99.11000061035156 2024-01-30,97.10350074768067,99.33000183105467 2024-01-31,97.36750068664551,99.37000274658205 2024-02-01,97.75900077819824,99.27999877929688 2024-02-02,98.00150108337402,98.4499969482422 2024-02-05,98.3170009613037,99.26000213623048 2024-02-06,98.60650100708008,99.9499969482422 2024-02-07,98.84500083923339,99.97000122070312 2024-02-08,99.01800079345703,99.75 2024-02-09,99.0825008392334,98.1500015258789 2024-02-12,99.12900085449219,97.5999984741211 2024-02-13,99.11500053405761,97.33000183105467 2024-02-14,99.03000068664551,96.08999633789062 2024-02-15,99.0080005645752,96.95999908447266 2024-02-16,99.05050048828124,96.8499984741211 2024-02-20,99.07200050354004,97.8499984741211 2024-02-21,99.0270004272461,98.0999984741211 2024-02-22,99.15400047302246,97.02999877929688 2024-02-23,99.2705005645752,99.3499984741211 2024-02-26,99.33550033569335,100.16999816894533 2024-02-27,99.35000038146973,99.1500015258789 2024-02-28,99.33100051879883,99.58999633789062 2024-02-29,99.34450073242188,99.54000091552734 2024-03-01,99.26950073242188,99.12000274658205 2024-03-04,99.34800071716309,99.45999908447266 2024-03-05,99.43450088500977,100.58999633789062 2024-03-06,99.5485008239746,101.62000274658205 2024-03-07,99.71700096130371,102.13999938964844 2024-03-08,99.9260009765625,103.11000061035156 2024-03-11,100.17700080871582,103.44000244140624 2024-03-12,100.47300071716309,103.37999725341795 2024-03-13,100.85000076293946,104.05999755859376 2024-03-14,101.21900062561035,103.91000366210938 2024-03-15,101.56650047302246,102.87000274658205 2024-03-18,101.89050064086913,104.0999984741211 2024-03-19,102.23100051879882,104.12000274658205 2024-03-20,102.45100059509278,102.87999725341795 2024-03-21,102.66300048828126,102.27999877929688 2024-03-22,102.87300033569336,103.61000061035156 2024-03-25,103.00150032043457,102.9000015258789 2024-03-26,103.14900016784668,102.8000030517578 2024-03-27,103.3534999847412,103.29000091552734 2024-03-28,103.5629997253418,103.88999938964844 2024-04-01,103.79999961853028,103.52999877929688 2024-04-02,103.98499946594238,104.08000183105467 2024-04-03,104.04749946594238,102.93000030517578 2024-04-04,104.03049926757812,102.0500030517578 2024-04-05,103.92449913024902,101.43000030517578 2024-04-08,103.79299888610839,101.4000015258789 2024-04-09,103.69499893188477,100.66000366210938 2024-04-10,103.5989990234375,101.5199966430664 2024-04-11,103.40699920654296,101.51000213623048 2024-04-12,103.2419994354248,100.6999969482422 2024-04-15,103.103999710083,101.29000091552734 2024-04-16,103.05349960327149,102.04000091552734 2024-04-17,102.98499946594238,102.81999969482422 2024-04-18,102.99449920654297,102.4800033569336 2024-04-19,103.01799926757812,102.0999984741211 2024-04-22,103.08549919128419,104.5 2024-04-23,103.27149925231933,105.8000030517578 2024-04-24,103.49699935913085,105.2699966430664 2024-04-25,103.64899940490723,106.6999969482422 2024-04-26,103.74949951171875,106.30999755859376 2024-04-29,103.8439998626709,105.94000244140624 2024-04-30,104.00649986267089,106.4499969482422 2024-05-01,104.16149978637695,106.05999755859376 2024-05-02,104.35049972534179,103.41000366210938 2024-05-03,104.55599975585938,103.91999816894533 2024-05-06,104.75200004577637,105.11000061035156 2024-05-07,105.00400009155274,105.7300033569336 2024-05-08,105.21399993896485,106.33000183105467 2024-05-09,105.4875,106.37000274658205 2024-05-10,105.79899978637695,106.80999755859376 2024-05-13,106.07749977111817,106.6500015258789 2024-05-14,106.25649986267089,105.33999633789062 " 3295,US,technical,"What is the percentage of days where the open price is greater than the 20-day Weighted Moving Average line for Biogen from July 19, 2024 to March 22, 2025? (Unit: %) (Weights are 1, 2, ..., n) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",73.9645,medium,moving average,WMA_n = \sum_{i=0}^{n-1} (n-i) * P_{t-i} / \sum_{j=1}^{n} j,"date,close,open 2024-06-21,224.0,227.3500061035156 2024-06-24,226.6000061035156,225.7400054931641 2024-06-25,223.19000244140625,225.47999572753903 2024-06-26,224.4600067138672,221.7899932861328 2024-06-27,228.72000122070312,223.42999267578125 2024-06-28,231.82000732421875,229.5 2024-07-01,231.7700042724609,231.41000366210935 2024-07-02,228.82000732421875,231.7100067138672 2024-07-03,224.6100006103516,229.4499969482422 2024-07-05,225.6499938964844,225.02999877929688 2024-07-08,228.07000732421875,226.47000122070312 2024-07-09,229.05999755859372,227.7100067138672 2024-07-10,232.75,229.8500061035156 2024-07-11,236.8000030517578,234.5 2024-07-12,230.05999755859372,237.97999572753903 2024-07-15,221.5800018310547,230.05999755859372 2024-07-16,225.0200042724609,221.7899932861328 2024-07-17,228.3300018310547,223.38999938964844 2024-07-18,225.25,226.0 2024-07-19,226.3999938964844,225.6699981689453 2024-07-22,226.6300048828125,227.72999572753903 2024-07-23,224.2899932861328,226.2899932861328 2024-07-24,226.02999877929688,224.1000061035156 2024-07-25,227.44000244140625,227.1999969482422 2024-07-26,211.1699981689453,211.3800048828125 2024-07-29,214.42999267578125,210.94000244140625 2024-07-30,211.88999938964844,214.2899932861328 2024-07-31,213.1999969482422,212.0 2024-08-01,210.6999969482422,215.8000030517578 2024-08-02,205.66000366210935,212.4499969482422 2024-08-05,198.38999938964844,204.1199951171875 2024-08-06,200.1300048828125,198.75999450683597 2024-08-07,199.77999877929688,201.5200042724609 2024-08-08,204.07000732421875,199.8300018310547 2024-08-09,202.0,203.1199951171875 2024-08-12,201.0399932861328,202.0 2024-08-13,204.0500030517578,201.1000061035156 2024-08-14,200.58999633789065,203.7400054931641 2024-08-15,201.6300048828125,202.82000732421875 2024-08-16,201.91000366210935,201.9900054931641 2024-08-19,206.05999755859372,202.47000122070312 2024-08-20,205.4900054931641,205.38999938964844 2024-08-21,206.17999267578125,206.25 2024-08-22,203.32000732421875,206.75999450683597 2024-08-23,205.0,204.5 2024-08-26,204.8600006103516,206.22999572753903 2024-08-27,203.3000030517578,204.8600006103516 2024-08-28,204.1999969482422,203.75999450683597 2024-08-29,204.82000732421875,206.0 2024-08-30,204.75999450683597,205.82000732421875 2024-09-03,204.83999633789065,204.22000122070312 2024-09-04,204.9499969482422,205.72000122070312 2024-09-05,201.8000030517578,205.19000244140625 2024-09-06,200.80999755859372,202.52999877929688 2024-09-09,199.2700042724609,200.44000244140625 2024-09-10,200.63999938964844,199.4900054931641 2024-09-11,199.08999633789065,198.9499969482422 2024-09-12,197.88999938964844,199.0500030517578 2024-09-13,195.6300048828125,197.66000366210935 2024-09-16,199.5800018310547,197.25999450683597 2024-09-17,198.2100067138672,199.8300018310547 2024-09-18,197.58999633789065,198.1300048828125 2024-09-19,201.44000244140625,200.57000732421875 2024-09-20,199.3600006103516,200.00999450683597 2024-09-23,195.80999755859372,199.1999969482422 2024-09-24,194.1199951171875,199.9900054931641 2024-09-25,189.07000732421875,193.83999633789065 2024-09-26,193.6000061035156,191.1699981689453 2024-09-27,194.6699981689453,194.4900054931641 2024-09-30,193.83999633789065,193.3600006103516 2024-10-01,190.8000030517578,194.6100006103516 2024-10-02,188.7400054931641,190.0800018310547 2024-10-03,184.77999877929688,187.2100067138672 2024-10-04,185.67999267578125,186.67999267578125 2024-10-07,183.33999633789065,184.75999450683597 2024-10-08,182.3000030517578,182.72999572753903 2024-10-09,185.75999450683597,182.4600067138672 2024-10-10,188.58999633789065,184.55999755859372 2024-10-11,188.3800048828125,189.0 2024-10-14,191.55999755859372,188.58999633789065 2024-10-15,191.5500030517578,191.8699951171875 2024-10-16,189.0,191.67999267578125 2024-10-17,189.5500030517578,188.5500030517578 2024-10-18,190.16000366210935,188.22000122070312 2024-10-21,184.6499938964844,190.16000366210935 2024-10-22,185.8999938964844,183.80999755859372 2024-10-23,182.97999572753903,184.8800048828125 2024-10-24,183.8600006103516,184.7899932861328 2024-10-25,181.69000244140625,185.6999969482422 2024-10-28,185.00999450683597,182.47999572753903 2024-10-29,183.47000122070312,184.82000732421875 2024-10-30,181.17999267578125,184.6300048828125 2024-10-31,174.0,178.11000061035156 2024-11-01,173.7899932861328,173.64999389648438 2024-11-04,173.52000427246094,173.22000122070312 2024-11-05,176.92999267578125,172.7100067138672 2024-11-06,174.39999389648438,176.8699951171875 2024-11-07,173.9199981689453,175.69000244140625 2024-11-08,173.0399932861328,173.5800018310547 2024-11-11,172.02999877929688,173.9199981689453 2024-11-12,168.27999877929688,171.36000061035156 2024-11-13,165.7899932861328,167.74000549316406 2024-11-14,164.88999938964844,165.0 2024-11-15,159.99000549316406,165.4600067138672 2024-11-18,157.94000244140625,158.19000244140625 2024-11-19,155.42999267578125,157.02000427246094 2024-11-20,156.0,155.02999877929688 2024-11-21,158.00999450683594,157.1699981689453 2024-11-22,157.89999389648438,158.10000610351562 2024-11-25,158.7100067138672,159.99000549316406 2024-11-26,157.69000244140625,159.1999969482422 2024-11-27,159.8300018310547,158.64999389648438 2024-11-29,160.6300048828125,160.72000122070312 2024-12-02,164.22999572753906,160.16000366210938 2024-12-03,160.85000610351562,162.6199951171875 2024-12-04,160.9199981689453,160.85000610351562 2024-12-05,159.25999450683594,161.10000610351562 2024-12-06,157.77999877929688,159.05999755859375 2024-12-09,156.4600067138672,157.2100067138672 2024-12-10,156.32000732421875,157.33999633789062 2024-12-11,157.4600067138672,156.3699951171875 2024-12-12,155.3300018310547,156.6999969482422 2024-12-13,150.02999877929688,154.57000732421875 2024-12-16,150.49000549316406,149.0 2024-12-17,150.63999938964844,150.16000366210938 2024-12-18,146.7899932861328,150.00999450683594 2024-12-19,147.38999938964844,146.60000610351562 2024-12-20,146.47000122070312,145.63999938964844 2024-12-23,149.3800048828125,146.0 2024-12-24,149.02000427246094,148.6699981689453 2024-12-26,149.89999389648438,148.0 2024-12-27,151.30999755859375,148.74000549316406 2024-12-30,150.19000244140625,150.9199981689453 2024-12-31,152.9199981689453,150.8000030517578 2025-01-02,150.0,153.83999633789062 2025-01-03,152.2100067138672,149.72999572753906 2025-01-06,153.27000427246094,151.92999267578125 2025-01-07,153.14999389648438,153.11000061035156 2025-01-08,150.75,152.27000427246094 2025-01-10,148.82000732421875,149.17999267578125 2025-01-13,150.17999267578125,148.9199981689453 2025-01-14,143.05999755859375,149.9199981689453 2025-01-15,141.0,145.4600067138672 2025-01-16,141.22999572753906,140.49000549316406 2025-01-17,140.5500030517578,143.1300048828125 2025-01-21,140.97999572753906,141.0 2025-01-22,142.75,140.75 2025-01-23,143.6699981689453,143.13999938964844 2025-01-24,146.1999969482422,143.4499969482422 2025-01-27,148.75999450683594,146.5500030517578 2025-01-28,145.49000549316406,148.2899932861328 2025-01-29,144.41000366210938,145.10000610351562 2025-01-30,146.22999572753906,145.83999633789062 2025-01-31,143.92999267578125,145.1999969482422 2025-02-03,142.33999633789062,142.80999755859375 2025-02-04,142.49000549316406,141.0800018310547 2025-02-05,145.52999877929688,142.89999389648438 2025-02-06,142.3699951171875,145.17999267578125 2025-02-07,141.35000610351562,141.83999633789062 2025-02-10,142.5399932861328,141.6300048828125 2025-02-11,139.38999938964844,140.66000366210938 2025-02-12,133.42999267578125,136.75999450683594 2025-02-13,138.4499969482422,132.14999389648438 2025-02-14,137.3300018310547,140.13999938964844 2025-02-18,136.57000732421875,138.13999938964844 2025-02-19,136.67999267578125,135.9499969482422 2025-02-20,137.0800018310547,137.19000244140625 2025-02-21,140.63999938964844,138.0 2025-02-24,141.27000427246094,141.27999877929688 2025-02-25,143.4600067138672,140.0 2025-02-26,140.49000549316406,143.08999633789062 2025-02-27,139.8800048828125,140.05999755859375 2025-02-28,140.5,141.05999755859375 2025-03-03,141.7100067138672,140.41000366210938 2025-03-04,142.64999389648438,143.41000366210938 2025-03-05,143.77000427246094,142.85000610351562 2025-03-06,147.3699951171875,143.64999389648438 2025-03-07,150.3800048828125,147.4199981689453 2025-03-10,150.7100067138672,150.2899932861328 2025-03-11,143.66000366210938,151.1300048828125 2025-03-12,140.19000244140625,142.00999450683594 2025-03-13,139.97999572753906,140.36000061035156 2025-03-14,139.44000244140625,139.66000366210938 2025-03-17,143.5399932861328,140.0500030517578 2025-03-18,143.08999633789062,143.1699981689453 2025-03-19,141.42999267578125,143.08999633789062 2025-03-20,141.3800048828125,141.13999938964844 2025-03-21,140.89999389648438,141.24000549316406 ","date,20-day,open 2024-07-19,227.8462866646903,225.6699981689453 2024-07-22,227.74933457147506,227.72999572753903 2024-07-23,227.41700039818173,226.2899932861328 2024-07-24,227.26138109479632,224.1000061035156 2024-07-25,227.22652406238373,227.1999969482422 2024-07-26,225.6279523577009,211.3800048828125 2024-07-29,224.42342776343935,210.94000244140625 2024-07-30,223.05980864025298,214.2899932861328 2024-07-31,221.91561787923177,212.0 2024-08-01,220.60771288190568,215.8000030517578 2024-08-02,218.88604663667223,212.4499969482422 2024-08-05,216.56718946184432,204.1199951171875 2024-08-06,214.55538046700613,198.75999450683597 2024-08-07,212.6479994274321,201.5200042724609 2024-08-08,211.30619063604445,199.8300018310547 2024-08-09,209.9230954124814,203.1199951171875 2024-08-12,208.58219001406715,202.0 2024-08-13,207.62576177687873,201.1000061035156 2024-08-14,206.43966623942057,203.7400054931641 2024-08-15,205.4847143990653,202.82000732421875 2024-08-16,204.66890527634393,201.9900054931641 2024-08-19,204.36495266868954,202.47000122070312 2024-08-20,204.10466751825243,205.38999938964844 2024-08-21,203.99961918422153,206.25 2024-08-22,203.71671513148718,206.75999450683597 2024-08-23,203.7086675008138,204.5 2024-08-26,203.71666753859748,206.22999572753903 2024-08-27,203.62166777111236,204.8600006103516 2024-08-28,203.65328645252046,203.75999450683597 2024-08-29,203.78681088402158,206.0 2024-08-30,203.94261975969587,205.82000732421875 2024-09-03,204.11033361525762,204.22000122070312 2024-09-04,204.2578094482422,205.72000122070312 2024-09-05,204.08233351934524,205.19000244140625 2024-09-06,203.80295228504,202.52999877929688 2024-09-09,203.3924288795108,200.44000244140625 2024-09-10,203.12538117908295,199.4900054931641 2024-09-11,202.71261887323288,198.9499969482422 2024-09-12,202.20919022333055,199.0500030517578 2024-09-13,201.50338112967356,197.66000366210935 2024-09-16,201.20233365013485,197.25999450683597 2024-09-17,200.78190569196428,199.8300018310547 2024-09-18,200.33981003534225,198.1300048828125 2024-09-19,200.30200071788968,200.57000732421875 2024-09-20,200.08866737002418,200.00999450683597 2024-09-23,199.55609566824776,199.1999969482422 2024-09-24,198.90633326939175,199.9900054931641 2024-09-25,197.82676253545853,193.83999633789065 2024-09-26,197.2463821411133,191.1699981689453 2024-09-27,196.81838189987909,194.4900054931641 2024-09-30,196.359667242141,193.3600006103516 2024-10-01,195.6634294055757,194.6100006103516 2024-10-02,194.83785843622115,190.0800018310547 2024-10-03,193.71233440580824,187.2100067138672 2024-10-04,192.75357171921502,186.67999267578125 2024-10-07,191.64399988083613,184.75999450683597 2024-10-08,190.51123824346632,182.72999572753903 2024-10-09,189.79533291771298,182.4600067138672 2024-10-10,189.4124277750651,184.55999755859372 2024-10-11,189.0538091750372,189.0 2024-10-14,189.0325708298456,188.58999633789065 2024-10-15,189.04857112339565,191.8699951171875 2024-10-16,188.85342828659785,191.67999267578125 2024-10-17,188.75157143729075,188.5500030517578 2024-10-18,188.7644289289202,188.22000122070312 2024-10-21,188.2963330950056,190.16000366210935 2024-10-22,188.00042775472005,183.80999755859372 2024-10-23,187.4655702136812,184.8800048828125 2024-10-24,187.04352271670388,184.7899932861328 2024-10-25,186.46118970598494,185.6999969482422 2024-10-28,186.25685591924758,182.47999572753903 2024-10-29,185.9479037330264,184.82000732421875 2024-10-30,185.455760265532,184.6300048828125 2024-10-31,184.31580803280784,178.11000061035156 2024-11-01,183.20718848818825,173.64999389648438 2024-11-04,182.12947474888392,173.22000122070312 2024-11-05,181.42328367687406,172.7100067138672 2024-11-06,180.5017118181501,176.8699951171875 2024-11-07,179.5885213216146,175.69000244140625 2024-11-08,178.6613779703776,173.5800018310547 2024-11-11,177.71109234037854,173.9199981689453 2024-11-12,176.49666384742375,171.36000061035156 2024-11-13,175.15590151832217,167.74000549316406 2024-11-14,173.83994932628812,165.0 2024-11-15,172.17475963774183,165.4600067138672 2024-11-18,170.45799822126116,158.19000244140625 2024-11-19,168.62937869117374,157.02000427246094 2024-11-20,167.00014081682477,155.02999877929688 2024-11-21,165.69080716087706,157.1699981689453 2024-11-22,164.494092523484,158.10000610351562 2024-11-25,163.48780771891276,159.99000549316406 2024-11-26,162.509617687407,159.1999969482422 2024-11-27,161.85799902053105,158.64999389648438 2024-11-29,161.38423774355934,160.72000122070312 2024-12-02,161.31699938092913,160.16000366210938 2024-12-03,160.97338104248047,162.6199951171875 2024-12-04,160.69676193963915,160.85000610351562 2024-12-05,160.33828531901042,161.10000610351562 2024-12-06,159.91095195951917,159.05999755859375 2024-12-09,159.43476220993767,157.2100067138672 2024-12-10,159.02419150216238,157.33999633789062 2024-12-11,158.79700164794923,156.3699951171875 2024-12-12,158.4184779575893,156.6999969482422 2024-12-13,157.58500155494326,154.57000732421875 2024-12-16,156.86609722319105,149.0 2024-12-17,156.2067161196754,150.16000366210938 2024-12-18,155.2154296875,150.00999450683594 2024-12-19,154.32242954799108,146.60000610351562 2024-12-20,153.3828105381557,145.63999938964844 2024-12-23,152.77528708321708,146.0 2024-12-24,152.17404923211961,148.6699981689453 2024-12-26,151.702762785412,148.0 2024-12-27,151.4028576805478,148.74000549316406 2024-12-30,151.03685782296316,150.9199981689453 2024-12-31,150.98057185581752,150.8000030517578 2025-01-02,150.7000479561942,153.83999633789062 2025-01-03,150.68166758219402,149.72999572753906 2025-01-06,150.8057155064174,151.92999267578125 2025-01-07,150.94685763404482,153.11000061035156 2025-01-08,150.88147655668712,152.27000427246094 2025-01-10,150.65947716122582,149.17999267578125 2025-01-13,150.60271446591332,148.9199981689453 2025-01-14,149.90252373105002,149.9199981689453 2025-01-15,149.0645713442848,145.4600067138672 2025-01-16,148.2915233067104,140.49000549316406 2025-01-17,147.49780934651693,143.1300048828125 2025-01-21,146.7930946713402,141.0 2025-01-22,146.2846184866769,140.75 2025-01-23,145.88585641043528,143.13999938964844 2025-01-24,145.74137994675408,143.4499969482422 2025-01-27,145.85585566929407,146.5500030517578 2025-01-28,145.66014200846354,148.2899932861328 2025-01-29,145.3825709751674,145.10000610351562 2025-01-30,145.31118963332403,145.83999633789062 2025-01-31,145.03961755661737,145.1999969482422 2025-02-03,144.6594268072219,142.80999755859375 2025-02-04,144.32999885195778,141.0800018310547 2025-02-05,144.33637978690012,142.89999389648438 2025-02-06,144.07866516113282,145.17999267578125 2025-02-07,143.7751420520601,141.83999633789062 2025-02-10,143.6297129313151,141.6300048828125 2025-02-11,143.2141892206101,140.66000366210938 2025-02-12,142.28242674328033,136.75999450683594 2025-02-13,141.87461707705543,132.14999389648438 2025-02-14,141.37228408086867,140.13999938964844 2025-02-18,140.81614205496652,138.13999938964844 2025-02-19,140.2894271850586,135.9499969482422 2025-02-20,139.8212846301851,137.19000244140625 2025-02-21,139.719189453125,138.0 2025-02-24,139.69152330671037,141.27999877929688 2025-02-25,139.89590497698103,140.0 2025-02-26,139.84266742524647,143.08999633789062 2025-02-27,139.75514410109747,140.05999755859375 2025-02-28,139.7482393537249,141.05999755859375 2025-03-03,139.883859034947,140.41000366210938 2025-03-04,140.11957266671317,143.41000366210938 2025-03-05,140.46047777448382,142.85000610351562 2025-03-06,141.13814392089844,143.64999389648438 2025-03-07,142.09371577671595,147.4199981689453 2025-03-10,143.04257347470238,150.2899932861328 2025-03-11,143.27543087913875,151.1300048828125 2025-03-12,143.17247859409878,142.00999450683594 2025-03-13,143.04571613130116,140.36000061035156 2025-03-14,142.83633524576823,139.66000366210938 2025-03-17,143.01271536690848,140.0500030517578 2025-03-18,143.11666724795387,143.1699981689453 2025-03-19,143.03147597539993,143.08999633789062 2025-03-20,142.91890491303943,141.13999938964844 2025-03-21,142.74014231363932,141.24000549316406 " 3296,US,technical,"From October 29, 2023 to February 09, 2024, what proportion of days had Meta Platforms's low price less than its 60-day Weighted Moving Average line? (Unit: %) (Weights are 1, 2, ..., n) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",87.3239,medium,moving average,WMA_n = \sum_{i=0}^{n-1} (n-i) * P_{t-i} / \sum_{j=1}^{n} j,"date,close,open,low 2023-08-07,316.5599975585937,313.2300109863281,310.4599914550781 2023-08-08,312.6400146484375,314.3999938964844,310.1099853515625 2023-08-09,305.2099914550781,312.8800048828125,302.8500061035156 2023-08-10,305.739990234375,307.94000244140625,303.8699951171875 2023-08-11,301.6400146484375,302.57000732421875,300.3599853515625 2023-08-14,306.19000244140625,300.9800109863281,298.25 2023-08-15,301.95001220703125,306.1400146484375,300.0299987792969 2023-08-16,294.2900085449219,300.20001220703125,294.2799987792969 2023-08-17,285.0899963378906,293.04998779296875,284.95001220703125 2023-08-18,283.25,279.0299987792969,274.3800048828125 2023-08-21,289.8999938964844,283.45001220703125,281.8500061035156 2023-08-22,287.6000061035156,292.54998779296875,286.75 2023-08-23,294.239990234375,288.5,287.6700134277344 2023-08-24,286.75,298.5,286.6400146484375 2023-08-25,285.5,286.1300048828125,276.0299987792969 2023-08-28,290.260009765625,288.0,285.79998779296875 2023-08-29,297.989990234375,288.5799865722656,288.17999267578125 2023-08-30,295.1000061035156,297.1700134277344,293.42999267578125 2023-08-31,295.8900146484375,295.79998779296875,295.6600036621094 2023-09-01,296.3800048828125,299.3699951171875,294.4700012207031 2023-09-05,300.1499938964844,297.0199890136719,295.510009765625 2023-09-06,299.1700134277344,301.7099914550781,295.6600036621094 2023-09-07,298.6700134277344,298.0,292.2200012207031 2023-09-08,297.8900146484375,299.2200012207031,296.7799987792969 2023-09-11,307.5599975585937,301.4100036621094,301.2799987792969 2023-09-12,301.6600036621094,306.3299865722656,300.2300109863281 2023-09-13,305.0599975585937,302.3599853515625,301.32000732421875 2023-09-14,311.7200012207031,306.739990234375,305.0299987792969 2023-09-15,300.3099975585937,311.6099853515625,298.75 2023-09-18,302.54998779296875,298.19000244140625,297.79998779296875 2023-09-19,305.07000732421875,302.4800109863281,299.8099975585937 2023-09-20,299.6700134277344,305.04998779296875,299.42999267578125 2023-09-21,295.7300109863281,295.70001220703125,293.2699890136719 2023-09-22,299.0799865722656,299.29998779296875,298.2699890136719 2023-09-25,300.8299865722656,295.6400146484375,293.70001220703125 2023-09-26,298.9599914550781,297.6600036621094,296.010009765625 2023-09-27,297.739990234375,300.45001220703125,286.7900085449219 2023-09-28,303.9599914550781,298.94000244140625,296.70001220703125 2023-09-29,300.2099914550781,307.3800048828125,299.3599853515625 2023-10-02,306.82000732421875,302.739990234375,301.6300048828125 2023-10-03,300.94000244140625,304.260009765625,299.6400146484375 2023-10-04,305.5799865722656,298.7300109863281,298.5 2023-10-05,304.7900085449219,304.6300048828125,299.5 2023-10-06,315.42999267578125,301.44000244140625,300.9100036621094 2023-10-09,318.3599853515625,312.5,311.82000732421875 2023-10-10,321.8399963378906,319.1199951171875,318.1600036621094 2023-10-11,327.82000732421875,323.010009765625,322.95001220703125 2023-10-12,324.1600036621094,328.0,322.69000244140625 2023-10-13,314.69000244140625,323.5299987792969,312.3699951171875 2023-10-16,321.1499938964844,318.6400146484375,315.5199890136719 2023-10-17,324.0,318.17999267578125,317.29998779296875 2023-10-18,316.9700012207031,321.3900146484375,315.5599975585937 2023-10-19,312.8099975585937,319.8800048828125,311.75 2023-10-20,308.6499938964844,314.1400146484375,306.4700012207031 2023-10-23,314.010009765625,309.5,307.260009765625 2023-10-24,312.54998779296875,316.7799987792969,310.6300048828125 2023-10-25,299.5299987792969,310.0,298.8399963378906 2023-10-26,288.3500061035156,295.0,279.3999938964844 2023-10-27,296.7300109863281,294.4800109863281,292.9700012207031 2023-10-30,302.6600036621094,299.0899963378906,299.04998779296875 2023-10-31,301.2699890136719,303.3099975585937,296.8599853515625 2023-11-01,311.8500061035156,301.8500061035156,301.8500061035156 2023-11-02,310.8699951171875,317.29998779296875,308.3299865722656 2023-11-03,314.6000061035156,312.54998779296875,311.0199890136719 2023-11-06,315.79998779296875,315.9800109863281,314.45001220703125 2023-11-07,318.82000732421875,317.0599975585937,315.1199951171875 2023-11-08,319.7799987792969,318.1400146484375,314.8800048828125 2023-11-09,320.54998779296875,319.4200134277344,318.79998779296875 2023-11-10,328.7699890136719,319.94000244140625,319.4599914550781 2023-11-13,329.19000244140625,326.20001220703125,325.70001220703125 2023-11-14,336.3099975585937,334.5400085449219,333.3299865722656 2023-11-15,332.7099914550781,337.92999267578125,330.0199890136719 2023-11-16,334.19000244140625,329.3699951171875,326.3800048828125 2023-11-17,335.0400085449219,330.260009765625,329.3500061035156 2023-11-20,339.9700012207031,334.8900146484375,334.19000244140625 2023-11-21,336.9800109863281,338.3299865722656,335.8999938964844 2023-11-22,341.489990234375,339.2099914550781,338.5799865722656 2023-11-24,338.2300109863281,340.1300048828125,336.7699890136719 2023-11-27,334.70001220703125,336.17999267578125,334.20001220703125 2023-11-28,338.989990234375,333.3999938964844,333.3999938964844 2023-11-29,332.20001220703125,339.69000244140625,330.7799987792969 2023-11-30,327.1499938964844,331.8900146484375,322.3999938964844 2023-12-01,324.82000732421875,325.4800109863281,320.760009765625 2023-12-04,320.0199890136719,317.2900085449219,313.6600036621094 2023-12-05,318.2900085449219,318.9800109863281,315.3900146484375 2023-12-06,317.45001220703125,321.92999267578125,317.0400085449219 2023-12-07,326.5899963378906,317.7699890136719,317.7699890136719 2023-12-08,332.75,323.0899963378906,323.0 2023-12-11,325.2799987792969,329.3999938964844,320.0 2023-12-12,334.2200012207031,324.6000061035156,324.5599975585937 2023-12-13,334.739990234375,333.92999267578125,332.6400146484375 2023-12-14,333.1700134277344,333.8500061035156,328.6400146484375 2023-12-15,334.9200134277344,331.989990234375,331.2200012207031 2023-12-18,344.6199951171875,337.4800109863281,337.0199890136719 2023-12-19,350.3599853515625,345.5799865722656,345.1199951171875 2023-12-20,349.2799987792969,348.6499938964844,347.7900085449219 2023-12-21,354.0899963378906,352.9800109863281,349.2099914550781 2023-12-22,353.3900146484375,355.5799865722656,351.2200012207031 2023-12-26,354.8299865722656,354.989990234375,353.45001220703125 2023-12-27,357.8299865722656,356.07000732421875,355.3099975585937 2023-12-28,358.32000732421875,359.70001220703125,357.8099975585937 2023-12-29,353.9599914550781,358.989990234375,351.82000732421875 2024-01-02,346.2900085449219,351.32000732421875,340.010009765625 2024-01-03,344.4700012207031,344.9800109863281,343.17999267578125 2024-01-04,347.1199951171875,344.5,343.3999938964844 2024-01-05,351.95001220703125,346.989990234375,346.260009765625 2024-01-08,358.6600036621094,354.70001220703125,352.04998779296875 2024-01-09,357.42999267578125,356.3999938964844,355.3599853515625 2024-01-10,370.4700012207031,360.1700134277344,359.0799865722656 2024-01-11,369.6700134277344,372.1300048828125,362.9299926757813 2024-01-12,374.489990234375,370.1600036621094,369.5400085449219 2024-01-16,367.4599914550781,373.6499938964844,367.2300109863281 2024-01-17,368.3699951171875,366.2999877929688,358.6099853515625 2024-01-18,376.1300048828125,371.489990234375,370.9500122070313 2024-01-19,383.4500122070313,379.0,377.9700012207031 2024-01-22,381.7799987792969,387.9500122070313,381.1600036621094 2024-01-23,385.2000122070313,384.6199951171875,382.0799865722656 2024-01-24,390.7000122070313,390.0,387.80999755859375 2024-01-25,393.1799926757813,390.1700134277344,385.6600036621094 2024-01-26,394.1400146484375,394.3500061035156,391.5899963378906 2024-01-29,401.0199890136719,394.989990234375,393.1000061035156 2024-01-30,400.05999755859375,403.5899963378906,399.5700073242188 2024-01-31,390.1400146484375,389.0,387.1000061035156 2024-02-01,394.7799987792969,393.9400024414063,393.0499877929688 2024-02-02,474.989990234375,459.6000061035156,453.010009765625 2024-02-05,459.4100036621094,469.8800048828125,459.2200012207031 2024-02-06,454.7200012207031,464.0,453.0 2024-02-07,469.5899963378906,458.0,456.1799926757813 2024-02-08,470.0,468.3200073242188,465.0299987792969 2024-02-09,468.1099853515625,472.9500122070313,467.4700012207031 ","date,60-day,low 2023-10-30,305.9282511893517,299.04998779296875 2023-10-31,305.86278633159367,296.8599853515625 2023-11-01,306.15256247598614,301.8500061035156 2023-11-02,306.41063881128866,308.3299865722656 2023-11-03,306.7879176905898,311.0199890136719 2023-11-06,307.1996986931139,314.45001220703125 2023-11-07,307.70275903920657,315.1199951171875 2023-11-08,308.2303928729615,314.8800048828125 2023-11-09,308.7735290860869,318.79998779296875 2023-11-10,309.5718238205206,319.4599914550781 2023-11-13,310.3600206385545,325.70001220703125 2023-11-14,311.35655609297623,333.3299865722656 2023-11-15,312.2096979026586,330.0199890136719 2023-11-16,313.086714397493,326.3800048828125 2023-11-17,313.9697693371382,329.3500061035156 2023-11-20,314.988075398096,334.19000244140625 2023-11-21,315.8785839643635,335.8999938964844 2023-11-22,316.89143064738624,338.5799865722656 2023-11-24,317.77362227309595,336.7699890136719 2023-11-27,318.5165079252316,334.20001220703125 2023-11-28,319.3788409457181,333.3999938964844 2023-11-29,319.99526759079896,330.7799987792969 2023-11-30,320.4286061938343,322.3999938964844 2023-12-01,320.7702621876868,320.760009765625 2023-12-04,320.94025091786204,313.6600036621094 2023-12-05,321.0414260947639,315.3900146484375 2023-12-06,321.1091970141468,317.0400085449219 2023-12-07,321.46801112440767,317.7699890136719 2023-12-08,322.0170275411971,323.0 2023-12-11,322.3096340825649,320.0 2023-12-12,322.88171064866697,324.5599975585937 2023-12-13,323.4535300166229,332.6400146484375 2023-12-14,323.9576616297654,328.6400146484375 2023-12-15,324.5008642811593,331.2200012207031 2023-12-18,325.34068381721204,337.0199890136719 2023-12-19,326.34381450382085,345.1199951171875 2023-12-20,327.28447022151425,347.7900085449219 2023-12-21,328.35533350543244,349.2099914550781 2023-12-22,329.3724542169623,351.2200012207031 2023-12-26,330.4097761810803,353.45001220703125 2023-12-27,331.5156118090687,355.3099975585937 2023-12-28,332.60963938561946,357.8099975585937 2023-12-29,333.5293604282734,351.82000732421875 2024-01-02,334.1711694602758,340.010009765625 2024-01-03,334.73062852536395,343.17999267578125 2024-01-04,335.3611037791101,343.3999938964844 2024-01-05,336.13422439658575,346.260009765625 2024-01-08,337.11089117331585,352.04998779296875 2024-01-09,338.0303772639707,355.3599853515625 2024-01-10,339.3592242965281,359.0799865722656 2024-01-11,340.63136134746946,362.9299926757813 2024-01-12,342.03501675298304,369.5400085449219 2024-01-16,343.18059023664296,367.2300109863281 2024-01-17,344.3284097473478,358.6099853515625 2024-01-18,345.70029515334164,370.9500122070313 2024-01-19,347.2753064765305,377.9700012207031 2024-01-22,348.7576179045797,381.1600036621094 2024-01-23,350.31423031332713,382.0799865722656 2024-01-24,352.0043563759392,387.80999755859375 2024-01-25,353.71986430850836,385.6600036621094 2024-01-26,355.4141434633015,391.5899963378906 2024-01-29,357.28400647106065,393.1000061035156 2024-01-30,359.0678861524238,399.5700073242188 2024-01-31,360.4783183113473,387.1000061035156 2024-02-01,361.99756414694866,393.0499877929688 2024-02-02,366.1028315643144,453.010009765625 2024-02-05,369.6102906774302,459.2200012207031 2024-02-06,372.88715408408575,453.0 2024-02-07,376.57782060800355,456.1799926757813 2024-02-08,380.2004872473211,465.0299987792969 2024-02-09,383.6840113238559,467.4700012207031 " 3297,US,technical,"During December 21, 2024 to June 23, 2025, what percentage of trading days had Consolidated Edison's high less the 5-day Weighted Moving Average line? (Weights are 1, 2, ..., n) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",87.8049,medium,moving average,WMA_n = \sum_{i=0}^{n-1} (n-i) * P_{t-i} / \sum_{j=1}^{n} j,"date,close,open,low,high 2024-12-17,90.83999633789062,90.80999755859376,90.43000030517578,91.91999816894533 2024-12-18,88.87000274658203,90.6999969482422,88.76000213623047,90.79000091552734 2024-12-19,89.06999969482422,88.68000030517578,88.37000274658203,90.25 2024-12-20,90.02999877929688,88.77999877929688,88.77999877929688,90.52999877929688 2024-12-23,89.66999816894531,89.88999938964844,88.79000091552734,89.88999938964844 2024-12-24,89.58000183105469,89.4000015258789,89.0999984741211,89.7300033569336 2024-12-26,89.58999633789062,89.2300033569336,89.0,90.12999725341795 2024-12-27,89.55999755859375,89.0,88.83000183105469,89.95999908447266 2024-12-30,89.16000366210938,89.47000122070312,88.41000366210938,89.4800033569336 2024-12-31,89.2300033569336,89.30000305175781,88.58999633789062,89.63999938964844 2025-01-02,89.02999877929688,89.7300033569336,88.68000030517578,90.08999633789062 2025-01-03,89.23999786376953,89.12999725341797,88.73999786376953,89.8499984741211 2025-01-06,88.37000274658203,88.44000244140625,87.69999694824219,88.83000183105469 2025-01-07,88.0,88.69999694824219,87.72000122070312,89.16999816894531 2025-01-08,89.01000213623047,87.87999725341797,87.5199966430664,89.04000091552734 2025-01-10,88.1500015258789,88.22000122070312,87.79000091552734,89.11000061035156 2025-01-13,88.47000122070312,88.37000274658203,87.27999877929688,88.4800033569336 2025-01-14,89.37000274658203,88.47000122070312,88.26000213623047,89.58000183105469 2025-01-15,90.2300033569336,89.81999969482422,89.41999816894531,90.5500030517578 2025-01-16,92.22000122070312,90.05000305175781,90.0199966430664,92.2300033569336 2025-01-17,93.6500015258789,91.98999786376952,91.73999786376952,93.83000183105467 2025-01-21,93.20999908447266,93.87000274658205,92.88999938964844,94.95999908447266 2025-01-22,90.7699966430664,92.87000274658205,90.66000366210938,92.87000274658205 2025-01-23,90.76000213623048,91.23999786376952,90.3499984741211,91.44000244140624 2025-01-24,90.5999984741211,90.4000015258789,90.36000061035156,91.05999755859376 2025-01-27,94.88999938964844,91.95999908447266,91.7699966430664,96.06999969482422 2025-01-28,93.38999938964844,94.4000015258789,93.31999969482422,94.81999969482422 2025-01-29,92.56999969482422,93.4000015258789,92.29000091552734,93.8499984741211 2025-01-30,93.86000061035156,93.0999984741211,92.6999969482422,94.02999877929688 2025-01-31,93.73999786376952,93.5500030517578,93.23999786376952,94.23999786376952 2025-02-03,95.62000274658205,93.73999786376952,93.66999816894533,96.05999755859376 2025-02-04,94.91000366210938,94.5999984741211,93.63999938964844,95.4000015258789 2025-02-05,96.19000244140624,95.80999755859376,95.19000244140624,96.44000244140624 2025-02-06,95.41999816894533,96.3000030517578,94.81999969482422,96.33999633789062 2025-02-07,96.08000183105467,95.11000061035156,94.63999938964844,96.20999908447266 2025-02-10,96.6999969482422,96.0,95.23999786376952,96.83000183105467 2025-02-11,96.30999755859376,96.56999969482422,95.75,96.7300033569336 2025-02-12,94.56999969482422,95.38999938964844,93.5199966430664,95.61000061035156 2025-02-13,95.66000366210938,94.5999984741211,94.48999786376952,95.9800033569336 2025-02-14,94.91999816894533,96.0,94.88999938964844,96.38999938964844 2025-02-18,95.76000213623048,94.79000091552734,94.54000091552734,96.06999969482422 2025-02-19,95.26000213623048,94.88999938964844,94.5,95.94000244140624 2025-02-20,95.76000213623048,95.01000213623048,94.5,96.0 2025-02-21,98.26000213623048,96.05999755859376,95.87000274658205,99.33999633789062 2025-02-24,99.68000030517578,98.80999755859376,98.3000030517578,100.75 2025-02-25,100.97000122070312,100.23999786376952,99.72000122070312,101.9499969482422 2025-02-26,99.95999908447266,100.19000244140624,99.0999984741211,100.43000030517578 2025-02-27,99.91999816894533,98.95999908447266,98.37000274658205,100.81999969482422 2025-02-28,101.5199966430664,101.11000061035156,99.83000183105467,101.63999938964844 2025-03-03,104.0199966430664,100.87999725341795,100.87999725341795,104.30999755859376 2025-03-04,102.1500015258789,104.8000030517578,102.11000061035156,105.86000061035156 2025-03-05,100.1999969482422,101.0199966430664,99.68000030517578,101.66000366210938 2025-03-06,100.91000366210938,100.23999786376952,98.97000122070312,101.5999984741211 2025-03-07,103.63999938964844,101.31999969482422,100.77999877929688,104.08000183105467 2025-03-10,106.66000366210938,104.27999877929688,104.0,107.97000122070312 2025-03-11,103.7699966430664,106.2300033569336,103.6999969482422,106.66000366210938 2025-03-12,102.63999938964844,102.41000366210938,101.91999816894533,103.38999938964844 2025-03-13,104.56999969482422,103.47000122070312,103.3499984741211,105.3499984741211 2025-03-14,106.41000366210938,103.87000274658205,103.8000030517578,106.70999908447266 2025-03-17,107.62000274658205,106.41000366210938,105.95999908447266,108.43000030517578 2025-03-18,107.80999755859376,107.22000122070312,106.54000091552734,108.01000213623048 2025-03-19,107.48999786376952,107.4000015258789,106.80999755859376,107.95999908447266 2025-03-20,108.4800033569336,107.77999877929688,107.02999877929688,108.62000274658205 2025-03-21,107.8000030517578,108.22000122070312,107.37000274658205,109.36000061035156 2025-03-24,106.83000183105467,107.22000122070312,106.80999755859376,108.3000030517578 2025-03-25,105.5500030517578,106.7699966430664,104.61000061035156,106.7699966430664 2025-03-26,107.45999908447266,105.87000274658205,105.2699966430664,107.77999877929688 2025-03-27,107.88999938964844,108.0,107.23999786376952,108.38999938964844 2025-03-28,108.7699966430664,108.87999725341795,108.12000274658205,109.44000244140624 2025-03-31,110.58999633789062,109.61000061035156,109.05999755859376,111.11000061035156 2025-04-01,110.05999755859376,110.19000244140624,109.12999725341795,110.68000030517578 2025-04-02,109.58000183105467,110.29000091552734,109.0500030517578,110.83999633789062 2025-04-03,112.72000122070312,112.43000030517578,111.38999938964844,113.4499969482422 2025-04-04,109.31999969482422,114.0,108.12000274658205,114.87000274658205 2025-04-07,105.4000015258789,107.04000091552734,105.20999908447266,109.31999969482422 2025-04-08,106.0500030517578,106.83000183105467,104.83000183105467,108.2699966430664 2025-04-09,105.7699966430664,105.16000366210938,103.27999877929688,108.70999908447266 2025-04-10,108.3000030517578,106.4800033569336,105.56999969482422,109.48999786376952 2025-04-11,109.83999633789062,108.18000030517578,106.95999908447266,110.63999938964844 2025-04-14,112.25,109.27999877929688,108.9000015258789,112.4499969482422 2025-04-15,111.80999755859376,112.41999816894533,111.58000183105467,112.87999725341795 2025-04-16,111.44000244140624,112.62999725341795,111.05999755859376,112.9800033569336 2025-04-17,112.0999984741211,111.47000122070312,111.4000015258789,113.41000366210938 2025-04-21,110.95999908447266,111.88999938964844,109.9800033569336,112.1500015258789 2025-04-22,113.3000030517578,111.5,111.47000122070312,113.55999755859376 2025-04-23,112.5199966430664,112.2300033569336,111.33999633789062,113.0999984741211 2025-04-24,111.29000091552734,112.27999877929688,110.77999877929688,112.5 2025-04-25,110.4499969482422,111.37999725341795,109.75,111.4800033569336 2025-04-28,111.12999725341795,110.26000213623048,108.86000061035156,111.2699966430664 2025-04-29,112.12999725341795,110.9499969482422,110.31999969482422,112.37999725341795 2025-04-30,112.75,112.80999755859376,110.6999969482422,113.2699966430664 2025-05-01,112.55999755859376,112.9000015258789,111.54000091552734,113.45999908447266 2025-05-02,110.02999877929688,110.36000061035156,109.25,111.88999938964844 2025-05-05,109.5199966430664,110.33999633789062,108.9000015258789,110.66999816894533 2025-05-06,110.47000122070312,109.83999633789062,109.02999877929688,111.33999633789062 2025-05-07,111.04000091552734,110.20999908447266,110.20999908447266,111.76000213623048 2025-05-08,107.75,110.6500015258789,107.5,110.9499969482422 2025-05-09,107.68000030517578,108.1999969482422,107.04000091552734,108.1999969482422 2025-05-12,103.54000091552734,105.62999725341795,102.9499969482422,106.5999984741211 2025-05-13,100.58000183105467,103.25,100.0999984741211,103.30999755859376 2025-05-14,99.2699966430664,99.2699966430664,97.77999877929688,99.5999984741211 2025-05-15,102.01000213623048,100.13999938964844,99.87000274658205,102.08999633789062 2025-05-16,104.29000091552734,102.02999877929688,101.6999969482422,104.43000030517578 2025-05-19,105.37999725341795,104.3499984741211,103.9000015258789,105.41000366210938 2025-05-20,105.70999908447266,105.0500030517578,105.01000213623048,106.08000183105467 2025-05-21,105.22000122070312,105.62000274658205,104.75,105.91000366210938 2025-05-22,103.41999816894533,104.9800033569336,102.9499969482422,104.9800033569336 2025-05-23,104.0999984741211,104.37999725341795,102.4499969482422,104.68000030517578 2025-05-27,103.97000122070312,104.2699966430664,103.47000122070312,104.4800033569336 2025-05-28,102.11000061035156,103.62999725341795,101.93000030517578,104.1500015258789 2025-05-29,103.37999725341795,101.69000244140624,101.4800033569336,103.7300033569336 2025-05-30,104.48999786376952,103.4800033569336,102.9499969482422,105.0999984741211 2025-06-02,103.86000061035156,103.63999938964844,103.16000366210938,104.80999755859376 2025-06-03,103.23999786376952,103.86000061035156,102.18000030517578,103.88999938964844 2025-06-04,102.20999908447266,103.2300033569336,101.88999938964844,103.8000030517578 2025-06-05,102.2699966430664,102.5,101.2699966430664,102.5 2025-06-06,101.61000061035156,102.11000061035156,101.08000183105467,102.5500030517578 2025-06-09,101.11000061035156,101.36000061035156,100.58000183105467,101.9800033569336 2025-06-10,102.4000015258789,101.4000015258789,100.91000366210938,102.7300033569336 2025-06-11,102.5500030517578,102.19000244140624,101.8000030517578,102.6999969482422 2025-06-12,103.76000213623048,103.13999938964844,102.66999816894533,103.7699966430664 2025-06-13,103.95999908447266,103.94000244140624,103.6999969482422,105.27999877929688 2025-06-16,101.62999725341795,104.0,100.93000030517578,104.5199966430664 2025-06-17,101.3499984741211,101.61000061035156,100.5,101.76000213623048 2025-06-18,100.7300033569336,101.5,100.58000183105467,101.88999938964844 2025-06-20,100.97000122070312,100.66999816894533,100.51000213623048,101.81999969482422 2025-06-23,101.1500015258789,101.80999755859376,100.63999938964844,102.47000122070312 ","date,5-day,high 2024-12-23,89.6173324584961,89.88999938964844 2024-12-24,89.57866668701172,89.7300033569336 2024-12-26,89.62733205159505,90.12999725341795 2024-12-27,89.61799825032553,89.95999908447266 2024-12-30,89.44266662597656,89.4800033569336 2024-12-31,89.34866790771484,89.63999938964844 2025-01-02,89.217333984375,90.08999633789062 2025-01-03,89.19266662597656,89.8499984741211 2025-01-06,88.90133412679036,88.83000183105469 2025-01-07,88.56600036621094,89.16999816894531 2025-01-08,88.64466756184896,89.04000091552734 2025-01-10,88.45133463541667,89.11000061035156 2025-01-13,88.42333475748698,88.4800033569336 2025-01-14,88.74666849772136,89.58000183105469 2025-01-15,89.29000244140624,90.5500030517578 2025-01-16,90.34800211588542,92.2300033569336 2025-01-17,91.66866861979166,93.83000183105467 2025-01-21,92.4760009765625,94.95999908447266 2025-01-22,92.15399932861328,92.87000274658205 2025-01-23,91.73533325195312,91.44000244140624 2025-01-24,91.22799936930339,91.05999755859376 2025-01-27,92.2586659749349,96.06999969482422 2025-01-28,92.7066660563151,94.81999969482422 2025-01-29,92.86933288574218,93.8499984741211 2025-01-30,93.34199981689453,94.02999877929688 2025-01-31,93.56799926757813,94.23999786376952 2025-02-03,94.21133371988932,96.05999755859376 2025-02-04,94.5693349202474,95.4000015258789 2025-02-05,95.25266876220704,96.44000244140624 2025-02-06,95.43800099690755,96.33999633789062 2025-02-07,95.73933461507161,96.20999908447266 2025-02-10,96.0913330078125,96.83000183105467 2025-02-11,96.2413319905599,96.7300033569336 2025-02-12,95.71799875895182,95.61000061035156 2025-02-13,95.66600036621094,95.9800033569336 2025-02-14,95.35133310953776,96.38999938964844 2025-02-18,95.39400075276693,96.06999969482422 2025-02-19,95.33266805013021,95.94000244140624 2025-02-20,95.50800170898438,96.0 2025-02-21,96.43733520507814,99.33999633789062 2025-02-24,97.66666819254559,100.75 2025-02-25,99.0086680094401,101.9499969482422 2025-02-26,99.66666717529297,100.43000030517578 2025-02-27,99.99799957275391,100.81999969482422 2025-02-28,100.58533172607422,101.63999938964844 2025-03-03,101.78866424560547,104.30999755859376 2025-03-04,102.07933197021484,105.86000061035156 2025-03-05,101.64133148193359,101.66000366210938 2025-03-06,101.4240000406901,101.5999984741211 2025-03-07,102.05066680908203,104.08000183105467 2025-03-10,103.54266815185547,107.97000122070312 2025-03-11,103.89533335367838,106.66000366210938 2025-03-12,103.76333312988281,103.38999938964844 2025-03-13,104.11199951171875,105.3499984741211 2025-03-14,104.83000081380209,106.70999908447266 2025-03-17,105.76666819254557,108.43000030517578 2025-03-18,106.70266723632812,108.01000213623048 2025-03-19,107.26266632080078,107.95999908447266 2025-03-20,107.82933400472005,108.62000274658205 2025-03-21,107.9086680094401,109.36000061035156 2025-03-24,107.57200164794922,108.3000030517578 2025-03-25,106.86133575439453,106.7699966430664 2025-03-26,106.93800150553385,107.77999877929688 2025-03-27,107.16000061035156,108.38999938964844 2025-03-28,107.71466573079427,109.44000244140624 2025-03-31,108.81133117675782,111.11000061035156 2025-04-01,109.4806640625,110.68000030517578 2025-04-02,109.6893320719401,110.83999633789062 2025-04-03,110.80333302815755,113.4499969482422 2025-04-04,110.46200002034506,114.87000274658205 2025-04-07,108.77733408610025,109.31999969482422 2025-04-08,107.65533498128255,108.2699966430664 2025-04-09,106.70733337402343,108.70999908447266 2025-04-10,106.856667582194,109.48999786376952 2025-04-11,107.81399943033854,110.63999938964844 2025-04-14,109.53999938964844,112.4499969482422 2025-04-15,110.66266530354818,112.87999725341795 2025-04-16,111.27799987792969,112.9800033569336 2025-04-17,111.73533274332682,113.41000366210938 2025-04-21,111.55933278401693,112.1500015258789 2025-04-22,112.08866729736329,113.55999755859376 2025-04-23,112.28799947102864,113.0999984741211 2025-04-24,112.02999979654948,112.5 2025-04-25,111.50199890136719,111.4800033569336 2025-04-28,111.31066487630208,111.2699966430664 2025-04-29,111.44133097330729,112.37999725341795 2025-04-30,111.8566650390625,113.2699966430664 2025-05-01,112.19333140055339,113.45999908447266 2025-05-02,111.60199839274088,111.88999938964844 2025-05-05,110.86866455078125,110.66999816894533 2025-05-06,110.55933227539063,111.33999633789062 2025-05-07,110.55066630045573,111.76000213623048 2025-05-08,109.55933329264323,110.9499969482422 2025-05-09,108.8653335571289,108.1999969482422 2025-05-12,106.94800059000652,106.5999984741211 2025-05-13,104.44266764322917,103.30999755859376 2025-05-14,102.15999959309896,99.5999984741211 2025-05-15,101.57533365885416,102.08999633789062 2025-05-16,102.13333384195964,104.43000030517578 2025-05-19,103.28066609700521,105.41000366210938 2025-05-20,104.4153325398763,106.08000183105467 2025-05-21,105.04466654459635,105.91000366210938 2025-05-22,104.67733256022136,104.9800033569336 2025-05-23,104.44266560872396,104.68000030517578 2025-05-27,104.17733306884766,104.4800033569336 2025-05-28,103.38600006103516,104.1500015258789 2025-05-29,103.25799916585287,103.7300033569336 2025-05-30,103.62266540527344,105.0999984741211 2025-06-02,103.70599924723307,104.80999755859376 2025-06-03,103.59866536458334,103.88999938964844 2025-06-04,103.19666544596355,103.8000030517578 2025-06-05,102.80799814860026,102.5 2025-06-06,102.27333221435546,102.5500030517578 2025-06-09,101.76399943033854,101.9800033569336 2025-06-10,101.86800028483073,102.7300033569336 2025-06-11,102.0780014038086,102.6999969482422 2025-06-12,102.66866861979166,103.7699966430664 2025-06-13,103.22666778564454,105.27999877929688 2025-06-16,102.85133310953776,104.5199966430664 2025-06-17,102.3479990641276,101.76000213623048 2025-06-18,101.70800018310547,101.88999938964844 2025-06-20,101.26933390299479,101.81999969482422 2025-06-23,101.07666778564453,102.47000122070312 " 3298,US,technical,"For Honeywell from January 28, 2022 to June 04, 2022, what percentage of days had the low less than the 5-day Weighted Moving Average line? (Unit: %) (Weights are 1, 2, ..., n) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",14.7727,medium,moving average,WMA_n = \sum_{i=0}^{n-1} (n-i) * P_{t-i} / \sum_{j=1}^{n} j,"date,close,open,low,high 2022-01-24,192.6955718994141,192.4599456787109,187.54005432128903,193.006591796875 2022-01-25,190.66917419433597,189.17059326171875,186.5315704345703,192.07351684570312 2022-01-26,189.11404418945312,191.4703063964844,187.2949981689453,194.0527801513672 2022-01-27,189.11404418945312,191.39491271972656,187.803955078125,193.05372619628903 2022-01-28,190.3769989013672,188.8595733642578,184.77850341796875,190.4335479736328 2022-01-31,192.72384643554688,189.0292205810547,187.85108947753903,193.19509887695312 2022-02-01,193.53440856933597,192.20545959472656,189.9246063232422,193.9868011474609 2022-02-02,195.61734008789065,193.60980224609372,192.8746490478516,195.8906707763672 2022-02-03,180.71630859375,188.6522216796875,180.5655059814453,189.4439239501953 2022-02-04,180.49009704589844,180.83883666992188,177.2196044921875,181.7059326171875 2022-02-07,181.41375732421875,181.1027374267578,179.8397674560547,183.40245056152344 2022-02-08,183.37417602539065,181.41375732421875,180.06597900390625,183.84542846679688 2022-02-09,185.31573486328125,184.844482421875,183.4967041015625,185.6927490234375 2022-02-10,180.7257232666016,182.95004272460935,180.03770446777344,185.64561462402344 2022-02-11,176.23939514160156,180.78228759765625,175.82469177246094,181.80018615722656 2022-02-14,175.95664978027344,176.6069793701172,173.9302520751953,177.58718872070312 2022-02-15,178.63336181640625,177.36097717285156,175.80584716796875,179.01036071777344 2022-02-16,178.1903839111328,178.64279174804688,176.06031799316406,178.88784790039062 2022-02-17,173.97738647460938,176.7012176513672,173.7040557861328,177.07823181152344 2022-02-18,171.6588134765625,173.35533142089844,170.9613494873047,174.4203643798828 2022-02-22,172.0640869140625,172.59188842773438,170.5372314453125,174.62771606445312 2022-02-23,168.6710662841797,173.01602172851562,168.520263671875,173.30819702148438 2022-02-24,171.8567352294922,164.89161682128906,164.39208984375,172.18661499023438 2022-02-25,177.71913146972656,171.6305389404297,171.60226440429688,178.6239471435547 2022-02-28,178.84071350097656,175.3534393310547,175.3534393310547,179.01979064941406 2022-03-01,173.04429626464844,175.9189453125,172.41281127929688,178.93496704101562 2022-03-02,175.7210235595703,174.68426513671875,173.5720977783203,177.4269561767578 2022-03-03,176.73892211914062,178.57681274414062,176.36192321777344,180.81997680664065 2022-03-04,176.6540985107422,174.9764404296875,173.91140747070312,176.8802947998047 2022-03-07,171.6870880126953,176.28652954101562,171.5551300048828,176.5315704345703 2022-03-08,172.7050018310547,171.71536254882812,171.64938354492188,176.26766967773438 2022-03-09,174.74081420898438,175.64561462402344,174.2601318359375,176.46559143066406 2022-03-10,173.76060485839844,172.0452423095703,171.74363708496094,174.4674835205078 2022-03-11,171.76248168945312,175.6644744873047,171.56455993652344,176.18284606933594 2022-03-14,172.66729736328125,172.92176818847656,172.2148895263672,174.56173706054688 2022-03-15,176.993408203125,174.486328125,174.16587829589844,177.3515625 2022-03-16,180.047119140625,178.6993408203125,175.79641723632812,180.2544708251953 2022-03-17,180.8953857421875,178.7464599609375,178.3223419189453,181.53628540039065 2022-03-18,183.5249786376953,180.7445831298828,178.88784790039062,183.7134704589844 2022-03-21,181.92271423339844,182.4410858154297,180.5089569091797,183.23280334472656 2022-03-22,183.8171539306641,182.0358123779297,182.0358123779297,184.65599060058597 2022-03-23,181.2818145751953,183.26107788085935,180.9707794189453,183.7511749267578 2022-03-24,183.4967041015625,182.07351684570312,181.00848388671875,183.5249786376953 2022-03-25,186.41847229003903,184.11875915527344,184.09048461914065,186.9557037353516 2022-03-28,185.77757263183597,185.7587127685547,183.08200073242188,185.9943389892578 2022-03-29,186.18284606933597,187.63430786132807,183.62864685058597,187.92648315429688 2022-03-30,185.24034118652344,185.7869873046875,184.439208984375,186.7860565185547 2022-03-31,183.3930206298828,185.3628692626953,183.36474609375,186.8143310546875 2022-04-01,184.75965881347656,184.6371307373047,182.3751220703125,184.83506774902344 2022-04-04,184.79736328125,184.0998992919922,182.31857299804688,185.32516479492188 2022-04-05,182.4976501464844,183.44956970214844,181.9886932373047,185.1743621826172 2022-04-06,182.48822021484372,180.88595581054688,180.14137268066406,183.8548583984375 2022-04-07,181.62110900878903,181.4326171875,177.6060333251953,182.4693756103516 2022-04-08,179.22714233398438,181.90386962890625,178.8972625732422,182.2714385986328 2022-04-11,178.3883056640625,179.33082580566406,177.87936401367188,180.2544708251953 2022-04-12,180.00942993164062,179.9246063232422,179.0763397216797,181.80018615722656 2022-04-13,183.6475067138672,180.80113220214844,180.3204498291016,183.79830932617188 2022-04-14,183.96795654296875,183.94911193847656,183.7040557861328,185.39114379882807 2022-04-18,181.0273284912109,183.1197052001953,180.1508026123047,184.6182861328125 2022-04-19,185.8623962402344,181.96983337402344,181.4985809326172,186.01319885253903 2022-04-20,185.0518341064453,186.7860565185547,184.7408142089844,188.03016662597656 2022-04-21,184.67483520507807,186.5787048339844,184.2224273681641,189.0574951171875 2022-04-22,179.6701202392578,183.4118804931641,179.40621948242188,183.43072509765625 2022-04-25,180.7917022705078,179.3873748779297,176.55984497070312,180.8671112060547 2022-04-26,176.8802947998047,178.61451721191406,176.7860565185547,179.88690185546875 2022-04-27,175.6361846923828,175.7210235595703,175.08010864257812,177.92648315429688 2022-04-28,179.00094604492188,176.98397827148438,174.5994415283203,179.70782470703125 2022-04-29,182.3845367431641,188.6804962158203,181.7813415527344,190.3769989013672 2022-05-02,185.5513610839844,183.3081970214844,180.8953857421875,189.36851501464844 2022-05-03,185.7115936279297,185.03298950195312,184.0245056152344,186.9462738037109 2022-05-04,194.01507568359372,186.1357269287109,186.00376892089844,194.5334625244141 2022-05-05,186.49388122558597,191.9886932373047,185.1743621826172,192.9029235839844 2022-05-06,184.19415283203125,185.9377899169922,182.0546722412109,186.0697479248047 2022-05-09,182.8086700439453,183.89254760742188,181.3006591796875,184.5428771972656 2022-05-10,183.5720977783203,184.9952850341797,181.1687164306641,185.9001007080078 2022-05-11,180.98020935058597,183.62864685058597,180.41470336914065,185.5419464111328 2022-05-12,181.82846069335935,180.0,177.84165954589844,183.55325317382807 2022-05-13,182.4033966064453,182.2902984619141,179.952880859375,183.74176025390625 2022-05-16,182.8086700439453,182.4693756103516,181.2723846435547,184.0622100830078 2022-05-17,187.61546325683597,184.7031097412109,184.5428771972656,188.5485382080078 2022-05-18,182.72384643554688,186.39019775390625,182.13949584960935,187.2667236328125 2022-05-19,181.5739898681641,180.98963928222656,177.30442810058594,183.9868011474609 2022-05-20,178.84071350097656,182.4033966064453,175.09896850585938,183.04429626464844 2022-05-23,178.6804962158203,180.87652587890625,177.66258239746094,181.13101196289065 2022-05-24,179.0386505126953,178.42601013183594,174.2601318359375,179.7926483154297 2022-05-25,179.4910430908203,178.24693298339844,175.966064453125,180.1790771484375 2022-05-26,181.99810791015625,180.28274536132807,180.1979217529297,183.0160217285156 2022-05-27,185.06126403808597,183.77944946289065,182.8840789794922,185.09896850585935 2022-05-31,182.48822021484372,182.43167114257807,180.5560760498047,184.15646362304688 2022-06-01,180.87652587890625,183.317626953125,179.4439239501953,183.5249786376953 2022-06-02,185.7115936279297,182.6484375,181.01791381835935,185.8623962402344 2022-06-03,183.6192321777344,184.11875915527344,182.47879028320312,184.89161682128903 ","date,5-day,low 2022-01-28,189.98114827473958,184.77850341796875 2022-01-31,190.75777486165364,187.85108947753903 2022-02-01,191.80270385742188,189.9246063232422 2022-02-02,193.350927734375,192.8746490478516 2022-02-03,189.49858805338542,180.5655059814453 2022-02-04,186.1306935628255,177.2196044921875 2022-02-07,183.7298126220703,179.8397674560547 2022-02-08,182.73641052246094,180.06597900390625 2022-02-09,183.06754353841146,183.4967041015625 2022-02-10,182.5554463704427,180.03770446777344 2022-02-11,180.54727884928386,175.82469177246094 2022-02-14,178.72824300130208,173.9302520751953 2022-02-15,178.16525166829427,175.80584716796875 2022-02-16,177.7706553141276,176.06031799316406 2022-02-17,176.44674987792968,173.7040557861328 2022-02-18,174.79987589518228,170.9613494873047 2022-02-22,173.59346516927084,170.5372314453125 2022-02-23,171.5155517578125,168.520263671875 2022-02-24,171.16368103027344,164.39208984375 2022-02-25,173.1881856282552,171.60226440429688 2022-02-28,175.33710123697918,175.3534393310547 2022-03-01,175.07508443196613,172.41281127929688 2022-03-02,175.63996276855468,173.5720977783203 2022-03-03,176.0741434733073,176.36192321777344 2022-03-04,176.15457051595052,173.91140747070312 2022-03-07,174.65032958984375,171.5551300048828 2022-03-08,173.9623016357422,171.64938354492188 2022-03-09,173.97549743652343,174.2601318359375 2022-03-10,173.72730407714843,171.74363708496094 2022-03-11,173.01162414550782,171.56455993652344 2022-03-14,172.9236572265625,172.2148895263672 2022-03-15,174.2123799641927,174.16587829589844 2022-03-16,176.23311258951824,175.79641723632812 2022-03-17,178.18284708658854,178.3223419189453 2022-03-18,180.53346048990886,178.88784790039062 2022-03-21,181.5658192952474,180.5089569091797 2022-03-22,182.61263020833334,182.0358123779297 2022-03-23,182.35941162109376,180.9707794189453 2022-03-24,182.76217651367188,181.00848388671875 2022-03-25,183.96544291178387,184.09048461914065 2022-03-28,184.76217651367188,183.08200073242188 2022-03-29,185.4370107014974,183.62864685058597 2022-03-30,185.63996378580728,184.439208984375 2022-03-31,184.96324157714844,183.36474609375 2022-04-01,184.7489776611328,182.3751220703125 2022-04-04,184.65786946614583,182.31857299804688 2022-04-05,183.86553751627605,181.9886932373047 2022-04-06,183.31574198404948,180.14137268066406 2022-04-07,182.66038411458334,177.6060333251953 2022-04-08,181.32516479492188,178.8972625732422 2022-04-11,180.07916768391928,177.87936401367188 2022-04-12,179.80081583658855,179.0763397216797 2022-04-13,180.90103759765626,180.3204498291016 2022-04-14,182.03079020182292,183.7040557861328 2022-04-18,182.023876953125,180.1508026123047 2022-04-19,183.5086405436198,181.4985809326172 2022-04-20,184.22494405110677,184.7408142089844 2022-04-21,184.47942097981772,184.2224273681641 2022-04-22,182.9971710205078,179.40621948242188 2022-04-25,182.17530415852863,176.55984497070312 2022-04-26,180.06534322102866,176.7860565185547 2022-04-27,178.13948567708334,175.08010864257812 2022-04-28,177.96292521158855,174.5994415283203 2022-04-29,179.29248758951823,181.7813415527344 2022-05-02,181.49669698079427,180.8953857421875 2022-05-03,183.43700663248697,184.0245056152344 2022-05-04,187.55639038085937,186.00376892089844 2022-05-05,187.94344991048177,185.1743621826172 2022-05-06,187.064404296875,182.0546722412109 2022-05-09,185.60289001464844,181.3006591796875 2022-05-10,184.57869771321614,181.1687164306641 2022-05-11,182.8331756591797,180.41470336914065 2022-05-12,182.23939514160156,177.84165954589844 2022-05-13,182.14828796386718,179.952880859375 2022-05-16,182.31165568033853,181.2723846435547 2022-05-17,184.07728780110676,184.5428771972656 2022-05-18,183.9428232828776,182.13949584960935 2022-05-19,183.30883076985677,177.30442810058594 2022-05-20,181.78071085611978,175.09896850585938 2022-05-23,180.43669738769532,177.66258239746094 2022-05-24,179.4872802734375,174.2601318359375 2022-05-25,179.26044820149738,175.966064453125 2022-05-26,180.08482462565104,180.1979217529297 2022-05-27,181.9019785563151,182.8840789794922 2022-05-31,182.44674784342448,180.5560760498047 2022-06-01,182.2004374186198,179.4439239501953 2022-06-02,183.44329121907552,181.01791381835935 2022-06-03,183.57398783365886,182.47879028320312 " 3299,US,technical,"Calculate the percentage of days where Hasbro's low was less than its 5-day Weighted Moving Average line from April 15, 2021 to March 31, 2022. (Unit: %) (Weights are 1, 2, ..., n) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",15.5738,medium,moving average,WMA_n = \sum_{i=0}^{n-1} (n-i) * P_{t-i} / \sum_{j=1}^{n} j,"date,close,open,low,high 2021-04-09,95.23999786376952,96.33000183105467,94.7300033569336,96.83000183105467 2021-04-12,97.11000061035156,94.79000091552734,94.36000061035156,97.2699966430664 2021-04-13,98.83999633789062,96.62999725341795,95.66999816894533,100.47000122070312 2021-04-14,99.98999786376952,98.26000213623048,97.38999938964844,100.29000091552734 2021-04-15,99.01000213623048,100.31999969482422,98.83999633789062,100.36000061035156 2021-04-16,98.0,99.5,97.97000122070312,99.6500015258789 2021-04-19,98.01000213623048,98.0,96.87999725341795,98.66999816894533 2021-04-20,96.7300033569336,98.16999816894533,96.1500015258789,98.26000213623048 2021-04-21,97.69000244140624,96.75,96.56999969482422,98.4499969482422 2021-04-22,98.4800033569336,97.66000366210938,97.1500015258789,98.95999908447266 2021-04-23,97.1500015258789,99.37000274658205,96.7699966430664,100.51000213623048 2021-04-26,97.0199966430664,97.20999908447266,95.58999633789062,97.58999633789062 2021-04-27,98.3499984741211,96.75,95.7300033569336,99.8499984741211 2021-04-28,98.0,98.61000061035156,96.7699966430664,98.61000061035156 2021-04-29,99.08999633789062,98.80999755859376,98.0199966430664,99.51000213623048 2021-04-30,99.4499969482422,98.23999786376952,98.12999725341795,99.47000122070312 2021-05-03,99.36000061035156,99.70999908447266,98.45999908447266,100.4800033569336 2021-05-04,98.1999969482422,99.44000244140624,97.81999969482422,99.54000091552734 2021-05-05,99.37999725341795,98.11000061035156,98.04000091552734,99.75 2021-05-06,99.43000030517578,99.79000091552734,98.6999969482422,100.12000274658205 2021-05-07,99.1500015258789,99.75,99.11000061035156,100.41999816894533 2021-05-10,99.38999938964844,99.76000213623048,99.05999755859376,101.0999984741211 2021-05-11,98.20999908447266,99.23999786376952,97.83000183105467,100.02999877929688 2021-05-12,94.76000213623048,98.16999816894533,94.58000183105467,98.70999908447266 2021-05-13,96.30999755859376,94.9499969482422,94.9499969482422,97.0999984741211 2021-05-14,96.3000030517578,96.05999755859376,95.41999816894533,97.05999755859376 2021-05-17,96.08000183105467,96.36000061035156,94.87000274658205,96.43000030517578 2021-05-18,94.9800033569336,96.0199966430664,94.91999816894533,96.4800033569336 2021-05-19,93.83999633789062,94.37000274658205,92.75,94.66999816894533 2021-05-20,94.8000030517578,93.54000091552734,93.1999969482422,95.0 2021-05-21,94.05999755859376,94.66000366210938,93.94000244140624,95.18000030517578 2021-05-24,94.12000274658205,94.4499969482422,93.66999816894533,94.4499969482422 2021-05-25,94.04000091552734,94.43000030517578,93.88999938964844,94.87999725341795 2021-05-26,94.83000183105467,94.3000030517578,94.04000091552734,95.0 2021-05-27,95.91999816894533,94.9800033569336,94.76000213623048,96.18000030517578 2021-05-28,95.97000122070312,96.43000030517578,95.1999969482422,96.43000030517578 2021-06-01,96.29000091552734,96.5,95.5999984741211,96.76000213623048 2021-06-02,95.45999908447266,96.4000015258789,94.9499969482422,96.66000366210938 2021-06-03,95.56999969482422,95.48999786376952,94.1500015258789,95.75 2021-06-04,95.23999786376952,95.63999938964844,94.13999938964844,95.83000183105467 2021-06-07,94.75,95.62000274658205,94.47000122070312,95.6500015258789 2021-06-08,96.37000274658205,95.16000366210938,94.41000366210938,96.8000030517578 2021-06-09,95.4000015258789,96.75,95.33000183105467,96.8000030517578 2021-06-10,96.22000122070312,95.62999725341795,95.20999908447266,96.48999786376952 2021-06-11,97.47000122070312,96.3000030517578,96.05999755859376,97.63999938964844 2021-06-14,95.5,97.2300033569336,94.94000244140624,97.62999725341795 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2022-03-07,89.12999725341797,91.5,88.9800033569336,92.4499969482422 2022-03-08,88.08999633789062,88.7699966430664,87.38999938964844,91.31999969482422 2022-03-09,89.93000030517578,90.0,89.70999908447266,90.98999786376952 2022-03-10,88.98999786376953,89.12000274658203,88.12999725341797,89.44000244140625 2022-03-11,86.47000122070312,89.16999816894531,86.37999725341797,89.26000213623047 2022-03-14,86.83999633789062,87.05999755859375,86.30999755859375,88.94000244140625 2022-03-15,88.0199966430664,86.83000183105469,86.72000122070312,88.45999908447266 2022-03-16,89.94999694824219,88.80999755859375,87.83000183105469,90.52999877929688 2022-03-17,89.66999816894531,89.88999938964844,88.95999908447266,90.1999969482422 2022-03-18,89.33000183105469,89.45999908447266,88.36000061035156,89.83000183105469 2022-03-21,89.4000015258789,89.4000015258789,88.31999969482422,89.95999908447266 2022-03-22,89.16999816894531,89.58999633789062,88.97000122070312,90.52999877929688 2022-03-23,85.12000274658203,88.81999969482422,85.05000305175781,88.81999969482422 2022-03-24,85.5,85.55000305175781,84.38999938964844,86.02999877929688 2022-03-25,84.87999725341797,85.55000305175781,84.55000305175781,85.98999786376953 2022-03-28,83.83000183105469,84.93000030517578,83.19000244140625,84.93000030517578 2022-03-29,86.44000244140625,85.16000366210938,85.16000366210938,87.76000213623047 2022-03-30,84.5,85.9800033569336,83.97000122070312,86.55000305175781 2022-03-31,81.91999816894531,84.72000122070312,81.16000366210938,84.93000030517578 ","date,5-day,low 2021-04-15,98.732666015625,98.83999633789062 2021-04-16,98.71999969482422,97.97000122070312 2021-04-19,98.52666727701823,96.87999725341795 2021-04-20,97.84666849772135,96.1500015258789 2021-04-21,97.62733561197916,96.56999969482422 2021-04-22,97.82466939290364,97.1500015258789 2021-04-23,97.61400248209635,96.7699966430664 2021-04-26,97.41666717529297,95.58999633789062 2021-04-27,97.72866617838541,95.7300033569336 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2021-07-28,99.6066670735677,99.75 2021-07-29,100.39533284505208,99.36000061035156 2021-07-30,100.35066680908203,99.18000030517578 2021-08-02,99.90733388264974,99.47000122070312 2021-08-03,99.9786661783854,98.66999816894533 2021-08-04,99.84266560872396,99.1500015258789 2021-08-05,99.56466573079427,98.41000366210938 2021-08-06,99.02133178710938,97.68000030517578 2021-08-09,98.64466451009115,97.91999816894533 2021-08-10,98.52466532389323,97.79000091552734 2021-08-11,98.52799886067709,97.7300033569336 2021-08-12,98.70799916585287,98.41000366210938 2021-08-13,99.2846669514974,99.04000091552734 2021-08-16,99.61666819254557,99.4800033569336 2021-08-17,98.94000040690104,96.25 2021-08-18,97.90133260091146,95.9000015258789 2021-08-19,96.6566655476888,94.29000091552734 2021-08-20,96.05133107503255,94.91000366210938 2021-08-23,96.18733164469401,96.06999969482422 2021-08-24,96.67000020345053,96.9000015258789 2021-08-25,97.38933461507162,97.69000244140624 2021-08-26,97.77266794840494,97.72000122070312 2021-08-27,98.1193333943685,97.51000213623048 2021-08-30,98.25200042724609,98.19000244140624 2021-08-31,98.30133260091146,97.73999786376952 2021-09-01,98.48733215332031,98.05999755859376 2021-09-02,98.67599995930989,98.44000244140624 2021-09-03,98.93733367919921,98.41000366210938 2021-09-07,99.42133331298828,99.48999786376952 2021-09-08,99.08000030517579,97.88999938964844 2021-09-09,98.72866719563802,97.6999969482422 2021-09-10,98.42466583251954,97.76000213623048 2021-09-13,98.0286651611328,97.13999938964844 2021-09-14,97.7259999593099,96.6999969482422 2021-09-15,97.97866617838541,96.76000213623048 2021-09-16,98.24533233642578,97.7699966430664 2021-09-17,98.06199900309245,96.52999877929688 2021-09-20,97.26799875895182,94.8499984741211 2021-09-21,95.6913324991862,92.83000183105467 2021-09-22,94.90599873860677,91.43000030517578 2021-09-23,94.51999969482422,94.58000183105467 2021-09-24,94.33333333333333,93.93000030517578 2021-09-27,94.23333333333333,93.9800033569336 2021-09-28,93.71866556803386,91.7300033569336 2021-09-29,93.13333180745443,92.12999725341795 2021-09-30,91.67933247884115,88.81999969482422 2021-10-01,90.54399820963542,86.62999725341797 2021-10-04,88.95133260091146,86.05000305175781 2021-10-05,88.01000061035157,86.08000183105469 2021-10-06,87.69200185139974,86.30000305175781 2021-10-07,88.12933400472005,88.5199966430664 2021-10-08,88.79066721598308,89.70999908447266 2021-10-11,88.90466715494792,87.80999755859375 2021-10-12,88.72933451334636,87.0 2021-10-13,88.5586675008138,86.9000015258789 2021-10-14,89.39866689046224,88.94999694824219 2021-10-15,90.4760004679362,91.6500015258789 2021-10-18,91.43866780598958,91.6999969482422 2021-10-19,92.35266774495443,92.08000183105467 2021-10-20,92.160666402181,90.81999969482422 2021-10-21,92.26399943033854,90.73999786376952 2021-10-22,91.30666605631511,88.76000213623047 2021-10-25,90.21399943033855,88.0199966430664 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2021-11-24,99.81200002034505,98.1500015258789 2021-11-26,99.41799977620443,97.7300033569336 2021-11-29,99.22266540527343,97.87999725341795 2021-11-30,98.37733357747396,96.37999725341795 2021-12-01,97.68333485921224,96.58999633789062 2021-12-02,97.84866739908854,96.26000213623048 2021-12-03,97.96400146484375,97.41000366210938 2021-12-06,98.18800201416016,98.33000183105467 2021-12-07,98.94266815185547,99.0199966430664 2021-12-08,99.75733439127605,99.94000244140624 2021-12-09,100.11400197347005,100.11000061035156 2021-12-10,100.4913345336914,100.25 2021-12-13,100.62533467610677,99.75 2021-12-14,100.56866811116537,99.47000122070312 2021-12-15,100.8260014851888,99.51000213623048 2021-12-16,100.99866689046225,101.12999725341795 2021-12-17,100.31933288574218,98.69000244140624 2021-12-20,98.81133321126302,95.0999984741211 2021-12-21,97.79399871826172,96.18000030517578 2021-12-22,97.06866658528646,95.94000244140624 2021-12-23,97.09533284505208,96.25 2021-12-27,97.81333363850912,97.43000030517578 2021-12-28,98.29933471679688,98.37999725341795 2021-12-29,98.86133524576823,98.73999786376952 2021-12-30,99.72733357747396,99.76000213623048 2021-12-31,100.55333302815755,100.83999633789062 2022-01-03,101.25199890136719,100.9000015258789 2022-01-04,102.34466501871745,102.33000183105467 2022-01-05,102.89133199055989,103.1500015258789 2022-01-06,103.12733306884766,102.3000030517578 2022-01-07,103.0979995727539,102.0500030517578 2022-01-10,102.54200032552083,100.33000183105467 2022-01-11,101.98733367919922,100.43000030517578 2022-01-12,102.09733327229817,101.05999755859376 2022-01-13,102.01799875895182,101.80999755859376 2022-01-14,101.3806666056315,98.94000244140624 2022-01-18,100.9239990234375,98.62999725341795 2022-01-19,100.21866505940756,98.77999877929688 2022-01-20,99.32799936930338,97.79000091552734 2022-01-21,97.9979990641276,95.7300033569336 2022-01-24,97.57133382161459,93.61000061035156 2022-01-25,96.71533457438152,93.55999755859376 2022-01-26,94.23266805013021,88.55999755859375 2022-01-27,91.9326680501302,88.23999786376953 2022-01-28,90.77800140380859,85.97000122070312 2022-01-31,90.85666859944662,88.5 2022-02-01,91.94733428955078,92.37999725341795 2022-02-02,93.4413335164388,93.94000244140624 2022-02-03,93.96933288574219,93.43000030517578 2022-02-04,94.18999888102213,92.55999755859376 2022-02-07,93.84066569010416,90.01000213623047 2022-02-08,93.21999969482422,89.95999908447266 2022-02-09,94.06200103759765,93.0 2022-02-10,94.4240010579427,94.43000030517578 2022-02-11,94.52933400472006,93.9499969482422 2022-02-14,94.65999959309896,94.3499984741211 2022-02-15,95.31666514078776,95.3000030517578 2022-02-16,95.89266560872396,95.7699966430664 2022-02-17,97.09466654459635,98.2699966430664 2022-02-18,97.65333455403646,97.0500030517578 2022-02-22,96.71600087483723,94.0 2022-02-23,95.11200052897135,91.87000274658205 2022-02-24,94.14200032552084,89.66000366210938 2022-02-25,94.60599975585937,93.0 2022-02-28,95.34133402506511,95.5500030517578 2022-03-01,95.39533386230468,94.06999969482422 2022-03-02,96.0586659749349,94.83000183105467 2022-03-03,95.55333353678385,93.75 2022-03-04,94.40066579182943,91.30999755859376 2022-03-07,92.42533162434896,88.9800033569336 2022-03-08,90.63133087158204,87.38999938964844 2022-03-09,89.89933166503906,89.70999908447266 2022-03-10,89.30999806722005,88.12999725341797 2022-03-11,88.22733256022136,86.37999725341797 2022-03-14,87.66666514078776,86.30999755859375 2022-03-15,87.65199788411458,86.72000122070312 2022-03-16,88.28533070882162,87.83000183105469 2022-03-17,88.8239974975586,88.95999908447266 2022-03-18,89.20399881998698,88.36000061035156 2022-03-21,89.41666666666667,88.31999969482422 2022-03-22,89.38199971516927,88.97000122070312 2022-03-23,87.92066752115885,85.05000305175781 2022-03-24,86.90800069173177,84.38999938964844 2022-03-25,85.96666615804037,84.55000305175781 2022-03-28,84.97200012207031,83.19000244140625 2022-03-29,85.21866760253906,85.16000366210938 2022-03-30,85.00066731770833,83.97000122070312 2022-03-31,83.96399993896485,81.16000366210938 " 3300,US,technical,"What is the percentage of days where the high price is less than the 10-day Exponential Moving Average line for AES Corporation from July 28, 2022 to June 23, 2023? (Unit: %) (Smoothing factor alpha = 2 / (n + 1); Require 4n data points to warm up; Use the first data point as the initial value) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",66.4093,medium,moving average,"EMA_t = \alpha * P_t + (1 - \alpha) * EMA_{t-1}, \quad \alpha = 2 / (n + 1)","date,close,high 2022-05-31,22.040000915527344,22.3700008392334 2022-06-01,21.8799991607666,22.15999984741211 2022-06-02,22.13999938964844,22.149999618530277 2022-06-03,22.270000457763672,22.3799991607666 2022-06-06,22.709999084472656,23.690000534057617 2022-06-07,22.690000534057617,22.71999931335449 2022-06-08,22.21999931335449,22.63999938964844 2022-06-09,21.549999237060547,22.15999984741211 2022-06-10,20.690000534057617,21.1200008392334 2022-06-13,19.36000061035156,20.25 2022-06-14,18.90999984741211,19.46999931335449 2022-06-15,19.549999237060547,19.920000076293945 2022-06-16,18.940000534057617,19.270000457763672 2022-06-17,19.25,19.399999618530277 2022-06-21,19.88999938964844,19.950000762939453 2022-06-22,20.25,20.36000061035156 2022-06-23,20.700000762939453,20.770000457763672 2022-06-24,21.420000076293945,21.479999542236328 2022-06-27,21.450000762939453,21.549999237060547 2022-06-28,21.190000534057617,21.86000061035156 2022-06-29,20.36000061035156,21.100000381469727 2022-06-30,21.01000022888184,21.11000061035156 2022-07-01,21.479999542236328,21.530000686645508 2022-07-05,21.18000030517578,21.21999931335449 2022-07-06,21.040000915527344,21.61000061035156 2022-07-07,21.40999984741211,21.6200008392334 2022-07-08,21.5,21.63999938964844 2022-07-11,21.299999237060547,21.5 2022-07-12,21.06999969482422,21.440000534057617 2022-07-13,20.90999984741211,21.229999542236328 2022-07-14,20.520000457763672,20.57999992370605 2022-07-15,20.350000381469727,20.489999771118164 2022-07-18,20.280000686645508,20.780000686645508 2022-07-19,20.6200008392334,20.709999084472656 2022-07-20,19.979999542236328,20.600000381469727 2022-07-21,19.90999984741211,20.1299991607666 2022-07-22,19.729999542236328,20.270000457763672 2022-07-25,20.0,20.01000022888184 2022-07-26,20.13999938964844,20.290000915527344 2022-07-27,20.350000381469727,20.440000534057617 2022-07-28,22.280000686645508,22.350000381469727 2022-07-29,22.21999931335449,22.350000381469727 2022-08-01,22.36000061035156,22.3799991607666 2022-08-02,22.229999542236328,22.65999984741211 2022-08-03,22.549999237060547,22.57999992370605 2022-08-04,23.0,23.200000762939453 2022-08-05,24.21999931335449,24.43000030517578 2022-08-08,23.8700008392334,24.600000381469727 2022-08-09,23.84000015258789,24.09000015258789 2022-08-10,24.43000030517578,24.440000534057617 2022-08-11,24.350000381469727,24.65999984741211 2022-08-12,24.88999938964844,25.01000022888184 2022-08-15,25.18000030517578,25.209999084472656 2022-08-16,25.059999465942383,25.299999237060547 2022-08-17,25.01000022888184,25.13999938964844 2022-08-18,26.020000457763672,26.040000915527344 2022-08-19,25.57999992370605,26.01000022888184 2022-08-22,24.96999931335449,25.290000915527344 2022-08-23,24.809999465942383,25.170000076293945 2022-08-24,25.56999969482422,25.56999969482422 2022-08-25,26.270000457763672,26.32999992370605 2022-08-26,25.6299991607666,26.3700008392334 2022-08-29,25.479999542236328,25.81999969482422 2022-08-30,25.440000534057617,25.729999542236328 2022-08-31,25.450000762939453,25.600000381469727 2022-09-01,25.850000381469727,25.8799991607666 2022-09-02,26.149999618530277,26.68000030517578 2022-09-06,26.049999237060547,26.31999969482422 2022-09-07,27.18000030517578,27.209999084472656 2022-09-08,27.3700008392334,27.790000915527344 2022-09-09,27.43000030517578,27.61000061035156 2022-09-12,27.59000015258789,27.649999618530277 2022-09-13,26.82999992370605,27.420000076293945 2022-09-14,27.030000686645508,27.1200008392334 2022-09-15,26.690000534057617,27.030000686645508 2022-09-16,25.920000076293945,26.6299991607666 2022-09-19,26.600000381469727,26.6200008392334 2022-09-20,25.88999938964844,26.479999542236328 2022-09-21,25.399999618530277,26.209999084472656 2022-09-22,25.030000686645508,25.40999984741211 2022-09-23,24.290000915527344,24.6299991607666 2022-09-26,22.959999084472656,24.209999084472656 2022-09-27,22.239999771118164,23.3799991607666 2022-09-28,23.030000686645508,23.149999618530277 2022-09-29,22.75,22.989999771118164 2022-09-30,22.600000381469727,23.020000457763672 2022-10-03,23.559999465942383,23.81999969482422 2022-10-04,25.270000457763672,25.309999465942383 2022-10-05,25.420000076293945,25.61000061035156 2022-10-06,25.399999618530277,25.489999771118164 2022-10-07,24.920000076293945,25.3700008392334 2022-10-10,24.88999938964844,25.270000457763672 2022-10-11,24.68000030517578,25.0 2022-10-12,24.1299991607666,24.600000381469727 2022-10-13,24.399999618530277,24.56999969482422 2022-10-14,23.309999465942383,24.90999984741211 2022-10-17,23.8799991607666,24.34000015258789 2022-10-18,24.399999618530277,24.670000076293945 2022-10-19,24.1299991607666,24.40999984741211 2022-10-20,23.479999542236328,24.15999984741211 2022-10-21,24.479999542236328,24.489999771118164 2022-10-24,24.600000381469727,24.770000457763672 2022-10-25,25.190000534057617,25.399999618530277 2022-10-26,25.450000762939453,25.739999771118164 2022-10-27,25.770000457763672,26.170000076293945 2022-10-28,26.459999084472656,26.479999542236328 2022-10-31,26.15999984741211,26.3799991607666 2022-11-01,26.34000015258789,26.76000022888184 2022-11-02,25.82999992370605,26.739999771118164 2022-11-03,26.190000534057617,26.479999542236328 2022-11-04,26.459999084472656,27.170000076293945 2022-11-07,26.780000686645508,27.020000457763672 2022-11-08,26.489999771118164,26.84000015258789 2022-11-09,26.25,26.709999084472656 2022-11-10,28.21999931335449,28.239999771118164 2022-11-11,28.07999992370605,28.56999969482422 2022-11-14,27.530000686645508,28.020000457763672 2022-11-15,27.780000686645508,27.979999542236328 2022-11-16,27.959999084472656,28.06999969482422 2022-11-17,27.46999931335449,27.63999938964844 2022-11-18,27.65999984741211,28.059999465942383 2022-11-21,28.06999969482422,28.13999938964844 2022-11-22,28.07999992370605,28.51000022888184 2022-11-23,28.479999542236328,28.5 2022-11-25,28.61000061035156,29.11000061035156 2022-11-28,28.040000915527344,28.489999771118164 2022-11-29,28.26000022888184,28.3700008392334 2022-11-30,28.920000076293945,28.989999771118164 2022-12-01,28.71999931335449,29.61000061035156 2022-12-02,28.670000076293945,28.81999969482422 2022-12-05,28.3700008392334,28.600000381469727 2022-12-06,28.1299991607666,28.520000457763672 2022-12-07,27.979999542236328,28.239999771118164 2022-12-08,28.34000015258789,28.96999931335449 2022-12-09,28.520000457763672,28.75 2022-12-12,29.11000061035156,29.13999938964844 2022-12-13,29.270000457763672,29.88999938964844 2022-12-14,29.239999771118164,29.530000686645508 2022-12-15,28.709999084472656,29.0 2022-12-16,28.34000015258789,28.56999969482422 2022-12-19,28.200000762939453,28.46999931335449 2022-12-20,28.36000061035156,28.559999465942383 2022-12-21,28.739999771118164,28.850000381469727 2022-12-22,28.309999465942383,28.6299991607666 2022-12-23,28.68000030517578,28.709999084472656 2022-12-27,28.81999969482422,28.920000076293945 2022-12-28,28.31999969482422,28.989999771118164 2022-12-29,28.809999465942383,29.06999969482422 2022-12-30,28.76000022888184,28.82999992370605 2023-01-03,28.11000061035156,29.11000061035156 2023-01-04,27.280000686645508,28.530000686645508 2023-01-05,25.8700008392334,27.15999984741211 2023-01-06,26.43000030517578,26.649999618530277 2023-01-09,27.25,27.309999465942383 2023-01-10,27.229999542236328,27.3700008392334 2023-01-11,27.729999542236328,27.739999771118164 2023-01-12,27.690000534057617,27.899999618530277 2023-01-13,27.86000061035156,27.90999984741211 2023-01-17,27.600000381469727,28.18000030517578 2023-01-18,26.920000076293945,27.90999984741211 2023-01-19,26.63999938964844,26.93000030517578 2023-01-20,26.93000030517578,26.940000534057617 2023-01-23,26.90999984741211,27.26000022888184 2023-01-24,26.989999771118164,27.059999465942383 2023-01-25,27.01000022888184,27.11000061035156 2023-01-26,27.6200008392334,27.6299991607666 2023-01-27,26.96999931335449,27.709999084472656 2023-01-30,26.450000762939453,26.920000076293945 2023-01-31,27.40999984741211,27.420000076293945 2023-02-01,26.799999237060547,27.26000022888184 2023-02-02,26.520000457763672,27.059999465942383 2023-02-03,26.239999771118164,26.43000030517578 2023-02-06,26.209999084472656,26.229999542236328 2023-02-07,26.420000076293945,26.56999969482422 2023-02-08,26.15999984741211,26.38999938964844 2023-02-09,25.57999992370605,26.3700008392334 2023-02-10,26.11000061035156,26.200000762939453 2023-02-13,26.350000381469727,26.38999938964844 2023-02-14,26.290000915527344,26.56999969482422 2023-02-15,26.690000534057617,26.770000457763672 2023-02-16,26.3700008392334,26.57999992370605 2023-02-17,26.229999542236328,26.3799991607666 2023-02-21,25.56999969482422,26.09000015258789 2023-02-22,25.38999938964844,25.690000534057617 2023-02-23,25.38999938964844,25.700000762939453 2023-02-24,25.31999969482422,25.5 2023-02-27,24.8799991607666,26.40999984741211 2023-02-28,24.68000030517578,25.46999931335449 2023-03-01,24.6299991607666,25.170000076293945 2023-03-02,24.63999938964844,24.86000061035156 2023-03-03,25.100000381469727,25.1299991607666 2023-03-06,25.0,25.309999465942383 2023-03-07,24.51000022888184,25.239999771118164 2023-03-08,24.71999931335449,25.040000915527344 2023-03-09,24.290000915527344,25.06999969482422 2023-03-10,23.26000022888184,24.26000022888184 2023-03-13,22.899999618530277,23.989999771118164 2023-03-14,23.21999931335449,23.739999771118164 2023-03-15,23.049999237060547,23.200000762939453 2023-03-16,23.25,23.43000030517578 2023-03-17,22.38999938964844,23.11000061035156 2023-03-20,22.649999618530277,22.88999938964844 2023-03-21,22.96999931335449,23.26000022888184 2023-03-22,22.229999542236328,23.01000022888184 2023-03-23,21.959999084472656,22.450000762939453 2023-03-24,22.209999084472656,22.229999542236328 2023-03-27,22.600000381469727,22.6200008392334 2023-03-28,22.93000030517578,23.1200008392334 2023-03-29,23.459999084472656,23.479999542236328 2023-03-30,23.56999969482422,23.959999084472656 2023-03-31,24.07999992370605,24.13999938964844 2023-04-03,23.81999969482422,24.209999084472656 2023-04-04,23.81999969482422,23.940000534057617 2023-04-05,24.100000381469727,24.239999771118164 2023-04-06,24.399999618530277,24.399999618530277 2023-04-10,24.899999618530277,24.979999542236328 2023-04-11,25.350000381469727,25.450000762939453 2023-04-12,25.309999465942383,25.739999771118164 2023-04-13,25.540000915527344,25.61000061035156 2023-04-14,24.86000061035156,25.5 2023-04-17,24.32999992370605,24.600000381469727 2023-04-18,24.420000076293945,24.559999465942383 2023-04-19,24.5,24.540000915527344 2023-04-20,23.8700008392334,24.32999992370605 2023-04-21,24.0,24.270000457763672 2023-04-24,24.15999984741211,24.200000762939453 2023-04-25,23.8700008392334,24.07999992370605 2023-04-26,23.059999465942383,23.770000457763672 2023-04-27,23.56999969482422,23.690000534057617 2023-04-28,23.65999984741211,23.809999465942383 2023-05-01,23.15999984741211,23.76000022888184 2023-05-02,22.600000381469727,23.15999984741211 2023-05-03,22.450000762939453,22.93000030517578 2023-05-04,22.479999542236328,22.520000457763672 2023-05-05,22.670000076293945,22.780000686645508 2023-05-08,21.709999084472656,23.06999969482422 2023-05-09,22.270000457763672,22.309999465942383 2023-05-10,22.63999938964844,22.86000061035156 2023-05-11,22.030000686645508,22.559999465942383 2023-05-12,22.11000061035156,22.40999984741211 2023-05-15,21.989999771118164,22.32999992370605 2023-05-16,20.850000381469727,22.030000686645508 2023-05-17,20.950000762939453,21.209999084472656 2023-05-18,20.86000061035156,20.8799991607666 2023-05-19,20.809999465942383,21.13999938964844 2023-05-22,21.15999984741211,21.170000076293945 2023-05-23,20.76000022888184,21.149999618530277 2023-05-24,20.26000022888184,20.700000762939453 2023-05-25,19.950000762939453,20.26000022888184 2023-05-26,19.8700008392334,19.950000762939453 2023-05-30,19.899999618530277,20.34000015258789 2023-05-31,19.739999771118164,19.950000762939453 2023-06-01,19.8799991607666,20.11000061035156 2023-06-02,20.190000534057617,20.350000381469727 2023-06-05,20.07999992370605,20.46999931335449 2023-06-06,20.1299991607666,20.43000030517578 2023-06-07,20.68000030517578,20.700000762939453 2023-06-08,20.40999984741211,20.71999931335449 2023-06-09,20.09000015258789,20.530000686645508 2023-06-12,20.290000915527344,20.40999984741211 2023-06-13,20.82999992370605,20.86000061035156 2023-06-14,20.739999771118164,21.07999992370605 2023-06-15,21.489999771118164,21.549999237060547 2023-06-16,21.34000015258789,21.670000076293945 2023-06-20,21.01000022888184,21.25 2023-06-21,20.979999542236328,21.15999984741211 2023-06-22,20.90999984741211,20.920000076293945 2023-06-23,20.43000030517578,20.84000015258789 ","date,10-day,high 2022-06-13,21.418976673528896,20.25 2022-06-14,20.962799068780388,19.46999931335449 2022-06-15,20.705926372104052,19.920000076293945 2022-06-16,20.384848947004702,19.270000457763672 2022-06-17,20.17851277482203,19.399999618530277 2022-06-21,20.126055795699557,19.950000762939453 2022-06-22,20.148591105572365,20.36000061035156 2022-06-23,20.248847406911835,20.770000457763672 2022-06-24,20.4617842558904,21.479999542236328 2022-06-27,20.641459984444772,21.549999237060547 2022-06-28,20.74119462982892,21.86000061035156 2022-06-29,20.67188662628758,21.100000381469727 2022-06-30,20.73336182675926,21.11000061035156 2022-07-01,20.86911413866418,21.530000686645508 2022-07-05,20.925638896211744,21.21999931335449 2022-07-06,20.94643199063276,21.61000061035156 2022-07-07,21.030717055501732,21.6200008392334 2022-07-08,21.11604122722869,21.63999938964844 2022-07-11,21.149488138107206,21.5 2022-07-12,21.135035693873935,21.440000534057617 2022-07-13,21.09412008542633,21.229999542236328 2022-07-14,20.989734698578573,20.57999992370605 2022-07-15,20.873419368195147,20.489999771118164 2022-07-18,20.76552506245885,20.780000686645508 2022-07-19,20.739066112781494,20.709999084472656 2022-07-20,20.60105400904601,20.600000381469727 2022-07-21,20.475407797839843,20.1299991607666 2022-07-22,20.339879024093747,20.270000457763672 2022-07-25,20.278082837894882,20.01000022888184 2022-07-26,20.25297675639553,20.290000915527344 2022-07-27,20.270617415499927,20.440000534057617 2022-07-28,20.63595982843549,22.350000381469727 2022-07-29,20.92396700751167,22.350000381469727 2022-08-01,21.18506402620983,22.3799991607666 2022-08-02,21.375052301851014,22.65999984741211 2022-08-03,21.588679017343658,22.57999992370605 2022-08-04,21.845282832372085,23.200000762939453 2022-08-05,22.277049465277976,24.43000030517578 2022-08-08,22.566676987815324,24.600000381469727 2022-08-09,22.798190290501243,24.09000015258789 2022-08-10,23.094883020442065,24.440000534057617 2022-08-11,23.323086176992547,24.65999984741211 2022-08-12,23.607979488384526,25.01000022888184 2022-08-15,23.893801455073845,25.209999084472656 2022-08-16,24.105837457049944,25.299999237060547 2022-08-17,24.270230688292102,25.13999938964844 2022-08-18,24.58837064637784,26.040000915527344 2022-08-19,24.76866687861933,26.01000022888184 2022-08-22,24.805272775843903,25.290000915527344 2022-08-23,24.806132174043626,25.170000076293945 2022-08-24,24.945017177821914,25.56999969482422 2022-08-25,25.185923228720412,26.32999992370605 2022-08-26,25.26666430727426,26.3700008392334 2022-08-29,25.30545253181282,25.81999969482422 2022-08-30,25.329915804948236,25.729999542236328 2022-08-31,25.35174943367391,25.600000381469727 2022-09-01,25.44234051509133,25.8799991607666 2022-09-02,25.571005806625685,26.68000030517578 2022-09-06,25.658095521250203,26.31999969482422 2022-09-07,25.93480548196394,27.209999084472656 2022-09-08,26.195750092376567,27.790000915527344 2022-09-09,26.420159221976423,27.61000061035156 2022-09-12,26.632857572996688,27.649999618530277 2022-09-13,26.668701636762027,27.420000076293945 2022-09-14,26.734392373104477,27.1200008392334 2022-09-15,26.726321129641413,27.030000686645508 2022-09-16,26.579717301760052,26.6299991607666 2022-09-19,26.58340513443454,26.6200008392334 2022-09-20,26.457331362655246,26.479999542236328 2022-09-21,26.265089227359795,26.209999084472656 2022-09-22,26.04052767450265,25.40999984741211 2022-09-23,25.722250081961683,24.6299991607666 2022-09-26,25.220022627872765,24.209999084472656 2022-09-27,24.67820029028102,23.3799991607666 2022-09-28,24.378527635074562,23.149999618530277 2022-09-29,24.08243170142464,22.989999771118164 2022-09-30,23.812898734160107,23.020000457763672 2022-10-03,23.766917049029608,23.81999969482422 2022-10-04,24.04020494152671,25.309999465942383 2022-10-05,24.29107678421166,25.61000061035156 2022-10-06,24.492699117724136,25.489999771118164 2022-10-07,24.570390201100466,25.3700008392334 2022-10-10,24.62850096265464,25.270000457763672 2022-10-11,24.637864479476665,25.0 2022-10-12,24.545525330620286,24.600000381469727 2022-10-13,24.51906611024028,24.56999969482422 2022-10-14,24.299235811277025,24.90999984741211 2022-10-17,24.22301096572967,24.34000015258789 2022-10-18,24.255190720784324,24.670000076293945 2022-10-19,24.232428618962917,24.40999984741211 2022-10-20,24.095623332285356,24.15999984741211 2022-10-21,24.165509915912804,24.489999771118164 2022-10-24,24.244508182377697,24.770000457763672 2022-10-25,24.416415882683133,25.399999618530277 2022-10-26,24.6043404063661,25.739999771118164 2022-10-27,24.816278597529294,26.170000076293945 2022-10-28,25.115136867882633,26.479999542236328 2022-10-31,25.30511195506981,26.3799991607666 2022-11-01,25.49327344552764,26.76000022888184 2022-11-02,25.554496441560076,26.739999771118164 2022-11-03,25.67004264019599,26.479999542236328 2022-11-04,25.81367108460993,27.170000076293945 2022-11-07,25.989367375889124,27.020000457763672 2022-11-08,26.080391447748948,26.84000015258789 2022-11-09,26.111229366340048,26.709999084472656 2022-11-10,26.494642083979038,28.239999771118164 2022-11-11,26.782888963929402,28.56999969482422 2022-11-14,26.918727458968693,28.020000457763672 2022-11-15,27.07532259127357,27.979999542236328 2022-11-16,27.23617286276431,28.06999969482422 2022-11-17,27.278686762871615,27.63999938964844 2022-11-18,27.34801641460625,28.059999465942383 2022-11-21,27.479286101918607,28.13999938964844 2022-11-22,27.588506796789048,28.51000022888184 2022-11-23,27.75059638687037,28.5 2022-11-25,27.906851700230582,29.11000061035156 2022-11-28,27.931060648466357,28.489999771118164 2022-11-29,27.990867844905534,28.3700008392334 2022-11-30,28.159800977885244,28.989999771118164 2022-12-01,28.261655220697833,29.61000061035156 2022-12-02,28.335899739897123,28.81999969482422 2022-12-05,28.342099939776446,28.600000381469727 2022-12-06,28.30353616177465,28.520000457763672 2022-12-07,28.244711321858592,28.239999771118164 2022-12-08,28.262036563809374,28.96999931335449 2022-12-09,28.308939089982882,28.75 2022-12-12,28.45458663914082,29.13999938964844 2022-12-13,28.60284369707225,29.88999938964844 2022-12-14,28.71869025598969,29.530000686645508 2022-12-15,28.71711004298659,29.0 2022-12-16,28.648544608368645,28.56999969482422 2022-12-19,28.566991181926973,28.46999931335449 2022-12-20,28.529356532549624,28.559999465942383 2022-12-21,28.56765530319845,28.850000381469727 2022-12-22,28.52080878733371,28.6299991607666 2022-12-23,28.54975269966863,28.709999084472656 2022-12-27,28.598888516969645,28.920000076293945 2022-12-28,28.548181458397746,28.989999771118164 2022-12-29,28.59578473249677,29.06999969482422 2022-12-30,28.62564209547587,28.82999992370605 2023-01-03,28.53188909818054,29.11000061035156 2023-01-04,28.304273023355986,28.530000686645508 2023-01-05,27.86167808078824,27.15999984741211 2023-01-06,27.601373030676882,26.649999618530277 2023-01-09,27.537487025099267,27.309999465942383 2023-01-10,27.481580210033275,27.3700008392334 2023-01-11,27.52674736134292,27.739999771118164 2023-01-12,27.556429756381956,27.899999618530277 2023-01-13,27.6116244571037,27.90999984741211 2023-01-17,27.609510988806612,28.18000030517578 2023-01-18,27.48414536834976,27.90999984741211 2023-01-19,27.330664281313155,26.93000030517578 2023-01-20,27.257816285651813,26.940000534057617 2023-01-23,27.194576933244594,27.26000022888184 2023-01-24,27.157381085585243,27.059999465942383 2023-01-25,27.130584566184623,27.11000061035156 2023-01-26,27.219569343102577,27.6299991607666 2023-01-27,27.17419297405747,27.709999084472656 2023-01-30,27.0425216629451,26.920000076293945 2023-01-31,27.109335878302737,27.420000076293945 2023-02-01,27.053092852622335,27.26000022888184 2023-02-02,26.95616696264803,27.059999465942383 2023-02-03,26.825954746006236,26.43000030517578 2023-02-06,26.71396280754558,26.229999542236328 2023-02-07,26.660515038227103,26.56999969482422 2023-02-08,26.56951227626074,26.38999938964844 2023-02-09,26.38960093943261,26.3700008392334 2023-02-10,26.338764515963327,26.200000762939453 2023-02-13,26.340807400600852,26.38999938964844 2023-02-14,26.33156985786021,26.56999969482422 2023-02-15,26.39673907171428,26.770000457763672 2023-02-16,26.391877574899574,26.57999992370605 2023-02-17,26.362445205324434,26.3799991607666 2023-02-21,26.2183642034153,26.09000015258789 2023-02-22,26.067752419094052,25.690000534057617 2023-02-23,25.944524595558484,25.700000762939453 2023-02-24,25.8309746136068,25.5 2023-02-27,25.65806998581767,26.40999984741211 2023-02-28,25.48023913479187,25.46999931335449 2023-03-01,25.325650048605453,25.170000076293945 2023-03-02,25.20098629243145,24.86000061035156 2023-03-03,25.182625217711134,25.1299991607666 2023-03-06,25.149420632672747,25.309999465942383 2023-03-07,25.033162377438035,25.239999771118164 2023-03-08,24.97622363851375,25.040000915527344 2023-03-09,24.85145587069804,25.06999969482422 2023-03-10,24.562100299458727,24.26000022888184 2023-03-13,24.259900175653556,23.989999771118164 2023-03-14,24.070827291599176,23.739999771118164 2023-03-15,23.88522219077397,23.200000762939453 2023-03-16,23.769727246996883,23.43000030517578 2023-03-17,23.518867636569894,23.11000061035156 2023-03-20,23.360891633289963,22.88999938964844 2023-03-21,23.289820302392606,23.26000022888184 2023-03-22,23.09712561872783,23.01000022888184 2023-03-23,22.89037533977234,22.450000762939453 2023-03-24,22.766670566081487,22.229999542236328 2023-03-27,22.736366896152077,22.6200008392334 2023-03-28,22.771572970520022,23.1200008392334 2023-03-29,22.896741354875044,23.479999542236328 2023-03-30,23.01915196213853,23.959999084472656 2023-03-31,23.21203340969626,24.13999938964844 2023-04-03,23.32257273426498,24.209999084472656 2023-04-04,23.413013999821207,23.940000534057617 2023-04-05,23.53792061466639,24.239999771118164 2023-04-06,23.69466225173255,24.399999618530277 2023-04-10,23.913814500241223,24.979999542236328 2023-04-11,24.17493920591913,25.450000762939453 2023-04-12,24.38131379865063,25.739999771118164 2023-04-13,24.591984183537306,25.61000061035156 2023-04-14,24.640714442958078,25.5 2023-04-17,24.58422089400316,24.600000381469727 2023-04-18,24.554362563510573,24.559999465942383 2023-04-19,24.544478461054105,24.540000915527344 2023-04-20,24.421846166177613,24.32999992370605 2023-04-21,24.345146863236227,24.270000457763672 2023-04-24,24.31148376945002,24.200000762939453 2023-04-25,24.23121414577427,24.07999992370605 2023-04-26,24.01826602216847,23.770000457763672 2023-04-27,23.93676305356042,23.690000534057617 2023-04-28,23.886442470624363,23.809999465942383 2023-05-01,23.75436199367668,23.76000022888184 2023-05-02,23.54447806418451,23.15999984741211 2023-05-03,23.34548219123086,22.93000030517578 2023-05-04,23.18812170959549,22.520000457763672 2023-05-05,23.093917776267933,22.780000686645508 2023-05-08,22.84229619594152,23.06999969482422 2023-05-09,22.738242425363726,22.309999465942383 2023-05-10,22.720380055233672,22.86000061035156 2023-05-11,22.594856533672186,22.559999465942383 2023-05-12,22.506700911250253,22.40999984741211 2023-05-15,22.41275524940805,22.32999992370605 2023-05-16,22.12861800069199,22.030000686645508 2023-05-17,21.914323957464255,21.209999084472656 2023-05-18,21.722628803443765,20.8799991607666 2023-05-19,21.55669619662533,21.13999938964844 2023-05-22,21.48456958767747,21.170000076293945 2023-05-23,21.35282970426008,21.149999618530277 2023-05-24,21.154133436009488,20.700000762939453 2023-05-25,20.935200222724028,20.26000022888184 2023-05-26,20.74152760754391,19.950000762939453 2023-05-30,20.58852251863234,20.34000015258789 2023-05-31,20.434245655447945,19.950000762939453 2023-06-01,20.33347356550588,20.11000061035156 2023-06-02,20.307387559788012,20.350000381469727 2023-06-05,20.266044353227656,20.46999931335449 2023-06-06,20.24130886368928,20.43000030517578 2023-06-07,20.321070943959555,20.700000762939453 2023-06-08,20.337239835496383,20.71999931335449 2023-06-09,20.292287165876658,20.530000686645508 2023-06-12,20.291871483994964,20.40999984741211 2023-06-13,20.38971301848789,20.86000061035156 2023-06-14,20.453401518966118,21.07999992370605 2023-06-15,20.641873928448305,21.549999237060547 2023-06-16,20.768805969200958,21.670000076293945 2023-06-20,20.812659470961115,21.25 2023-06-21,20.843084938465697,21.15999984741211 2023-06-22,20.855251285546863,20.920000076293945 2023-06-23,20.777932925479394,20.84000015258789 " 3301,US,technical,"From December 19, 2021 to August 26, 2022, what proportion of days had Royal Caribbean Group's open price greater than its 5-day Exponential Moving Average line? (Unit: %) (Smoothing factor alpha = 2 / (n + 1); Require 4n data points to warm up; Use the first data point as the initial value) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",48.1481,medium,moving average,"EMA_t = \alpha * P_t + (1 - \alpha) * EMA_{t-1}, \quad \alpha = 2 / (n + 1)","date,close,high,open 2021-11-19,80.47000122070312,82.0199966430664,82.0 2021-11-22,79.2699966430664,81.81999969482422,81.0 2021-11-23,78.83999633789062,80.47000122070312,79.95999908447266 2021-11-24,78.33999633789062,79.94999694824219,78.18000030517578 2021-11-26,67.9800033569336,71.52999877929688,71.02999877929688 2021-11-29,69.88999938964844,72.5199966430664,72.12999725341797 2021-11-30,69.81999969482422,70.16000366210938,68.77999877929688 2021-12-01,64.2699966430664,72.37999725341797,71.01000213623047 2021-12-02,68.87999725341797,69.30000305175781,66.0 2021-12-03,66.76000213623047,69.11000061035156,68.0 2021-12-06,72.25,74.43000030517578,68.69999694824219 2021-12-07,71.63999938964844,74.44999694824219,72.95999908447266 2021-12-08,75.37000274658203,77.5,73.20999908447266 2021-12-09,74.69999694824219,75.41999816894531,73.23999786376953 2021-12-10,75.5,75.98999786376953,75.69999694824219 2021-12-13,72.1500015258789,74.0999984741211,73.88999938964844 2021-12-14,71.5999984741211,73.30000305175781,71.12000274658203 2021-12-15,70.62999725341797,71.41000366210938,71.2300033569336 2021-12-16,68.80000305175781,72.3499984741211,71.19999694824219 2021-12-17,72.41000366210938,73.23999786376953,68.61000061035156 2021-12-20,72.66000366210938,74.55999755859375,70.1500015258789 2021-12-21,76.56999969482422,77.20999908447266,74.30000305175781 2021-12-22,79.45999908447266,79.95999908447266,76.3499984741211 2021-12-23,79.52999877929688,80.56999969482422,80.4800033569336 2021-12-27,78.45999908447266,78.77999877929688,76.77999877929688 2021-12-28,78.25,80.05000305175781,77.54000091552734 2021-12-29,78.22000122070312,78.77999877929688,77.44000244140625 2021-12-30,77.3499984741211,79.94000244140625,78.08000183105469 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2022-05-17,62.56329255002325,63.09999847412109 2022-05-18,61.575527858055864,62.119998931884766 2022-05-19,60.19368534042918,58.59999847412109 2022-05-20,58.59912350942349,58.09999847412109 2022-05-23,57.52608269565408,55.40999984741211 2022-05-24,54.9273883111815,54.38999938964844 2022-05-25,53.64825892498364,49.119998931884766 2022-05-26,54.27550554308806,52.0 2022-05-27,55.580336570961705,56.25 2022-05-31,56.410224278915884,57.77999877929688 2022-06-01,56.130149417552,58.09000015258789 2022-06-02,56.67009961170134,55.5099983215332 2022-06-03,56.55673368481912,56.68999862670898 2022-06-06,56.63782220223293,57.0099983215332 2022-06-07,56.67188202764422,55.7599983215332 2022-06-08,55.72458862878105,55.75 2022-06-09,53.60639206314896,53.70000076293945 2022-06-10,50.987594708765975,48.04999923706055 2022-06-13,47.758396218197504,44.16999816894531 2022-06-14,45.00226470495394,41.88999938964844 2022-06-15,43.23150934553895,39.91999816894531 2022-06-16,40.54100617949668,38.36000061035156 2022-06-17,39.46067053201797,35.5099983215332 2022-06-21,38.65044661444428,37.81999969482422 2022-06-22,37.996963951865844,36.310001373291016 2022-06-23,37.35464253285197,36.470001220703125 2022-06-24,38.823094462412385,36.560001373291016 2022-06-27,39.32539691862649,41.7400016784668 2022-06-28,39.596931075633805,40.709999084472656 2022-06-29,38.404620869677096,38.720001220703125 2022-06-30,37.23974719558877,35.18000030517578 2022-07-01,36.58983176890163,34.869998931884766 2022-07-05,36.493220924954606,33.970001220703125 2022-07-06,35.55881349220607,36.0 2022-07-07,35.53920899480405,34.41999816894531 2022-07-08,35.172805538772366,35.220001220703125 2022-07-11,34.31187041004421,33.970001220703125 2022-07-12,33.98458088371437,32.400001525878906 2022-07-13,33.529720233104506,32.2400016784668 2022-07-14,32.779813717618175,31.959999084472656 2022-07-15,32.773208585589856,31.82999992370605 2022-07-18,33.30213926051043,33.939998626708984 2022-07-19,34.32142637712414,35.75 2022-07-20,35.86761727957365,36.27000045776367 2022-07-21,35.82841151971577,35.97999954223633 2022-07-22,35.50894065710544,36.459999084472656 2022-07-25,35.145959827718734,34.900001525878906 2022-07-26,34.470639529107416,34.06999969482422 2022-07-27,34.617092968542316,34.119998931884766 2022-07-28,35.698062182478736,36.36000061035156 2022-07-29,36.70204114981004,37.0 2022-08-01,36.39802773838248,36.77000045776367 2022-08-02,36.48535177472569,35.400001525878906 2022-08-03,37.27023456734643,37.04999923706055 2022-08-04,37.996823299210774,39.119998931884766 2022-08-05,38.55454825578896,38.7599983215332 2022-08-08,39.11303201793808,40.45000076293945 2022-08-09,38.7320217521931,38.91999816894531 2022-08-10,39.714681269854,39.81999969482422 2022-08-11,40.38312125347038,43.34999847412109 2022-08-12,41.045413812941845,42.02000045776367 2022-08-15,41.493609005177376,41.900001525878906 2022-08-16,42.355739947136485,42.29999923706055 2022-08-17,42.19049350154151,42.7599983215332 2022-08-18,42.06366279212468,41.68000030517578 2022-08-19,41.259109036709425,40.72999954223633 2022-08-22,40.09940561757192,38.33000183105469 2022-08-23,39.71960343987217,38.25 2022-08-24,40.45973516881777,39.0099983215332 2022-08-25,41.679823089840106,42.47999954223633 2022-08-26,41.88654847224692,43.9900016784668 " 3302,US,technical,"During September 19, 2025 to October 02, 2025, what percentage of trading days had EOG Resources's high less the 60-day Exponential Moving Average line? (Smoothing factor alpha = 2 / (n + 1); Require 4n data points to warm up; Use the first data point as the initial value) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",54.4503,medium,moving average,"EMA_t = \alpha * P_t + (1 - \alpha) * EMA_{t-1}, \quad \alpha = 2 / (n + 1)","date,close,high,open 2024-10-03,130.7899932861328,131.0399932861328,128.66000366210938 2024-10-04,133.1199951171875,133.25999450683594,132.0 2024-10-07,134.24000549316406,135.5,133.25 2024-10-08,130.3699951171875,132.58999633789062,132.5 2024-10-09,130.9600067138672,131.35000610351562,130.3800048828125 2024-10-10,132.19000244140625,132.61000061035156,131.8699951171875 2024-10-11,132.4499969482422,133.57000732421875,131.67999267578125 2024-10-14,131.47000122070312,132.05999755859375,131.3699951171875 2024-10-15,127.27999877929688,128.85000610351562,127.93000030517578 2024-10-16,127.36000061035156,127.98999786376952,127.37000274658205 2024-10-17,127.04000091552734,127.58999633789062,126.83999633789062 2024-10-18,126.62000274658205,127.0,126.66999816894533 2024-10-21,125.70999908447266,128.11000061035156,127.8499984741211 2024-10-22,125.06999969482422,126.5199966430664,126.23999786376952 2024-10-23,124.7300033569336,125.16000366210938,124.9000015258789 2024-10-24,124.44000244140624,125.48999786376952,125.18000030517578 2024-10-25,123.16999816894533,125.73999786376952,125.27999877929688 2024-10-28,122.06999969482422,122.63999938964844,119.75 2024-10-29,120.48999786376952,122.08000183105467,122.06999969482422 2024-10-30,120.5199966430664,121.47000122070312,121.47000122070312 2024-10-31,121.95999908447266,122.56999969482422,121.52999877929688 2024-11-01,120.83999633789062,122.97000122070312,122.83999633789062 2024-11-04,122.93000030517578,123.4499969482422,122.02999877929688 2024-11-05,122.11000061035156,123.54000091552734,123.2300033569336 2024-11-06,127.1999969482422,128.74000549316406,125.55999755859376 2024-11-07,126.45999908447266,127.5999984741211,127.1999969482422 2024-11-08,134.1199951171875,134.97999572753906,131.63999938964844 2024-11-11,133.10000610351562,135.08999633789062,133.47999572753906 2024-11-12,133.1300048828125,133.82000732421875,133.10000610351562 2024-11-13,134.35000610351562,134.75999450683594,134.0399932861328 2024-11-14,135.19000244140625,135.39999389648438,135.0 2024-11-15,134.55999755859375,136.85000610351562,135.00999450683594 2024-11-18,136.5399932861328,137.2100067138672,136.32000732421875 2024-11-19,135.17999267578125,136.75999450683594,135.3300018310547 2024-11-20,136.22999572753906,136.4600067138672,134.67999267578125 2024-11-21,135.5,137.72000122070312,136.9199981689453 2024-11-22,136.35000610351562,136.83999633789062,135.0 2024-11-25,131.97999572753906,137.1999969482422,136.38999938964844 2024-11-26,132.5399932861328,133.0800018310547,132.2899932861328 2024-11-27,133.08999633789062,134.61000061035156,132.75 2024-11-29,133.25999450683594,134.6699981689453,133.5 2024-12-02,131.24000549316406,133.72000122070312,133.5 2024-12-03,131.8000030517578,132.69000244140625,132.3800048828125 2024-12-04,129.52999877929688,131.88999938964844,131.63999938964844 2024-12-05,130.02000427246094,131.85000610351562,129.8800048828125 2024-12-06,127.80999755859376,129.74000549316406,129.11000061035156 2024-12-09,127.8499984741211,129.5500030517578,129.2899932861328 2024-12-10,126.61000061035156,129.36000061035156,128.77999877929688 2024-12-11,127.55999755859376,128.11000061035156,126.6500015258789 2024-12-12,126.56999969482422,127.58000183105467,127.4499969482422 2024-12-13,126.7699966430664,127.20999908447266,126.58000183105467 2024-12-16,124.62000274658205,126.87999725341795,126.1999969482422 2024-12-17,123.1500015258789,124.8499984741211,123.94000244140624 2024-12-18,119.62999725341795,123.77999877929688,123.1500015258789 2024-12-19,118.22000122070312,121.08000183105467,120.69000244140624 2024-12-20,119.04000091552734,119.91999816894533,117.62000274658205 2024-12-23,119.8499984741211,120.23999786376952,118.66000366210938 2024-12-24,120.83000183105467,120.9800033569336,120.16000366210938 2024-12-26,120.41000366210938,120.9800033569336,120.9000015258789 2024-12-27,120.4000015258789,121.72000122070312,120.0999984741211 2024-12-30,120.58000183105467,121.31999969482422,120.70999908447266 2024-12-31,122.58000183105467,122.81999969482422,120.88999938964844 2025-01-02,124.70999908447266,125.61000061035156,124.0 2025-01-03,126.56999969482422,126.94000244140624,125.62000274658205 2025-01-06,126.38999938964844,128.50999450683594,127.0 2025-01-07,127.55999755859376,128.60000610351562,126.9800033569336 2025-01-08,128.4600067138672,128.88999938964844,127.73999786376952 2025-01-10,131.41000366210938,134.83999633789062,131.27999877929688 2025-01-13,134.49000549316406,135.9199981689453,131.91000366210938 2025-01-14,135.77000427246094,135.97999572753906,133.72000122070312 2025-01-15,137.05999755859375,137.22000122070312,135.9199981689453 2025-01-16,138.0500030517578,138.17999267578125,136.27999877929688 2025-01-17,136.5800018310547,137.86000061035156,136.85000610351562 2025-01-21,136.0399932861328,136.44000244140625,134.92999267578125 2025-01-22,134.02000427246094,136.1999969482422,135.80999755859375 2025-01-23,133.97999572753906,135.55999755859375,134.8300018310547 2025-01-24,131.82000732421875,134.83999633789062,134.52000427246094 2025-01-27,131.9600067138672,134.69000244140625,132.02999877929688 2025-01-28,130.25,133.1999969482422,132.4199981689453 2025-01-29,130.22999572753906,130.7899932861328,129.91000366210938 2025-01-30,129.77999877929688,131.27000427246094,130.85000610351562 2025-01-31,125.79000091552734,129.69000244140625,129.52999877929688 2025-02-03,126.4000015258789,127.01000213623048,126.3000030517578 2025-02-04,128.1199951171875,129.32000732421875,125.0 2025-02-05,127.6999969482422,128.75999450683594,127.8000030517578 2025-02-06,126.68000030517578,128.74000549316406,128.3300018310547 2025-02-07,126.5,127.75,126.87000274658205 2025-02-10,130.55999755859375,130.82000732421875,127.44000244140624 2025-02-11,132.2899932861328,133.63999938964844,131.27000427246094 2025-02-12,128.83999633789062,133.77999877929688,132.0800018310547 2025-02-13,129.02000427246094,129.1300048828125,128.6999969482422 2025-02-14,129.30999755859375,131.94000244140625,129.4199981689453 2025-02-18,130.94000244140625,132.0500030517578,130.42999267578125 2025-02-19,134.52999877929688,134.8800048828125,132.0 2025-02-20,135.6699981689453,135.8699951171875,134.52999877929688 2025-02-21,133.0800018310547,135.13999938964844,134.7100067138672 2025-02-24,133.6300048828125,133.91000366210938,133.14999389648438 2025-02-25,131.32000732421875,134.49000549316406,133.32000732421875 2025-02-26,129.83999633789062,131.7100067138672,131.05999755859375 2025-02-27,130.61000061035156,132.08999633789062,131.02000427246094 2025-02-28,126.94000244140624,128.82000732421875,128.10000610351562 2025-03-03,120.54000091552734,126.97000122070312,126.93000030517578 2025-03-04,122.11000061035156,123.87000274658205,119.13999938964844 2025-03-05,121.8499984741211,122.26000213623048,120.0 2025-03-06,122.19000244140624,123.5,122.20999908447266 2025-03-07,125.26000213623048,125.68000030517578,122.98999786376952 2025-03-10,125.88999938964844,128.80999755859375,126.77999877929688 2025-03-11,124.48999786376952,127.43000030517578,126.94000244140624 2025-03-12,124.2699966430664,126.0,124.0500030517578 2025-03-13,121.08999633789062,124.58000183105467,123.12999725341795 2025-03-14,123.91999816894533,124.16999816894533,121.0 2025-03-17,123.58000183105467,124.70999908447266,123.8000030517578 2025-03-18,122.56999969482422,124.75,124.70999908447266 2025-03-19,124.94000244140624,125.51000213623048,122.73999786376952 2025-03-20,124.3000030517578,125.48999786376952,123.9499969482422 2025-03-21,125.16999816894533,125.16999816894533,123.54000091552734 2025-03-24,128.27000427246094,129.19000244140625,125.25 2025-03-25,127.37999725341795,129.55999755859375,128.39999389648438 2025-03-26,129.17999267578125,130.52000427246094,128.75 2025-03-27,126.7300033569336,129.05999755859375,128.9199981689453 2025-03-28,126.58999633789062,126.9499969482422,126.54000091552734 2025-03-31,128.24000549316406,129.63999938964844,126.61000061035156 2025-04-01,129.3000030517578,129.5,127.76000213623048 2025-04-02,129.97000122070312,130.41000366210938,128.27999877929688 2025-04-03,119.88999938964844,125.29000091552734,122.73999786376952 2025-04-04,110.5500030517578,116.61000061035156,115.58000183105467 2025-04-07,109.02999877929688,113.56999969482422,107.27999877929688 2025-04-08,104.95999908447266,112.01000213623048,110.76000213623048 2025-04-09,114.0500030517578,115.68000030517578,102.54000091552734 2025-04-10,104.61000061035156,111.83999633789062,110.0 2025-04-11,108.54000091552734,109.62000274658205,105.83999633789062 2025-04-14,107.63999938964844,111.5,111.16000366210938 2025-04-15,107.4800033569336,109.0999984741211,107.73999786376952 2025-04-16,108.23999786376952,110.16000366210938,107.1500015258789 2025-04-17,110.5,112.68000030517578,109.68000030517578 2025-04-21,109.11000061035156,109.31999969482422,108.58000183105467 2025-04-22,111.31999969482422,112.45999908447266,110.8499984741211 2025-04-23,111.56999969482422,113.66999816894533,112.5 2025-04-24,113.45999908447266,113.79000091552734,112.83000183105467 2025-04-25,113.06999969482422,113.52999877929688,112.29000091552734 2025-04-28,114.13999938964844,114.5500030517578,112.87999725341795 2025-04-29,112.93000030517578,114.04000091552734,113.19000244140624 2025-04-30,110.33000183105467,112.0,112.0 2025-05-01,111.68000030517578,113.3000030517578,109.54000091552734 2025-05-02,110.86000061035156,112.13999938964844,111.12000274658205 2025-05-05,108.5199966430664,109.25,108.86000061035156 2025-05-06,108.72000122070312,110.2300033569336,109.48999786376952 2025-05-07,107.97000122070312,109.33999633789062,109.33999633789062 2025-05-08,109.70999908447266,112.12000274658205,109.04000091552734 2025-05-09,111.12000274658205,111.1500015258789,110.4800033569336 2025-05-12,114.05999755859376,117.16999816894533,116.0500030517578 2025-05-13,116.6500015258789,117.7699966430664,114.62999725341795 2025-05-14,115.58999633789062,116.1999969482422,115.27999877929688 2025-05-15,115.86000061035156,115.9800033569336,113.91000366210938 2025-05-16,115.5,116.70999908447266,116.51000213623048 2025-05-19,113.9499969482422,114.62999725341795,114.25 2025-05-20,112.58000183105467,114.31999969482422,114.06999969482422 2025-05-21,111.37999725341795,113.18000030517578,112.86000061035156 2025-05-22,110.79000091552734,111.44000244140624,110.41000366210938 2025-05-23,110.18000030517578,110.5999984741211,109.30999755859376 2025-05-27,111.2300033569336,111.48999786376952,110.61000061035156 2025-05-28,110.4499969482422,112.6999969482422,112.6999969482422 2025-05-29,109.87999725341795,111.02999877929688,110.45999908447266 2025-05-30,108.56999969482422,109.51000213623048,108.5 2025-06-02,111.33999633789062,111.80999755859376,111.11000061035156 2025-06-03,112.81999969482422,113.88999938964844,111.36000061035156 2025-06-04,110.7699966430664,114.52999877929688,112.95999908447266 2025-06-05,111.02999877929688,112.08000183105467,111.91999816894533 2025-06-06,114.0500030517578,114.6999969482422,112.69000244140624 2025-06-09,114.33000183105467,115.27999877929688,114.1999969482422 2025-06-10,117.87999725341795,119.5199966430664,116.33999633789062 2025-06-11,119.91999816894533,120.58000183105467,118.9499969482422 2025-06-12,120.58999633789062,120.76000213623048,119.26000213623048 2025-06-13,125.27999877929688,125.87999725341795,125.23999786376952 2025-06-16,123.18000030517578,124.87000274658205,123.38999938964844 2025-06-17,124.63999938964844,125.95999908447266,124.58999633789062 2025-06-18,123.77999877929688,126.7300033569336,125.0 2025-06-20,125.31999969482422,125.95999908447266,123.98999786376952 2025-06-23,121.98999786376952,127.80999755859376,126.86000061035156 2025-06-24,120.68000030517578,122.2699966430664,120.87999725341795 2025-06-25,119.81999969482422,121.18000030517578,120.23999786376952 2025-06-26,121.12999725341795,121.16000366210938,120.0 2025-06-27,120.8000030517578,121.13999938964844,121.0 2025-06-30,119.61000061035156,120.4000015258789,120.0 2025-07-01,121.19000244140624,121.63999938964844,119.97000122070312 2025-07-02,122.87999725341795,123.26000213623048,123.1999969482422 2025-07-03,123.1500015258789,123.70999908447266,122.87000274658205 2025-07-07,119.61000061035156,122.68000030517578,122.18000030517578 2025-07-08,123.9499969482422,125.08000183105467,119.72000122070312 2025-07-09,121.88999938964844,123.94000244140624,122.9800033569336 2025-07-10,121.7300033569336,122.27999877929688,121.12999725341795 2025-07-11,123.04000091552734,123.56999969482422,121.86000061035156 2025-07-14,122.5999984741211,123.0,122.61000061035156 2025-07-15,119.70999908447266,122.81999969482422,122.58999633789062 2025-07-16,118.8000030517578,120.08999633789062,119.70999908447266 2025-07-17,118.43000030517578,118.62000274658205,117.22000122070312 2025-07-18,117.68000030517578,119.68000030517578,118.98999786376952 2025-07-21,116.48999786376952,118.13999938964844,118.0199966430664 2025-07-22,117.93000030517578,118.41000366210938,116.70999908447266 2025-07-23,118.87999725341795,119.0500030517578,118.31999969482422 2025-07-24,119.0500030517578,119.6999969482422,118.77999877929688 2025-07-25,118.38999938964844,119.33000183105467,119.05999755859376 2025-07-28,121.6500015258789,121.72000122070312,119.73999786376952 2025-07-29,123.1500015258789,123.22000122070312,122.0 2025-07-30,121.23999786376952,122.86000061035156,122.2300033569336 2025-07-31,120.0199966430664,122.63999938964844,120.29000091552734 2025-08-01,116.5999984741211,119.9000015258789,119.45999908447266 2025-08-04,117.01000213623048,117.56999969482422,115.93000030517578 2025-08-05,117.77999877929688,118.06999969482422,117.22000122070312 2025-08-06,116.58999633789062,119.94000244140624,118.95999908447266 2025-08-07,115.97000122070312,119.20999908447266,117.16000366210938 2025-08-08,116.27999877929688,117.63999938964844,116.29000091552734 2025-08-11,116.83999633789062,117.86000061035156,116.9000015258789 2025-08-12,118.01000213623048,119.93000030517578,117.06999969482422 2025-08-13,119.47000122070312,119.47000122070312,118.0 2025-08-14,119.79000091552734,120.02999877929688,118.77999877929688 2025-08-15,118.98999786376952,120.7699966430664,119.81999969482422 2025-08-18,117.7300033569336,118.52999877929688,118.36000061035156 2025-08-19,117.31999969482422,118.5500030517578,117.04000091552734 2025-08-20,118.36000061035156,118.80999755859376,117.73999786376952 2025-08-21,118.51000213623048,118.81999969482422,118.12999725341795 2025-08-22,121.11000061035156,121.41000366210938,119.04000091552734 2025-08-25,121.43000030517578,121.62999725341795,120.5999984741211 2025-08-26,121.3000030517578,121.73999786376952,120.58999633789062 2025-08-27,122.87999725341795,123.4800033569336,120.88999938964844 2025-08-28,124.33999633789062,124.5500030517578,122.97000122070312 2025-08-29,124.81999969482422,125.63999938964844,124.2699966430664 2025-09-02,126.0999984741211,126.12000274658205,124.4800033569336 2025-09-03,120.58000183105467,125.77999877929688,124.91000366210938 2025-09-04,121.5999984741211,122.26000213623048,120.37999725341795 2025-09-05,117.93000030517578,120.56999969482422,119.91000366210938 2025-09-08,117.6500015258789,118.41999816894533,117.8499984741211 2025-09-09,117.30999755859376,119.75,118.37999725341795 2025-09-10,120.26000213623048,120.29000091552734,117.75 2025-09-11,120.0,120.4000015258789,119.08000183105467 2025-09-12,118.16000366210938,121.0199966430664,120.7699966430664 2025-09-15,117.54000091552734,118.27999877929688,118.0 2025-09-16,120.83999633789062,121.37999725341795,118.93000030517578 2025-09-17,119.83999633789062,121.20999908447266,119.94000244140624 2025-09-18,118.31999969482422,120.13999938964844,120.0 2025-09-19,116.0,118.41999816894533,118.41999816894533 2025-09-22,115.41000366210938,116.2300033569336,115.66999816894533 2025-09-23,115.66999816894533,119.11000061035156,116.1500015258789 2025-09-24,116.6999969482422,118.62999725341795,116.66000366210938 2025-09-25,117.3000030517578,118.11000061035156,116.61000061035156 2025-09-26,117.30999755859376,119.1999969482422,116.68000030517578 2025-09-29,113.3499984741211,116.55999755859376,116.16000366210938 2025-09-30,112.12000274658205,112.61000061035156,112.0500030517578 2025-10-01,111.2699966430664,111.94000244140624,111.5500030517578 2025-10-02,110.4000015258789,113.31999969482422,111.0999984741211 ","date,60-day,high 2024-12-27,127.45381260095849,121.72000122070312 2024-12-30,127.2284417560436,121.31999969482422 2024-12-31,127.07603388965052,122.81999969482422 2025-01-02,126.99845897800533,125.61000061035156 2025-01-03,126.98441113265513,126.94000244140624 2025-01-06,126.96492222304835,128.50999450683594 2025-01-07,126.98443288978754,128.60000610351562 2025-01-08,127.03281235942949,128.88999938964844 2025-01-10,127.17632682836981,134.83999633789062 2025-01-13,127.41611957147782,135.9199981689453 2025-01-14,127.69001743052644,135.97999572753906 2025-01-15,127.99722989374175,137.22000122070312 2025-01-16,128.3268290136767,138.17999267578125 2025-01-17,128.59742484375465,137.86000061035156 2025-01-21,128.84144348120967,136.44000244140625 2025-01-22,129.01123235961134,136.1999969482422 2025-01-23,129.17414263396964,135.55999755859375 2025-01-24,129.260892295945,134.83999633789062 2025-01-27,129.349387850631,134.69000244140625 2025-01-28,129.37891611782342,133.1999969482422 2025-01-29,129.4068203673223,130.7899932861328 2025-01-30,129.41905572509194,131.27000427246094 2025-01-31,129.30007032149965,129.69000244140625 2025-02-03,129.20498609869242,127.01000213623048 2025-02-04,129.16941262388897,129.32000732421875 2025-02-05,129.121235060753,128.75999450683594 2025-02-06,129.0411945769636,128.74000549316406 2025-02-07,128.95787672198117,127.75 2025-02-10,129.01040527400124,130.82000732421875 2025-02-11,129.11793274980883,133.63999938964844 2025-02-12,129.1088200805656,133.77999877929688 2025-02-13,129.10590808685726,129.1300048828125 2025-02-14,129.11259954494696,131.94000244140625 2025-02-18,129.1725143940112,132.0500030517578 2025-02-19,129.34816961975827,134.8800048828125 2025-02-20,129.55544268694473,135.8699951171875 2025-02-21,129.67100200314505,135.13999938964844 2025-02-24,129.8008053762489,133.91000366210938 2025-02-25,129.8506152761823,134.49000549316406 2025-02-26,129.8502671142711,131.7100067138672 2025-02-27,129.87517640922457,132.08999633789062 2025-02-28,129.77894119716495,128.82000732421875 2025-03-03,129.47602512235716,126.97000122070312 2025-03-04,129.23451612196354,123.87000274658205 2025-03-05,128.9924007892474,122.26000213623048 2025-03-06,128.7693713352198,123.5 2025-03-07,128.65431005000704,125.68000030517578 2025-03-10,128.56367691360182,128.80999755859375 2025-03-11,128.43011366606632,127.43000030517578 2025-03-12,128.2937163866237,126.0 2025-03-13,128.05752884404228,124.58000183105467 2025-03-14,127.92187210059649,124.16999816894533 2025-03-17,127.77951569831643,124.70999908447266 2025-03-18,127.60871189492323,124.75 2025-03-19,127.52121322431611,125.51000213623048 2025-03-20,127.4155997760355,125.48999786376952 2025-03-21,127.34197349383582,125.16999816894533 2025-03-24,127.37240073247926,129.19000244140625 2025-03-25,127.37264979873954,129.55999755859375 2025-03-26,127.4319069422491,130.52000427246094 2025-03-27,127.40889370994367,129.05999755859375 2025-03-28,127.38204461577799,126.9499969482422 2025-03-31,127.41017448061031,129.63999938964844 2025-04-01,127.47213607310694,129.5 2025-04-02,127.55403329106092,130.41000366210938 2025-04-03,127.3027534910146,125.29000091552734 2025-04-04,126.75348298480945,116.61000061035156 2025-04-07,126.17238514200575,113.56999969482422 2025-04-08,125.47689707454565,112.01000213623048 2025-04-09,125.10224481150341,115.68000030517578 2025-04-10,124.43036795244925,111.83999633789062 2025-04-11,123.90937231189443,109.62000274658205 2025-04-14,123.37595024886997,111.5 2025-04-15,122.85477166224909,109.0999984741211 2025-04-16,122.37559875082353,110.16000366210938 2025-04-17,121.98623485735389,112.68000030517578 2025-04-21,121.56406324269807,109.31999969482422 2025-04-22,121.2281923067022,112.45999908447266 2025-04-23,120.91153025385373,113.66999816894533 2025-04-24,120.66721775649697,113.79000091552734 2025-04-25,120.4181286397208,113.52999877929688 2025-04-28,120.21228833643974,114.5500030517578 2025-04-29,119.97352479443109,114.04000091552734 2025-04-30,119.65734371366464,112.0 2025-05-01,119.39579147076337,113.3000030517578 2025-05-02,119.11592947534002,112.13999938964844 2025-05-05,118.76852184149499,109.25 2025-05-06,118.43906214901,110.2300033569336 2025-05-07,118.09581424972126,109.33999633789062 2025-05-08,117.82086949020491,112.12000274658205 2025-05-09,117.60116894123367,111.1500015258789 2025-05-12,117.48506496147498,117.16999816894533 2025-05-13,117.45768583243904,117.7699966430664 2025-05-14,117.3964501113063,116.1999969482422 2025-05-15,117.34607471783237,115.9800033569336 2025-05-16,117.28554767790344,116.70999908447266 2025-05-19,117.17618535889814,114.62999725341795 2025-05-20,117.02549081700163,114.31999969482422 2025-05-21,116.84039266737592,113.18000030517578 2025-05-22,116.64201916731531,111.44000244140624 2025-05-23,116.43014969642549,110.5999984741211 2025-05-27,116.25965309513067,111.48999786376952 2025-05-28,116.06917256572449,112.6999969482422 2025-05-29,115.86624878499313,111.02999877929688 2025-05-30,115.62702750334824,109.51000213623048 2025-06-02,115.48646910448078,111.80999755859376 2025-06-03,115.39904387793464,113.88999938964844 2025-06-04,115.24727183744716,114.52999877929688 2025-06-05,115.10900058963895,112.08000183105467 2025-06-06,115.07427935888875,114.6999969482422 2025-06-09,115.04987681699255,115.27999877929688 2025-06-10,115.1426676509737,119.5199966430664 2025-06-11,115.29930143844818,120.58000183105467 2025-06-12,115.47276684498728,120.76000213623048 2025-06-13,115.79431543299742,125.87999725341795 2025-06-16,116.03646903536392,124.87000274658205 2025-06-17,116.31855199779947,125.95999908447266 2025-06-18,116.56318959719282,126.7300033569336 2025-06-20,116.85029812498401,125.95999908447266 2025-06-23,117.01881287051795,127.80999755859376 2025-06-24,117.13885180280181,122.2699966430664 2025-06-25,117.22675829106483,121.18000030517578 2025-06-26,117.35473333901082,121.16000366210938 2025-06-27,117.46769300172383,121.13999938964844 2025-06-30,117.53793259544932,120.4000015258789 2025-07-01,117.65767259039872,121.63999938964844 2025-07-02,117.82889634984197,123.26000213623048 2025-07-03,118.00335881463006,123.70999908447266 2025-07-07,118.05603559481764,122.68000030517578 2025-07-08,118.24928022935615,125.08000183105467 2025-07-09,118.3686480706772,123.94000244140624 2025-07-10,118.47885644071839,122.27999877929688 2025-07-11,118.62840216120392,123.56999969482422 2025-07-14,118.75861843375858,123.0 2025-07-15,118.78981124197873,122.81999969482422 2025-07-16,118.79014539967639,120.08999633789062 2025-07-17,118.77833736379112,118.62000274658205 2025-07-18,118.74232631268899,119.68000030517578 2025-07-21,118.66847947829818,118.13999938964844 2025-07-22,118.64426704639251,118.41000366210938 2025-07-23,118.65199590563924,119.0500030517578 2025-07-24,118.66504532026607,119.6999969482422 2025-07-25,118.65602742090155,119.33000183105467 2025-07-28,118.75419050631064,121.72000122070312 2025-07-29,118.89831545777189,123.22000122070312 2025-07-30,118.97509193009968,122.86000061035156 2025-07-31,119.00935110101662,122.63999938964844 2025-08-01,118.93035593292169,119.9000015258789 2025-08-04,118.86739351335804,117.56999969482422 2025-08-05,118.83174122699538,118.06999969482422 2025-08-06,118.75824139456572,119.94000244140624 2025-08-07,118.66682368394727,119.20999908447266 2025-08-08,118.58856712969644,117.63999938964844 2025-08-11,118.53123693980116,117.86000061035156 2025-08-12,118.51414727411031,119.93000030517578 2025-08-13,118.54548674776909,119.47000122070312 2025-08-14,118.58629049097428,120.02999877929688 2025-08-15,118.59952679827904,120.7699966430664 2025-08-18,118.57101783298903,118.52999877929688 2025-08-19,118.53000084485247,118.5500030517578 2025-08-20,118.5244270666721,118.80999755859376 2025-08-21,118.52395411813303,118.81999969482422 2025-08-22,118.60874252771396,121.41000366210938 2025-08-25,118.70124278271271,121.62999725341795 2025-08-26,118.78644803743549,121.73999786376952 2025-08-27,118.92066276582835,123.4800033569336 2025-08-28,119.09834583376481,124.5500030517578 2025-08-29,119.28594104232414,125.63999938964844 2025-09-02,119.50935276139944,126.12000274658205 2025-09-03,119.54445600958485,125.77999877929688 2025-09-04,119.61185084448766,122.26000213623048 2025-09-05,119.55670820385448,120.56999969482422 2025-09-08,119.4941932308061,118.41999816894533 2025-09-09,119.42258025794669,119.75 2025-09-10,119.45003671297239,120.29000091552734 2025-09-11,119.46806829615362,120.4000015258789 2025-09-12,119.42518093110299,121.0199966430664 2025-09-15,119.36337175026443,118.27999877929688 2025-09-16,119.41178567117021,121.37999725341795 2025-09-17,119.42582536516103,121.20999908447266 2025-09-18,119.38956878580572,120.13999938964844 2025-09-19,119.27843538299241,118.41999816894533 2025-09-22,119.1516015560782,116.2300033569336 2025-09-23,119.03745062535252,119.11000061035156 2025-09-24,118.96081279987348,118.62999725341795 2025-09-25,118.90636002124673,118.11000061035156 2025-09-26,118.85402026837286,119.1999969482422 2025-09-29,118.67356053741378,116.55999755859376 2025-09-30,118.45868979017338,112.61000061035156 2025-10-01,118.22299493289118,111.94000244140624 2025-10-02,117.96650334577602,113.31999969482422 " 3303,US,technical,"For Uber from September 04, 2022 to January 26, 2023, what percentage of days had the high less than the 5-day Exponential Moving Average line? (Unit: %) (Smoothing factor alpha = 2 / (n + 1); Require 4n data points to warm up; Use the first data point as the initial value) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",80.0,medium,moving average,"EMA_t = \alpha * P_t + (1 - \alpha) * EMA_{t-1}, \quad \alpha = 2 / (n + 1)","date,close,high,open 2022-08-08,31.850000381469727,32.95500183105469,32.33000183105469 2022-08-09,31.059999465942383,31.549999237060547,31.3700008392334 2022-08-10,32.79999923706055,33.189998626708984,32.439998626708984 2022-08-11,32.2400016784668,33.36000061035156,33.15999984741211 2022-08-12,32.470001220703125,32.7599983215332,32.59000015258789 2022-08-15,32.4900016784668,32.90999984741211,32.099998474121094 2022-08-16,32.380001068115234,32.724998474121094,32.08000183105469 2022-08-17,30.71999931335449,31.709999084472656,31.649999618530277 2022-08-18,30.149999618530277,30.6200008392334,30.559999465942383 2022-08-19,29.01000022888184,29.56999969482422,29.5 2022-08-22,28.0,28.80500030517578,28.34000015258789 2022-08-23,27.809999465942383,28.674999237060547,28.059999465942383 2022-08-24,28.709999084472656,29.21999931335449,27.93000030517578 2022-08-25,29.6200008392334,29.63999938964844,28.88999938964844 2022-08-26,28.57999992370605,29.709999084472656,29.51000022888184 2022-08-29,28.739999771118164,29.190000534057617,28.100000381469727 2022-08-30,28.709999084472656,29.290000915527344,29.18000030517578 2022-08-31,28.76000022888184,29.8799991607666,29.11000061035156 2022-09-01,28.920000076293945,28.950000762939453,28.170000076293945 2022-09-02,29.049999237060547,29.63500022888184,29.5 2022-09-06,28.88999938964844,29.3700008392334,29.34000015258789 2022-09-07,30.030000686645508,30.149999618530277,28.90999984741211 2022-09-08,30.68000030517578,30.899999618530277,29.420000076293945 2022-09-09,31.780000686645508,32.04999923706055,31.0 2022-09-12,32.5,32.619998931884766,31.950000762939453 2022-09-13,31.31999969482422,31.780000686645508,30.690000534057617 2022-09-14,33.04999923706055,33.13999938964844,31.25 2022-09-15,33.130001068115234,34.32500076293945,32.95000076293945 2022-09-16,31.93000030517578,32.14500045776367,30.959999084472656 2022-09-19,31.489999771118164,31.979999542236328,31.440000534057617 2022-09-20,31.489999771118164,32.560001373291016,31.489999771118164 2022-09-21,30.46999931335449,31.674999237060547,31.450000762939453 2022-09-22,28.57999992370605,30.190000534057617,30.190000534057617 2022-09-23,27.81999969482422,28.34000015258789,28.01000022888184 2022-09-26,26.88999938964844,28.15999984741211,27.709999084472656 2022-09-27,27.56999969482422,28.489999771118164,27.670000076293945 2022-09-28,28.040000915527344,28.15999984741211,27.43000030517578 2022-09-29,26.420000076293945,27.71999931335449,27.65999984741211 2022-09-30,26.5,27.309999465942383,26.15999984741211 2022-10-03,26.71999931335449,26.899999618530277,26.76000022888184 2022-10-04,29.190000534057617,29.25,27.625 2022-10-05,29.18000030517578,29.649999618530277,28.479999542236328 2022-10-06,29.729999542236328,30.239999771118164,29.200000762939453 2022-10-07,28.06999969482422,28.86000061035156,28.82999992370605 2022-10-10,27.530000686645508,28.450000762939453,28.239999771118164 2022-10-11,24.65999984741211,26.049999237060547,25.545000076293945 2022-10-12,25.979999542236328,26.114999771118164,25.049999237060547 2022-10-13,25.0,26.024999618530277,24.46999931335449 2022-10-14,24.709999084472656,26.06999969482422,25.649999618530277 2022-10-17,25.940000534057617,26.26499938964844,25.26000022888184 2022-10-18,27.61000061035156,27.709999084472656,27.06999969482422 2022-10-19,27.530000686645508,27.729999542236328,27.059999465942383 2022-10-20,27.8700008392334,28.68000030517578,27.31999969482422 2022-10-21,28.020000457763672,28.434999465942383,27.5 2022-10-24,27.649999618530277,27.979999542236328,27.709999084472656 2022-10-25,28.36000061035156,28.545000076293945,28.0 2022-10-26,28.200000762939453,28.979999542236328,28.170000076293945 2022-10-27,27.81999969482422,28.76000022888184,28.399999618530277 2022-10-28,27.5,27.8799991607666,27.809999465942383 2022-10-31,26.56999969482422,27.729999542236328,27.61000061035156 2022-11-01,29.75,31.0,30.06999969482422 2022-11-02,28.809999465942383,30.15999984741211,29.56999969482422 2022-11-03,28.729999542236328,29.520000457763672,28.030000686645508 2022-11-04,28.38999938964844,29.725000381469727,29.440000534057617 2022-11-07,27.690000534057617,28.825000762939453,28.70499992370605 2022-11-08,27.440000534057617,28.32999992370605,27.56999969482422 2022-11-09,26.549999237060547,28.0049991607666,27.309999465942383 2022-11-10,28.850000381469727,29.31999969482422,28.3799991607666 2022-11-11,29.149999618530277,30.434999465942383,28.950000762939453 2022-11-14,29.06999969482422,29.700000762939453,28.850000381469727 2022-11-15,31.56999969482422,31.815000534057617,30.25 2022-11-16,30.040000915527344,31.15999984741211,30.950000762939453 2022-11-17,28.8799991607666,29.5,29.100000381469727 2022-11-18,28.959999084472656,29.405000686645508,29.209999084472656 2022-11-21,28.25,28.709999084472656,28.520000457763672 2022-11-22,28.07999992370605,28.32999992370605,28.270000457763672 2022-11-23,28.790000915527344,28.940000534057617,28.36000061035156 2022-11-25,28.5,28.8799991607666,28.709999084472656 2022-11-28,27.76000022888184,28.655000686645508,28.11000061035156 2022-11-29,27.76000022888184,28.229999542236328,28.049999237060547 2022-11-30,29.13999938964844,29.13999938964844,27.799999237060547 2022-12-01,28.34000015258789,29.600000381469727,29.21999931335449 2022-12-02,28.75,28.780000686645508,27.3799991607666 2022-12-05,27.700000762939453,28.86000061035156,28.40999984741211 2022-12-06,26.920000076293945,27.86000061035156,27.700000762939453 2022-12-07,26.399999618530277,26.8700008392334,26.61000061035156 2022-12-08,26.450000762939453,27.030000686645508,26.520000457763672 2022-12-09,26.549999237060547,26.959999084472656,26.399999618530277 2022-12-12,27.030000686645508,27.229999542236328,26.420000076293945 2022-12-13,26.979999542236328,28.45499992370605,28.030000686645508 2022-12-14,27.46999931335449,27.81999969482422,27.06999969482422 2022-12-15,26.239999771118164,27.11000061035156,26.979999542236328 2022-12-16,25.96999931335449,26.450000762939453,26.059999465942383 2022-12-19,24.950000762939453,26.020000457763672,26.020000457763672 2022-12-20,24.959999084472656,25.280000686645508,24.71999931335449 2022-12-21,25.36000061035156,25.670000076293945,25.149999618530277 2022-12-22,24.63999938964844,25.100000381469727,24.93000030517578 2022-12-23,24.63999938964844,24.725000381469727,24.459999084472656 2022-12-27,24.399999618530277,24.700000762939453,24.290000915527344 2022-12-28,24.59000015258789,24.71999931335449,24.209999084472656 2022-12-29,24.90999984741211,25.375,24.75 2022-12-30,24.729999542236328,24.850000381469727,24.420000076293945 2023-01-03,25.36000061035156,25.75,25.3700008392334 2023-01-04,25.90999984741211,25.96999931335449,25.729999542236328 2023-01-05,25.549999237060547,26.01000022888184,25.729999542236328 2023-01-06,26.399999618530277,26.540000915527344,25.86000061035156 2023-01-09,27.399999618530277,28.049999237060547,27.299999237060547 2023-01-10,28.040000915527344,28.25,27.399999618530277 2023-01-11,28.350000381469727,28.520000457763672,28.239999771118164 2023-01-12,29.030000686645508,29.184999465942383,28.850000381469727 2023-01-13,29.440000534057617,29.5,28.68000030517578 2023-01-17,29.200000762939453,29.780000686645508,29.440000534057617 2023-01-18,28.959999084472656,30.09000015258789,29.950000762939453 2023-01-19,29.030000686645508,29.28499984741211,28.46999931335449 2023-01-20,30.36000061035156,30.38999938964844,29.299999237060547 2023-01-23,30.530000686645508,31.11000061035156,30.6299991607666 2023-01-24,29.93000030517578,31.200000762939453,28.51000022888184 2023-01-25,30.290000915527344,30.399999618530277,29.21999931335449 2023-01-26,30.020000457763672,30.64699935913086,30.530000686645508 ","date,5-day,high 2022-08-12,32.20605007218727,32.7599983215332 2022-08-15,32.30070060761378,32.90999984741211 2022-08-16,32.3271340944476,32.724998474121094 2022-08-17,31.791422500749896,31.709999084472656 2022-08-18,31.244281540010025,30.6200008392334 2022-08-19,30.499521102967297,29.56999969482422 2022-08-22,29.6663474019782,28.80500030517578 2022-08-23,29.04756475663293,28.674999237060547 2022-08-24,28.93504286591284,29.21999931335449 2022-08-25,29.163362190353027,29.63999938964844 2022-08-26,28.968908101470703,29.709999084472656 2022-08-29,28.892605324686524,29.190000534057617 2022-08-30,28.831736577948572,29.290000915527344 2022-08-31,28.807824461592997,29.8799991607666 2022-09-01,28.845216333159982,28.950000762939453 2022-09-02,28.91347730112684,29.63500022888184 2022-09-06,28.905651330634043,29.3700008392334 2022-09-07,29.280434449304533,30.149999618530277 2022-09-08,29.746956401261617,30.899999618530277 2022-09-09,30.424637829722915,32.04999923706055 2022-09-12,31.116425219815277,32.619998931884766 2022-09-13,31.18428337815159,31.780000686645508 2022-09-14,31.806188664454577,33.13999938964844 2022-09-15,32.2474594656748,34.32500076293945 2022-09-16,32.14163974550846,32.14500045776367 2022-09-19,31.924426420711697,31.979999542236328 2022-09-20,31.779617537513857,32.560001373291016 2022-09-21,31.343078129460736,31.674999237060547 2022-09-22,30.422052060875842,30.190000534057617 2022-09-23,29.55470127219197,28.34000015258789 2022-09-26,28.666467311344128,28.15999984741211 2022-09-27,28.300978105837494,28.489999771118164 2022-09-28,28.213985709067444,28.15999984741211 2022-09-29,27.615990498142946,27.71999931335449 2022-09-30,27.243993665428633,27.309999465942383 2022-10-03,27.06932888140392,26.899999618530277 2022-10-04,27.776219432288485,29.25 2022-10-05,28.244146389917585,29.649999618530277 2022-10-06,28.739430774023834,30.239999771118164 2022-10-07,28.516287080957298,28.86000061035156 2022-10-10,28.18752494952004,28.450000762939453 2022-10-11,27.0116832488174,26.049999237060547 2022-10-12,26.667788679957045,26.114999771118164 2022-10-13,26.111859119971363,26.024999618530277 2022-10-14,25.644572441471794,26.06999969482422 2022-10-17,25.743048472333736,26.26499938964844 2022-10-18,26.365365851673012,27.709999084472656 2022-10-19,26.753577463330515,27.729999542236328 2022-10-20,27.12571858863148,28.68000030517578 2022-10-21,27.42381254500888,28.434999465942383 2022-10-24,27.49920823618268,27.979999542236328 2022-10-25,27.786139027572307,28.545000076293945 2022-10-26,27.92409293936136,28.979999542236328 2022-10-27,27.889395191182317,28.76000022888184 2022-10-28,27.75959679412155,27.8799991607666 2022-10-31,27.363064427689107,27.729999542236328 2022-11-01,28.158709618459405,31.0 2022-11-02,28.37580623428707,30.15999984741211 2022-11-03,28.493870670270155,29.520000457763672 2022-11-04,28.45924691006292,29.725000381469727 2022-11-07,28.202831451394488,28.825000762939453 2022-11-08,27.948554478948864,28.32999992370605 2022-11-09,27.482369398319427,28.0049991607666 2022-11-10,27.93824639270286,29.31999969482422 2022-11-11,28.342164134645337,30.434999465942383 2022-11-14,28.5847759880383,29.700000762939453 2022-11-15,29.57985055696694,31.815000534057617 2022-11-16,29.733234009820407,31.15999984741211 2022-11-17,29.44882239346914,29.5 2022-11-18,29.285881290470314,29.405000686645508 2022-11-21,28.94058752698021,28.709999084472656 2022-11-22,28.653724992555492,28.32999992370605 2022-11-23,28.69915030021278,28.940000534057617 2022-11-25,28.63276686680852,28.8799991607666 2022-11-28,28.341844654166295,28.655000686645508 2022-11-29,28.147896512404813,28.229999542236328 2022-11-30,28.478597471486022,29.13999938964844 2022-12-01,28.432398365186646,29.600000381469727 2022-12-02,28.538265576791098,28.780000686645508 2022-12-05,28.258843972173885,28.86000061035156 2022-12-06,27.81256267354724,27.86000061035156 2022-12-07,27.341708321874922,26.8700008392334 2022-12-08,27.044472468896434,27.030000686645508 2022-12-09,26.879648058284474,26.959999084472656 2022-12-12,26.929765601071487,27.229999542236328 2022-12-13,26.946510248126437,28.45499992370605 2022-12-14,27.121006603202456,27.81999969482422 2022-12-15,26.82733765917436,27.11000061035156 2022-12-16,26.54155821056774,26.450000762939453 2022-12-19,26.01103906135831,26.020000457763672 2022-12-20,25.66069240239643,25.280000686645508 2022-12-21,25.56046180504814,25.670000076293945 2022-12-22,25.253640999914907,25.100000381469727 2022-12-23,25.049093796492752,24.725000381469727 2022-12-27,24.832729070505263,24.700000762939453 2022-12-28,24.751819431199475,24.71999931335449 2022-12-29,24.804546236603688,25.375 2022-12-30,24.779697338481235,24.850000381469727 2023-01-03,24.973131762438012,25.75 2023-01-04,25.285421124096047,25.96999931335449 2023-01-05,25.37361382841755,26.01000022888184 2023-01-06,25.715742425121796,26.540000915527344 2023-01-09,26.27716148959129,28.049999237060547 2023-01-10,26.86477463156998,28.25 2023-01-11,27.35984988153656,28.520000457763672 2023-01-12,27.91656681657288,29.184999465942383 2023-01-13,28.42437805573446,29.5 2023-01-17,28.682918958136128,29.780000686645508 2023-01-18,28.775279000248304,30.09000015258789 2023-01-19,28.860186229047372,29.28499984741211 2023-01-20,29.36012435614877,30.38999938964844 2023-01-23,29.75008313298102,31.11000061035156 2023-01-24,29.810055523712606,31.200000762939453 2023-01-25,29.97003732098419,30.399999618530277 2023-01-26,29.986691699910686,30.64699935913086 " 3304,US,technical,"Calculate the percentage of days where Mettler Toledo's open was less than its 20-day Exponential Moving Average line from June 26, 2019 to February 25, 2020. (Unit: %) (Smoothing factor alpha = 2 / (n + 1); Require 4n data points to warm up; Use the first data point as the initial value) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",58.5153,medium,moving average,"EMA_t = \alpha * P_t + (1 - \alpha) * EMA_{t-1}, \quad \alpha = 2 / (n + 1)","date,close,high,open 2019-03-04,689.1900024414062,700.8400268554688,699.3599853515625 2019-03-05,693.4099731445312,694.7999877929688,689.47998046875 2019-03-06,681.9400024414062,693.3300170898438,693.3300170898438 2019-03-07,683.8400268554688,684.969970703125,681.6300048828125 2019-03-08,680.9500122070312,681.239990234375,680.0 2019-03-11,688.9299926757812,689.5900268554688,681.0800170898438 2019-03-12,691.47998046875,694.3200073242188,691.6099853515625 2019-03-13,689.9500122070312,696.3800048828125,693.2999877929688 2019-03-14,698.6799926757812,699.0,689.6300048828125 2019-03-15,708.5800170898438,709.5800170898438,700.0599975585938 2019-03-18,706.8400268554688,710.0,708.6799926757812 2019-03-19,715.739990234375,719.5800170898438,709.6799926757812 2019-03-20,712.8800048828125,720.02001953125,716.1900024414062 2019-03-21,729.719970703125,732.4600219726562,711.280029296875 2019-03-22,702.0700073242188,726.75,721.3599853515625 2019-03-25,708.5999755859375,714.1699829101562,698.9199829101562 2019-03-26,716.4000244140625,720.4000244140625,711.510009765625 2019-03-27,702.7100219726562,723.8599853515625,719.030029296875 2019-03-28,703.780029296875,708.02001953125,704.469970703125 2019-03-29,723.0,724.27001953125,710.8200073242188 2019-04-01,730.3400268554688,736.0999755859375,729.1199951171875 2019-04-02,734.4500122070312,736.8800048828125,733.6300048828125 2019-04-03,732.72998046875,740.8099975585938,737.6099853515625 2019-04-04,727.2000122070312,736.260009765625,732.6099853515625 2019-04-05,734.8400268554688,739.9600219726562,732.8800048828125 2019-04-08,738.3699951171875,740.0399780273438,733.3099975585938 2019-04-09,733.989990234375,739.0700073242188,736.1099853515625 2019-04-10,737.969970703125,745.3699951171875,737.0 2019-04-11,740.75,741.4000244140625,740.3800048828125 2019-04-12,742.3499755859375,750.0,745.3400268554688 2019-04-15,744.3400268554688,747.5399780273438,745.8699951171875 2019-04-16,732.1699829101562,750.0,749.8699951171875 2019-04-17,715.219970703125,739.3699951171875,737.0 2019-04-18,728.72998046875,732.0499877929688,718.0900268554688 2019-04-22,734.1900024414062,734.75,722.8699951171875 2019-04-23,723.6199951171875,730.0999755859375,726.969970703125 2019-04-24,725.530029296875,732.1699829101562,725.3499755859375 2019-04-25,731.010009765625,732.1699829101562,723.6500244140625 2019-04-26,736.9500122070312,737.22998046875,731.0399780273438 2019-04-29,741.52001953125,745.5599975585938,740.4099731445312 2019-04-30,745.260009765625,747.1699829101562,741.9299926757812 2019-05-01,739.1599731445312,747.9600219726562,747.9600219726562 2019-05-02,753.2000122070312,753.4500122070312,738.1799926757812 2019-05-03,762.4299926757812,762.9000244140625,751.0 2019-05-06,760.77001953125,762.5599975585938,749.3800048828125 2019-05-07,742.2999877929688,754.0,752.760009765625 2019-05-08,740.489990234375,745.780029296875,740.6199951171875 2019-05-09,741.6699829101562,742.3300170898438,730.5499877929688 2019-05-10,727.6699829101562,738.3099975585938,734.260009765625 2019-05-13,701.77001953125,716.1400146484375,715.719970703125 2019-05-14,722.6699829101562,727.5999755859375,705.0599975585938 2019-05-15,719.1400146484375,720.0,711.8300170898438 2019-05-16,744.97998046875,744.97998046875,720.6300048828125 2019-05-17,726.4199829101562,741.9099731445312,737.6199951171875 2019-05-20,716.1799926757812,729.489990234375,721.780029296875 2019-05-21,716.5,726.0,721.6300048828125 2019-05-22,724.0800170898438,728.489990234375,716.719970703125 2019-05-23,719.1300048828125,721.5,717.7000122070312 2019-05-24,728.8200073242188,734.0700073242188,726.010009765625 2019-05-28,720.030029296875,742.2000122070312,731.8800048828125 2019-05-29,724.7899780273438,727.510009765625,717.0 2019-05-30,727.3599853515625,733.489990234375,727.02001953125 2019-05-31,723.0900268554688,726.4600219726562,720.0499877929688 2019-06-03,728.75,738.1500244140625,725.9400024414062 2019-06-04,741.8900146484375,742.1599731445312,736.0399780273438 2019-06-05,756.9299926757812,759.4500122070312,748.4099731445312 2019-06-06,772.8200073242188,775.5399780273438,759.5 2019-06-07,790.8800048828125,793.6300048828125,780.4199829101562 2019-06-10,806.7899780273438,810.8900146484375,794.780029296875 2019-06-11,804.8499755859375,819.5,814.0900268554688 2019-06-12,808.4600219726562,810.3499755859375,806.6300048828125 2019-06-13,797.010009765625,809.280029296875,808.739990234375 2019-06-14,791.0599975585938,800.469970703125,795.1599731445312 2019-06-17,791.4099731445312,798.3200073242188,794.469970703125 2019-06-18,804.0,805.1699829101562,798.010009765625 2019-06-19,817.0399780273438,817.8900146484375,805.030029296875 2019-06-20,821.3900146484375,831.9199829101562,824.1500244140625 2019-06-21,830.1099853515625,831.3699951171875,822.52001953125 2019-06-24,825.969970703125,830.8699951171875,828.5900268554688 2019-06-25,833.7000122070312,839.6099853515625,830.0700073242188 2019-06-26,825.4000244140625,837.5,837.5 2019-06-27,833.5499877929688,833.9299926757812,828.0 2019-06-28,840.0,840.0,835.2999877929688 2019-07-01,844.3300170898438,863.719970703125,853.0399780273438 2019-07-02,853.2999877929688,854.5599975585938,843.5499877929688 2019-07-03,872.4500122070312,873.510009765625,855.1500244140625 2019-07-05,859.9099731445312,867.0599975585938,865.9400024414062 2019-07-08,861.75,863.739990234375,855.0 2019-07-09,861.5499877929688,862.9500122070312,855.97998046875 2019-07-10,858.47998046875,867.9400024414062,867.6799926757812 2019-07-11,854.0700073242188,859.52001953125,859.52001953125 2019-07-12,835.4400024414062,844.219970703125,843.6699829101562 2019-07-15,825.219970703125,827.0,821.8499755859375 2019-07-16,821.8499755859375,826.3499755859375,826.0599975585938 2019-07-17,818.1300048828125,828.5900268554688,826.3800048828125 2019-07-18,828.9600219726562,830.9000244140625,818.2999877929688 2019-07-19,813.8499755859375,833.2899780273438,833.2899780273438 2019-07-22,818.7000122070312,825.239990234375,816.5800170898438 2019-07-23,818.3099975585938,820.4199829101562,811.0 2019-07-24,812.1699829101562,813.3900146484375,784.0 2019-07-25,790.6799926757812,807.6799926757812,805.1400146484375 2019-07-26,775.1099853515625,790.0,789.4199829101562 2019-07-29,775.0,781.3900146484375,779.02001953125 2019-07-30,759.969970703125,766.989990234375,765.219970703125 2019-07-31,756.75,765.7000122070312,759.4099731445312 2019-08-01,760.7899780273438,777.6099853515625,758.8599853515625 2019-08-02,717.8200073242188,745.989990234375,730.3599853515625 2019-08-05,692.719970703125,706.6699829101562,701.47998046875 2019-08-06,707.1699829101562,708.6400146484375,698.3499755859375 2019-08-07,704.969970703125,710.52001953125,701.260009765625 2019-08-08,713.4199829101562,714.9600219726562,709.2000122070312 2019-08-09,702.280029296875,714.3099975585938,711.239990234375 2019-08-12,681.780029296875,700.1500244140625,700.1500244140625 2019-08-13,689.969970703125,702.780029296875,678.4299926757812 2019-08-14,660.5900268554688,688.8599853515625,679.6300048828125 2019-08-15,660.3900146484375,675.4600219726562,667.6300048828125 2019-08-16,665.1900024414062,671.510009765625,665.9500122070312 2019-08-19,675.510009765625,683.77001953125,675.1599731445312 2019-08-20,659.1400146484375,674.9400024414062,672.27001953125 2019-08-21,669.5800170898438,673.4600219726562,664.3099975585938 2019-08-22,663.6799926757812,674.6799926757812,672.6199951171875 2019-08-23,642.8400268554688,668.0599975585938,666.27001953125 2019-08-26,647.4500122070312,649.1400146484375,648.0 2019-08-27,647.22998046875,652.239990234375,650.9099731445312 2019-08-28,646.3900146484375,651.510009765625,645.6300048828125 2019-08-29,654.1699829101562,661.0499877929688,653.9600219726562 2019-08-30,656.7899780273438,659.5599975585938,656.1199951171875 2019-09-03,653.0,660.77001953125,654.97998046875 2019-09-04,660.1699829101562,666.8200073242188,655.7100219726562 2019-09-05,685.780029296875,687.52001953125,669.1400146484375 2019-09-06,684.97998046875,689.72998046875,687.1099853515625 2019-09-09,679.5599975585938,688.0800170898438,688.0800170898438 2019-09-10,699.6400146484375,699.6400146484375,677.8900146484375 2019-09-11,718.1799926757812,718.1799926757812,700.0 2019-09-12,711.739990234375,726.6699829101562,724.469970703125 2019-09-13,713.0,713.4000244140625,712.3099975585938 2019-09-16,711.6500244140625,715.6699829101562,708.8400268554688 2019-09-17,710.5399780273438,713.2899780273438,710.8400268554688 2019-09-18,709.0499877929688,711.9299926757812,710.4400024414062 2019-09-19,710.0999755859375,714.5,710.72998046875 2019-09-20,709.1799926757812,716.27001953125,713.3599853515625 2019-09-23,706.2100219726562,712.6599731445312,705.4400024414062 2019-09-24,690.989990234375,714.2000122070312,709.9600219726562 2019-09-25,699.3400268554688,701.0800170898438,689.4500122070312 2019-09-26,700.3900146484375,705.9299926757812,697.77001953125 2019-09-27,699.280029296875,706.739990234375,704.3300170898438 2019-09-30,704.4000244140625,709.530029296875,701.6199951171875 2019-10-01,688.1400146484375,706.8300170898438,705.4400024414062 2019-10-02,663.2999877929688,684.5800170898438,682.9199829101562 2019-10-03,670.77001953125,677.1099853515625,665.2999877929688 2019-10-04,686.27001953125,687.0499877929688,671.8599853515625 2019-10-07,681.8499755859375,689.739990234375,681.6599731445312 2019-10-08,658.6099853515625,665.8400268554688,660.4000244140625 2019-10-09,673.280029296875,675.9400024414062,666.72998046875 2019-10-10,672.3699951171875,678.239990234375,671.8800048828125 2019-10-11,688.0999755859375,697.47998046875,681.1099853515625 2019-10-14,680.739990234375,690.6199951171875,689.6599731445312 2019-10-15,680.0,687.3200073242188,683.9400024414062 2019-10-16,668.5,682.5900268554688,680.77001953125 2019-10-17,670.8200073242188,676.6900024414062,672.8099975585938 2019-10-18,680.5,684.25,666.47998046875 2019-10-21,685.219970703125,690.0,688.1400146484375 2019-10-22,684.2100219726562,694.2999877929688,686.3300170898438 2019-10-23,688.8699951171875,703.469970703125,687.4199829101562 2019-10-24,686.739990234375,690.1199951171875,686.9099731445312 2019-10-25,698.1900024414062,703.6799926757812,686.5499877929688 2019-10-28,701.3499755859375,707.989990234375,701.5599975585938 2019-10-29,703.760009765625,708.6900024414062,695.219970703125 2019-10-30,708.469970703125,708.780029296875,702.25 2019-10-31,704.9400024414062,708.469970703125,704.5900268554688 2019-11-01,714.1799926757812,717.1099853515625,710.0 2019-11-04,723.6699829101562,730.1900024414062,721.6599731445312 2019-11-05,714.4000244140625,729.8599853515625,724.1900024414062 2019-11-06,709.780029296875,714.02001953125,714.02001953125 2019-11-07,720.8099975585938,726.4099731445312,717.75 2019-11-08,708.8599853515625,727.2100219726562,680.0 2019-11-11,700.4000244140625,706.8599853515625,702.9400024414062 2019-11-12,711.4500122070312,712.989990234375,704.8300170898438 2019-11-13,722.739990234375,726.9299926757812,708.6400146484375 2019-11-14,713.6500244140625,721.75,716.4000244140625 2019-11-15,724.8200073242188,726.2000122070312,714.3699951171875 2019-11-18,718.2100219726562,726.1199951171875,723.0999755859375 2019-11-19,732.9600219726562,736.989990234375,722.5 2019-11-20,717.7000122070312,734.0999755859375,731.260009765625 2019-11-21,705.0700073242188,719.9000244140625,719.9000244140625 2019-11-22,711.8499755859375,713.739990234375,709.4500122070312 2019-11-25,716.969970703125,719.260009765625,717.8599853515625 2019-11-26,723.9000244140625,725.0499877929688,715.9000244140625 2019-11-27,725.4000244140625,729.25,728.3599853515625 2019-11-29,719.4099731445312,732.0999755859375,723.75 2019-12-02,723.9600219726562,727.989990234375,721.1500244140625 2019-12-03,712.0399780273438,721.469970703125,713.9299926757812 2019-12-04,731.6599731445312,735.75,713.5599975585938 2019-12-05,736.8499755859375,747.5,734.4199829101562 2019-12-06,761.0,762.5,745.3200073242188 2019-12-09,756.97998046875,763.3099975585938,760.8900146484375 2019-12-10,754.219970703125,763.97998046875,756.97998046875 2019-12-11,762.3499755859375,764.239990234375,750.0 2019-12-12,775.4199829101562,778.1500244140625,762.4199829101562 2019-12-13,769.7000122070312,781.52001953125,774.4500122070312 2019-12-16,781.27001953125,786.010009765625,778.4099731445312 2019-12-17,777.1699829101562,786.7999877929688,786.7999877929688 2019-12-18,775.7100219726562,779.2100219726562,775.3599853515625 2019-12-19,786.5900268554688,787.3099975585938,778.719970703125 2019-12-20,793.3099975585938,795.3599853515625,793.989990234375 2019-12-23,789.4299926757812,798.1199951171875,798.1199951171875 2019-12-24,790.469970703125,792.2000122070312,788.0 2019-12-26,791.97998046875,792.6400146484375,791.27001953125 2019-12-27,792.8300170898438,795.280029296875,792.02001953125 2019-12-30,791.9099731445312,795.8099975585938,795.8099975585938 2019-12-31,793.280029296875,794.3200073242188,790.7100219726562 2020-01-02,805.0599975585938,809.989990234375,805.1699829101562 2020-01-03,789.5399780273438,802.0700073242188,790.0999755859375 2020-01-06,793.72998046875,793.8599853515625,779.8900146484375 2020-01-07,797.1599731445312,801.1199951171875,790.5599975585938 2020-01-08,797.0700073242188,805.489990234375,796.3200073242188 2020-01-09,810.8599853515625,813.0999755859375,806.1599731445312 2020-01-10,817.6900024414062,822.25,816.5999755859375 2020-01-13,822.5700073242188,824.6199951171875,815.1500244140625 2020-01-14,830.6300048828125,835.969970703125,820.0 2020-01-15,818.3900146484375,830.4600219726562,827.4299926757812 2020-01-16,830.6699829101562,830.6699829101562,823.0 2020-01-17,831.3099975585938,834.8400268554688,833.969970703125 2020-01-21,835.1300048828125,839.5,831.0 2020-01-22,834.9199829101562,843.8200073242188,838.22998046875 2020-01-23,831.1199951171875,834.469970703125,833.5 2020-01-24,819.9500122070312,836.0700073242188,836.0700073242188 2020-01-27,799.8800048828125,807.739990234375,800.469970703125 2020-01-28,799.9500122070312,803.6500244140625,802.1500244140625 2020-01-29,802.6199951171875,812.1099853515625,801.2899780273438 2020-01-30,777.0,794.3599853515625,792.4299926757812 2020-01-31,757.1799926757812,774.7100219726562,773.6699829101562 2020-02-03,758.0599975585938,766.5,762.969970703125 2020-02-04,768.0,775.3200073242188,756.6099853515625 2020-02-05,779.030029296875,790.5,779.510009765625 2020-02-06,778.52001953125,788.1400146484375,787.3800048828125 2020-02-07,787.1500244140625,808.9400024414062,777.4500122070312 2020-02-10,780.77001953125,799.1500244140625,785.239990234375 2020-02-11,780.0,787.8699951171875,781.6099853515625 2020-02-12,772.7899780273438,784.3800048828125,781.0 2020-02-13,769.47998046875,775.030029296875,767.6400146484375 2020-02-14,763.2000122070312,772.219970703125,770.0 2020-02-18,752.239990234375,763.260009765625,759.6799926757812 2020-02-19,766.3900146484375,770.4199829101562,754.5800170898438 2020-02-20,755.3900146484375,765.9000244140625,763.9199829101562 2020-02-21,760.219970703125,762.030029296875,751.969970703125 2020-02-24,726.5800170898438,737.0,735.25 2020-02-25,703.0,732.3300170898438,732.3300170898438 ","date,20-day,open 2019-03-29,704.3955203640925,710.8200073242188 2019-04-01,706.8664257442235,729.1199951171875 2019-04-02,709.4934339787767,733.6300048828125 2019-04-03,711.7064384063932,737.6099853515625 2019-04-04,713.1820168635968,732.6099853515625 2019-04-05,715.2446844818703,732.8800048828125 2019-04-08,717.4470950185672,733.3099975585938 2019-04-09,719.0226088486442,736.1099853515625 2019-04-10,720.8271195014519,737.0 2019-04-11,722.7245366917898,740.3800048828125 2019-04-12,724.5936261102801,745.3400268554688 2019-04-15,726.47423570506,745.8699951171875 2019-04-16,727.0166878198311,749.8699951171875 2019-04-17,725.8931909515734,737.0 2019-04-18,726.1633613817806,718.0900268554688 2019-04-22,726.9278033874592,722.8699951171875 2019-04-23,726.6127740283857,726.969970703125 2019-04-24,726.5096554825276,725.3499755859375 2019-04-25,726.9382606523463,723.6500244140625 2019-04-26,727.8917608004116,731.0399780273438 2019-04-29,729.1896902033486,740.4099731445312 2019-04-30,730.7201968283274,741.9299926757812 2019-05-01,731.5239850489183,747.9600219726562 2019-05-02,733.5883685877864,738.1799926757812 2019-05-03,736.3351899295002,751.0 2019-05-06,738.6623165582382,749.3800048828125 2019-05-07,739.0087614377363,752.760009765625 2019-05-08,739.14983084694,740.6199951171875 2019-05-09,739.3898453291511,730.5499877929688 2019-05-10,738.2736679559134,734.260009765625 2019-05-13,734.7971300107074,715.719970703125 2019-05-14,733.6421636201787,705.0599975585938 2019-05-15,732.261006575251,711.8300170898438 2019-05-16,733.4723374222509,720.6300048828125 2019-05-17,732.8006846115752,737.6199951171875 2019-05-20,731.217761570071,721.780029296875 2019-05-21,729.816069991969,721.6300048828125 2019-05-22,729.2697792393856,716.719970703125 2019-05-23,728.3040864435214,717.7000122070312 2019-05-24,728.3532217654925,726.010009765625 2019-05-28,727.5605367684814,731.8800048828125 2019-05-29,727.2966740312302,717.0 2019-05-30,727.3027036807856,727.02001953125 2019-05-31,726.9014963640888,720.0499877929688 2019-06-03,727.0775443294136,725.9400024414062 2019-06-04,728.4882557883682,736.0399780273438 2019-06-05,731.1969926347886,748.4099731445312 2019-06-06,735.1610892718771,759.5 2019-06-07,740.4676526633948,780.4199829101562 2019-06-10,746.7840646028185,794.780029296875 2019-06-11,752.3141513631155,814.0900268554688 2019-06-12,757.6613771354527,806.6300048828125 2019-06-13,761.4088659573739,808.739990234375 2019-06-14,764.2327832527283,795.1599731445312 2019-06-17,766.8210870519476,794.469970703125 2019-06-18,770.3619359041431,798.010009765625 2019-06-19,774.8074637254003,805.030029296875 2019-06-20,779.243897146642,824.1500244140625 2019-06-21,784.0882864994916,822.52001953125 2019-06-24,788.077018328409,828.5900268554688 2019-06-25,792.4220653644684,830.0700073242188 2019-06-26,795.5628233691916,837.5 2019-06-27,799.1806485524086,828.0 2019-06-28,803.0682058331315,835.2999877929688 2019-07-01,806.9979021432946,853.0399780273438 2019-07-02,811.4076245861206,843.5499877929688 2019-07-03,817.2211853119217,855.1500244140625 2019-07-05,821.2867841531227,865.9400024414062 2019-07-08,825.1404237575872,855.0 2019-07-09,828.6080012847664,855.97998046875 2019-07-10,831.452951683241,867.6799926757812 2019-07-11,833.6069569823818,859.52001953125 2019-07-12,833.7815327403841,843.6699829101562 2019-07-15,832.9661458796928,821.8499755859375 2019-07-16,831.9074629945733,826.0599975585938 2019-07-17,830.5953241267865,826.3800048828125 2019-07-18,830.4395810644885,818.2999877929688 2019-07-19,828.8596186379598,833.2899780273438 2019-07-22,827.8920370731095,816.5800170898438 2019-07-23,826.9794618812508,811.0 2019-07-24,825.5690353125751,784.0 2019-07-25,822.2462693471662,805.1400146484375 2019-07-26,817.7570994428229,789.4199829101562 2019-07-29,813.6849947339826,779.02001953125 2019-07-30,808.5692781596152,765.219970703125 2019-07-31,803.6341088110804,759.4099731445312 2019-08-01,799.5537154031055,758.8599853515625 2019-08-02,791.7695527289258,730.3599853515625 2019-08-05,782.336259202659,701.47998046875 2019-08-06,775.1775662224206,698.3499755859375 2019-08-07,768.4911285539163,701.260009765625 2019-08-08,763.2462575402249,709.2000122070312 2019-08-09,757.4399500884772,711.239990234375 2019-08-12,750.2342433464198,700.1500244140625 2019-08-13,744.4947888089632,678.4299926757812 2019-08-14,736.5038590991066,679.6300048828125 2019-08-15,729.2549215323762,667.6300048828125 2019-08-16,723.1535006665696,665.9500122070312 2019-08-19,718.6160253426701,675.1599731445312 2019-08-20,712.9516433717909,672.27001953125 2019-08-21,708.8210122973197,664.3099975585938 2019-08-22,704.521867571459,672.6199951171875 2019-08-23,698.6474065508885,666.27001953125 2019-08-26,693.7714642324258,648.0 2019-08-27,689.3389419692187,650.9099731445312 2019-08-28,685.2485679386681,645.6300048828125 2019-08-29,682.2887026978574,653.9600219726562 2019-08-30,679.860252729237,656.1199951171875 2019-09-03,677.3021334216905,654.97998046875 2019-09-04,675.6705000396396,655.7100219726562 2019-09-05,676.6333123498525,669.1400146484375 2019-09-06,677.4282331230809,687.1099853515625 2019-09-09,677.6312583074155,688.0800170898438 2019-09-10,679.7273303398938,677.8900146484375 2019-09-11,683.3894886575973,700.0 2019-09-12,686.0895364268143,724.469970703125 2019-09-13,688.6524377194987,712.3099975585938 2019-09-16,690.8426840713619,708.8400268554688 2019-09-17,692.7186168290743,710.8400268554688 2019-09-18,694.2739854923024,710.4400024414062 2019-09-19,695.7812226440772,710.72998046875 2019-09-20,697.0572959804299,713.3599853515625 2019-09-23,697.9289841701657,705.4400024414062 2019-09-24,697.2681276048523,709.9600219726562 2019-09-25,697.4654513430063,689.4500122070312 2019-09-26,697.7439811816189,697.77001953125 2019-09-27,697.89027147831,704.3300170898438 2019-09-30,698.5102479483816,701.6199951171875 2019-10-01,697.5226066817202,705.4400024414062 2019-10-02,694.2633096446962,682.9199829101562 2019-10-03,692.0258534434155,665.2999877929688 2019-10-04,691.477678785114,671.8599853515625 2019-10-07,690.5607546709067,681.6599731445312 2019-10-08,687.5178242595406,660.4000244140625 2019-10-09,686.1618437869058,666.72998046875 2019-10-10,684.8483343897898,671.8800048828125 2019-10-11,685.1580145037086,681.1099853515625 2019-10-14,684.7372502875817,689.6599731445312 2019-10-15,684.2860835935262,683.9400024414062 2019-10-16,682.7826470608094,680.77001953125 2019-10-17,681.6433480382769,672.8099975585938 2019-10-18,681.5344577489172,666.47998046875 2019-10-21,681.8854589826514,688.1400146484375 2019-10-22,682.1068459340804,686.3300170898438 2019-10-23,682.7509553800907,687.4199829101562 2019-10-24,683.1308634614511,686.9099731445312 2019-10-25,684.5650671738277,686.5499877929688 2019-10-28,686.163629879743,701.5599975585938 2019-10-29,687.8394755831604,695.219970703125 2019-10-30,689.8042846422047,702.25 2019-10-31,691.2457815754619,704.5900268554688 2019-11-01,693.4299921564447,710.0 2019-11-04,696.3099912758457,721.6599731445312 2019-11-05,698.0328515747235,724.1900024414062 2019-11-06,699.1516304054046,714.02001953125 2019-11-07,701.2143320390417,717.75 2019-11-08,701.942489497377,680.0 2019-11-11,701.7955880608708,702.9400024414062 2019-11-12,702.7150570271717,704.8300170898438 2019-11-13,704.6221935230959,708.6400146484375 2019-11-14,705.4819869412833,716.4000244140625 2019-11-15,707.3237031682295,714.3699951171875 2019-11-18,708.3604954353178,723.0999755859375 2019-11-19,710.7033074864929,722.5 2019-11-20,711.3696603170204,731.260009765625 2019-11-21,710.769693365325,719.9000244140625 2019-11-22,710.8725773863357,709.4500122070312 2019-11-25,711.4532815117442,717.8599853515625 2019-11-26,712.6386855976793,715.9000244140625 2019-11-27,713.8540511992396,728.3599853515625 2019-11-29,714.3831866226008,723.75 2019-12-02,715.295266179749,721.1500244140625 2019-12-03,714.9852387366628,713.9299926757812 2019-12-04,716.5733086802693,713.5599975585938 2019-12-05,718.5044198141425,734.4199829101562 2019-12-06,722.5516179270813,745.3200073242188 2019-12-09,725.8305095977164,760.8900146484375 2019-12-10,728.5342677982314,756.97998046875 2019-12-11,731.7548113970606,750.0 2019-12-12,735.9133991602125,762.4199829101562 2019-12-13,739.1311718313382,774.4500122070312 2019-12-16,743.1443954218059,778.4099731445312 2019-12-17,746.3849275635537,786.7999877929688 2019-12-18,749.1777936977539,775.3599853515625 2019-12-19,752.7408635222982,778.719970703125 2019-12-20,756.604590573374,793.989990234375 2019-12-23,759.7308193450319,798.1199951171875 2019-12-24,762.6583575696122,788.0 2019-12-26,765.4508930838158,791.27001953125 2019-12-27,768.0584287034375,792.02001953125 2019-12-30,770.330004364494,795.8099975585938 2019-12-31,772.5157210247207,790.7100219726562 2020-01-02,775.6151759327087,805.1699829101562 2020-01-03,776.9413475607691,790.0999755859375 2020-01-06,778.5402649805769,779.8900146484375 2020-01-07,780.3135705200012,790.5599975585938 2020-01-08,781.9094216442123,796.3200073242188 2020-01-09,784.6666181877695,806.1599731445312 2020-01-10,787.8117024024016,816.5999755859375 2020-01-13,791.1220171568604,815.1500244140625 2020-01-14,794.8846826545702,820.0 2020-01-15,797.1232857016051,827.4299926757812 2020-01-16,800.3182092452766,823.0 2020-01-17,803.2698081322592,833.969970703125 2020-01-21,806.3041125846928,831.0 2020-01-22,809.0294335680703,838.22998046875 2020-01-23,811.1332965727481,833.5 2020-01-24,811.9729837760132,836.0700073242188 2020-01-27,810.8212715004703,800.469970703125 2020-01-28,809.7859134725237,802.1500244140625 2020-01-29,809.1034450577297,801.2899780273438 2020-01-30,806.0459740998507,792.4299926757812 2020-01-31,801.3920711070822,773.6699829101562 2020-02-03,797.2652069596071,762.969970703125 2020-02-04,794.4780443920255,756.6099853515625 2020-02-05,793.006804859154,779.510009765625 2020-02-06,791.6271110184013,787.3800048828125 2020-02-07,791.2007218179881,777.4500122070312 2020-02-10,790.2073216002035,785.239990234375 2020-02-11,789.2351957335175,781.6099853515625 2020-02-12,787.6689845234056,781.0 2020-02-13,785.9366984229622,767.6400146484375 2020-02-14,783.7712997357306,770.0 2020-02-18,780.7683178784587,759.6799926757812 2020-02-19,779.3989556660757,754.5800170898438 2020-02-20,777.112389854872,763.9199829101562 2020-02-21,775.5035880308961,751.969970703125 2020-02-24,770.8442003222245,735.25 2020-02-25,764.3828479105841,732.3300170898438 " 3305,US,technical,"What is the percentage of days where the high price is greater than the 5-day Double Exponential Moving Average line for Kimberly-Clark from October 14, 2023 to February 05, 2024? (Unit: %) (Smoothing factor alpha = 2 / (n + 1); Require 5n data points to warm up; Use the first data point as the initial value) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",2.1277,medium,moving average,DEMA = 2 * EMA1 - EMA2; EMA1 = EMA_n(P); EMA2 = EMA_n(EMA1),"date,close,high 2023-09-11,128.0500030517578,128.67999267578125 2023-09-12,124.83000183105467,128.10000610351562 2023-09-13,124.98999786376952,125.79000091552734 2023-09-14,125.87999725341795,126.12999725341795 2023-09-15,125.01000213623048,126.83000183105467 2023-09-18,125.12000274658205,125.77999877929688 2023-09-19,124.37000274658205,124.94000244140624 2023-09-20,124.93000030517578,125.83999633789062 2023-09-21,125.2699966430664,126.38999938964844 2023-09-22,123.97000122070312,125.66999816894533 2023-09-25,123.4800033569336,124.37999725341795 2023-09-26,123.52999877929688,124.3000030517578 2023-09-27,121.66000366210938,123.93000030517578 2023-09-28,121.5999984741211,122.2699966430664 2023-09-29,120.8499984741211,122.26000213623048 2023-10-02,119.01000213623048,120.5999984741211 2023-10-03,120.5500030517578,121.3499984741211 2023-10-04,121.0199966430664,121.12000274658205 2023-10-05,118.48999786376952,120.68000030517578 2023-10-06,118.80999755859376,119.20999908447266 2023-10-09,118.56999969482422,119.22000122070312 2023-10-10,119.70999908447266,120.13999938964844 2023-10-11,119.3499984741211,120.29000091552734 2023-10-12,119.75,120.38999938964844 2023-10-13,120.41000366210938,121.0 2023-10-16,121.6999969482422,122.26000213623048 2023-10-17,121.7699966430664,121.98999786376952 2023-10-18,123.43000030517578,123.80999755859376 2023-10-19,122.86000061035156,124.20999908447266 2023-10-20,123.08999633789062,123.9499969482422 2023-10-23,121.80999755859376,123.31999969482422 2023-10-24,120.5,123.4800033569336 2023-10-25,118.77999877929688,121.43000030517578 2023-10-26,120.16999816894533,122.12999725341795 2023-10-27,116.86000061035156,119.83999633789062 2023-10-30,119.5199966430664,119.63999938964844 2023-10-31,119.63999938964844,120.37999725341795 2023-11-01,119.47000122070312,120.0 2023-11-02,121.0500030517578,121.13999938964844 2023-11-03,119.38999938964844,121.83999633789062 2023-11-06,120.79000091552734,121.01000213623048 2023-11-07,120.41000366210938,121.47000122070312 2023-11-08,120.66000366210938,121.22000122070312 2023-11-09,120.12000274658205,121.0 2023-11-10,120.83999633789062,121.12000274658205 2023-11-13,121.22000122070312,121.48999786376952 2023-11-14,121.13999938964844,122.0199966430664 2023-11-15,121.5500030517578,122.06999969482422 2023-11-16,121.70999908447266,122.93000030517578 2023-11-17,121.1999969482422,122.48999786376952 2023-11-20,120.54000091552734,121.19000244140624 2023-11-21,121.5500030517578,121.73999786376952 2023-11-22,122.31999969482422,122.56999969482422 2023-11-24,122.43000030517578,122.6999969482422 2023-11-27,122.4000015258789,122.58000183105467 2023-11-28,121.98999786376952,123.0199966430664 2023-11-29,121.7699966430664,122.47000122070312 2023-11-30,123.7300033569336,123.79000091552734 2023-12-01,124.04000091552734,124.05999755859376 2023-12-04,124.16999816894533,124.87000274658205 2023-12-05,121.4499969482422,124.4800033569336 2023-12-06,122.4499969482422,122.47000122070312 2023-12-07,121.48999786376952,122.41000366210938 2023-12-08,119.94000244140624,121.44000244140624 2023-12-11,120.97000122070312,121.0199966430664 2023-12-12,121.7699966430664,121.83000183105467 2023-12-13,123.62000274658205,123.66000366210938 2023-12-14,120.83999633789062,123.5199966430664 2023-12-15,119.44000244140624,119.9000015258789 2023-12-18,120.58999633789062,121.08000183105467 2023-12-19,120.7699966430664,121.01000213623048 2023-12-20,118.8000030517578,120.41999816894533 2023-12-21,119.43000030517578,119.61000061035156 2023-12-22,120.20999908447266,120.70999908447266 2023-12-26,120.08999633789062,120.4000015258789 2023-12-27,120.30999755859376,120.37999725341795 2023-12-28,120.81999969482422,120.88999938964844 2023-12-29,121.51000213623048,121.61000061035156 2024-01-02,122.36000061035156,123.27999877929688 2024-01-03,121.73999786376952,123.2699966430664 2024-01-04,122.52999877929688,123.16999816894533 2024-01-05,122.25,123.0199966430664 2024-01-08,123.20999908447266,123.2699966430664 2024-01-09,123.63999938964844,123.6500015258789 2024-01-10,123.2699966430664,123.93000030517578 2024-01-11,123.81999969482422,124.0199966430664 2024-01-12,124.16999816894533,124.63999938964844 2024-01-16,123.06999969482422,124.2300033569336 2024-01-17,123.31999969482422,124.33000183105467 2024-01-18,123.04000091552734,123.33999633789062 2024-01-19,122.7699966430664,123.56999969482422 2024-01-22,122.33999633789062,123.0 2024-01-23,124.9499969482422,125.5 2024-01-24,118.04000091552734,121.0199966430664 2024-01-25,120.48999786376952,120.58000183105467 2024-01-26,121.16999816894533,121.22000122070312 2024-01-29,121.2699966430664,121.56999969482422 2024-01-30,121.6999969482422,121.83999633789062 2024-01-31,120.97000122070312,122.3499984741211 2024-02-01,123.43000030517578,123.4800033569336 2024-02-02,122.26000213623048,123.86000061035156 2024-02-05,120.9800033569336,122.4499969482422 ","date,5-day,high 2023-09-21,124.99226469049512,126.38999938964844 2023-09-22,124.38981126303572,125.66999816894533 2023-09-25,123.8031875884782,124.37999725341795 2023-09-26,123.53433183092727,124.3000030517578 2023-09-27,122.37547275673043,123.93000030517578 2023-09-28,121.74759149769156,122.2699966430664 2023-09-29,121.03546726883312,122.26000213623048 2023-10-02,119.6761397799888,120.5999984741211 2023-10-03,119.85353499982224,121.3499984741211 2023-10-04,120.27087020957916,121.12000274658205 2023-10-05,119.13403391802699,120.68000030517578 2023-10-06,118.73499139065534,119.20999908447266 2023-10-09,118.43264102838913,119.22000122070312 2023-10-10,118.94685815790163,120.13999938964844 2023-10-11,119.0601922015531,120.29000091552734 2023-10-12,119.36498665450513,120.38999938964844 2023-10-13,119.90989881759958,121.0 2023-10-16,120.92431214288311,122.26000213623048 2023-10-17,121.50023842961801,121.98999786376952 2023-10-18,122.70840305972189,123.80999755859376 2023-10-19,123.0088760921384,124.20999908447266 2023-10-20,123.25365334609108,123.9499969482422 2023-10-23,122.63314869177177,123.31999969482422 2023-10-24,121.53813118694686,123.4800033569336 2023-10-25,119.98055259697328,121.43000030517578 2023-10-26,119.92712246038126,122.12999725341795 2023-10-27,118.09147439029539,119.83999633789062 2023-10-30,118.61657595732726,119.63999938964844 2023-10-31,119.01700270030247,120.37999725341795 2023-11-01,119.16974856880472,120.0 2023-11-02,120.14877582226924,121.13999938964844 2023-11-03,119.76181114813588,121.83999633789062 2023-11-06,120.32629305639962,121.01000213623048 2023-11-07,120.41758741474328,121.47000122070312 2023-11-08,120.59620893482557,121.22000122070312 2023-11-09,120.3826840714896,121.0 2023-11-10,120.65859375796643,121.12000274658205 2023-11-13,121.01248995128799,121.48999786376952 2023-11-14,121.14838849433553,122.0199966430664 2023-11-15,121.43563553634108,122.06999969482422 2023-11-16,121.6648950748981,122.93000030517578 2023-11-17,121.48846523963701,122.48999786376952 2023-11-20,121.01133548452441,121.19000244140624 2023-11-21,121.30801960582495,121.73999786376952 2023-11-22,121.89454217765464,122.56999969482422 2023-11-24,122.2636033839042,122.6999969482422 2023-11-27,122.42945314499146,122.58000183105467 2023-11-28,122.27211193551253,123.0199966430664 2023-11-29,122.04861360071541,122.47000122070312 2023-11-30,123.00721618654853,123.79000091552734 2023-12-01,123.68579233173591,124.05999755859376 2023-12-04,124.09895893525045,124.87000274658205 2023-12-05,122.77936999572128,124.4800033569336 2023-12-06,122.6007334617662,122.47000122070312 2023-12-07,121.97125812046534,122.41000366210938 2023-12-08,120.7769093722747,121.44000244140624 2023-12-11,120.72531959148066,121.0199966430664 2023-12-12,121.17401954902095,121.83000183105467 2023-12-13,122.46744259810814,123.66000366210938 2023-12-14,121.6259115204821,123.5199966430664 2023-12-15,120.38679941209125,119.9000015258789 2023-12-18,120.36976875411054,121.08000183105467 2023-12-19,120.486669473859,121.01000213623048 2023-12-20,119.47566526182102,120.41999816894533 2023-12-21,119.30125495169601,119.61000061035156 2023-12-22,119.67137695274758,120.70999908447266 2023-12-26,119.82905433086104,120.4000015258789 2023-12-27,120.05034962230539,120.37999725341795 2023-12-28,120.46088737599626,120.88999938964844 2023-12-29,121.06658465828768,121.61000061035156 2024-01-02,121.85727343358926,123.27999877929688 2024-01-03,121.92010327192907,123.2699966430664 2024-01-04,122.36690533002199,123.16999816894533 2024-01-05,122.42805063948447,123.0199966430664 2024-01-08,122.96877575289876,123.2699966430664 2024-01-09,123.47478967635543,123.6500015258789 2024-01-10,123.51248430682318,123.93000030517578 2024-01-11,123.80785165314575,124.0199966430664 2024-01-12,124.13491940843178,124.63999938964844 2024-01-16,123.67307023188201,124.2300033569336 2024-01-17,123.53968498263126,124.33000183105467 2024-01-18,123.30043829582077,123.33999633789062 2024-01-19,123.01516657472742,123.56999969482422 2024-01-22,122.62224898118149,123.0 2024-01-23,123.86625787387965,125.5 2024-01-24,120.70067948294418,121.0199966430664 2024-01-25,120.35923421739443,120.58000183105467 2024-01-26,120.59978800740055,121.22000122070312 2024-01-29,120.82561219541996,121.56999969482422 2024-01-30,121.21424360937586,121.83999633789062 2024-01-31,121.03538809348636,122.3499984741211 2024-02-01,122.31529770304437,123.4800033569336 2024-02-02,122.35800328033736,123.86000061035156 2024-02-05,121.65498408795744,122.4499969482422 " 3306,US,technical,"From March 17, 2021 to March 30, 2021, what proportion of days had Autodesk's high price less than its 60-day Double Exponential Moving Average line? (Unit: %) (Smoothing factor alpha = 2 / (n + 1); Require 5n data points to warm up; Use the first data point as the initial value) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",52.0833,medium,moving average,DEMA = 2 * EMA1 - EMA2; EMA1 = EMA_n(P); EMA2 = EMA_n(EMA1),"date,close,high 2020-01-07,187.5,188.1699981689453 2020-01-08,189.9499969482422,190.5 2020-01-09,191.94000244140625,192.6999969482422 2020-01-10,192.3600006103516,193.4199981689453 2020-01-13,192.4499969482422,193.3699951171875 2020-01-14,191.1100006103516,193.1300048828125 2020-01-15,190.7899932861328,192.1699981689453 2020-01-16,192.5,193.1199951171875 2020-01-17,193.3500061035156,194.2400054931641 2020-01-21,195.83999633789065,197.5500030517578 2020-01-22,194.72999572753903,198.72000122070312 2020-01-23,198.6000061035156,198.91000366210935 2020-01-24,199.19000244140625,200.8999938964844 2020-01-27,195.8699951171875,197.1499938964844 2020-01-28,200.02999877929688,200.42999267578125 2020-01-29,199.7400054931641,201.57000732421875 2020-01-30,198.9900054931641,200.83999633789065 2020-01-31,196.8500061035156,199.32000732421875 2020-02-03,199.25999450683597,199.94000244140625 2020-02-04,203.94000244140625,204.19000244140625 2020-02-05,202.0800018310547,207.19000244140625 2020-02-06,206.0,206.9199981689453 2020-02-07,207.00999450683597,210.1300048828125 2020-02-10,206.1000061035156,207.75999450683597 2020-02-11,205.8000030517578,207.9900054931641 2020-02-12,207.1100006103516,207.72000122070312 2020-02-13,207.50999450683597,208.47000122070312 2020-02-14,208.9499969482422,209.1999969482422 2020-02-18,207.05999755859372,209.82000732421875 2020-02-19,210.75999450683597,211.17999267578125 2020-02-20,206.6699981689453,211.5800018310547 2020-02-21,201.91000366210935,206.2700042724609 2020-02-24,194.3699951171875,197.2899932861328 2020-02-25,186.72999572753903,197.4199981689453 2020-02-26,190.6699981689453,194.1499938964844 2020-02-27,180.6499938964844,188.4900054931641 2020-02-28,190.8800048828125,191.3600006103516 2020-03-02,190.8300018310547,191.97000122070312 2020-03-03,180.5500030517578,190.0 2020-03-04,191.4199981689453,191.67999267578125 2020-03-05,184.0399932861328,192.72999572753903 2020-03-06,173.4199981689453,179.67999267578125 2020-03-09,160.0500030517578,164.80999755859375 2020-03-10,164.47999572753906,166.5 2020-03-11,154.39999389648438,161.75 2020-03-12,136.0,148.5 2020-03-13,158.02999877929688,158.1699981689453 2020-03-16,148.0800018310547,153.49000549316406 2020-03-17,154.9199981689453,157.9499969482422 2020-03-18,141.82000732421875,154.3800048828125 2020-03-19,149.22999572753906,152.27000427246094 2020-03-20,148.02000427246094,156.05999755859375 2020-03-23,144.13999938964844,151.83999633789062 2020-03-24,149.9600067138672,153.39999389648438 2020-03-25,149.99000549316406,154.97000122070312 2020-03-26,160.8800048828125,163.14999389648438 2020-03-27,141.57000732421875,156.6199951171875 2020-03-30,155.91000366210938,157.17999267578125 2020-03-31,156.10000610351562,158.91000366210938 2020-04-01,139.22000122070312,150.47000122070312 2020-04-02,137.0500030517578,142.13999938964844 2020-04-03,139.0,141.5399932861328 2020-04-06,152.32000732421875,153.52000427246094 2020-04-07,148.6999969482422,157.8000030517578 2020-04-08,159.2100067138672,161.77999877929688 2020-04-09,164.89999389648438,170.80999755859375 2020-04-13,160.9199981689453,163.99000549316406 2020-04-14,172.22000122070312,174.75999450683594 2020-04-15,169.13999938964844,172.5399932861328 2020-04-16,171.0,173.49000549316406 2020-04-17,180.94000244140625,182.0 2020-04-20,177.8699951171875,181.5200042724609 2020-04-21,170.02000427246094,177.16000366210938 2020-04-22,175.3699951171875,177.3300018310547 2020-04-23,175.5500030517578,178.97999572753906 2020-04-24,180.3500061035156,180.97000122070312 2020-04-27,182.50999450683597,186.55999755859372 2020-04-28,177.30999755859375,185.7899932861328 2020-04-29,187.8999938964844,189.8600006103516 2020-04-30,187.1300048828125,189.5500030517578 2020-05-01,174.89999389648438,181.5399932861328 2020-05-04,177.8000030517578,179.3300018310547 2020-05-05,180.4900054931641,184.8699951171875 2020-05-06,181.22999572753903,185.0800018310547 2020-05-07,184.0,186.4600067138672 2020-05-08,184.2899932861328,187.16000366210935 2020-05-11,184.3999938964844,186.13999938964844 2020-05-12,180.97000122070312,187.1199951171875 2020-05-13,176.86000061035156,182.67999267578125 2020-05-14,177.8699951171875,177.97999572753906 2020-05-15,180.72000122070312,181.1300048828125 2020-05-18,190.1000061035156,190.80999755859372 2020-05-19,194.7100067138672,198.8999938964844 2020-05-20,196.63999938964844,199.58999633789065 2020-05-21,194.75,197.5800018310547 2020-05-22,195.77999877929688,196.8999938964844 2020-05-26,199.52999877929688,203.8300018310547 2020-05-27,199.80999755859372,199.82000732421875 2020-05-28,202.6300048828125,208.3000030517578 2020-05-29,210.3800048828125,210.7100067138672 2020-06-01,219.2899932861328,221.50999450683597 2020-06-02,219.08999633789065,221.0 2020-06-03,226.38999938964844,227.38999938964844 2020-06-04,225.1999969482422,227.3699951171875 2020-06-05,233.7100067138672,234.5399932861328 2020-06-08,233.50999450683597,236.47000122070312 2020-06-09,234.1499938964844,237.8000030517578 2020-06-10,236.58999633789065,240.25 2020-06-11,219.1000061035156,233.47000122070312 2020-06-12,222.9600067138672,228.1300048828125 2020-06-15,229.0,229.75 2020-06-16,240.92999267578125,241.7700042724609 2020-06-17,237.0399932861328,243.75999450683597 2020-06-18,238.07000732421875,239.1999969482422 2020-06-19,237.82000732421875,242.97999572753903 2020-06-22,240.8800048828125,241.1300048828125 2020-06-23,241.6199951171875,247.13999938964844 2020-06-24,233.44000244140625,242.6699981689453 2020-06-25,234.47000122070312,234.80999755859372 2020-06-26,232.7400054931641,236.7100067138672 2020-06-29,232.1699981689453,233.92999267578125 2020-06-30,239.19000244140625,239.9499969482422 2020-07-01,241.22000122070312,242.6699981689453 2020-07-02,240.1499938964844,244.3999938964844 2020-07-06,244.3600006103516,248.3500061035156 2020-07-07,238.94000244140625,245.6000061035156 2020-07-08,243.8999938964844,244.0 2020-07-09,248.1999969482422,251.38999938964844 2020-07-10,244.2400054931641,248.88999938964844 2020-07-13,231.8600006103516,246.72999572753903 2020-07-14,234.6000061035156,234.67999267578125 2020-07-15,235.5800018310547,237.16000366210935 2020-07-16,234.02999877929688,235.38999938964844 2020-07-17,237.6999969482422,238.05999755859372 2020-07-20,246.0399932861328,246.9600067138672 2020-07-21,239.69000244140625,247.3000030517578 2020-07-22,240.7400054931641,243.91000366210935 2020-07-23,237.33999633789065,245.16000366210935 2020-07-24,232.8800048828125,236.02999877929688 2020-07-27,239.69000244140625,239.97000122070312 2020-07-28,234.5800018310547,240.6000061035156 2020-07-29,238.6100006103516,240.1199951171875 2020-07-30,236.1000061035156,237.6499938964844 2020-07-31,236.42999267578125,238.3600006103516 2020-08-03,239.47999572753903,240.4600067138672 2020-08-04,239.8999938964844,241.8699951171875 2020-08-05,243.1999969482422,246.3600006103516 2020-08-06,243.57000732421875,244.5 2020-08-07,236.2400054931641,242.47000122070312 2020-08-10,231.8800048828125,236.92999267578125 2020-08-11,228.7899932861328,232.7899932861328 2020-08-12,231.57000732421875,233.8699951171875 2020-08-13,238.19000244140625,243.25 2020-08-14,234.3500061035156,239.6300048828125 2020-08-17,239.0,239.3500061035156 2020-08-18,242.69000244140625,246.3300018310547 2020-08-19,241.4199981689453,244.97999572753903 2020-08-20,249.1499938964844,250.6199951171875 2020-08-21,248.2700042724609,249.92999267578125 2020-08-24,251.8000030517578,253.47000122070312 2020-08-25,252.2400054931641,254.3500061035156 2020-08-26,248.2100067138672,253.25999450683597 2020-08-27,243.1100006103516,250.19000244140625 2020-08-28,247.38999938964844,250.5 2020-08-31,245.6999969482422,247.97999572753903 2020-09-01,253.50999450683597,253.6999969482422 2020-09-02,261.3500061035156,261.94000244140625 2020-09-03,242.08999633789065,256.8099975585937 2020-09-04,233.8800048828125,244.44000244140625 2020-09-08,224.3600006103516,230.19000244140625 2020-09-09,232.77999877929688,234.97999572753903 2020-09-10,228.1999969482422,239.00999450683597 2020-09-11,227.47999572753903,231.33999633789065 2020-09-14,229.8300018310547,232.8999938964844 2020-09-15,235.8699951171875,240.0500030517578 2020-09-16,230.75999450683597,237.58999633789065 2020-09-17,226.97000122070312,227.50999450683597 2020-09-18,225.1300048828125,229.33999633789065 2020-09-21,227.63999938964844,227.75999450683597 2020-09-22,229.55999755859372,230.0800018310547 2020-09-23,221.8699951171875,230.3300018310547 2020-09-24,220.9600067138672,223.8999938964844 2020-09-25,227.8000030517578,228.97000122070312 2020-09-28,232.1499938964844,234.33999633789065 2020-09-29,232.9199981689453,234.3800048828125 2020-09-30,231.00999450683597,236.7100067138672 2020-10-01,233.9600067138672,238.6100006103516 2020-10-02,225.55999755859372,231.13999938964844 2020-10-05,228.92999267578125,230.1300048828125 2020-10-06,228.00999450683597,231.57000732421875 2020-10-07,233.00999450683597,234.2100067138672 2020-10-08,234.30999755859372,238.0 2020-10-09,237.5,238.13999938964844 2020-10-12,242.1199951171875,246.1199951171875 2020-10-13,244.08999633789065,247.8699951171875 2020-10-14,246.6999969482422,250.7400054931641 2020-10-15,252.02999877929688,253.9600067138672 2020-10-16,259.9700012207031,261.45001220703125 2020-10-19,259.94000244140625,268.44000244140625 2020-10-20,257.3399963378906,262.5799865722656 2020-10-21,254.00999450683597,259.69000244140625 2020-10-22,252.75999450683597,255.63999938964844 2020-10-23,254.4199981689453,254.6499938964844 2020-10-26,249.1300048828125,254.6499938964844 2020-10-27,250.6000061035156,253.8699951171875 2020-10-28,237.6199951171875,246.3800048828125 2020-10-29,242.83999633789065,245.72000122070312 2020-10-30,235.5399932861328,241.5 2020-11-02,240.7400054931641,242.57000732421875 2020-11-03,248.30999755859372,250.4600067138672 2020-11-04,245.88999938964844,257.8299865722656 2020-11-05,255.9199981689453,260.5 2020-11-06,259.4100036621094,261.6000061035156 2020-11-09,262.6099853515625,276.67999267578125 2020-11-10,247.22000122070312,259.9800109863281 2020-11-11,246.7899932861328,257.4100036621094 2020-11-12,245.7100067138672,253.02999877929688 2020-11-13,251.0,256.9100036621094 2020-11-16,248.7899932861328,251.55999755859372 2020-11-17,252.7100067138672,253.6699981689453 2020-11-18,252.22000122070312,255.1300048828125 2020-11-19,256.8800048828125,259.6600036621094 2020-11-20,254.88999938964844,260.6000061035156 2020-11-23,257.25,257.95001220703125 2020-11-24,258.9700012207031,260.8900146484375 2020-11-25,271.239990234375,282.489990234375 2020-11-27,272.8099975585937,276.4800109863281 2020-11-30,280.2300109863281,281.3500061035156 2020-12-01,279.1099853515625,282.0 2020-12-02,277.0599975585937,279.1499938964844 2020-12-03,277.2900085449219,279.7900085449219 2020-12-04,278.0,281.7799987792969 2020-12-07,280.79998779296875,282.2699890136719 2020-12-08,284.3800048828125,286.239990234375 2020-12-09,279.4200134277344,289.45001220703125 2020-12-10,281.1600036621094,282.17999267578125 2020-12-11,279.67999267578125,280.489990234375 2020-12-14,288.3299865722656,293.4800109863281 2020-12-15,287.5299987792969,290.6600036621094 2020-12-16,292.1700134277344,293.1000061035156 2020-12-17,297.3500061035156,297.760009765625 2020-12-18,305.0,305.95001220703125 2020-12-21,300.8800048828125,303.989990234375 2020-12-22,303.8599853515625,304.29998779296875 2020-12-23,300.17999267578125,307.2200012207031 2020-12-24,301.3900146484375,302.760009765625 2020-12-28,299.6499938964844,305.44000244140625 2020-12-29,298.1099853515625,301.7300109863281 2020-12-30,299.4100036621094,301.510009765625 2020-12-31,305.3399963378906,305.8500061035156 2021-01-04,296.8399963378906,307.8299865722656 2021-01-05,301.70001220703125,302.510009765625 2021-01-06,302.8699951171875,309.95001220703125 2021-01-07,315.20001220703125,316.45001220703125 2021-01-08,319.8500061035156,320.42999267578125 2021-01-11,317.8099975585937,319.8399963378906 2021-01-12,320.1300048828125,320.94000244140625 2021-01-13,314.3299865722656,321.1300048828125 2021-01-14,311.1099853515625,316.1099853515625 2021-01-15,308.510009765625,316.3500061035156 2021-01-19,310.9700012207031,315.4700012207031 2021-01-20,308.5799865722656,315.260009765625 2021-01-21,306.4599914550781,309.9599914550781 2021-01-22,299.1700134277344,306.5 2021-01-25,293.6400146484375,302.489990234375 2021-01-26,291.75,295.94000244140625 2021-01-27,273.4700012207031,285.32000732421875 2021-01-28,284.2200012207031,289.3999938964844 2021-01-29,277.42999267578125,283.6300048828125 2021-02-01,286.32000732421875,287.7300109863281 2021-02-02,294.6099853515625,296.7699890136719 2021-02-03,292.8500061035156,295.94000244140625 2021-02-04,300.489990234375,300.6700134277344 2021-02-05,305.8599853515625,307.8599853515625 2021-02-08,302.8099975585937,310.07000732421875 2021-02-09,304.5,308.1499938964844 2021-02-10,301.7099914550781,306.20001220703125 2021-02-11,300.2099914550781,305.4800109863281 2021-02-12,305.1400146484375,305.5 2021-02-16,308.2200012207031,316.3099975585937 2021-02-17,302.5199890136719,307.19000244140625 2021-02-18,300.7200012207031,301.7799987792969 2021-02-19,305.3999938964844,310.04998779296875 2021-02-22,297.70001220703125,303.1499938964844 2021-02-23,290.25,293.5199890136719 2021-02-24,298.9100036621094,299.1499938964844 2021-02-25,284.0299987792969,298.7699890136719 2021-02-26,276.0,291.9800109863281 2021-03-01,284.2699890136719,284.7200012207031 2021-03-02,277.9200134277344,286.8999938964844 2021-03-03,269.29998779296875,276.82000732421875 2021-03-04,265.44000244140625,273.2799987792969 2021-03-05,267.3900146484375,270.3299865722656 2021-03-08,253.1000061035156,268.2799987792969 2021-03-09,263.9700012207031,266.42999267578125 2021-03-10,263.6400146484375,271.75 2021-03-11,274.3599853515625,276.0 2021-03-12,268.1099853515625,272.0 2021-03-15,273.0199890136719,273.75 2021-03-16,275.010009765625,277.70001220703125 2021-03-17,272.8399963378906,275.3099975585937 2021-03-18,263.44000244140625,271.0 2021-03-19,261.5,265.2099914550781 2021-03-22,265.9599914550781,269.2900085449219 2021-03-23,269.0,274.8299865722656 2021-03-24,263.17999267578125,270.9700012207031 2021-03-25,262.19000244140625,263.3399963378906 2021-03-26,269.010009765625,269.2200012207031 2021-03-29,270.7799987792969,273.1000061035156 2021-03-30,268.42999267578125,271.8999938964844 ","date,60-day,high 2020-06-25,226.31895012810708,234.80999755859372 2020-06-26,227.40030741322286,236.7100067138672 2020-06-29,228.38089374592784,233.92999267578125 2020-06-30,229.755088442845,239.9499969482422 2020-07-01,231.18172405235703,242.6699981689453 2020-07-02,232.45812015759006,244.3999938964844 2020-07-06,233.93199920854408,248.3500061035156 2020-07-07,234.97244140726247,245.6000061035156 2020-07-08,236.26995484104214,244.0 2020-07-09,237.7693273623081,251.38999938964844 2020-07-10,238.92779026896005,248.88999938964844 2020-07-13,239.2187489002627,246.72999572753903 2020-07-14,239.65975758630526,234.67999267578125 2020-07-15,240.1300911538388,237.16000366210935 2020-07-16,240.46522419841585,235.38999938964844 2020-07-17,241.00853427286975,238.05999755859372 2020-07-20,242.0511645714372,246.9600067138672 2020-07-21,242.62126765701575,247.3000030517578 2020-07-22,243.21917265902007,243.91000366210935 2020-07-23,243.5565519780333,245.16000366210935 2020-07-24,243.57782401181606,236.02999877929688 2020-07-27,244.02546069204837,239.97000122070312 2020-07-28,244.1099759579451,240.6000061035156 2020-07-29,244.438725608875,240.1199951171875 2020-07-30,244.57811393278044,237.6499938964844 2020-07-31,244.72068181817187,238.3600006103516 2020-08-03,245.0418634319585,240.4600067138672 2020-08-04,245.36343969837085,241.8699951171875 2020-08-05,245.8712477963541,246.3600006103516 2020-08-06,246.3672965670936,244.5 2020-08-07,246.35556750891558,242.47000122070312 2020-08-10,246.05250616893574,236.92999267578125 2020-08-11,245.55445475458006,232.7899932861328 2020-08-12,245.24981313939455,233.8699951171875 2020-08-13,245.37709670359865,243.25 2020-08-14,245.24076953048714,239.6300048828125 2020-08-17,245.4014469268449,239.3500061035156 2020-08-18,245.78288009399117,246.3300018310547 2020-08-19,246.0544727623156,244.97999572753903 2020-08-20,246.80214144134632,250.6199951171875 2020-08-21,247.44735202230865,249.92999267578125 2020-08-24,248.27951228792588,253.47000122070312 2020-08-25,249.09016330475103,254.3500061035156 2020-08-26,249.59198428064215,253.25999450683597 2020-08-27,249.7310085864648,250.19000244140625 2020-08-28,250.13000328780734,250.5 2020-08-31,250.3913147508128,247.97999572753903 2020-09-01,251.13446426588243,253.6999969482422 2020-09-02,252.33790644973735,261.94000244140625 2020-09-03,252.23116855585508,256.8099975585937 2020-09-04,251.5908790512341,244.44000244140625 2020-09-08,250.35881985003823,230.19000244140625 2020-09-09,249.72135846982462,234.97999572753903 2020-09-10,248.8113963782528,239.00999450683597 2020-09-11,247.8915296941758,231.33999633789065 2020-09-14,247.16062386286845,232.8999938964844 2020-09-15,246.84780276686303,240.0500030517578 2020-09-16,246.21376847170635,237.58999633789065 2020-09-17,245.3595661427701,227.50999450683597 2020-09-18,244.42201288079502,229.33999633789065 2020-09-21,243.68608376085783,227.75999450683597 2020-09-22,243.10420952182545,230.0800018310547 2020-09-23,242.04930985510632,230.3300018310547 2020-09-24,240.982064433016,223.8999938964844 2020-09-25,240.40330323331725,228.97000122070312 2020-09-28,240.1288922862215,234.33999633789065 2020-09-29,239.91326770277385,234.3800048828125 2020-09-30,239.5808400940604,236.7100067138672 2020-10-01,239.45091239758284,238.6100006103516 2020-10-02,238.78167183551918,231.13999938964844 2020-10-05,238.35874405655488,230.1300048828125 2020-10-06,237.8936201208804,231.57000732421875 2020-10-07,237.77036537147455,234.2100067138672 2020-10-08,237.73379172629362,238.0 2020-10-09,237.90164782690948,238.13999938964844 2020-10-12,238.35622974657122,246.1199951171875 2020-10-13,238.91260035038565,247.8699951171875 2020-10-14,239.60699320239118,250.7400054931641 2020-10-15,240.60800206352198,253.9600067138672 2020-10-16,242.0688460351417,261.45001220703125 2020-10-19,243.45277583329252,268.44000244140625 2020-10-20,244.59747002005733,262.5799865722656 2020-10-21,245.46724968411178,259.69000244140625 2020-10-22,246.20948940189314,255.63999938964844 2020-10-23,247.01796544514033,254.6499938964844 2020-10-26,247.44105462782423,254.6499938964844 2020-10-27,247.9334839583567,253.8699951171875 2020-10-28,247.55982363893864,246.3800048828125 2020-10-29,247.5362626088358,245.72000122070312 2020-10-30,247.0383314765344,241.5 2020-11-02,246.89555031700326,242.57000732421875 2020-11-03,247.24361661640663,250.4600067138672 2020-11-04,247.4142924431857,257.8299865722656 2020-11-05,248.21924409269798,260.5 2020-11-06,249.20565662336622,261.6000061035156 2020-11-09,250.3458111551802,276.67999267578125 2020-11-10,250.4329754740794,259.9800109863281 2020-11-11,250.4833289255112,257.4100036621094 2020-11-12,250.4568065510239,253.02999877929688 2020-11-13,250.76809029295697,256.9100036621094 2020-11-16,250.91700314788014,251.55999755859372 2020-11-17,251.30686093643072,253.6699981689453 2020-11-18,251.64147696080454,255.1300048828125 2020-11-19,252.25569715881346,259.6600036621094 2020-11-20,252.7069189867644,260.6000061035156 2020-11-23,253.2836015052254,257.95001220703125 2020-11-24,253.9382904957415,260.8900146484375 2020-11-25,255.3475612783719,282.489990234375 2020-11-27,256.7842834143496,276.4800109863281 2020-11-30,258.6241479224311,281.3500061035156 2020-12-01,260.29632896315775,282.0 2020-12-02,261.7486589169365,279.1499938964844 2020-12-03,263.13861015595535,279.7900085449219 2020-12-04,264.4999172792553,281.7799987792969 2020-12-07,265.968529882696,282.2699890136719 2020-12-08,267.58926904039026,286.239990234375 2020-12-09,268.8036087345813,289.45001220703125 2020-12-10,270.0632646739797,282.17999267578125 2020-12-11,271.1581441806391,280.489990234375 2020-12-14,272.749480244014,293.4800109863281 2020-12-15,274.20332754087207,290.6600036621094 2020-12-16,275.8770046816787,293.1000061035156 2020-12-17,277.7943495901226,297.760009765625 2020-12-18,280.1024653620933,305.95001220703125 2020-12-21,282.02274010346844,303.989990234375 2020-12-22,284.0316357622548,304.29998779296875 2020-12-23,285.6949200794827,307.2200012207031 2020-12-24,287.34454068472127,302.760009765625 2020-12-28,288.7906321231039,305.44000244140625 2020-12-29,290.0557973188368,301.7300109863281 2020-12-30,291.33186858812155,301.510009765625 2020-12-31,292.91679599227734,305.8500061035156 2021-01-04,293.86461246506656,307.8299865722656 2021-01-05,295.06795954538484,302.510009765625 2021-01-06,296.27628400001316,309.95001220703125 2021-01-07,298.209032286117,316.45001220703125 2021-01-08,300.33530458893006,320.42999267578125 2021-01-11,302.2138347263581,319.8399963378906 2021-01-12,304.1376051691229,320.94000244140625 2021-01-13,305.5803920854325,321.1300048828125 2021-01-14,306.73184044357606,316.1099853515625 2021-01-15,307.6460329116505,316.3500061035156 2021-01-19,308.6608563026748,315.4700012207031 2021-01-20,309.4585540420467,315.260009765625 2021-01-21,310.06711967836753,309.9599914550781 2021-01-22,310.16236121036883,306.5 2021-01-25,309.8829649928829,302.489990234375 2021-01-26,309.48222499017623,295.94000244140625 2021-01-27,307.9092326342467,285.32000732421875 2021-01-28,307.0940369028184,289.3999938964844 2021-01-29,305.86888384326136,283.6300048828125 2021-02-01,305.265575633274,287.7300109863281 2021-02-02,305.2155075264103,296.7699890136719 2021-02-03,305.043751496251,295.94000244140625 2021-02-04,305.36273522880964,300.6700134277344 2021-02-05,306.0022649845699,307.8599853515625 2021-02-08,306.40367237262586,310.07000732421875 2021-02-09,306.88432945526625,308.1499938964844 2021-02-10,307.15146945420963,306.20001220703125 2021-02-11,307.2987815811447,305.4800109863281 2021-02-12,307.74695248137664,305.5 2021-02-16,308.3620699040371,316.3099975585937 2021-02-17,308.5697163818281,307.19000244140625 2021-02-18,308.6413695421089,301.7799987792969 2021-02-19,309.00173971675,310.04998779296875 2021-02-22,308.8383551398018,303.1499938964844 2021-02-23,308.19301839866364,293.5199890136719 2021-02-24,308.1285764769784,299.1499938964844 2021-02-25,307.09863888156855,298.7699890136719 2021-02-26,305.59240748219685,291.9800109863281 2021-03-01,304.684919234989,284.7200012207031 2021-03-02,303.40445149781056,286.8999938964844 2021-03-03,301.62319589508485,276.82000732421875 2021-03-04,299.6731179402686,273.2799987792969 2021-03-05,297.9377911751453,270.3299865722656 2021-03-08,295.35986437420956,268.2799987792969 2021-03-09,293.6038837778604,266.42999267578125 2021-03-10,291.9080222450833,271.75 2021-03-11,290.98257933800613,276.0 2021-03-12,289.69583998420853,272.0 2021-03-15,288.78557870224296,273.75 2021-03-16,288.0454344128563,277.70001220703125 2021-03-17,287.1990524745064,275.3099975585937 2021-03-18,285.7855372132597,271.0 2021-03-19,284.31404316611514,265.2099914550781 2021-03-22,283.20059812404156,269.2900085449219 2021-03-23,282.3365125106707,274.8299865722656 2021-03-24,281.13843945826574,270.9700012207031 2021-03-25,279.9344825276553,263.3399963378906 2021-03-26,279.2289866292442,269.2200012207031 2021-03-29,278.67217131977304,273.1000061035156 2021-03-30,277.99121344627815,271.8999938964844 " 3307,US,technical,"During October 03, 2022 to November 13, 2022, what percentage of trading days had Trimble Inc.'s high greater the 10-day Double Exponential Moving Average line? (Smoothing factor alpha = 2 / (n + 1); Require 5n data points to warm up; Use the first data point as the initial value) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",24.1935,medium,moving average,DEMA = 2 * EMA1 - EMA2; EMA1 = EMA_n(P); EMA2 = EMA_n(EMA1),"date,close,high 2022-07-22,63.150001525878906,64.7300033569336 2022-07-25,64.18000030517578,64.25 2022-07-26,64.12999725341797,64.16999816894531 2022-07-27,65.83999633789062,66.16999816894531 2022-07-28,67.70999908447266,67.73999786376953 2022-07-29,69.43000030517578,69.68000030517578 2022-08-01,69.72000122070312,69.9800033569336 2022-08-02,68.55000305175781,69.80999755859375 2022-08-03,69.7300033569336,69.94999694824219 2022-08-04,70.30000305175781,70.54000091552734 2022-08-05,68.0999984741211,69.23999786376953 2022-08-08,68.23999786376953,69.11000061035156 2022-08-09,68.0999984741211,68.69000244140625 2022-08-10,70.0,70.38999938964844 2022-08-11,70.31999969482422,71.30000305175781 2022-08-12,71.73999786376953,71.76000213623047 2022-08-15,71.68000030517578,72.23999786376953 2022-08-16,71.91000366210938,72.08999633789062 2022-08-17,70.61000061035156,71.23999786376953 2022-08-18,71.44000244140625,71.58000183105469 2022-08-19,70.01000213623047,70.81999969482422 2022-08-22,67.25,69.0 2022-08-23,66.95999908447266,67.88999938964844 2022-08-24,68.16999816894531,68.25 2022-08-25,69.4000015258789,69.41999816894531 2022-08-26,66.0,69.44000244140625 2022-08-29,64.80999755859375,65.8499984741211 2022-08-30,63.90999984741211,65.33000183105469 2022-08-31,63.25,64.7699966430664 2022-09-01,62.79999923706055,62.97999954223633 2022-09-02,62.119998931884766,64.0199966430664 2022-09-06,60.220001220703125,62.18999862670898 2022-09-07,62.290000915527344,62.52000045776367 2022-09-08,61.38999938964844,61.65999984741211 2022-09-09,63.08000183105469,63.22999954223633 2022-09-12,64.43000030517578,64.44000244140625 2022-09-13,61.68000030517578,63.09999847412109 2022-09-14,61.220001220703125,62.130001068115234 2022-09-15,59.41999816894531,61.61000061035156 2022-09-16,58.68000030517578,58.959999084472656 2022-09-19,58.91999816894531,59.209999084472656 2022-09-20,58.459999084472656,58.86000061035156 2022-09-21,57.369998931884766,59.47999954223633 2022-09-22,56.790000915527344,57.40999984741211 2022-09-23,56.380001068115234,56.790000915527344 2022-09-26,55.43999862670898,57.209999084472656 2022-09-27,55.25,56.72999954223633 2022-09-28,56.91999816894531,57.27999877929688 2022-09-29,55.2599983215332,56.04999923706055 2022-09-30,54.27000045776367,56.130001068115234 2022-10-03,56.220001220703125,56.650001525878906 2022-10-04,58.790000915527344,58.880001068115234 2022-10-05,57.61000061035156,58.47999954223633 2022-10-06,57.72999954223633,58.25 2022-10-07,54.61000061035156,56.61000061035156 2022-10-10,53.81999969482422,54.91999816894531 2022-10-11,52.4900016784668,53.720001220703125 2022-10-12,52.0,52.650001525878906 2022-10-13,53.47999954223633,54.02999877929688 2022-10-14,52.29999923706055,54.61000061035156 2022-10-17,54.5,54.68000030517578 2022-10-18,55.7599983215332,56.720001220703125 2022-10-19,54.83000183105469,55.43000030517578 2022-10-20,53.4900016784668,55.59999847412109 2022-10-21,55.880001068115234,55.97999954223633 2022-10-24,56.09999847412109,56.40999984741211 2022-10-25,58.150001525878906,58.20000076293945 2022-10-26,58.02999877929688,59.2400016784668 2022-10-27,58.2400016784668,59.72999954223633 2022-10-28,60.2400016784668,60.41999816894531 2022-10-31,60.15999984741211,60.43000030517578 2022-11-01,59.88999938964844,60.93999862670898 2022-11-02,53.650001525878906,60.15999984741211 2022-11-03,52.060001373291016,52.93999862670898 2022-11-04,53.790000915527344,53.93999862670898 2022-11-07,57.20000076293945,57.459999084472656 2022-11-08,54.650001525878906,57.9900016784668 2022-11-09,54.04999923706055,54.220001220703125 2022-11-10,59.15999984741211,59.2599983215332 2022-11-11,62.0,62.400001525878906 ","date,10-day,high 2022-08-17,71.30124948958766,71.23999786376953 2022-08-18,71.51343413812657,71.58000183105469 2022-08-19,71.18032023347978,70.81999969482422 2022-08-22,70.00624102592106,69.0 2022-08-23,69.0333036991687,67.88999938964844 2022-08-24,68.71345924836855,68.25 2022-08-25,68.88799552477217,69.41999816894531 2022-08-26,67.89779223020989,69.44000244140625 2022-08-29,66.77880269767572,65.8499984741211 2022-08-30,65.66712268826365,65.33000183105469 2022-08-31,64.64667172940193,64.7699966430664 2022-09-01,63.76862838144338,62.97999954223633 2022-09-02,62.92403300979704,64.0199966430664 2022-09-06,61.70396466382789,62.18999862670898 2022-09-07,61.5224654737202,62.52000045776367 2022-09-08,61.12881792275614,61.65999984741211 2022-09-09,61.43261438470432,63.22999954223633 2022-09-12,62.1367218406386,64.44000244140625 2022-09-13,61.77478645046361,63.09999847412109 2022-09-14,61.37729988381706,62.130001068115234 2022-09-15,60.51097154810516,61.61000061035156 2022-09-16,59.65034011620364,58.959999084472656 2022-09-19,59.121475730440395,59.209999084472656 2022-09-20,58.60871631827751,58.86000061035156 2022-09-21,57.90021724865825,59.47999954223633 2022-09-22,57.21666998782726,57.40999984741211 2022-09-23,56.60944686127358,56.790000915527344 2022-09-26,55.884629058961764,57.209999084472656 2022-09-27,55.321912457435914,56.72999954223633 2022-09-28,55.49490611201835,57.27999877929688 2022-09-29,55.109061982699345,56.04999923706055 2022-09-30,54.528487241622614,56.130001068115234 2022-10-03,54.77592136852283,56.650001525878906 2022-10-04,55.838883942742726,58.880001068115234 2022-10-05,56.25792877080818,58.47999954223633 2022-10-06,56.622812041112844,58.25 2022-10-07,55.87226937684659,56.61000061035156 2022-10-10,55.06695476946938,54.91999816894531 2022-10-11,54.04696944591209,53.720001220703125 2022-10-12,53.150715318502236,52.650001525878906 2022-10-13,53.00195941846295,54.02999877929688 2022-10-14,52.52809925635452,54.61000061035156 2022-10-17,52.93061956469849,54.68000030517578 2022-10-18,53.66848402402406,56.720001220703125 2022-10-19,53.92413046019157,55.43000030517578 2022-10-20,53.68223658175773,55.59999847412109 2022-10-21,54.30403519183733,55.97999954223633 2022-10-24,54.84510500309182,56.40999984741211 2022-10-25,55.92647980198474,58.20000076293945 2022-10-26,56.684209849444436,59.2400016784668 2022-10-27,57.30536196126628,59.72999954223633 2022-10-28,58.413228737517265,60.41999816894531 2022-10-31,59.18880086477297,60.43000030517578 2022-11-01,59.65083491376241,60.93999862670898 2022-11-02,57.90522748666248,60.15999984741211 2022-11-03,56.07039185408607,52.93999862670898 2022-11-04,55.28143923861156,53.93999862670898 2022-11-07,55.831266335724884,57.459999084472656 2022-11-08,55.40160487368039,57.9900016784668 2022-11-09,54.890786002857695,54.220001220703125 2022-11-10,56.210294670743956,59.2599983215332 2022-11-11,58.129956066685885,62.400001525878906 " 3308,US,technical,"For Steel Dynamics from May 04, 2024 to November 12, 2024, what percentage of days had the close less than the 5-day Double Exponential Moving Average line? (Unit: %) (Smoothing factor alpha = 2 / (n + 1); Require 5n data points to warm up; Use the first data point as the initial value) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",50.0,medium,moving average,DEMA = 2 * EMA1 - EMA2; EMA1 = EMA_n(P); EMA2 = EMA_n(EMA1),"date,close,high 2024-04-01,149.25999450683594,151.33999633789062 2024-04-02,147.89999389648438,149.33999633789062 2024-04-03,147.72999572753906,150.5 2024-04-04,146.7100067138672,149.77999877929688 2024-04-05,147.27000427246094,147.66000366210938 2024-04-08,147.85000610351562,148.8800048828125 2024-04-09,146.72999572753906,149.6199951171875 2024-04-10,144.64999389648438,146.02999877929688 2024-04-11,144.22999572753906,145.6199951171875 2024-04-12,140.6300048828125,145.30999755859375 2024-04-15,140.97000122070312,143.0399932861328 2024-04-16,139.77000427246094,140.22999572753906 2024-04-17,138.92999267578125,142.17999267578125 2024-04-18,136.07000732421875,140.0 2024-04-19,136.89999389648438,137.97999572753906 2024-04-22,137.3000030517578,138.63999938964844 2024-04-23,134.16000366210938,135.77999877929688 2024-04-24,129.9199981689453,144.91000366210938 2024-04-25,133.02999877929688,133.1999969482422 2024-04-26,134.0399932861328,136.27999877929688 2024-04-29,135.07000732421875,135.19000244140625 2024-04-30,130.1199951171875,133.5 2024-05-01,129.64999389648438,132.77999877929688 2024-05-02,130.7899932861328,131.19000244140625 2024-05-03,135.47000122070312,135.80999755859375 2024-05-06,132.60000610351562,137.05999755859375 2024-05-07,132.7100067138672,133.47999572753906 2024-05-08,130.82000732421875,132.6199951171875 2024-05-09,134.83999633789062,135.1999969482422 2024-05-10,135.17999267578125,135.55999755859375 2024-05-13,134.85000610351562,135.97000122070312 2024-05-14,135.07000732421875,136.3699951171875 2024-05-15,136.92999267578125,137.7899932861328 2024-05-16,134.9499969482422,137.2100067138672 2024-05-17,133.92999267578125,135.39999389648438 2024-05-20,133.0800018310547,134.69000244140625 2024-05-21,134.35000610351562,134.49000549316406 2024-05-22,132.72999572753906,133.74000549316406 2024-05-23,133.57000732421875,134.00999450683594 2024-05-24,133.33999633789062,134.49000549316406 2024-05-28,134.27999877929688,135.49000549316406 2024-05-29,131.72999572753906,135.9199981689453 2024-05-30,133.5,134.52000427246094 2024-05-31,133.8699951171875,133.92999267578125 2024-06-03,132.61000061035156,134.55999755859375 2024-06-04,127.23999786376952,130.9499969482422 2024-06-05,127.16000366210938,128.5500030517578 2024-06-06,128.35000610351562,128.4600067138672 2024-06-07,125.5199966430664,127.72000122070312 2024-06-10,123.66999816894533,125.1999969482422 2024-06-11,121.52999877929688,122.61000061035156 2024-06-12,120.77999877929688,123.5199966430664 2024-06-13,121.41999816894533,121.87000274658205 2024-06-14,120.69000244140624,121.61000061035156 2024-06-17,126.5500030517578,126.79000091552734 2024-06-18,125.0,128.3699951171875 2024-06-20,125.68000030517578,127.0500030517578 2024-06-21,128.17999267578125,128.82000732421875 2024-06-24,126.33999633789062,128.92999267578125 2024-06-25,123.58999633789062,127.25 2024-06-26,124.77999877929688,125.06999969482422 2024-06-27,125.0500030517578,126.33999633789062 2024-06-28,129.5,130.60000610351562 2024-07-01,129.14999389648438,130.60000610351562 2024-07-02,128.3000030517578,130.25999450683594 2024-07-03,127.12999725341795,129.83999633789062 2024-07-05,124.41999816894533,126.97000122070312 2024-07-08,124.2699966430664,125.62999725341795 2024-07-09,124.25,125.25 2024-07-10,127.27999877929688,127.87000274658205 2024-07-11,129.77000427246094,130.3000030517578 2024-07-12,129.22000122070312,130.75 2024-07-15,131.91000366210938,137.27000427246094 2024-07-16,132.7100067138672,133.00999450683594 2024-07-17,130.07000732421875,133.24000549316406 2024-07-18,129.1300048828125,133.4199981689453 2024-07-19,128.44000244140625,129.75999450683594 2024-07-22,127.7699966430664,128.4600067138672 2024-07-23,126.62000274658205,127.48999786376952 2024-07-24,123.29000091552734,127.44000244140624 2024-07-25,127.5999984741211,128.6699981689453 2024-07-26,130.5399932861328,131.82000732421875 2024-07-29,130.52000427246094,131.36000061035156 2024-07-30,128.85000610351562,131.47999572753906 2024-07-31,133.22000122070312,135.32000732421875 2024-08-01,126.3499984741211,133.9600067138672 2024-08-02,121.27999877929688,123.79000091552734 2024-08-05,121.41000366210938,123.5500030517578 2024-08-06,122.37999725341795,124.19000244140624 2024-08-07,119.12000274658205,126.19000244140624 2024-08-08,120.20999908447266,121.37999725341795 2024-08-09,119.43000030517578,120.37000274658205 2024-08-12,115.97000122070312,119.66999816894533 2024-08-13,117.2699966430664,117.43000030517578 2024-08-14,115.0500030517578,117.08999633789062 2024-08-15,118.0500030517578,120.0 2024-08-16,116.6999969482422,118.5199966430664 2024-08-19,116.05999755859376,118.33000183105467 2024-08-20,115.9499969482422,117.0 2024-08-21,119.0500030517578,119.30999755859376 2024-08-22,118.94000244140624,119.68000030517578 2024-08-23,120.87999725341795,120.98999786376952 2024-08-26,122.7300033569336,124.12999725341795 2024-08-27,121.41000366210938,122.61000061035156 2024-08-28,118.02999877929688,119.5500030517578 2024-08-29,118.8000030517578,120.56999969482422 2024-08-30,119.51000213623048,120.20999908447266 2024-09-03,113.95999908447266,118.1500015258789 2024-09-04,113.12000274658205,115.3499984741211 2024-09-05,111.31999969482422,114.22000122070312 2024-09-06,111.0,112.94000244140624 2024-09-09,110.73999786376952,113.51000213623048 2024-09-10,108.73999786376952,110.94000244140624 2024-09-11,108.0999984741211,108.83000183105467 2024-09-12,110.54000091552734,110.66000366210938 2024-09-13,112.83999633789062,114.13999938964844 2024-09-16,111.01000213623048,113.38999938964844 2024-09-17,114.48999786376952,116.20999908447266 2024-09-18,115.12000274658205,117.44000244140624 2024-09-19,120.08999633789062,120.16000366210938 2024-09-20,119.83000183105467,119.98999786376952 2024-09-23,120.95999908447266,121.58000183105467 2024-09-24,124.66999816894533,125.80999755859376 2024-09-25,123.33999633789062,124.7300033569336 2024-09-26,125.23999786376952,127.08000183105467 2024-09-27,125.9800033569336,128.0 2024-09-30,126.08000183105467,126.72000122070312 2024-10-01,129.22999572753906,129.5 2024-10-02,127.5999984741211,130.6699981689453 2024-10-03,127.54000091552734,127.94000244140624 2024-10-04,128.22000122070312,130.77999877929688 2024-10-07,130.07000732421875,130.19000244140625 2024-10-08,127.02999877929688,127.77999877929688 2024-10-09,130.17999267578125,130.4600067138672 2024-10-10,128.4600067138672,129.75 2024-10-11,129.86000061035156,130.69000244140625 2024-10-14,130.17999267578125,130.27000427246094 2024-10-15,128.4600067138672,131.4199981689453 2024-10-16,129.86000061035156,130.02000427246094 2024-10-17,135.0500030517578,138.72000122070312 2024-10-18,136.57000732421875,137.86000061035156 2024-10-21,133.4499969482422,137.00999450683594 2024-10-22,131.8000030517578,132.74000549316406 2024-10-23,128.63999938964844,133.24000549316406 2024-10-24,130.33999633789062,130.77000427246094 2024-10-25,129.5800018310547,131.63999938964844 2024-10-28,135.72000122070312,135.99000549316406 2024-10-29,135.16000366210938,136.02999877929688 2024-10-30,132.77000427246094,135.80999755859375 2024-10-31,130.5,133.7899932861328 2024-11-01,133.64999389648438,133.99000549316406 2024-11-04,133.5800018310547,135.0500030517578 2024-11-05,135.64999389648438,135.75 2024-11-06,154.32000732421875,155.55999755859375 2024-11-07,147.9499969482422,155.11000061035156 2024-11-08,148.5500030517578,149.67999267578125 2024-11-11,147.8000030517578,151.0 2024-11-12,144.35000610351562,146.69000244140625 ","date,5-day,close 2024-04-11,144.7367272450903,144.22999572753906 2024-04-12,142.23436688595953,140.6300048828125 2024-04-15,141.13283113593542,140.97000122070312 2024-04-16,139.95850250743098,139.77000427246094 2024-04-17,138.94896131494363,138.92999267578125 2024-04-18,136.90928796306318,136.07000732421875 2024-04-19,136.37061672028113,136.89999389648438 2024-04-22,136.41225427377475,137.3000030517578 2024-04-23,134.7849545008542,134.16000366210938 2024-04-24,131.63671256793788,129.9199981689453 2024-04-25,131.77452600361562,133.02999877929688 2024-04-26,132.53638145390138,134.0399932861328 2024-04-29,133.61428187876854,135.07000732421875 2024-04-30,131.5050892242977,130.1199951171875 2024-05-01,130.15265913224113,129.64999389648438 2024-05-02,130.12906039271434,130.7899932861328 2024-05-03,132.79201346028802,135.47000122070312 2024-05-06,132.67866062081828,132.60000610351562 2024-05-07,132.68065364043787,132.7100067138672 2024-05-08,131.63480121862293,130.82000732421875 2024-05-09,133.3127724949224,134.83999633789062 2024-05-10,134.41711589910233,135.17999267578125 2024-05-13,134.80937340266573,134.85000610351562 2024-05-14,135.11044771584562,135.07000732421875 2024-05-15,136.27309034016844,136.92999267578125 2024-05-16,135.76281191741384,134.9499969482422 2024-05-17,134.87903969269223,133.92999267578125 2024-05-20,133.9085852327555,133.0800018310547 2024-05-21,134.09076524618405,134.35000610351562 2024-05-22,133.30053291631327,132.72999572753906 2024-05-23,133.3525986357734,133.57000732421875 2024-05-24,133.27211159517842,133.33999633789062 2024-05-28,133.76610590488548,134.27999877929688 2024-05-29,132.62608977760223,131.72999572753906 2024-05-30,133.00318564461426,133.5 2024-05-31,133.43153824565553,133.8699951171875 2024-06-03,132.97063766137967,132.61000061035156 2024-06-04,129.7423873145973,127.23999786376952 2024-06-05,127.98512488723529,127.16000366210938 2024-06-06,127.7735516952861,128.35000610351562 2024-06-07,126.17134217730683,125.5199966430664 2024-06-10,124.35910040211093,123.66999816894533 2024-06-11,122.28820414853412,121.52999877929688 2024-06-12,120.86689410591805,120.77999877929688 2024-06-13,120.58110093382435,121.41999816894533 2024-06-14,120.14173936816334,120.69000244140624 2024-06-17,123.26294157509183,126.5500030517578 2024-06-18,124.15425880237976,125.0 2024-06-20,125.02214898378539,125.68000030517578 2024-06-21,126.86985719490099,128.17999267578125 2024-06-24,126.81441126555536,126.33999633789062 2024-06-25,125.20927808277236,123.58999633789062 2024-06-26,124.97707783066318,124.77999877929688 2024-06-27,125.00198241983003,125.0500030517578 2024-06-28,127.4906072786974,129.5 2024-07-01,128.62548079416337,129.14999389648438 2024-07-02,128.71593112089136,128.3000030517578 2024-07-03,128.05991381490017,127.12999725341795 2024-07-05,126.15947145847682,124.41999816894533 2024-07-08,125.03822142018578,124.2699966430664 2024-07-09,124.44342051511737,124.25 2024-07-10,125.84090604412773,127.27999877929688 2024-07-11,128.00524630157562,129.77000427246094 2024-07-12,128.8577022728965,129.22000122070312 2024-07-15,130.77127283290994,131.91000366210938 2024-07-16,132.19272042491465,132.7100067138672 2024-07-17,131.41528483699568,130.07000732421875 2024-07-18,130.39805905127525,129.1300048828125 2024-07-19,129.42172910478905,128.44000244140625 2024-07-22,128.50649850023052,127.7699966430664 2024-07-23,127.37901030491719,126.62000274658205 2024-07-24,124.94356924993252,123.29000091552734 2024-07-25,126.0718642764464,127.5999984741211 2024-07-26,128.37645187242293,130.5399932861328 2024-07-29,129.630001509007,130.52000427246094 2024-07-30,129.35824711623627,128.85000610351562 2024-07-31,131.6087712275845,133.22000122070312 2024-08-01,128.9713615282069,126.3499984741211 2024-08-02,124.69125038090496,121.27999877929688 2024-08-05,122.48217573904348,121.41000366210938 2024-08-06,121.92011988483935,122.37999725341795 2024-08-07,119.9103067090152,119.12000274658205 2024-08-08,119.5347983783178,120.20999908447266 2024-08-09,119.00959543241567,119.43000030517578 2024-08-12,116.90066183983659,115.97000122070312 2024-08-13,116.58217096454399,117.2699966430664 2024-08-14,115.2837147668561,115.0500030517578 2024-08-15,116.34732182176167,118.0500030517578 2024-08-16,116.25921948087725,116.6999969482422 2024-08-19,115.91348294260894,116.05999755859376 2024-08-20,115.7149902105149,115.9499969482422 2024-08-21,117.3751086912848,119.0500030517578 2024-08-22,118.2379270503731,118.94000244140624 2024-08-23,119.7771851489781,120.87999725341795 2024-08-26,121.61161570636011,122.7300033569336 2024-08-27,121.81785030702461,121.41000366210938 2024-08-28,119.98641334521132,118.02999877929688 2024-08-29,119.38284211733765,118.8000030517578 2024-08-30,119.44427227792528,119.51000213623048 2024-09-03,116.3955428603549,113.95999908447266 2024-09-04,114.30327140084194,113.12000274658205 2024-09-05,112.24189698405294,111.31999969482422 2024-09-06,111.04551993621897,111.0 2024-09-09,110.36429340191816,110.73999786376952 2024-09-10,108.99215988243459,108.73999786376952 2024-09-11,107.99874954411891,108.0999984741211 2024-09-12,108.92404063120455,110.54000091552734 2024-09-13,110.7926074917025,112.83999633789062 2024-09-16,110.83390585613354,111.01000213623048 2024-09-17,112.80515789785755,114.48999786376952 2024-09-18,114.21847706973207,115.12000274658205 2024-09-19,117.70789599427553,120.08999633789062 2024-09-20,119.37898527289876,119.83000183105467 2024-09-23,120.79958082175861,120.95999908447266 2024-09-24,123.50989147514937,124.66999816894533 2024-09-25,124.10448482538109,123.33999633789062 2024-09-26,125.33936177458452,125.23999786376952 2024-09-27,126.2882697025644,125.9800033569336 2024-09-30,126.73130945110822,126.08000183105467 2024-10-01,128.60584510183529,129.22999572753906 2024-10-02,128.60276809756,127.5999984741211 2024-10-03,128.45664971605896,127.54000091552734 2024-10-04,128.6676362937638,128.22000122070312 2024-10-07,129.7394520443568,130.07000732421875 2024-10-08,128.56364932853728,127.02999877929688 2024-10-09,129.62066133630435,130.17999267578125 2024-10-10,129.19704462085707,128.4600067138672 2024-10-11,129.7046518112619,129.86000061035156 2024-10-14,130.1252893543571,130.17999267578125 2024-10-15,129.36276976371653,128.4600067138672 2024-10-16,129.7013395492732,129.86000061035156 2024-10-17,132.75277870597728,135.0500030517578 2024-10-18,135.20866785429968,136.57000732421875 2024-10-21,134.71809498578028,133.4499969482422 2024-10-22,133.44249954199836,131.8000030517578 2024-10-23,130.93751103356334,128.63999938964844 2024-10-24,130.51334648506958,130.33999633789062 2024-10-25,129.88334861003247,129.5800018310547 2024-10-28,132.98075512882315,135.72000122070312 2024-10-29,134.35063117038692,135.16000366210938 2024-10-30,133.72161780480195,132.77000427246094 2024-10-31,132.07520798735914,130.5 2024-11-01,132.91844379016928,133.64999389648438 2024-11-04,133.33561412243674,133.5800018310547 2024-11-05,134.6981729407519,135.64999389648438 2024-11-06,145.7817422038258,154.32000732421875 2024-11-07,148.11757445858194,147.9499969482422 2024-11-08,149.47043912816673,148.5500030517578 2024-11-11,149.55277497282566,147.8000030517578 2024-11-12,147.4779512746431,144.35000610351562 " 3309,US,technical,"Calculate the percentage of days where Cisco's open was less than its 10-day Double Exponential Moving Average line from January 31, 2022 to September 08, 2022. (Unit: %) (Smoothing factor alpha = 2 / (n + 1); Require 5n data points to warm up; Use the first data point as the initial value) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",51.3514,medium,moving average,DEMA = 2 * EMA1 - EMA2; EMA1 = EMA_n(P); EMA2 = EMA_n(EMA1),"date,close,high,open 2021-11-17,56.7599983215332,57.13999938964844,56.61000061035156 2021-11-18,53.630001068115234,53.93000030517578,52.72999954223633 2021-11-19,53.25,53.68999862670898,53.54999923706055 2021-11-22,54.59999847412109,55.52999877929688,53.34999847412109 2021-11-23,55.29999923706055,55.58000183105469,54.61000061035156 2021-11-24,55.540000915527344,55.75,55.150001525878906 2021-11-26,54.66999816894531,55.18999862670898,54.459999084472656 2021-11-29,55.7599983215332,56.18999862670898,55.13999938964844 2021-11-30,54.84000015258789,55.59999847412109,55.58000183105469 2021-12-01,55.02999877929688,56.380001068115234,55.52999877929688 2021-12-02,56.150001525878906,56.61000061035156,55.150001525878906 2021-12-03,56.22999954223633,56.81999969482422,56.29999923706055 2021-12-06,56.959999084472656,57.16999816894531,56.70000076293945 2021-12-07,58.08000183105469,58.220001220703125,57.09999847412109 2021-12-08,57.02000045776367,58.130001068115234,58.08000183105469 2021-12-09,57.54999923706055,57.83000183105469,57.20000076293945 2021-12-10,59.25,59.34000015258789,57.90999984741211 2021-12-13,58.61000061035156,59.5099983215332,59.09999847412109 2021-12-14,57.77000045776367,58.52999877929688,58.34000015258789 2021-12-15,59.93000030517578,60.02999877929688,57.91999816894531 2021-12-16,60.310001373291016,60.7599983215332,60.04999923706055 2021-12-17,60.459999084472656,60.79999923706055,60.27000045776367 2021-12-20,60.36000061035156,60.40999984741211,59.66999816894531 2021-12-21,61.02999877929688,61.2400016784668,60.43999862670898 2021-12-22,61.52999877929688,61.59999847412109,60.970001220703125 2021-12-23,62.27999877929688,62.900001525878906,61.790000915527344 2021-12-27,63.41999816894531,63.470001220703125,62.40999984741211 2021-12-28,63.52999877929688,63.84000015258789,63.41999816894531 2021-12-29,63.959999084472656,64.29000091552734,63.650001525878906 2021-12-30,63.619998931884766,64.13999938964844,64.04000091552734 2021-12-31,63.369998931884766,63.81999969482422,63.54999923706055 2022-01-03,63.15999984741211,63.34999847412109,62.900001525878906 2022-01-04,61.25,62.810001373291016,62.43999862670898 2022-01-05,60.27999877929688,61.63999938964844,61.18999862670898 2022-01-06,60.91999816894531,61.130001068115234,60.0 2022-01-07,61.130001068115234,61.5,60.869998931884766 2022-01-10,61.81999969482422,61.900001525878906,60.869998931884766 2022-01-11,62.369998931884766,62.43000030517578,61.59999847412109 2022-01-12,62.119998931884766,62.81999969482422,62.400001525878906 2022-01-13,61.5,62.150001525878906,62.08000183105469 2022-01-14,61.36000061035156,61.5,61.470001220703125 2022-01-18,59.72999954223633,60.220001220703125,59.97999954223633 2022-01-19,58.900001525878906,59.4900016784668,58.0 2022-01-20,58.08000183105469,59.34000015258789,58.9900016784668 2022-01-21,56.68000030517578,58.34000015258789,58.06999969482422 2022-01-24,56.900001525878906,57.0,56.15999984741211 2022-01-25,56.11000061035156,56.68999862670898,56.09000015258789 2022-01-26,55.33000183105469,56.45000076293945,56.11000061035156 2022-01-27,54.619998931884766,56.52999877929688,55.5099983215332 2022-01-28,55.61000061035156,55.65999984741211,54.5 2022-01-31,55.66999816894531,55.86000061035156,55.43000030517578 2022-02-01,55.369998931884766,55.5,55.45000076293945 2022-02-02,56.16999816894531,56.31999969482422,55.22999954223633 2022-02-03,55.20000076293945,56.150001525878906,55.869998931884766 2022-02-04,55.150001525878906,55.619998931884766,54.88999938964844 2022-02-07,55.16999816894531,55.52999877929688,55.33000183105469 2022-02-08,55.34000015258789,55.4900016784668,55.060001373291016 2022-02-09,56.290000915527344,56.380001068115234,55.81999969482422 2022-02-10,54.869998931884766,56.02999877929688,55.2400016784668 2022-02-11,53.900001525878906,55.09000015258789,54.869998931884766 2022-02-14,53.18000030517578,53.650001525878906,53.40999984741211 2022-02-15,54.27000045776367,54.29999923706055,53.720001220703125 2022-02-16,54.25,54.43999862670898,54.130001068115234 2022-02-17,55.77000045776367,57.060001373291016,55.5 2022-02-18,57.209999084472656,57.68999862670898,55.459999084472656 2022-02-22,56.29999923706055,57.13999938964844,56.93000030517578 2022-02-23,54.43999862670898,56.9900016784668,56.61000061035156 2022-02-24,54.72999954223633,54.83000183105469,54.06999969482422 2022-02-25,56.040000915527344,56.220001220703125,54.97999954223633 2022-02-28,55.77000045776367,56.0,55.40999984741211 2022-03-01,54.619998931884766,55.84999847412109,55.52999877929688 2022-03-02,56.150001525878906,56.380001068115234,54.77000045776367 2022-03-03,56.06999969482422,57.0,56.7400016784668 2022-03-04,56.5099983215332,56.900001525878906,55.66999816894531 2022-03-07,55.59000015258789,56.43999862670898,56.310001373291016 2022-03-08,54.400001525878906,55.86000061035156,55.70000076293945 2022-03-09,55.91999816894531,56.25,55.63999938964844 2022-03-10,54.709999084472656,55.15999984741211,54.400001525878906 2022-03-11,54.68999862670898,56.209999084472656,55.290000915527344 2022-03-14,54.29999923706055,55.400001525878906,54.72999954223633 2022-03-15,55.59999847412109,55.72999954223633,54.41999816894531 2022-03-16,55.810001373291016,56.0,55.93000030517578 2022-03-17,56.16999816894531,56.29999923706055,55.4900016784668 2022-03-18,55.970001220703125,56.41999816894531,56.02999877929688 2022-03-21,56.0,56.54999923706055,56.060001373291016 2022-03-22,56.16999816894531,56.720001220703125,56.36000061035156 2022-03-23,54.47999954223633,56.09000015258789,55.900001525878906 2022-03-24,54.5,54.68999862670898,54.66999816894531 2022-03-25,54.970001220703125,55.18000030517578,54.61000061035156 2022-03-28,55.13999938964844,55.15999984741211,54.79999923706055 2022-03-29,55.66999816894531,56.310001373291016,55.66999816894531 2022-03-30,56.04999923706055,56.93999862670898,55.75 2022-03-31,55.7599983215332,56.880001068115234,56.040000915527344 2022-04-01,55.65999984741211,56.18999862670898,56.16999816894531 2022-04-04,55.869998931884766,56.119998931884766,55.459999084472656 2022-04-05,54.91999816894531,55.59000015258789,55.20000076293945 2022-04-06,54.369998931884766,54.7599983215332,54.68999862670898 2022-04-07,54.630001068115234,54.84999847412109,54.43000030517578 2022-04-08,54.27999877929688,54.90999984741211,54.84000015258789 2022-04-11,52.880001068115234,53.95000076293945,53.91999816894531 2022-04-12,51.81999969482422,52.95000076293945,51.70000076293945 2022-04-13,52.150001525878906,52.36000061035156,51.84000015258789 2022-04-14,51.16999816894531,52.380001068115234,52.08000183105469 2022-04-18,51.11000061035156,51.560001373291016,50.880001068115234 2022-04-19,51.83000183105469,51.93999862670898,51.0 2022-04-20,53.02000045776367,53.66999816894531,52.220001220703125 2022-04-21,52.77999877929688,53.83000183105469,53.34000015258789 2022-04-22,51.36000061035156,52.959999084472656,52.91999816894531 2022-04-25,51.93999862670898,51.97999954223633,51.45000076293945 2022-04-26,50.900001525878906,51.93999862670898,51.880001068115234 2022-04-27,49.310001373291016,51.11000061035156,50.90999984741211 2022-04-28,50.630001068115234,50.77999877929688,49.52999877929688 2022-04-29,48.97999954223633,50.63999938964844,50.5099983215332 2022-05-02,49.86000061035156,49.90999984741211,49.34000015258789 2022-05-03,49.91999816894531,50.36000061035156,49.77000045776367 2022-05-04,51.58000183105469,51.65999984741211,50.02999877929688 2022-05-05,49.61000061035156,51.209999084472656,51.150001525878906 2022-05-06,49.33000183105469,49.84000015258789,49.150001525878906 2022-05-09,48.959999084472656,49.41999816894531,49.0 2022-05-10,49.54999923706055,50.2400016784668,49.709999084472656 2022-05-11,48.650001525878906,49.63999938964844,49.09000015258789 2022-05-12,48.290000915527344,48.77999877929688,48.630001068115234 2022-05-13,49.560001373291016,49.630001068115234,48.709999084472656 2022-05-16,49.0,49.65999984741211,49.65999984741211 2022-05-17,50.59999847412109,50.720001220703125,49.68000030517578 2022-05-18,48.36000061035156,50.470001220703125,50.470001220703125 2022-05-19,41.720001220703125,43.93000030517578,43.060001373291016 2022-05-20,42.93999862670898,43.0,41.86000061035156 2022-05-23,43.34999847412109,43.81999969482422,43.34000015258789 2022-05-24,43.77000045776367,44.060001373291016,43.400001525878906 2022-05-25,44.0,44.41999816894531,43.75 2022-05-26,44.9900016784668,45.52999877929688,44.04999923706055 2022-05-27,45.619998931884766,45.63999938964844,45.119998931884766 2022-05-31,45.04999923706055,45.61000061035156,45.27000045776367 2022-06-01,45.22999954223633,45.79999923706055,45.54999923706055 2022-06-02,45.790000915527344,45.79999923706055,45.18000030517578 2022-06-03,45.25,45.7400016784668,45.54999923706055 2022-06-06,45.33000183105469,46.09000015258789,45.59999847412109 2022-06-07,45.56999969482422,45.650001525878906,44.81999969482422 2022-06-08,44.91999816894531,45.630001068115234,45.45000076293945 2022-06-09,44.2599983215332,45.27000045776367,44.83000183105469 2022-06-10,43.4900016784668,43.9900016784668,43.79999923706055 2022-06-13,43.2400016784668,43.84000015258789,43.060001373291016 2022-06-14,42.90999984741211,43.70000076293945,43.630001068115234 2022-06-15,43.79999923706055,44.43000030517578,43.369998931884766 2022-06-16,43.31999969482422,43.40999984741211,42.810001373291016 2022-06-17,43.38999938964844,44.0,43.36000061035156 2022-06-21,44.13999938964844,44.27999877929688,43.810001373291016 2022-06-22,43.56999969482422,44.119998931884766,43.470001220703125 2022-06-23,42.93000030517578,43.459999084472656,43.40999984741211 2022-06-24,44.09999847412109,44.220001220703125,43.43999862670898 2022-06-27,43.77000045776367,44.290000915527344,44.290000915527344 2022-06-28,43.060001373291016,44.470001220703125,43.90999984741211 2022-06-29,42.880001068115234,43.2599983215332,43.13999938964844 2022-06-30,42.63999938964844,43.13999938964844,42.369998931884766 2022-07-01,42.59999847412109,42.70000076293945,42.52000045776367 2022-07-05,41.959999084472656,41.970001220703125,41.52000045776367 2022-07-06,42.68999862670898,42.93000030517578,42.119998931884766 2022-07-07,43.220001220703125,43.36000061035156,42.880001068115234 2022-07-08,43.38999938964844,43.61000061035156,43.02999877929688 2022-07-11,43.25,43.68000030517578,43.34000015258789 2022-07-12,42.86000061035156,43.83000183105469,43.58000183105469 2022-07-13,42.70000076293945,43.04999923706055,41.84999847412109 2022-07-14,42.33000183105469,42.470001220703125,41.790000915527344 2022-07-15,43.06999969482422,43.130001068115234,42.5 2022-07-18,42.59999847412109,43.31999969482422,43.29999923706055 2022-07-19,44.02999877929688,44.09000015258789,42.81999969482422 2022-07-20,44.130001068115234,44.31999969482422,44.08000183105469 2022-07-21,44.58000183105469,44.68999862670898,44.290000915527344 2022-07-22,44.459999084472656,44.91999816894531,44.77999877929688 2022-07-25,44.34000015258789,44.65999984741211,44.65999984741211 2022-07-26,43.83000183105469,44.540000915527344,44.369998931884766 2022-07-27,44.63999938964844,44.790000915527344,44.18999862670898 2022-07-28,45.619998931884766,45.869998931884766,44.880001068115234 2022-07-29,45.369998931884766,45.4900016784668,45.11000061035156 2022-08-01,45.27999877929688,45.43000030517578,45.060001373291016 2022-08-02,44.91999816894531,45.70000076293945,45.52000045776367 2022-08-03,45.709999084472656,45.81999969482422,44.900001525878906 2022-08-04,45.380001068115234,45.93000030517578,45.900001525878906 2022-08-05,45.0099983215332,45.06999969482422,44.90999984741211 2022-08-08,45.02000045776367,45.52000045776367,45.4900016784668 2022-08-09,44.91999816894531,45.18000030517578,45.150001525878906 2022-08-10,46.02000045776367,46.060001373291016,45.709999084472656 2022-08-11,45.900001525878906,46.43000030517578,46.11000061035156 2022-08-12,46.61000061035156,46.61000061035156,46.09000015258789 2022-08-15,46.59000015258789,46.619998931884766,46.38999938964844 2022-08-16,46.77000045776367,47.0099983215332,46.56999969482422 2022-08-17,46.65999984741211,47.09999847412109,46.36000061035156 2022-08-18,49.369998931884766,50.0,49.79999923706055 2022-08-19,48.70000076293945,49.459999084472656,49.0099983215332 2022-08-22,47.709999084472656,48.5,48.470001220703125 2022-08-23,47.40999984741211,48.040000915527344,47.59000015258789 2022-08-24,47.06999969482422,47.40999984741211,47.09000015258789 2022-08-25,47.27000045776367,47.43000030517578,47.25 2022-08-26,45.88999938964844,47.27000045776367,47.08000183105469 2022-08-29,45.709999084472656,46.0,45.720001220703125 2022-08-30,45.2400016784668,45.869998931884766,45.75 2022-08-31,44.720001220703125,45.83000183105469,45.77999877929688 2022-09-01,45.290000915527344,45.34000015258789,44.56999969482422 2022-09-02,44.59000015258789,45.91999816894531,45.709999084472656 2022-09-06,44.470001220703125,44.790000915527344,44.65999984741211 2022-09-07,45.02000045776367,45.16999816894531,44.75 2022-09-08,45.369998931884766,45.470001220703125,44.7599983215332 ","date,10-day,open 2021-12-14,58.33366423114255,58.34000015258789 2021-12-15,58.99644092234715,57.91999816894531 2021-12-16,59.59659953592977,60.04999923706055 2021-12-17,60.07152815987112,60.27000045776367 2021-12-20,60.36924025303486,59.66999816894531 2021-12-21,60.78971668058315,60.43999862670898 2021-12-22,61.24442510228781,60.970001220703125 2021-12-23,61.80619102680116,61.790000915527344 2021-12-27,62.57477157623505,62.40999984741211 2021-12-28,63.15358112407844,63.41999816894531 2021-12-29,63.695641092700086,63.650001525878906 2021-12-30,63.95485004577385,64.04000091552734 2021-12-31,64.03465600233105,63.54999923706055 2022-01-03,63.99668650497932,62.900001525878906 2022-01-04,63.3122049362831,62.43999862670898 2022-01-05,62.46516464175704,61.18999862670898 2022-01-06,62.03747082588504,60.0 2022-01-07,61.78364459657434,60.869998931884766 2022-01-10,61.82021853360207,60.869998931884766 2022-01-11,62.02651260820173,61.59999847412109 2022-01-12,62.09332058619597,62.400001525878906 2022-01-13,61.933966886401734,62.08000183105469 2022-01-14,61.76666529289035,61.470001220703125 2022-01-18,61.102383222401215,59.97999954223633 2022-01-19,60.337950965503886,58.0 2022-01-20,59.5076137889737,58.9900016784668 2022-01-21,58.441764035537524,58.06999969482422 2022-01-24,57.74274886097842,56.15999984741211 2022-01-25,56.98579633948438,56.09000015258789 2022-01-26,56.192273295439556,56.11000061035156 2022-01-27,55.39785537484479,55.5099983215332 2022-01-28,55.1676139682221,54.5 2022-01-31,55.04794367876615,55.43000030517578 2022-02-01,54.88922429886832,55.45000076293945 2022-02-02,55.063330069469686,55.22999954223633 2022-02-03,54.89580398332404,55.869998931884766 2022-02-04,54.77718584000374,54.88999938964844 2022-02-07,54.71671525204681,55.33000183105469 2022-02-08,54.74741850319381,55.060001373291016 2022-02-09,55.10161123425216,55.81999969482422 2022-02-10,54.90857892512095,55.2400016784668 2022-02-11,54.457423278403546,54.869998931884766 2022-02-14,53.89896589640079,53.40999984741211 2022-02-15,53.86168569637096,53.720001220703125 2022-02-16,53.84361581647515,54.130001068115234 2022-02-17,54.34743312864942,55.5 2022-02-18,55.207758886260436,55.459999084472656 2022-02-22,55.54904279752372,56.93000030517578 2022-02-23,55.187454352535376,56.61000061035156 2022-02-24,55.0165580688472,54.06999969482422 2022-02-25,55.32574172047081,54.97999954223633 2022-02-28,55.46707142502611,55.40999984741211 2022-03-01,55.19152895531349,55.52999877929688 2022-03-02,55.49396733233274,54.77000045776367 2022-03-03,55.6916662750646,56.7400016784668 2022-03-04,55.98197117678922,55.66999816894531 2022-03-07,55.889631332664074,56.310001373291016 2022-03-08,55.424523918095474,55.70000076293945 2022-03-09,55.581780741018896,55.63999938964844 2022-03-10,55.298232881428774,54.400001525878906 2022-03-11,55.08236238452653,55.290000915527344 2022-03-14,54.795957914557206,54.72999954223633 2022-03-15,55.01758909393671,54.41999816894531 2022-03-16,55.25462941639352,55.93000030517578 2022-03-17,55.55067591038329,55.4900016784668 2022-03-18,55.70321456424885,56.02999877929688 2022-03-21,55.824063562272016,56.060001373291016 2022-03-22,55.96697630069019,56.36000061035156 2022-03-23,55.51067939338883,55.900001525878906 2022-03-24,55.177764099293995,54.66999816894531 2022-03-25,55.08787032746976,54.61000061035156 2022-03-28,55.07999474741178,54.79999923706055 2022-03-29,55.2519124974624,55.66999816894531 2022-03-30,55.50643913518671,55.75 2022-03-31,55.598925593385644,56.040000915527344 2022-04-01,55.63310538728531,56.16999816894531 2022-04-04,55.726296333775274,55.459999084472656 2022-04-05,55.479381015928546,55.20000076293945 2022-04-06,55.11378067199516,54.68999862670898 2022-04-07,54.93040323918667,54.43000030517578 2022-04-08,54.68201255906678,54.84000015258789 2022-04-11,54.039635628024996,53.91999816894531 2022-04-12,53.220866003350075,51.70000076293945 2022-04-13,52.73554590756013,51.84000015258789 2022-04-14,52.06733731612992,52.08000183105469 2022-04-18,51.57052611911889,50.880001068115234 2022-04-19,51.46074297726072,51.0 2022-04-20,51.79284666315348,52.220001220703125 2022-04-21,51.97639167635253,53.34000015258789 2022-04-22,51.656405293898686,52.91999816894531 2022-04-25,51.62413591324866,51.45000076293945 2022-04-26,51.269175144554325,51.880001068115234 2022-04-27,50.49373280701336,50.90999984741211 2022-04-28,50.37186696170146,49.52999877929688 2022-04-29,49.75336565525713,50.5099983215332 2022-05-02,49.604671212699564,49.34000015258789 2022-05-03,49.533406502676385,49.77000045776367 2022-05-04,50.04724180546625,50.02999877929688 2022-05-05,49.79064387819525,51.150001525878906 2022-05-06,49.520338453796896,49.150001525878906 2022-05-09,49.210783117181045,49.0 2022-05-10,49.19031111475789,49.709999084472656 2022-05-11,48.89097732835846,49.09000015258789 2022-05-12,48.56362225131437,48.630001068115234 2022-05-13,48.75527325732122,48.709999084472656 2022-05-16,48.72504672028646,49.65999984741211 2022-05-17,49.242826906930105,49.68000030517578 2022-05-18,48.89381010392281,50.470001220703125 2022-05-19,46.4474830410814,43.060001373291016 2022-05-20,45.0568836763588,41.86000061035156 2022-05-23,44.19154404954356,43.34000015258789 2022-05-24,43.723291051791314,43.400001525878906 2022-05-25,43.487409452579826,43.75 2022-05-26,43.67372366573869,44.04999923706055 2022-05-27,44.05022328105687,45.119998931884766 2022-05-31,44.1657239723884,45.27000045776367 2022-06-01,44.33177909026918,45.54999923706055 2022-06-02,44.65775761330927,45.18000030517578 2022-06-03,44.73489147243345,45.54999923706055 2022-06-06,44.8300018025286,45.59999847412109 2022-06-07,44.989537764533495,44.81999969482422 2022-06-08,44.90064685220625,45.45000076293945 2022-06-09,44.62359931065224,44.83000183105469 2022-06-10,44.17157352102407,43.79999923706055 2022-06-13,43.76380181581655,43.060001373291016 2022-06-14,43.36442345289593,43.630001068115234 2022-06-15,43.37626340138709,43.369998931884766 2022-06-16,43.23951957891624,42.810001373291016 2022-06-17,43.17378122053989,43.36000061035156 2022-06-21,43.38485614325022,43.810001373291016 2022-06-22,43.36268799392923,43.470001220703125 2022-06-23,43.14313139163702,43.40999984741211 2022-06-24,43.37588608276345,43.43999862670898 2022-06-27,43.44654442071697,44.290000915527344 2022-06-28,43.26982695082866,43.90999984741211 2022-06-29,43.08508786340606,43.13999938964844 2022-06-30,42.87530042207492,42.369998931884766 2022-07-01,42.713862211342516,42.52000045776367 2022-07-05,42.39045786750658,41.52000045776367 2022-07-06,42.40105617086697,42.119998931884766 2022-07-07,42.59291018867958,42.880001068115234 2022-07-08,42.79826941453684,43.02999877929688 2022-07-11,42.90902182452813,43.34000015258789 2022-07-12,42.86550845531528,43.58000183105469 2022-07-13,42.78330508190551,41.84999847412109 2022-07-14,42.60320881911671,41.790000915527344 2022-07-15,42.71824426798151,42.5 2022-07-18,42.651507443496335,43.29999923706055 2022-07-19,43.07785697693627,42.81999969482422 2022-07-20,43.42779888578594,44.08000183105469 2022-07-21,43.83403139705635,44.290000915527344 2022-07-22,44.09096201925151,44.77999877929688 2022-07-25,44.235487402584596,44.65999984741211 2022-07-26,44.167096280176864,44.369998931884766 2022-07-27,44.3779379630879,44.18999862670898 2022-07-28,44.85170989458782,44.880001068115234 2022-07-29,45.11161636236203,45.11000061035156 2022-08-01,45.264392792645396,45.060001373291016 2022-08-02,45.248172052029666,45.52000045776367 2022-08-03,45.48762214375595,44.900001525878906 2022-08-04,45.546176230850165,45.900001525878906 2022-08-05,45.45756524358082,44.90999984741211 2022-08-08,45.386758035252,45.4900016784668 2022-08-09,45.29417534320801,45.150001525878906 2022-08-10,45.58346612668008,45.709999084472656 2022-08-11,45.751885411888196,46.11000061035156 2022-08-12,46.10423574194378,46.09000015258789 2022-08-15,46.35021440225441,46.38999938964844 2022-08-16,46.58230883773811,46.56999969482422 2022-08-17,46.70751868352504,46.36000061035156 2022-08-18,47.68563344008038,49.79999923706055 2022-08-19,48.17459898132324,49.0099983215332 2022-08-22,48.19201839312875,48.470001220703125 2022-08-23,48.088571497584944,47.59000015258789 2022-08-24,47.884493057558046,47.09000015258789 2022-08-25,47.787069118917245,47.25 2022-08-26,47.24855956189965,47.08000183105469 2022-08-29,46.783654379961966,45.720001220703125 2022-08-30,46.28157308112606,45.75 2022-08-31,45.739135980903804,45.77999877929688 2022-09-01,45.53075617622747,44.56999969482422 2022-09-02,45.15189819491209,45.709999084472656 2022-09-06,44.840038311182894,44.65999984741211 2022-09-07,44.800857902409646,44.75 2022-09-08,44.897576051795,44.7599983215332 " 3310,US,technical,"What is the percentage of days where the open price is greater than the 30-day Triple Exponential Moving Average line for Schlumberger from October 09, 2024 to October 27, 2024? (Unit: %) (Smoothing factor alpha = 2 / (n + 1); Require 6n data points to warm up; Use the first data point as the initial value) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",45.283,medium,moving average,TEMA = 3 * EMA1 - 3 * EMA2 + EMA3; EMA1 = EMA_n(P); EMA2 = EMA_n(EMA1); EMA3 = EMA_n(EMA2),"date,close,open 2024-01-23,50.41999816894531,50.459999084472656 2024-01-24,51.66999816894531,50.79999923706055 2024-01-25,52.470001220703125,52.09000015258789 2024-01-26,52.91999816894531,52.40999984741211 2024-01-29,53.20000076293945,52.77999877929688 2024-01-30,49.34999847412109,48.880001068115234 2024-01-31,48.70000076293945,49.45000076293945 2024-02-01,49.0,49.04999923706055 2024-02-02,49.0,48.900001525878906 2024-02-05,48.54999923706055,48.68999862670898 2024-02-06,48.0099983215332,48.470001220703125 2024-02-07,47.45000076293945,48.220001220703125 2024-02-08,47.790000915527344,47.29999923706055 2024-02-09,47.08000183105469,47.56999969482422 2024-02-12,48.13999938964844,47.54999923706055 2024-02-13,47.58000183105469,48.060001373291016 2024-02-14,47.75,48.02000045776367 2024-02-15,48.58000183105469,47.84999847412109 2024-02-16,48.56999969482422,48.70000076293945 2024-02-20,48.52000045776367,48.5099983215332 2024-02-21,49.209999084472656,48.77999877929688 2024-02-22,49.2599983215332,49.16999816894531 2024-02-23,48.81999969482422,48.880001068115234 2024-02-26,48.560001373291016,48.70000076293945 2024-02-27,48.459999084472656,48.93000030517578 2024-02-28,48.15999984741211,48.2400016784668 2024-02-29,48.33000183105469,48.56999969482422 2024-03-01,49.34999847412109,49.0 2024-03-04,49.41999816894531,49.54999923706055 2024-03-05,49.65999984741211,49.209999084472656 2024-03-06,50.02999877929688,50.5 2024-03-07,50.77999877929688,49.9900016784668 2024-03-08,50.400001525878906,50.68999862670898 2024-03-11,51.52999877929688,50.119998931884766 2024-03-12,51.56999969482422,51.84000015258789 2024-03-13,52.56999969482422,52.2599983215332 2024-03-14,53.22999954223633,52.79999923706055 2024-03-15,52.869998931884766,52.79999923706055 2024-03-18,53.43000030517578,53.20000076293945 2024-03-19,54.47999954223633,53.52999877929688 2024-03-20,54.400001525878906,54.119998931884766 2024-03-21,54.43999862670898,54.47999954223633 2024-03-22,53.9900016784668,54.68999862670898 2024-03-25,54.310001373291016,54.290000915527344 2024-03-26,54.06999969482422,54.380001068115234 2024-03-27,54.900001525878906,54.04999923706055 2024-03-28,54.810001373291016,55.41999816894531 2024-04-01,55.220001220703125,55.150001525878906 2024-04-02,54.68000030517578,54.95000076293945 2024-04-03,54.86000061035156,55.2400016784668 2024-04-04,54.27000045776367,54.86000061035156 2024-04-05,55.02999877929688,54.5 2024-04-08,54.040000915527344,55.43999862670898 2024-04-09,54.16999816894531,54.5 2024-04-10,54.20000076293945,53.880001068115234 2024-04-11,54.0,54.29999923706055 2024-04-12,52.0,54.09999847412109 2024-04-15,51.66999816894531,52.70000076293945 2024-04-16,51.40999984741211,51.5 2024-04-17,50.810001373291016,51.540000915527344 2024-04-18,50.93999862670898,51.18999862670898 2024-04-19,49.84999847412109,49.65999984741211 2024-04-22,49.5099983215332,49.369998931884766 2024-04-23,49.54999923706055,49.25 2024-04-24,49.11000061035156,49.2400016784668 2024-04-25,49.43999862670898,49.27999877929688 2024-04-26,49.20000076293945,49.33000183105469 2024-04-29,49.209999084472656,49.04999923706055 2024-04-30,47.47999954223633,48.93000030517578 2024-05-01,47.15999984741211,47.400001525878906 2024-05-02,47.58000183105469,47.560001373291016 2024-05-03,47.65999984741211,47.970001220703125 2024-05-06,47.959999084472656,48.08000183105469 2024-05-07,48.16999816894531,47.93999862670898 2024-05-08,47.86000061035156,47.650001525878906 2024-05-09,48.47999954223633,48.040000915527344 2024-05-10,48.5,48.77000045776367 2024-05-13,48.75,48.7400016784668 2024-05-14,48.619998931884766,48.900001525878906 2024-05-15,48.310001373291016,48.66999816894531 2024-05-16,48.41999816894531,47.97999954223633 2024-05-17,48.59000015258789,48.70000076293945 2024-05-20,48.22999954223633,48.59999847412109 2024-05-21,48.290000915527344,48.2400016784668 2024-05-22,46.47999954223633,48.220001220703125 2024-05-23,46.31999969482422,46.619998931884766 2024-05-24,46.2400016784668,46.59000015258789 2024-05-28,46.52999877929688,46.540000915527344 2024-05-29,45.63999938964844,46.0 2024-05-30,45.59000015258789,45.59999847412109 2024-05-31,45.88999938964844,45.65999984741211 2024-06-03,44.06999969482422,46.150001525878906 2024-06-04,43.40999984741211,43.75 2024-06-05,43.20000076293945,43.619998931884766 2024-06-06,43.65999984741211,43.06999969482422 2024-06-07,44.54999923706055,43.43000030517578 2024-06-10,44.97999954223633,44.54999923706055 2024-06-11,44.959999084472656,44.58000183105469 2024-06-12,44.709999084472656,45.41999816894531 2024-06-13,43.810001373291016,44.43999862670898 2024-06-14,43.0,43.459999084472656 2024-06-17,43.630001068115234,43.09999847412109 2024-06-18,44.43999862670898,44.27999877929688 2024-06-20,45.459999084472656,44.43999862670898 2024-06-21,45.65999984741211,45.66999816894531 2024-06-24,47.47999954223633,45.93999862670898 2024-06-25,47.52000045776367,46.97999954223633 2024-06-26,46.22999954223633,47.34999847412109 2024-06-27,47.0099983215332,46.47999954223633 2024-06-28,47.18000030517578,47.25 2024-07-01,46.58000183105469,47.47999954223633 2024-07-02,46.68999862670898,47.02000045776367 2024-07-03,47.310001373291016,47.02000045776367 2024-07-05,46.13999938964844,47.18000030517578 2024-07-08,46.2400016784668,46.0099983215332 2024-07-09,45.20000076293945,45.88999938964844 2024-07-10,45.27999877929688,45.09999847412109 2024-07-11,46.18999862670898,45.380001068115234 2024-07-12,46.41999816894531,46.7599983215332 2024-07-15,47.959999084472656,46.790000915527344 2024-07-16,48.720001220703125,47.5099983215332 2024-07-17,48.900001525878906,48.75 2024-07-18,48.720001220703125,48.77000045776367 2024-07-19,49.66999816894531,49.47999954223633 2024-07-22,49.43999862670898,49.34000015258789 2024-07-23,49.04999923706055,49.290000915527344 2024-07-24,48.02999877929688,49.09999847412109 2024-07-25,48.22999954223633,47.72999954223633 2024-07-26,48.83000183105469,48.790000915527344 2024-07-29,47.86000061035156,48.18000030517578 2024-07-30,47.61000061035156,47.540000915527344 2024-07-31,48.290000915527344,48.130001068115234 2024-08-01,46.65999984741211,48.27999877929688 2024-08-02,44.93000030517578,45.97999954223633 2024-08-05,43.77000045776367,43.47999954223633 2024-08-06,43.400001525878906,43.79999923706055 2024-08-07,42.86000061035156,43.9900016784668 2024-08-08,43.68999862670898,42.97999954223633 2024-08-09,43.54999923706055,43.47999954223633 2024-08-12,43.900001525878906,43.84000015258789 2024-08-13,43.77000045776367,43.59999847412109 2024-08-14,43.77999877929688,44.0 2024-08-15,45.040000915527344,44.470001220703125 2024-08-16,44.77999877929688,44.56999969482422 2024-08-19,45.36000061035156,45.13999938964844 2024-08-20,44.02999877929688,45.220001220703125 2024-08-21,44.20000076293945,44.540000915527344 2024-08-22,44.119998931884766,44.25 2024-08-23,45.119998931884766,44.5 2024-08-26,45.59999847412109,46.0 2024-08-27,45.040000915527344,45.45000076293945 2024-08-28,43.7400016784668,43.959999084472656 2024-08-29,44.18000030517578,44.2400016784668 2024-08-30,43.9900016784668,43.81999969482422 2024-09-03,42.290000915527344,43.15999984741211 2024-09-04,41.31999969482422,42.040000915527344 2024-09-05,41.220001220703125,41.68999862670898 2024-09-06,40.619998931884766,41.20000076293945 2024-09-09,40.40999984741211,40.79999923706055 2024-09-10,39.59000015258789,40.47999954223633 2024-09-11,39.56999969482422,39.560001373291016 2024-09-12,39.79999923706055,39.75 2024-09-13,39.959999084472656,40.11000061035156 2024-09-16,40.400001525878906,40.79999923706055 2024-09-17,41.5,40.52999877929688 2024-09-18,41.41999816894531,41.52000045776367 2024-09-19,42.75,42.70000076293945 2024-09-20,42.40999984741211,42.88999938964844 2024-09-23,42.900001525878906,42.54999923706055 2024-09-24,42.97999954223633,43.84000015258789 2024-09-25,41.810001373291016,42.79999923706055 2024-09-26,41.16999816894531,41.08000183105469 2024-09-27,42.290000915527344,41.70000076293945 2024-09-30,41.95000076293945,41.970001220703125 2024-10-01,43.13999938964844,41.75 2024-10-02,43.93999862670898,43.459999084472656 2024-10-03,44.88999938964844,43.93999862670898 2024-10-04,45.459999084472656,45.52999877929688 2024-10-07,45.59000015258789,45.59999847412109 2024-10-08,44.13999938964844,44.95000076293945 2024-10-09,44.209999084472656,43.77999877929688 2024-10-10,44.59999847412109,44.58000183105469 2024-10-11,44.77999877929688,44.31999969482422 2024-10-14,44.70000076293945,44.38999938964844 2024-10-15,42.95000076293945,43.56999969482422 2024-10-16,43.68000030517578,43.38999938964844 2024-10-17,43.9900016784668,43.5 2024-10-18,41.91999816894531,43.9900016784668 2024-10-21,42.43000030517578,42.08000183105469 2024-10-22,41.93000030517578,42.72999954223633 2024-10-23,42.130001068115234,41.880001068115234 2024-10-24,41.25,41.900001525878906 2024-10-25,41.7400016784668,41.54999923706055 ","date,30-day,open 2024-05-28,46.52480150099879,46.540000915527344 2024-05-29,46.2091741072081,46.0 2024-05-30,45.932441859003575,45.59999847412109 2024-05-31,45.753634584154064,45.65999984741211 2024-06-03,45.27633460955623,46.150001525878906 2024-06-04,44.74864119203401,43.75 2024-06-05,44.25935025251248,43.619998931884766 2024-06-06,43.9260420342518,43.06999969482422 2024-06-07,43.80781264179989,43.43000030517578 2024-06-10,43.79449779963225,44.54999923706055 2024-06-11,43.791090683015234,44.58000183105469 2024-06-12,43.75420453008047,45.41999816894531 2024-06-13,43.56975602523815,44.43999862670898 2024-06-14,43.27233543023235,43.459999084472656 2024-06-17,43.137345080635185,43.09999847412109 2024-06-18,43.17724414359352,44.27999877929688 2024-06-20,43.40794145583669,44.43999862670898 2024-06-21,43.656132257093304,45.66999816894531 2024-06-24,44.21236099667602,45.93999862670898 2024-06-25,44.713983561256384,46.97999954223633 2024-06-26,44.92496972338694,47.34999847412109 2024-06-27,45.255787243007994,46.47999954223633 2024-06-28,45.57993518137234,47.25 2024-07-01,45.757586448627976,47.47999954223633 2024-07-02,45.93497666894956,47.02000045776367 2024-07-03,46.204029928098834,47.02000045776367 2024-07-05,46.22803435002829,47.18000030517578 2024-07-08,46.26742249284025,46.0099983215332 2024-07-09,46.11340509465636,45.88999938964844 2024-07-10,45.99330898558214,45.09999847412109 2024-07-11,46.05368695386202,45.380001068115234 2024-07-12,46.148698754721664,46.7599983215332 2024-07-15,46.51129264388145,46.790000915527344 2024-07-16,46.96596980311282,47.5099983215332 2024-07-17,47.39498071836344,48.75 2024-07-18,47.735129059941116,48.77000045776367 2024-07-19,48.20147933877147,49.47999954223633 2024-07-22,48.5633525732275,49.34000015258789 2024-07-23,48.80384339853174,49.290000915527344 2024-07-24,48.82325582376291,49.09999847412109 2024-07-25,48.87026680064239,47.72999954223633 2024-07-26,49.01406041471831,48.790000915527344 2024-07-29,48.95780067710027,48.18000030517578 2024-07-30,48.85710708466922,47.540000915527344 2024-07-31,48.886554623137926,48.130001068115234 2024-08-01,48.611286273529096,48.27999877929688 2024-08-02,48.051710492457005,45.97999954223633 2024-08-05,47.34791396904697,43.47999954223633 2024-08-06,46.662886656786746,43.79999923706055 2024-08-07,45.965287044082174,43.9900016784668 2024-08-08,45.50686608396486,42.97999954223633 2024-08-09,45.083272567930536,43.47999954223633 2024-08-12,44.78002039401844,43.84000015258789 2024-08-13,44.495819117916156,43.59999847412109 2024-08-14,44.25424809169885,44.0 2024-08-15,44.27711916090441,44.470001220703125 2024-08-16,44.25584726409102,44.56999969482422 2024-08-19,44.3480426520257,45.13999938964844 2024-08-20,44.19289047131282,45.220001220703125 2024-08-21,44.09315473000088,44.540000915527344 2024-08-22,43.996705630020315,44.25 2024-08-23,44.09901351573806,44.5 2024-08-26,44.280747668696655,46.0 2024-08-27,44.34284164099931,45.45000076293945 2024-08-28,44.1655585952798,43.959999084472656 2024-08-29,44.09428779984017,44.2400016784668 2024-08-30,44.001701346095714,43.81999969482422 2024-09-03,43.61668860719026,43.15999984741211 2024-09-04,43.10857572462671,42.040000915527344 2024-09-05,42.651442150469734,41.68999862670898 2024-09-06,42.14926149208968,41.20000076293945 2024-09-09,41.679341763918075,40.79999923706055 2024-09-10,41.12798688900952,40.47999954223633 2024-09-11,40.651404013532066,39.560001373291016 2024-09-12,40.286532943642975,39.75 2024-09-13,40.00740194771304,40.11000061035156 2024-09-16,39.85447148328155,40.79999923706055 2024-09-17,39.93176664693439,40.52999877929688 2024-09-18,39.99621361617077,41.52000045776367 2024-09-19,40.30447420940813,42.70000076293945 2024-09-20,40.52238281201433,42.88999938964844 2024-09-23,40.81066705193685,42.54999923706055 2024-09-24,41.08519135495578,43.84000015258789 2024-09-25,41.119973340271336,42.79999923706055 2024-09-26,41.04037769145744,41.08000183105469 2024-09-27,41.179624240024516,41.70000076293945 2024-09-30,41.24530625267492,41.970001220703125 2024-10-01,41.52353912446227,41.75 2024-10-02,41.91639206578345,43.459999084472656 2024-10-03,42.435689572658966,43.93999862670898 2024-10-04,42.99540383550242,45.52999877929688 2024-10-07,43.50920591196734,45.59999847412109 2024-10-08,43.694891812070615,44.95000076293945 2024-10-09,43.86815360610595,43.77999877929688 2024-10-10,44.088127503966554,44.58000183105469 2024-10-11,44.310433330554304,44.31999969482422 2024-10-14,44.48712330788467,44.38999938964844 2024-10-15,44.32063737405762,43.56999969482422 2024-10-16,44.30361081150033,43.38999938964844 2024-10-17,44.34154336097389,43.5 2024-10-18,43.996059965168286,43.9900016784668 2024-10-21,43.78335228531991,42.08000183105469 2024-10-22,43.50447338850166,42.72999954223633 2024-10-23,43.29528800359364,41.880001068115234 2024-10-24,42.95189876999895,41.900001525878906 2024-10-25,42.74019387624397,41.54999923706055 " 3311,US,technical,"From January 19, 2022 to February 20, 2022, what proportion of days had Zebra Technologies's close price greater than its 60-day Triple Exponential Moving Average line? (Unit: %) (Smoothing factor alpha = 2 / (n + 1); Require 6n data points to warm up; Use the first data point as the initial value) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",51.9417,medium,moving average,TEMA = 3 * EMA1 - 3 * EMA2 + EMA3; EMA1 = EMA_n(P); EMA2 = EMA_n(EMA1); EMA3 = EMA_n(EMA2),"date,close,open 2020-08-14,286.0299987792969,284.7799987792969 2020-08-17,286.739990234375,288.489990234375 2020-08-18,281.9599914550781,278.6099853515625 2020-08-19,283.1300048828125,282.9200134277344 2020-08-20,276.54998779296875,282.5599975585937 2020-08-21,275.3299865722656,277.4100036621094 2020-08-24,275.3900146484375,279.3699951171875 2020-08-25,277.8599853515625,276.2200012207031 2020-08-26,284.739990234375,278.2099914550781 2020-08-27,277.260009765625,287.2300109863281 2020-08-28,280.1600036621094,278.29998779296875 2020-08-31,286.5299987792969,281.2900085449219 2020-09-01,287.1600036621094,287.29998779296875 2020-09-02,294.3599853515625,289.1600036621094 2020-09-03,269.25,291.1600036621094 2020-09-04,260.54998779296875,268.8500061035156 2020-09-08,249.25999450683597,254.5500030517578 2020-09-09,255.1100006103516,260.2799987792969 2020-09-10,249.44000244140625,255.0 2020-09-11,249.9600067138672,252.5800018310547 2020-09-14,251.25999450683597,253.42999267578125 2020-09-15,257.4599914550781,254.17999267578125 2020-09-16,254.1499938964844,260.1000061035156 2020-09-17,256.17999267578125,250.72999572753903 2020-09-18,256.1499938964844,255.9499969482422 2020-09-21,248.72999572753903,251.0200042724609 2020-09-22,252.27999877929688,251.0 2020-09-23,249.5800018310547,253.8600006103516 2020-09-24,250.6699981689453,247.30999755859372 2020-09-25,257.4599914550781,251.91000366210935 2020-09-28,260.5599975585937,261.0599975585937 2020-09-29,258.9200134277344,262.2099914550781 2020-09-30,252.4600067138672,258.07000732421875 2020-10-01,258.4800109863281,256.8099975585937 2020-10-02,258.8099975585937,252.5200042724609 2020-10-05,268.010009765625,261.0899963378906 2020-10-06,269.9700012207031,267.1400146484375 2020-10-07,276.5799865722656,274.010009765625 2020-10-08,279.0899963378906,277.7300109863281 2020-10-09,284.0,281.6300048828125 2020-10-12,288.25,287.239990234375 2020-10-13,286.7300109863281,288.8299865722656 2020-10-14,284.7699890136719,288.6499938964844 2020-10-15,287.3099975585937,280.3800048828125 2020-10-16,293.0,289.9599914550781 2020-10-19,291.57000732421875,292.20001220703125 2020-10-20,294.8299865722656,293.239990234375 2020-10-21,291.8599853515625,295.2900085449219 2020-10-22,300.9100036621094,293.79998779296875 2020-10-23,303.7200012207031,303.0 2020-10-26,295.1000061035156,299.8999938964844 2020-10-27,289.2799987792969,295.0799865722656 2020-10-28,285.20001220703125,284.4700012207031 2020-10-29,291.9700012207031,284.7200012207031 2020-10-30,283.6400146484375,290.0 2020-11-02,293.07000732421875,289.4100036621094 2020-11-03,319.2200012207031,314.8999938964844 2020-11-04,329.17999267578125,320.4200134277344 2020-11-05,340.1199951171875,333.8299865722656 2020-11-06,346.42999267578125,340.17999267578125 2020-11-09,352.7099914550781,356.989990234375 2020-11-10,345.0199890136719,352.54998779296875 2020-11-11,356.2699890136719,348.6700134277344 2020-11-12,340.7799987792969,353.6700134277344 2020-11-13,345.8599853515625,344.3500061035156 2020-11-16,345.9800109863281,347.94000244140625 2020-11-17,340.7900085449219,341.7699890136719 2020-11-18,337.5799865722656,343.1199951171875 2020-11-19,358.3900146484375,336.010009765625 2020-11-20,354.989990234375,363.4200134277344 2020-11-23,362.6900024414063,367.1000061035156 2020-11-24,373.4700012207031,368.8299865722656 2020-11-25,372.7300109863281,375.6900024414063 2020-11-27,377.0,377.0199890136719 2020-11-30,378.4200134277344,378.4800109863281 2020-12-01,372.1700134277344,381.6300048828125 2020-12-02,367.2099914550781,370.7099914550781 2020-12-03,372.3699951171875,368.0 2020-12-04,378.4700012207031,376.0199890136719 2020-12-07,373.8299865722656,378.2799987792969 2020-12-08,375.8399963378906,373.6300048828125 2020-12-09,376.8699951171875,377.8999938964844 2020-12-10,375.1400146484375,372.80999755859375 2020-12-11,377.55999755859375,372.7799987792969 2020-12-14,383.4599914550781,379.8399963378906 2020-12-15,383.4500122070313,388.0700073242188 2020-12-16,377.4100036621094,382.1099853515625 2020-12-17,375.4299926757813,378.0 2020-12-18,373.0,377.4299926757813 2020-12-21,375.9100036621094,366.0 2020-12-22,379.9599914550781,377.5 2020-12-23,379.739990234375,382.6099853515625 2020-12-24,376.8900146484375,382.2799987792969 2020-12-28,382.5899963378906,380.4700012207031 2020-12-29,378.0400085449219,384.6900024414063 2020-12-30,383.75,380.6900024414063 2020-12-31,384.3299865722656,383.7200012207031 2021-01-04,378.1300048828125,385.75 2021-01-05,380.5700073242188,376.510009765625 2021-01-06,394.8200073242188,377.2200012207031 2021-01-07,409.1000061035156,395.8999938964844 2021-01-08,405.4700012207031,410.0 2021-01-11,413.7900085449219,402.1199951171875 2021-01-12,407.9500122070313,410.6700134277344 2021-01-13,412.4500122070313,409.2000122070313 2021-01-14,411.9800109863281,413.6199951171875 2021-01-15,409.2200012207031,410.739990234375 2021-01-19,405.8399963378906,417.1000061035156 2021-01-20,406.5499877929688,409.4700012207031 2021-01-21,406.2000122070313,407.510009765625 2021-01-22,408.8399963378906,405.3999938964844 2021-01-25,402.6300048828125,409.2300109863281 2021-01-26,395.1600036621094,403.1799926757813 2021-01-27,391.3599853515625,392.989990234375 2021-01-28,393.0299987792969,391.0499877929688 2021-01-29,387.8299865722656,390.30999755859375 2021-02-01,397.3299865722656,391.6700134277344 2021-02-02,405.1900024414063,396.3800048828125 2021-02-03,403.6900024414063,411.0 2021-02-04,407.3399963378906,404.4700012207031 2021-02-05,407.1099853515625,409.2699890136719 2021-02-08,420.30999755859375,411.9599914550781 2021-02-09,425.2699890136719,419.5199890136719 2021-02-10,427.4700012207031,425.8800048828125 2021-02-11,470.0799865722656,445.5299987792969 2021-02-12,477.739990234375,470.4599914550781 2021-02-16,486.010009765625,478.1199951171875 2021-02-17,479.5799865722656,482.4800109863281 2021-02-18,477.6499938964844,471.8599853515625 2021-02-19,490.9400024414063,483.9200134277344 2021-02-22,488.30999755859375,486.25 2021-02-23,498.0199890136719,482.6000061035156 2021-02-24,512.6900024414062,493.7300109863281 2021-02-25,497.6199951171875,511.30999755859375 2021-02-26,499.4299926757813,498.6300048828125 2021-03-01,511.4800109863281,508.30999755859375 2021-03-02,501.6199951171875,516.7899780273438 2021-03-03,489.5499877929688,500.2699890136719 2021-03-04,479.6400146484375,485.9700012207031 2021-03-05,478.1499938964844,484.80999755859375 2021-03-08,460.6400146484375,478.1400146484375 2021-03-09,468.3500061035156,468.6199951171875 2021-03-10,470.510009765625,476.3399963378906 2021-03-11,480.75,476.8800048828125 2021-03-12,472.8500061035156,477.5 2021-03-15,478.1099853515625,473.3800048828125 2021-03-16,473.8999938964844,481.1900024414063 2021-03-17,473.2799987792969,474.4200134277344 2021-03-18,461.1099853515625,471.8200073242188 2021-03-19,459.9500122070313,462.5899963378906 2021-03-22,463.7699890136719,459.6300048828125 2021-03-23,462.6499938964844,475.80999755859375 2021-03-24,463.80999755859375,463.3399963378906 2021-03-25,461.260009765625,457.75 2021-03-26,476.9599914550781,462.9100036621094 2021-03-29,467.0700073242188,473.6499938964844 2021-03-30,474.8299865722656,462.7799987792969 2021-03-31,485.1799926757813,475.5799865722656 2021-04-01,491.7799987792969,489.9200134277344 2021-04-05,492.7999877929688,492.1900024414063 2021-04-06,491.1600036621094,492.7999877929688 2021-04-07,485.30999755859375,488.1000061035156 2021-04-08,502.8999938964844,490.6799926757813 2021-04-09,507.510009765625,498.8999938964844 2021-04-12,505.5,507.8299865722656 2021-04-13,504.55999755859375,510.0799865722656 2021-04-14,500.6499938964844,503.6300048828125 2021-04-15,507.8500061035156,504.3599853515625 2021-04-16,513.489990234375,510.9200134277344 2021-04-19,509.6300048828125,513.489990234375 2021-04-20,499.55999755859375,505.3900146484375 2021-04-21,491.3699951171875,486.80999755859375 2021-04-22,487.3500061035156,496.0299987792969 2021-04-23,497.4100036621094,491.6199951171875 2021-04-26,498.5,498.3999938964844 2021-04-27,501.75,498.6000061035156 2021-04-28,496.6000061035156,499.6099853515625 2021-04-29,496.6300048828125,500.0 2021-04-30,487.739990234375,491.0299987792969 2021-05-03,479.0499877929688,492.1300048828125 2021-05-04,470.6199951171875,478.05999755859375 2021-05-05,482.4200134277344,483.6199951171875 2021-05-06,471.4100036621094,475.3200073242188 2021-05-07,488.5799865722656,471.4100036621094 2021-05-10,484.0400085449219,486.7900085449219 2021-05-11,485.6700134277344,473.7300109863281 2021-05-12,464.3900146484375,478.4599914550781 2021-05-13,471.9700012207031,466.1799926757813 2021-05-14,486.7300109863281,476.8399963378906 2021-05-17,482.010009765625,482.8299865722656 2021-05-18,477.5499877929688,486.1700134277344 2021-05-19,484.7200012207031,468.80999755859375 2021-05-20,493.8800048828125,484.989990234375 2021-05-21,494.3299865722656,496.6400146484375 2021-05-24,501.6199951171875,498.3800048828125 2021-05-25,501.9200134277344,504.0 2021-05-26,501.3299865722656,504.0199890136719 2021-05-27,498.1000061035156,501.05999755859375 2021-05-28,497.0499877929688,498.9700012207031 2021-06-01,502.9200134277344,502.0700073242188 2021-06-02,504.7699890136719,501.8699951171875 2021-06-03,506.0400085449219,503.989990234375 2021-06-04,516.5700073242188,509.9400024414063 2021-06-07,506.1799926757813,516.5 2021-06-08,505.5700073242188,505.3999938964844 2021-06-09,505.3500061035156,508.05999755859375 2021-06-10,508.6300048828125,506.6700134277344 2021-06-11,508.4800109863281,511.0199890136719 2021-06-14,509.9200134277344,509.1000061035156 2021-06-15,506.1000061035156,509.9200134277344 2021-06-16,506.7000122070313,506.8699951171875 2021-06-17,502.0899963378906,506.6099853515625 2021-06-18,493.4299926757813,499.25 2021-06-21,504.1300048828125,494.3900146484375 2021-06-22,506.4400024414063,501.8900146484375 2021-06-23,502.8800048828125,504.4800109863281 2021-06-24,510.3900146484375,505.30999755859375 2021-06-25,510.6499938964844,513.1699829101562 2021-06-28,527.1300048828125,511.9200134277344 2021-06-29,536.0599975585938,529.6900024414062 2021-06-30,529.489990234375,535.8200073242188 2021-07-01,532.02001953125,530.0 2021-07-02,539.9400024414062,537.010009765625 2021-07-06,544.3499755859375,540.6900024414062 2021-07-07,546.6500244140625,546.4500122070312 2021-07-08,539.8400268554688,539.219970703125 2021-07-09,547.72998046875,542.469970703125 2021-07-12,548.0999755859375,548.7899780273438 2021-07-13,533.6199951171875,546.3599853515625 2021-07-14,530.1400146484375,537.739990234375 2021-07-15,522.6199951171875,528.8599853515625 2021-07-16,518.3300170898438,523.7000122070312 2021-07-19,506.9100036621094,509.5899963378906 2021-07-20,519.6699829101562,510.9800109863281 2021-07-21,533.77001953125,520.6400146484375 2021-07-22,536.219970703125,534.0 2021-07-23,548.6099853515625,540.6400146484375 2021-07-26,545.3099975585938,550.0 2021-07-27,540.1799926757812,543.260009765625 2021-07-28,545.739990234375,539.5 2021-07-29,548.0999755859375,548.0 2021-07-30,552.47998046875,545.2999877929688 2021-08-02,550.969970703125,555.0 2021-08-03,546.739990234375,559.489990234375 2021-08-04,560.0,547.5599975585938 2021-08-05,569.219970703125,560.0 2021-08-06,562.27001953125,565.0599975585938 2021-08-09,563.97998046875,562.3099975585938 2021-08-10,567.1099853515625,565.0 2021-08-11,569.5399780273438,567.9099731445312 2021-08-12,568.4000244140625,568.969970703125 2021-08-13,571.0700073242188,568.0 2021-08-16,572.8900146484375,570.5399780273438 2021-08-17,562.6799926757812,569.3400268554688 2021-08-18,557.1799926757812,559.6799926757812 2021-08-19,562.719970703125,552.9099731445312 2021-08-20,571.489990234375,563.1799926757812 2021-08-23,578.8900146484375,574.3300170898438 2021-08-24,578.7100219726562,580.3099975585938 2021-08-25,584.1099853515625,577.8400268554688 2021-08-26,578.9099731445312,584.6199951171875 2021-08-27,587.9600219726562,581.0900268554688 2021-08-30,584.780029296875,591.9000244140625 2021-08-31,587.1699829101562,585.0700073242188 2021-09-01,582.780029296875,592.47998046875 2021-09-02,588.25,588.3599853515625 2021-09-03,590.5999755859375,589.0 2021-09-07,581.1400146484375,593.5800170898438 2021-09-08,579.75,582.030029296875 2021-09-09,577.469970703125,578.489990234375 2021-09-10,580.6300048828125,582.0700073242188 2021-09-13,579.9000244140625,587.6900024414062 2021-09-14,576.7899780273438,579.6699829101562 2021-09-15,580.97998046875,576.7899780273438 2021-09-16,584.760009765625,578.5999755859375 2021-09-17,569.1500244140625,583.47998046875 2021-09-20,551.9000244140625,559.760009765625 2021-09-21,543.0,555.4400024414062 2021-09-22,547.5800170898438,543.1400146484375 2021-09-23,553.4600219726562,555.4299926757812 2021-09-24,559.47998046875,548.8200073242188 2021-09-27,548.5800170898438,556.0 2021-09-28,531.1799926757812,542.5999755859375 2021-09-29,525.6699829101562,533.5 2021-09-30,515.4199829101562,530.510009765625 2021-10-01,510.9800109863281,517.6199951171875 2021-10-04,502.3200073242188,509.0400085449219 2021-10-05,506.8900146484375,503.9100036621094 2021-10-06,506.3900146484375,501.0499877929688 2021-10-07,504.4100036621094,512.010009765625 2021-10-08,498.7300109863281,504.5 2021-10-11,493.1300048828125,497.260009765625 2021-10-12,494.5400085449219,495.9599914550781 2021-10-13,496.8599853515625,499.30999755859375 2021-10-14,511.3500061035156,500.6900024414063 2021-10-15,515.8300170898438,514.8200073242188 2021-10-18,526.9199829101562,513.3800048828125 2021-10-19,528.6300048828125,530.030029296875 2021-10-20,527.0599975585938,530.5499877929688 2021-10-21,533.6099853515625,526.27001953125 2021-10-22,527.9199829101562,534.5999755859375 2021-10-25,532.4600219726562,528.52001953125 2021-10-26,525.4099731445312,536.0499877929688 2021-10-27,517.8400268554688,525.4099731445312 2021-10-28,532.0599975585938,521.8400268554688 2021-10-29,533.9500122070312,528.27001953125 2021-11-01,542.5900268554688,533.4500122070312 2021-11-02,585.5499877929688,549.9000244140625 2021-11-03,578.489990234375,580.6900024414062 2021-11-04,597.4099731445312,579.3800048828125 2021-11-05,607.5,598.0 2021-11-08,596.8099975585938,612.22998046875 2021-11-09,595.719970703125,597.719970703125 2021-11-10,581.7999877929688,592.0 2021-11-11,585.0599975585938,585.3300170898438 2021-11-12,591.8400268554688,587.4099731445312 2021-11-15,590.760009765625,594.2899780273438 2021-11-16,605.0,589.0499877929688 2021-11-17,605.8300170898438,606.5599975585938 2021-11-18,606.9600219726562,606.8800048828125 2021-11-19,596.75,608.6699829101562 2021-11-22,602.969970703125,607.9000244140625 2021-11-23,598.739990234375,598.4000244140625 2021-11-24,598.02001953125,596.989990234375 2021-11-26,590.719970703125,595.6400146484375 2021-11-29,607.2000122070312,597.4600219726562 2021-11-30,588.780029296875,605.8400268554688 2021-12-01,581.030029296875,597.7999877929688 2021-12-02,596.9600219726562,580.8699951171875 2021-12-03,588.2899780273438,603.0 2021-12-06,584.219970703125,593.3099975585938 2021-12-07,605.4400024414062,594.52001953125 2021-12-08,605.3900146484375,605.4400024414062 2021-12-09,597.739990234375,604.77001953125 2021-12-10,614.5499877929688,603.0499877929688 2021-12-13,604.97998046875,613.1699829101562 2021-12-14,585.8599853515625,597.3400268554688 2021-12-15,598.1900024414062,589.9000244140625 2021-12-16,592.0399780273438,603.1099853515625 2021-12-17,588.52001953125,589.6599731445312 2021-12-20,570.780029296875,575.510009765625 2021-12-21,580.2100219726562,581.22998046875 2021-12-22,580.4299926757812,580.8699951171875 2021-12-23,582.4099731445312,583.3400268554688 2021-12-27,606.3300170898438,585.9299926757812 2021-12-28,597.3200073242188,606.97998046875 2021-12-29,601.1199951171875,596.3400268554688 2021-12-30,597.5399780273438,602.7100219726562 2021-12-31,595.2000122070312,594.8200073242188 2022-01-03,583.9000244140625,592.0800170898438 2022-01-04,587.5999755859375,584.75 2022-01-05,558.1799926757812,582.4000244140625 2022-01-06,555.1599731445312,555.0 2022-01-07,530.8599853515625,552.1400146484375 2022-01-10,535.4099731445312,527.3699951171875 2022-01-11,538.5700073242188,535.1500244140625 2022-01-12,538.4400024414062,539.969970703125 2022-01-13,525.7999877929688,539.8200073242188 2022-01-14,528.0,520.239990234375 2022-01-18,516.719970703125,516.0999755859375 2022-01-19,513.1099853515625,517.6900024414062 2022-01-20,501.4200134277344,516.02001953125 2022-01-21,494.1799926757813,502.80999755859375 2022-01-24,490.55999755859375,482.5700073242188 2022-01-25,474.0,479.9200134277344 2022-01-26,475.7000122070313,484.510009765625 2022-01-27,473.2300109863281,483.0 2022-01-28,492.5700073242188,474.6400146484375 2022-01-31,509.1199951171875,493.9400024414063 2022-02-01,509.4800109863281,509.2999877929688 2022-02-02,517.010009765625,512.8200073242188 2022-02-03,508.2999877929688,509.2900085449219 2022-02-04,503.0899963378906,503.6199951171875 2022-02-07,498.3399963378906,505.5400085449219 2022-02-08,491.7000122070313,495.6700134277344 2022-02-09,506.0199890136719,497.6900024414063 2022-02-10,466.6300048828125,489.6099853515625 2022-02-11,441.739990234375,465.6000061035156 2022-02-14,426.4200134277344,442.2999877929688 2022-02-15,434.9400024414063,433.6700134277344 2022-02-16,430.9700012207031,432.0 2022-02-17,423.5,426.6799926757813 2022-02-18,420.30999755859375,423.80999755859375 ","date,60-day,close 2021-04-29,513.9933359262468,496.6300048828125 2021-04-30,512.8361265669387,487.739990234375 2021-05-03,510.88371819018454,479.0499877929688 2021-05-04,508.2141606457011,470.6199951171875 2021-05-05,506.8015192903671,482.4200134277344 2021-05-06,504.3961392290787,471.4100036621094 2021-05-07,503.74611188515036,488.5799865722656 2021-05-10,502.6738985781074,484.0400085449219 2021-05-11,501.7952867145627,485.6700134277344 2021-05-12,498.9188289483188,464.3900146484375 2021-05-13,496.92202473913113,471.9700012207031 2021-05-14,496.4338163812664,486.7300109863281 2021-05-17,495.5044556967989,482.010009765625 2021-05-18,494.1882370543501,477.5499877929688 2021-05-19,493.61831636190016,484.7200012207031 2021-05-20,493.9371586144743,493.8800048828125 2021-05-21,494.2591252015622,494.3299865722656 2021-05-24,495.2352970240409,501.6199951171875 2021-05-25,496.1583103560477,501.9200134277344 2021-05-26,496.946755754608,501.3299865722656 2021-05-27,497.3579994233117,498.1000061035156 2021-05-28,497.62394920414,497.0499877929688 2021-06-01,498.41284870791355,502.9200134277344 2021-06-02,499.30852328811096,504.7699890136719 2021-06-03,500.2488188673055,506.0400085449219 2021-06-04,502.1120141594113,516.5700073242188 2021-06-07,502.84714668553414,506.1799926757813 2021-06-08,503.4573738118531,505.5700073242188 2021-06-09,503.9879234322238,505.3500061035156 2021-06-10,504.7771573290985,508.6300048828125 2021-06-11,505.48201335592245,508.4800109863281 2021-06-14,506.2592524005055,509.9200134277344 2021-06-15,506.6036051926167,506.1000061035156 2021-06-16,506.96377284933516,506.7000122070313 2021-06-17,506.84315471635176,502.0899963378906 2021-06-18,505.8877373047812,493.4299926757813 2021-06-21,505.994737787465,504.1300048828125 2021-06-22,506.29790846412897,506.4400024414063 2021-06-23,506.22626199110874,502.8800048828125 2021-06-24,506.8578915517589,510.3900146484375 2021-06-25,507.45769530535864,510.6499938964844 2021-06-28,509.5714187140258,527.1300048828125 2021-06-29,512.3823746658961,536.0599975585938 2021-06-30,514.369193680172,529.489990234375 2021-07-01,516.4499097593866,532.02001953125 2021-07-02,519.130519805039,539.9400024414062 2021-07-06,522.0371410974831,544.3499755859375 2021-07-07,524.9529890713412,546.6500244140625 2021-07-08,527.0089959512336,539.8400268554688 2021-07-09,529.6584870004901,547.72998046875 2021-07-12,532.1464657863014,548.0999755859375 2021-07-13,533.0688983458206,533.6199951171875 2021-07-14,533.5730930908808,530.1400146484375 2021-07-15,533.3016708371417,522.6199951171875 2021-07-16,532.6126121464961,518.3300170898438 2021-07-19,530.8552292458938,506.9100036621094 2021-07-20,530.4011044973101,519.6699829101562 2021-07-21,531.2950451148365,533.77001953125 2021-07-22,532.3417497764287,536.219970703125 2021-07-23,534.4772483374911,548.6099853515625 2021-07-26,536.1375320786117,545.3099975585938 2021-07-27,537.1783395271162,540.1799926757812 2021-07-28,538.656644928463,545.739990234375 2021-07-29,540.2393880876285,548.0999755859375 2021-07-30,542.1116055829145,552.47998046875 2021-08-02,543.6934656298282,550.969970703125 2021-08-03,544.7442429153507,546.739990234375 2021-08-04,546.9624327420898,560.0 2021-08-05,549.8877273048574,569.219970703125 2021-08-06,551.9344613594802,562.27001953125 2021-08-09,553.9824052097583,563.97998046875 2021-08-10,556.1658768829161,567.1099853515625 2021-08-11,558.4087287495036,569.5399780273438 2021-08-12,560.3665369684888,568.4000244140625 2021-08-13,562.4195361501804,571.0700073242188 2021-08-16,564.4800250170936,572.8900146484375 2021-08-17,565.4019191396114,562.6799926757812 2021-08-18,565.7066259967125,557.1799926757812 2021-08-19,566.4849580417643,562.719970703125 2021-08-20,568.0141337374665,571.489990234375 2021-08-23,570.1152741995745,578.8900146484375 2021-08-24,572.0295718044308,578.7100219726562 2021-08-25,574.299487471037,584.1099853515625 2021-08-26,575.8925861681258,578.9099731445312 2021-08-27,578.2081510530779,587.9600219726562 2021-08-30,580.0350668092499,584.780029296875 2021-08-31,581.9343089873662,587.1699829101562 2021-09-01,583.2554763798535,582.780029296875 2021-09-02,584.9739311993435,588.25 2021-09-03,586.7668797159802,590.5999755859375 2021-09-07,587.5051614913287,581.1400146484375 2021-09-08,588.0247805421313,579.75 2021-09-09,588.2555281714813,577.469970703125 2021-09-10,588.7343323642223,580.6300048828125 2021-09-13,589.0755410690068,579.9000244140625 2021-09-14,589.06203381403,576.7899780273438 2021-09-15,589.4121215173122,580.97998046875 2021-09-16,590.0639985813273,584.760009765625 2021-09-17,589.1532577423918,569.1500244140625 2021-09-20,586.6254600411494,551.9000244140625 2021-09-21,583.3815131950576,543.0 2021-09-22,580.7532172523581,547.5800170898438 2021-09-23,578.8272702715619,553.4600219726562 2021-09-24,577.5738779492993,559.47998046875 2021-09-27,575.3410530704674,548.5800170898438 2021-09-28,571.5751088690006,531.1799926757812 2021-09-29,567.5091061635642,525.6699829101562 2021-09-30,562.7144627059456,515.4199829101562 2021-10-01,557.7945943455227,510.9800109863281 2021-10-04,552.3596581964223,502.3200073242188 2021-10-05,547.7058496501145,506.8900146484375 2021-10-06,543.3039680633303,506.3900146484375 2021-10-07,539.0001904820887,504.4100036621094 2021-10-08,534.4391605030082,498.7300109863281 2021-10-11,529.6481851947218,493.1300048828125 2021-10-12,525.312458905948,494.5400085449219 2021-10-13,521.492298198825,496.8599853515625 2021-10-14,519.31537156353,511.3500061035156 2021-10-15,517.7249228752281,515.8300170898438 2021-10-18,517.3132943898509,526.9199829101562 2021-10-19,517.1122181643125,528.6300048828125 2021-10-20,516.7959266049173,527.0599975585938 2021-10-21,517.1445795851508,533.6099853515625 2021-10-22,516.9501441770758,527.9199829101562 2021-10-25,517.2209606587147,532.4600219726562 2021-10-26,516.8237149021157,525.4099731445312 2021-10-27,515.7518245879922,517.8400268554688 2021-10-28,516.122839450186,532.0599975585938 2021-10-29,516.6702305780597,533.9500122070312 2021-11-01,518.0244603301476,542.5900268554688 2021-11-02,523.3988518405191,585.5499877929688 2021-11-03,527.7711072034565,578.489990234375 2021-11-04,533.6748655390421,597.4099731445312 2021-11-05,540.1673222061272,607.5 2021-11-08,545.2285163597487,596.8099975585938 2021-11-09,549.860433190343,595.719970703125 2021-11-10,552.8664549310482,581.7999877929688 2021-11-11,555.9839835513982,585.0599975585938 2021-11-12,559.5388847181755,591.8400268554688 2021-11-15,562.752797057893,590.760009765625 2021-11-16,567.1036347708132,605.0 2021-11-17,571.2394860332478,605.8300170898438 2021-11-18,575.2001525051943,606.9600219726562 2021-11-19,577.9152556394181,596.75 2021-11-22,581.026887282294,602.969970703125 2021-11-23,583.5133560207784,598.739990234375 2021-11-24,585.7475601831851,598.02001953125 2021-11-26,587.1183894218948,590.719970703125 2021-11-29,589.9439611141725,607.2000122070312 2021-11-30,590.8080376670875,588.780029296875 2021-12-01,590.8518669303864,581.030029296875 2021-12-02,592.382228886882,596.9600219726562 2021-12-03,592.9620239009777,588.2899780273438 2021-12-06,593.0901654373089,584.219970703125 2021-12-07,595.2029596453455,605.4400024414062 2021-12-08,597.1478706277471,605.3900146484375 2021-12-09,598.2115708900551,597.739990234375 2021-12-10,600.77830629036,614.5499877929688 2021-12-13,602.2398361328673,604.97998046875 2021-12-14,601.7577605281556,585.8599853515625 2021-12-15,602.4508294861146,598.1900024414062 2021-12-16,602.4849980374984,592.0399780273438 2021-12-17,602.1534044107041,588.52001953125 2021-12-20,600.1269864050932,570.780029296875 2021-12-21,599.1022334787432,580.2100219726562 2021-12-22,598.1396026587342,580.4299926757812 2021-12-23,597.4037898228108,582.4099731445312 2021-12-27,598.9693037915413,606.3300170898438 2021-12-28,599.5539158641612,597.3200073242188 2021-12-29,600.4397747205858,601.1199951171875 2021-12-30,600.905064700384,597.5399780273438 2021-12-31,601.0949493011252,595.2000122070312 2022-01-03,600.1747171590702,583.9000244140625 2022-01-04,599.6442617490391,587.5999755859375 2022-01-05,596.3273517733388,558.1799926757812 2022-01-06,592.9180013624248,555.1599731445312 2022-01-07,587.399670456009,530.8599853515625 2022-01-10,582.6575141351763,535.4099731445312 2022-01-11,578.5130262408461,538.5700073242188 2022-01-12,574.6178438548719,538.4400024414062 2022-01-13,569.7682526391037,525.7999877929688 2022-01-14,565.441300057323,528.0 2022-01-18,560.3236069282303,516.719970703125 2022-01-19,555.1994186504442,513.1099853515625 2022-01-20,549.3036663067276,501.4200134277344 2022-01-21,543.113321281138,494.1799926757813 2022-01-24,536.9959057470165,490.55999755859375 2022-01-25,529.7192078017771,474.0 2022-01-26,523.1001326199339,475.7000122070313 2022-01-27,516.7038009323248,473.2300109863281 2022-01-28,512.5955456284559,492.5700073242188 2022-01-31,510.3653409935764,509.1199951171875 2022-02-01,508.3528332137606,509.4800109863281 2022-02-02,507.22720176974417,517.010009765625 2022-02-03,505.38611194106306,508.2999877929688 2022-02-04,503.2091908632822,503.0899963378906 2022-02-07,500.76260588128764,498.3399963378906 2022-02-08,497.88479817048494,491.7000122070313 2022-02-09,496.599501668759,506.0199890136719 2022-02-10,491.6930849984939,466.6300048828125 2022-02-11,484.7804896732839,441.739990234375 2022-02-14,476.90520952094664,426.4200134277344 2022-02-15,470.4024733708226,434.9400024414063 2022-02-16,463.99910904934336,430.9700012207031 2022-02-17,457.3590726800394,423.5 2022-02-18,450.908408715056,420.30999755859375 " 3312,US,technical,"During July 28, 2023 to December 31, 2023, what percentage of trading days had Viatris's open less the 60-day Triple Exponential Moving Average line? (Smoothing factor alpha = 2 / (n + 1); Require 6n data points to warm up; Use the first data point as the initial value) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",55.6701,medium,moving average,TEMA = 3 * EMA1 - 3 * EMA2 + EMA3; EMA1 = EMA_n(P); EMA2 = EMA_n(EMA1); EMA3 = EMA_n(EMA2),"date,close,open 2022-02-18,14.710000038146973,14.729999542236328 2022-02-22,14.550000190734863,14.5600004196167 2022-02-23,14.31999969482422,14.550000190734863 2022-02-24,13.93000030517578,13.859999656677246 2022-02-25,14.539999961853027,14.029999732971191 2022-02-28,11.010000228881836,13.720000267028809 2022-03-01,10.149999618530272,11.15999984741211 2022-03-02,10.479999542236328,10.140000343322754 2022-03-03,10.40999984741211,10.40999984741211 2022-03-04,10.199999809265137,10.130000114440918 2022-03-07,9.880000114440918,10.0 2022-03-08,9.949999809265137,9.880000114440918 2022-03-09,10.279999732971191,10.119999885559082 2022-03-10,10.119999885559082,10.0600004196167 2022-03-11,10.020000457763672,10.149999618530272 2022-03-14,9.8100004196167,10.15999984741211 2022-03-15,9.960000038146973,9.800000190734863 2022-03-16,10.390000343322754,10.109999656677246 2022-03-17,10.640000343322754,10.260000228881836 2022-03-18,10.65999984741211,10.510000228881836 2022-03-21,10.770000457763672,10.579999923706056 2022-03-22,10.850000381469728,10.8100004196167 2022-03-23,10.880000114440918,10.739999771118164 2022-03-24,10.949999809265137,10.93000030517578 2022-03-25,11.1899995803833,10.970000267028809 2022-03-28,10.899999618530272,11.149999618530272 2022-03-29,11.18000030517578,10.93000030517578 2022-03-30,10.989999771118164,11.109999656677246 2022-03-31,10.880000114440918,11.0 2022-04-01,10.81999969482422,10.960000038146973 2022-04-04,10.850000381469728,10.81999969482422 2022-04-05,10.670000076293944,10.779999732971191 2022-04-06,10.6899995803833,10.579999923706056 2022-04-07,10.8100004196167,10.65999984741211 2022-04-08,11.039999961853027,10.800000190734863 2022-04-11,10.699999809265137,11.0 2022-04-12,10.670000076293944,10.720000267028809 2022-04-13,10.989999771118164,10.710000038146973 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2023-08-28,11.274009427313661,11.0 2023-08-29,11.283521596339943,11.050000190734863 2023-08-30,11.29161183096825,11.020000457763672 2023-08-31,11.274586919538667,10.970000267028809 2023-09-01,11.261683272597981,10.84000015258789 2023-09-05,11.232673017054925,10.789999961853027 2023-09-06,11.157216285301288,10.5600004196167 2023-09-07,11.074522652323475,10.130000114440918 2023-09-08,11.007014586053021,10.0 2023-09-11,10.933789370295209,10.149999618530272 2023-09-12,10.851467169015535,10.039999961853027 2023-09-13,10.762600679055964,9.9399995803833 2023-09-14,10.68671300273397,9.869999885559082 2023-09-15,10.609706601795724,9.760000228881836 2023-09-18,10.542180680525865,9.789999961853027 2023-09-19,10.485481799797617,9.829999923706056 2023-09-20,10.431344458658597,9.949999809265137 2023-09-21,10.36251386682682,9.84000015258789 2023-09-22,10.293306525799213,9.6899995803833 2023-09-25,10.236168001327917,9.619999885559082 2023-09-26,10.182750426674628,9.649999618530272 2023-09-27,10.120479632865091,9.720000267028809 2023-09-28,10.083275716521085,9.630000114440918 2023-09-29,10.05337558318331,9.84000015258789 2023-10-02,10.04365340575181,10.289999961853027 2023-10-03,9.996668095037355,9.920000076293944 2023-10-04,9.95766723745097,9.609999656677246 2023-10-05,9.920452315011588,9.699999809265137 2023-10-06,9.883027711523695,9.65999984741211 2023-10-09,9.848284046669246,9.65999984741211 2023-10-10,9.812262299112232,9.75 2023-10-11,9.785533552887625,9.619999885559082 2023-10-12,9.73896392612093,9.68000030517578 2023-10-13,9.68337028370448,9.4399995803833 2023-10-16,9.645060486991547,9.369999885559082 2023-10-17,9.605815113877242,9.380000114440918 2023-10-18,9.563811164325466,9.329999923706056 2023-10-19,9.519247665596987,9.359999656677246 2023-10-20,9.477070620968767,9.34000015258789 2023-10-23,9.401934923701948,9.010000228881836 2023-10-24,9.350246034255415,8.960000038146973 2023-10-25,9.289120104554744,9.06999969482422 2023-10-26,9.23442246557508,8.979999542236328 2023-10-27,9.162927426101314,8.989999771118164 2023-10-30,9.10335079734366,8.850000381469727 2023-10-31,9.054006021352034,8.880000114440918 2023-11-01,9.010452071643485,8.859999656677246 2023-11-02,8.971383389453697,8.979999542236328 2023-11-03,8.967932844399991,9.06999969482422 2023-11-06,8.959736229263447,9.25 2023-11-07,8.945187268210633,9.220000267028809 2023-11-08,8.94086964286291,9.5 2023-11-09,8.922324245453959,9.25 2023-11-10,8.919015004128607,9.100000381469728 2023-11-13,8.892837225539449,9.130000114440918 2023-11-14,8.894752252797682,9.100000381469728 2023-11-15,8.91057126519593,9.199999809265137 2023-11-16,8.907972248731339,9.40999984741211 2023-11-17,8.932856441152605,9.289999961853027 2023-11-20,8.958686833866903,9.40999984741211 2023-11-21,8.974904143368102,9.449999809265137 2023-11-22,8.989716145815361,9.359999656677246 2023-11-24,9.009853748924,9.390000343322754 2023-11-27,9.020674964874855,9.359999656677246 2023-11-28,9.012290888929073,9.31999969482422 2023-11-29,9.004011809003112,9.149999618530272 2023-11-30,9.001537041358398,9.149999618530272 2023-12-01,9.017809880092654,9.149999618530272 2023-12-04,9.063027117902996,9.31999969482422 2023-12-05,9.099126011922873,9.609999656677246 2023-12-06,9.140933382635227,9.640000343322754 2023-12-07,9.187094136622466,9.699999809265137 2023-12-08,9.237289261396468,9.770000457763672 2023-12-11,9.284556226490471,9.81999969482422 2023-12-12,9.332850665565115,9.859999656677246 2023-12-13,9.403005197313146,9.84000015258789 2023-12-14,9.493563857387562,10.199999809265137 2023-12-15,9.566985878952785,10.300000190734863 2023-12-18,9.619558244513751,10.300000190734863 2023-12-19,9.696358721644753,10.100000381469728 2023-12-20,9.77388910382294,10.420000076293944 2023-12-21,9.86537242186256,10.5 2023-12-22,9.950816551423097,10.670000076293944 2023-12-26,10.036261659222715,10.65999984741211 2023-12-27,10.121651134260379,10.699999809265137 2023-12-28,10.208836405938413,10.720000267028809 2023-12-29,10.288129366279149,10.81999969482422 " 3313,US,technical,"For Air Products from January 10, 2020 to March 21, 2020, what percentage of days had the close less than the 60-day Triple Exponential Moving Average line? (Unit: %) (Smoothing factor alpha = 2 / (n + 1); Require 6n data points to warm up; Use the first data point as the initial value) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",37.931,medium,moving average,TEMA = 3 * EMA1 - 3 * EMA2 + EMA3; EMA1 = EMA_n(P); EMA2 = EMA_n(EMA1); EMA3 = EMA_n(EMA2),"date,close,open 2018-08-06,160.9600067138672,158.9199981689453 2018-08-07,160.9199981689453,161.32000732421875 2018-08-08,160.64999389648438,161.27000427246094 2018-08-09,160.47999572753906,160.63999938964844 2018-08-10,157.8699951171875,159.91000366210938 2018-08-13,162.44000244140625,162.1999969482422 2018-08-14,164.3300018310547,162.89999389648438 2018-08-15,164.2100067138672,163.1199951171875 2018-08-16,164.72000122070312,164.92999267578125 2018-08-17,166.61000061035156,164.2899932861328 2018-08-20,166.99000549316406,166.3000030517578 2018-08-21,166.10000610351562,167.60000610351562 2018-08-22,164.36000061035156,166.1199951171875 2018-08-23,164.4199981689453,164.35000610351562 2018-08-24,165.97000122070312,164.7899932861328 2018-08-27,167.2899932861328,166.52999877929688 2018-08-28,167.00999450683594,167.4199981689453 2018-08-29,168.2899932861328,168.36000061035156 2018-08-30,166.72999572753906,167.55999755859375 2018-08-31,166.2899932861328,166.75 2018-09-04,164.33999633789062,166.11000061035156 2018-09-05,165.38999938964844,164.55999755859375 2018-09-06,166.05999755859375,165.3000030517578 2018-09-07,164.85000610351562,165.64999389648438 2018-09-10,166.05999755859375,165.85000610351562 2018-09-11,166.63999938964844,165.60000610351562 2018-09-12,166.24000549316406,166.36000061035156 2018-09-13,167.6300048828125,167.0399932861328 2018-09-14,168.61000061035156,168.2899932861328 2018-09-17,168.75,168.50999450683594 2018-09-18,168.69000244140625,169.22000122070312 2018-09-19,169.1699981689453,169.4499969482422 2018-09-20,170.4199981689453,169.60000610351562 2018-09-21,170.61000061035156,171.1699981689453 2018-09-24,169.85000610351562,170.49000549316406 2018-09-25,168.83999633789062,169.8699951171875 2018-09-26,167.8000030517578,168.64999389648438 2018-09-27,168.52000427246094,168.13999938964844 2018-09-28,167.0500030517578,167.0 2018-10-01,169.42999267578125,168.07000732421875 2018-10-02,170.22000122070312,169.6999969482422 2018-10-03,169.72999572753906,170.75 2018-10-04,169.6999969482422,169.05999755859375 2018-10-05,168.8800048828125,169.36000061035156 2018-10-08,169.27999877929688,168.47999572753906 2018-10-09,164.32000732421875,168.6199951171875 2018-10-10,160.60000610351562,164.52999877929688 2018-10-11,157.08999633789062,160.52999877929688 2018-10-12,158.27000427246094,159.30999755859375 2018-10-15,156.6999969482422,157.94000244140625 2018-10-16,159.69000244140625,157.10000610351562 2018-10-17,159.47999572753906,159.60000610351562 2018-10-18,156.69000244140625,159.97000122070312 2018-10-19,155.39999389648438,156.74000549316406 2018-10-22,153.3000030517578,156.0 2018-10-23,152.0399932861328,151.22999572753906 2018-10-24,148.91000366210938,151.63999938964844 2018-10-25,151.47999572753906,150.47999572753906 2018-10-26,149.42999267578125,149.74000549316406 2018-10-29,150.9600067138672,151.3300018310547 2018-10-30,153.77999877929688,151.05999755859375 2018-10-31,154.35000610351562,154.9600067138672 2018-11-01,155.3699951171875,155.25 2018-11-02,155.83999633789062,157.1999969482422 2018-11-05,157.3699951171875,156.32000732421875 2018-11-06,158.08999633789062,155.41000366210938 2018-11-07,160.97999572753906,159.25999450683594 2018-11-08,161.25,160.64999389648438 2018-11-09,159.89999389648438,160.41000366210938 2018-11-12,157.49000549316406,159.86000061035156 2018-11-13,158.0500030517578,157.92999267578125 2018-11-14,157.2100067138672,158.80999755859375 2018-11-15,160.63999938964844,156.0800018310547 2018-11-16,163.86000061035156,160.0399932861328 2018-11-19,159.88999938964844,163.50999450683594 2018-11-20,157.55999755859375,158.92999267578125 2018-11-21,159.17999267578125,158.69000244140625 2018-11-23,157.49000549316406,157.39999389648438 2018-11-26,158.5800018310547,158.6699981689453 2018-11-27,156.27000427246094,157.75 2018-11-28,158.66000366210938,157.05999755859375 2018-11-29,159.2100067138672,158.38999938964844 2018-11-30,160.8699951171875,158.7100067138672 2018-12-03,166.6199951171875,163.75999450683594 2018-12-04,163.9199981689453,165.58999633789062 2018-12-06,161.3699951171875,161.3699951171875 2018-12-07,157.16000366210938,161.47999572753906 2018-12-10,157.0800018310547,157.77999877929688 2018-12-11,155.92999267578125,159.44000244140625 2018-12-12,157.7100067138672,158.22000122070312 2018-12-13,157.27999877929688,158.02999877929688 2018-12-14,155.41000366210938,155.97999572753906 2018-12-17,153.80999755859375,155.6699981689453 2018-12-18,154.75999450683594,155.05999755859375 2018-12-19,154.10000610351562,154.7899932861328 2018-12-20,154.5399932861328,153.97000122070312 2018-12-21,155.19000244140625,154.5399932861328 2018-12-24,149.8800048828125,154.69000244140625 2018-12-26,156.9199981689453,150.57000732421875 2018-12-27,159.75,155.0 2018-12-28,160.6999969482422,160.8800048828125 2018-12-31,160.0500030517578,159.9499969482422 2019-01-02,159.58999633789062,157.38999938964844 2019-01-03,155.30999755859375,159.13999938964844 2019-01-04,161.61000061035156,158.07000732421875 2019-01-07,159.92999267578125,161.55999755859375 2019-01-08,158.08999633789062,158.35000610351562 2019-01-09,156.7899932861328,157.39999389648438 2019-01-10,157.1999969482422,156.5500030517578 2019-01-11,156.7899932861328,156.80999755859375 2019-01-14,155.1199951171875,155.75999450683594 2019-01-15,155.0800018310547,154.3699951171875 2019-01-16,154.6199951171875,155.07000732421875 2019-01-17,155.97999572753906,154.19000244140625 2019-01-18,158.6199951171875,157.00999450683594 2019-01-22,157.7100067138672,157.8699951171875 2019-01-23,156.14999389648438,157.72999572753906 2019-01-24,156.5,155.47000122070312 2019-01-25,160.91000366210938,160.0 2019-01-28,159.88999938964844,160.6699981689453 2019-01-29,163.24000549316406,160.4199981689453 2019-01-30,163.97999572753906,163.72999572753906 2019-01-31,164.38999938964844,161.77000427246094 2019-02-01,165.88999938964844,165.0 2019-02-04,166.8800048828125,165.75 2019-02-05,167.9199981689453,167.52999877929688 2019-02-06,169.91000366210938,168.00999450683594 2019-02-07,166.22000122070312,169.60000610351562 2019-02-08,165.89999389648438,165.16000366210938 2019-02-11,167.5399932861328,166.24000549316406 2019-02-12,171.32000732421875,169.25999450683594 2019-02-13,171.97000122070312,172.0 2019-02-14,171.6199951171875,170.9199981689453 2019-02-15,174.0800018310547,173.4600067138672 2019-02-19,175.11000061035156,173.27999877929688 2019-02-20,177.63999938964844,175.3000030517578 2019-02-21,178.6699981689453,177.52999877929688 2019-02-22,180.1199951171875,179.82000732421875 2019-02-25,181.1699981689453,180.4900054931641 2019-02-26,181.4499969482422,181.1199951171875 2019-02-27,181.6000061035156,181.17999267578125 2019-02-28,181.17999267578125,181.3000030517578 2019-03-01,180.10000610351562,182.4600067138672 2019-03-04,180.6999969482422,181.1300048828125 2019-03-05,179.2100067138672,179.8699951171875 2019-03-06,180.3000030517578,180.67999267578125 2019-03-07,179.64999389648438,180.4499969482422 2019-03-08,181.3600006103516,179.19000244140625 2019-03-11,183.9499969482422,182.2100067138672 2019-03-12,184.0500030517578,184.4199981689453 2019-03-13,185.1000061035156,184.5800018310547 2019-03-14,185.2100067138672,184.5 2019-03-15,184.8500061035156,185.19000244140625 2019-03-18,185.3699951171875,185.0200042724609 2019-03-19,184.8999938964844,186.44000244140625 2019-03-20,184.6499938964844,184.97000122070312 2019-03-21,187.19000244140625,184.2100067138672 2019-03-22,186.3000030517578,186.02999877929688 2019-03-25,185.9199981689453,186.3500061035156 2019-03-26,187.16000366210935,187.02999877929688 2019-03-27,187.6499938964844,187.3999938964844 2019-03-28,190.1699981689453,188.72000122070312 2019-03-29,190.9600067138672,189.0800018310547 2019-04-01,191.4900054931641,192.1499938964844 2019-04-02,190.47999572753903,191.3000030517578 2019-04-03,191.72000122070312,191.8600006103516 2019-04-04,191.7700042724609,192.19000244140625 2019-04-05,193.19000244140625,192.25 2019-04-08,193.02999877929688,193.5500030517578 2019-04-09,192.27999877929688,191.92999267578125 2019-04-10,193.0399932861328,192.8800048828125 2019-04-11,193.5500030517578,192.4900054931641 2019-04-12,194.16000366210935,194.44000244140625 2019-04-15,193.92999267578125,193.3000030517578 2019-04-16,197.1000061035156,194.52999877929688 2019-04-17,197.75,198.13999938964844 2019-04-18,198.1000061035156,198.07000732421875 2019-04-22,196.6199951171875,197.42999267578125 2019-04-23,196.6699981689453,196.58999633789065 2019-04-24,199.4199981689453,197.4499969482422 2019-04-25,199.6000061035156,199.41000366210935 2019-04-26,202.57000732421875,200.3300018310547 2019-04-29,203.57000732421875,203.0 2019-04-30,205.7899932861328,204.3500061035156 2019-05-01,202.1499938964844,206.72000122070312 2019-05-02,207.6499938964844,202.4600067138672 2019-05-03,209.5800018310547,207.5 2019-05-06,205.9900054931641,207.2899932861328 2019-05-07,201.1699981689453,204.07000732421875 2019-05-08,205.30999755859372,200.2899932861328 2019-05-09,204.44000244140625,203.0 2019-05-10,208.2899932861328,204.1999969482422 2019-05-13,204.5500030517578,203.8000030517578 2019-05-14,205.7700042724609,205.38999938964844 2019-05-15,205.0200042724609,203.88999938964844 2019-05-16,209.42999267578125,207.0500030517578 2019-05-17,209.9199981689453,208.57000732421875 2019-05-20,205.41000366210935,208.9199981689453 2019-05-21,206.97999572753903,206.75 2019-05-22,206.25999450683597,206.3000030517578 2019-05-23,204.2100067138672,204.80999755859372 2019-05-24,204.4900054931641,206.8699951171875 2019-05-28,202.2400054931641,205.22000122070312 2019-05-29,202.97999572753903,200.7100067138672 2019-05-30,204.2400054931641,203.05999755859372 2019-05-31,203.58999633789065,202.47000122070312 2019-06-03,208.9600067138672,204.17999267578125 2019-06-04,213.6499938964844,209.9499969482422 2019-06-05,217.27999877929688,214.8999938964844 2019-06-06,221.4900054931641,217.82000732421875 2019-06-07,223.05999755859372,221.94000244140625 2019-06-10,221.3300018310547,224.2899932861328 2019-06-11,219.0500030517578,222.9900054931641 2019-06-12,219.9499969482422,219.2899932861328 2019-06-13,220.17999267578125,220.5500030517578 2019-06-14,219.25,220.27999877929688 2019-06-17,216.8699951171875,219.3999938964844 2019-06-18,218.9199981689453,218.3800048828125 2019-06-19,220.38999938964844,218.77999877929688 2019-06-20,222.0500030517578,222.1000061035156 2019-06-21,222.13999938964844,222.42999267578125 2019-06-24,223.63999938964844,222.7700042724609 2019-06-25,224.6999969482422,224.1999969482422 2019-06-26,223.92999267578125,224.9499969482422 2019-06-27,223.5,224.3699951171875 2019-06-28,226.3699951171875,223.47999572753903 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2019-08-27,228.6976420017197,225.5399932861328 2019-08-28,228.54127908506203,225.7899932861328 2019-08-29,228.25954679951232,224.44000244140625 2019-08-30,228.13020482344749,225.9199981689453 2019-09-03,227.96863447859008,225.55999755859372 2019-09-04,227.98847178921918,227.4199981689453 2019-09-05,227.72998226454996,224.57000732421875 2019-09-06,227.57967810803814,225.58999633789065 2019-09-09,226.55538381491934,216.3600006103516 2019-09-10,225.34692037369135,213.77999877929688 2019-09-11,224.45625989608487,216.33999633789065 2019-09-12,224.03220864217872,220.6699981689453 2019-09-13,223.78256554905607,222.2400054931641 2019-09-16,222.88080181435598,215.2400054931641 2019-09-17,222.63810359955147,221.57000732421875 2019-09-18,222.41476763366867,221.6199951171875 2019-09-19,222.26784116354855,222.27999877929688 2019-09-20,222.060310494181,221.5500030517578 2019-09-23,221.76201570595234,220.4600067138672 2019-09-24,221.47802879643595,220.41000366210935 2019-09-25,221.23338508461788,220.6300048828125 2019-09-26,221.25800059911873,223.2899932861328 2019-09-27,221.06924995688067,221.05999755859372 2019-09-30,220.96936798746177,221.8600006103516 2019-10-01,220.3646097089621,216.47999572753903 2019-10-02,219.22786778063517,210.47000122070312 2019-10-03,218.20032905753249,210.8300018310547 2019-10-04,217.5317278374359,213.8800048828125 2019-10-07,216.916847263276,213.9600067138672 2019-10-08,215.75498747221621,207.75999450683597 2019-10-09,215.05087321651683,211.7400054931641 2019-10-10,214.67566830342287,214.6699981689453 2019-10-11,214.5789932264241,217.2899932861328 2019-10-14,214.16722202579928,213.8600006103516 2019-10-15,213.91667931498324,215.22000122070312 2019-10-16,213.5915924224083,214.2100067138672 2019-10-17,213.30826547794445,214.3699951171875 2019-10-18,213.09747185335252,214.8800048828125 2019-10-21,212.77477053497975,213.5 2019-10-22,211.8573723657287,206.97000122070312 2019-10-23,211.2995424818363,210.05999755859372 2019-10-24,210.91863709960617,211.47000122070312 2019-10-25,210.73965088626605,213.25999450683597 2019-10-28,210.40990729878715,211.47999572753903 2019-10-29,210.71200621525662,217.82000732421875 2019-10-30,210.8979889373457,216.72999572753903 2019-10-31,210.7485809455789,213.25999450683597 2019-11-01,210.6441105011367,213.55999755859372 2019-11-04,210.63497502267157,214.4199981689453 2019-11-05,210.83869897969345,216.5800018310547 2019-11-06,211.25186653718106,218.8500061035156 2019-11-07,212.47547343909451,227.5800018310547 2019-11-08,214.22438289939757,233.8699951171875 2019-11-11,215.97539235572845,235.02999877929688 2019-11-12,217.80514866921644,237.00999450683597 2019-11-13,219.5674082504401,237.5200042724609 2019-11-14,221.27955102477694,238.17999267578125 2019-11-15,223.14158057596623,240.9199981689453 2019-11-18,224.90755577938506,241.19000244140625 2019-11-19,226.56819661879902,241.30999755859372 2019-11-20,227.79323417906235,237.8999938964844 2019-11-21,228.90964985672758,237.63999938964844 2019-11-22,229.94468491596083,237.6000061035156 2019-11-25,230.6345803116252,234.7400054931641 2019-11-26,231.24095982521314,234.3999938964844 2019-11-27,231.95733729113766,236.0399932861328 2019-11-29,232.64782158437583,236.3300018310547 2019-12-02,232.77602667856556,230.97000122070312 2019-12-03,232.76638700356753,229.69000244140625 2019-12-04,232.6764423351582,228.9199981689453 2019-12-05,232.73140390740073,230.4600067138672 2019-12-06,232.92493886359938,232.02999877929688 2019-12-09,232.9835957585642,230.82000732421875 2019-12-10,232.90566260824139,229.5 2019-12-11,232.82572709162903,229.5 2019-12-12,233.02010991963093,232.3999938964844 2019-12-13,233.0372389081262,230.7400054931641 2019-12-16,233.39872708677655,234.44000244140625 2019-12-17,233.8415868999088,235.6100006103516 2019-12-18,234.0111529256543,233.1100006103516 2019-12-19,234.15815059027383,233.05999755859372 2019-12-20,234.47345834907063,235.0 2019-12-23,234.77489352220564,235.13999938964844 2019-12-24,235.04139108976608,235.0500030517578 2019-12-26,235.3817428710517,236.0800018310547 2019-12-27,235.63694366331805,235.4900054931641 2019-12-30,235.853348874271,235.3300018310547 2019-12-31,236.01631483257168,234.9900054931641 2020-01-02,235.7952536577368,231.13999938964844 2020-01-03,235.09233228250415,226.0 2020-01-06,234.41875381418055,225.8999938964844 2020-01-07,233.87411715813607,226.8600006103516 2020-01-08,233.4763450187601,228.08999633789065 2020-01-09,233.61422040043084,233.5 2020-01-10,233.59576015577926,232.0 2020-01-13,234.0364005849301,236.8600006103516 2020-01-14,234.221258168375,234.5200042724609 2020-01-15,234.4788826491519,235.4600067138672 2020-01-16,234.74457766773125,235.7700042724609 2020-01-17,235.1053081450512,237.0 2020-01-21,235.45490849698896,237.17999267578125 2020-01-22,235.85868077943613,238.0399932861328 2020-01-23,236.15976012156736,237.2899932861328 2020-01-24,237.06986134119546,243.9499969482422 2020-01-27,236.91817328593672,233.47000122070312 2020-01-28,237.05404613778342,236.4499969482422 2020-01-29,237.2534946265221,237.2700042724609 2020-01-30,237.82839313764177,241.41000366210935 2020-01-31,238.10341286757998,238.7100067138672 2020-02-03,238.76392568719788,243.00999450683597 2020-02-04,239.7639377651127,247.08999633789065 2020-02-05,240.99641041235483,250.27999877929688 2020-02-06,242.21635989773952,251.05999755859372 2020-02-07,243.24117388496006,249.9199981689453 2020-02-10,244.3616818824345,251.7100067138672 2020-02-11,245.46741004640364,252.41000366210935 2020-02-12,246.6529495973887,254.1000061035156 2020-02-13,247.82595266129644,254.8800048828125 2020-02-14,249.01993167481527,256.010009765625 2020-02-18,250.09969468316234,255.7400054931641 2020-02-19,251.10536317274085,255.82000732421875 2020-02-20,251.993648057679,255.3999938964844 2020-02-21,252.77076421096618,254.97000122070312 2020-02-24,252.58607012498106,245.52999877929688 2020-02-25,251.44455640778185,235.4900054931641 2020-02-26,250.367023207805,235.5200042724609 2020-02-27,248.25969194701824,224.08999633789065 2020-02-28,245.85174906544373,219.6100006103516 2020-03-02,244.6413952542416,230.6499938964844 2020-03-03,243.18900617603768,227.3600006103516 2020-03-04,242.76085577023062,237.1999969482422 2020-03-05,242.05063191126672,234.0 2020-03-06,240.9733061926133,229.7100067138672 2020-03-09,237.62416763002386,205.1499938964844 2020-03-10,235.38623660838593,214.5800018310547 2020-03-11,232.64710911186484,207.8000030517578 2020-03-12,228.17603913518266,187.72999572753903 2020-03-13,225.77034309541685,206.3600006103516 2020-03-16,221.05069763299232,180.3500061035156 2020-03-17,218.99960719240818,205.1000061035156 2020-03-18,216.7557209325571,201.57000732421875 2020-03-19,213.66659703405594,191.0399932861328 2020-03-20,210.61068668769065,189.1499938964844 " 3314,US,technical,"Calculate the percentage of days where Adobe Inc.'s close was less than its 60-day Triple Exponential Moving Average line from February 23, 2021 to June 15, 2021. (Unit: %) (Smoothing factor alpha = 2 / (n + 1); Require 6n data points to warm up; Use the first data point as the initial value) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",49.2366,medium,moving average,TEMA = 3 * EMA1 - 3 * EMA2 + EMA3; EMA1 = EMA_n(P); EMA2 = EMA_n(EMA1); EMA3 = EMA_n(EMA2),"date,close,open 2019-09-18,279.7200012207031,275.3500061035156 2019-09-19,281.260009765625,280.1700134277344 2019-09-20,277.9100036621094,281.6000061035156 2019-09-23,277.44000244140625,275.92999267578125 2019-09-24,272.4700012207031,279.5799865722656 2019-09-25,277.42999267578125,271.8999938964844 2019-09-26,283.8099975585937,278.4599914550781 2019-09-27,277.5400085449219,284.6300048828125 2019-09-30,276.25,277.5400085449219 2019-10-01,272.7099914550781,278.989990234375 2019-10-02,266.6600036621094,271.17999267578125 2019-10-03,272.3999938964844,266.9200134277344 2019-10-04,276.9599914550781,273.1099853515625 2019-10-07,276.8999938964844,276.32000732421875 2019-10-08,270.8299865722656,274.4599914550781 2019-10-09,274.2699890136719,273.5199890136719 2019-10-10,274.9800109863281,274.0599975585937 2019-10-11,278.2900085449219,278.3699951171875 2019-10-14,277.7799987792969,278.1099853515625 2019-10-15,279.3900146484375,278.1700134277344 2019-10-16,272.70001220703125,270.2300109863281 2019-10-17,269.239990234375,272.6099853515625 2019-10-18,265.5199890136719,269.3599853515625 2019-10-21,266.8399963378906,265.6300048828125 2019-10-22,261.0899963378906,268.489990234375 2019-10-23,261.32000732421875,261.0 2019-10-24,269.70001220703125,264.0400085449219 2019-10-25,270.9800109863281,267.79998779296875 2019-10-28,271.3500061035156,271.5799865722656 2019-10-29,271.45001220703125,271.67999267578125 2019-10-30,278.4100036621094,273.25 2019-10-31,277.92999267578125,278.2699890136719 2019-11-01,277.82000732421875,279.1400146484375 2019-11-04,277.5,280.5599975585937 2019-11-05,289.2900085449219,292.1099853515625 2019-11-06,287.3999938964844,289.1099853515625 2019-11-07,290.7699890136719,288.29998779296875 2019-11-08,292.4599914550781,290.0199890136719 2019-11-11,290.2699890136719,291.95001220703125 2019-11-12,291.7200012207031,290.7900085449219 2019-11-13,293.5400085449219,291.8599853515625 2019-11-14,294.5299987792969,293.5400085449219 2019-11-15,297.5,296.5400085449219 2019-11-18,297.1600036621094,297.54998779296875 2019-11-19,300.6000061035156,298.75 2019-11-20,300.1000061035156,299.3900146484375 2019-11-21,298.79998779296875,298.989990234375 2019-11-22,299.29998779296875,299.5899963378906 2019-11-25,305.2799987792969,300.4800109863281 2019-11-26,307.8999938964844,305.0 2019-11-27,309.0599975585937,308.5 2019-11-29,309.5299987792969,308.5199890136719 2019-12-02,302.75,309.2200012207031 2019-12-03,303.9100036621094,298.239990234375 2019-12-04,302.510009765625,305.0 2019-12-05,303.0299987792969,303.1300048828125 2019-12-06,306.2300109863281,306.20001220703125 2019-12-09,307.04998779296875,308.9100036621094 2019-12-10,304.1700134277344,306.6199951171875 2019-12-11,303.739990234375,305.1499938964844 2019-12-12,305.9599914550781,303.0 2019-12-13,317.94000244140625,314.1099853515625 2019-12-16,323.79998779296875,319.2699890136719 2019-12-17,322.8500061035156,325.0400085449219 2019-12-18,324.3800048828125,322.1000061035156 2019-12-19,327.6300048828125,324.3800048828125 2019-12-20,327.6099853515625,328.3699951171875 2019-12-23,328.95001220703125,328.8299865722656 2019-12-24,329.6400146484375,329.0 2019-12-26,331.20001220703125,329.6300048828125 2019-12-27,330.7900085449219,332.8800048828125 2019-12-30,328.3399963378906,330.3500061035156 2019-12-31,329.8099975585937,326.25 2020-01-02,334.42999267578125,330.0 2020-01-03,331.8099975585937,329.1700134277344 2020-01-06,333.7099914550781,328.2900085449219 2020-01-07,333.3900146484375,334.1499938964844 2020-01-08,337.8699951171875,333.8099975585937 2020-01-09,340.45001220703125,340.1400146484375 2020-01-10,339.8099975585937,342.04998779296875 2020-01-13,345.6300048828125,341.5400085449219 2020-01-14,344.6300048828125,347.010009765625 2020-01-15,342.94000244140625,346.4200134277344 2020-01-16,345.3800048828125,345.9800109863281 2020-01-17,349.739990234375,349.0 2020-01-21,350.0,346.3699951171875 2020-01-22,350.0599975585937,352.6000061035156 2020-01-23,351.760009765625,351.0199890136719 2020-01-24,351.3699951171875,354.1000061035156 2020-01-27,346.8999938964844,341.0400085449219 2020-01-28,354.6300048828125,349.0 2020-01-29,351.6600036621094,356.70001220703125 2020-01-30,356.739990234375,349.69000244140625 2020-01-31,351.1400146484375,355.8399963378906 2020-02-03,358.0,353.4100036621094 2020-02-04,366.739990234375,363.4299926757813 2020-02-05,365.5499877929688,373.989990234375 2020-02-06,367.4599914550781,366.1600036621094 2020-02-07,366.0899963378906,366.0 2020-02-10,370.0,365.4400024414063 2020-02-11,369.2799987792969,373.0299987792969 2020-02-12,374.2900085449219,370.6400146484375 2020-02-13,374.8399963378906,372.55999755859375 2020-02-14,379.6700134277344,376.2799987792969 2020-02-18,378.8500061035156,380.2000122070313 2020-02-19,383.2799987792969,383.8299865722656 2020-02-20,378.9599914550781,384.0 2020-02-21,372.9500122070313,378.0199890136719 2020-02-24,357.4100036621094,355.3900146484375 2020-02-25,347.79998779296875,361.0 2020-02-26,351.3399963378906,349.3999938964844 2020-02-27,337.5199890136719,340.0 2020-02-28,345.1199951171875,324.4200134277344 2020-03-02,360.2799987792969,349.8099975585937 2020-03-03,348.3399963378906,361.760009765625 2020-03-04,363.8500061035156,354.3800048828125 2020-03-05,351.0299987792969,355.0599975585937 2020-03-06,336.7699890136719,340.45001220703125 2020-03-09,305.7900085449219,311.67999267578125 2020-03-10,332.3800048828125,318.9800109863281 2020-03-11,315.2300109863281,324.32000732421875 2020-03-12,285.0,290.4100036621094 2020-03-13,335.5,312.8800048828125 2020-03-16,286.0299987792969,288.3599853515625 2020-03-17,311.8099975585937,291.20001220703125 2020-03-18,294.6099853515625,290.0 2020-03-19,307.510009765625,291.7699890136719 2020-03-20,295.3399963378906,312.9200134277344 2020-03-23,307.2699890136719,296.6700134277344 2020-03-24,310.0,322.9599914550781 2020-03-25,305.9100036621094,308.0 2020-03-26,322.6700134277344,305.989990234375 2020-03-27,305.8299865722656,311.70001220703125 2020-03-30,318.3900146484375,308.8900146484375 2020-03-31,318.239990234375,316.4100036621094 2020-04-01,301.2099914550781,307.0 2020-04-02,303.9599914550781,297.760009765625 2020-04-03,293.6099853515625,302.0599975585937 2020-04-06,319.1300048828125,306.5599975585937 2020-04-07,308.92999267578125,327.4100036621094 2020-04-08,317.17999267578125,313.8800048828125 2020-04-09,318.70001220703125,318.6499938964844 2020-04-13,320.6499938964844,315.94000244140625 2020-04-14,340.7699890136719,328.7699890136719 2020-04-15,332.54998779296875,335.3399963378906 2020-04-16,342.70001220703125,339.7099914550781 2020-04-17,344.1099853515625,350.0899963378906 2020-04-20,344.8800048828125,340.7900085449219 2020-04-21,328.989990234375,340.8999938964844 2020-04-22,336.7699890136719,337.4100036621094 2020-04-23,335.3699951171875,338.8999938964844 2020-04-24,344.1000061035156,338.0 2020-04-27,348.5,348.79998779296875 2020-04-28,333.45001220703125,353.0899963378906 2020-04-29,349.1700134277344,339.5299987792969 2020-04-30,353.6400146484375,348.010009765625 2020-05-01,343.8399963378906,347.239990234375 2020-05-04,349.1099853515625,340.739990234375 2020-05-05,356.1300048828125,353.3800048828125 2020-05-06,362.5199890136719,357.9200134277344 2020-05-07,366.7799987792969,368.8200073242188 2020-05-08,367.510009765625,370.0 2020-05-11,371.4200134277344,365.8399963378906 2020-05-12,365.1000061035156,371.4599914550781 2020-05-13,358.5599975585937,366.4500122070313 2020-05-14,355.3900146484375,354.0 2020-05-15,365.2999877929688,351.57000732421875 2020-05-18,367.9700012207031,371.5899963378906 2020-05-19,372.2000122070313,369.8800048828125 2020-05-20,383.6300048828125,377.2099914550781 2020-05-21,382.1700134277344,382.0 2020-05-22,385.260009765625,381.3900146484375 2020-05-26,376.6300048828125,391.0 2020-05-27,375.1700134277344,373.239990234375 2020-05-28,379.8299865722656,372.5 2020-05-29,386.6000061035156,382.6199951171875 2020-06-01,389.6799926757813,387.0799865722656 2020-06-02,390.4400024414063,389.9200134277344 2020-06-03,389.9200134277344,390.8200073242188 2020-06-04,385.7999877929688,389.5 2020-06-05,392.8999938964844,384.6400146484375 2020-06-08,397.7799987792969,391.0 2020-06-09,397.1600036621094,397.0299987792969 2020-06-10,406.8200073242188,399.5899963378906 2020-06-11,387.6700134277344,400.0 2020-06-12,406.5400085449219,409.2999877929688 2020-06-15,401.3399963378906,398.7999877929688 2020-06-16,411.6700134277344,407.8299865722656 2020-06-17,413.489990234375,414.0 2020-06-18,420.4599914550781,413.5 2020-06-19,428.010009765625,423.760009765625 2020-06-22,438.6400146484375,428.9599914550781 2020-06-23,440.5499877929688,440.0700073242188 2020-06-24,431.6799926757813,440.0 2020-06-25,436.9500122070313,430.010009765625 2020-06-26,426.9200134277344,436.0 2020-06-29,424.2000122070313,427.1099853515625 2020-06-30,435.30999755859375,426.6799926757813 2020-07-01,439.80999755859375,434.7999877929688 2020-07-02,442.9500122070313,445.0 2020-07-06,452.5899963378906,448.0 2020-07-07,449.3599853515625,452.5899963378906 2020-07-08,457.6799926757813,453.760009765625 2020-07-09,460.8399963378906,460.4400024414063 2020-07-10,466.2000122070313,460.8299865722656 2020-07-13,442.4700012207031,469.7699890136719 2020-07-14,433.7799987792969,435.739990234375 2020-07-15,433.010009765625,434.9100036621094 2020-07-16,426.2900085449219,428.4299926757813 2020-07-17,432.4200134277344,428.1199951171875 2020-07-20,455.2699890136719,434.05999755859375 2020-07-21,444.2799987792969,456.0700073242188 2020-07-22,445.0499877929688,447.5499877929688 2020-07-23,431.739990234375,445.0400085449219 2020-07-24,430.30999755859375,425.0 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2020-08-21,468.3900983410199,473.2200012207031 2020-08-24,470.4668486964464,476.2999877929688 2020-08-25,473.1430980985522,484.4299926757813 2020-08-26,479.79888499750075,528.489990234375 2020-08-27,484.2526917181632,510.3200073242188 2020-08-28,488.9553365506482,516.4400024414062 2020-08-31,493.0158609055327,513.3900146484375 2020-09-01,498.14962358665355,527.9500122070312 2020-09-02,503.45632720482183,533.7999877929688 2020-09-03,505.89110319960395,507.7999877929688 2020-09-04,506.6026818542407,491.9400024414063 2020-09-08,504.3746344984111,462.1300048828125 2020-09-09,503.884590999332,479.4599914550781 2020-09-10,503.06863856708526,476.260009765625 2020-09-11,501.7865846575479,471.3500061035156 2020-09-14,501.9232504047833,485.9100036621094 2020-09-15,503.12207063934363,497.6700134277344 2020-09-16,502.13351422421056,476.0 2020-09-17,501.00016042999044,474.2999877929688 2020-09-18,499.2524490198118,467.5499877929688 2020-09-21,498.34429179700425,475.6400146484375 2020-09-22,498.51363904414825,486.7799987792969 2020-09-23,497.072082836955,470.3900146484375 2020-09-24,495.42582535228877,467.6700134277344 2020-09-25,495.0013669576689,479.7799987792969 2020-09-28,495.39975523238905,488.510009765625 2020-09-29,495.8159123584696,489.3299865722656 2020-09-30,496.2758431452514,490.4299926757813 2020-10-01,497.5366599758466,499.510009765625 2020-10-02,496.7298126314115,478.989990234375 2020-10-05,496.65406308270497,486.4700012207031 2020-10-06,495.83859796250744,478.9800109863281 2020-10-07,496.39356854764856,493.1499938964844 2020-10-08,496.66296711076245,490.8399963378906 2020-10-09,497.9628106793054,502.1600036621094 2020-10-12,499.9802943969,510.8900146484375 2020-10-13,502.1633181242615,514.3099975585938 2020-10-14,503.4136065436067,506.30999755859375 2020-10-15,504.0611366734293,501.1499938964844 2020-10-16,504.79487071941116,502.8200073242188 2020-10-19,504.72534936797916,495.2000122070313 2020-10-20,504.5710597257223,494.5799865722656 2020-10-21,504.5285928214191,495.9599914550781 2020-10-22,503.2838434090824,483.6000061035156 2020-10-23,502.55812648346364,488.5 2020-10-26,500.58718600420417,475.2000122070313 2020-10-27,499.038445076351,478.55999755859375 2020-10-28,495.51197137636626,456.9700012207031 2020-10-29,492.58639572999965,461.1099853515625 2020-10-30,488.4983591814445,447.1000061035156 2020-11-02,484.45351046437946,444.9400024414063 2020-11-03,481.5220130131985,454.0199890136719 2020-11-04,481.9313070852025,487.2300109863281 2020-11-05,483.1858503517999,496.4700012207031 2020-11-06,484.1763645482907,494.6300048828125 2020-11-09,482.85896658049836,471.1400146484375 2020-11-10,479.7969386768994,452.0 2020-11-11,478.42513828499034,467.75 2020-11-12,476.6453606352128,462.5799865722656 2020-11-13,475.6206350293054,469.3399963378906 2020-11-16,473.86159814176,460.9500122070313 2020-11-17,472.88144261243303,467.9500122070313 2020-11-18,471.1577932094273,459.4700012207031 2020-11-19,470.20722192553296,466.4100036621094 2020-11-20,468.9882783209776,462.9200134277344 2020-11-23,467.63142400226707,460.6099853515625 2020-11-24,466.56528731257094,462.7000122070313 2020-11-25,466.27546949067755,470.0799865722656 2020-11-27,466.6714956713731,477.0299987792969 2020-11-30,467.18473979749325,478.4700012207031 2020-12-01,467.7350364280141,479.1499938964844 2020-12-02,468.45576736516176,481.260009765625 2020-12-03,469.4221489483081,484.2799987792969 2020-12-04,470.49408294967304,486.0 2020-12-07,472.0952389881125,492.25 2020-12-08,473.8841747823345,495.2799987792969 2020-12-09,474.46104651804177,483.739990234375 2020-12-10,474.34776212200745,476.8699951171875 2020-12-11,474.15124034449826,475.9100036621094 2020-12-14,474.96866767293704,486.4200134277344 2020-12-15,475.3745301066668,482.6400146484375 2020-12-16,476.4457339834429,489.8999938964844 2020-12-17,477.96764792481827,495.3599853515625 2020-12-18,480.1131303995768,502.9500122070313 2020-12-21,481.68448571504075,498.3900146484375 2020-12-22,483.70166924791465,504.1700134277344 2020-12-23,484.8938119683244,496.9100036621094 2020-12-24,486.28489013594316,499.8599853515625 2020-12-28,487.49401119953984,498.9500122070313 2020-12-29,488.9195520878107,502.1099853515625 2020-12-30,489.8026201893599,497.4500122070313 2020-12-31,490.8752264189163,500.1199951171875 2021-01-04,490.46396539345676,485.3399963378906 2021-01-05,490.1044892509894,485.6900024414063 2021-01-06,487.9162278954472,466.30999755859375 2021-01-07,486.9504536677987,477.739990234375 2021-01-08,486.7422548771164,485.1000061035156 2021-01-11,485.5093300686818,474.239990234375 2021-01-12,484.10550375393547,471.6499938964844 2021-01-13,482.8274203285183,472.0499877929688 2021-01-14,480.79435754794576,463.2699890136719 2021-01-15,478.3979304099396,458.0799865722656 2021-01-19,476.0067610290669,456.5 2021-01-20,475.03170204054254,469.7300109863281 2021-01-21,474.3414297119758,472.0199890136719 2021-01-22,473.74019352248644,472.4400024414063 2021-01-25,473.2778933511613,473.4400024414063 2021-01-26,473.12103920906713,476.2799987792969 2021-01-27,471.43045793622815,460.0 2021-01-28,470.3946951403225,465.6700134277344 2021-01-29,468.7761150374091,458.7699890136719 2021-02-01,468.3386250957352,470.0 2021-02-02,469.3588137366054,484.9299926757813 2021-02-03,470.0350144896185,481.9200134277344 2021-02-04,471.3851932135609,489.3800048828125 2021-02-05,472.91590704718476,492.1199951171875 2021-02-08,474.5097800099488,493.760009765625 2021-02-09,476.22348285706386,496.0499877929688 2021-02-10,477.5085130633064,492.6700134277344 2021-02-11,479.089085632625,496.6199951171875 2021-02-12,480.7805216711598,498.8399963378906 2021-02-16,482.62977482252205,501.6400146484375 2021-02-17,483.36828414922337,491.2300109863281 2021-02-18,483.7854094783805,488.3699951171875 2021-02-19,483.29342031055654,479.1199951171875 2021-02-22,481.70932909885966,467.3299865722656 2021-02-23,480.2711683119015,467.7999877929688 2021-02-24,479.7653073698814,476.6199951171875 2021-02-25,477.6312327685848,459.1600036621094 2021-02-26,475.6851296139778,459.6700134277344 2021-03-01,474.8099455268952,469.5700073242188 2021-03-02,473.71176272900095,466.5899963378906 2021-03-03,470.9628278628278,448.4500122070313 2021-03-04,467.50364384773656,439.05999755859375 2021-03-05,464.4442030501369,440.8299865722656 2021-03-08,459.7242083355448,421.2000122070313 2021-03-09,457.03268121254314,439.1799926757813 2021-03-10,454.32345707749926,437.010009765625 2021-03-11,453.14298117085787,451.05999755859375 2021-03-12,451.41322388507274,444.2999877929688 2021-03-15,450.12681237938745,447.5899963378906 2021-03-16,449.2235419044842,450.5400085449219 2021-03-17,448.44312491321057,451.010009765625 2021-03-18,446.60729960400926,439.1799926757813 2021-03-19,445.1313936831912,441.5 2021-03-22,444.81051751240443,452.4100036621094 2021-03-23,445.2735079487772,460.2000122070313 2021-03-24,444.90098395700437,451.510009765625 2021-03-25,444.52400325177746,450.989990234375 2021-03-26,445.91485241119176,469.0899963378906 2021-03-29,447.25810574880677,469.3200073242188 2021-03-30,448.1663071273231,465.4599914550781 2021-03-31,449.976935279586,475.3699951171875 2021-04-01,452.4459175362439,483.3399963378906 2021-04-05,455.5585420232026,491.6199951171875 2021-04-06,458.4564607064788,491.3399963378906 2021-04-07,461.37489409352133,493.4100036621094 2021-04-08,464.7252865464092,499.8399963378906 2021-04-09,468.26525078872584,504.0400085449219 2021-04-12,471.76975815268094,506.0299987792969 2021-04-13,475.8895821745513,514.8599853515625 2021-04-14,479.33946444569096,510.6300048828125 2021-04-15,483.7636694503897,523.25 2021-04-16,488.06982228205965,525.0800170898438 2021-04-19,491.2405106633949,516.1699829101562 2021-04-20,494.00801361183727,514.2100219726562 2021-04-21,496.4050642869748,512.3400268554688 2021-04-22,498.1513745761379,507.2900085449219 2021-04-23,500.58208804949845,515.8400268554688 2021-04-26,502.8248714113561,515.7000122070312 2021-04-27,505.0580493451725,517.3200073242188 2021-04-28,506.95174031271466,515.47998046875 2021-04-29,508.75995219826933,516.0900268554688 2021-04-30,509.69166236973274,508.3399963378906 2021-05-03,510.07599768850895,503.4599914550781 2021-05-04,509.19826833340505,490.7000122070313 2021-05-05,507.97319529372004,486.6900024414063 2021-05-06,506.5128088266908,483.6099853515625 2021-05-07,505.61399362963067,488.7300109863281 2021-05-10,503.8645686388826,479.3800048828125 2021-05-11,502.76344072015587,485.1900024414063 2021-05-12,500.47040900146885,472.0899963378906 2021-05-13,498.50756255191436,474.1600036621094 2021-05-14,497.838455371965,486.55999755859375 2021-05-17,496.83711624216426,482.739990234375 2021-05-18,495.68756759100444,480.6199951171875 2021-05-19,494.5878092872002,480.4700012207031 2021-05-20,494.61579212670176,491.6700134277344 2021-05-21,494.29079370135827,488.0700073242188 2021-05-24,494.90734013035603,497.8299865722656 2021-05-25,496.1658920487708,505.0799865722656 2021-05-26,497.51540075381627,506.9800109863281 2021-05-27,497.94046428028764,498.2799987792969 2021-05-28,498.92785476681473,504.5799865722656 2021-06-01,499.01630603960245,495.9100036621094 2021-06-02,499.0754387717067,495.7699890136719 2021-06-03,498.87032667498414,493.1400146484375 2021-06-04,499.7497050299833,504.5 2021-06-07,501.0354488704574,509.4700012207031 2021-06-08,502.20210817390654,509.2000122070313 2021-06-09,503.8039612630326,514.6799926757812 2021-06-10,507.27403739289605,535.52001953125 2021-06-11,511.05323913843364,541.260009765625 2021-06-14,516.0663487980296,556.9500122070312 2021-06-15,519.9298216873151,548.4600219726562 " 3315,US,technical,"What is the percentage of days where the high price is greater than the 10-day Hull Moving Average line for Mosaic Company (The) from July 07, 2024 to August 22, 2024? (Unit: %) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",23.6842,medium,moving average,HMA = WMA_{\sqrt{n}}(2 * WMA_{n/2}(P) - WMA_n(P)),"date,close,high 2024-06-13,27.57999992370605,28.270000457763672 2024-06-14,27.15999984741211,27.51000022888184 2024-06-17,26.899999618530277,27.15999984741211 2024-06-18,27.15999984741211,27.6299991607666 2024-06-20,27.71999931335449,27.959999084472656 2024-06-21,27.799999237060547,28.309999465942383 2024-06-24,29.11000061035156,29.280000686645508 2024-06-25,29.36000061035156,29.479999542236328 2024-06-26,29.600000381469727,29.63999938964844 2024-06-27,29.520000457763672,29.86000061035156 2024-06-28,28.899999618530277,29.8700008392334 2024-07-01,27.959999084472656,29.0 2024-07-02,27.770000457763672,28.31999969482422 2024-07-03,27.549999237060547,28.149999618530277 2024-07-05,27.18000030517578,27.57999992370605 2024-07-08,27.059999465942383,27.399999618530277 2024-07-09,26.90999984741211,27.26000022888184 2024-07-10,26.82999992370605,27.0 2024-07-11,28.09000015258789,28.280000686645508 2024-07-12,28.38999938964844,28.649999618530277 2024-07-15,28.850000381469727,28.950000762939453 2024-07-16,29.780000686645508,29.809999465942383 2024-07-17,30.61000061035156,30.770000457763672 2024-07-18,29.82999992370605,30.75 2024-07-19,29.63999938964844,29.899999618530277 2024-07-22,29.38999938964844,29.850000381469727 2024-07-23,28.670000076293945,29.149999618530277 2024-07-24,28.559999465942383,29.06999969482422 2024-07-25,29.299999237060547,29.6299991607666 2024-07-26,29.56999969482422,29.76000022888184 2024-07-29,29.209999084472656,29.56999969482422 2024-07-30,29.56999969482422,29.700000762939453 2024-07-31,29.770000457763672,30.36000061035156 2024-08-01,28.86000061035156,29.940000534057617 2024-08-02,27.3799991607666,28.350000381469727 2024-08-05,26.520000457763672,26.950000762939453 2024-08-06,26.989999771118164,27.229999542236328 2024-08-07,26.600000381469727,27.979999542236328 2024-08-08,26.81999969482422,27.270000457763672 2024-08-09,27.049999237060547,27.1299991607666 2024-08-12,27.36000061035156,27.6299991607666 2024-08-13,28.100000381469727,28.46999931335449 2024-08-14,27.63999938964844,28.049999237060547 2024-08-15,27.700000762939453,28.450000762939453 2024-08-16,27.71999931335449,27.93000030517578 2024-08-19,27.950000762939453,28.440000534057617 2024-08-20,27.26000022888184,27.96999931335449 2024-08-21,27.920000076293945,28.290000915527344 2024-08-22,27.799999237060547,27.96999931335449 ","date,10-day,high 2024-07-01,29.389959643585513,29.0 2024-07-02,28.69824227612428,28.31999969482422 2024-07-03,27.99594910554212,28.149999618530277 2024-07-05,27.397181474319613,27.57999992370605 2024-07-08,26.97428247278387,27.399999618530277 2024-07-09,26.729131037779528,27.26000022888184 2024-07-10,26.608302804195517,27.0 2024-07-11,26.879525169218425,28.280000686645508 2024-07-12,27.414030157917676,28.649999618530277 2024-07-15,28.099484796235057,28.950000762939453 2024-07-16,28.91199007130632,29.809999465942383 2024-07-17,29.828222669736306,30.770000457763672 2024-07-18,30.382020680591314,30.75 2024-07-19,30.52644468557955,29.899999618530277 2024-07-22,30.316646317761354,29.850000381469727 2024-07-23,29.789322887767444,29.149999618530277 2024-07-24,29.158565160963274,29.06999969482422 2024-07-25,28.83869634686094,29.6299991607666 2024-07-26,28.87291856630884,29.76000022888184 2024-07-29,29.020383148964005,29.56999969482422 2024-07-30,29.259736716145216,29.700000762939453 2024-07-31,29.530070331843216,30.36000061035156 2024-08-01,29.51672733576611,29.940000534057617 2024-08-02,28.954697081055304,28.350000381469727 2024-08-05,27.981151721453426,26.950000762939453 2024-08-06,27.106676907009547,27.229999542236328 2024-08-07,26.444828445742832,27.979999542236328 2024-08-08,26.16034347842438,27.270000457763672 2024-08-09,26.230363460502243,27.1299991607666 2024-08-12,26.56971701805038,27.6299991607666 2024-08-13,27.121545471807924,28.46999931335449 2024-08-14,27.57029291596075,28.049999237060547 2024-08-15,27.847828427709715,28.450000762939453 2024-08-16,27.945272777056456,27.93000030517578 2024-08-19,27.989272878627588,28.440000534057617 2024-08-20,27.827666874124546,27.96999931335449 2024-08-21,27.760171982736296,28.290000915527344 2024-08-22,27.738020212963374,27.96999931335449 " 3316,US,technical,"From August 25, 2024 to September 10, 2024, what proportion of days had Carrier Global's high price less than its 10-day Hull Moving Average line? (Unit: %) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",80.0,medium,moving average,HMA = WMA_{\sqrt{n}}(2 * WMA_{n/2}(P) - WMA_n(P)),"date,close,high 2024-08-05,63.54999923706055,63.625 2024-08-06,64.13999938964844,65.1500015258789 2024-08-07,63.11000061035156,65.55000305175781 2024-08-08,64.4800033569336,64.80999755859375 2024-08-09,64.37999725341797,65.0 2024-08-12,64.29000091552734,64.80000305175781 2024-08-13,65.47000122070312,65.52999877929688 2024-08-14,65.68000030517578,66.08000183105469 2024-08-15,68.4000015258789,68.72000122070312 2024-08-16,67.37999725341797,68.86000061035156 2024-08-19,68.63999938964844,68.80000305175781 2024-08-20,68.55999755859375,69.06999969482422 2024-08-21,69.66000366210938,69.93499755859375 2024-08-22,69.58000183105469,69.96499633789062 2024-08-23,71.25,71.5199966430664 2024-08-26,71.69999694824219,72.2699966430664 2024-08-27,71.76000213623047,71.83000183105469 2024-08-28,71.11000061035156,72.2249984741211 2024-08-29,71.08999633789062,72.1449966430664 2024-08-30,72.77999877929688,73.04000091552734 2024-09-03,70.05999755859375,73.05999755859375 2024-09-04,69.11000061035156,70.0 2024-09-05,69.04000091552734,69.7300033569336 2024-09-06,69.4800033569336,71.23999786376953 2024-09-09,70.7300033569336,71.41999816894531 2024-09-10,71.83000183105469,72.08999633789062 ","date,10-day,high 2024-08-20,68.89277636210123,69.06999969482422 2024-08-21,69.50660534483013,69.93499755859375 2024-08-22,69.87477814645479,69.96499633789062 2024-08-23,70.49899101642649,71.5199966430664 2024-08-26,71.2100509412361,72.2699966430664 2024-08-27,71.86556603788127,71.83000183105469 2024-08-28,72.09714169743086,72.2249984741211 2024-08-29,72.0267165444114,72.1449966430664 2024-08-30,72.15043294116704,73.04000091552734 2024-09-03,71.76678583164407,73.05999755859375 2024-09-04,70.91137189768781,70.0 2024-09-05,69.91118077750157,69.7300033569336 2024-09-06,69.22379864779386,71.23999786376953 2024-09-09,69.16012356690686,71.41999816894531 2024-09-10,69.84770024617512,72.08999633789062 " 3317,US,technical,"During September 03, 2024 to November 08, 2024, what percentage of trading days had Humana's open less the 10-day Hull Moving Average line? Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",62.2642,medium,moving average,HMA = WMA_{\sqrt{n}}(2 * WMA_{n/2}(P) - WMA_n(P)),"date,close,high,open 2024-08-12,348.2900085449219,352.1300048828125,351.45001220703125 2024-08-13,356.8399963378906,357.0,349.5299987792969 2024-08-14,356.3800048828125,360.55999755859375,355.45001220703125 2024-08-15,357.2300109863281,358.5,357.3900146484375 2024-08-16,350.3599853515625,357.489990234375,357.4800109863281 2024-08-19,353.25,357.5,350.3800048828125 2024-08-20,356.9800109863281,358.3999938964844,353.760009765625 2024-08-21,358.57000732421875,360.7200012207031,357.42999267578125 2024-08-22,354.75,360.0,359.4200134277344 2024-08-23,352.8999938964844,356.1300048828125,355.2799987792969 2024-08-26,353.0,356.57000732421875,354.17999267578125 2024-08-27,353.45001220703125,354.739990234375,353.54998779296875 2024-08-28,352.42999267578125,355.5899963378906,354.1099853515625 2024-08-29,351.3599853515625,353.3500061035156,353.3500061035156 2024-08-30,354.4700012207031,354.67999267578125,351.3699951171875 2024-09-03,363.5299987792969,364.510009765625,355.0 2024-09-04,371.3999938964844,382.7200012207031,359.25 2024-09-05,365.1400146484375,375.0,372.6900024414063 2024-09-06,357.8599853515625,369.1700134277344,367.9200134277344 2024-09-09,343.760009765625,357.0,357.0 2024-09-10,346.4200134277344,348.239990234375,343.5 2024-09-11,328.19000244140625,333.7900085449219,330.4200134277344 2024-09-12,324.5,331.0,329.6199951171875 2024-09-13,321.5599975585937,325.75,325.0799865722656 2024-09-16,315.2300109863281,322.4599914550781,321.5 2024-09-17,311.79998779296875,315.8900146484375,314.6300048828125 2024-09-18,315.2900085449219,317.6300048828125,312.0 2024-09-19,312.0,319.0599975585937,316.2300109863281 2024-09-20,310.4100036621094,312.510009765625,310.0 2024-09-23,312.7699890136719,314.5400085449219,309.8500061035156 2024-09-24,312.2300109863281,317.3399963378906,312.57000732421875 2024-09-25,311.95001220703125,314.3900146484375,313.6400146484375 2024-09-26,313.0400085449219,314.7699890136719,311.95001220703125 2024-09-27,319.57000732421875,322.1400146484375,316.0799865722656 2024-09-30,316.739990234375,324.3800048828125,320.6600036621094 2024-10-01,279.45001220703125,315.3999938964844,315.0 2024-10-02,246.4900054931641,249.8800048828125,219.75999450683597 2024-10-03,241.77999877929688,245.7899932861328,245.67999267578125 2024-10-04,240.02999877929688,246.9600067138672,241.6999969482422 2024-10-07,236.2899932861328,238.02999877929688,235.5 2024-10-08,243.1999969482422,246.7100067138672,240.3600006103516 2024-10-09,245.4499969482422,245.8000030517578,243.0 2024-10-10,251.44000244140625,252.2700042724609,245.72000122070312 2024-10-11,258.07000732421875,260.4800109863281,246.9499969482422 2024-10-14,267.6000061035156,271.3099975585937,260.0 2024-10-15,257.6000061035156,265.3399963378906,251.2400054931641 2024-10-16,255.57000732421875,260.5799865722656,258.2200012207031 2024-10-17,266.3399963378906,266.70001220703125,249.1000061035156 2024-10-18,267.1400146484375,272.0,264.5400085449219 2024-10-21,260.57000732421875,275.45001220703125,270.0 2024-10-22,262.3099975585937,265.1400146484375,260.989990234375 2024-10-23,258.6499938964844,263.6099853515625,262.3099975585937 2024-10-24,258.5799865722656,265.1600036621094,262.75 2024-10-25,260.7300109863281,266.8299865722656,263.0299987792969 2024-10-28,261.0899963378906,265.8099975585937,261.0199890136719 2024-10-29,257.7699890136719,264.260009765625,260.57000732421875 2024-10-30,266.32000732421875,273.2799987792969,260.0 2024-10-31,257.8299865722656,265.4800109863281,257.3999938964844 2024-11-01,260.7099914550781,265.0,259.07000732421875 2024-11-04,255.5500030517578,262.0899963378906,260.8999938964844 2024-11-05,260.6000061035156,261.92999267578125,256.20001220703125 2024-11-06,288.510009765625,290.7099914550781,290.260009765625 2024-11-07,287.760009765625,297.5,288.4800109863281 2024-11-08,288.1199951171875,293.260009765625,288.7099914550781 ","date,10-day,open 2024-08-27,353.7811432501282,353.54998779296875 2024-08-28,352.77540471240735,354.1099853515625 2024-08-29,351.91138028231535,353.3500061035156 2024-08-30,352.03570171317665,351.3699951171875 2024-09-03,354.94481284401627,355.0 2024-09-04,360.88148942427205,359.25 2024-09-05,365.8109286221591,372.6900024414063 2024-09-06,366.8989185680043,367.9200134277344 2024-09-09,361.60098137133053,357.0 2024-09-10,354.17915677157316,343.5 2024-09-11,342.99487634523945,330.4200134277344 2024-09-12,331.76663288154987,329.6199951171875 2024-09-13,322.33922624684345,325.0799865722656 2024-09-16,315.2736604324495,321.5 2024-09-17,309.912444390191,314.6300048828125 2024-09-18,307.91570684259585,312.0 2024-09-19,307.49841394906093,316.2300109863281 2024-09-20,307.6420618538904,310.0 2024-09-23,308.49709962787045,309.8500061035156 2024-09-24,309.6811619305851,312.57000732421875 2024-09-25,310.5868018564552,313.6400146484375 2024-09-26,311.4772602736348,311.95001220703125 2024-09-27,313.8676258742207,316.0799865722656 2024-09-30,315.9959357984139,320.6600036621094 2024-10-01,308.4266011864248,315.0 2024-10-02,288.12597409643314,219.75999450683597 2024-10-03,263.25905356359004,245.67999267578125 2024-10-04,241.7783242890329,241.6999969482422 2024-10-07,227.37805887858076,235.5 2024-10-08,223.05448073570176,240.3600006103516 2024-10-09,226.54634814021566,243.0 2024-10-10,234.62591511119498,245.72000122070312 2024-10-11,244.4982218116221,246.9499969482422 2024-10-14,255.49355912642045,260.0 2024-10-15,262.03071363044506,251.2400054931641 2024-10-16,263.7944225581005,258.2200012207031 2024-10-17,264.82364281548394,249.1000061035156 2024-10-18,266.07235039605035,264.5400085449219 2024-10-21,265.6589670508799,270.0 2024-10-22,264.86412703388874,260.989990234375 2024-10-23,263.13223394528785,262.3099975585937 2024-10-24,260.98340967351743,262.75 2024-10-25,259.5273284912109,263.0299987792969 2024-10-28,259.3115712483724,261.0199890136719 2024-10-29,258.9241259642322,260.57000732421875 2024-10-30,260.4940877278646,260.0 2024-10-31,260.8773191509825,257.3999938964844 2024-11-01,261.0758220634075,259.07000732421875 2024-11-04,259.5895801582722,260.8999938964844 2024-11-05,259.002866725729,256.20001220703125 2024-11-06,265.5739525689019,290.260009765625 2024-11-07,275.64588684698555,288.4800109863281 2024-11-08,285.3358464713049,288.7099914550781 " 3318,US,technical,"For Realty Income from August 09, 2022 to May 12, 2023, what percentage of days had the close less than the 5-day Hull Moving Average line? (Unit: %) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",49.4845,medium,moving average,HMA = WMA_{\sqrt{n}}(2 * WMA_{n/2}(P) - WMA_n(P)),"date,close,high,open 2022-07-29,73.98999786376953,74.18000030517578,73.0999984741211 2022-08-01,73.66999816894531,74.16000366210938,73.62000274658203 2022-08-02,72.80000305175781,74.05999755859375,73.5999984741211 2022-08-03,72.0,73.5199966430664,73.0 2022-08-04,72.47000122070312,73.16999816894531,73.05000305175781 2022-08-05,72.76000213623047,72.79000091552734,72.0999984741211 2022-08-08,73.26000213623047,73.83000183105469,73.0 2022-08-09,73.55000305175781,73.69999694824219,73.45999908447266 2022-08-10,74.12999725341797,74.3499984741211,74.25 2022-08-11,73.86000061035156,74.55999755859375,74.16000366210938 2022-08-12,74.66999816894531,74.7699966430664,74.2300033569336 2022-08-15,74.75,75.11000061035156,74.5999984741211 2022-08-16,73.69999694824219,74.81999969482422,74.33999633789062 2022-08-17,73.58000183105469,73.94999694824219,73.44000244140625 2022-08-18,72.98999786376953,73.83000183105469,73.68000030517578 2022-08-19,72.91000366210938,73.25,72.87000274658203 2022-08-22,71.79000091552734,72.70999908447266,72.5 2022-08-23,70.61000061035156,71.79000091552734,71.69999694824219 2022-08-24,70.63999938964844,70.97000122070312,70.61000061035156 2022-08-25,71.0199966430664,71.12999725341797,70.91999816894531 2022-08-26,69.91000366210938,71.18000030517578,71.01000213623047 2022-08-29,69.98999786376953,70.69000244140625,69.5999984741211 2022-08-30,68.97000122070312,70.33999633789062,70.05000305175781 2022-08-31,68.27999877929688,69.31999969482422,69.0 2022-09-01,68.44999694824219,68.48999786376953,67.97000122070312 2022-09-02,67.69000244140625,68.9000015258789,68.75 2022-09-06,67.75,68.44999694824219,68.0 2022-09-07,68.2699966430664,68.45999908447266,67.69000244140625 2022-09-08,66.36000061035156,68.16000366210938,67.69999694824219 2022-09-09,66.79000091552734,67.0,66.4000015258789 2022-09-12,67.5999984741211,67.83000183105469,67.23999786376953 2022-09-13,65.91000366210938,66.97000122070312,66.61000061035156 2022-09-14,65.41000366210938,66.25,66.0 2022-09-15,63.43000030517578,65.94000244140625,65.56999969482422 2022-09-16,64.30999755859375,64.51000213623047,63.34000015258789 2022-09-19,63.970001220703125,64.12000274658203,63.93000030517578 2022-09-20,63.09000015258789,63.5099983215332,63.45000076293945 2022-09-21,62.540000915527344,63.84000015258789,63.29999923706055 2022-09-22,62.5,62.86000061035156,62.5 2022-09-23,61.810001373291016,62.40999984741211,61.9900016784668 2022-09-26,60.900001525878906,61.70000076293945,61.5 2022-09-27,59.4900016784668,61.43999862670898,61.13999938964844 2022-09-28,60.369998931884766,60.66999816894531,59.95000076293945 2022-09-29,57.95000076293945,59.91999816894531,59.86000061035156 2022-09-30,58.20000076293945,58.59000015258789,58.36000061035156 2022-10-03,59.220001220703125,59.619998931884766,58.84999847412109 2022-10-04,60.27000045776367,61.08000183105469,59.79999923706055 2022-10-05,59.52000045776367,59.84000015258789,59.619998931884766 2022-10-06,58.52000045776367,59.88999938964844,59.560001373291016 2022-10-07,58.02999877929688,58.709999084472656,58.20000076293945 2022-10-10,57.34999847412109,58.81999969482422,58.310001373291016 2022-10-11,58.060001373291016,58.34000015258789,57.400001525878906 2022-10-12,57.52999877929688,58.150001525878906,57.869998931884766 2022-10-13,57.54999923706055,57.77999877929688,56.52000045776367 2022-10-14,55.540000915527344,58.43000030517578,58.25 2022-10-17,57.4900016784668,57.709999084472656,56.369998931884766 2022-10-18,58.630001068115234,58.90999984741211,58.29999923706055 2022-10-19,57.83000183105469,58.75,58.130001068115234 2022-10-20,57.470001220703125,58.33000183105469,57.90999984741211 2022-10-21,57.630001068115234,57.790000915527344,57.38999938964844 2022-10-24,59.0099983215332,59.130001068115234,58.27999877929688 2022-10-25,60.4900016784668,60.54999923706055,59.08000183105469 2022-10-26,60.59999847412109,60.95000076293945,60.4900016784668 2022-10-27,61.13999938964844,61.7400016784668,61.0 2022-10-28,62.310001373291016,62.40999984741211,60.9900016784668 2022-10-31,62.27000045776367,62.459999084472656,61.540000915527344 2022-11-01,62.209999084472656,62.93999862670898,62.5 2022-11-02,61.06999969482422,62.459999084472656,61.790000915527344 2022-11-03,61.630001068115234,61.9900016784668,60.380001068115234 2022-11-04,63.0099983215332,63.459999084472656,61.90999984741211 2022-11-07,63.130001068115234,63.310001373291016,63.119998931884766 2022-11-08,63.34000015258789,63.91999816894531,63.18000030517578 2022-11-09,63.25,64.27999877929688,63.27999877929688 2022-11-10,65.37000274658203,65.87999725341797,64.75 2022-11-11,64.9800033569336,65.83000183105469,65.5999984741211 2022-11-14,64.08000183105469,65.22000122070312,64.81999969482422 2022-11-15,64.73999786376953,65.38999938964844,64.9000015258789 2022-11-16,63.84000015258789,64.72000122070312,64.54000091552734 2022-11-17,64.41000366210938,64.43000030517578,63.220001220703125 2022-11-18,64.69999694824219,65.19999694824219,65.0 2022-11-21,65.30000305175781,65.37000274658203,64.6500015258789 2022-11-22,65.30000305175781,65.68000030517578,65.37000274658203 2022-11-23,64.5199966430664,65.38999938964844,65.12999725341797 2022-11-25,64.8499984741211,64.95999908447266,64.80999755859375 2022-11-28,61.7400016784668,64.69000244140625,64.55999755859375 2022-11-29,62.29999923706055,62.54999923706055,61.90999984741211 2022-11-30,63.06999969482422,63.15999984741211,61.5099983215332 2022-12-01,62.810001373291016,63.91999816894531,63.40999984741211 2022-12-02,62.900001525878906,63.22999954223633,62.33000183105469 2022-12-05,62.2400016784668,62.900001525878906,62.310001373291016 2022-12-06,62.709999084472656,62.93999862670898,62.34999847412109 2022-12-07,63.56999969482422,63.81999969482422,62.709999084472656 2022-12-08,64.05999755859375,64.41999816894531,63.59999847412109 2022-12-09,64.44999694824219,64.9000015258789,64.12999725341797 2022-12-12,64.66999816894531,64.91000366210938,64.55999755859375 2022-12-13,64.95999908447266,66.44000244140625,66.0 2022-12-14,64.66000366210938,65.63999938964844,65.05999755859375 2022-12-15,64.63999938964844,65.0199966430664,64.23999786376953 2022-12-16,63.47999954223633,64.12999725341797,63.7599983215332 2022-12-19,63.540000915527344,64.08999633789062,63.47999954223633 2022-12-20,63.11000061035156,63.61000061035156,63.310001373291016 2022-12-21,64.23999786376953,64.80000305175781,63.97999954223633 2022-12-22,63.45000076293945,64.19999694824219,63.959999084472656 2022-12-23,64.41000366210938,64.41000366210938,63.31999969482422 2022-12-27,64.11000061035156,64.41999816894531,64.41000366210938 2022-12-28,63.22999954223633,64.44999694824219,64.02999877929688 2022-12-29,64.02999877929688,64.19999694824219,63.5 2022-12-30,63.43000030517578,63.77999877929688,63.61000061035156 2023-01-03,63.79999923706055,64.02999877929688,63.86000061035156 2023-01-04,64.61000061035156,65.22000122070312,64.0 2023-01-05,63.38999938964844,64.27999877929688,64.26000213623047 2023-01-06,64.08000183105469,64.44999694824219,63.75 2023-01-09,64.69999694824219,64.86000061035156,64.0199966430664 2023-01-10,64.13999938964844,64.51000213623047,64.37000274658203 2023-01-11,66.0,66.08000183105469,64.66000366210938 2023-01-12,66.55000305175781,66.83000183105469,66.12000274658203 2023-01-13,66.19000244140625,66.54000091552734,66.16000366210938 2023-01-17,66.88999938964844,67.25,66.25 2023-01-18,66.04000091552734,67.0999984741211,66.98999786376953 2023-01-19,65.30999755859375,66.56999969482422,65.86000061035156 2023-01-20,66.37999725341797,66.44000244140625,65.44000244140625 2023-01-23,66.93000030517578,67.30000305175781,66.38999938964844 2023-01-24,67.0999984741211,67.44999694824219,66.87000274658203 2023-01-25,67.30999755859375,67.33999633789062,67.33999633789062 2023-01-26,67.97000122070312,68.0,67.68000030517578 2023-01-27,68.30000305175781,68.68000030517578,67.8499984741211 2023-01-30,67.7699966430664,68.44999694824219,68.06999969482422 2023-01-31,67.83000183105469,68.1500015258789,67.52999877929688 2023-02-01,67.9000015258789,68.12999725341797,67.62000274658203 2023-02-02,67.86000061035156,68.8499984741211,68.20999908447266 2023-02-03,67.58999633789062,67.63999938964844,67.33000183105469 2023-02-06,67.7300033569336,67.80999755859375,67.0 2023-02-07,67.37000274658203,67.88999938964844,67.29000091552734 2023-02-08,67.22000122070312,67.69999694824219,67.26000213623047 2023-02-09,66.2300033569336,67.73999786376953,67.43000030517578 2023-02-10,66.8499984741211,67.0,66.08000183105469 2023-02-13,67.1500015258789,67.3499984741211,67.0 2023-02-14,65.70999908447266,67.12999725341797,67.02999877929688 2023-02-15,66.4000015258789,66.44000244140625,65.72000122070312 2023-02-16,66.30999755859375,66.63999938964844,65.83000183105469 2023-02-17,66.12000274658203,66.4000015258789,66.30000305175781 2023-02-21,65.22000122070312,66.05000305175781,65.75 2023-02-22,65.5199966430664,67.05000305175781,65.83000183105469 2023-02-23,66.08000183105469,66.5199966430664,66.05000305175781 2023-02-24,64.9800033569336,65.8499984741211,65.72000122070312 2023-02-27,64.76000213623047,65.7300033569336,65.6500015258789 2023-02-28,63.95000076293945,64.80000305175781,64.48999786376953 2023-03-01,63.52000045776367,63.84000015258789,63.84000015258789 2023-03-02,64.08999633789062,64.25,63.380001068115234 2023-03-03,64.48999786376953,64.79000091552734,64.38999938964844 2023-03-06,64.30000305175781,64.88999938964844,64.73999786376953 2023-03-07,63.900001525878906,64.51000213623047,64.41000366210938 2023-03-08,64.54000091552734,64.58999633789062,63.81999969482422 2023-03-09,63.43999862670898,64.69999694824219,64.54000091552734 2023-03-10,61.380001068115234,63.4900016784668,63.43000030517578 2023-03-13,62.790000915527344,63.66999816894531,61.380001068115234 2023-03-14,63.220001220703125,64.02999877929688,63.38999938964844 2023-03-15,63.060001373291016,63.75,62.84000015258789 2023-03-16,62.43000030517578,62.900001525878906,62.63999938964844 2023-03-17,61.380001068115234,62.38999938964844,62.38999938964844 2023-03-20,61.970001220703125,62.290000915527344,61.65999984741211 2023-03-21,61.27000045776367,62.40999984741211,62.27999877929688 2023-03-22,59.400001525878906,61.310001373291016,61.0 2023-03-23,59.27000045776367,60.38999938964844,59.900001525878906 2023-03-24,61.040000915527344,61.09000015258789,59.15999984741211 2023-03-27,60.709999084472656,61.470001220703125,61.380001068115234 2023-03-28,61.060001373291016,61.06999969482422,60.36000061035156 2023-03-29,62.040000915527344,62.13999938964844,61.61000061035156 2023-03-30,62.61000061035156,62.86000061035156,62.43000030517578 2023-03-31,63.31999969482422,63.36000061035156,62.52000045776367 2023-04-03,62.869998931884766,63.400001525878906,62.95000076293945 2023-04-04,62.84000015258789,62.9900016784668,62.83000183105469 2023-04-05,62.709999084472656,63.11000061035156,62.959999084472656 2023-04-06,62.56999969482422,62.97999954223633,62.970001220703125 2023-04-10,62.650001525878906,62.65999984741211,62.25 2023-04-11,62.09999847412109,62.5,62.5 2023-04-12,61.91999816894531,63.220001220703125,62.9900016784668 2023-04-13,61.52999877929688,61.7599983215332,61.7599983215332 2023-04-14,60.77000045776367,61.88999938964844,61.66999816894531 2023-04-17,61.560001373291016,61.56999969482422,61.02000045776367 2023-04-18,61.11000061035156,61.75,61.40999984741211 2023-04-19,61.63999938964844,61.650001525878906,60.66999816894531 2023-04-20,61.93000030517578,61.97999954223633,61.43999862670898 2023-04-21,62.33000183105469,62.619998931884766,61.970001220703125 2023-04-24,62.09000015258789,62.4900016784668,62.380001068115234 2023-04-25,62.040000915527344,62.27999877929688,61.88999938964844 2023-04-26,61.310001373291016,62.220001220703125,61.9900016784668 2023-04-27,62.290000915527344,62.63999938964844,61.310001373291016 2023-04-28,62.84000015258789,62.93999862670898,62.18999862670898 2023-05-01,62.2400016784668,62.88999938964844,62.59999847412109 2023-05-02,61.38999938964844,62.20000076293945,62.130001068115234 2023-05-03,60.970001220703125,61.81999969482422,61.52999877929688 2023-05-04,61.91999816894531,62.18000030517578,61.15999984741211 2023-05-05,62.95000076293945,63.54999923706055,62.29999923706055 2023-05-08,62.7599983215332,62.95000076293945,62.65999984741211 2023-05-09,62.220001220703125,62.630001068115234,62.58000183105469 2023-05-10,62.369998931884766,62.83000183105469,62.72999954223633 2023-05-11,61.79999923706055,62.18000030517578,62.060001373291016 2023-05-12,62.02999877929688,62.09999847412109,61.95000076293945 ","date,5-day,close 2022-08-05,72.4715574476454,72.76000213623047 2022-08-08,73.18778025309244,73.26000213623047 2022-08-09,73.69844750298392,73.55000305175781 2022-08-10,74.18999955919053,74.12999725341797 2022-08-11,74.24399820963542,73.86000061035156 2022-08-12,74.52599843343098,74.66999816894531 2022-08-15,74.93822123209634,74.75 2022-08-16,74.27022026909722,73.69999694824219 2022-08-17,73.44533301459418,73.58000183105469 2022-08-18,72.90155537923177,72.98999786376953 2022-08-19,72.6324461195204,72.91000366210938 2022-08-22,71.9480027940538,71.79000091552734 2022-08-23,70.6151123046875,70.61000061035156 2022-08-24,69.99466620551216,70.63999938964844 2022-08-25,70.46044141981336,71.0199966430664 2022-08-26,70.23333350287544,69.91000366210938 2022-08-29,69.74577857123482,69.98999786376953 2022-08-30,69.07822231716581,68.97000122070312 2022-08-31,68.14444410536024,68.27999877929688 2022-09-01,67.92155287000867,68.44999694824219 2022-09-02,67.69311082628037,67.69000244140625 2022-09-06,67.47333492702906,67.75 2022-09-07,67.91355387369792,68.2699966430664 2022-09-08,67.07066497802735,66.36000061035156 2022-09-09,66.26577860514323,66.79000091552734 2022-09-12,66.99444444444444,67.5999984741211 2022-09-13,66.60333506266277,65.91000366210938 2022-09-14,65.3473378499349,65.41000366210938 2022-09-15,63.60555809868706,63.43000030517578 2022-09-16,63.18555365668403,64.30999755859375 2022-09-19,63.69688737657335,63.970001220703125 2022-09-20,63.29622260199651,63.09000015258789 2022-09-21,62.45177875094944,62.540000915527344 2022-09-22,62.11377834743924,62.5 2022-09-23,61.77733417087131,61.810001373291016 2022-09-26,60.92800165812175,60.900001525878906 2022-09-27,59.51666861640083,59.4900016784668 2022-09-28,59.380444505479595,60.369998931884766 2022-09-29,58.498888397216795,57.95000076293945 2022-09-30,57.52911165025498,58.20000076293945 2022-10-03,58.36777903238933,59.220001220703125 2022-10-04,60.00933430989583,60.27000045776367 2022-10-05,60.29600041707357,59.52000045776367 2022-10-06,59.05222252739801,58.52000045776367 2022-10-07,57.86599926418728,58.02999877929688 2022-10-10,57.119331444634334,57.34999847412109 2022-10-11,57.38355543348524,58.060001373291016 2022-10-12,57.63800014919705,57.52999877929688 2022-10-13,57.504887983534076,57.54999923706055 2022-10-14,56.13777787950304,55.540000915527344 2022-10-17,56.266223992241756,57.4900016784668 2022-10-18,58.224446360270186,58.630001068115234 2022-10-19,58.69777959187826,57.83000183105469 2022-10-20,57.85266825358073,57.470001220703125 2022-10-21,57.43733444213867,57.630001068115234 2022-10-24,58.43311021592882,59.0099983215332 2022-10-25,60.34955529106988,60.4900016784668 2022-10-26,61.33577745225694,60.59999847412109 2022-10-27,61.54088770548503,61.13999938964844 2022-10-28,62.28844485812717,62.310001373291016 2022-10-31,62.78444569905599,62.27000045776367 2022-11-01,62.593777635362414,62.209999084472656 2022-11-02,61.56533245510525,61.06999969482422 2022-11-03,61.144889238145616,61.630001068115234 2022-11-04,62.387777370876734,63.0099983215332 2022-11-07,63.479333157009556,63.130001068115234 2022-11-08,63.70688951280382,63.34000015258789 2022-11-09,63.53377804226346,63.25 2022-11-10,64.73933512369791,65.37000274658203 2022-11-11,65.67733713785807,64.9800033569336 2022-11-14,64.83600319756401,64.08000183105469 2022-11-15,64.40955479939778,64.73999786376953 2022-11-16,64.07977583143446,63.84000015258789 2022-11-17,64.04733522203233,64.41000366210938 2022-11-18,64.56866692437066,64.69999694824219 2022-11-21,65.24400032891168,65.30000305175781 2022-11-22,65.58066999647353,65.30000305175781 2022-11-23,64.98488862779406,64.5199966430664 2022-11-25,64.60510779486762,64.8499984741211 2022-11-28,62.669999525282115,61.7400016784668 2022-11-29,61.28533401489258,62.29999923706055 2022-11-30,62.15266647338867,63.06999969482422 2022-12-01,62.91311179267036,62.810001373291016 2022-12-02,62.99911295572917,62.900001525878906 2022-12-05,62.51266877916123,62.2400016784668 2022-12-06,62.38955578274197,62.709999084472656 2022-12-07,63.236887783474394,63.56999969482422 2022-12-08,64.17999776204427,64.05999755859375 2022-12-09,64.71755201551649,64.44999694824219 2022-12-12,64.93733037312825,64.66999816894531 2022-12-13,65.09955427381728,64.95999908447266 2022-12-14,64.95022481282552,64.66000366210938 2022-12-15,64.67711351182726,64.63999938964844 2022-12-16,63.818444146050346,63.47999954223633 2022-12-19,63.178444332546654,63.540000915527344 2022-12-20,62.95111185709635,63.11000061035156 2022-12-21,63.63533231947158,64.23999786376953 2022-12-22,63.880888027615015,63.45000076293945 2022-12-23,64.1342249552409,64.41000366210938 2022-12-27,64.371336195204,64.11000061035156 2022-12-28,63.63666678534614,63.22999954223633 2022-12-29,63.537776099310975,64.02999877929688 2022-12-30,63.596665700276695,63.43000030517578 2023-01-03,63.62555516560872,63.79999923706055 2023-01-04,64.34800016615127,64.61000061035156 2023-01-05,64.06244447496202,63.38999938964844 2023-01-06,63.7684454176161,64.08000183105469 2023-01-09,64.45022125244141,64.69999694824219 2023-01-10,64.55844226413302,64.13999938964844 2023-01-11,65.445554945204,66.0 2023-01-12,66.79755791558159,66.55000305175781 2023-01-13,66.9042260064019,66.19000244140625 2023-01-17,66.90155673556856,66.88999938964844 2023-01-18,66.51644422743055,66.04000091552734 2023-01-19,65.48555382622614,65.30999755859375 2023-01-20,65.6717742919922,66.37999725341797 2023-01-23,66.75844285753038,66.93000030517578 2023-01-24,67.37533281114365,67.0999984741211 2023-01-25,67.53466474745008,67.30999755859375 2023-01-26,67.93622182210287,67.97000122070312 2023-01-27,68.45311414930556,68.30000305175781 2023-01-30,68.23777787950304,67.7699966430664 2023-01-31,67.8346659342448,67.83000183105469 2023-02-01,67.80266825358073,67.9000015258789 2023-02-02,67.8564459906684,67.86000061035156 2023-02-03,67.68288675944011,67.58999633789062 2023-02-06,67.60977749294705,67.7300033569336 2023-02-07,67.45244801839192,67.37000274658203 2023-02-08,67.18044738769531,67.22000122070312 2023-02-09,66.43355831570095,66.2300033569336 2023-02-10,66.30244479709201,66.8499984741211 2023-02-13,66.92666625976562,67.1500015258789 2023-02-14,66.321999613444,65.70999908447266 2023-02-15,65.91288926866319,66.4000015258789 2023-02-16,66.1871102227105,66.30999755859375 2023-02-17,66.19000040690105,66.12000274658203 2023-02-21,65.49000227186416,65.22000122070312 2023-02-22,65.1346654256185,65.5199966430664 2023-02-23,65.71022118462456,66.08000183105469 2023-02-24,65.471780734592,64.9800033569336 2023-02-27,64.70267045762803,64.76000213623047 2023-02-28,63.9368906656901,63.95000076293945 2023-03-01,63.27888904147678,63.52000045776367 2023-03-02,63.52044160630968,64.08999633789062 2023-03-03,64.29910710652669,64.48999786376953 2023-03-06,64.55622278849285,64.30000305175781 2023-03-07,64.14311447143555,63.900001525878906 2023-03-08,64.22644661797418,64.54000091552734 2023-03-09,63.85844387478298,63.43999862670898 2023-03-10,61.89533276028103,61.380001068115234 2023-03-13,61.539556460910376,62.790000915527344 2023-03-14,62.79533479478624,63.220001220703125 2023-03-15,63.35066825018989,63.060001373291016 2023-03-16,62.82288970947266,62.43000030517578 2023-03-17,61.59844504462348,61.380001068115234 2023-03-20,61.3171122233073,61.970001220703125 2023-03-21,61.307111952039925,61.27000045776367 2023-03-22,59.86333440144856,59.400001525878906 2023-03-23,58.67022315131293,59.27000045776367 2023-03-24,59.85200068155924,61.040000915527344 2023-03-27,61.03399963378906,60.709999084472656 2023-03-28,61.27133348253039,61.060001373291016 2023-03-29,61.91244566175673,62.040000915527344 2023-03-30,62.777334340413404,62.61000061035156 2023-03-31,63.52822223239475,63.31999969482422 2023-04-03,63.477998860677076,62.869998931884766 2023-04-04,63.0044436984592,62.84000015258789 2023-04-05,62.71688834296332,62.709999084472656 2023-04-06,62.539777204725475,62.56999969482422 2023-04-10,62.53800091213651,62.650001525878906 2023-04-11,62.25222227308486,62.09999847412109 2023-04-12,61.836220211452904,61.91999816894531 2023-04-13,61.47110900878906,61.52999877929688 2023-04-14,60.81199968126085,60.77000045776367 2023-04-17,60.95777935451931,61.560001373291016 2023-04-18,61.2206682840983,61.11000061035156 2023-04-19,61.46088892618815,61.63999938964844 2023-04-20,61.92555516560873,61.93000030517578 2023-04-21,62.38289006551107,62.33000183105469 2023-04-24,62.40289009941949,62.09000015258789 2023-04-25,62.14333402845594,62.040000915527344 2023-04-26,61.52689005533855,61.310001373291016 2023-04-27,61.737556796603734,62.290000915527344 2023-04-28,62.712444898817274,62.84000015258789 2023-05-01,62.76577868991428,62.2400016784668 2023-05-02,61.75266698201498,61.38999938964844 2023-05-03,60.80622253417969,60.970001220703125 2023-05-04,61.210221438937715,61.91999816894531 2023-05-05,62.6402215745714,62.95000076293945 2023-05-08,63.285776943630644,62.7599983215332 2023-05-09,62.720222218831374,62.220001220703125 2023-05-10,62.26088892618815,62.369998931884766 2023-05-11,61.88777686225044,61.79999923706055 2023-05-12,61.77710978190104,62.02999877929688 " 3319,US,technical,"Calculate the percentage of days where J.M. Smucker Company (The)'s high was less than its 20-day Hull Moving Average line from November 02, 2020 to December 01, 2020. (Unit: %) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",75.8621,medium,moving average,HMA = WMA_{\sqrt{n}}(2 * WMA_{n/2}(P) - WMA_n(P)),"date,close,high,open 2020-09-21,109.79000091552734,111.1500015258789,108.87000274658205 2020-09-22,109.87999725341795,111.87999725341795,110.13999938964844 2020-09-23,108.29000091552734,111.04000091552734,110.56999969482422 2020-09-24,110.87000274658205,111.33999633789062,108.5500030517578 2020-09-25,112.1500015258789,112.38999938964844,110.87000274658205 2020-09-28,113.23999786376952,114.27999877929688,112.86000061035156 2020-09-29,113.01000213623048,113.70999908447266,113.04000091552734 2020-09-30,115.5199966430664,116.13999938964844,113.62000274658205 2020-10-01,116.0,116.18000030517578,115.08000183105467 2020-10-02,116.47000122070312,117.62000274658205,115.75 2020-10-05,117.37999725341795,117.68000030517578,116.31999969482422 2020-10-06,117.5,118.75,117.37999725341795 2020-10-07,117.4499969482422,118.18000030517578,117.37000274658205 2020-10-08,117.12999725341795,118.19000244140624,118.0 2020-10-09,118.68000030517578,118.75,117.38999938964844 2020-10-12,119.91999816894533,120.58999633789062,119.12000274658205 2020-10-13,120.08999633789062,120.93000030517578,119.91999816894533 2020-10-14,118.97000122070312,120.47000122070312,119.52999877929688 2020-10-15,118.86000061035156,119.29000091552734,118.62000274658205 2020-10-16,117.87999725341795,119.25,118.73999786376952 2020-10-19,115.20999908447266,118.25,117.75 2020-10-20,114.12000274658205,116.22000122070312,115.80999755859376 2020-10-21,114.4000015258789,114.9499969482422,113.48999786376952 2020-10-22,115.62999725341795,116.04000091552734,114.5 2020-10-23,115.54000091552734,116.58000183105467,116.16000366210938 2020-10-26,115.0999984741211,115.54000091552734,114.83999633789062 2020-10-27,113.0999984741211,115.91000366210938,115.20999908447266 2020-10-28,111.23999786376952,113.4800033569336,112.04000091552734 2020-10-29,111.27999877929688,112.87999725341795,111.26000213623048 2020-10-30,112.1999969482422,113.0999984741211,111.05999755859376 2020-11-02,116.66000366210938,117.04000091552734,113.70999908447266 2020-11-03,116.9800033569336,118.83000183105467,117.23999786376952 2020-11-04,114.58000183105467,118.63999938964844,117.37999725341795 2020-11-05,115.8000030517578,118.38999938964844,115.5999984741211 2020-11-06,116.62000274658205,117.80999755859376,116.0199966430664 2020-11-09,113.26000213623048,117.80999755859376,117.19000244140624 2020-11-10,117.56999969482422,117.66999816894533,113.4800033569336 2020-11-11,119.8000030517578,119.94000244140624,118.20999908447266 2020-11-12,117.8499984741211,118.37999725341795,118.37999725341795 2020-11-13,119.08999633789062,119.38999938964844,118.33999633789062 2020-11-16,120.11000061035156,120.18000030517578,119.5 2020-11-17,118.43000030517578,119.81999969482422,119.58000183105467 2020-11-18,115.7699966430664,118.9499969482422,118.9499969482422 2020-11-19,117.0500030517578,117.38999938964844,116.16000366210938 2020-11-20,116.2300033569336,117.2699966430664,116.63999938964844 2020-11-23,116.0500030517578,117.61000061035156,116.2300033569336 2020-11-24,117.79000091552734,119.13999938964844,116.62999725341795 2020-11-25,118.0,118.69000244140624,118.33000183105467 2020-11-27,116.5,118.22000122070312,118.0 2020-11-30,117.1999969482422,117.22000122070312,116.3000030517578 2020-12-01,116.91999816894533,117.8499984741211,117.37000274658205 ","date,20-day,high 2020-10-21,117.69157290305925,114.9499969482422 2020-10-22,116.73167963135295,116.04000091552734 2020-10-23,115.95891579698176,116.58000183105467 2020-10-26,115.32281228135673,115.54000091552734 2020-10-27,114.60693545849293,115.91000366210938 2020-10-28,113.69516584850491,113.4800033569336 2020-10-29,112.74928108908912,112.87999725341795 2020-10-30,112.00067587055685,113.0999984741211 2020-11-02,111.98523276060692,117.04000091552734 2020-11-03,112.52382511749929,118.83000183105467 2020-11-04,113.09774656254493,118.63999938964844 2020-11-05,113.71364521076153,118.38999938964844 2020-11-06,114.3575892044662,117.80999755859376 2020-11-09,114.66982786269413,117.80999755859376 2020-11-10,115.24583019768522,117.66999816894533 2020-11-11,116.17960011304713,119.94000244140624 2020-11-12,117.05159379339837,118.37999725341795 2020-11-13,117.91401159509437,119.38999938964844 2020-11-16,118.69101001590877,120.18000030517578 2020-11-17,119.19024057991062,119.81999969482422 2020-11-18,119.23981080389642,118.9499969482422 2020-11-19,119.08055133770037,117.38999938964844 2020-11-20,118.70528927757627,117.2699966430664 2020-11-23,118.22680196093275,117.61000061035156 2020-11-24,117.86601848916057,119.13999938964844 2020-11-25,117.61249143294958,118.69000244140624 2020-11-27,117.32912438859155,118.22000122070312 2020-11-30,117.11014955958248,117.22000122070312 2020-12-01,116.92275597378288,117.8499984741211 " 3320,US,technical,"How many times did the price break above the 60-day Simple Moving Average line for American Tower from September 07, 2021 to January 17, 2022? Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",4.0,medium,moving average,SMA_n = 1 / n * \sum_{i=0}^{n-1} P_{t-i},"date,close,low,open 2021-06-14,270.94000244140625,267.3599853515625,268.42999267578125 2021-06-15,270.4700012207031,268.6199951171875,270.8599853515625 2021-06-16,266.5299987792969,265.760009765625,271.5899963378906 2021-06-17,269.510009765625,263.7799987792969,264.5199890136719 2021-06-18,265.94000244140625,265.9200134277344,268.760009765625 2021-06-21,267.739990234375,264.010009765625,265.989990234375 2021-06-22,266.6099853515625,266.4800109863281,267.7799987792969 2021-06-23,264.2200012207031,263.5199890136719,266.0 2021-06-24,264.1499938964844,262.3299865722656,265.5400085449219 2021-06-25,266.5400085449219,263.8099975585937,264.4100036621094 2021-06-28,271.7900085449219,268.3699951171875,268.3699951171875 2021-06-29,272.7900085449219,270.260009765625,271.4100036621094 2021-06-30,270.1400146484375,270.0299987792969,272.9700012207031 2021-07-01,270.3299865722656,267.6499938964844,268.6300048828125 2021-07-02,272.8699951171875,271.29998779296875,271.29998779296875 2021-07-06,275.7300109863281,271.57000732421875,272.8699951171875 2021-07-07,278.1700134277344,274.010009765625,275.25 2021-07-08,277.9200134277344,276.1199951171875,277.95001220703125 2021-07-09,278.45001220703125,275.32000732421875,277.6700134277344 2021-07-12,279.989990234375,277.739990234375,279.1700134277344 2021-07-13,278.5299987792969,277.6400146484375,278.1400146484375 2021-07-14,281.3699951171875,277.010009765625,278.0 2021-07-15,281.2799987792969,279.0299987792969,282.1000061035156 2021-07-16,282.4599914550781,281.1400146484375,282.239990234375 2021-07-19,280.8900146484375,278.5599975585937,282.8999938964844 2021-07-20,283.0,279.69000244140625,283.1099853515625 2021-07-21,280.260009765625,279.92999267578125,282.67999267578125 2021-07-22,281.6000061035156,276.8900146484375,279.70001220703125 2021-07-23,285.260009765625,280.7300109863281,282.25 2021-07-26,284.6099853515625,282.489990234375,283.3699951171875 2021-07-27,286.8800048828125,284.0299987792969,285.010009765625 2021-07-28,284.9800109863281,283.75,286.94000244140625 2021-07-29,283.0,282.260009765625,286.0 2021-07-30,282.79998779296875,282.7300109863281,284.69000244140625 2021-08-02,283.6199951171875,283.1700134277344,283.5 2021-08-03,284.3500061035156,282.8099975585937,283.70001220703125 2021-08-04,284.8699951171875,281.7099914550781,284.7900085449219 2021-08-05,282.760009765625,281.1300048828125,286.42999267578125 2021-08-06,282.1199951171875,281.010009765625,281.3999938964844 2021-08-09,280.0599975585937,278.95001220703125,282.0 2021-08-10,275.29998779296875,275.0,281.54998779296875 2021-08-11,277.2200012207031,275.3699951171875,276.4100036621094 2021-08-12,280.04998779296875,276.1499938964844,278.0 2021-08-13,282.9200134277344,279.2099914550781,280.42999267578125 2021-08-16,283.20001220703125,281.7699890136719,282.9200134277344 2021-08-17,286.5299987792969,281.1400146484375,281.1400146484375 2021-08-18,283.3800048828125,283.3299865722656,285.9599914550781 2021-08-19,289.1400146484375,281.5899963378906,281.5899963378906 2021-08-20,290.82000732421875,287.75,289.3999938964844 2021-08-23,288.510009765625,287.3099975585937,289.3800048828125 2021-08-24,284.6000061035156,283.3900146484375,289.489990234375 2021-08-25,282.8999938964844,281.7200012207031,284.6499938964844 2021-08-26,283.17999267578125,281.7200012207031,282.2200012207031 2021-08-27,285.5,282.2099914550781,284.82000732421875 2021-08-30,291.67999267578125,285.2200012207031,285.5 2021-08-31,292.1700134277344,288.79998779296875,289.8299865722656 2021-09-01,297.9599914550781,291.989990234375,292.8500061035156 2021-09-02,300.8900146484375,295.69000244140625,298.1000061035156 2021-09-03,302.010009765625,297.1700134277344,300.04998779296875 2021-09-07,299.2200012207031,295.1000061035156,300.5 2021-09-08,303.6199951171875,298.3699951171875,298.6600036621094 2021-09-09,296.82000732421875,296.69000244140625,302.5 2021-09-10,293.8800048828125,290.0599975585937,296.489990234375 2021-09-13,294.6099853515625,293.17999267578125,296.510009765625 2021-09-14,296.3999938964844,294.8099975585937,295.2900085449219 2021-09-15,297.260009765625,294.25,296.6199951171875 2021-09-16,297.1400146484375,292.8399963378906,296.7900085449219 2021-09-17,293.75,293.57000732421875,293.8399963378906 2021-09-20,291.19000244140625,287.6099853515625,291.5400085449219 2021-09-21,291.8699951171875,290.6700134277344,292.25 2021-09-22,293.54998779296875,290.19000244140625,292.1000061035156 2021-09-23,288.0,285.42999267578125,293.5 2021-09-24,282.17999267578125,281.3599853515625,287.8900146484375 2021-09-27,274.1000061035156,273.6700134277344,280.9100036621094 2021-09-28,268.75,266.7699890136719,270.79998779296875 2021-09-29,270.010009765625,268.19000244140625,269.8999938964844 2021-09-30,265.4100036621094,265.2699890136719,271.3699951171875 2021-10-01,266.6099853515625,265.0899963378906,267.010009765625 2021-10-04,265.2300109863281,262.1499938964844,265.9100036621094 2021-10-05,264.54998779296875,262.3099975585937,265.3999938964844 2021-10-06,267.9599914550781,261.1099853515625,263.3800048828125 2021-10-07,266.1099853515625,265.6099853515625,269.20001220703125 2021-10-08,262.0799865722656,261.4100036621094,266.0799865722656 2021-10-11,261.6000061035156,260.5199890136719,261.9200134277344 2021-10-12,264.54998779296875,261.57000732421875,262.7699890136719 2021-10-13,264.17999267578125,259.32000732421875,263.29998779296875 2021-10-14,267.8699951171875,265.07000732421875,265.45001220703125 2021-10-15,269.3299865722656,267.0799865722656,269.7900085449219 2021-10-18,268.0,266.92999267578125,268.44000244140625 2021-10-19,272.8999938964844,269.0400085449219,269.7200012207031 2021-10-20,276.0400085449219,274.1000061035156,274.1000061035156 2021-10-21,279.0400085449219,273.2799987792969,275.7900085449219 2021-10-22,284.45001220703125,279.0,279.7799987792969 2021-10-25,284.5799865722656,280.6199951171875,284.5 2021-10-26,286.94000244140625,285.3999938964844,286.0 2021-10-27,285.4200134277344,285.3099975585937,288.2200012207031 2021-10-28,286.010009765625,282.8500061035156,285.5 2021-10-29,281.9700012207031,279.6400146484375,284.2300109863281 2021-11-01,282.1000061035156,276.4100036621094,282.8599853515625 2021-11-02,282.6499938964844,279.510009765625,282.8099975585937 2021-11-03,280.6000061035156,276.4599914550781,283.7200012207031 2021-11-04,278.95001220703125,277.6400146484375,281.79998779296875 2021-11-05,277.8299865722656,276.70001220703125,280.94000244140625 2021-11-08,278.760009765625,273.42999267578125,278.25 2021-11-09,279.9200134277344,278.79998779296875,279.8900146484375 2021-11-10,275.8800048828125,275.5599975585937,278.6300048828125 2021-11-11,272.4800109863281,270.3699951171875,276.1300048828125 2021-11-12,272.1000061035156,271.6000061035156,274.489990234375 2021-11-15,260.5,259.1400146484375,267.3299865722656 2021-11-16,259.0400085449219,258.6300048828125,262.1300048828125 2021-11-17,257.5299987792969,254.6999969482422,259.1000061035156 2021-11-18,258.9599914550781,253.3999938964844,257.6000061035156 2021-11-19,260.9800109863281,259.6099853515625,260.8999938964844 2021-11-22,257.6300048828125,256.6300048828125,260.0 2021-11-23,262.0,256.75,258.260009765625 2021-11-24,265.4800109863281,260.5,262.8800048828125 2021-11-26,262.8699951171875,262.2699890136719,266.5799865722656 2021-11-29,266.94000244140625,261.489990234375,264.1300048828125 2021-11-30,262.4800109863281,262.3599853515625,264.1600036621094 2021-12-01,258.95001220703125,258.510009765625,263.9800109863281 2021-12-02,266.239990234375,259.2699890136719,259.7300109863281 2021-12-03,266.9599914550781,263.4599914550781,265.7200012207031 2021-12-06,269.57000732421875,267.3399963378906,268.5299987792969 2021-12-07,276.8099975585937,271.25,271.25 2021-12-08,275.8500061035156,273.5400085449219,276.3900146484375 2021-12-09,271.0599975585937,270.92999267578125,275.8800048828125 2021-12-10,272.57000732421875,269.45001220703125,270.9100036621094 2021-12-13,276.0199890136719,270.3500061035156,272.0 2021-12-14,273.4100036621094,271.010009765625,274.4700012207031 2021-12-15,274.3500061035156,271.1199951171875,274.1600036621094 2021-12-16,279.4700012207031,274.7099914550781,274.79998779296875 2021-12-17,278.8599853515625,277.82000732421875,279.25 2021-12-20,278.4599914550781,275.010009765625,275.8500061035156 2021-12-21,277.8500061035156,276.5799865722656,280.29998779296875 2021-12-22,281.25,277.7099914550781,278.95001220703125 2021-12-23,278.739990234375,276.4599914550781,280.0 2021-12-27,285.760009765625,278.4599914550781,280.0599975585937 2021-12-28,288.489990234375,284.7200012207031,285.760009765625 2021-12-29,288.8800048828125,286.79998779296875,286.79998779296875 2021-12-30,291.1400146484375,287.4100036621094,289.6099853515625 2021-12-31,292.5,289.94000244140625,291.3999938964844 2022-01-03,286.3800048828125,280.2799987792969,292.3699951171875 2022-01-04,282.7699890136719,282.4599914550781,287.19000244140625 2022-01-05,264.57000732421875,262.2300109863281,278.9700012207031 2022-01-06,264.8900146484375,256.7699890136719,263.9100036621094 2022-01-07,266.5799865722656,261.0,264.0299987792969 2022-01-10,264.4100036621094,258.6099853515625,267.3500061035156 2022-01-11,260.489990234375,256.1000061035156,259.4100036621094 2022-01-12,259.3900146484375,258.8500061035156,259.8800048828125 2022-01-13,255.44000244140625,255.05999755859372,260.0 2022-01-14,250.6199951171875,246.08999633789065,253.63999938964844 ","date,60-day,close 2021-09-07,280.54516855875653,299.2200012207031 2021-09-08,281.08983510335287,303.6199951171875 2021-09-09,281.5290018717448,296.82000732421875 2021-09-10,281.9848353068034,293.8800048828125 2021-09-13,282.4031682332357,294.6099853515625 2021-09-14,282.91083475748695,296.3999938964844 2021-09-15,283.4028350830078,297.260009765625 2021-09-16,283.9116689046224,297.1400146484375 2021-09-17,284.403835550944,293.75 2021-09-20,284.85450236002606,291.19000244140625 2021-09-21,285.2766688028971,291.8699951171875 2021-09-22,285.6393351236979,293.54998779296875 2021-09-23,285.89283498128253,288.0 2021-09-24,286.09350128173827,282.17999267578125 2021-09-27,286.15633494059244,274.1000061035156 2021-09-28,286.087668355306,268.75 2021-09-29,285.9923350016276,270.010009765625 2021-09-30,285.7796681722005,265.4100036621094 2021-10-01,285.5911677042643,266.6099853515625 2021-10-04,285.37083435058594,265.2300109863281 2021-10-05,285.1135009765625,264.54998779296875 2021-10-06,284.9373341878255,267.9599914550781 2021-10-07,284.68300069173176,266.1099853515625 2021-10-08,284.3630004882813,262.0799865722656 2021-10-11,284.0153340657552,261.6000061035156 2021-10-12,283.7430002848307,264.54998779296875 2021-10-13,283.42933349609376,264.17999267578125 2021-10-14,283.22283325195315,267.8699951171875 2021-10-15,283.01833292643227,269.3299865722656 2021-10-18,282.7306660970052,268.0 2021-10-19,282.5354995727539,272.8999938964844 2021-10-20,282.3548329671224,276.0400085449219 2021-10-21,282.2558329264323,279.0400085449219 2021-10-22,282.2799997965495,284.45001220703125 2021-10-25,282.3096664428711,284.5799865722656 2021-10-26,282.36499989827473,286.94000244140625 2021-10-27,282.3828333536784,285.4200134277344 2021-10-28,282.401833597819,286.010009765625 2021-10-29,282.388666788737,281.9700012207031 2021-11-01,282.3883336385091,282.1000061035156 2021-11-02,282.43150024414064,282.6499938964844 2021-11-03,282.5198338826497,280.6000061035156 2021-11-04,282.5486673990885,278.95001220703125 2021-11-05,282.5116673787435,277.8299865722656 2021-11-08,282.442333984375,278.760009765625 2021-11-09,282.3876673380534,279.9200134277344 2021-11-10,282.2101674397787,275.8800048828125 2021-11-11,282.0285008748372,272.4800109863281 2021-11-12,281.7445007324219,272.1000061035156 2021-11-15,281.2391672770182,260.5 2021-11-16,280.7480005900065,259.0400085449219 2021-11-17,280.29683380126954,257.5299987792969 2021-11-18,279.89783376057943,258.9599914550781 2021-11-19,279.5278340657552,260.9800109863281 2021-11-22,279.06333414713544,257.6300048828125 2021-11-23,278.56866760253905,262.0 2021-11-24,278.12383422851565,265.4800109863281 2021-11-26,277.5390009562174,262.8699951171875 2021-11-29,276.9731674194336,266.94000244140625 2021-11-30,276.3143341064453,262.4800109863281 2021-12-01,275.6431676228841,258.95001220703125 2021-12-02,275.0201675415039,266.239990234375 2021-12-03,274.5225006103516,266.9599914550781 2021-12-06,274.117333984375,269.57000732421875 2021-12-07,273.82066752115884,276.8099975585937 2021-12-08,273.47816772460936,275.8500061035156 2021-12-09,273.0415008544922,271.0599975585937 2021-12-10,272.6320007324219,272.57000732421875 2021-12-13,272.3365005493164,276.0199890136719 2021-12-14,272.0401672363281,273.4100036621094 2021-12-15,271.74816741943357,274.3500061035156 2021-12-16,271.5135009765625,279.4700012207031 2021-12-17,271.3611673990885,278.8599853515625 2021-12-20,271.2991673787435,278.4599914550781 2021-12-21,271.3616673787435,277.8500061035156 2021-12-22,271.5700007120768,281.25 2021-12-23,271.715500386556,278.739990234375 2021-12-27,272.05466715494794,285.760009765625 2021-12-28,272.41933390299477,288.489990234375 2021-12-29,272.8135004679362,288.8800048828125 2021-12-30,273.256667582194,291.1400146484375 2021-12-31,273.66566772460936,292.5 2022-01-03,274.0035013834635,286.3800048828125 2022-01-04,274.34833475748695,282.7699890136719 2022-01-05,274.39783477783203,264.57000732421875 2022-01-06,274.4035018920898,264.8900146484375 2022-01-07,274.44350179036456,266.5799865722656 2022-01-10,274.3858352661133,264.4100036621094 2022-01-11,274.2385019938151,260.489990234375 2022-01-12,274.0950022379557,259.3900146484375 2022-01-13,273.8040023803711,255.44000244140625 2022-01-14,273.3803354899089,250.6199951171875 " 3321,US,technical,"From May 28, 2021 to October 28, 2021, how many times did Huntington Ingalls Industries's price break below the 20-day Simple Moving Average line? Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",8.0,medium,moving average,SMA_n = 1 / n * \sum_{i=0}^{n-1} P_{t-i},"date,close,low,open 2021-05-03,215.13999938964844,211.3999938964844,213.2100067138672 2021-05-04,214.38999938964844,213.3999938964844,214.57000732421875 2021-05-05,212.8699951171875,209.7400054931641,214.02999877929688 2021-05-06,218.30999755859372,214.63999938964844,214.7400054931641 2021-05-07,216.9900054931641,214.67999267578125,216.32000732421875 2021-05-10,219.3699951171875,218.1999969482422,218.9600067138672 2021-05-11,214.6999969482422,212.83999633789065,218.3600006103516 2021-05-12,212.13999938964844,212.08999633789065,215.83999633789065 2021-05-13,215.2899932861328,210.1100006103516,211.0399932861328 2021-05-14,216.2100067138672,214.3999938964844,216.2899932861328 2021-05-17,216.83999633789065,214.44000244140625,216.4600067138672 2021-05-18,213.3699951171875,213.22000122070312,216.33999633789065 2021-05-19,213.17999267578125,209.4600067138672,212.7100067138672 2021-05-20,212.55999755859372,211.72999572753903,213.17999267578125 2021-05-21,213.6699981689453,212.6499938964844,213.4199981689453 2021-05-24,215.9499969482422,213.1199951171875,214.55999755859372 2021-05-25,211.8800048828125,211.16000366210935,215.9199981689453 2021-05-26,212.77999877929688,208.4600067138672,211.6000061035156 2021-05-27,215.6199951171875,212.7899932861328,214.3500061035156 2021-05-28,216.2100067138672,214.5500030517578,216.3699951171875 2021-06-01,218.08999633789065,216.4199981689453,218.88999938964844 2021-06-02,218.9199981689453,216.02999877929688,218.0 2021-06-03,220.6100006103516,214.3000030517578,218.75 2021-06-04,222.25,219.8600006103516,219.8699951171875 2021-06-07,221.27999877929688,219.1199951171875,222.3699951171875 2021-06-08,222.66000366210935,219.25999450683597,220.8999938964844 2021-06-09,221.02999877929688,220.6699981689453,222.8600006103516 2021-06-10,220.75,220.5,223.41000366210935 2021-06-11,221.0,219.8699951171875,221.4900054931641 2021-06-14,219.8000030517578,218.25,221.0 2021-06-15,220.08999633789065,219.1699981689453,219.80999755859372 2021-06-16,216.7899932861328,216.63999938964844,219.82000732421875 2021-06-17,211.63999938964844,210.13999938964844,216.8000030517578 2021-06-18,207.17999267578125,207.1100006103516,208.9900054931641 2021-06-21,213.0500030517578,208.67999267578125,208.67999267578125 2021-06-22,211.6000061035156,208.8500061035156,211.8600006103516 2021-06-23,209.4900054931641,209.4900054931641,211.3000030517578 2021-06-24,211.07000732421875,208.1699981689453,209.97000122070312 2021-06-25,213.27999877929688,210.6499938964844,210.91000366210935 2021-06-28,211.16000366210935,209.8500061035156,212.6999969482422 2021-06-29,207.8300018310547,207.6499938964844,211.42999267578125 2021-06-30,210.75,205.8500061035156,207.7700042724609 2021-07-01,212.1499938964844,210.47000122070312,212.0800018310547 2021-07-02,211.97000122070312,210.25,212.82000732421875 2021-07-06,205.8600006103516,204.02999877929688,211.9199981689453 2021-07-07,206.88999938964844,204.1699981689453,204.1699981689453 2021-07-08,203.5500030517578,202.42999267578125,203.5 2021-07-09,206.22000122070312,204.9600067138672,207.07000732421875 2021-07-12,204.69000244140625,202.67999267578125,204.4499969482422 2021-07-13,202.66000366210935,202.22999572753903,205.1300048828125 2021-07-14,201.66000366210935,199.94000244140625,202.3300018310547 2021-07-15,201.3800048828125,199.67999267578125,199.8300018310547 2021-07-16,200.7400054931641,200.3500061035156,202.4499969482422 2021-07-19,195.30999755859372,193.72999572753903,197.8999938964844 2021-07-20,202.88999938964844,196.0,196.0 2021-07-21,204.75999450683597,202.4499969482422,204.5399932861328 2021-07-22,202.1699981689453,201.5399932861328,204.2100067138672 2021-07-23,203.75,200.8300018310547,203.7700042724609 2021-07-26,205.1699981689453,203.5,204.1199951171875 2021-07-27,204.42999267578125,203.1699981689453,204.77999877929688 2021-07-28,204.8600006103516,202.8999938964844,205.80999755859372 2021-07-29,207.22999572753903,204.8999938964844,207.02999877929688 2021-07-30,205.1300048828125,204.58999633789065,206.22000122070312 2021-08-02,203.4199981689453,203.22000122070312,205.77999877929688 2021-08-03,204.3600006103516,199.58999633789065,203.1300048828125 2021-08-04,200.41000366210935,198.50999450683597,202.2899932861328 2021-08-05,203.1999969482422,200.5,202.50999450683597 2021-08-06,205.5800018310547,204.88999938964844,205.9900054931641 2021-08-09,205.1300048828125,203.75,204.6300048828125 2021-08-10,206.94000244140625,204.0,204.6100006103516 2021-08-11,208.92999267578125,205.42999267578125,207.3800048828125 2021-08-12,207.4900054931641,206.1300048828125,209.1000061035156 2021-08-13,205.94000244140625,205.75,207.8500061035156 2021-08-16,205.75,203.0,205.0 2021-08-17,205.6699981689453,204.07000732421875,205.0500030517578 2021-08-18,201.1699981689453,201.1199951171875,204.3600006103516 2021-08-19,200.16000366210935,199.1699981689453,200.1699981689453 2021-08-20,202.72999572753903,200.47000122070312,200.47000122070312 2021-08-23,205.97999572753903,203.5399932861328,204.1100006103516 2021-08-24,206.0399932861328,205.66000366210935,206.6499938964844 2021-08-25,206.22000122070312,204.6300048828125,205.32000732421875 2021-08-26,204.4199981689453,202.69000244140625,205.0800018310547 2021-08-27,206.9900054931641,204.9600067138672,205.47000122070312 2021-08-30,207.00999450683597,206.5399932861328,207.00999450683597 2021-08-31,204.1699981689453,203.75999450683597,206.92999267578125 2021-09-01,202.9900054931641,200.97000122070312,204.1000061035156 2021-09-02,205.1300048828125,203.5500030517578,204.02999877929688 2021-09-03,203.1699981689453,202.25999450683597,204.47000122070312 2021-09-07,199.2400054931641,199.1999969482422,201.52999877929688 2021-09-08,199.4900054931641,198.0200042724609,198.7899932861328 2021-09-09,199.3300018310547,198.97999572753903,199.3999938964844 2021-09-10,198.17999267578125,197.3800048828125,200.6999969482422 2021-09-13,200.97999572753903,198.0500030517578,200.0 2021-09-14,197.75,196.5200042724609,201.55999755859372 2021-09-15,199.1999969482422,197.75999450683597,197.77999877929688 2021-09-16,195.0800018310547,194.97000122070312,200.1100006103516 2021-09-17,194.9900054931641,193.5500030517578,194.13999938964844 2021-09-20,193.6300048828125,190.42999267578125,192.47000122070312 2021-09-21,189.32000732421875,189.0,194.1300048828125 2021-09-22,191.47000122070312,190.6000061035156,190.6000061035156 2021-09-23,194.5399932861328,191.82000732421875,191.82000732421875 2021-09-24,195.3699951171875,194.6499938964844,194.6499938964844 2021-09-27,197.05999755859372,196.2100067138672,196.94000244140625 2021-09-28,196.5399932861328,195.75999450683597,197.7100067138672 2021-09-29,197.3300018310547,196.47999572753903,197.75999450683597 2021-09-30,193.05999755859372,192.7700042724609,197.66000366210935 2021-10-01,194.17999267578125,190.47999572753903,194.05999755859372 2021-10-04,195.05999755859372,194.50999450683597,194.77999877929688 2021-10-05,194.92999267578125,193.77999877929688,195.7700042724609 2021-10-06,196.77999877929688,191.9600067138672,193.7100067138672 2021-10-07,202.8600006103516,197.9199981689453,198.0 2021-10-08,206.38999938964844,202.8699951171875,202.8699951171875 2021-10-11,210.82000732421875,206.0800018310547,207.47000122070312 2021-10-12,212.1699981689453,209.3800048828125,210.77999877929688 2021-10-13,207.97000122070312,205.0200042724609,210.6199951171875 2021-10-14,208.4600067138672,205.44000244140625,209.30999755859372 2021-10-15,210.5200042724609,208.3600006103516,209.08999633789065 2021-10-18,207.4499969482422,206.25999450683597,209.6699981689453 2021-10-19,209.4199981689453,206.0399932861328,207.7400054931641 2021-10-20,211.72000122070312,209.1999969482422,209.25999450683597 2021-10-21,211.1300048828125,209.1999969482422,211.50999450683597 2021-10-22,212.8300018310547,211.52999877929688,211.5500030517578 2021-10-25,212.47999572753903,210.1199951171875,212.75999450683597 2021-10-26,204.33999633789065,200.75,205.7899932861328 2021-10-27,202.63999938964844,202.3800048828125,205.22000122070312 2021-10-28,204.5200042724609,201.6100006103516,202.7400054931641 ","date,20-day,close 2021-05-28,214.87349853515624,216.2100067138672 2021-06-01,215.02099838256837,218.08999633789065 2021-06-02,215.24749832153321,218.9199981689453 2021-06-03,215.6344985961914,220.6100006103516 2021-06-04,215.8314987182617,222.25 2021-06-07,216.04599838256837,221.27999877929688 2021-06-08,216.21049880981445,222.66000366210935 2021-06-09,216.5269989013672,221.02999877929688 2021-06-10,216.95749893188477,220.75 2021-06-11,217.2429992675781,221.0 2021-06-14,217.42249908447266,219.8000030517578 2021-06-15,217.58499908447266,220.08999633789065 2021-06-16,217.75599899291993,216.7899932861328 2021-06-17,217.6789993286133,211.63999938964844 2021-06-18,217.40999908447264,207.17999267578125 2021-06-21,217.37899932861328,213.0500030517578 2021-06-22,217.16149978637696,211.6000061035156 2021-06-23,217.04199981689453,209.4900054931641 2021-06-24,216.9565002441406,211.07000732421875 2021-06-25,216.8395004272461,213.27999877929688 2021-06-28,216.5870002746582,211.16000366210935 2021-06-29,216.0740005493164,207.8300018310547 2021-06-30,215.66550064086914,210.75 2021-07-01,215.24250030517578,212.1499938964844 2021-07-02,214.72850036621094,211.97000122070312 2021-07-06,213.95750045776367,205.8600006103516 2021-07-07,213.16900024414062,206.88999938964844 2021-07-08,212.29500045776368,203.5500030517578 2021-07-09,211.56850051879883,206.22000122070312 2021-07-12,210.75300064086915,204.69000244140625 2021-07-13,209.89600067138673,202.66000366210935 2021-07-14,208.97450103759766,201.66000366210935 2021-07-15,208.20400161743163,201.3800048828125 2021-07-16,207.65900192260742,200.7400054931641 2021-07-19,207.06550216674805,195.30999755859372 2021-07-20,206.55750198364257,202.88999938964844 2021-07-21,206.2155014038086,204.75999450683597 2021-07-22,205.84950103759766,202.1699981689453 2021-07-23,205.4835006713867,203.75 2021-07-26,205.07800064086913,205.1699981689453 2021-07-27,204.74150009155272,204.42999267578125 2021-07-28,204.59300003051757,204.8600006103516 2021-07-29,204.41699981689453,207.22999572753903 2021-07-30,204.06600036621094,205.1300048828125 2021-08-02,203.63850021362305,203.4199981689453 2021-08-03,203.56350021362306,204.3600006103516 2021-08-04,203.2395004272461,200.41000366210935 2021-08-05,203.2220001220703,203.1999969482422 2021-08-06,203.19000015258788,205.5800018310547 2021-08-09,203.2120002746582,205.1300048828125 2021-08-10,203.42600021362304,206.94000244140625 2021-08-11,203.78949966430665,208.92999267578125 2021-08-12,204.09499969482422,207.4900054931641 2021-08-13,204.35499954223633,205.94000244140625 2021-08-16,204.87699966430665,205.75 2021-08-17,205.0159996032715,205.6699981689453 2021-08-18,204.83649978637695,201.1699981689453 2021-08-19,204.73600006103516,200.16000366210935 2021-08-20,204.68499984741212,202.72999572753903 2021-08-23,204.7254997253418,205.97999572753903 2021-08-24,204.80599975585938,206.0399932861328 2021-08-25,204.87399978637694,206.22000122070312 2021-08-26,204.73349990844727,204.4199981689453 2021-08-27,204.82649993896484,206.9900054931641 2021-08-30,205.00599975585936,207.00999450683597 2021-08-31,204.99649963378906,204.1699981689453 2021-09-01,205.1254997253418,202.9900054931641 2021-09-02,205.2220001220703,205.1300048828125 2021-09-03,205.10149993896485,203.1699981689453 2021-09-07,204.80699996948243,199.2400054931641 2021-09-08,204.43450012207032,199.4900054931641 2021-09-09,203.954500579834,199.3300018310547 2021-09-10,203.48899993896484,198.17999267578125 2021-09-13,203.2409996032715,200.97999572753903 2021-09-14,202.84099960327148,197.75 2021-09-15,202.51749954223632,199.1999969482422 2021-09-16,202.2129997253418,195.0800018310547 2021-09-17,201.95449981689453,194.9900054931641 2021-09-20,201.4995002746582,193.6300048828125 2021-09-21,200.6665008544922,189.32000732421875 2021-09-22,199.9380012512207,191.47000122070312 2021-09-23,199.3540008544922,194.5399932861328 2021-09-24,198.9015007019043,195.3699951171875 2021-09-27,198.40500030517578,197.05999755859372 2021-09-28,197.88150024414062,196.5399932861328 2021-09-29,197.53950042724608,197.3300018310547 2021-09-30,197.0430000305176,193.05999755859372 2021-10-01,196.49549942016603,194.17999267578125 2021-10-04,196.08999938964843,195.05999755859372 2021-10-05,195.8744987487793,194.92999267578125 2021-10-06,195.73899841308594,196.77999877929688 2021-10-07,195.91549835205078,202.8600006103516 2021-10-08,196.32599868774415,206.38999938964844 2021-10-11,196.81799926757813,210.82000732421875 2021-10-12,197.53899917602538,212.1699981689453 2021-10-13,197.97749938964844,207.97000122070312 2021-10-14,198.64649963378906,208.4600067138672 2021-10-15,199.4229995727539,210.5200042724609 2021-10-18,200.1139991760254,207.4499969482422 2021-10-19,201.1189987182617,209.4199981689453 2021-10-20,202.13149871826172,211.72000122070312 2021-10-21,202.96099929809571,211.1300048828125 2021-10-22,203.83399963378906,212.8300018310547 2021-10-25,204.60499954223633,212.47999572753903 2021-10-26,204.99499969482423,204.33999633789065 2021-10-27,205.2604995727539,202.63999938964844 2021-10-28,205.83349990844727,204.5200042724609 " 3322,US,technical,"For Tesla between May 04, 2023 and January 01, 2024, how many times did the price break above the 60-day Simple Moving Average line? Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",9.0,medium,moving average,SMA_n = 1 / n * \sum_{i=0}^{n-1} P_{t-i},"date,close,low,open 2023-02-08,201.2899932861328,194.30999755859372,196.1000061035156 2023-02-09,207.32000732421875,204.7700042724609,207.77999877929688 2023-02-10,196.88999938964844,192.88999938964844,202.22999572753903 2023-02-13,194.63999938964844,187.6100006103516,194.4199981689453 2023-02-14,209.25,189.44000244140625,191.94000244140625 2023-02-15,214.2400054931641,206.1100006103516,211.75999450683597 2023-02-16,202.0399932861328,201.83999633789065,210.77999877929688 2023-02-17,208.30999755859372,197.5,199.9900054931641 2023-02-21,197.3699951171875,197.22000122070312,204.9900054931641 2023-02-22,200.8600006103516,191.77999877929688,197.92999267578125 2023-02-23,202.07000732421875,196.3300018310547,203.91000366210935 2023-02-24,196.8800048828125,192.8000030517578,196.3300018310547 2023-02-27,207.6300048828125,201.25999450683597,202.02999877929688 2023-02-28,205.7100067138672,203.75,210.58999633789065 2023-03-01,202.7700042724609,198.5200042724609,206.2100067138672 2023-03-02,190.8999938964844,186.00999450683597,186.7400054931641 2023-03-03,197.7899932861328,192.8800048828125,194.8000030517578 2023-03-06,193.80999755859372,192.3000030517578,198.5399932861328 2023-03-07,187.7100067138672,186.1000061035156,191.3800048828125 2023-03-08,182.0,180.0,185.0399932861328 2023-03-09,172.9199981689453,172.50999450683594,180.25 2023-03-10,173.44000244140625,168.44000244140625,175.1300048828125 2023-03-13,174.47999572753906,163.91000366210938,167.4600067138672 2023-03-14,183.25999450683597,177.13999938964844,177.30999755859375 2023-03-15,180.4499969482422,176.02999877929688,180.8000030517578 2023-03-16,184.1300048828125,178.83999633789062,180.3699951171875 2023-03-17,180.1300048828125,177.3300018310547,184.5200042724609 2023-03-20,183.25,176.35000610351562,178.0800018310547 2023-03-21,197.5800018310547,188.0399932861328,188.27999877929688 2023-03-22,191.1499938964844,190.9499969482422,199.3000030517578 2023-03-23,192.22000122070312,188.6499938964844,195.25999450683597 2023-03-24,190.41000366210935,187.1499938964844,191.6499938964844 2023-03-27,191.80999755859372,189.94000244140625,194.4199981689453 2023-03-28,189.19000244140625,185.42999267578125,192.0 2023-03-29,193.8800048828125,189.44000244140625,193.1300048828125 2023-03-30,195.27999877929688,194.4199981689453,195.5800018310547 2023-03-31,207.4600067138672,197.1999969482422,197.52999877929688 2023-04-03,194.7700042724609,192.1999969482422,199.91000366210935 2023-04-04,192.5800018310547,190.32000732421875,197.32000732421875 2023-04-05,185.5200042724609,183.75999450683597,190.5200042724609 2023-04-06,185.05999755859372,179.74000549316406,183.0800018310547 2023-04-10,184.50999450683597,176.11000061035156,179.94000244140625 2023-04-11,186.7899932861328,185.6499938964844,186.69000244140625 2023-04-12,180.5399932861328,180.30999755859372,190.7400054931641 2023-04-13,185.8999938964844,180.94000244140625,182.9600067138672 2023-04-14,185.0,182.00999450683597,183.9499969482422 2023-04-17,187.0399932861328,182.69000244140625,186.32000732421875 2023-04-18,184.30999755859372,183.5800018310547,187.1499938964844 2023-04-19,180.58999633789065,177.64999389648438,179.10000610351562 2023-04-20,162.99000549316406,160.55999755859375,166.1699981689453 2023-04-21,165.0800018310547,161.32000732421875,164.8000030517578 2023-04-24,162.5500030517578,158.61000061035156,164.64999389648438 2023-04-25,160.6699981689453,158.75,159.82000732421875 2023-04-26,153.75,153.13999938964844,160.2899932861328 2023-04-27,160.19000244140625,152.3699951171875,152.63999938964844 2023-04-28,164.30999755859375,157.32000732421875,160.89999389648438 2023-05-01,161.8300018310547,158.8300018310547,163.1699981689453 2023-05-02,160.30999755859375,158.92999267578125,161.8800048828125 2023-05-03,160.61000061035156,159.91000366210938,160.00999450683594 2023-05-04,161.1999969482422,159.64999389648438,162.7100067138672 2023-05-05,170.05999755859375,163.50999450683594,163.97000122070312 2023-05-08,171.7899932861328,169.19000244140625,173.72000122070312 2023-05-09,169.14999389648438,166.55999755859375,168.9499969482422 2023-05-10,168.5399932861328,166.67999267578125,172.5500030517578 2023-05-11,172.0800018310547,166.7899932861328,168.6999969482422 2023-05-12,167.97999572753906,167.22999572753906,176.07000732421875 2023-05-15,166.35000610351562,164.5500030517578,167.66000366210938 2023-05-16,166.52000427246094,164.35000610351562,165.64999389648438 2023-05-17,173.86000061035156,167.19000244140625,168.41000366210938 2023-05-18,176.88999938964844,172.4499969482422,174.22000122070312 2023-05-19,180.13999938964844,176.30999755859375,177.1699981689453 2023-05-22,188.8699951171875,180.11000061035156,180.6999969482422 2023-05-23,185.7700042724609,185.25999450683597,186.1999969482422 2023-05-24,182.8999938964844,178.22000122070312,182.22999572753903 2023-05-25,184.47000122070312,180.5800018310547,186.5399932861328 2023-05-26,193.1699981689453,184.52999877929688,184.6199951171875 2023-05-30,201.16000366210935,197.52999877929688,200.1000061035156 2023-05-31,203.92999267578125,195.1199951171875,199.77999877929688 2023-06-01,207.5200042724609,199.3699951171875,202.58999633789065 2023-06-02,213.97000122070312,209.75,210.1499938964844 2023-06-05,217.6100006103516,214.5200042724609,217.8000030517578 2023-06-06,221.30999755859372,212.52999877929688,216.13999938964844 2023-06-07,224.57000732421875,223.1999969482422,228.0 2023-06-08,234.8600006103516,223.00999450683597,224.22000122070312 2023-06-09,244.3999938964844,242.0200042724609,249.07000732421875 2023-06-12,249.8300018310547,244.58999633789065,247.94000244140625 2023-06-13,258.7099914550781,251.33999633789065,253.50999450683597 2023-06-14,256.7900085449219,250.5,260.1700134277344 2023-06-15,255.8999938964844,247.2899932861328,248.3999938964844 2023-06-16,260.5400085449219,257.2099914550781,258.9200134277344 2023-06-20,274.45001220703125,261.1199951171875,261.5 2023-06-21,259.4599914550781,257.7799987792969,275.1300048828125 2023-06-22,264.6099853515625,248.25,250.7700042724609 2023-06-23,256.6000061035156,252.8000030517578,259.2900085449219 2023-06-26,241.0500030517578,240.6999969482422,250.07000732421875 2023-06-27,250.2100067138672,240.8500061035156,243.2400054931641 2023-06-28,256.239990234375,248.88999938964844,249.6999969482422 2023-06-29,257.5,253.6100006103516,258.0299987792969 2023-06-30,261.7699890136719,259.8900146484375,260.6000061035156 2023-07-03,279.82000732421875,275.1099853515625,276.489990234375 2023-07-05,282.4800109863281,277.6000061035156,278.82000732421875 2023-07-06,276.5400085449219,272.8800048828125,278.0899963378906 2023-07-07,274.42999267578125,273.7699890136719,278.42999267578125 2023-07-10,269.6099853515625,265.1000061035156,276.4700012207031 2023-07-11,269.7900085449219,266.3699951171875,268.6499938964844 2023-07-12,271.989990234375,271.4599914550781,276.3299865722656 2023-07-13,277.8999938964844,270.6000061035156,274.5899963378906 2023-07-14,281.3800048828125,276.3099975585937,277.010009765625 2023-07-17,290.3800048828125,283.57000732421875,286.6300048828125 2023-07-18,293.3399963378906,286.010009765625,290.1499938964844 2023-07-19,291.260009765625,289.5199890136719,296.0400085449219 2023-07-20,262.8999938964844,261.20001220703125,279.5599975585937 2023-07-21,260.0199890136719,255.8000030517578,268.0 2023-07-24,269.0599975585937,254.1199951171875,255.8500061035156 2023-07-25,265.2799987792969,265.0,272.3800048828125 2023-07-26,264.3500061035156,261.75,263.25 2023-07-27,255.7100067138672,255.3000030517578,268.3099975585937 2023-07-28,266.44000244140625,258.2300109863281,259.8599853515625 2023-07-31,267.42999267578125,263.7799987792969,267.4800109863281 2023-08-01,261.07000732421875,260.25,266.260009765625 2023-08-02,254.1100006103516,250.4900054931641,255.57000732421875 2023-08-03,259.32000732421875,252.0,252.0399932861328 2023-08-04,253.8600006103516,253.1100006103516,260.9700012207031 2023-08-07,251.4499969482422,242.75999450683597,251.4499969482422 2023-08-08,249.6999969482422,245.00999450683597,247.4499969482422 2023-08-09,242.19000244140625,241.8999938964844,250.8699951171875 2023-08-10,245.33999633789065,243.0,245.3999938964844 2023-08-11,242.6499938964844,238.0200042724609,241.7700042724609 2023-08-14,239.75999450683597,233.75,235.6999969482422 2023-08-15,232.9600067138672,232.6100006103516,238.72999572753903 2023-08-16,225.6000061035156,225.3800048828125,228.0200042724609 2023-08-17,219.22000122070312,218.8300018310547,226.05999755859372 2023-08-18,215.4900054931641,212.3600006103516,214.1199951171875 2023-08-21,231.27999877929688,220.5800018310547,221.5500030517578 2023-08-22,233.19000244140625,229.5500030517578,240.25 2023-08-23,236.8600006103516,229.2899932861328,229.33999633789065 2023-08-24,230.0399932861328,228.17999267578125,238.66000366210935 2023-08-25,238.58999633789065,230.3500061035156,231.30999755859372 2023-08-28,238.82000732421875,235.3500061035156,242.5800018310547 2023-08-29,257.17999267578125,237.7700042724609,238.5800018310547 2023-08-30,256.8999938964844,250.58999633789065,254.1999969482422 2023-08-31,258.0799865722656,255.0500030517578,255.97999572753903 2023-09-01,245.00999450683597,242.00999450683597,257.260009765625 2023-09-05,256.489990234375,244.8600006103516,245.0 2023-09-06,251.9199981689453,245.05999755859372,255.13999938964844 2023-09-07,251.4900054931641,243.2700042724609,245.07000732421875 2023-09-08,248.5,246.6699981689453,251.22000122070312 2023-09-11,273.5799865722656,260.6099853515625,264.2699890136719 2023-09-12,267.4800109863281,266.6000061035156,270.760009765625 2023-09-13,271.29998779296875,268.1000061035156,270.07000732421875 2023-09-14,276.0400085449219,270.4200134277344,271.32000732421875 2023-09-15,274.3900146484375,271.0,277.54998779296875 2023-09-18,265.2799987792969,263.760009765625,271.1600036621094 2023-09-19,266.5,261.20001220703125,264.3500061035156 2023-09-20,262.5899963378906,262.4599914550781,267.0400085449219 2023-09-21,255.6999969482422,254.2100067138672,257.8500061035156 2023-09-22,244.8800048828125,244.47999572753903,257.3999938964844 2023-09-25,246.9900054931641,238.30999755859372,243.3800048828125 2023-09-26,244.1199951171875,241.66000366210935,242.97999572753903 2023-09-27,240.5,234.5800018310547,244.25999450683597 2023-09-28,246.3800048828125,238.6499938964844,240.0200042724609 2023-09-29,250.22000122070312,246.3500061035156,250.0 2023-10-02,251.6000061035156,242.6199951171875,244.80999755859372 2023-10-03,246.52999877929688,244.4499969482422,248.6100006103516 2023-10-04,261.1600036621094,247.6000061035156,248.13999938964844 2023-10-05,260.04998779296875,256.25,260.0 2023-10-06,260.5299987792969,250.6499938964844,253.97999572753903 2023-10-09,259.6700134277344,252.0500030517578,255.30999755859372 2023-10-10,263.6199951171875,257.6499938964844,257.75 2023-10-11,262.989990234375,260.8999938964844,266.20001220703125 2023-10-12,258.8699951171875,256.6300048828125,262.9200134277344 2023-10-13,251.1199951171875,250.22000122070312,258.8999938964844 2023-10-16,253.9199981689453,248.47999572753903,250.0500030517578 2023-10-17,254.8500061035156,247.0800018310547,250.1000061035156 2023-10-18,242.67999267578125,242.0800018310547,252.6999969482422 2023-10-19,220.1100006103516,216.77999877929688,225.9499969482422 2023-10-20,211.9900054931641,210.4199981689453,217.00999450683597 2023-10-23,212.0800018310547,202.50999450683597,210.0 2023-10-24,216.5200042724609,214.1100006103516,216.5 2023-10-25,212.4199981689453,212.1999969482422,215.8800048828125 2023-10-26,205.75999450683597,204.8800048828125,211.32000732421875 2023-10-27,207.3000030517578,205.7700042724609,210.6000061035156 2023-10-30,197.3600006103516,194.6699981689453,209.27999877929688 2023-10-31,200.83999633789065,194.07000732421875,196.1199951171875 2023-11-01,205.66000366210935,197.8500061035156,204.0399932861328 2023-11-02,218.50999450683597,211.4499969482422,212.97000122070312 2023-11-03,219.9600067138672,218.3999938964844,221.1499938964844 2023-11-06,219.2700042724609,215.0,223.97999572753903 2023-11-07,222.17999267578125,215.72000122070312,219.97999572753903 2023-11-08,222.1100006103516,217.63999938964844,223.1499938964844 2023-11-09,209.97999572753903,206.67999267578125,219.75 2023-11-10,214.6499938964844,205.69000244140625,210.02999877929688 2023-11-13,223.7100067138672,211.6100006103516,215.6000061035156 2023-11-14,237.41000366210935,230.72000122070312,235.02999877929688 2023-11-15,242.83999633789065,236.4499969482422,239.2899932861328 2023-11-16,233.58999633789065,230.9600067138672,239.4900054931641 2023-11-17,234.3000030517578,226.5399932861328,232.0 2023-11-20,235.6000061035156,231.0200042724609,234.0399932861328 2023-11-21,241.1999969482422,233.33999633789065,235.0399932861328 2023-11-22,234.2100067138672,231.3999938964844,242.0399932861328 2023-11-24,235.4499969482422,232.3300018310547,233.75 2023-11-27,236.0800018310547,232.1000061035156,236.88999938964844 2023-11-28,246.72000122070312,234.00999450683597,236.67999267578125 2023-11-29,244.13999938964844,242.75999450683597,249.2100067138672 2023-11-30,240.0800018310547,236.91000366210935,245.13999938964844 2023-12-01,238.8300018310547,231.8999938964844,233.13999938964844 2023-12-04,235.5800018310547,233.2899932861328,235.75 2023-12-05,238.72000122070312,233.6999969482422,233.8699951171875 2023-12-06,239.3699951171875,239.1699981689453,242.9199981689453 2023-12-07,242.63999938964844,236.97999572753903,241.5500030517578 2023-12-08,243.83999633789065,239.2700042724609,240.2700042724609 2023-12-11,239.7400054931641,237.4499969482422,242.7400054931641 2023-12-12,237.00999450683597,233.8699951171875,238.5500030517578 2023-12-13,239.2899932861328,228.1999969482422,234.19000244140625 2023-12-14,251.0500030517578,240.7899932861328,241.22000122070312 2023-12-15,253.5,248.3000030517578,251.2100067138672 2023-12-18,252.0800018310547,251.3600006103516,253.77999877929688 2023-12-19,257.2200012207031,253.00999450683597,253.47999572753903 2023-12-20,247.13999938964844,247.0,256.4100036621094 2023-12-21,254.5,248.5500030517578,251.8999938964844 2023-12-22,252.5399932861328,251.3699951171875,256.760009765625 2023-12-26,256.6099853515625,252.91000366210935,254.4900054931641 2023-12-27,261.44000244140625,257.5199890136719,258.3500061035156 2023-12-28,253.17999267578125,252.7100067138672,263.6600036621094 2023-12-29,248.47999572753903,247.42999267578125,255.1000061035156 ","date,60-day,close 2023-05-04,186.44366658528645,161.1999969482422 2023-05-05,185.92316665649415,170.05999755859375 2023-05-08,185.33099975585938,171.7899932861328 2023-05-09,184.8686663309733,169.14999389648438 2023-05-10,184.43366622924805,168.5399932861328 2023-05-11,183.8141662597656,172.0800018310547 2023-05-12,183.0431660970052,167.97999572753906 2023-05-15,182.4483329772949,166.35000610351562 2023-05-16,181.7518330891927,166.52000427246094 2023-05-17,181.3599998474121,173.86000061035156 2023-05-18,180.96049982706705,176.88999938964844 2023-05-19,180.59499969482422,180.13999938964844 2023-05-22,180.4614995320638,188.8699951171875 2023-05-23,180.09716618855794,185.7700042724609 2023-05-24,179.71699930826824,182.8999938964844 2023-05-25,179.4119992574056,184.47000122070312 2023-05-26,179.4498326619466,193.1699981689453 2023-05-30,179.50599950154623,201.16000366210935 2023-05-31,179.67466608683267,203.92999267578125 2023-06-01,180.00483271280925,207.5200042724609 2023-06-02,180.53766606648762,213.97000122070312 2023-06-05,181.28249944051106,217.6100006103516 2023-06-06,182.0803326924642,221.30999755859372 2023-06-07,182.91516621907553,224.57000732421875 2023-06-08,183.7751663208008,234.8600006103516 2023-06-09,184.84099960327148,244.3999938964844 2023-06-12,185.93599955240884,249.8300018310547 2023-06-13,187.24566599527995,258.7099914550781 2023-06-14,188.471332804362,256.7900085449219 2023-06-15,189.44333267211914,255.8999938964844 2023-06-16,190.59983291625977,260.5400085449219 2023-06-20,191.97033309936523,274.45001220703125 2023-06-21,193.12116622924805,259.4599914550781 2023-06-22,194.33449935913086,264.6099853515625 2023-06-23,195.457999420166,256.6000061035156 2023-06-26,196.2441660563151,241.0500030517578 2023-06-27,197.15966618855794,250.2100067138672 2023-06-28,197.97266591389973,256.239990234375 2023-06-29,199.01816584269207,257.5 2023-06-30,200.17133229573568,261.7699890136719 2023-07-03,201.74299901326498,279.82000732421875 2023-07-05,203.3666659037272,282.4800109863281 2023-07-06,204.90049947102864,276.5400085449219 2023-07-07,206.36116612752278,274.42999267578125 2023-07-10,207.84566599527994,269.6099853515625 2023-07-11,209.24383290608725,269.7900085449219 2023-07-12,210.69366607666015,271.989990234375 2023-07-13,212.207999420166,277.8999938964844 2023-07-14,213.82583287556966,281.3800048828125 2023-07-17,215.65566635131836,290.3800048828125 2023-07-18,217.82816619873046,293.3399963378906 2023-07-19,219.9311663309733,291.260009765625 2023-07-20,221.60366617838542,262.8999938964844 2023-07-21,223.25949935913087,260.0199890136719 2023-07-24,225.18133265177408,269.0599975585937 2023-07-25,226.93283259073894,265.2799987792969 2023-07-26,228.60016606648762,264.3500061035156 2023-07-27,230.1648328145345,255.7100067138672 2023-07-28,231.93366622924805,266.44000244140625 2023-07-31,233.71399943033853,267.42999267578125 2023-08-01,235.37849960327148,261.07000732421875 2023-08-02,236.77933298746746,254.1100006103516 2023-08-03,238.23816655476887,259.32000732421875 2023-08-04,239.65,253.8600006103516 2023-08-07,241.03183339436848,251.4499969482422 2023-08-08,242.32549997965495,249.6999969482422 2023-08-09,243.56233342488608,242.19000244140625 2023-08-10,244.87883326212565,245.33999633789065 2023-08-11,246.14766642252604,242.6499938964844 2023-08-14,247.24599965413412,239.75999450683597 2023-08-15,248.1804997762044,232.9600067138672 2023-08-16,248.93816655476888,225.6000061035156 2023-08-17,249.44399998982746,219.22000122070312 2023-08-18,249.93933334350587,215.4900054931641 2023-08-21,250.74566675821941,231.27999877929688 2023-08-22,251.55766677856445,233.19000244140625 2023-08-23,252.28583348592122,236.8600006103516 2023-08-24,252.7671666463216,230.0399932861328 2023-08-25,253.34483337402344,238.58999633789065 2023-08-28,253.86650009155272,238.82000732421875 2023-08-29,254.58666661580403,257.17999267578125 2023-08-30,255.2414998372396,256.8999938964844 2023-08-31,255.85433298746744,258.0799865722656 2023-09-01,256.1949994405111,245.00999450683597 2023-09-05,256.5554992675781,256.489990234375 2023-09-06,256.68083267211915,251.9199981689453 2023-09-07,256.70849939982094,251.4900054931641 2023-09-08,256.53833287556967,248.5 2023-09-11,256.81816584269205,273.5799865722656 2023-09-12,257.0111661275228,267.4800109863281 2023-09-13,257.19049911499025,271.29998779296875 2023-09-14,257.2169990539551,276.0400085449219 2023-09-15,257.4658327738444,274.3900146484375 2023-09-18,257.4769996643066,265.2799987792969 2023-09-19,257.64199956258136,266.5 2023-09-20,258.0009994506836,262.5899963378906 2023-09-21,258.0924992879232,255.6999969482422 2023-09-22,257.90316619873045,244.8800048828125 2023-09-25,257.72799962361654,246.9900054931641 2023-09-26,257.43383305867513,244.1199951171875 2023-09-27,256.7784996032715,240.5 2023-09-28,256.1768328348796,246.3800048828125 2023-09-29,255.73816604614257,250.22000122070312 2023-10-02,255.35766626993816,251.6000061035156 2023-10-03,254.97299982706707,246.52999877929688 2023-10-04,254.82916641235352,261.1600036621094 2023-10-05,254.63016637166342,260.04998779296875 2023-10-06,254.3406664530436,260.5299987792969 2023-10-09,253.97883326212565,259.6700134277344 2023-10-10,253.53283309936523,263.6199951171875 2023-10-11,253.02699966430663,262.989990234375 2023-10-12,252.48716608683267,258.8699951171875 2023-10-13,252.29083277384441,251.1199951171875 2023-10-16,252.1891662597656,253.9199981689453 2023-10-17,251.95233306884765,254.8500061035156 2023-10-18,251.57566630045574,242.67999267578125 2023-10-19,250.83833287556965,220.1100006103516 2023-10-20,250.10966618855795,211.9900054931641 2023-10-23,249.20366617838542,212.0800018310547 2023-10-24,248.35516637166342,216.5200042724609 2023-10-25,247.5443328857422,212.4199981689453 2023-10-26,246.7384994506836,205.75999450683597 2023-10-27,245.87149937947592,207.3000030517578 2023-10-30,244.92983271280926,197.3600006103516 2023-10-31,244.08633270263672,200.83999633789065 2023-11-01,243.3523328145345,205.66000366210935 2023-11-02,242.957666015625,218.50999450683597 2023-11-03,242.53466618855794,219.9600067138672 2023-11-06,242.1449996948242,219.2700042724609 2023-11-07,241.85199966430665,222.17999267578125 2023-11-08,241.67116622924806,222.1100006103516 2023-11-09,241.41083272298178,209.97999572753903 2023-11-10,241.33466593424478,214.6499938964844 2023-11-13,241.47166595458984,223.7100067138672 2023-11-14,241.5738327026367,237.41000366210935 2023-11-15,241.7346659342448,242.83999633789065 2023-11-16,241.6801658630371,233.58999633789065 2023-11-17,241.75116602579752,234.3000030517578 2023-11-20,241.70133285522462,235.6000061035156 2023-11-21,241.74099934895833,241.1999969482422 2023-11-22,241.3581662495931,234.2100067138672 2023-11-24,241.00066630045572,235.4499969482422 2023-11-27,240.6339998881022,236.0800018310547 2023-11-28,240.6625,246.72000122070312 2023-11-29,240.45666681925456,244.13999938964844 2023-11-30,240.25933354695638,240.0800018310547 2023-12-01,240.04833348592123,238.8300018310547 2023-12-04,239.83300018310547,235.5800018310547 2023-12-05,239.2520004272461,238.72000122070312 2023-12-06,238.78350016276042,239.3699951171875 2023-12-07,238.30583368937175,242.63999938964844 2023-12-08,237.76916681925456,243.83999633789065 2023-12-11,237.19166666666666,239.7400054931641 2023-12-12,236.72049992879232,237.00999450683597 2023-12-13,236.26699981689453,239.2899932861328 2023-12-14,236.07466659545898,251.0500030517578 2023-12-15,236.03799997965496,253.5 2023-12-18,236.15799992879232,252.0800018310547 2023-12-19,236.32849985758463,257.2200012207031 2023-12-20,236.37883326212565,247.13999938964844 2023-12-21,236.61216659545897,254.5 2023-12-22,236.71483306884767,252.5399932861328 2023-12-26,236.821332804362,256.6099853515625 2023-12-27,236.98533274332684,261.44000244140625 2023-12-28,237.0961659749349,253.17999267578125 2023-12-29,236.88483250935872,248.47999572753903 " 3323,US,technical,"How many break above events of the 60-day Simple Moving Average line occurred for Southwest Airlines from January 12, 2023 to December 05, 2023? Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",4.0,medium,moving average,SMA_n = 1 / n * \sum_{i=0}^{n-1} P_{t-i},"date,close,low,open 2022-10-18,33.310001373291016,32.97999954223633,33.380001068115234 2022-10-19,33.119998931884766,32.7599983215332,33.97999954223633 2022-10-20,32.810001373291016,32.790000915527344,33.439998626708984 2022-10-21,33.099998474121094,32.380001068115234,32.650001525878906 2022-10-24,33.720001220703125,32.970001220703125,33.279998779296875 2022-10-25,34.619998931884766,33.369998931884766,33.54999923706055 2022-10-26,34.369998931884766,34.310001373291016,34.599998474121094 2022-10-27,35.290000915527344,34.95000076293945,35.31999969482422 2022-10-28,36.22999954223633,34.970001220703125,35.58000183105469 2022-10-31,36.34999847412109,35.709999084472656,36.20000076293945 2022-11-01,36.93999862670898,36.54999923706055,36.84000015258789 2022-11-02,36.5,36.4900016784668,36.70000076293945 2022-11-03,36.959999084472656,35.47999954223633,35.959999084472656 2022-11-04,37.08000183105469,36.810001373291016,37.709999084472656 2022-11-07,37.400001525878906,36.790000915527344,37.310001373291016 2022-11-08,37.43999862670898,37.02999877929688,37.40999984741211 2022-11-09,37.20000076293945,36.91999816894531,37.09000015258789 2022-11-10,38.81999969482422,37.83000183105469,38.400001525878906 2022-11-11,38.36000061035156,38.310001373291016,39.08000183105469 2022-11-14,37.75,37.7400016784668,38.08000183105469 2022-11-15,38.63999938964844,38.06999969482422,38.27999877929688 2022-11-16,37.9900016784668,37.77999877929688,38.36000061035156 2022-11-17,37.630001068115234,37.29999923706055,37.400001525878906 2022-11-18,38.11000061035156,37.709999084472656,38.27000045776367 2022-11-21,37.75,37.66999816894531,38.060001373291016 2022-11-22,38.16999816894531,37.38999938964844,37.81999969482422 2022-11-23,38.630001068115234,38.13999938964844,38.27000045776367 2022-11-25,39.220001220703125,38.56999969482422,38.59999847412109 2022-11-28,38.56999969482422,38.470001220703125,38.959999084472656 2022-11-29,39.25,38.630001068115234,38.630001068115234 2022-11-30,39.90999984741211,38.81999969482422,39.27999877929688 2022-12-01,40.08000183105469,39.709999084472656,40.0 2022-12-02,39.75,39.40999984741211,39.63999938964844 2022-12-05,39.5,39.150001525878906,39.52000045776367 2022-12-06,39.68000030517578,39.34000015258789,39.70000076293945 2022-12-07,37.810001373291016,37.38999938964844,39.36000061035156 2022-12-08,37.4900016784668,37.31999969482422,38.15999984741211 2022-12-09,38.0099983215332,37.150001525878906,37.2599983215332 2022-12-12,38.93999862670898,37.77000045776367,37.91999816894531 2022-12-13,37.77000045776367,37.18999862670898,39.79999923706055 2022-12-14,38.13999938964844,37.66999816894531,38.09999847412109 2022-12-15,37.290000915527344,36.9900016784668,37.77999877929688 2022-12-16,37.27999877929688,36.75,37.02000045776367 2022-12-19,36.34999847412109,36.34000015258789,37.380001068115234 2022-12-20,36.38999938964844,36.130001068115234,36.22999954223633 2022-12-21,36.59999847412109,36.54999923706055,36.65999984741211 2022-12-22,35.459999084472656,35.09000015258789,36.56999969482422 2022-12-23,36.09000015258789,35.18000030517578,35.36000061035156 2022-12-27,33.939998626708984,33.650001525878906,34.61000061035156 2022-12-28,32.189998626708984,32.189998626708984,33.459999084472656 2022-12-29,33.380001068115234,32.209999084472656,32.349998474121094 2022-12-30,33.66999816894531,33.11000061035156,33.150001525878906 2023-01-03,32.599998474121094,32.099998474121094,33.81999969482422 2023-01-04,33.619998931884766,32.70000076293945,32.75 2023-01-05,33.529998779296875,33.25,33.25 2023-01-06,35.08000183105469,32.83000183105469,33.0 2023-01-09,35.61000061035156,34.91999816894531,35.11000061035156 2023-01-10,36.209999084472656,35.209999084472656,35.4900016784668 2023-01-11,35.970001220703125,35.45000076293945,35.61000061035156 2023-01-12,36.970001220703125,36.11000061035156,36.5 2023-01-13,36.9900016784668,35.900001525878906,36.02999877929688 2023-01-17,37.040000915527344,36.43999862670898,36.9900016784668 2023-01-18,36.29999923706055,35.79999923706055,37.630001068115234 2023-01-19,36.45000076293945,35.72999954223633,36.0 2023-01-20,37.060001373291016,36.45000076293945,36.81999969482422 2023-01-23,36.68999862670898,36.52999877929688,37.13999938964844 2023-01-24,36.68000030517578,36.41999816894531,36.4900016784668 2023-01-25,36.869998931884766,36.2599983215332,36.41999816894531 2023-01-26,35.70000076293945,34.81999969482422,36.0 2023-01-27,36.2400016784668,35.45000076293945,35.47999954223633 2023-01-30,35.470001220703125,35.439998626708984,36.0 2023-01-31,35.77000045776367,35.4900016784668,35.59000015258789 2023-02-01,35.630001068115234,35.150001525878906,35.5 2023-02-02,36.81999969482422,35.529998779296875,35.70000076293945 2023-02-03,36.34999847412109,36.290000915527344,36.38999938964844 2023-02-06,36.02000045776367,35.84000015258789,36.0 2023-02-07,36.18999862670898,35.56999969482422,35.900001525878906 2023-02-08,35.29999923706055,35.290000915527344,35.93000030517578 2023-02-09,34.849998474121094,34.83000183105469,35.4900016784668 2023-02-10,34.56999969482422,34.130001068115234,34.5 2023-02-13,35.06999969482422,34.47999954223633,34.56999969482422 2023-02-14,35.5099983215332,34.77000045776367,35.08000183105469 2023-02-15,35.720001220703125,35.04999923706055,35.150001525878906 2023-02-16,35.40999984741211,34.880001068115234,35.400001525878906 2023-02-17,35.36000061035156,34.9900016784668,35.33000183105469 2023-02-21,33.7599983215332,33.599998474121094,34.83000183105469 2023-02-22,33.599998474121094,33.349998474121094,33.68000030517578 2023-02-23,33.63999938964844,33.380001068115234,33.779998779296875 2023-02-24,33.56999969482422,33.029998779296875,33.150001525878906 2023-02-27,33.540000915527344,33.4900016784668,34.0 2023-02-28,33.58000183105469,33.34000015258789,33.58000183105469 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2023-11-17,24.809999465942383,24.239999771118164,24.489999771118164 2023-11-20,25.1299991607666,24.520000457763672,24.76000022888184 2023-11-21,24.6299991607666,24.51000022888184,24.950000762939453 2023-11-22,24.709999084472656,24.5,25.100000381469727 2023-11-24,24.8700008392334,24.65999984741211,24.81999969482422 2023-11-27,24.440000534057617,24.31999969482422,24.76000022888184 2023-11-28,24.81999969482422,24.21999931335449,24.420000076293945 2023-11-29,25.32999992370605,25.0,25.049999237060547 2023-11-30,25.56999969482422,25.06999969482422,25.46999931335449 2023-12-01,26.690000534057617,25.540000915527344,25.61000061035156 2023-12-04,27.299999237060547,26.420000076293945,26.65999984741211 2023-12-05,27.170000076293945,26.82999992370605,27.149999618530277 ","date,60-day,close 2023-01-12,36.610666592915855,36.970001220703125 2023-01-13,36.67199993133545,36.9900016784668 2023-01-17,36.73733329772949,37.040000915527344 2023-01-18,36.79549992879232,36.29999923706055 2023-01-19,36.85133330027262,36.45000076293945 2023-01-20,36.90699996948242,37.060001373291016 2023-01-23,36.94149996439616,36.68999862670898 2023-01-24,36.979999987284344,36.68000030517578 2023-01-25,37.00633328755696,36.869998931884766 2023-01-26,36.99749997456868,35.70000076293945 2023-01-27,36.995666694641116,36.2400016784668 2023-01-30,36.97116673787435,35.470001220703125 2023-01-31,36.95900007883708,35.77000045776367 2023-02-01,36.93683344523112,35.630001068115234 2023-02-02,36.93250007629395,36.81999969482422 2023-02-03,36.91500002543132,36.34999847412109 2023-02-06,36.891333389282224,36.02000045776367 2023-02-07,36.87450002034505,36.18999862670898 2023-02-08,36.81583334604899,35.29999923706055 2023-02-09,36.75733331044515,34.849998474121094 2023-02-10,36.70433330535889,34.56999969482422 2023-02-13,36.64483331044515,35.06999969482422 2023-02-14,36.60349992116292,35.5099983215332 2023-02-15,36.57166659037272,35.720001220703125 2023-02-16,36.52666657765706,35.40999984741211 2023-02-17,36.486833254496254,35.36000061035156 2023-02-21,36.41333325703939,33.7599983215332 2023-02-22,36.32949988047282,33.599998474121094 2023-02-23,36.236499849955244,33.63999938964844 2023-02-24,36.15316651662191,33.56999969482422 2023-02-27,36.05799986521403,33.540000915527344 2023-02-28,35.95249989827474,33.58000183105469 2023-03-01,35.84533322652181,33.650001525878906 2023-03-02,35.74816652933757,33.91999816894531 2023-03-03,35.65949986775716,34.18000030517578 2023-03-06,35.56083316802979,33.7599983215332 2023-03-07,35.48683312733968,33.369998931884766 2023-03-08,35.42699979146322,33.900001525878906 2023-03-09,35.34483318328857,33.08000183105469 2023-03-10,35.24199988047282,32.77000045776367 2023-03-13,35.13016653060913,31.059999465942383 2023-03-14,35.003333218892415,30.530000686645508 2023-03-15,34.87733319600423,29.729999542236328 2023-03-16,34.76399987538655,30.479999542236328 2023-03-17,34.65866657892863,30.030000686645508 2023-03-20,34.553499921162924,30.07999992370605 2023-03-21,34.46083329518636,31.040000915527344 2023-03-22,34.371166642506914,30.07999992370605 2023-03-23,34.263333320617676,29.6200008392334 2023-03-24,34.1914999961853,29.6299991607666 2023-03-27,34.15750001271566,30.149999618530277 2023-03-28,34.11166664759318,30.6299991607666 2023-03-29,34.07450002034505,31.440000534057617 2023-03-30,34.061500040690106,31.81999969482422 2023-03-31,34.04350007375081,32.540000915527344 2023-04-03,34.01283343633016,31.690000534057617 2023-04-04,33.95683339436849,31.71999931335449 2023-04-05,33.88966671625773,31.57999992370605 2023-04-06,33.812666734059654,31.59000015258789 2023-04-10,33.74933334986369,32.16999816894531 2023-04-11,33.678333314259845,32.709999084472656 2023-04-12,33.59916664759318,32.2400016784668 2023-04-13,33.5186666170756,32.209999084472656 2023-04-14,33.44149996439616,31.670000076293945 2023-04-17,33.37249997456868,32.310001373291016 2023-04-18,33.289166641235354,32.060001373291016 2023-04-19,33.21850001017253,32.45000076293945 2023-04-20,33.14399998982747,32.209999084472656 2023-04-21,33.06533336639404,32.150001525878906 2023-04-24,33.006333351135254,32.15999984741211 2023-04-25,32.9238333384196,31.290000915527344 2023-04-26,32.84766664505005,30.899999618530277 2023-04-27,32.74949995676676,29.8799991607666 2023-04-28,32.66049995422363,30.290000915527344 2023-05-01,32.55666662851969,30.59000015258789 2023-05-02,32.45016663869222,29.959999084472656 2023-05-03,32.36299997965495,30.790000915527344 2023-05-04,32.24800001780192,29.290000915527344 2023-05-05,32.15400002797445,29.65999984741211 2023-05-08,32.06633338928223,29.59000015258789 2023-05-09,31.98400004704793,29.6299991607666 2023-05-10,31.88683338165283,29.239999771118164 2023-05-11,31.777833398183187,28.96999931335449 2023-05-12,31.659666697184246,28.6299991607666 2023-05-15,31.55366668701172,29.049999237060547 2023-05-16,31.440000025431313,28.540000915527344 2023-05-17,31.37533337275187,29.8799991607666 2023-05-18,31.31466671625773,29.959999084472656 2023-05-19,31.24533338546753,29.479999542236328 2023-05-22,31.174500052134196,29.31999969482422 2023-05-23,31.106833362579344,29.479999542236328 2023-05-24,31.029500007629395,28.940000534057617 2023-05-25,30.95599997838338,29.239999771118164 2023-05-26,30.884833335876465,29.649999618530277 2023-05-30,30.811833318074545,29.799999237060547 2023-05-31,30.74700002670288,29.8700008392334 2023-06-01,30.676000054677328,29.11000061035156 2023-06-02,30.612166690826417,30.06999969482422 2023-06-05,30.560833326975505,30.0 2023-06-06,30.521166642506916,30.38999938964844 2023-06-07,30.516666666666666,30.790000915527344 2023-06-08,30.517666657765705,30.59000015258789 2023-06-09,30.53250001271566,30.6200008392334 2023-06-12,30.548833338419595,31.459999084472656 2023-06-13,30.589166673024497,32.45000076293945 2023-06-14,30.647333335876464,33.56999969482422 2023-06-15,30.696166674296062,33.970001220703125 2023-06-16,30.765666675567626,34.25 2023-06-20,30.84650001525879,34.470001220703125 2023-06-21,30.925166670481364,34.349998474121094 2023-06-22,30.993999989827476,34.279998779296875 2023-06-23,31.04900000890096,33.93000030517578 2023-06-26,31.091666666666665,34.0 2023-06-27,31.148833338419596,35.25 2023-06-28,31.197666676839194,35.470001220703125 2023-06-29,31.26866668065389,35.95000076293945 2023-06-30,31.343500010172527,36.209999084472656 2023-07-03,31.43450002670288,37.040000915527344 2023-07-05,31.528333377838134,37.220001220703125 2023-07-06,31.610500049591064,37.09999847412109 2023-07-07,31.691833400726317,37.59000015258789 2023-07-10,31.794666703542074,38.40999984741211 2023-07-11,31.910833390553794,39.18000030517578 2023-07-12,32.02550004323324,38.54999923706055 2023-07-13,32.104333368937176,37.040000915527344 2023-07-14,32.17600002288818,36.36000061035156 2023-07-17,32.23966668446859,36.27000045776367 2023-07-18,32.31516672770182,36.7400016784668 2023-07-19,32.40183334350586,37.34999847412109 2023-07-20,32.48383337656657,37.08000183105469 2023-07-21,32.583166694641115,37.25 2023-07-24,32.6881667137146,37.20000076293945 2023-07-25,32.78233337402344,35.529998779296875 2023-07-26,32.8818333307902,36.2599983215332 2023-07-27,32.922333335876466,33.02000045776367 2023-07-28,32.984666697184245,33.70000076293945 2023-07-31,33.04083334604899,34.15999984741211 2023-08-01,33.109833335876466,33.43000030517578 2023-08-02,33.17166665395101,33.369998931884766 2023-08-03,33.21616662343343,32.2599983215332 2023-08-04,33.26783329645793,32.72999954223633 2023-08-07,33.329999987284346,32.970001220703125 2023-08-08,33.40950002670288,33.7400016784668 2023-08-09,33.49283339182536,33.630001068115234 2023-08-10,33.57266674041748,33.84000015258789 2023-08-11,33.65866673787435,33.70000076293945 2023-08-14,33.71950006484985,33.529998779296875 2023-08-15,33.77216672897339,33.119998931884766 2023-08-16,33.82950003941854,32.91999816894531 2023-08-17,33.878000036875406,32.22999954223633 2023-08-18,33.92250006993611,32.150001525878906 2023-08-21,33.97216672897339,31.920000076293945 2023-08-22,34.009833399454756,31.5 2023-08-23,34.04183340072632,31.56999969482422 2023-08-24,34.06550006866455,31.21999931335449 2023-08-25,34.08800004323324,31.21999931335449 2023-08-28,34.12100003560384,31.09000015258789 2023-08-29,34.15000003178914,31.809999465942383 2023-08-30,34.17716668446859,31.6299991607666 2023-08-31,34.19733336766561,31.600000381469727 2023-09-01,34.20783335367839,31.420000076293945 2023-09-05,34.210833358764646,30.770000457763672 2023-09-06,34.2,29.96999931335449 2023-09-07,34.16616668701172,29.43000030517578 2023-09-08,34.11750001907349,29.530000686645508 2023-09-11,34.04816668828328,29.40999984741211 2023-09-12,33.97000001271566,29.280000686645508 2023-09-13,33.87900002797445,28.790000915527344 2023-09-14,33.78683334986369,28.940000534057617 2023-09-15,33.7091667175293,29.690000534057617 2023-09-18,33.622500069936116,29.07999992370605 2023-09-19,33.538833395640054,28.90999984741211 2023-09-20,33.44750006993612,28.520000457763672 2023-09-21,33.33133341471354,28.280000686645508 2023-09-22,33.20766671498617,28.049999237060547 2023-09-25,33.066833368937175,27.5 2023-09-26,32.90600004196167,26.559999465942383 2023-09-27,32.73550001780192,26.809999465942383 2023-09-28,32.56883331934611,27.21999931335449 2023-09-29,32.40166667302449,27.06999969482422 2023-10-02,32.22833334604899,27.190000534057617 2023-10-03,32.035000006357826,26.809999465942383 2023-10-04,31.835333347320557,27.200000762939453 2023-10-05,31.648166688283286,27.31999969482422 2023-10-06,31.48216667175293,27.07999992370605 2023-10-09,31.31783332824707,26.5 2023-10-10,31.157499980926513,26.649999618530277 2023-10-11,30.981833299001057,26.200000762939453 2023-10-12,30.783500003814698,25.450000762939453 2023-10-13,30.588333320617675,25.3700008392334 2023-10-16,30.3943333307902,25.61000061035156 2023-10-17,30.204166666666666,25.790000915527344 2023-10-18,30.023666699727375,24.700000762939453 2023-10-19,29.82550007502238,24.3700008392334 2023-10-20,29.67850008010864,24.200000762939453 2023-10-23,29.52166674931844,24.290000915527344 2023-10-24,29.350666745503744,23.899999618530277 2023-10-25,29.186833413441978,23.600000381469727 2023-10-26,29.020500087738036,23.38999938964844 2023-10-27,28.855166784922282,22.34000015258789 2023-10-30,28.68483346303304,22.51000022888184 2023-10-31,28.505833435058594,22.229999542236328 2023-11-01,28.31400006612142,22.229999542236328 2023-11-02,28.139500045776366,23.15999984741211 2023-11-03,27.970500055948893,23.700000762939453 2023-11-06,27.801000054677328,23.530000686645508 2023-11-07,27.634833399454752,23.559999465942383 2023-11-08,27.48266674677531,23.989999771118164 2023-11-09,27.323166783650716,23.350000381469727 2023-11-10,27.172000122070312,23.15999984741211 2023-11-13,27.021000099182128,23.09000015258789 2023-11-14,26.894000085194907,24.299999237060547 2023-11-15,26.784666760762533,24.940000534057617 2023-11-16,26.663333447774253,24.290000915527344 2023-11-17,26.55650011698405,24.809999465942383 2023-11-20,26.455000114440917,25.1299991607666 2023-11-21,26.347333431243896,24.6299991607666 2023-11-22,26.229000091552734,24.709999084472656 2023-11-24,26.116333452860513,24.8700008392334 2023-11-27,25.99700012207031,24.440000534057617 2023-11-28,25.887000115712485,24.81999969482422 2023-11-29,25.796333440144856,25.32999992370605 2023-11-30,25.723000113169352,25.56999969482422 2023-12-01,25.677333450317384,26.690000534057617 2023-12-04,25.640166759490967,27.299999237060547 2023-12-05,25.602833429972332,27.170000076293945 " 3324,US,technical,"During March 01, 2024 to September 26, 2024, count the number of times Microchip Technology's close price break below the 5-day Simple Moving Average line. Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",27.0,medium,moving average,SMA_n = 1 / n * \sum_{i=0}^{n-1} P_{t-i},"date,close,low,open 2024-02-26,82.9000015258789,82.69999694824219,83.80999755859375 2024-02-27,82.94000244140625,82.93000030517578,83.05000305175781 2024-02-28,82.18000030517578,81.0,81.25 2024-02-29,84.13999938964844,83.0,83.36000061035156 2024-03-01,87.0,84.56999969482422,84.69999694824219 2024-03-04,86.91999816894531,86.79000091552734,87.44000244140625 2024-03-05,85.63999938964844,84.91000366210938,85.83000183105469 2024-03-06,87.80999755859375,86.80999755859375,87.5 2024-03-07,93.33999633789062,89.0,89.0 2024-03-08,88.83999633789062,88.79000091552734,93.11000061035156 2024-03-11,90.56999969482422,88.19000244140625,88.62000274658203 2024-03-12,91.97000122070312,89.94999694824219,91.7699966430664 2024-03-13,90.54000091552734,89.88999938964844,91.41000366210938 2024-03-14,88.9800033569336,88.12000274658203,90.48999786376952 2024-03-15,88.63999938964844,87.52999877929688,87.52999877929688 2024-03-18,88.08000183105469,87.97000122070312,90.23999786376952 2024-03-19,87.27999877929688,86.22000122070312,87.76000213623047 2024-03-20,88.33999633789062,85.80000305175781,86.8499984741211 2024-03-21,88.87000274658203,88.55000305175781,90.4499969482422 2024-03-22,88.04000091552734,87.76000213623047,88.5199966430664 2024-03-25,87.6500015258789,86.37999725341797,86.66999816894531 2024-03-26,86.23999786376953,86.0999984741211,88.36000061035156 2024-03-27,89.19000244140625,86.88999938964844,87.30000305175781 2024-03-28,89.70999908447266,88.95999908447266,89.5999984741211 2024-04-01,89.73999786376953,89.05000305175781,89.73999786376953 2024-04-02,87.9800033569336,86.80999755859375,88.25 2024-04-03,88.13999938964844,86.98999786376953,87.47000122070312 2024-04-04,86.26000213623047,86.05999755859375,89.76000213623047 2024-04-05,87.56999969482422,85.9000015258789,86.18000030517578 2024-04-08,89.1500015258789,87.56999969482422,87.86000061035156 2024-04-09,91.66999816894533,90.05000305175781,90.26000213623048 2024-04-10,88.08999633789062,87.94999694824219,89.4800033569336 2024-04-11,89.27999877929688,87.55000305175781,88.79000091552734 2024-04-12,85.63999938964844,85.55999755859375,88.11000061035156 2024-04-15,85.69999694824219,85.05000305175781,87.70999908447266 2024-04-16,85.93000030517578,85.45999908447266,86.13999938964844 2024-04-17,85.06999969482422,84.69999694824219,86.38999938964844 2024-04-18,84.20999908447266,83.77999877929688,84.66000366210938 2024-04-19,81.68000030517578,80.9000015258789,83.88999938964844 2024-04-22,83.52999877929688,81.68000030517578,82.31999969482422 2024-04-23,86.19000244140625,83.73999786376953,83.87000274658203 2024-04-24,90.68000030517578,89.4000015258789,90.79000091552734 2024-04-25,92.20999908447266,89.81999969482422,91.6500015258789 2024-04-26,93.5999984741211,91.45999908447266,91.45999908447266 2024-04-29,93.18000030517578,92.66000366210938,92.87999725341795 2024-04-30,91.9800033569336,91.9499969482422,92.86000061035156 2024-05-01,88.79000091552734,88.44999694824219,90.43000030517578 2024-05-02,89.45999908447266,87.48999786376953,90.04000091552734 2024-05-03,91.36000061035156,90.6500015258789,91.66999816894533 2024-05-06,93.76000213623048,91.58999633789062,91.66999816894533 2024-05-07,92.05999755859376,91.86000061035156,94.11000061035156 2024-05-08,91.98999786376952,89.81999969482422,91.06999969482422 2024-05-09,91.4800033569336,91.2300033569336,91.72000122070312 2024-05-10,91.5,90.8499984741211,92.13999938964844 2024-05-13,92.54000091552734,92.13999938964844,92.37999725341795 2024-05-14,93.86000061035156,92.72000122070312,92.72000122070312 2024-05-15,95.36000061035156,93.95999908447266,94.58999633789062 2024-05-16,94.23999786376952,94.13999938964844,94.95999908447266 2024-05-17,94.33000183105467,93.4800033569336,94.55999755859376 2024-05-20,96.45999908447266,94.3000030517578,94.47000122070312 2024-05-21,95.77999877929688,94.25,94.4000015258789 2024-05-22,99.48999786376952,97.18000030517578,98.0500030517578 2024-05-23,98.13999938964844,97.0500030517578,99.9800033569336 2024-05-24,98.2300033569336,98.16000366210938,100.02999877929688 2024-05-28,98.81999969482422,97.0999984741211,97.58000183105467 2024-05-29,95.55999755859376,95.4499969482422,96.05999755859376 2024-05-30,96.33000183105467,95.48999786376952,95.5999984741211 2024-05-31,97.2300033569336,93.7699966430664,96.48999786376952 2024-06-03,95.62000274658205,94.19000244140624,97.88999938964844 2024-06-04,94.0,93.6999969482422,95.13999938964844 2024-06-05,94.3000030517578,93.72000122070312,94.5 2024-06-06,93.36000061035156,92.63999938964844,93.37999725341795 2024-06-07,92.8499984741211,92.33000183105467,93.06999969482422 2024-06-10,94.3000030517578,91.93000030517578,92.16000366210938 2024-06-11,93.52999877929688,92.56999969482422,93.54000091552734 2024-06-12,94.5199966430664,93.2300033569336,95.0 2024-06-13,92.80999755859376,91.76000213623048,91.87999725341795 2024-06-14,91.3499984741211,90.62000274658205,91.41999816894533 2024-06-17,91.0199966430664,89.88999938964844,91.4000015258789 2024-06-18,93.4499969482422,90.1999969482422,90.8000030517578 2024-06-20,89.0199966430664,88.36000061035156,92.5 2024-06-21,91.58000183105467,88.75,89.61000061035156 2024-06-24,89.18000030517578,89.0,90.83000183105467 2024-06-25,89.1500015258789,88.16999816894531,89.61000061035156 2024-06-26,90.05000305175781,88.69999694824219,88.95999908447266 2024-06-27,89.43000030517578,88.30000305175781,89.6500015258789 2024-06-28,91.5,90.04000091552734,90.47000122070312 2024-07-01,91.58999633789062,90.16000366210938,91.5 2024-07-02,92.05999755859376,91.01000213623048,91.12000274658205 2024-07-03,93.58000183105467,91.7699966430664,92.27999877929688 2024-07-05,92.13999938964844,92.11000061035156,93.83999633789062 2024-07-08,93.26000213623048,92.1500015258789,92.27999877929688 2024-07-09,92.33999633789062,91.86000061035156,93.5 2024-07-10,95.9800033569336,92.79000091552734,93.27999877929688 2024-07-11,92.08999633789062,92.02999877929688,95.25 2024-07-12,92.61000061035156,92.27999877929688,92.93000030517578 2024-07-15,92.08999633789062,91.7300033569336,92.48999786376952 2024-07-16,94.80999755859376,92.12999725341795,92.70999908447266 2024-07-17,91.5199966430664,91.4000015258789,94.06999969482422 2024-07-18,91.5199966430664,90.27999877929688,92.61000061035156 2024-07-19,88.7699966430664,88.68000030517578,91.6500015258789 2024-07-22,93.12000274658205,89.81999969482422,91.16999816894533 2024-07-23,89.70999908447266,89.5999984741211,91.7699966430664 2024-07-24,86.56999969482422,86.44999694824219,89.72000122070312 2024-07-25,85.02999877929688,82.94000244140625,84.63999938964844 2024-07-26,86.83000183105469,85.37999725341797,86.97000122070312 2024-07-29,87.95999908447266,87.1500015258789,87.76000213623047 2024-07-30,86.54000091552734,86.30999755859375,88.58999633789062 2024-07-31,88.77999877929688,87.1500015258789,87.95999908447266 2024-08-01,84.37000274658203,83.04000091552734,87.5 2024-08-02,75.43000030517578,74.5999984741211,79.44999694824219 2024-08-05,73.86000061035156,73.19000244140625,75.30000305175781 2024-08-06,74.66999816894531,73.7300033569336,74.68000030517578 2024-08-07,72.0,71.7699966430664,76.87000274658203 2024-08-08,77.27999877929688,73.52999877929688,74.3499984741211 2024-08-09,76.08999633789062,74.9800033569336,75.93000030517578 2024-08-12,76.41999816894531,74.95999908447266,76.33000183105469 2024-08-13,79.13999938964844,76.16000366210938,76.93000030517578 2024-08-14,78.0999984741211,76.72000122070312,79.12000274658203 2024-08-15,81.30000305175781,79.25,80.0 2024-08-16,80.8499984741211,80.5,81.23999786376953 2024-08-19,82.02999877929688,79.8499984741211,80.55000305175781 2024-08-20,80.27999877929688,79.75,81.12000274658203 2024-08-21,82.80999755859375,80.80000305175781,80.9000015258789 2024-08-22,79.77999877929688,79.48999786376953,82.2699966430664 2024-08-23,81.79000091552734,80.45999908447266,81.5 2024-08-26,80.30000305175781,79.9800033569336,81.4800033569336 2024-08-27,80.94000244140625,79.02999877929688,80.12000274658203 2024-08-28,79.4000015258789,78.80000305175781,81.01000213623047 2024-08-29,80.9800033569336,80.0,80.20999908447266 2024-08-30,82.16000366210938,81.08999633789062,82.48999786376953 2024-09-03,76.4000015258789,76.13999938964844,80.2699966430664 2024-09-04,76.88999938964844,75.11000061035156,75.38999938964844 2024-09-05,76.75,75.43000030517578,75.80999755859375 2024-09-06,74.08999633789062,73.69000244140625,76.75 2024-09-09,75.41000366210938,74.20999908447266,74.94999694824219 2024-09-10,75.19000244140625,73.1500015258789,75.12000274658203 2024-09-11,77.44999694824219,73.5999984741211,75.19000244140625 2024-09-12,76.08000183105469,75.41999816894531,77.30000305175781 2024-09-13,77.62000274658203,76.75,76.88999938964844 2024-09-16,77.0,75.88999938964844,76.80999755859375 2024-09-17,77.0,76.31999969482422,78.25 2024-09-18,76.36000061035156,76.12000274658203,77.63999938964844 2024-09-19,78.83000183105469,77.88999938964844,79.4800033569336 2024-09-20,77.01000213623047,75.80999755859375,77.26000213623047 2024-09-23,77.05999755859375,76.31999969482422,76.5199966430664 2024-09-24,77.5,77.2699966430664,78.08999633789062 2024-09-25,76.11000061035156,75.87000274658203,76.66999816894531 2024-09-26,80.30999755859375,77.27999877929688,78.83999633789062 ","date,5-day,close 2024-03-01,83.83200073242188,87.0 2024-03-04,84.63600006103516,86.91999816894531 2024-03-05,85.17599945068359,85.63999938964844 2024-03-06,86.30199890136718,87.80999755859375 2024-03-07,88.14199829101562,93.33999633789062 2024-03-08,88.50999755859375,88.83999633789062 2024-03-11,89.23999786376953,90.56999969482422 2024-03-12,90.50599822998046,91.97000122070312 2024-03-13,91.05199890136718,90.54000091552734 2024-03-14,90.18000030517578,88.9800033569336 2024-03-15,90.14000091552734,88.63999938964844 2024-03-18,89.64200134277344,88.08000183105469 2024-03-19,88.7040008544922,87.27999877929688 2024-03-20,88.26399993896484,88.33999633789062 2024-03-21,88.24199981689453,88.87000274658203 2024-03-22,88.12200012207032,88.04000091552734 2024-03-25,88.03600006103515,87.6500015258789 2024-03-26,87.82799987792968,86.23999786376953 2024-03-27,87.99800109863281,89.19000244140625 2024-03-28,88.16600036621094,89.70999908447266 2024-04-01,88.50599975585938,89.73999786376953 2024-04-02,88.5720001220703,87.9800033569336 2024-04-03,88.95200042724609,88.13999938964844 2024-04-04,88.36600036621094,86.26000213623047 2024-04-05,87.93800048828125,87.56999969482422 2024-04-08,87.82000122070312,89.1500015258789 2024-04-09,88.55800018310546,91.66999816894533 2024-04-10,88.54799957275391,88.08999633789062 2024-04-11,89.1519989013672,89.27999877929688 2024-04-12,88.76599884033203,85.63999938964844 2024-04-15,88.07599792480468,85.69999694824219 2024-04-16,86.92799835205078,85.93000030517578 2024-04-17,86.3239990234375,85.06999969482422 2024-04-18,85.30999908447265,84.20999908447266 2024-04-19,84.51799926757812,81.68000030517578 2024-04-22,84.08399963378906,83.52999877929688 2024-04-23,84.13600006103516,86.19000244140625 2024-04-24,85.25800018310547,90.68000030517578 2024-04-25,86.85800018310547,92.20999908447266 2024-04-26,89.24199981689453,93.5999984741211 2024-04-29,91.17200012207032,93.18000030517578 2024-04-30,92.33000030517579,91.9800033569336 2024-05-01,91.95200042724609,88.79000091552734 2024-05-02,91.4020004272461,89.45999908447266 2024-05-03,90.9540008544922,91.36000061035156 2024-05-06,91.07000122070312,93.76000213623048 2024-05-07,91.08600006103516,92.05999755859376 2024-05-08,91.72599945068359,91.98999786376952 2024-05-09,92.13000030517578,91.4800033569336 2024-05-10,92.15800018310547,91.5 2024-05-13,91.91399993896485,92.54000091552734 2024-05-14,92.27400054931641,93.86000061035156 2024-05-15,92.94800109863282,95.36000061035156 2024-05-16,93.49999999999999,94.23999786376952 2024-05-17,94.06600036621094,94.33000183105467 2024-05-20,94.85,96.45999908447266 2024-05-21,95.23399963378907,95.77999877929688 2024-05-22,96.05999908447265,99.48999786376952 2024-05-23,96.83999938964844,98.13999938964844 2024-05-24,97.61999969482422,98.2300033569336 2024-05-28,98.09199981689453,98.81999969482422 2024-05-29,98.04799957275391,95.55999755859376 2024-05-30,97.41600036621094,96.33000183105467 2024-05-31,97.23400115966797,97.2300033569336 2024-06-03,96.71200103759766,95.62000274658205 2024-06-04,95.74800109863281,94.0 2024-06-05,95.49600219726562,94.3000030517578 2024-06-06,94.902001953125,93.36000061035156 2024-06-07,94.0260009765625,92.8499984741211 2024-06-10,93.76200103759766,94.3000030517578 2024-06-11,93.66800079345703,93.52999877929688 2024-06-12,93.71199951171874,94.5199966430664 2024-06-13,93.60199890136718,92.80999755859376 2024-06-14,93.30199890136718,91.3499984741211 2024-06-17,92.6459976196289,91.0199966430664 2024-06-18,92.62999725341797,93.4499969482422 2024-06-20,91.52999725341797,89.0199966430664 2024-06-21,91.28399810791015,91.58000183105467 2024-06-24,90.8499984741211,89.18000030517578 2024-06-25,90.47599945068359,89.1500015258789 2024-06-26,89.79600067138672,90.05000305175781 2024-06-27,89.8780014038086,89.43000030517578 2024-06-28,89.86200103759765,91.5 2024-07-01,90.34400024414063,91.58999633789062 2024-07-02,90.92599945068359,92.05999755859376 2024-07-03,91.63199920654297,93.58000183105467 2024-07-05,92.1739990234375,92.13999938964844 2024-07-08,92.5259994506836,93.26000213623048 2024-07-09,92.67599945068359,92.33999633789062 2024-07-10,93.46000061035156,95.9800033569336 2024-07-11,93.16199951171875,92.08999633789062 2024-07-12,93.25599975585938,92.61000061035156 2024-07-15,93.02199859619141,92.08999633789062 2024-07-16,93.51599884033203,94.80999755859376 2024-07-17,92.62399749755859,91.5199966430664 2024-07-18,92.50999755859375,91.5199966430664 2024-07-19,91.74199676513672,88.7699966430664 2024-07-22,91.947998046875,93.12000274658205 2024-07-23,90.92799835205078,89.70999908447266 2024-07-24,89.93799896240235,86.56999969482422 2024-07-25,88.63999938964844,85.02999877929688 2024-07-26,88.25200042724609,86.83000183105469 2024-07-29,87.21999969482422,87.95999908447266 2024-07-30,86.58600006103515,86.54000091552734 2024-07-31,87.02799987792969,88.77999877929688 2024-08-01,86.89600067138672,84.37000274658203 2024-08-02,84.61600036621094,75.43000030517578 2024-08-05,81.79600067138672,73.86000061035156 2024-08-06,79.42200012207032,74.66999816894531 2024-08-07,76.06600036621094,72.0 2024-08-08,74.6479995727539,77.27999877929688 2024-08-09,74.77999877929688,76.08999633789062 2024-08-12,75.29199829101563,76.41999816894531 2024-08-13,76.18599853515624,79.13999938964844 2024-08-14,77.40599822998047,78.0999984741211 2024-08-15,78.20999908447266,81.30000305175781 2024-08-16,79.16199951171875,80.8499984741211 2024-08-19,80.28399963378907,82.02999877929688 2024-08-20,80.51199951171876,80.27999877929688 2024-08-21,81.45399932861328,82.80999755859375 2024-08-22,81.14999847412109,79.77999877929688 2024-08-23,81.33799896240234,81.79000091552734 2024-08-26,80.99199981689453,80.30000305175781 2024-08-27,81.1240005493164,80.94000244140625 2024-08-28,80.44200134277344,79.4000015258789 2024-08-29,80.68200225830078,80.9800033569336 2024-08-30,80.7560028076172,82.16000366210938 2024-09-03,79.9760025024414,76.4000015258789 2024-09-04,79.16600189208984,76.88999938964844 2024-09-05,78.63600158691406,76.75 2024-09-06,77.25800018310547,74.08999633789062 2024-09-09,75.90800018310547,75.41000366210938 2024-09-10,75.66600036621094,75.19000244140625 2024-09-11,75.77799987792969,77.44999694824219 2024-09-12,75.64400024414063,76.08000183105469 2024-09-13,76.35000152587891,77.62000274658203 2024-09-16,76.66800079345703,77.0 2024-09-17,77.03000030517578,77.0 2024-09-18,76.81200103759765,76.36000061035156 2024-09-19,77.36200103759765,78.83000183105469 2024-09-20,77.24000091552735,77.01000213623047 2024-09-23,77.25200042724609,77.05999755859375 2024-09-24,77.3520004272461,77.5 2024-09-25,77.3020004272461,76.11000061035156 2024-09-26,77.5979995727539,80.30999755859375 " 3325,US,technical,"How many times did the price break above the 20-day Weighted Moving Average line for Global Payments from August 15, 2022 to July 31, 2023? (Weights are 1, 2, ..., n) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",17.0,medium,moving average,WMA_n = \sum_{i=0}^{n-1} (n-i) * P_{t-i} / \sum_{j=1}^{n} j,"date,close,open,low,high 2022-07-19,118.2699966430664,116.0,115.63999938964844,118.52999877929688 2022-07-20,119.87000274658205,118.11000061035156,117.44000244140624,119.98999786376952 2022-07-21,120.2699966430664,119.56999969482422,118.70999908447266,120.93000030517578 2022-07-22,118.70999908447266,119.3499984741211,118.0199966430664,121.6500015258789 2022-07-25,118.47000122070312,119.88999938964844,117.69000244140624,119.88999938964844 2022-07-26,119.81999969482422,119.06999969482422,118.11000061035156,121.9499969482422 2022-07-27,120.31999969482422,121.33999633789062,119.27999877929688,122.48999786376952 2022-07-28,122.51000213623048,120.7300033569336,119.95999908447266,123.01000213623048 2022-07-29,122.31999969482422,122.36000061035156,121.19000244140624,123.36000061035156 2022-08-01,127.9800033569336,123.51000213623048,121.04000091552734,131.47999572753906 2022-08-02,126.4499969482422,126.72000122070312,124.5,127.87000274658205 2022-08-03,130.14999389648438,127.70999908447266,127.08000183105467,131.30999755859375 2022-08-04,128.60000610351562,129.60000610351562,127.73999786376952,131.39999389648438 2022-08-05,128.0,126.66000366210938,126.25,129.85000610351562 2022-08-08,129.3300018310547,129.16000366210938,128.6999969482422,131.0500030517578 2022-08-09,130.3800048828125,128.86000061035156,128.8300018310547,131.1300048828125 2022-08-10,132.60000610351562,133.9600067138672,132.5500030517578,136.17999267578125 2022-08-11,133.5500030517578,134.38999938964844,132.75999450683594,134.8800048828125 2022-08-12,135.44000244140625,134.39999389648438,134.27999877929688,135.99000549316406 2022-08-15,136.22999572753906,133.82000732421875,133.82000732421875,136.77999877929688 2022-08-16,136.14999389648438,135.0,133.27000427246094,136.8800048828125 2022-08-17,133.67999267578125,133.75999450683594,133.22999572753906,134.9199981689453 2022-08-18,134.24000549316406,133.3800048828125,132.66000366210938,134.60000610351562 2022-08-19,132.80999755859375,133.36000061035156,132.10000610351562,134.02000427246094 2022-08-22,129.9600067138672,130.52000427246094,129.47999572753906,131.7899932861328 2022-08-23,128.74000549316406,129.32000732421875,128.63999938964844,131.0800018310547 2022-08-24,128.0,129.02999877929688,127.56999969482422,129.44000244140625 2022-08-25,129.8699951171875,128.1199951171875,127.4499969482422,129.9600067138672 2022-08-26,125.12999725341795,130.11000061035156,124.98999786376952,130.39999389648438 2022-08-29,124.81999969482422,123.80999755859376,123.25,126.41000366210938 2022-08-30,124.6999969482422,125.56999969482422,123.83000183105467,126.13999938964844 2022-08-31,124.2300033569336,125.72000122070312,124.02999877929688,126.13999938964844 2022-09-01,124.8499984741211,123.66999816894533,121.4499969482422,124.9000015258789 2022-09-02,124.0500030517578,126.33999633789062,123.31999969482422,127.06999969482422 2022-09-06,126.33000183105467,125.1500015258789,123.18000030517578,126.41999816894533 2022-09-07,129.74000549316406,126.2300033569336,126.22000122070312,130.38999938964844 2022-09-08,131.72999572753906,128.94000244140625,128.35000610351562,132.16000366210938 2022-09-09,132.6300048828125,132.9499969482422,131.07000732421875,133.24000549316406 2022-09-12,136.4600067138672,133.64999389648438,133.1699981689453,136.63999938964844 2022-09-13,132.1699981689453,132.3699951171875,131.63999938964844,134.05999755859375 2022-09-14,132.4600067138672,131.9199981689453,131.4600067138672,135.58999633789062 2022-09-15,131.42999267578125,131.66000366210938,130.75999450683594,135.38999938964844 2022-09-16,130.67999267578125,129.61000061035156,127.95999908447266,131.0500030517578 2022-09-19,126.97000122070312,129.30999755859375,125.7699966430664,130.0399932861328 2022-09-20,124.16000366210938,125.61000061035156,123.1999969482422,126.4000015258789 2022-09-21,120.7300033569336,125.2300033569336,120.61000061035156,125.97000122070312 2022-09-22,116.08999633789062,120.12999725341795,115.13999938964844,120.8499984741211 2022-09-23,115.04000091552734,114.47000122070312,111.87000274658205,115.12999725341795 2022-09-26,111.80999755859376,114.68000030517578,111.29000091552734,116.1500015258789 2022-09-27,107.98999786376952,112.69000244140624,107.5199966430664,113.1500015258789 2022-09-28,110.7300033569336,107.77999877929688,107.16000366210938,111.16999816894533 2022-09-29,109.54000091552734,109.4800033569336,107.02999877929688,110.5 2022-09-30,108.0500030517578,109.22000122070312,107.97000122070312,111.18000030517578 2022-10-03,110.73999786376952,109.37000274658205,108.2699966430664,111.20999908447266 2022-10-04,116.1500015258789,113.1500015258789,112.54000091552734,116.33999633789062 2022-10-05,117.20999908447266,114.18000030517578,114.12999725341795,117.79000091552734 2022-10-06,113.3000030517578,116.7699966430664,113.1999969482422,116.87999725341795 2022-10-07,112.23999786376952,111.7699966430664,110.37999725341795,112.41999816894533 2022-10-10,109.75,112.19000244140624,108.44000244140624,112.4000015258789 2022-10-11,107.80999755859376,109.23999786376952,105.93000030517578,109.36000061035156 2022-10-12,107.18000030517578,107.73999786376952,106.37000274658205,108.30999755859376 2022-10-13,109.98999786376952,104.58000183105467,104.2300033569336,110.56999969482422 2022-10-14,110.05999755859376,111.7699966430664,109.8000030517578,113.58999633789062 2022-10-17,112.88999938964844,112.7300033569336,112.44000244140624,114.04000091552734 2022-10-18,113.66999816894533,115.0,112.4499969482422,115.4800033569336 2022-10-19,112.66999816894533,112.0,111.80999755859376,114.25 2022-10-20,112.77999877929688,112.9800033569336,112.29000091552734,115.25 2022-10-21,114.25,112.45999908447266,110.83000183105467,114.5999984741211 2022-10-24,115.66000366210938,114.81999969482422,113.3499984741211,116.3499984741211 2022-10-25,118.18000030517578,115.97000122070312,115.88999938964844,118.5199966430664 2022-10-26,120.61000061035156,119.29000091552734,119.08999633789062,123.9000015258789 2022-10-27,121.87000274658205,120.6500015258789,119.1500015258789,121.9000015258789 2022-10-28,125.30999755859376,122.41000366210938,121.87999725341795,125.58999633789062 2022-10-31,114.26000213623048,124.0,113.63999938964844,124.16000366210938 2022-11-01,113.66999816894533,115.06999969482422,113.12000274658205,116.12999725341795 2022-11-02,107.58000183105467,113.25,107.5,113.6999969482422 2022-11-03,94.33999633789062,104.16999816894533,93.98999786376952,104.3000030517578 2022-11-04,97.4499969482422,95.5,94.04000091552734,97.87999725341795 2022-11-07,99.13999938964844,98.38999938964844,95.4499969482422,99.1999969482422 2022-11-08,99.94000244140624,100.0199966430664,99.02999877929688,101.97000122070312 2022-11-09,96.83000183105467,99.02999877929688,96.23999786376952,99.0500030517578 2022-11-10,102.88999938964844,101.97000122070312,101.11000061035156,104.12999725341795 2022-11-11,104.37999725341795,102.62999725341795,102.05999755859376,105.2300033569336 2022-11-14,103.2300033569336,102.08000183105467,102.08000183105467,104.73999786376952 2022-11-15,102.27999877929688,105.5199966430664,101.11000061035156,106.0199966430664 2022-11-16,99.31999969482422,101.86000061035156,99.06999969482422,101.91000366210938 2022-11-17,97.66000366210938,97.3000030517578,96.41000366210938,97.83999633789062 2022-11-18,98.01000213623048,100.0,97.05999755859376,101.87999725341795 2022-11-21,96.11000061035156,97.56999969482422,94.68000030517578,97.76000213623048 2022-11-22,99.18000030517578,96.52999877929688,95.6500015258789,99.55999755859376 2022-11-23,100.16999816894533,98.4000015258789,98.36000061035156,101.13999938964844 2022-11-25,101.6999969482422,100.29000091552734,100.2300033569336,102.41999816894533 2022-11-28,99.7699966430664,100.31999969482422,99.4499969482422,101.55999755859376 2022-11-29,99.83000183105467,99.79000091552734,98.63999938964844,100.5999984741211 2022-11-30,103.77999877929688,99.19000244140624,98.68000030517578,104.52999877929688 2022-12-01,103.52999877929688,103.73999786376952,103.08000183105467,105.33999633789062 2022-12-02,103.08000183105467,101.88999938964844,101.41000366210938,103.41000366210938 2022-12-05,101.43000030517578,101.81999969482422,100.80999755859376,102.83000183105467 2022-12-06,97.6500015258789,101.30999755859376,96.83000183105467,101.44000244140624 2022-12-07,98.83999633789062,97.93000030517578,96.1999969482422,98.87999725341795 2022-12-08,98.93000030517578,99.75,98.29000091552734,101.0500030517578 2022-12-09,97.81999969482422,97.83999633789062,97.3499984741211,98.95999908447266 2022-12-12,99.63999938964844,98.05999755859376,97.58999633789062,99.9499969482422 2022-12-13,99.4499969482422,103.43000030517578,98.91000366210938,103.6500015258789 2022-12-14,97.7300033569336,99.33999633789062,96.2699966430664,100.13999938964844 2022-12-15,94.93000030517578,96.86000061035156,94.47000122070312,97.51000213623048 2022-12-16,94.77999877929688,94.0999984741211,92.75,95.4800033569336 2022-12-19,93.12999725341795,94.2699966430664,92.2699966430664,94.52999877929688 2022-12-20,94.0,92.3499984741211,92.31999969482422,94.2699966430664 2022-12-21,95.79000091552734,94.77999877929688,94.45999908447266,96.4000015258789 2022-12-22,94.5500030517578,94.6500015258789,92.52999877929688,95.16000366210938 2022-12-23,96.72000122070312,94.26000213623048,94.05999755859376,97.02999877929688 2022-12-27,97.68000030517578,96.5,96.3499984741211,98.01000213623048 2022-12-28,96.37000274658205,97.87000274658205,96.05999755859376,98.75 2022-12-29,99.1999969482422,97.13999938964844,96.72000122070312,99.83999633789062 2022-12-30,99.31999969482422,98.08000183105467,97.72000122070312,99.3499984741211 2023-01-03,100.1999969482422,100.70999908447266,99.02999877929688,102.02999877929688 2023-01-04,103.4800033569336,101.37999725341795,101.0,103.9800033569336 2023-01-05,101.9800033569336,102.52999877929688,101.0,102.94000244140624 2023-01-06,105.16999816894533,103.47000122070312,102.97000122070312,106.0 2023-01-09,106.45999908447266,105.20999908447266,104.97000122070312,107.61000061035156 2023-01-10,105.30999755859376,106.41999816894533,104.69000244140624,106.95999908447266 2023-01-11,105.5999984741211,105.8499984741211,104.63999938964844,106.3000030517578 2023-01-12,108.3499984741211,105.93000030517578,105.77999877929688,108.4000015258789 2023-01-13,107.66000366210938,107.25,106.33000183105467,108.41999816894533 2023-01-17,111.45999908447266,110.76000213623048,108.6999969482422,111.95999908447266 2023-01-18,109.20999908447266,112.55999755859376,109.18000030517578,113.44000244140624 2023-01-19,108.63999938964844,107.54000091552734,107.08000183105467,109.36000061035156 2023-01-20,111.94000244140624,109.22000122070312,108.4499969482422,112.12000274658205 2023-01-23,113.43000030517578,112.18000030517578,111.16000366210938,114.20999908447266 2023-01-24,112.29000091552734,113.4499969482422,111.9800033569336,114.7300033569336 2023-01-25,111.68000030517578,110.3499984741211,108.8000030517578,111.91999816894533 2023-01-26,112.5199966430664,112.8000030517578,111.0199966430664,113.16999816894533 2023-01-27,112.70999908447266,112.31999969482422,111.52999877929688,113.33999633789062 2023-01-30,110.29000091552734,111.48999786376952,110.11000061035156,111.94000244140624 2023-01-31,112.72000122070312,110.12000274658205,109.95999908447266,112.81999969482422 2023-02-01,115.4800033569336,112.63999938964844,112.08000183105467,116.25 2023-02-02,116.1500015258789,117.1500015258789,115.7300033569336,119.12000274658205 2023-02-03,113.05999755859376,113.61000061035156,112.27999877929688,114.47000122070312 2023-02-06,111.16999816894533,111.63999938964844,110.87000274658205,112.79000091552734 2023-02-07,114.2699966430664,110.81999969482422,110.6500015258789,114.63999938964844 2023-02-08,111.62999725341795,113.62000274658205,111.22000122070312,114.11000061035156 2023-02-09,111.63999938964844,113.30999755859376,111.56999969482422,114.9499969482422 2023-02-10,117.87999725341795,113.70999908447266,113.01000213623048,118.7699966430664 2023-02-13,114.77999877929688,116.86000061035156,113.58999633789062,117.0 2023-02-14,116.18000030517578,114.0500030517578,113.19000244140624,118.19000244140624 2023-02-15,117.95999908447266,114.7699966430664,114.7699966430664,118.9000015258789 2023-02-16,117.3499984741211,115.9499969482422,115.5199966430664,118.4499969482422 2023-02-17,116.30999755859376,116.55999755859376,114.76000213623048,116.98999786376952 2023-02-21,113.12000274658205,114.93000030517578,112.9000015258789,115.1999969482422 2023-02-22,113.94000244140624,113.43000030517578,113.08999633789062,114.37999725341795 2023-02-23,113.75,114.86000061035156,112.6500015258789,115.43000030517578 2023-02-24,112.20999908447266,111.72000122070312,110.9499969482422,112.41000366210938 2023-02-27,113.54000091552734,113.33999633789062,112.41000366210938,114.26000213623048 2023-02-28,112.1999969482422,113.48999786376952,112.08999633789062,113.91000366210938 2023-03-01,111.68000030517578,111.58000183105467,109.9499969482422,112.16000366210938 2023-03-02,110.72000122070312,111.2699966430664,110.0,111.79000091552734 2023-03-03,112.8000030517578,111.38999938964844,111.0199966430664,112.97000122070312 2023-03-06,112.61000061035156,112.95999908447266,112.52999877929688,114.44000244140624 2023-03-07,108.81999969482422,112.30999755859376,108.81999969482422,112.79000091552734 2023-03-08,108.91000366210938,108.70999908447266,107.7699966430664,109.56999969482422 2023-03-09,105.20999908447266,109.44000244140624,105.0,109.44000244140624 2023-03-10,100.0,104.29000091552734,99.5999984741211,104.6999969482422 2023-03-13,95.9800033569336,98.23999786376952,94.0500030517578,98.73999786376952 2023-03-14,101.1999969482422,99.4000015258789,99.16999816894533,101.73999786376952 2023-03-15,99.4800033569336,97.26000213623048,95.6500015258789,99.52999877929688 2023-03-16,100.91999816894533,98.37000274658205,96.56999969482422,101.18000030517578 2023-03-17,98.5500030517578,100.88999938964844,97.9499969482422,100.88999938964844 2023-03-20,99.83000183105467,99.19000244140624,98.7300033569336,100.98999786376952 2023-03-21,102.4499969482422,102.12999725341795,100.8000030517578,103.41999816894533 2023-03-22,98.91999816894533,102.02999877929688,98.88999938964844,102.66000366210938 2023-03-23,98.44000244140624,98.9499969482422,97.1999969482422,100.91999816894533 2023-03-24,98.43000030517578,97.0,95.77999877929688,98.62999725341795 2023-03-27,99.1500015258789,100.29000091552734,98.69000244140624,101.72000122070312 2023-03-28,99.58000183105467,98.7699966430664,98.29000091552734,99.87999725341795 2023-03-29,103.33000183105467,101.4000015258789,100.87999725341795,103.5500030517578 2023-03-30,103.19000244140624,104.9800033569336,103.0500030517578,105.81999969482422 2023-03-31,105.23999786376952,103.48999786376952,103.48999786376952,105.47000122070312 2023-04-03,105.25,105.08999633789062,104.4800033569336,105.62000274658205 2023-04-04,103.30999755859376,105.9800033569336,103.02999877929688,106.08999633789062 2023-04-05,103.93000030517578,102.4000015258789,102.2300033569336,104.55999755859376 2023-04-06,105.0999984741211,103.5199966430664,103.05999755859376,105.41000366210938 2023-04-10,104.8000030517578,104.36000061035156,103.05999755859376,105.23999786376952 2023-04-11,105.86000061035156,105.4000015258789,104.75,106.76000213623048 2023-04-12,105.20999908447266,108.19000244140624,104.98999786376952,108.52999877929688 2023-04-13,106.95999908447266,105.20999908447266,105.1999969482422,107.80999755859376 2023-04-14,107.55999755859376,107.37000274658205,106.87000274658205,108.48999786376952 2023-04-17,109.75,107.47000122070312,107.16999816894533,109.80999755859376 2023-04-18,109.08999633789062,108.86000061035156,107.8000030517578,109.72000122070312 2023-04-19,109.98999786376952,110.45999908447266,108.5500030517578,110.61000061035156 2023-04-20,109.0999984741211,109.33999633789062,108.33000183105467,109.70999908447266 2023-04-21,108.88999938964844,109.4499969482422,108.66999816894533,109.95999908447266 2023-04-24,108.23999786376952,109.08999633789062,107.54000091552734,109.19000244140624 2023-04-25,105.72000122070312,107.26000213623048,105.63999938964844,107.9800033569336 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2023-03-23,102.30619096301851,98.44000244140624 2023-03-24,101.65919094993954,98.43000030517578 2023-03-27,101.14638152349563,99.1500015258789 2023-03-28,100.74304831368583,99.58000183105467 2023-03-29,100.75695317586263,103.33000183105467 2023-03-30,100.79728666033064,103.19000244140624 2023-03-31,101.0687149411156,105.23999786376952 2023-04-03,101.37709583100819,105.25 2023-04-04,101.53576220557804,103.30999755859376 2023-04-05,101.77971456618536,103.93000030517578 2023-04-06,102.15880962553479,105.0999984741211 2023-04-10,102.50985750470842,104.8000030517578 2023-04-11,102.93900037493025,105.86000061035156 2023-04-12,103.25919073195685,105.20999908447266 2023-04-13,103.72695250738235,106.95999908447266 2023-04-14,104.21623796735491,107.55999755859376 2023-04-17,104.88247604370117,109.75 2023-04-18,105.43252330961681,109.08999633789062 2023-04-19,106.02418979463123,109.98999786376952 2023-04-20,106.49518966674805,109.0999984741211 2023-04-21,106.89771343412853,108.88999938964844 2023-04-24,107.18857040405274,108.23999786376952 2023-04-25,107.19271341959636,105.72000122070312 2023-04-26,107.05795120965867,104.58999633789062 2023-04-27,107.38123713902064,109.6500015258789 2023-04-28,107.96585617065429,112.70999908447266 2023-05-01,107.58038006737118,103.0 2023-05-02,106.9884278796968,100.72000122070312 2023-05-03,106.71138062250047,103.8000030517578 2023-05-04,106.21104765392485,101.4800033569336 2023-05-05,106.03666661580404,104.77999877929688 2023-05-08,105.8542857215518,104.68000030517578 2023-05-09,105.86676207042876,106.72000122070312 2023-05-10,105.59323850359236,103.76000213623048 2023-05-11,105.30471460251582,103.52999877929688 2023-05-12,104.94395257859003,102.5999984741211 2023-05-15,104.64966717674619,103.0500030517578 2023-05-16,104.14538167317708,100.51000213623048 2023-05-17,103.99338153657459,103.77999877929688 2023-05-18,103.898571958996,104.06999969482422 2023-05-19,103.62676231747582,101.95999908447266 2023-05-22,103.54985787527902,103.66000366210938 2023-05-23,103.31762001400902,101.8000030517578 2023-05-24,102.83642926897322,98.98999786376952 2023-05-25,102.43142939976283,99.51000213623048 2023-05-26,102.11852467854818,99.97000122070312 2023-05-30,101.78628623599099,99.12999725341795 2023-05-31,101.33533401489258,97.69000244140624 2023-06-01,101.00833358764649,98.83999633789062 2023-06-02,100.85257157825288,100.38999938964844 2023-06-05,100.48390473865328,98.0999984741211 2023-06-06,100.40609515962147,100.81999969482422 2023-06-07,100.45047643752325,101.91000366210938 2023-06-08,100.41871475946336,100.87000274658205 2023-06-09,100.32642865862165,100.08999633789062 2023-06-12,100.3086188180106,100.6999969482422 2023-06-13,100.29128552391415,100.61000061035156 2023-06-14,100.33795253208706,101.16000366210938 2023-06-15,100.4567617507208,101.9499969482422 2023-06-16,100.46333320254371,100.68000030517578 2023-06-20,100.52033328101749,101.04000091552734 2023-06-21,100.45028599330357,99.66000366210938 2023-06-22,100.39547671363468,99.62000274658205 2023-06-23,100.27676206316266,98.83999633789062 2023-06-26,99.93780935378302,96.5199966430664 2023-06-27,99.55404761178153,95.9000015258789 2023-06-28,99.29823819115049,97.04000091552734 2023-06-29,99.04571449643089,96.97000122070312 2023-06-30,98.9442379906064,98.5199966430664 2023-07-03,99.19095262799944,102.16000366210938 2023-07-05,99.6768575759161,104.76000213623048 2023-07-06,100.17866726829892,105.26000213623048 2023-07-07,100.71552421933129,105.8499984741211 2023-07-10,101.2707620893206,106.23999786376952 2023-07-11,101.99947655087425,108.33000183105467 2023-07-12,102.74133340744746,108.87999725341795 2023-07-13,103.77280974615188,112.33000183105467 2023-07-14,104.71323819841658,111.95999908447266 2023-07-17,105.6346194312686,112.3000030517578 2023-07-18,106.63623878842309,113.66000366210938 2023-07-19,107.50081042335147,112.87000274658205 2023-07-20,108.23381053379603,112.08000183105467 2023-07-21,108.75623884655181,110.48999786376952 2023-07-24,109.41833405267624,112.5 2023-07-25,109.92585758027576,111.55999755859376 2023-07-26,110.33985770089286,111.33000183105467 2023-07-27,110.35561937604632,107.91999816894533 2023-07-28,110.4119526091076,108.88999938964844 2023-07-31,110.54104781377883,110.25 " 3326,US,technical,"From December 04, 2024 to August 17, 2025, how many times did PPL Corporation's price break below the 20-day Weighted Moving Average line? (Weights are 1, 2, ..., n) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",12.0,medium,moving average,WMA_n = \sum_{i=0}^{n-1} (n-i) * P_{t-i} / \sum_{j=1}^{n} j,"date,close,open,low,high 2024-11-06,32.54999923706055,32.54999923706055,32.34000015258789,32.900001525878906 2024-11-07,32.34000015258789,32.61000061035156,32.099998474121094,32.7599983215332 2024-11-08,33.060001373291016,32.43000030517578,32.41999816894531,33.18000030517578 2024-11-11,33.459999084472656,33.0,33.0,33.58000183105469 2024-11-12,33.2400016784668,33.47999954223633,33.20000076293945,33.58000183105469 2024-11-13,33.4900016784668,33.369998931884766,33.20000076293945,33.599998474121094 2024-11-14,33.209999084472656,33.540000915527344,33.16999816894531,33.54999923706055 2024-11-15,33.70000076293945,33.290000915527344,33.18000030517578,33.75 2024-11-18,34.0,33.70000076293945,33.63999938964844,34.04999923706055 2024-11-19,34.13999938964844,33.86000061035156,33.709999084472656,34.15999984741211 2024-11-20,34.27000045776367,34.099998474121094,33.779998779296875,34.31999969482422 2024-11-21,34.849998474121094,34.349998474121094,34.189998626708984,34.88999938964844 2024-11-22,34.45000076293945,34.93000030517578,34.43000030517578,35.0 2024-11-25,34.400001525878906,34.5,34.08000183105469,34.75 2024-11-26,34.84000015258789,34.45000076293945,34.369998931884766,34.849998474121094 2024-11-27,35.0,34.939998626708984,34.880001068115234,35.13999938964844 2024-11-29,34.93000030517578,34.95000076293945,34.790000915527344,35.150001525878906 2024-12-02,34.439998626708984,34.939998626708984,34.22999954223633,34.97999954223633 2024-12-03,34.25,34.619998931884766,34.25,34.68000030517578 2024-12-04,34.02000045776367,34.220001220703125,33.869998931884766,34.36000061035156 2024-12-05,34.09000015258789,34.0,33.90999984741211,34.349998474121094 2024-12-06,33.599998474121094,34.02000045776367,33.560001373291016,34.13999938964844 2024-12-09,33.150001525878906,33.529998779296875,33.130001068115234,33.599998474121094 2024-12-10,32.91999816894531,32.869998931884766,32.400001525878906,33.02000045776367 2024-12-11,32.72999954223633,33.099998474121094,32.66999816894531,33.130001068115234 2024-12-12,32.290000915527344,32.88999938964844,32.290000915527344,32.91999816894531 2024-12-13,32.290000915527344,32.31999969482422,32.18000030517578,32.56999969482422 2024-12-16,32.31999969482422,32.349998474121094,32.29999923706055,32.779998779296875 2024-12-17,32.2599983215332,32.15999984741211,32.119998931884766,32.47999954223633 2024-12-18,31.59000015258789,32.15999984741211,31.56999969482422,32.29999923706055 2024-12-19,32.02000045776367,31.540000915527344,31.520000457763672,32.290000915527344 2024-12-20,32.43000030517578,31.8700008392334,31.850000381469727,32.459999084472656 2024-12-23,32.40999984741211,32.279998779296875,32.11000061035156,32.470001220703125 2024-12-24,32.599998474121094,32.40999984741211,32.31999969482422,32.619998931884766 2024-12-26,32.619998931884766,32.58000183105469,32.43000030517578,32.68000030517578 2024-12-27,32.52000045776367,32.400001525878906,32.33000183105469,32.75 2024-12-30,32.38999938964844,32.40999984741211,32.06999969482422,32.459999084472656 2024-12-31,32.459999084472656,32.45000076293945,32.189998626708984,32.59000015258789 2025-01-02,32.18000030517578,32.58000183105469,32.08000183105469,32.68000030517578 2025-01-03,32.27000045776367,32.2599983215332,32.150001525878906,32.5 2025-01-06,31.729999542236328,32.15999984741211,31.65999984741211,32.2400016784668 2025-01-07,32.0,31.8799991607666,31.81999969482422,32.13999938964844 2025-01-08,32.16999816894531,31.899999618530277,31.61000061035156,32.18000030517578 2025-01-10,31.729999542236328,31.940000534057617,31.690000534057617,32.2400016784668 2025-01-13,31.68000030517578,31.770000457763672,31.21999931335449,31.799999237060547 2025-01-14,31.979999542236328,31.690000534057617,31.600000381469727,32.099998474121094 2025-01-15,32.11000061035156,32.27000045776367,31.989999771118164,32.43000030517578 2025-01-16,33.16999816894531,32.099998474121094,32.029998779296875,33.20000076293945 2025-01-17,33.25,33.13999938964844,33.0099983215332,33.369998931884766 2025-01-21,33.56999969482422,33.45000076293945,33.380001068115234,33.790000915527344 2025-01-22,32.65999984741211,33.560001373291016,32.630001068115234,33.56999969482422 2025-01-23,32.7400016784668,32.72999954223633,32.599998474121094,33.029998779296875 2025-01-24,32.880001068115234,32.63999938964844,32.63999938964844,32.95000076293945 2025-01-27,33.5099983215332,33.119998931884766,32.2400016784668,33.529998779296875 2025-01-28,32.84000015258789,33.47999954223633,32.65999984741211,33.54999923706055 2025-01-29,32.72999954223633,32.84000015258789,32.65999984741211,33.119998931884766 2025-01-30,33.470001220703125,33.15999984741211,33.029998779296875,33.5 2025-01-31,33.599998474121094,33.540000915527344,33.349998474121094,33.619998931884766 2025-02-03,33.810001373291016,33.380001068115234,33.2599983215332,33.849998474121094 2025-02-04,33.61000061035156,33.70000076293945,33.349998474121094,33.95000076293945 2025-02-05,33.91999816894531,33.959999084472656,33.650001525878906,33.9900016784668 2025-02-06,34.11000061035156,34.0,33.70000076293945,34.16999816894531 2025-02-07,34.13999938964844,33.959999084472656,33.869998931884766,34.27000045776367 2025-02-10,34.22999954223633,34.08000183105469,33.709999084472656,34.2400016784668 2025-02-11,34.52000045776367,34.16999816894531,33.7599983215332,34.540000915527344 2025-02-12,34.52000045776367,33.97999954223633,33.91999816894531,34.529998779296875 2025-02-13,34.40999984741211,34.20000076293945,33.45000076293945,34.880001068115234 2025-02-14,33.72999954223633,34.4900016784668,33.70000076293945,34.650001525878906 2025-02-18,34.20000076293945,33.86000061035156,33.709999084472656,34.27000045776367 2025-02-19,34.38999938964844,34.25,34.130001068115234,34.689998626708984 2025-02-20,34.150001525878906,34.310001373291016,34.0,34.4900016784668 2025-02-21,34.720001220703125,34.06999969482422,34.06999969482422,34.86000061035156 2025-02-24,34.880001068115234,34.880001068115234,34.5099983215332,35.150001525878906 2025-02-25,34.97999954223633,35.04999923706055,34.7599983215332,35.06999969482422 2025-02-26,34.869998931884766,34.93000030517578,34.709999084472656,35.099998474121094 2025-02-27,34.45000076293945,34.65999984741211,34.38999938964844,35.0099983215332 2025-02-28,35.209999084472656,34.779998779296875,34.58000183105469,35.279998779296875 2025-03-03,35.66999816894531,35.150001525878906,35.13999938964844,35.689998626708984 2025-03-04,34.720001220703125,35.7400016784668,34.650001525878906,35.90999984741211 2025-03-05,34.540000915527344,34.650001525878906,34.310001373291016,34.939998626708984 2025-03-06,33.88999938964844,34.439998626708984,33.75,34.459999084472656 2025-03-07,34.06999969482422,33.880001068115234,33.79999923706055,34.400001525878906 2025-03-10,34.279998779296875,33.810001373291016,33.7599983215332,34.56999969482422 2025-03-11,34.279998779296875,34.22999954223633,34.06999969482422,34.63999938964844 2025-03-12,33.970001220703125,34.18000030517578,33.91999816894531,34.36000061035156 2025-03-13,34.150001525878906,34.09000015258789,33.90999984741211,34.27000045776367 2025-03-14,34.88999938964844,34.060001373291016,34.02000045776367,35.0099983215332 2025-03-17,35.150001525878906,34.880001068115234,34.880001068115234,35.41999816894531 2025-03-18,34.81999969482422,35.0,34.59000015258789,35.119998931884766 2025-03-19,34.9900016784668,34.790000915527344,34.65999984741211,35.02000045776367 2025-03-20,34.97999954223633,35.04999923706055,34.849998474121094,35.13999938964844 2025-03-21,34.7599983215332,34.880001068115234,34.439998626708984,35.0099983215332 2025-03-24,34.779998779296875,34.790000915527344,34.650001525878906,35.0099983215332 2025-03-25,34.08000183105469,34.70000076293945,33.90999984741211,34.709999084472656 2025-03-26,34.599998474121094,34.13999938964844,34.099998474121094,34.66999816894531 2025-03-27,34.97999954223633,34.75,34.58000183105469,35.08000183105469 2025-03-28,35.709999084472656,35.20000076293945,35.060001373291016,35.970001220703125 2025-03-31,36.11000061035156,35.93000030517578,35.790000915527344,36.41999816894531 2025-04-01,36.060001373291016,36.040000915527344,35.720001220703125,36.09999847412109 2025-04-02,36.130001068115234,36.09999847412109,35.77000045776367,36.310001373291016 2025-04-03,36.22999954223633,36.400001525878906,36.0099983215332,36.63999938964844 2025-04-04,34.459999084472656,36.400001525878906,34.27000045776367,36.4900016784668 2025-04-07,33.52000045776367,34.040000915527344,32.88999938964844,34.310001373291016 2025-04-08,33.540000915527344,34.060001373291016,33.119998931884766,34.459999084472656 2025-04-09,34.15999984741211,33.189998626708984,32.5,34.5 2025-04-10,34.20000076293945,34.02000045776367,33.529998779296875,34.619998931884766 2025-04-11,34.7400016784668,34.25,33.75,34.869998931884766 2025-04-14,35.45000076293945,34.959999084472656,34.84000015258789,35.54999923706055 2025-04-15,35.369998931884766,35.58000183105469,35.33000183105469,35.720001220703125 2025-04-16,35.279998779296875,35.47999954223633,35.150001525878906,35.70000076293945 2025-04-17,35.720001220703125,35.47999954223633,35.2400016784668,36.150001525878906 2025-04-21,35.310001373291016,35.56999969482422,34.779998779296875,35.63999938964844 2025-04-22,36.209999084472656,35.619998931884766,35.54999923706055,36.310001373291016 2025-04-23,36.2400016784668,36.0,35.849998474121094,36.65999984741211 2025-04-24,36.25,36.060001373291016,35.88999938964844,36.619998931884766 2025-04-25,35.93000030517578,36.18999862670898,35.869998931884766,36.34000015258789 2025-04-28,36.459999084472656,35.90999984741211,35.849998474121094,36.52000045776367 2025-04-29,36.38999938964844,36.2400016784668,36.15999984741211,36.56999969482422 2025-04-30,36.5,36.68999862670898,35.91999816894531,36.70000076293945 2025-05-01,36.08000183105469,36.459999084472656,36.0099983215332,36.619998931884766 2025-05-02,36.16999816894531,36.20000076293945,35.88999938964844,36.34999847412109 2025-05-05,36.27999877929688,36.20000076293945,35.84000015258789,36.380001068115234 2025-05-06,36.119998931884766,36.2400016784668,36.06999969482422,36.40999984741211 2025-05-07,36.33000183105469,36.04999923706055,36.04999923706055,36.58000183105469 2025-05-08,35.619998931884766,36.18000030517578,35.540000915527344,36.22999954223633 2025-05-09,35.5099983215332,35.72999954223633,35.209999084472656,35.7400016784668 2025-05-12,34.56999969482422,35.15999984741211,34.40999984741211,35.15999984741211 2025-05-13,33.790000915527344,34.54999923706055,33.75,34.59000015258789 2025-05-14,33.52000045776367,33.68000030517578,33.119998931884766,33.75 2025-05-15,34.41999816894531,33.790000915527344,33.70000076293945,34.5099983215332 2025-05-16,34.86000061035156,34.47999954223633,34.33000183105469,34.90999984741211 2025-05-19,35.02000045776367,34.72999954223633,34.650001525878906,35.09000015258789 2025-05-20,34.88999938964844,34.90999984741211,34.7400016784668,35.09000015258789 2025-05-21,34.619998931884766,34.77000045776367,34.439998626708984,34.95000076293945 2025-05-22,34.380001068115234,34.5099983215332,34.0,34.59000015258789 2025-05-23,34.66999816894531,34.599998474121094,34.119998931884766,34.7599983215332 2025-05-27,34.849998474121094,34.97999954223633,34.63999938964844,35.0 2025-05-28,34.18000030517578,34.72999954223633,34.040000915527344,34.7599983215332 2025-05-29,34.41999816894531,34.029998779296875,34.0,34.459999084472656 2025-05-30,34.75,34.41999816894531,34.220001220703125,34.84000015258789 2025-06-02,34.720001220703125,34.4900016784668,34.369998931884766,34.7599983215332 2025-06-03,34.5,34.790000915527344,34.209999084472656,34.790000915527344 2025-06-04,34.16999816894531,34.439998626708984,34.150001525878906,34.61000061035156 2025-06-05,34.099998474121094,34.209999084472656,33.959999084472656,34.22999954223633 2025-06-06,34.040000915527344,34.13999938964844,33.86000061035156,34.2400016784668 2025-06-09,33.91999816894531,33.900001525878906,33.720001220703125,34.2400016784668 2025-06-10,33.720001220703125,33.689998626708984,33.540000915527344,33.79999923706055 2025-06-11,33.779998779296875,33.7599983215332,33.68000030517578,33.939998626708984 2025-06-12,34.380001068115234,33.93000030517578,33.84000015258789,34.38999938964844 2025-06-13,33.88999938964844,34.40999984741211,33.810001373291016,34.41999816894531 2025-06-16,33.65999984741211,34.02000045776367,33.54999923706055,34.209999084472656 2025-06-17,33.45000076293945,33.599998474121094,33.290000915527344,33.65999984741211 2025-06-18,33.59000015258789,33.560001373291016,33.290000915527344,33.65999984741211 2025-06-20,33.77000045776367,33.63999938964844,33.56999969482422,34.08000183105469 2025-06-23,34.29999923706055,33.95000076293945,33.68000030517578,34.380001068115234 2025-06-24,34.209999084472656,34.29999923706055,34.20000076293945,34.58000183105469 2025-06-25,33.5,34.04999923706055,33.5,34.15999984741211 2025-06-26,33.619998931884766,33.540000915527344,33.31999969482422,33.7400016784668 2025-06-27,33.560001373291016,33.63999938964844,33.41999816894531,33.939998626708984 2025-06-30,33.88999938964844,33.380001068115234,33.31999969482422,33.900001525878906 2025-07-01,33.9900016784668,33.90999984741211,33.65999984741211,34.2400016784668 2025-07-02,33.540000915527344,33.81999969482422,33.380001068115234,33.869998931884766 2025-07-03,33.810001373291016,33.5,33.45000076293945,33.939998626708984 2025-07-07,33.68000030517578,33.810001373291016,33.560001373291016,33.84000015258789 2025-07-08,33.58000183105469,33.56999969482422,33.209999084472656,33.709999084472656 2025-07-09,33.7599983215332,33.540000915527344,33.380001068115234,33.880001068115234 2025-07-10,34.33000183105469,33.599998474121094,33.56999969482422,34.41999816894531 2025-07-11,34.27000045776367,34.06999969482422,33.970001220703125,34.38999938964844 2025-07-14,34.7599983215332,34.27000045776367,34.08000183105469,34.810001373291016 2025-07-15,35.349998474121094,34.70000076293945,33.93000030517578,35.849998474121094 2025-07-16,35.15999984741211,35.290000915527344,34.720001220703125,35.599998474121094 2025-07-17,35.61000061035156,35.16999816894531,35.0,35.77000045776367 2025-07-18,35.97999954223633,35.689998626708984,35.689998626708984,36.2400016784668 2025-07-21,36.20000076293945,36.220001220703125,35.93000030517578,36.54999923706055 2025-07-22,36.810001373291016,36.33000183105469,36.2400016784668,36.81999969482422 2025-07-23,36.4900016784668,36.900001525878906,36.36000061035156,36.9900016784668 2025-07-24,36.58000183105469,36.61000061035156,36.31999969482422,36.810001373291016 2025-07-25,36.56999969482422,36.650001525878906,36.459999084472656,36.72999954223633 2025-07-28,35.709999084472656,36.54999923706055,35.66999816894531,36.56999969482422 2025-07-29,36.20000076293945,35.77000045776367,35.689998626708984,36.29999923706055 2025-07-30,36.040000915527344,36.220001220703125,35.7400016784668,36.4900016784668 2025-07-31,35.689998626708984,35.4900016784668,35.310001373291016,35.959999084472656 2025-08-01,35.65999984741211,35.81999969482422,35.5,36.040000915527344 2025-08-04,36.18000030517578,35.72999954223633,35.720001220703125,36.27000045776367 2025-08-05,35.779998779296875,36.18000030517578,35.56999969482422,36.290000915527344 2025-08-06,36.150001525878906,35.849998474121094,35.70000076293945,36.43999862670898 2025-08-07,36.369998931884766,36.20000076293945,36.06999969482422,36.52000045776367 2025-08-08,36.34999847412109,36.4900016784668,36.220001220703125,36.56999969482422 2025-08-11,36.27999877929688,36.400001525878906,36.08000183105469,36.470001220703125 2025-08-12,36.900001525878906,36.38999938964844,36.130001068115234,36.90999984741211 2025-08-13,37.2400016784668,36.75,36.75,37.25 2025-08-14,37.08000183105469,37.20000076293945,37.02999877929688,37.310001373291016 2025-08-15,36.54999923706055,37.08000183105469,36.369998931884766,37.08000183105469 ","date,20-day,close 2024-12-04,34.2807620093936,34.02000045776367 2024-12-05,34.29580962771461,34.09000015258789 2024-12-06,34.256857081821984,33.599998474121094 2024-12-09,34.16904769170852,33.150001525878906 2024-12-10,34.05890464782715,32.91999816894531 2024-12-11,33.93323792957124,32.72999954223633 2024-12-12,33.76809516180129,32.290000915527344 2024-12-13,33.60866668337867,32.290000915527344 2024-12-16,33.456476175217404,32.31999969482422 2024-12-17,33.30514268420991,32.2599983215332 2024-12-18,33.09828556605748,31.59000015258789 2024-12-19,32.94452371143159,32.02000045776367 2024-12-20,32.840523747035434,32.43000030517578 2024-12-23,32.746142777942474,32.40999984741211 2024-12-24,32.67957120622907,32.599998474121094 2024-12-26,32.623475883120584,32.619998931884766 2024-12-27,32.56842833019438,32.52000045776367 2024-12-30,32.51280924479167,32.38999938964844 2024-12-31,32.47595203944615,32.459999084472656 2025-01-02,32.42185685294015,32.18000030517578 2025-01-03,32.38619025094169,32.27000045776367 2025-01-06,32.307428323654904,31.729999542236328 2025-01-07,32.26561882382347,32.0 2025-01-08,32.24761866614932,32.16999816894531 2025-01-10,32.19238056001209,31.729999542236328 2025-01-13,32.138047281901045,31.68000030517578 2025-01-14,32.11728535606748,31.979999542236328 2025-01-15,32.11038068135579,32.11000061035156 2025-01-16,32.205285299391974,33.16999816894531 2025-01-17,32.30376152765183,33.25 2025-01-21,32.427999623616536,33.56999969482422 2025-01-22,32.45614249819801,32.65999984741211 2025-01-23,32.48885697864351,32.7400016784668 2025-01-24,32.53342853727795,32.880001068115234 2025-01-27,32.63576173328218,33.5099983215332 2025-01-28,32.669952247256326,32.84000015258789 2025-01-29,32.692618887765065,32.72999954223633 2025-01-30,32.784761882963636,33.470001220703125 2025-01-31,32.88414270310175,33.599998474121094 2025-02-03,32.99809523082915,33.810001373291016 2025-02-04,33.08523815699986,33.61000061035156 2025-02-05,33.19552370707194,33.91999816894531 2025-02-06,33.31347616286505,34.11000061035156 2025-02-07,33.4242380233038,34.13999938964844 2025-02-10,33.53419036865235,34.22999954223633 2025-02-11,33.65985708690825,34.52000045776367 2025-02-12,33.771999994913735,34.52000045776367 2025-02-13,33.86157141185942,34.40999984741211 2025-02-14,33.87542851765951,33.72999954223633 2025-02-18,33.93138097127279,34.20000076293945 2025-02-19,34.00090471903483,34.38999938964844 2025-02-20,34.043666766938706,34.150001525878906 2025-02-21,34.13361925397601,34.720001220703125 2025-02-24,34.22938125247047,34.880001068115234 2025-02-25,34.325143105643136,34.97999954223633 2025-02-26,34.40342870439802,34.869998931884766 2025-02-27,34.43204781668527,34.45000076293945 2025-02-28,34.52485723949614,35.209999084472656 2025-03-03,34.65319039481027,35.66999816894531 2025-03-04,34.68119050888788,34.720001220703125 2025-03-05,34.687714404151556,34.540000915527344 2025-03-06,34.62790481930687,33.88999938964844 2025-03-07,34.5853809719994,34.06999969482422 2025-03-10,34.56304751804897,34.279998779296875 2025-03-11,34.54004740033831,34.279998779296875 2025-03-12,34.48728561401367,33.970001220703125 2025-03-13,34.45428575788225,34.150001525878906 2025-03-14,34.49352378845215,34.88999938964844 2025-03-17,34.55523821512858,35.150001525878906 2025-03-18,34.578761981782456,34.81999969482422 2025-03-19,34.61552403767904,34.9900016784668 2025-03-20,34.648476355416435,34.97999954223633 2025-03-21,34.65652380443755,34.7599983215332 2025-03-24,34.66628559657506,34.779998779296875 2025-03-25,34.609857214064824,34.08000183105469 2025-03-26,34.607238024757024,34.599998474121094 2025-03-27,34.642095129830494,34.97999954223633 2025-03-28,34.7439521971203,35.709999084472656 2025-03-31,34.8815236954462,36.11000061035156 2025-04-01,35.012238111950104,36.060001373291016 2025-04-02,35.14323821294875,36.130001068115234 2025-04-03,35.276190548851375,36.22999954223633 2025-04-04,35.22942855471656,34.459999084472656 2025-04-07,35.091285741896854,33.52000045776367 2025-04-08,34.9586667742048,33.540000915527344 2025-04-09,34.88861912318638,34.15999984741211 2025-04-10,34.82147632780529,34.20000076293945 2025-04-11,34.8055240994408,34.7400016784668 2025-04-14,34.85790510631743,35.45000076293945 2025-04-15,34.90123832339332,35.369998931884766 2025-04-16,34.933381053379605,35.279998779296875 2025-04-17,35.00604783921015,35.720001220703125 2025-04-21,35.03614320300874,35.310001373291016 2025-04-22,35.1493335723877,36.209999084472656 2025-04-23,35.25857180640811,36.2400016784668 2025-04-24,35.35847654796782,36.25 2025-04-25,35.42004797799247,35.93000030517578 2025-04-28,35.52757166907901,36.459999084472656 2025-04-29,35.624857293991816,36.38999938964844 2025-04-30,35.73128583998907,36.5 2025-05-01,35.795619328816734,36.08000183105469 2025-05-02,35.86876198904855,36.16999816894531 2025-05-05,35.952666618710474,36.27999877929688 2025-05-06,36.01266650245303,36.119998931884766 2025-05-07,36.08028571719215,36.33000183105469 2025-05-08,36.06699988955543,35.619998931884766 2025-05-09,36.03628543672107,35.5099983215332 2025-05-12,35.90980922154018,34.56999969482422 2025-05-13,35.70985694158645,33.790000915527344 2025-05-14,35.49209509350005,33.52000045776367 2025-05-15,35.36885682968866,34.41999816894531 2025-05-16,35.2916188012986,34.86000061035156 2025-05-19,35.23371409461612,35.02000045776367 2025-05-20,35.16480929056804,34.88999938964844 2025-05-21,35.07647587004162,34.619998931884766 2025-05-22,34.97299980890183,34.380001068115234 2025-05-23,34.90604727608817,34.66999816894531 2025-05-27,34.86223763965425,34.849998474121094 2025-05-28,34.76228532337007,34.18000030517578 2025-05-29,34.69571375165667,34.41999816894531 2025-05-30,34.67047569638207,34.75 2025-06-02,34.64871395656041,34.720001220703125 2025-06-03,34.612904466901504,34.5 2025-06-04,34.554142416091196,34.16999816894531 2025-06-05,34.49799944559733,34.099998474121094 2025-06-06,34.44676148550851,34.040000915527344 2025-06-09,34.39161849248977,33.91999816894531 2025-06-10,34.32499960036505,33.720001220703125 2025-06-11,34.26814237322126,33.779998779296875 2025-06-12,34.26847585042318,34.380001068115234 2025-06-13,34.21804726010277,33.88999938964844 2025-06-16,34.14823775518508,33.65999984741211 2025-06-17,34.0641426268078,33.45000076293945 2025-06-18,34.00085696265811,33.59000015258789 2025-06-20,33.96090465727306,33.77000045776367 2025-06-23,33.9754760378883,34.29999923706055 2025-06-24,33.981856936500186,34.209999084472656 2025-06-25,33.92280934651693,33.5 2025-06-26,33.88161879039946,33.619998931884766 2025-06-27,33.83738085428874,33.560001373291016 2025-06-30,33.828666523524696,33.88999938964844 2025-07-01,33.83357146126883,33.9900016784668 2025-07-02,33.799095371791296,33.540000915527344 2025-07-03,33.79490503583636,33.810001373291016 2025-07-07,33.7800479162307,33.68000030517578 2025-07-08,33.757667123703726,33.58000183105469 2025-07-09,33.7546193259103,33.7599983215332 2025-07-10,33.806619480678016,34.33000183105469 2025-07-11,33.85000045413063,34.27000045776367 2025-07-14,33.937714549473355,34.7599983215332 2025-07-15,34.07980962480818,35.349998474121094 2025-07-16,34.19685721624465,35.15999984741211 2025-07-17,34.349619166056314,35.61000061035156 2025-07-18,34.52733339582171,35.97999954223633 2025-07-21,34.714619173322404,36.20000076293945 2025-07-22,34.94842881702242,36.810001373291016 2025-07-23,35.13980990818569,36.4900016784668 2025-07-24,35.328905287243074,36.58000183105469 2025-07-25,35.50238140651158,36.56999969482422 2025-07-28,35.57990508306594,35.709999084472656 2025-07-29,35.69385750180199,36.20000076293945 2025-07-30,35.781571833292645,36.040000915527344 2025-07-31,35.8261907123384,35.689998626708984 2025-08-01,35.8577144804455,35.65999984741211 2025-08-04,35.92995258512951,36.18000030517578 2025-08-05,35.95219054449172,35.779998779296875 2025-08-06,35.99919068472726,36.150001525878906 2025-08-07,36.05576199122837,36.369998931884766 2025-08-08,36.100714220319475,36.34999847412109 2025-08-11,36.129095059349424,36.27999877929688 2025-08-12,36.20928568158831,36.900001525878906 2025-08-13,36.31447630382719,37.2400016784668 2025-08-14,36.3945240747361,37.08000183105469 2025-08-15,36.417095402308874,36.54999923706055 " 3327,US,technical,"For Freeport-McMoRan between June 16, 2023 and January 31, 2024, how many times did the price break above the 60-day Weighted Moving Average line? (Weights are 1, 2, ..., n) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",6.0,medium,moving average,WMA_n = \sum_{i=0}^{n-1} (n-i) * P_{t-i} / \sum_{j=1}^{n} j,"date,close,open,low,high 2023-03-23,37.790000915527344,38.25,37.38999938964844,39.27000045776367 2023-03-24,38.0099983215332,37.369998931884766,36.75,38.209999084472656 2023-03-27,37.97999954223633,38.31999969482422,37.38999938964844,38.369998931884766 2023-03-28,38.369998931884766,38.369998931884766,38.09999847412109,38.619998931884766 2023-03-29,39.43999862670898,39.0,38.900001525878906,39.810001373291016 2023-03-30,40.20000076293945,40.38999938964844,40.02999877929688,41.150001525878906 2023-03-31,40.90999984741211,40.2599983215332,40.22999954223633,41.09999847412109 2023-04-03,41.20000076293945,41.130001068115234,40.470001220703125,41.34999847412109 2023-04-04,40.2599983215332,40.7599983215332,39.709999084472656,40.79999923706055 2023-04-05,40.31999969482422,39.869998931884766,39.56999969482422,40.40999984741211 2023-04-06,40.290000915527344,40.22999954223633,39.54999923706055,40.459999084472656 2023-04-10,40.130001068115234,40.0,39.52999877929688,40.380001068115234 2023-04-11,41.130001068115234,41.02000045776367,40.810001373291016,41.5099983215332 2023-04-12,41.119998931884766,41.27999877929688,40.869998931884766,41.65999984741211 2023-04-13,42.95000076293945,41.720001220703125,41.61000061035156,43.2599983215332 2023-04-14,43.15999984741211,43.130001068115234,42.38999938964844,43.459999084472656 2023-04-17,42.119998931884766,42.86000061035156,41.75,43.04999923706055 2023-04-18,42.959999084472656,42.41999816894531,42.400001525878906,43.02000045776367 2023-04-19,41.88999938964844,42.09999847412109,41.84000015258789,42.43000030517578 2023-04-20,41.36000061035156,41.18999862670898,41.06999969482422,41.790000915527344 2023-04-21,39.65999984741211,39.790000915527344,38.880001068115234,40.70000076293945 2023-04-24,39.52999877929688,39.18999862670898,38.45000076293945,39.54999923706055 2023-04-25,37.75,38.18999862670898,37.09999847412109,38.27999877929688 2023-04-26,37.27999877929688,37.9900016784668,37.06999969482422,38.04999923706055 2023-04-27,37.470001220703125,37.18999862670898,36.68000030517578,37.4900016784668 2023-04-28,37.90999984741211,37.02999877929688,36.90999984741211,37.93000030517578 2023-05-01,37.630001068115234,38.86000061035156,37.34999847412109,38.86000061035156 2023-05-02,36.59999847412109,37.04999923706055,36.2400016784668,37.18000030517578 2023-05-03,36.33000183105469,36.70000076293945,36.27999877929688,37.08000183105469 2023-05-04,35.220001220703125,36.18000030517578,34.7599983215332,36.33000183105469 2023-05-05,36.470001220703125,35.90999984741211,35.7599983215332,36.720001220703125 2023-05-08,36.560001373291016,37.20000076293945,36.45000076293945,37.41999816894531 2023-05-09,36.65999984741211,36.29999923706055,36.15999984741211,36.91999816894531 2023-05-10,36.2400016784668,36.95000076293945,35.5099983215332,37.0 2023-05-11,34.540000915527344,34.7599983215332,34.290000915527344,34.959999084472656 2023-05-12,34.9900016784668,34.70000076293945,34.369998931884766,34.9900016784668 2023-05-15,36.130001068115234,35.22999954223633,34.959999084472656,36.25 2023-05-16,35.25,35.95000076293945,35.16999816894531,36.29999923706055 2023-05-17,35.81999969482422,36.33000183105469,35.40999984741211,36.52000045776367 2023-05-18,35.68000030517578,35.119998931884766,34.83000183105469,35.86000061035156 2023-05-19,35.72999954223633,36.02999877929688,35.43000030517578,36.2400016784668 2023-05-22,35.619998931884766,35.720001220703125,35.599998474121094,36.040000915527344 2023-05-23,34.68000030517578,35.220001220703125,34.5099983215332,35.2400016784668 2023-05-24,33.209999084472656,34.099998474121094,33.04999923706055,34.130001068115234 2023-05-25,33.630001068115234,33.400001525878906,33.060001373291016,33.7400016784668 2023-05-26,34.77000045776367,34.869998931884766,34.470001220703125,35.130001068115234 2023-05-30,34.22999954223633,34.720001220703125,33.84000015258789,34.7400016784668 2023-05-31,34.34000015258789,33.72999954223633,33.310001373291016,34.41999816894531 2023-06-01,35.470001220703125,34.86000061035156,34.68000030517578,35.88999938964844 2023-06-02,37.18999862670898,37.290000915527344,36.619998931884766,37.560001373291016 2023-06-05,37.040000915527344,37.45000076293945,36.27000045776367,37.45000076293945 2023-06-06,37.7400016784668,36.91999816894531,36.91999816894531,37.810001373291016 2023-06-07,37.56999969482422,37.790000915527344,37.52999877929688,38.310001373291016 2023-06-08,37.84000015258789,37.880001068115234,37.40999984741211,38.06999969482422 2023-06-09,37.88999938964844,37.79999923706055,37.54999923706055,38.04999923706055 2023-06-12,37.81999969482422,37.470001220703125,36.880001068115234,38.18999862670898 2023-06-13,39.81999969482422,39.2400016784668,39.16999816894531,40.119998931884766 2023-06-14,40.060001373291016,40.59999847412109,39.52000045776367,40.75 2023-06-15,40.08000183105469,40.0099983215332,39.880001068115234,40.5099983215332 2023-06-16,39.88999938964844,39.790000915527344,39.58000183105469,40.150001525878906 2023-06-20,39.400001525878906,39.54999923706055,38.58000183105469,39.65999984741211 2023-06-21,39.77000045776367,38.970001220703125,38.90999984741211,40.040000915527344 2023-06-22,39.720001220703125,39.4900016784668,39.150001525878906,39.77000045776367 2023-06-23,38.369998931884766,38.47999954223633,37.900001525878906,38.54999923706055 2023-06-26,39.27000045776367,38.43999862670898,38.43999862670898,39.56999969482422 2023-06-27,40.40999984741211,39.56999969482422,39.45000076293945,40.5099983215332 2023-06-28,39.220001220703125,39.75,38.7599983215332,39.75 2023-06-29,39.34999847412109,38.93000030517578,38.59999847412109,39.400001525878906 2023-06-30,40.0,39.90999984741211,39.43999862670898,40.09000015258789 2023-07-03,40.7599983215332,40.40999984741211,40.27999877929688,41.310001373291016 2023-07-05,39.18000030517578,40.18000030517578,38.77999877929688,40.209999084472656 2023-07-06,37.90999984741211,38.290000915527344,37.20000076293945,38.61000061035156 2023-07-07,38.63999938964844,38.040000915527344,37.810001373291016,39.13999938964844 2023-07-10,38.97999954223633,38.2400016784668,38.220001220703125,39.0099983215332 2023-07-11,39.709999084472656,39.34000015258789,38.959999084472656,39.83000183105469 2023-07-12,40.720001220703125,40.59999847412109,40.40999984741211,41.060001373291016 2023-07-13,42.08000183105469,41.18999862670898,41.18999862670898,42.2400016784668 2023-07-14,41.08000183105469,42.09000015258789,40.90999984741211,42.09000015258789 2023-07-17,40.459999084472656,40.060001373291016,39.83000183105469,40.52999877929688 2023-07-18,40.40999984741211,40.209999084472656,40.060001373291016,40.869998931884766 2023-07-19,40.66999816894531,40.119998931884766,39.7599983215332,40.7400016784668 2023-07-20,41.88999938964844,41.75,41.310001373291016,42.5099983215332 2023-07-21,40.61000061035156,42.31999969482422,40.5,42.31999969482422 2023-07-24,42.09999847412109,40.720001220703125,40.68000030517578,42.619998931884766 2023-07-25,43.68999862670898,42.97999954223633,42.880001068115234,44.25 2023-07-26,43.40999984741211,43.22999954223633,42.900001525878906,43.95000076293945 2023-07-27,43.290000915527344,43.68999862670898,43.18000030517578,44.34000015258789 2023-07-28,43.630001068115234,43.880001068115234,43.0099983215332,43.880001068115234 2023-07-31,44.650001525878906,44.09000015258789,44.02999877929688,44.70000076293945 2023-08-01,43.75,43.68000030517578,43.40999984741211,44.09000015258789 2023-08-02,42.56999969482422,42.959999084472656,42.20000076293945,43.2599983215332 2023-08-03,43.04999923706055,42.52999877929688,42.15999984741211,43.400001525878906 2023-08-04,42.5099983215332,42.900001525878906,42.27000045776367,43.15999984741211 2023-08-07,42.290000915527344,42.70000076293945,42.119998931884766,42.70000076293945 2023-08-08,42.68999862670898,41.150001525878906,40.709999084472656,42.77000045776367 2023-08-09,42.43000030517578,42.959999084472656,42.380001068115234,43.369998931884766 2023-08-10,42.380001068115234,42.58000183105469,42.20000076293945,43.02999877929688 2023-08-11,41.41999816894531,41.66999816894531,41.060001373291016,41.959999084472656 2023-08-14,41.209999084472656,40.65999984741211,39.95000076293945,41.22999954223633 2023-08-15,39.84999847412109,40.38999938964844,39.59999847412109,40.459999084472656 2023-08-16,39.0099983215332,39.59999847412109,38.9900016784668,40.09000015258789 2023-08-17,39.619998931884766,39.9900016784668,39.59000015258789,40.34999847412109 2023-08-18,38.84000015258789,39.06999969482422,38.52000045776367,39.290000915527344 2023-08-21,38.72999954223633,39.04999923706055,38.45000076293945,39.27000045776367 2023-08-22,38.88999938964844,39.540000915527344,38.61000061035156,39.63999938964844 2023-08-23,39.2599983215332,38.91999816894531,38.81999969482422,39.7599983215332 2023-08-24,38.400001525878906,38.81999969482422,38.29999923706055,39.15999984741211 2023-08-25,38.33000183105469,38.61000061035156,37.7400016784668,38.75 2023-08-28,38.959999084472656,38.65999984741211,38.43000030517578,39.18000030517578 2023-08-29,40.18999862670898,38.880001068115234,38.709999084472656,40.220001220703125 2023-08-30,40.18999862670898,40.09000015258789,39.869998931884766,40.54999923706055 2023-08-31,39.90999984741211,40.2599983215332,39.68000030517578,40.34000015258789 2023-09-01,41.4900016784668,40.91999816894531,40.880001068115234,41.81999969482422 2023-09-05,40.79999923706055,41.34999847412109,40.72999954223633,41.84999847412109 2023-09-06,40.40999984741211,40.130001068115234,39.68999862670898,40.470001220703125 2023-09-07,39.7599983215332,39.59999847412109,39.290000915527344,39.83000183105469 2023-09-08,39.290000915527344,39.540000915527344,39.16999816894531,39.7400016784668 2023-09-11,40.11000061035156,40.38999938964844,39.79999923706055,40.61000061035156 2023-09-12,40.060001373291016,39.86000061035156,39.79999923706055,40.560001373291016 2023-09-13,39.7400016784668,39.970001220703125,39.59999847412109,40.25 2023-09-14,40.68000030517578,41.02999877929688,40.66999816894531,41.400001525878906 2023-09-15,40.369998931884766,40.66999816894531,40.22999954223633,40.97999954223633 2023-09-18,40.18999862670898,40.40999984741211,39.66999816894531,40.43000030517578 2023-09-19,38.81999969482422,40.20000076293945,38.65999984741211,40.47999954223633 2023-09-20,38.68999862670898,39.040000915527344,38.66999816894531,39.59999847412109 2023-09-21,37.22999954223633,37.880001068115234,37.20000076293945,37.93000030517578 2023-09-22,37.150001525878906,37.86000061035156,37.09999847412109,37.970001220703125 2023-09-25,37.20000076293945,36.75,36.41999816894531,37.2400016784668 2023-09-26,36.56999969482422,36.56999969482422,36.34999847412109,37.29999923706055 2023-09-27,36.54999923706055,36.77000045776367,36.040000915527344,36.959999084472656 2023-09-28,37.33000183105469,37.02999877929688,36.91999816894531,37.4900016784668 2023-09-29,37.290000915527344,37.970001220703125,37.02000045776367,38.220001220703125 2023-10-02,36.63999938964844,36.77000045776367,36.18999862670898,37.130001068115234 2023-10-03,36.34000015258789,36.09999847412109,36.0099983215332,36.77999877929688 2023-10-04,35.86000061035156,36.54999923706055,35.45000076293945,36.54999923706055 2023-10-05,35.369998931884766,35.79999923706055,35.029998779296875,36.02999877929688 2023-10-06,36.66999816894531,35.47999954223633,35.29999923706055,37.0 2023-10-09,36.83000183105469,36.33000183105469,36.2400016784668,37.15999984741211 2023-10-10,37.290000915527344,37.150001525878906,37.02999877929688,37.83000183105469 2023-10-11,37.150001525878906,37.619998931884766,36.7599983215332,37.619998931884766 2023-10-12,36.06999969482422,36.970001220703125,35.619998931884766,37.0 2023-10-13,35.45000076293945,36.310001373291016,35.31999969482422,36.380001068115234 2023-10-16,35.849998474121094,35.79999923706055,35.529998779296875,36.34999847412109 2023-10-17,36.47999954223633,35.43000030517578,35.209999084472656,36.66999816894531 2023-10-18,35.61000061035156,35.91999816894531,35.470001220703125,36.2400016784668 2023-10-19,35.22999954223633,35.5099983215332,34.83000183105469,36.02999877929688 2023-10-20,33.880001068115234,34.86000061035156,33.720001220703125,35.130001068115234 2023-10-23,33.5099983215332,33.68000030517578,33.08000183105469,33.9900016784668 2023-10-24,34.41999816894531,33.630001068115234,33.400001525878906,34.58000183105469 2023-10-25,33.84000015258789,34.34000015258789,33.75,34.709999084472656 2023-10-26,33.709999084472656,33.68000030517578,33.41999816894531,34.15999984741211 2023-10-27,33.66999816894531,34.310001373291016,33.52000045776367,34.459999084472656 2023-10-30,34.040000915527344,34.08000183105469,33.790000915527344,34.40999984741211 2023-10-31,33.779998779296875,33.63999938964844,33.27000045776367,33.91999816894531 2023-11-01,33.709999084472656,33.869998931884766,33.290000915527344,33.9900016784668 2023-11-02,35.0099983215332,34.310001373291016,34.310001373291016,35.130001068115234 2023-11-03,35.150001525878906,35.650001525878906,35.08000183105469,35.9900016784668 2023-11-06,35.369998931884766,35.5099983215332,35.15999984741211,35.599998474121094 2023-11-07,34.060001373291016,34.65999984741211,33.72999954223633,34.689998626708984 2023-11-08,33.61000061035156,33.880001068115234,33.29999923706055,34.279998779296875 2023-11-09,33.2400016784668,34.029998779296875,33.09000015258789,34.220001220703125 2023-11-10,33.68000030517578,33.09000015258789,32.83000183105469,33.83000183105469 2023-11-13,33.43000030517578,33.61000061035156,33.380001068115234,33.93000030517578 2023-11-14,35.16999816894531,34.54999923706055,34.54999923706055,35.68000030517578 2023-11-15,36.0,35.47999954223633,35.290000915527344,36.380001068115234 2023-11-16,35.540000915527344,35.88999938964844,35.290000915527344,36.09999847412109 2023-11-17,36.0,35.900001525878906,35.470001220703125,36.2400016784668 2023-11-20,36.650001525878906,36.15999984741211,36.08000183105469,37.09999847412109 2023-11-21,37.0,36.970001220703125,36.84999847412109,37.52999877929688 2023-11-22,36.88999938964844,36.79999923706055,36.52000045776367,37.040000915527344 2023-11-24,36.84000015258789,36.7400016784668,36.59999847412109,37.220001220703125 2023-11-27,36.59000015258789,36.52999877929688,36.15999984741211,36.66999816894531 2023-11-28,37.220001220703125,36.709999084472656,36.459999084472656,37.5 2023-11-29,37.16999816894531,37.43000030517578,36.77000045776367,37.58000183105469 2023-11-30,37.31999969482422,37.27000045776367,36.93000030517578,37.470001220703125 2023-12-01,39.2400016784668,37.84000015258789,37.7400016784668,39.459999084472656 2023-12-04,37.61000061035156,38.09000015258789,37.5,38.58000183105469 2023-12-05,36.56999969482422,37.33000183105469,36.54999923706055,37.33000183105469 2023-12-06,36.25,36.869998931884766,36.20000076293945,37.18000030517578 2023-12-07,36.369998931884766,36.56999969482422,36.040000915527344,36.84999847412109 2023-12-08,38.150001525878906,37.04999923706055,36.88999938964844,38.40999984741211 2023-12-11,37.869998931884766,37.52999877929688,37.29999923706055,38.040000915527344 2023-12-12,37.41999816894531,37.70000076293945,37.16999816894531,37.77000045776367 2023-12-13,39.18999862670898,37.4900016784668,37.13999938964844,39.22999954223633 2023-12-14,41.970001220703125,40.29999923706055,40.29999923706055,42.31999969482422 2023-12-15,41.5,40.95000076293945,40.95000076293945,41.959999084472656 2023-12-18,41.34999847412109,41.56999969482422,41.34000015258789,42.43999862670898 2023-12-19,42.18000030517578,42.02999877929688,42.0,42.619998931884766 2023-12-20,41.34000015258789,41.77000045776367,41.290000915527344,42.34999847412109 2023-12-21,42.22999954223633,41.970001220703125,41.83000183105469,42.29999923706055 2023-12-22,42.380001068115234,42.52999877929688,42.09999847412109,42.84000015258789 2023-12-26,42.83000183105469,42.59999847412109,42.5099983215332,43.08000183105469 2023-12-27,43.20000076293945,43.040000915527344,42.77999877929688,43.41999816894531 2023-12-28,43.02000045776367,42.95000076293945,42.880001068115234,43.25 2023-12-29,42.56999969482422,42.40999984741211,42.27000045776367,42.91999816894531 2024-01-02,42.09000015258789,41.959999084472656,41.7599983215332,42.540000915527344 2024-01-03,41.369998931884766,40.970001220703125,40.59000015258789,41.68999862670898 2024-01-04,41.54999923706055,41.119998931884766,40.720001220703125,41.58000183105469 2024-01-05,41.40999984741211,41.25,41.09999847412109,41.970001220703125 2024-01-08,42.20000076293945,41.27000045776367,41.02999877929688,42.25 2024-01-09,41.70000076293945,41.630001068115234,41.459999084472656,41.91999816894531 2024-01-10,41.29999923706055,41.54999923706055,41.130001068115234,41.650001525878906 2024-01-11,41.02999877929688,41.59000015258789,40.59999847412109,41.59000015258789 2024-01-12,40.93999862670898,41.34999847412109,40.7599983215332,41.77000045776367 2024-01-16,38.900001525878906,40.310001373291016,38.720001220703125,40.310001373291016 2024-01-17,38.2400016784668,38.0,37.59999847412109,38.31999969482422 2024-01-18,38.209999084472656,38.38999938964844,37.81999969482422,38.40999984741211 2024-01-19,38.77000045776367,38.18999862670898,37.77999877929688,38.81999969482422 2024-01-22,37.47999954223633,38.09000015258789,37.470001220703125,38.20000076293945 2024-01-23,38.16999816894531,38.150001525878906,37.81999969482422,38.720001220703125 2024-01-24,39.720001220703125,40.650001525878906,39.66999816894531,40.9900016784668 2024-01-25,39.43999862670898,39.970001220703125,38.7599983215332,40.130001068115234 2024-01-26,39.59000015258789,39.68000030517578,39.40999984741211,40.150001525878906 2024-01-29,40.22999954223633,39.7400016784668,39.0099983215332,40.290000915527344 2024-01-30,39.970001220703125,39.84999847412109,39.459999084472656,40.13999938964844 2024-01-31,39.68999862670898,40.15999984741211,39.650001525878906,40.810001373291016 ","date,60-day,close 2023-06-16,37.297278932665215,39.88999938964844 2023-06-20,37.343218869068586,39.400001525878906 2023-06-21,37.40041013623847,39.77000045776367 2023-06-22,37.455000334359255,39.720001220703125 2023-06-23,37.46437734176553,38.369998931884766 2023-06-26,37.50326259592192,39.27000045776367 2023-06-27,37.5796177744214,40.40999984741211 2023-06-28,37.61684185090612,39.220001220703125 2023-06-29,37.65925162893827,39.34999847412109 2023-06-30,37.72398386262154,40.0 2023-07-03,37.81377614964553,40.7599983215332 2023-07-05,37.85152478661042,39.18000030517578 2023-07-06,37.84824062201495,37.90999984741211 2023-07-07,37.87010398406149,38.63999938964844 2023-07-10,37.90447554874941,38.97999954223633 2023-07-11,37.963950923231785,39.709999084472656 2023-07-12,38.05831161457333,40.720001220703125 2023-07-13,38.19859582244373,42.08000183105469 2023-07-14,38.30611500140748,41.08000183105469 2023-07-17,38.394333542370404,40.459999084472656 2023-07-18,38.48169418501724,40.40999984741211 2023-07-19,38.57809848889627,40.66999816894531 2023-07-20,38.713950921147244,41.88999938964844 2023-07-21,38.80654656248666,40.61000061035156 2023-07-24,38.946431750938544,42.09999847412109 2023-07-25,39.13581421231963,43.68999862670898 2023-07-26,39.312617480168576,43.40999984741211 2023-07-27,39.48248089232732,43.290000915527344 2023-07-28,39.66039895438106,43.630001068115234 2023-07-31,39.867918122922134,44.650001525878906 2023-08-01,40.04138259679242,43.75 2023-08-02,40.171497334548036,42.56999969482422 2023-08-03,40.31401642971351,43.04999923706055 2023-08-04,40.43528412990883,42.5099983215332 2023-08-07,40.54614207992137,42.290000915527344 2023-08-08,40.66680869847699,42.68999862670898 2023-08-09,40.77449723123853,42.43000030517578 2023-08-10,40.87648087173212,42.380001068115234 2023-08-11,40.94357370678844,41.41999816894531 2023-08-14,41.000409742261546,41.209999084472656 2023-08-15,41.00971023893096,39.84999847412109 2023-08-16,40.98919105946692,39.0099983215332 2023-08-17,40.98687955095468,39.619998931884766 2023-08-18,40.95680851962397,38.84000015258789 2023-08-21,40.920857686944345,38.72999954223633 2023-08-22,40.88713635720842,38.88999938964844 2023-08-23,40.86267182397061,39.2599983215332 2023-08-24,40.80755712373661,38.400001525878906 2023-08-25,40.74786866193261,38.33000183105469 2023-08-28,40.70665551899561,38.959999084472656 2023-08-29,40.703863127244624,40.18999862670898 2023-08-30,40.69943139123135,40.18999862670898 2023-08-31,40.68409805714759,39.90999984741211 2023-09-01,40.71938227043777,41.4900016784668 2023-09-05,40.72990137527549,40.79999923706055 2023-09-06,40.726016129040325,40.40999984741211 2023-09-07,40.69944230793604,39.7599983215332 2023-09-08,40.656398627275976,39.290000915527344 2023-09-11,40.640529799331084,40.11000061035156 2023-09-12,40.62299433015083,40.060001373291016 2023-09-13,40.594977996909556,39.7400016784668 2023-09-14,40.59786325673588,40.68000030517578 2023-09-15,40.58988508422518,40.369998931884766 2023-09-18,40.57567739434581,40.18999862670898 2023-09-19,40.51629487751612,38.81999969482422 2023-09-20,40.45240412852803,38.68999862670898 2023-09-21,40.34096149798951,37.22999954223633 2023-09-22,40.22863368675357,37.150001525878906 2023-09-25,40.11907634213974,37.20000076293945 2023-09-26,39.99003808693808,36.56999969482422 2023-09-27,39.86221839612951,36.54999923706055 2023-09-28,39.76227310680952,37.33000183105469 2023-09-29,39.66202724019035,37.290000915527344 2023-10-02,39.540808645363064,36.63999938964844 2023-10-03,39.41084690615128,36.34000015258789 2023-10-04,39.266590099647395,35.86000061035156 2023-10-05,39.108371488644124,35.369998931884766 2023-10-06,38.9956993019646,36.66999816894531 2023-10-09,38.891229423147735,36.83000183105469 2023-10-10,38.80416388589828,37.290000915527344 2023-10-11,38.714240444162506,37.150001525878906 2023-10-12,38.59068852617441,36.06999969482422 2023-10-13,38.4493224347224,35.45000076293945 2023-10-16,38.32459014725816,35.849998474121094 2023-10-17,38.22311472658251,36.47999954223633 2023-10-18,38.0961857884308,35.61000061035156 2023-10-19,37.96121309832797,35.22999954223633 2023-10-20,37.78644810869394,33.880001068115234 2023-10-23,37.60469395788641,33.5099983215332 2023-10-24,37.45830592379544,34.41999816894531 2023-10-25,37.298491727068125,33.84000015258789 2023-10-26,37.139830500701734,33.709999084472656 2023-10-27,36.984699299296395,33.66999816894531 2023-10-30,36.846825019127685,34.040000915527344 2023-10-31,36.70505449263776,33.779998779296875 2023-11-01,36.56563916857777,33.709999084472656 2023-11-02,36.47375387389803,35.0099983215332 2023-11-03,36.39051349410594,35.150001525878906 2023-11-06,36.318436963440945,35.369998931884766 2023-11-07,36.20671570366198,34.060001373291016 2023-11-08,36.084147423082364,33.61000061035156 2023-11-09,35.95285786488017,33.2400016784668 2023-11-10,35.83914749479033,33.68000030517578 2023-11-13,35.720486304277934,33.43000030517578 2023-11-14,35.66183050812268,35.16999816894531 2023-11-15,35.6323332426978,36.0 2023-11-16,35.58933327471624,35.540000915527344 2023-11-17,35.563448029398266,36.0 2023-11-20,35.5601857857626,36.650001525878906 2023-11-21,35.56931693488783,37.0 2023-11-22,35.57591254437556,36.88999938964844 2023-11-24,35.582672112887025,36.84000015258789 2023-11-27,35.58306556034609,36.59000015258789 2023-11-28,35.605928988013765,37.220001220703125 2023-11-29,35.62948630494498,37.16999816894531 2023-11-30,35.65994531183295,37.31999969482422 2023-12-01,35.755043728104056,39.2400016784668 2023-12-04,35.796983637575245,37.61000061035156 2023-12-05,35.80574318932705,36.56999969482422 2023-12-06,35.80594537453573,36.25 2023-12-07,35.8121639189173,36.369998931884766 2023-12-08,35.87858473564106,38.150001525878906 2023-12-11,35.93720765244114,37.869998931884766 2023-12-12,35.98244256608473,37.41999816894531 2023-12-13,36.08722394307454,39.18999862670898 2023-12-14,36.28295076088827,41.970001220703125 2023-12-15,36.46147535146911,41.5 2023-12-18,36.632748525650776,41.34999847412109 2023-12-19,36.82893979432153,42.18000030517578 2023-12-20,36.99486876315758,41.34000015258789 2023-12-21,37.18737148222376,42.22999954223633 2023-12-22,37.38168845880227,42.380001068115234 2023-12-26,37.58799999633122,42.83000183105469 2023-12-27,37.80341532347632,43.20000076293945 2023-12-28,38.009344301067415,43.02000045776367 2023-12-29,38.196868881892634,42.56999969482422 2024-01-02,38.36498910664209,42.09000015258789 2024-01-03,38.50583060217686,41.369998931884766 2024-01-04,38.650005440633805,41.54999923706055 2024-01-05,38.78701090161266,41.40999984741211 2024-01-08,38.947666666416524,42.20000076293945 2024-01-09,39.08916942617281,41.70000076293945 2024-01-10,39.21448087848601,41.29999923706055 2024-01-11,39.327743136296505,41.02999877929688 2024-01-12,39.43522396817233,40.93999862670898 2024-01-16,39.47338249123162,38.900001525878906 2024-01-17,39.48810386032355,38.2400016784668 2024-01-18,39.500196727898604,38.209999084472656 2024-01-19,39.52828417710268,38.77000045776367 2024-01-22,39.51120219621502,37.47999954223633 2024-01-23,39.515070989223126,38.16999816894531 2024-01-24,39.56739343528539,39.720001220703125 2024-01-25,39.60725131425701,39.43999862670898 2024-01-26,39.64887427032971,39.59000015258789 2024-01-29,39.70844802647992,40.22999954223633 2024-01-30,39.75597265691705,39.970001220703125 2024-01-31,39.79089610824168,39.68999862670898 " 3328,US,technical,"How many break below events of the 20-day Weighted Moving Average line occurred for Take-Two Interactive from December 23, 2024 to January 15, 2025? (Weights are 1, 2, ..., n) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",2.0,medium,moving average,WMA_n = \sum_{i=0}^{n-1} (n-i) * P_{t-i} / \sum_{j=1}^{n} j,"date,close,open,low,high 2024-11-25,187.6199951171875,189.75999450683597,187.47000122070312,190.42999267578125 2024-11-26,187.8500061035156,188.19000244140625,187.13999938964844,189.27999877929688 2024-11-27,185.55999755859372,188.22999572753903,185.3500061035156,188.55999755859372 2024-11-29,188.3800048828125,186.2100067138672,186.2100067138672,189.30999755859372 2024-12-02,187.9499969482422,188.3600006103516,187.0,188.6300048828125 2024-12-03,188.05999755859372,187.3999938964844,186.94000244140625,188.3800048828125 2024-12-04,188.1999969482422,188.5,187.25,188.8800048828125 2024-12-05,190.02999877929688,189.3500061035156,188.0,191.6300048828125 2024-12-06,189.7100067138672,190.3600006103516,188.1699981689453,191.91000366210935 2024-12-09,187.8999938964844,188.97000122070312,187.6699981689453,191.0200042724609 2024-12-10,185.3600006103516,186.7100067138672,184.7100067138672,188.2400054931641 2024-12-11,190.4600067138672,188.8800048828125,186.0500030517578,191.25999450683597 2024-12-12,189.63999938964844,189.3300018310547,188.2700042724609,190.5399932861328 2024-12-13,185.47999572753903,188.3000030517578,184.6999969482422,188.6499938964844 2024-12-16,187.17999267578125,185.9199981689453,185.32000732421875,188.77999877929688 2024-12-17,185.92999267578125,186.63999938964844,185.8500061035156,187.32000732421875 2024-12-18,181.8999938964844,186.5200042724609,181.63999938964844,188.3999938964844 2024-12-19,181.3800048828125,183.5,181.16000366210935,184.4900054931641 2024-12-20,181.97000122070312,180.0,179.0,184.1999969482422 2024-12-23,183.22000122070312,181.08999633789065,181.08999633789065,183.3699951171875 2024-12-24,185.38999938964844,184.0,183.6300048828125,185.82000732421875 2024-12-26,187.16000366210935,184.75,184.7100067138672,187.55999755859372 2024-12-27,186.42999267578125,187.42999267578125,184.6999969482422,188.3600006103516 2024-12-30,184.5399932861328,184.19000244140625,182.0,185.92999267578125 2024-12-31,184.0800018310547,184.7700042724609,183.6499938964844,185.7700042724609 2025-01-02,183.07000732421875,184.66000366210935,180.8699951171875,185.1000061035156 2025-01-03,188.75,184.6000061035156,184.1999969482422,189.17999267578125 2025-01-06,188.97999572753903,190.63999938964844,188.30999755859372,192.13999938964844 2025-01-07,181.75,188.08999633789065,180.8800048828125,188.7100067138672 2025-01-08,183.7400054931641,181.58999633789065,180.1699981689453,183.91000366210935 2025-01-10,178.61000061035156,181.8999938964844,177.35000610351562,182.8800048828125 2025-01-13,178.75999450683594,178.61000061035156,177.92999267578125,179.97999572753906 2025-01-14,180.02999877929688,178.91000366210938,178.64999389648438,181.52999877929688 2025-01-15,181.32000732421875,183.3999938964844,179.5800018310547,183.8000030517578 ","date,20-day,close 2024-12-23,185.779665629069,183.22000122070312 2024-12-24,185.65595136369978,185.38999938964844 2024-12-26,185.71142796107702,187.16000366210935 2024-12-27,185.70066542852493,186.42999267578125 2024-12-30,185.5057601202102,184.5399932861328 2024-12-31,185.285331871396,184.0800018310547 2025-01-02,184.98714221772693,183.07000732421875 2025-01-03,185.2536661057245,188.75 2025-01-06,185.5394752865746,188.97999572753903 2025-01-07,185.14171346028647,181.75 2025-01-08,184.97138076055617,183.7400054931641 2025-01-10,184.33228563581193,178.61000061035156 2025-01-13,183.73961850120907,178.75999450683594 2025-01-14,183.32361849830264,180.02999877929688 2025-01-15,183.07623835972376,181.32000732421875 " 3329,US,technical,"During July 02, 2024 to January 15, 2025, count the number of times Aflac's close price break above the 20-day Weighted Moving Average line. (Weights are 1, 2, ..., n) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",9.0,medium,moving average,WMA_n = \sum_{i=0}^{n-1} (n-i) * P_{t-i} / \sum_{j=1}^{n} j,"date,close,open,low,high 2024-06-04,88.04000091552734,88.4800033569336,87.83000183105469,89.23999786376953 2024-06-05,88.37999725341797,88.1500015258789,87.69999694824219,88.66999816894531 2024-06-06,88.3499984741211,88.44999694824219,87.91000366210938,89.01000213623047 2024-06-07,88.79000091552734,88.45999908447266,88.08000183105469,89.29000091552734 2024-06-10,88.4000015258789,88.66999816894531,87.94000244140625,88.75 2024-06-11,87.56999969482422,87.95999908447266,87.08000183105469,88.29000091552734 2024-06-12,88.19000244140625,87.69999694824219,87.12000274658203,88.29000091552734 2024-06-13,87.30999755859375,88.0,87.02999877929688,88.0 2024-06-14,87.04000091552734,86.69000244140625,86.45999908447266,87.30999755859375 2024-06-17,87.95999908447266,86.94000244140625,86.55000305175781,88.0 2024-06-18,88.98999786376953,87.87000274658203,87.68000030517578,89.01000213623047 2024-06-20,89.76000213623047,88.98999786376953,88.69999694824219,90.05000305175781 2024-06-21,89.66999816894531,89.7699966430664,89.52999877929688,90.23999786376952 2024-06-24,90.43000030517578,89.5,89.06999969482422,91.1500015258789 2024-06-25,90.01000213623047,90.43000030517578,89.79000091552734,90.93000030517578 2024-06-26,89.22000122070312,89.37000274658203,88.23999786376953,89.69999694824219 2024-06-27,89.16000366210938,89.3499984741211,88.70999908447266,89.36000061035156 2024-06-28,89.30999755859375,89.3499984741211,88.83000183105469,90.20999908447266 2024-07-01,89.05999755859375,89.81999969482422,88.9000015258789,90.2699966430664 2024-07-02,89.43000030517578,88.47000122070312,88.19999694824219,89.51000213623047 2024-07-03,89.08999633789062,89.12999725341797,89.04000091552734,89.73999786376953 2024-07-05,89.05000305175781,89.0,88.54000091552734,89.05999755859375 2024-07-08,88.5199966430664,89.22000122070312,88.45999908447266,89.83000183105469 2024-07-09,88.93000030517578,88.5199966430664,88.0,89.63999938964844 2024-07-10,90.20999908447266,88.93000030517578,88.69999694824219,90.25 2024-07-11,92.41999816894533,90.7699966430664,90.37999725341795,92.54000091552734 2024-07-12,92.63999938964844,92.86000061035156,91.98999786376952,93.08000183105467 2024-07-15,93.37000274658205,92.86000061035156,92.5999984741211,93.86000061035156 2024-07-16,93.5500030517578,93.51000213623048,93.2300033569336,94.45999908447266 2024-07-17,94.05999755859376,93.8000030517578,92.83000183105467,94.8499984741211 2024-07-18,94.29000091552734,93.73999786376952,93.27999877929688,95.48999786376952 2024-07-19,92.91000366210938,94.41999816894533,92.44000244140624,94.44000244140624 2024-07-22,94.5,93.1500015258789,93.0,94.55999755859376 2024-07-23,94.31999969482422,94.4800033569336,93.95999908447266,94.63999938964844 2024-07-24,94.13999938964844,94.6500015258789,93.72000122070312,94.83000183105467 2024-07-25,94.12000274658205,94.7300033569336,94.0,95.45999908447266 2024-07-26,94.81999969482422,94.12000274658205,94.02999877929688,95.25 2024-07-29,94.54000091552734,94.88999938964844,94.06999969482422,95.31999969482422 2024-07-30,95.36000061035156,95.01000213623048,94.91000366210938,96.2300033569336 2024-07-31,95.37999725341795,95.36000061035156,94.87000274658205,95.97000122070312 2024-08-01,101.6500015258789,104.37999725341795,100.86000061035156,104.91000366210938 2024-08-02,99.23999786376952,100.29000091552734,97.54000091552734,101.76000213623048 2024-08-05,97.16999816894533,99.1999969482422,95.97000122070312,99.1999969482422 2024-08-06,98.5999984741211,97.2699966430664,96.1500015258789,99.04000091552734 2024-08-07,99.29000091552734,98.91000366210938,98.66000366210938,100.04000091552734 2024-08-08,100.86000061035156,99.5500030517578,98.88999938964844,101.05999755859376 2024-08-09,101.20999908447266,101.0500030517578,100.33000183105467,101.44000244140624 2024-08-12,101.19000244140624,101.52999877929688,101.0,101.8000030517578 2024-08-13,101.7300033569336,101.4800033569336,100.77999877929688,101.8499984741211 2024-08-14,102.37000274658205,102.0,101.86000061035156,102.86000061035156 2024-08-15,102.54000091552734,102.66000366210938,102.12000274658205,103.2699966430664 2024-08-16,104.76000213623048,102.83999633789062,102.16000366210938,104.83999633789062 2024-08-19,105.20999908447266,104.61000061035156,104.3499984741211,105.38999938964844 2024-08-20,104.8000030517578,105.1999969482422,104.62000274658205,105.6500015258789 2024-08-21,105.33999633789062,104.41000366210938,104.41000366210938,105.8000030517578 2024-08-22,106.61000061035156,105.31999969482422,105.25,106.63999938964844 2024-08-23,107.33999633789062,106.98999786376952,106.23999786376952,107.4800033569336 2024-08-26,107.51000213623048,107.4800033569336,107.33999633789062,108.30999755859376 2024-08-27,107.70999908447266,107.79000091552734,107.11000061035156,108.26000213623048 2024-08-28,108.83000183105467,107.8499984741211,107.8499984741211,109.33999633789062 2024-08-29,109.62999725341795,108.83000183105467,108.12000274658205,109.87000274658205 2024-08-30,110.36000061035156,109.69000244140624,109.41999816894533,110.68000030517578 2024-09-03,109.06999969482422,110.2699966430664,108.55999755859376,110.8000030517578 2024-09-04,110.48999786376952,109.95999908447266,109.0,111.13999938964844 2024-09-05,109.69000244140624,110.52999877929688,108.27999877929688,110.86000061035156 2024-09-06,108.88999938964844,109.76000213623048,108.5199966430664,110.8000030517578 2024-09-09,109.4000015258789,109.3000030517578,108.61000061035156,109.77999877929688 2024-09-10,108.44000244140624,109.75,108.23999786376952,110.25 2024-09-11,107.36000061035156,108.06999969482422,105.7300033569336,108.37999725341795 2024-09-12,107.97000122070312,107.43000030517578,106.93000030517578,108.08999633789062 2024-09-13,108.58999633789062,108.25,108.05999755859376,108.8000030517578 2024-09-16,110.16999816894533,109.29000091552734,108.86000061035156,110.2699966430664 2024-09-17,109.55999755859376,110.0,109.12000274658205,110.25 2024-09-18,108.95999908447266,109.72000122070312,108.87000274658205,110.5500030517578 2024-09-19,107.87000274658205,109.33000183105467,107.80999755859376,109.44000244140624 2024-09-20,107.91999816894533,107.58000183105467,107.06999969482422,108.11000061035156 2024-09-23,110.0199966430664,108.2300033569336,108.2300033569336,110.11000061035156 2024-09-24,109.0999984741211,109.25,108.77999877929688,109.61000061035156 2024-09-25,109.69000244140624,109.58999633789062,108.86000061035156,110.36000061035156 2024-09-26,110.06999969482422,109.19000244140624,109.19000244140624,110.87000274658205 2024-09-27,110.58999633789062,110.0199966430664,109.68000030517578,110.97000122070312 2024-09-30,111.8000030517578,110.70999908447266,110.0199966430664,112.0999984741211 2024-10-01,112.81999969482422,111.7699966430664,111.13999938964844,112.95999908447266 2024-10-02,114.2300033569336,113.05999755859376,112.43000030517578,114.31999969482422 2024-10-03,113.52999877929688,114.12000274658205,112.83000183105467,114.37000274658205 2024-10-04,115.26000213623048,114.11000061035156,113.75,115.5 2024-10-07,111.83999633789062,114.97000122070312,111.04000091552734,114.97000122070312 2024-10-08,112.47000122070312,112.27999877929688,112.01000213623048,112.93000030517578 2024-10-09,111.05999755859376,112.2300033569336,110.47000122070312,112.48999786376952 2024-10-10,111.61000061035156,112.16999816894533,111.25,112.76000213623048 2024-10-11,113.26000213623048,112.0999984741211,112.0999984741211,113.66999816894533 2024-10-14,114.06999969482422,113.5999984741211,113.25,114.22000122070312 2024-10-15,113.98999786376952,114.27999877929688,113.83000183105467,115.12999725341795 2024-10-16,114.37999725341795,113.83999633789062,113.54000091552734,114.5 2024-10-17,114.98999786376952,115.29000091552734,114.4499969482422,115.3499984741211 2024-10-18,114.5,115.44000244140624,113.91000366210938,115.44000244140624 2024-10-21,112.75,114.44000244140624,112.4499969482422,114.69000244140624 2024-10-22,112.16000366210938,112.4800033569336,111.16999816894533,112.73999786376952 2024-10-23,112.13999938964844,111.9800033569336,111.69000244140624,112.63999938964844 2024-10-24,112.01000213623048,112.45999908447266,111.58000183105467,112.69000244140624 2024-10-25,109.75,112.01000213623048,108.9800033569336,112.2300033569336 2024-10-28,109.79000091552734,110.0,109.48999786376952,110.58999633789062 2024-10-29,110.0,109.5,109.22000122070312,110.36000061035156 2024-10-30,110.08999633789062,109.9499969482422,109.5500030517578,110.80999755859376 2024-10-31,104.79000091552734,107.19000244140624,104.08999633789062,108.23999786376952 2024-11-01,104.70999908447266,105.29000091552734,104.31999969482422,106.69000244140624 2024-11-04,104.51000213623048,105.05999755859376,104.0500030517578,105.2300033569336 2024-11-05,105.55999755859376,104.38999938964844,104.0,105.58999633789062 2024-11-06,108.55999755859376,109.69000244140624,106.91999816894533,109.86000061035156 2024-11-07,107.44000244140624,108.27999877929688,107.27999877929688,108.3499984741211 2024-11-08,108.2699966430664,108.33000183105467,107.87000274658205,108.70999908447266 2024-11-11,110.43000030517578,108.86000061035156,108.22000122070312,110.9000015258789 2024-11-12,110.6500015258789,110.19000244140624,110.04000091552734,111.13999938964844 2024-11-13,110.44000244140624,110.41999816894533,110.2699966430664,111.08999633789062 2024-11-14,109.68000030517578,110.0,109.12000274658205,110.52999877929688 2024-11-15,111.31999969482422,109.87999725341795,108.87000274658205,111.91000366210938 2024-11-18,112.04000091552734,111.31999969482422,111.06999969482422,112.25 2024-11-19,111.12999725341795,110.9000015258789,110.06999969482422,111.52999877929688 2024-11-20,110.23999786376952,110.97000122070312,109.77999877929688,111.16000366210938 2024-11-21,111.7300033569336,111.0,110.41999816894533,112.33000183105467 2024-11-22,112.38999938964844,112.16999816894533,112.1500015258789,113.1500015258789 2024-11-25,113.1999969482422,112.76000213623048,112.4499969482422,113.9800033569336 2024-11-26,114.0199966430664,112.7300033569336,112.33000183105467,114.33000183105467 2024-11-27,114.0999984741211,114.5,113.94000244140624,115.43000030517578 2024-11-29,114.0,114.01000213623048,113.9000015258789,115.06999969482422 2024-12-02,111.4000015258789,114.16999816894533,111.11000061035156,114.5999984741211 2024-12-03,106.76000213623048,112.23999786376952,106.73999786376952,112.23999786376952 2024-12-04,106.98999786376952,105.91999816894533,105.0,107.25 2024-12-05,107.75,107.4000015258789,107.16000366210938,108.52999877929688 2024-12-06,107.30999755859376,107.7699966430664,107.08999633789062,108.3499984741211 2024-12-09,105.0,106.87000274658205,104.66999816894533,107.0 2024-12-10,104.22000122070312,104.37000274658205,102.77999877929688,104.87000274658205 2024-12-11,104.20999908447266,104.43000030517578,103.75,104.76000213623048 2024-12-12,104.37999725341795,104.98999786376952,104.31999969482422,105.54000091552734 2024-12-13,104.5199966430664,104.55999755859376,104.1999969482422,105.30999755859376 2024-12-16,103.80999755859376,104.33999633789062,103.75,104.62999725341795 2024-12-17,102.75,103.0,102.33000183105467,103.6999969482422 2024-12-18,100.37000274658205,102.5199966430664,100.3000030517578,103.31999969482422 2024-12-19,101.25,100.91000366210938,100.58999633789062,102.08999633789062 2024-12-20,102.69000244140624,101.04000091552734,100.6500015258789,103.16999816894533 2024-12-23,102.73999786376952,102.05999755859376,101.77999877929688,102.93000030517578 2024-12-24,103.23999786376952,102.8000030517578,102.13999938964844,103.41000366210938 2024-12-26,103.66000366210938,102.75,102.51000213623048,104.0199966430664 2024-12-27,103.37999725341795,103.18000030517578,102.73999786376952,104.4499969482422 2024-12-30,102.97000122070312,102.27999877929688,101.75,103.58999633789062 2024-12-31,103.44000244140624,103.04000091552734,103.04000091552734,103.88999938964844 2025-01-02,102.36000061035156,103.61000061035156,101.97000122070312,104.04000091552734 2025-01-03,103.16000366210938,102.56999969482422,102.16999816894533,103.3499984741211 2025-01-06,101.79000091552734,103.0500030517578,101.48999786376952,103.79000091552734 2025-01-07,102.83999633789062,101.9800033569336,101.79000091552734,103.6999969482422 2025-01-08,103.56999969482422,103.01000213623048,102.04000091552734,103.5999984741211 2025-01-10,100.98999786376952,102.36000061035156,100.23999786376952,102.6999969482422 2025-01-13,102.48999786376952,100.95999908447266,100.0,102.9499969482422 2025-01-14,103.6500015258789,102.79000091552734,102.38999938964844,103.68000030517578 2025-01-15,104.79000091552734,105.18000030517578,104.41000366210938,105.18000030517578 ","date,20-day,close 2024-07-02,89.05071432931082,89.43000030517578 2024-07-03,89.08276160103934,89.08999633789062 2024-07-05,89.10600001017252,89.05000305175781 2024-07-08,89.07557111467634,88.5199966430664 2024-07-09,89.08338067190988,88.93000030517578 2024-07-10,89.2124282110305,90.20999908447266 2024-07-11,89.54333281744094,92.41999816894533 2024-07-12,89.87209469023205,92.63999938964844 2024-07-15,90.24919023059664,93.37000274658205 2024-07-16,90.61457148960659,93.5500030517578 2024-07-17,90.99752364385695,94.05999755859376 2024-07-18,91.37333326793852,94.29000091552734 2024-07-19,91.59247647240048,92.91000366210938 2024-07-22,91.9480478922526,94.5 2024-07-23,92.2634764171782,94.31999969482422 2024-07-24,92.5432382492792,94.13999938964844 2024-07-25,92.8014289855957,94.12000274658205 2024-07-26,93.10295275733584,94.81999969482422 2024-07-29,93.35085761660622,94.54000091552734 2024-07-30,93.6519529070173,95.36000061035156 2024-07-31,93.924952625093,95.37999725341795 2024-08-01,94.76676228841146,101.6500015258789 2024-08-02,95.31923824491955,99.23999786376952 2024-08-05,95.62604758853004,97.16999816894533 2024-08-06,96.02785695393881,98.5999984741211 2024-08-07,96.44933322724842,99.29000091552734 2024-08-08,96.97709517706008,100.86000061035156 2024-08-09,97.49799982706706,101.20999908447266 2024-08-12,97.97619051252093,101.19000244140624 2024-08-13,98.46857176281156,101.7300033569336 2024-08-14,98.98295295352028,102.37000274658205 2024-08-15,99.47395299275716,102.54000091552734 2024-08-16,100.13709600539434,104.76000213623048 2024-08-19,100.78666730608259,105.20999908447266 2024-08-20,101.34619136991955,104.8000030517578 2024-08-21,101.907238587879,105.33999633789062 2024-08-22,102.53590527489072,106.61000061035156 2024-08-23,103.17461918422154,107.33999633789062 2024-08-26,103.76990509033203,107.51000213623048 2024-08-27,104.32247641427176,107.70999908447266 2024-08-28,104.92290514991397,108.83000183105467 2024-08-29,105.53547628493536,109.62999725341795 2024-08-30,106.17957156953358,110.36000061035156 2024-09-03,106.64785723005022,109.06999969482422 2024-09-04,107.19471413748605,110.48999786376952 2024-09-05,107.6087619599842,109.69000244140624 2024-09-06,107.89709519885835,108.88999938964844 2024-09-09,108.19576198032924,109.4000015258789 2024-09-10,108.3640002659389,108.44000244140624 2024-09-11,108.39485742478143,107.36000061035156 2024-09-12,108.45700036911737,107.97000122070312 2024-09-13,108.5515238080706,108.58999633789062 2024-09-16,108.7677141098749,110.16999816894533 2024-09-17,108.9000472295852,109.55999755859376 2024-09-18,108.95452335902623,108.95999908447266 2024-09-19,108.88538080851237,107.87000274658205 2024-09-20,108.80895207722982,107.91999816894533 2024-09-23,108.92628511701311,110.0199966430664 2024-09-24,108.9432373773484,109.0999984741211 2024-09-25,109.00880908057803,109.69000244140624 2024-09-26,109.10114241100493,110.06999969482422 2024-09-27,109.23709447951543,110.58999633789062 2024-09-30,109.48371385846819,111.8000030517578 2024-10-01,109.82061862037295,112.81999969482422 2024-10-02,110.2739523024786,114.2300033569336 2024-10-03,110.64280933198475,113.52999877929688 2024-10-04,111.15814288911365,115.26000213623048 2024-10-07,111.31742826189314,111.83999633789062 2024-10-08,111.52509507678803,112.47000122070312 2024-10-09,111.5792853582473,111.05999755859376 2024-10-10,111.66823784964426,111.61000061035156 2024-10-11,111.89700001307897,113.26000213623048 2024-10-14,112.18066667829241,114.06999969482422 2024-10-15,112.43814268566314,113.98999786376952 2024-10-16,112.71166625249954,114.37999725341795 2024-10-17,113.01747560046968,114.98999786376952 2024-10-18,113.2427137465704,114.5 2024-10-21,113.26995188395182,112.75 2024-10-22,113.22799987792969,112.16000366210938 2024-10-23,113.16957124982561,112.13999938964844 2024-10-24,113.08709527878534,112.01000213623048 2024-10-25,112.78014290219261,109.75 2024-10-28,112.48100011916388,109.79000091552734 2024-10-29,112.21142868768601,110.0 2024-10-30,111.96385690598261,110.08999633789062 2024-10-31,111.231237974621,104.79000091552734 2024-11-01,110.5326188587007,104.70999908447266 2024-11-04,109.86519052414667,104.51000213623048 2024-11-05,109.33266648792085,105.55999755859376 2024-11-06,109.1187615167527,108.55999755859376 2024-11-07,108.8100951058524,107.44000244140624 2024-11-08,108.60033289591472,108.2699966430664 2024-11-11,108.62004725138347,110.43000030517578 2024-11-12,108.67804743448893,110.6500015258789 2024-11-13,108.73195244925363,110.44000244140624 2024-11-14,108.73223818824405,109.68000030517578 2024-11-15,108.9140000479562,111.31999969482422 2024-11-18,109.17947631109328,112.04000091552734 2024-11-19,109.36166650681268,111.12999725341795 2024-11-20,109.46399964832125,110.23999786376952 2024-11-21,109.71728570120675,111.7300033569336 2024-11-22,110.03476184663319,112.38999938964844 2024-11-25,110.4168091910226,113.1999969482422 2024-11-26,110.86071366809664,114.0199966430664 2024-11-27,111.29309452601842,114.0999984741211 2024-11-29,111.69685647147043,114.0 2024-12-02,111.8091423761277,111.4000015258789 2024-12-03,111.44766642252604,106.76000213623048 2024-12-04,111.09738053821383,106.98999786376952 2024-12-05,110.81266628447032,107.75 2024-12-06,110.4899041675386,107.30999755859376 2024-12-09,109.94776135399228,105.0 2024-12-10,109.34690435500372,104.22000122070312 2024-12-11,108.77466619582404,104.20999908447266 2024-12-12,108.24928501674107,104.37999725341795 2024-12-13,107.76609428042457,104.5199966430664 2024-12-16,107.23985602969215,103.80999755859376 2024-12-17,106.64842754545666,102.75 2024-12-18,105.8745707557315,100.37000274658205 2024-12-19,105.23576129731678,101.25 2024-12-20,104.7769044421968,102.69000244140624 2024-12-23,104.3658566792806,102.73999786376952 2024-12-24,104.04838035220192,103.23999786376952 2024-12-26,103.81833314441499,103.66000366210938 2024-12-27,103.61095195951916,103.37999725341795 2024-12-30,103.41557115827288,102.97000122070312 2024-12-31,103.31747618175689,103.44000244140624 2025-01-02,103.1544286455427,102.36000061035156 2025-01-03,103.08852426438105,103.16000366210938 2025-01-06,102.91038149879093,101.79000091552734 2025-01-07,102.8606192452567,102.83999633789062 2025-01-08,102.90166684105283,103.56999969482422 2025-01-10,102.70380950201125,100.98999786376952 2025-01-13,102.66419027419317,102.48999786376952 2025-01-14,102.74323806762695,103.6500015258789 2025-01-15,102.93433340163458,104.79000091552734 " 3330,US,technical,"How many times did the price break above the 10-day Exponential Moving Average line for General Dynamics from October 02, 2021 to October 22, 2021? (Smoothing factor alpha = 2 / (n + 1); Require 4n data points to warm up; Use the first data point as the initial value) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",3.0,medium,moving average,"EMA_t = \alpha * P_t + (1 - \alpha) * EMA_{t-1}, \quad \alpha = 2 / (n + 1)","date,close,high,open 2021-08-06,199.0800018310547,199.4499969482422,198.13999938964844 2021-08-09,197.2400054931641,198.58999633789065,198.3999938964844 2021-08-10,199.0200042724609,199.13999938964844,196.9900054931641 2021-08-11,200.69000244140625,200.7400054931641,199.42999267578125 2021-08-12,199.1699981689453,201.1499938964844,200.77999877929688 2021-08-13,198.3699951171875,199.6100006103516,199.47000122070312 2021-08-16,200.4600067138672,200.5399932861328,198.19000244140625 2021-08-17,199.32000732421875,200.4600067138672,199.47999572753903 2021-08-18,196.8000030517578,199.42999267578125,198.88999938964844 2021-08-19,195.4900054931641,197.33999633789065,195.50999450683597 2021-08-20,197.3000030517578,197.8999938964844,195.6300048828125 2021-08-23,198.00999450683597,199.1000061035156,198.0800018310547 2021-08-24,198.9199981689453,199.6000061035156,198.6699981689453 2021-08-25,199.3000030517578,200.07000732421875,199.57000732421875 2021-08-26,199.07000732421875,199.38999938964844,198.8800048828125 2021-08-27,199.72000122070312,200.5200042724609,199.8699951171875 2021-08-30,199.19000244140625,200.00999450683597,199.92999267578125 2021-08-31,200.30999755859372,200.7700042724609,199.3000030517578 2021-09-01,199.7899932861328,201.0,201.0 2021-09-02,202.3000030517578,202.3999938964844,200.30999755859372 2021-09-03,202.4600067138672,202.8999938964844,202.0 2021-09-07,202.38999938964844,203.25,201.6699981689453 2021-09-08,204.3999938964844,205.0,202.17999267578125 2021-09-09,203.80999755859372,206.4600067138672,205.0 2021-09-10,201.6000061035156,205.13999938964844,204.9499969482422 2021-09-13,199.4199981689453,202.8800048828125,202.33999633789065 2021-09-14,196.66000366210935,200.42999267578125,200.42999267578125 2021-09-15,198.47999572753903,199.4600067138672,196.6100006103516 2021-09-16,194.8800048828125,199.5,198.91000366210935 2021-09-17,195.1199951171875,195.7899932861328,194.1199951171875 2021-09-20,193.42999267578125,194.57000732421875,194.0 2021-09-21,191.19000244140625,194.77999877929688,193.92999267578125 2021-09-22,193.75,194.9499969482422,192.77999877929688 2021-09-23,196.75,197.8800048828125,195.6000061035156 2021-09-24,197.4199981689453,198.1199951171875,196.6499938964844 2021-09-27,197.75999450683597,200.2100067138672,198.16000366210935 2021-09-28,197.1000061035156,198.6999969482422,197.7899932861328 2021-09-29,198.38999938964844,199.5200042724609,198.08999633789065 2021-09-30,196.02999877929688,199.4900054931641,198.9600067138672 2021-10-01,198.22000122070312,199.3000030517578,197.2700042724609 2021-10-04,197.50999450683597,199.7400054931641,197.66000366210935 2021-10-05,198.16000366210935,199.66000366210935,198.22999572753903 2021-10-06,199.3600006103516,199.41000366210935,197.1199951171875 2021-10-07,201.72999572753903,202.19000244140625,199.88999938964844 2021-10-08,202.1199951171875,202.83999633789065,201.94000244140625 2021-10-11,202.8800048828125,205.83999633789065,202.5 2021-10-12,203.5500030517578,205.4499969482422,202.8800048828125 2021-10-13,203.38999938964844,204.05999755859372,203.3800048828125 2021-10-14,205.13999938964844,205.6699981689453,204.72000122070312 2021-10-15,208.05999755859372,208.92999267578125,205.75 2021-10-18,206.66000366210935,208.2700042724609,206.9199981689453 2021-10-19,208.6199951171875,209.02999877929688,207.0800018310547 2021-10-20,208.44000244140625,209.6300048828125,208.6199951171875 2021-10-21,208.0399932861328,208.1999969482422,207.9600067138672 2021-10-22,209.5200042724609,210.2100067138672,208.7100067138672 ","date,10-day,close 2021-08-19,198.2208434608505,195.4900054931641 2021-08-20,198.0534179319245,197.3000030517578 2021-08-23,198.04552276372658,198.00999450683597 2021-08-24,198.20451829194815,198.9199981689453 2021-08-25,198.40369733918624,199.3000030517578 2021-08-26,198.52484460919214,199.07000732421875 2021-08-27,198.742145811285,199.72000122070312 2021-08-30,198.82357428948887,199.19000244140625 2021-08-31,199.09383306568975,200.30999755859372 2021-09-01,199.22040765122483,199.7899932861328 2021-09-02,199.78033408768536,202.3000030517578 2021-09-03,200.26754729244567,202.4600067138672 2021-09-07,200.65344767375527,202.38999938964844 2021-09-08,201.33463789606964,204.3999938964844 2021-09-09,201.78470328925582,203.80999755859372 2021-09-10,201.75112198275758,201.6000061035156 2021-09-13,201.32728128933715,199.4199981689453 2021-09-14,200.47868535711393,196.66000366210935 2021-09-15,200.11528724264576,198.47999572753903 2021-09-16,199.1634177226761,194.8800048828125 2021-09-17,198.42824997622358,195.1199951171875 2021-09-20,197.5194759215977,193.42999267578125 2021-09-21,196.36866256156287,191.19000244140625 2021-09-22,195.89254209582415,193.75 2021-09-23,196.04844353294703,196.75 2021-09-24,196.29781710312852,197.4199981689453 2021-09-27,196.56366754016622,197.75999450683597 2021-09-28,196.6611836425934,197.1000061035156 2021-09-29,196.97551377842154,198.38999938964844 2021-09-30,196.80360196039885,196.02999877929688 2021-10-01,197.06112909863597,198.22000122070312 2021-10-04,197.14274099103596,197.50999450683597 2021-10-05,197.32769784032203,198.16000366210935 2021-10-06,197.69720743487287,199.3600006103516 2021-10-07,198.43044166990308,201.72999572753903 2021-10-08,199.1012695694093,202.1199951171875 2021-10-11,199.78831235366442,202.8800048828125 2021-10-12,200.47225611695413,203.5500030517578 2021-10-13,201.00275489380763,203.38999938964844 2021-10-14,201.75498116577867,205.13999938964844 2021-10-15,202.9013477826541,208.05999755859372 2021-10-18,203.58473976073685,206.66000366210935 2021-10-19,204.50024073463695,208.6199951171875 2021-10-20,205.21656104495864,208.44000244140625 2021-10-21,205.72991236153575,208.0399932861328 2021-10-22,206.41901998170394,209.5200042724609 " 3331,US,technical,"From December 26, 2021 to November 27, 2022, how many times did American Tower's price break above the 10-day Exponential Moving Average line? (Smoothing factor alpha = 2 / (n + 1); Require 4n data points to warm up; Use the first data point as the initial value) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",20.0,medium,moving average,"EMA_t = \alpha * P_t + (1 - \alpha) * EMA_{t-1}, \quad \alpha = 2 / (n + 1)","date,close,high,open 2021-10-28,286.010009765625,289.989990234375,285.5 2021-10-29,281.9700012207031,284.92999267578125,284.2300109863281 2021-11-01,282.1000061035156,283.1600036621094,282.8599853515625 2021-11-02,282.6499938964844,285.2900085449219,282.8099975585937 2021-11-03,280.6000061035156,285.4200134277344,283.7200012207031 2021-11-04,278.95001220703125,283.45001220703125,281.79998779296875 2021-11-05,277.8299865722656,281.44000244140625,280.94000244140625 2021-11-08,278.760009765625,279.2200012207031,278.25 2021-11-09,279.9200134277344,281.6099853515625,279.8900146484375 2021-11-10,275.8800048828125,281.4800109863281,278.6300048828125 2021-11-11,272.4800109863281,276.70001220703125,276.1300048828125 2021-11-12,272.1000061035156,275.2200012207031,274.489990234375 2021-11-15,260.5,268.5400085449219,267.3299865722656 2021-11-16,259.0400085449219,262.3299865722656,262.1300048828125 2021-11-17,257.5299987792969,260.3999938964844,259.1000061035156 2021-11-18,258.9599914550781,259.7699890136719,257.6000061035156 2021-11-19,260.9800109863281,264.2900085449219,260.8999938964844 2021-11-22,257.6300048828125,261.0599975585937,260.0 2021-11-23,262.0,262.2099914550781,258.260009765625 2021-11-24,265.4800109863281,266.010009765625,262.8800048828125 2021-11-26,262.8699951171875,267.5,266.5799865722656 2021-11-29,266.94000244140625,269.3099975585937,264.1300048828125 2021-11-30,262.4800109863281,268.1499938964844,264.1600036621094 2021-12-01,258.95001220703125,267.5400085449219,263.9800109863281 2021-12-02,266.239990234375,267.739990234375,259.7300109863281 2021-12-03,266.9599914550781,269.2300109863281,265.7200012207031 2021-12-06,269.57000732421875,272.8999938964844,268.5299987792969 2021-12-07,276.8099975585937,277.32000732421875,271.25 2021-12-08,275.8500061035156,277.9200134277344,276.3900146484375 2021-12-09,271.0599975585937,276.989990234375,275.8800048828125 2021-12-10,272.57000732421875,274.17999267578125,270.9100036621094 2021-12-13,276.0199890136719,277.3299865722656,272.0 2021-12-14,273.4100036621094,278.1000061035156,274.4700012207031 2021-12-15,274.3500061035156,276.19000244140625,274.1600036621094 2021-12-16,279.4700012207031,279.6700134277344,274.79998779296875 2021-12-17,278.8599853515625,283.75,279.25 2021-12-20,278.4599914550781,279.5400085449219,275.8500061035156 2021-12-21,277.8500061035156,282.0400085449219,280.29998779296875 2021-12-22,281.25,281.3399963378906,278.95001220703125 2021-12-23,278.739990234375,280.4599914550781,280.0 2021-12-27,285.760009765625,285.9100036621094,280.0599975585937 2021-12-28,288.489990234375,288.94000244140625,285.760009765625 2021-12-29,288.8800048828125,289.5,286.79998779296875 2021-12-30,291.1400146484375,291.989990234375,289.6099853515625 2021-12-31,292.5,294.3999938964844,291.3999938964844 2022-01-03,286.3800048828125,292.54998779296875,292.3699951171875 2022-01-04,282.7699890136719,288.25,287.19000244140625 2022-01-05,264.57000732421875,279.44000244140625,278.9700012207031 2022-01-06,264.8900146484375,265.3800048828125,263.9100036621094 2022-01-07,266.5799865722656,269.239990234375,264.0299987792969 2022-01-10,264.4100036621094,267.3500061035156,267.3500061035156 2022-01-11,260.489990234375,261.6099853515625,259.4100036621094 2022-01-12,259.3900146484375,264.5,259.8800048828125 2022-01-13,255.44000244140625,260.2300109863281,260.0 2022-01-14,250.6199951171875,254.1999969482422,253.63999938964844 2022-01-18,250.22999572753903,250.97000122070312,248.6300048828125 2022-01-19,249.0,253.25999450683597,251.2100067138672 2022-01-20,245.94000244140625,252.8600006103516,249.88999938964844 2022-01-21,244.75999450683597,250.77999877929688,249.72999572753903 2022-01-24,248.3999938964844,249.3300018310547,241.30999755859372 2022-01-25,250.52999877929688,252.3999938964844,245.7899932861328 2022-01-26,242.6000061035156,254.3699951171875,250.6300048828125 2022-01-27,236.42999267578125,245.0500030517578,241.5500030517578 2022-01-28,246.7700042724609,246.8500061035156,237.57000732421875 2022-01-31,251.5,251.67999267578125,245.91000366210935 2022-02-01,250.1499938964844,252.4499969482422,251.07000732421875 2022-02-02,252.33999633789065,254.47000122070312,251.8800048828125 2022-02-03,250.6999969482422,252.69000244140625,250.8999938964844 2022-02-04,246.42999267578125,250.0,248.16000366210935 2022-02-07,246.25999450683597,248.3600006103516,245.7700042724609 2022-02-08,245.32000732421875,247.3300018310547,245.58999633789065 2022-02-09,249.88999938964844,250.4600067138672,248.1499938964844 2022-02-10,242.50999450683597,249.4600067138672,246.6300048828125 2022-02-11,236.8999938964844,244.9499969482422,242.9600067138672 2022-02-14,234.2899932861328,238.55999755859372,237.8999938964844 2022-02-15,233.38999938964844,237.1499938964844,237.05999755859372 2022-02-16,232.3300018310547,233.75,233.3999938964844 2022-02-17,228.6699981689453,232.50999450683597,232.00999450683597 2022-02-18,228.44000244140625,231.3000030517578,228.82000732421875 2022-02-22,228.3699951171875,230.8999938964844,228.2400054931641 2022-02-23,227.4499969482422,231.4499969482422,229.88999938964844 2022-02-24,231.75,232.6199951171875,221.80999755859372 2022-02-25,233.66000366210935,234.4499969482422,231.6999969482422 2022-02-28,226.8699951171875,231.3999938964844,231.1499938964844 2022-03-01,228.5500030517578,230.9199981689453,228.0 2022-03-02,231.0,232.7700042724609,228.30999755859372 2022-03-03,235.2400054931641,236.8000030517578,233.47999572753903 2022-03-04,238.27999877929688,239.22999572753903,233.97000122070312 2022-03-07,232.0200042724609,237.8699951171875,237.1199951171875 2022-03-08,227.97000122070312,236.6499938964844,232.5200042724609 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2021-12-10,269.9168506048359,272.57000732421875 2021-12-13,271.02651213371513,276.0199890136719 2021-12-14,271.4598742297868,273.4100036621094 2021-12-15,271.98535275228295,274.3500061035156 2021-12-16,273.34619792835935,279.4700012207031 2021-12-17,274.3487047325781,278.8599853515625 2021-12-20,275.09621140939623,278.4599914550781 2021-12-21,275.59690135378156,277.8500061035156 2021-12-22,276.6247374712758,281.25 2021-12-23,277.0093288827484,278.739990234375 2021-12-27,278.6003617705441,285.760009765625 2021-12-28,280.3984760366952,288.489990234375 2021-12-29,281.9405721905347,288.8800048828125 2021-12-30,283.6131980919715,291.1400146484375 2021-12-31,285.2289802570676,292.5 2022-01-03,285.43825746174844,286.3800048828125 2022-01-04,284.9531177439163,282.7699890136719 2022-01-05,281.24709766760765,264.57000732421875 2022-01-06,278.27308257321306,264.8900146484375 2022-01-07,276.14706511849533,266.5799865722656 2022-01-10,274.01305394460695,264.4100036621094 2022-01-11,271.5543150882011,260.489990234375 2022-01-12,269.34262409915317,259.3900146484375 2022-01-13,266.81487470683555,255.44000244140625 2022-01-14,263.8703511450814,250.6199951171875 2022-01-18,261.39028652371,250.22999572753903 2022-01-19,259.1375071557627,249.0 2022-01-20,256.7379608440615,245.94000244140625 2022-01-21,254.56014878274775,244.75999450683597 2022-01-24,253.44012062160894,248.3999938964844 2022-01-25,252.91100755937038,250.52999877929688 2022-01-26,251.03628002194222,242.6000061035156 2022-01-27,248.3805914135493,236.42999267578125 2022-01-28,248.08775738789686,246.7700042724609 2022-01-31,248.70816513555195,251.5 2022-02-01,248.97031581935784,250.1499938964844 2022-02-02,249.5829850045456,252.33999633789065 2022-02-03,249.7860780852177,250.6999969482422 2022-02-04,249.17588073804743,246.42999267578125 2022-02-07,248.64571960509988,246.25999450683597 2022-02-08,248.04104464493966,245.32000732421875 2022-02-09,248.3772182348867,249.88999938964844 2022-02-10,247.310450284332,242.50999450683597 2022-02-11,245.41764003199606,236.8999938964844 2022-02-14,243.39443153274817,234.2899932861328 2022-02-15,241.57544387036637,233.38999938964844 2022-02-16,239.8944544086733,232.3300018310547 2022-02-17,237.8536441832682,228.6699981689453 2022-02-18,236.14207295747508,228.44000244140625 2022-02-22,234.7289678956046,228.3699951171875 2022-02-23,233.40551863244778,227.4499969482422 2022-02-24,233.10451524473,231.75 2022-02-25,233.20551313879898,233.66000366210935 2022-02-28,232.05360077123325,226.8699951171875 2022-03-01,231.4165830040559,228.5500030517578 2022-03-02,231.34084063968209,231.0 2022-03-03,232.04977970395151,235.2400054931641 2022-03-04,233.18254680855975,238.27999877929688 2022-03-07,232.97117543835995,232.0200042724609 2022-03-08,232.0618710351496,227.97000122070312 2022-03-09,232.25244004882268,233.1100006103516 2022-03-10,232.35199695844724,232.8000030517578 2022-03-11,232.8043604819824,234.83999633789065 2022-03-14,233.1908390626731,234.92999267578125 2022-03-15,233.73977863561745,236.2100067138672 2022-03-16,234.8107288623802,239.6300048828125 2022-03-17,236.6887780491562,245.13999938964844 2022-03-18,237.75081818190907,242.52999877929688 2022-03-21,238.45794203786167,241.63999938964844 2022-03-22,238.67831587987686,239.6699981689453 2022-03-23,237.82771299262652,234.0 2022-03-24,237.4026752654515,235.4900054931641 2022-03-25,238.0003711156251,240.69000244140625 2022-03-28,239.27848523629265,245.02999877929688 2022-03-29,241.32785211183176,250.5500030517578 2022-03-30,243.0627872037146,250.8699951171875 2022-03-31,244.54591702498521,251.22000122070312 2022-04-01,246.80120705808446,256.95001220703125 2022-04-04,248.80643969702646,257.8299865722656 2022-04-05,251.37254401170063,262.9200134277344 2022-04-06,254.5084442126982,268.6199951171875 2022-04-07,256.5487290806309,265.7300109863281 2022-04-08,258.34168809544514,266.4100036621094 2022-04-11,259.2450170887449,263.3099975585937 2022-04-12,258.86955810456965,257.17999267578125 2022-04-13,258.5587300241223,257.1600036621094 2022-04-14,258.0098687990333,255.5399932861328 2022-04-18,257.26443877413806,253.91000366210935 2022-04-19,257.538175181326,258.7699890136719 2022-04-20,259.3657790279741,267.5899963378906 2022-04-21,260.7083646592515,266.75 2022-04-22,260.9250245205666,261.8999938964844 2022-04-25,260.669563519313,259.5199890136719 2022-04-26,259.60600784747766,254.82000732421875 2022-04-27,258.37764389403003,252.8500061035156 2022-04-28,257.25079821798477,252.17999267578125 2022-04-29,254.29974477334403,241.0200042724609 2022-05-02,251.14524516878004,236.9499969482422 2022-05-03,249.30247232115383,241.00999450683597 2022-05-04,248.63656815178922,245.63999938964844 2022-05-05,247.33537316556192,241.47999572753903 2022-05-06,246.7416702853177,244.07000732421875 2022-05-09,243.8959113857855,231.08999633789065 2022-05-10,240.41483658836995,224.75 2022-05-11,237.56123015788506,224.72000122070312 2022-05-12,235.36827922008777,225.5 2022-05-13,234.8758654822735,232.66000366210935 2022-05-16,234.0293447074425,230.22000122070312 2022-05-17,233.84219112427112,233.0 2022-05-18,233.25815726218772,230.6300048828125 2022-05-19,233.25667412360812,233.25 2022-05-20,235.260914970097,244.27999877929688 2022-05-23,237.83529373352394,249.4199981689453 2022-05-24,241.59614742082354,258.5199890136719 2022-05-25,244.99503126156867,260.2900085449219 2022-05-26,246.7577532942664,254.69000244140625 2022-05-27,249.33997841441396,260.9599914550781 2022-05-31,250.5745286813955,256.1300048828125 2022-06-01,250.93552302270427,252.55999755859372 2022-06-02,253.01269799158757,262.3599853515625 2022-06-03,255.5067548997222,266.7300109863281 2022-06-06,257.6618877091477,267.3599853515625 2022-06-07,259.20517974320893,266.1499938964844 2022-06-08,260.16060005445786,264.4599914550781 2022-06-09,260.1677659003803,260.20001220703125 2022-06-10,258.5027165560995,251.00999450683597 2022-06-13,255.1440405966808,240.02999877929688 2022-06-14,251.38876148695047,234.4900054931641 2022-06-15,249.57262192504754,241.3999938964844 2022-06-16,246.77396206154458,234.17999267578125 2022-06-17,244.8459686265265,236.1699981689453 2022-06-21,245.21033907688815,246.8500061035156 2022-06-22,246.44664006415138,252.00999450683597 2022-06-23,248.60361415404998,258.3099975585937 2022-06-24,250.97568319812893,261.6499938964844 2022-06-27,252.49464744797194,259.3299865722656 2022-06-28,252.57380112575544,252.92999267578125 2022-06-29,252.6803834050925,253.16000366210935 2022-06-30,253.2094039383285,255.58999633789065 2022-07-01,254.1531475670841,258.3999938964844 2022-07-05,254.4780302715063,255.94000244140625 2022-07-06,255.16020858329205,258.2300109863281 2022-07-07,255.5274420546537,257.17999267578125 2022-07-08,255.4333606823232,255.00999450683597 2022-07-11,255.89820241905988,257.989990234375 2022-07-12,255.82398479616973,255.4900054931641 2022-07-13,255.841441773038,255.9199981689453 2022-07-14,255.962999589872,256.510009765625 2022-07-15,256.18791097481005,257.20001220703125 2022-07-18,254.92647261575365,249.25 2022-07-19,255.33256916963649,257.1600036621094 2022-07-20,254.31573941027787,249.7400054931641 2022-07-21,254.51287658958813,255.3999938964844 2022-07-22,255.43780922848404,259.6000061035156 2022-07-25,255.78366143019431,257.3399963378906 2022-07-26,256.3648158949459,258.9800109863281 2022-07-27,256.71303096482785,258.2799987792969 2022-07-28,258.9288424069472,268.8999938964844 2022-07-29,261.09268680064145,270.8299865722656 2022-08-01,262.46128831274075,268.6199951171875 2022-08-02,263.2192367800265,266.6300048828125 2022-08-03,264.23937310588815,268.8299865722656 2022-08-04,265.51766690730335,271.2699890136719 2022-08-05,266.73081882259476,272.19000244140625 2022-08-08,267.87066994575935,273.0 2022-08-09,269.38145589667243,276.17999267578125 2022-08-10,270.9102836508996,277.7900085449219 2022-08-11,271.4629615701962,273.95001220703125 2022-08-12,272.6006051430156,277.7200012207031 2022-08-15,274.2223113013167,281.5199890136719 2022-08-16,274.9909841932648,278.45001220703125 2022-08-17,275.4398946045036,277.4599914550781 2022-08-18,275.4490029008438,275.489990234375 2022-08-19,275.26009394834665,274.4100036621094 2022-08-22,274.2582586850109,269.75 2022-08-23,272.61675910343223,265.2300109863281 2022-08-24,271.1373503548678,264.4800109863281 2022-08-25,270.6105576056873,268.239990234375 2022-08-26,268.89772939399984,261.19000244140625 2022-08-29,267.2290515443095,259.7200012207031 2022-08-30,264.7146774265231,253.3999938964844 2022-08-31,262.77564572202033,254.0500030517578 2022-09-01,261.8418946177325,257.6400146484375 2022-09-02,259.8433694333294,250.8500061035156 2022-09-06,258.8136645683207,254.17999267578125 2022-09-07,258.938452828626,259.5 2022-09-08,259.43510021028203,261.6700134277344 2022-09-09,259.82689950621085,261.5899963378906 2022-09-12,260.7838262028799,265.0899963378906 2022-09-13,259.66494959923125,254.6300048828125 2022-09-14,258.2385964583199,251.82000732421875 2022-09-15,255.84248756746058,245.05999755859372 2022-09-16,254.03294426240382,245.88999938964844 2022-09-19,252.845136214694,247.5 2022-09-20,250.12783761138314,237.8999938964844 2022-09-21,247.22277511776517,234.1499938964844 2022-09-22,244.5968157834982,232.77999877929688 2022-09-23,241.7264851971519,228.80999755859372 2022-09-26,238.0253051826129,221.3699951171875 2022-09-27,234.85706898641337,220.6000061035156 2022-09-28,232.3485105449916,221.05999755859372 2022-09-29,228.96150884966642,213.72000122070312 2022-09-30,226.36850668577108,214.6999969482422 2022-10-03,224.69605059180276,217.1699981689453 2022-10-04,223.85676899893946,220.0800018310547 2022-10-05,222.09008361543198,214.13999938964844 2022-10-06,218.63188792612047,203.07000732421875 2022-10-07,214.26790919097354,194.6300048828125 2022-10-10,209.77919876189736,189.5800018310547 2022-10-11,206.05025430927253,189.2700042724609 2022-10-12,202.00293412324714,183.7899932861328 2022-10-13,199.79331084693231,189.8500061035156 2022-10-14,197.24543592554403,185.77999877929688 2022-10-17,196.38081221056586,192.4900054931641 2022-10-18,196.53339203059082,197.22000122070312 2022-10-19,195.5255035692405,190.9900054931641 2022-10-20,194.15723019301495,188.0 2022-10-21,192.95773335039289,187.55999755859372 2022-10-24,191.5835989042277,185.3999938964844 2022-10-25,192.30112615424025,195.52999877929688 2022-10-26,193.1409210660048,196.9199981689453 2022-10-27,194.14802499505504,198.67999267578125 2022-10-28,196.06838530756633,204.7100067138672 2022-10-31,198.09049751371901,207.19000244140625 2022-11-01,199.87040794446327,207.8800048828125 2022-11-02,200.83760694390745,205.19000244140625 2022-11-03,200.92713328702513,201.3300018310547 2022-11-04,201.4712905382833,203.9199981689453 2022-11-07,201.57105667177012,202.0200042724609 2022-11-08,201.83450169007753,203.0200042724609 2022-11-09,201.69004561663303,201.0399932861328 2022-11-10,205.1827634856969,220.8999938964844 2022-11-11,208.46953276226765,223.25999450683597 2022-11-14,209.72598223873032,215.3800048828125 2022-11-15,211.51762216460747,219.5800018310547 2022-11-16,212.9053261158578,219.1499938964844 2022-11-17,213.52981161077287,216.33999633789065 2022-11-18,213.9662081680471,215.92999267578125 2022-11-21,215.0468982578766,219.91000366210935 2022-11-22,215.60746309877402,218.1300048828125 2022-11-23,216.08792435354238,218.25 2022-11-25,216.813756622181,220.0800018310547 " 3332,US,technical,"For Alexandria Real Estate Equities between June 23, 2022 and September 28, 2022, how many times did the price break above the 10-day Exponential Moving Average line? (Smoothing factor alpha = 2 / (n + 1); Require 4n data points to warm up; Use the first data point as the initial value) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",6.0,medium,moving average,"EMA_t = \alpha * P_t + (1 - \alpha) * EMA_{t-1}, \quad \alpha = 2 / (n + 1)","date,close,high,open 2022-04-26,190.6000061035156,194.4600067138672,190.0 2022-04-27,187.3800048828125,191.3999938964844,190.17999267578125 2022-04-28,190.44000244140625,190.9199981689453,188.4499969482422 2022-04-29,182.16000366210935,189.82000732421875,189.44000244140625 2022-05-02,178.14999389648438,182.9600067138672,182.0399932861328 2022-05-03,180.50999450683597,182.1499938964844,179.17999267578125 2022-05-04,184.30999755859372,184.67999267578125,180.69000244140625 2022-05-05,179.17999267578125,184.67999267578125,183.6100006103516 2022-05-06,176.67999267578125,178.9600067138672,178.82000732421875 2022-05-09,167.27000427246094,175.49000549316406,174.75 2022-05-10,163.16000366210938,171.30999755859375,169.27000427246094 2022-05-11,161.72000122070312,166.60000610351562,163.1300048828125 2022-05-12,161.9600067138672,163.6199951171875,161.38999938964844 2022-05-13,166.4499969482422,166.47999572753906,163.80999755859375 2022-05-16,164.9499969482422,166.92999267578125,166.77999877929688 2022-05-17,165.5399932861328,166.05999755859375,165.9499969482422 2022-05-18,158.0,165.0399932861328,164.97999572753906 2022-05-19,157.82000732421875,160.35000610351562,157.89999389648438 2022-05-20,159.7100067138672,159.88999938964844,158.0 2022-05-23,160.7100067138672,162.77999877929688,161.4199981689453 2022-05-24,160.25,160.94000244140625,160.94000244140625 2022-05-25,160.27999877929688,162.19000244140625,159.99000549316406 2022-05-26,163.3000030517578,164.38999938964844,162.07000732421875 2022-05-27,168.58999633789062,169.1199951171875,164.1300048828125 2022-05-31,165.9499969482422,167.6699981689453,167.14999389648438 2022-06-01,163.80999755859375,166.6300048828125,166.02000427246094 2022-06-02,166.64999389648438,166.77000427246094,163.10000610351562 2022-06-03,163.3699951171875,165.07000732421875,165.0 2022-06-06,162.57000732421875,165.1199951171875,164.66000366210938 2022-06-07,164.32000732421875,164.38999938964844,161.83999633789062 2022-06-08,156.0800018310547,162.8800048828125,162.8800048828125 2022-06-09,150.47000122070312,156.33999633789062,155.3000030517578 2022-06-10,146.2899932861328,148.61000061035156,148.0800018310547 2022-06-13,136.7100067138672,143.5800018310547,142.66000366210938 2022-06-14,135.3699951171875,138.5500030517578,137.27000427246094 2022-06-15,135.72999572753906,138.8000030517578,136.97999572753906 2022-06-16,130.5399932861328,133.1199951171875,132.42999267578125 2022-06-17,131.77999877929688,132.91000366210938,130.0 2022-06-21,131.6199951171875,134.22999572753906,132.88999938964844 2022-06-22,133.38999938964844,134.82000732421875,130.41000366210938 2022-06-23,137.9499969482422,138.2100067138672,133.0399932861328 2022-06-24,143.52999877929688,144.07000732421875,139.13999938964844 2022-06-27,145.66000366210938,146.7899932861328,143.36000061035156 2022-06-28,144.5,148.52999877929688,146.50999450683594 2022-06-29,144.5399932861328,145.41000366210938,142.77000427246094 2022-06-30,145.02999877929688,146.55999755859375,143.07000732421875 2022-07-01,148.1300048828125,148.89999389648438,144.8800048828125 2022-07-05,149.32000732421875,149.35000610351562,146.83999633789062 2022-07-06,150.02000427246094,151.88999938964844,150.16000366210938 2022-07-07,149.61000061035156,152.27000427246094,150.4499969482422 2022-07-08,146.35000610351562,149.07000732421875,149.07000732421875 2022-07-11,143.47000122070312,146.4499969482422,145.11000061035156 2022-07-12,143.2100067138672,144.36000061035156,142.30999755859375 2022-07-13,140.67999267578125,142.27000427246094,141.24000549316406 2022-07-14,137.41000366210938,139.89999389648438,138.47000122070312 2022-07-15,142.80999755859375,142.86000061035156,139.63999938964844 2022-07-18,141.86000061035156,144.64999389648438,143.97000122070312 2022-07-19,146.55999755859375,146.6699981689453,143.35000610351562 2022-07-20,147.8000030517578,149.35000610351562,147.38999938964844 2022-07-21,148.19000244140625,148.8000030517578,147.4499969482422 2022-07-22,150.22000122070312,151.8800048828125,149.75999450683594 2022-07-25,150.2899932861328,151.47000122070312,149.8000030517578 2022-07-26,156.49000549316406,157.2899932861328,151.3699951171875 2022-07-27,158.27000427246094,159.38999938964844,156.67999267578125 2022-07-28,163.1999969482422,163.6300048828125,159.22000122070312 2022-07-29,165.77999877929688,166.25999450683594,162.8300018310547 2022-08-01,164.32000732421875,165.55999755859375,164.19000244140625 2022-08-02,159.6699981689453,164.00999450683594,164.0 2022-08-03,159.3699951171875,162.27999877929688,160.3000030517578 2022-08-04,159.91000366210938,160.11000061035156,159.0 2022-08-05,159.77999877929688,159.97000122070312,158.69000244140625 2022-08-08,162.52000427246094,163.67999267578125,161.47999572753906 2022-08-09,162.0500030517578,163.08999633789062,163.08999633789062 2022-08-10,166.55999755859375,166.75,164.91000366210938 2022-08-11,166.97000122070312,168.1999969482422,167.69000244140625 2022-08-12,170.08999633789062,170.22000122070312,168.39999389648438 2022-08-15,170.0399932861328,170.8800048828125,169.74000549316406 2022-08-16,171.5800018310547,171.83999633789062,168.75 2022-08-17,170.72999572753906,171.41000366210938,169.7100067138672 2022-08-18,165.86000061035156,171.25999450683594,171.25999450683594 2022-08-19,163.14999389648438,165.3699951171875,164.8300018310547 2022-08-22,160.17999267578125,162.39999389648438,161.97999572753906 2022-08-23,157.67999267578125,160.7100067138672,159.99000549316406 2022-08-24,159.35000610351562,160.27000427246094,158.17999267578125 2022-08-25,161.9499969482422,162.4499969482422,160.30999755859375 2022-08-26,158.0,162.49000549316406,162.14999389648438 2022-08-29,155.7100067138672,157.41000366210938,157.16000366210938 2022-08-30,153.97999572753906,157.33999633789062,156.49000549316406 2022-08-31,153.39999389648438,156.2100067138672,155.19000244140625 2022-09-01,151.75,153.13999938964844,152.0 2022-09-02,150.38999938964844,154.27000427246094,153.72000122070312 2022-09-06,152.6699981689453,153.08999633789062,151.19000244140625 2022-09-07,154.33999633789062,154.75,152.9600067138672 2022-09-08,156.94000244140625,157.3000030517578,152.80999755859375 2022-09-09,158.83999633789062,159.36000061035156,156.77999877929688 2022-09-12,160.27999877929688,161.07000732421875,159.5800018310547 2022-09-13,153.72999572753906,158.27000427246094,156.97999572753906 2022-09-14,151.99000549316406,153.74000549316406,152.36000061035156 2022-09-15,150.88999938964844,153.1699981689453,151.7899932861328 2022-09-16,150.66000366210938,150.86000061035156,150.86000061035156 2022-09-19,149.02000427246094,149.47000122070312,149.02000427246094 2022-09-20,144.74000549316406,147.1999969482422,147.05999755859375 2022-09-21,141.24000549316406,146.5399932861328,146.0399932861328 2022-09-22,142.07000732421875,144.7100067138672,140.91000366210938 2022-09-23,143.0500030517578,143.42999267578125,140.41000366210938 2022-09-26,139.4600067138672,142.47999572753906,142.47999572753906 2022-09-27,137.92999267578125,141.10000610351562,140.8000030517578 2022-09-28,141.22000122070312,142.25999450683594,139.24000549316406 ","date,10-day,close 2022-05-09,180.0339833083587,167.27000427246094 2022-05-10,176.96598700904065,163.16000366210938 2022-05-11,174.19398959297925,161.72000122070312 2022-05-12,171.96962906950432,161.9600067138672 2022-05-13,170.9660595929112,166.4499969482422 2022-05-16,169.87223002115317,164.9499969482422 2022-05-17,169.08455061478583,165.5399932861328 2022-05-18,167.06917777573383,158.0 2022-05-19,165.3875104209129,157.82000732421875 2022-05-20,164.35523701963183,159.7100067138672 2022-05-23,163.69246787312915,160.7100067138672 2022-05-24,163.06656462346928,160.25 2022-05-25,162.5599162881652,160.27999877929688 2022-05-26,162.69447751790932,163.3000030517578 2022-05-27,163.7663900306332,168.58999633789062 2022-05-31,164.16340947019847,165.9499969482422 2022-06-01,164.0991527589976,163.80999755859375 2022-06-02,164.56294205672245,166.64999389648438 2022-06-03,164.34604261317062,163.3699951171875 2022-06-06,164.02312710608848,162.57000732421875 2022-06-07,164.0771053275667,164.32000732421875 2022-06-08,162.62308651001905,156.0800018310547 2022-06-09,160.41343463923434,150.47000122070312 2022-06-10,157.84553621139767,146.2899932861328 2022-06-13,154.0027126663921,136.7100067138672 2022-06-14,150.61494583926398,135.3699951171875 2022-06-15,147.9085912734958,135.72999572753906 2022-06-16,144.75066436670252,130.5399932861328 2022-06-17,142.39236153262877,131.77999877929688 2022-06-21,140.433749457094,131.6199951171875 2022-06-22,139.15306762664935,133.38999938964844 2022-06-23,138.9343275033026,137.9499969482422 2022-06-24,139.76990409893793,143.52999877929688 2022-06-27,140.84083129224183,145.66000366210938 2022-06-28,141.5061346936524,144.5 2022-06-29,142.05774534683064,144.5399932861328 2022-06-30,142.59815506182449,145.02999877929688 2022-07-01,143.60394593836776,148.1300048828125 2022-07-05,144.6432298267043,149.32000732421875 2022-07-06,145.62082518047822,150.02000427246094 2022-07-07,146.34612980409156,149.61000061035156 2022-07-08,146.34683458580503,146.35000610351562 2022-07-11,145.82377397396831,143.47000122070312 2022-07-12,145.34854356304083,143.2100067138672 2022-07-13,144.49971612899364,140.67999267578125 2022-07-14,143.21067749865102,137.41000366210938 2022-07-15,143.13782660045877,142.80999755859375 2022-07-18,142.90549460225745,141.86000061035156 2022-07-19,143.56994968522767,146.55999755859375 2022-07-20,144.33905029732406,147.8000030517578 2022-07-21,145.0392234144299,148.19000244140625 2022-07-22,145.98118301557048,150.22000122070312 2022-07-25,146.7646030647636,150.2899932861328 2022-07-26,148.5328580517455,156.49000549316406 2022-07-27,150.30324827369375,158.27000427246094 2022-07-28,152.6481116690662,163.1999969482422 2022-07-29,155.03572750728995,165.77999877929688 2022-08-01,156.72377838309518,164.32000732421875 2022-08-02,157.2594547077952,159.6699981689453 2022-08-03,157.6431893276847,159.3699951171875 2022-08-04,158.0553373884892,159.91000366210938 2022-08-05,158.36891218681785,159.77999877929688 2022-08-08,159.12365620238933,162.52000427246094 2022-08-09,159.65571926591088,162.0500030517578 2022-08-10,160.9110425918532,166.55999755859375 2022-08-11,162.01267143346226,166.97000122070312 2022-08-12,163.48127596154012,170.08999633789062 2022-08-15,164.67377002055696,170.0399932861328 2022-08-16,165.92944853155655,171.5800018310547 2022-08-17,166.80227529446245,170.72999572753906 2022-08-18,166.63095262462411,165.86000061035156 2022-08-19,165.9980510376896,163.14999389648438 2022-08-22,164.94022224461534,160.17999267578125 2022-08-23,163.62018050482732,157.67999267578125 2022-08-24,162.84378515913426,159.35000610351562 2022-08-25,162.68127821169932,161.9499969482422 2022-08-26,161.83013671866306,158.0 2022-08-29,160.71738580870016,155.7100067138672 2022-08-30,159.4924057939436,153.97999572753906 2022-08-31,158.38469453986008,153.39999389648438 2022-09-01,157.17838644170368,151.75 2022-09-02,155.9441342504209,150.38999938964844 2022-09-06,155.3488367810617,152.6699981689453 2022-09-07,155.16541124593968,154.33999633789062 2022-09-08,155.48806419056996,156.94000244140625 2022-09-09,156.0975063991737,158.83999633789062 2022-09-12,156.8579595591961,160.27999877929688 2022-09-13,156.28923886253116,153.72999572753906 2022-09-14,155.50756006810076,151.99000549316406 2022-09-15,154.66800358110942,150.88999938964844 2022-09-16,153.9392763231094,150.66000366210938 2022-09-19,153.0448632229915,149.02000427246094 2022-09-20,151.5348890902956,144.74000549316406 2022-09-21,149.6630920726353,141.24000549316406 2022-09-22,148.28253120928682,142.07000732421875 2022-09-23,147.33116245337243,143.0500030517578 2022-09-26,145.90004322800783,139.4600067138672 2022-09-27,144.45094312760298,137.92999267578125 2022-09-28,143.86349914453027,141.22000122070312 " 3333,US,technical,"How many break below events of the 5-day Exponential Moving Average line occurred for Halliburton from January 26, 2020 to October 04, 2020? (Smoothing factor alpha = 2 / (n + 1); Require 4n data points to warm up; Use the first data point as the initial value) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",22.0,medium,moving average,"EMA_t = \alpha * P_t + (1 - \alpha) * EMA_{t-1}, \quad \alpha = 2 / (n + 1)","date,close,high,open 2019-12-26,24.540000915527344,24.989999771118164,24.93000030517578 2019-12-27,24.399999618530277,24.690000534057617,24.549999237060547 2019-12-30,24.559999465942383,24.989999771118164,24.56999969482422 2019-12-31,24.46999931335449,24.51000022888184,24.350000381469727 2020-01-02,24.68000030517578,24.84000015258789,24.690000534057617 2020-01-03,24.76000022888184,25.450000762939453,25.290000915527344 2020-01-06,25.38999938964844,25.46999931335449,25.0 2020-01-07,24.670000076293945,25.350000381469727,25.350000381469727 2020-01-08,24.049999237060547,24.6200008392334,24.46999931335449 2020-01-09,24.190000534057617,24.299999237060547,24.09000015258789 2020-01-10,24.07999992370605,24.229999542236328,24.13999938964844 2020-01-13,23.75,23.96999931335449,23.950000762939453 2020-01-14,23.940000534057617,24.040000915527344,23.59000015258789 2020-01-15,23.56999969482422,23.8799991607666,23.76000022888184 2020-01-16,23.809999465942383,24.01000022888184,23.71999931335449 2020-01-17,23.959999084472656,24.229999542236328,24.0 2020-01-21,23.770000457763672,24.520000457763672,23.780000686645508 2020-01-22,23.93000030517578,24.149999618530277,23.809999465942383 2020-01-23,23.57999992370605,23.700000762939453,23.68000030517578 2020-01-24,23.100000381469727,23.5,23.5 2020-01-27,21.649999618530277,22.520000457763672,22.399999618530277 2020-01-28,22.07999992370605,22.11000061035156,21.799999237060547 2020-01-29,21.6299991607666,22.43000030517578,22.32999992370605 2020-01-30,21.950000762939453,21.96999931335449,21.229999542236328 2020-01-31,21.809999465942383,21.88999938964844,21.479999542236328 2020-02-03,21.5,21.93000030517578,21.809999465942383 2020-02-04,21.670000076293945,22.15999984741211,21.96999931335449 2020-02-05,22.57999992370605,22.8700008392334,22.190000534057617 2020-02-06,22.26000022888184,22.700000762939453,22.68000030517578 2020-02-07,21.799999237060547,22.100000381469727,21.940000534057617 2020-02-10,21.399999618530277,21.600000381469727,21.51000022888184 2020-02-11,21.729999542236328,21.86000061035156,21.770000457763672 2020-02-12,22.350000381469727,22.559999465942383,22.270000457763672 2020-02-13,22.190000534057617,22.399999618530277,22.13999938964844 2020-02-14,22.1200008392334,22.350000381469727,22.239999771118164 2020-02-18,21.86000061035156,21.979999542236328,21.81999969482422 2020-02-19,22.280000686645508,22.350000381469727,21.979999542236328 2020-02-20,21.950000762939453,22.57999992370605,22.520000457763672 2020-02-21,21.26000022888184,21.670000076293945,21.63999938964844 2020-02-24,19.82999992370605,20.280000686645508,20.25 2020-02-25,19.01000022888184,20.01000022888184,19.950000762939453 2020-02-26,18.399999618530277,19.270000457763672,19.229999542236328 2020-02-27,17.389999389648438,18.43000030517578,17.690000534057617 2020-02-28,16.959999084472656,17.149999618530273,16.760000228881836 2020-03-02,17.219999313354492,17.270000457763672,17.25 2020-03-03,15.949999809265137,17.079999923706055,16.739999771118164 2020-03-04,15.390000343322754,16.190000534057617,16.190000534057617 2020-03-05,14.739999771118164,15.039999961853027,15.0 2020-03-06,13.06999969482422,14.479999542236328,14.260000228881836 2020-03-09,8.149999618530273,9.739999771118164,9.739999771118164 2020-03-10,8.65999984741211,9.56999969482422,9.489999771118164 2020-03-11,7.829999923706055,8.329999923706055,8.130000114440918 2020-03-12,6.420000076293945,7.389999866485596,7.150000095367432 2020-03-13,7.150000095367432,7.349999904632568,7.320000171661377 2020-03-16,5.940000057220459,6.829999923706055,5.960000038146973 2020-03-17,6.139999866485596,6.400000095367432,6.130000114440918 2020-03-18,4.610000133514404,5.889999866485596,5.590000152587891 2020-03-19,4.800000190734863,5.340000152587891,4.78000020980835 2020-03-20,5.050000190734863,5.360000133514404,5.130000114440918 2020-03-23,5.239999771118164,5.380000114440918,5.199999809265137 2020-03-24,6.630000114440918,6.949999809265137,5.920000076293945 2020-03-25,6.769999980926514,7.519999980926514,7.519999980926514 2020-03-26,7.050000190734863,7.769999980926514,6.880000114440918 2020-03-27,6.389999866485596,6.809999942779541,6.570000171661377 2020-03-30,6.369999885559082,6.670000076293945,6.300000190734863 2020-03-31,6.849999904632568,6.989999771118164,6.800000190734863 2020-04-01,6.599999904632568,6.699999809265137,6.610000133514404 2020-04-02,7.519999980926514,8.199999809265137,6.809999942779541 2020-04-03,7.610000133514404,8.029999732971191,7.829999923706055 2020-04-06,7.909999847412109,8.0,7.829999923706055 2020-04-07,8.039999961853027,8.829999923706055,8.550000190734863 2020-04-08,8.75,8.789999961853027,8.300000190734863 2020-04-09,8.210000038146973,9.729999542236328,9.619999885559082 2020-04-13,7.849999904632568,8.550000190734863,8.550000190734863 2020-04-14,7.630000114440918,8.149999618530273,7.860000133514404 2020-04-15,6.949999809265137,7.199999809265137,7.150000095367432 2020-04-16,6.670000076293945,6.980000019073486,6.980000019073486 2020-04-17,7.579999923706055,7.579999923706055,6.900000095367432 2020-04-20,7.630000114440918,8.020000457763672,6.900000095367432 2020-04-21,7.460000038146973,7.760000228881836,7.309999942779541 2020-04-22,8.229999542236328,8.300000190734863,7.849999904632568 2020-04-23,8.920000076293945,9.020000457763672,8.600000381469727 2020-04-24,8.859999656677246,9.579999923706056,9.1899995803833 2020-04-27,8.90999984741211,9.100000381469728,8.5 2020-04-28,9.520000457763672,9.600000381469728,9.289999961853027 2020-04-29,11.020000457763672,11.06999969482422,10.15999984741211 2020-04-30,10.5,11.109999656677246,11.100000381469728 2020-05-01,9.760000228881836,10.399999618530272,10.18000030517578 2020-05-04,10.029999732971191,10.039999961853027,9.229999542236328 2020-05-05,9.859999656677246,10.760000228881836,10.619999885559082 2020-05-06,9.5600004196167,10.0,9.779999732971191 2020-05-07,10.010000228881836,10.119999885559082,9.789999961853027 2020-05-08,10.699999809265137,10.710000038146973,10.279999732971191 2020-05-11,10.579999923706056,10.710000038146973,10.479999542236328 2020-05-12,10.489999771118164,10.880000114440918,10.699999809265137 2020-05-13,9.539999961853027,10.380000114440918,10.350000381469728 2020-05-14,9.949999809265137,10.140000343322754,9.25 2020-05-15,9.81999969482422,10.239999771118164,9.869999885559082 2020-05-18,11.510000228881836,11.619999885559082,10.539999961853027 2020-05-19,11.149999618530272,11.510000228881836,11.399999618530272 2020-05-20,11.949999809265137,11.989999771118164,11.43000030517578 2020-05-21,11.979999542236328,12.210000038146973,11.979999542236328 2020-05-22,11.59000015258789,11.949999809265137,11.859999656677246 2020-05-26,11.869999885559082,12.109999656677246,12.039999961853027 2020-05-27,12.1899995803833,12.239999771118164,11.949999809265137 2020-05-28,12.109999656677246,12.56999969482422,12.18000030517578 2020-05-29,11.75,11.949999809265137,11.880000114440918 2020-06-01,12.039999961853027,12.18000030517578,11.789999961853027 2020-06-02,12.6899995803833,12.699999809265137,12.239999771118164 2020-06-03,13.079999923706056,13.210000038146973,13.09000015258789 2020-06-04,13.1899995803833,13.43000030517578,12.989999771118164 2020-06-05,14.520000457763672,15.010000228881836,14.220000267028809 2020-06-08,16.399999618530273,16.450000762939453,15.5 2020-06-09,15.43000030517578,15.619999885559082,15.619999885559082 2020-06-10,14.510000228881836,15.239999771118164,15.119999885559082 2020-06-11,12.279999732971191,13.25,12.600000381469728 2020-06-12,12.779999732971191,13.3100004196167,13.170000076293944 2020-06-15,13.029999732971191,13.279999732971191,11.949999809265137 2020-06-16,13.529999732971191,14.140000343322754,14.100000381469728 2020-06-17,12.960000038146973,13.460000038146973,13.449999809265137 2020-06-18,13.1899995803833,13.329999923706056,12.729999542236328 2020-06-19,13.039999961853027,13.800000190734863,13.779999732971191 2020-06-22,13.020000457763672,13.130000114440918,12.93000030517578 2020-06-23,13.0,13.25,13.18000030517578 2020-06-24,11.859999656677246,12.699999809265137,12.670000076293944 2020-06-25,12.43000030517578,12.43000030517578,11.579999923706056 2020-06-26,11.93000030517578,12.3100004196167,12.3100004196167 2020-06-29,12.420000076293944,12.5600004196167,12.010000228881836 2020-06-30,12.979999542236328,13.15999984741211,12.260000228881836 2020-07-01,12.470000267028809,13.3100004196167,13.1899995803833 2020-07-02,12.56999969482422,13.109999656677246,12.789999961853027 2020-07-06,13.029999732971191,13.210000038146973,12.949999809265137 2020-07-07,12.40999984741211,12.850000381469728,12.779999732971191 2020-07-08,12.470000267028809,12.670000076293944,12.420000076293944 2020-07-09,11.779999732971191,12.579999923706056,12.470000267028809 2020-07-10,12.0600004196167,12.09000015258789,11.739999771118164 2020-07-13,11.789999961853027,12.260000228881836,12.239999771118164 2020-07-14,12.479999542236328,12.539999961853027,11.75 2020-07-15,13.0,13.18000030517578,12.989999771118164 2020-07-16,13.09000015258789,13.380000114440918,12.829999923706056 2020-07-17,13.079999923706056,13.4399995803833,13.149999618530272 2020-07-20,13.40999984741211,14.140000343322754,13.710000038146973 2020-07-21,14.31999969482422,14.920000076293944,14.050000190734863 2020-07-22,14.18000030517578,14.390000343322754,14.140000343322754 2020-07-23,14.75,14.770000457763672,13.949999809265137 2020-07-24,14.710000038146973,14.90999984741211,14.65999984741211 2020-07-27,14.899999618530272,14.93000030517578,14.699999809265137 2020-07-28,14.649999618530272,14.989999771118164,14.800000190734863 2020-07-29,15.06999969482422,15.109999656677246,14.630000114440918 2020-07-30,14.670000076293944,14.84000015258789,14.779999732971191 2020-07-31,14.329999923706056,14.59000015258789,14.399999618530272 2020-08-03,14.529999732971191,14.68000030517578,14.329999923706056 2020-08-04,15.109999656677246,15.25,14.5 2020-08-05,15.31999969482422,15.75,15.529999732971191 2020-08-06,14.81999969482422,15.4399995803833,15.34000015258789 2020-08-07,14.890000343322754,14.890000343322754,14.649999618530272 2020-08-10,15.609999656677246,15.65999984741211,14.979999542236328 2020-08-11,16.139999389648438,16.700000762939453,16.0 2020-08-12,16.709999084472656,16.81999969482422,16.459999084472656 2020-08-13,16.649999618530273,16.790000915527344,16.639999389648438 2020-08-14,16.6299991607666,16.65999984741211,16.309999465942383 2020-08-17,16.649999618530273,16.850000381469727,16.520000457763672 2020-08-18,16.450000762939453,16.889999389648438,16.610000610351562 2020-08-19,16.489999771118164,16.8700008392334,16.450000762939453 2020-08-20,16.010000228881836,16.290000915527344,16.270000457763672 2020-08-21,15.739999771118164,15.989999771118164,15.880000114440918 2020-08-24,16.290000915527344,16.639999389648438,15.880000114440918 2020-08-25,16.149999618530273,16.690000534057617,16.6200008392334 2020-08-26,15.8100004196167,16.260000228881836,16.110000610351562 2020-08-27,16.020000457763672,16.059999465942383,15.81999969482422 2020-08-28,16.270000457763672,16.43000030517578,16.09000015258789 2020-08-31,16.18000030517578,16.34000015258789,16.200000762939453 2020-09-01,16.229999542236328,16.350000381469727,15.93000030517578 2020-09-02,16.25,16.290000915527344,16.170000076293945 2020-09-03,16.1200008392334,16.68000030517578,16.139999389648438 2020-09-04,15.989999771118164,16.350000381469727,16.290000915527344 2020-09-08,14.8100004196167,15.579999923706056,15.489999771118164 2020-09-09,15.0600004196167,15.329999923706056,14.960000038146973 2020-09-10,14.279999732971191,15.170000076293944,15.050000190734863 2020-09-11,14.270000457763672,14.369999885559082,14.369999885559082 2020-09-14,14.329999923706056,14.5,14.3100004196167 2020-09-15,14.4399995803833,14.640000343322754,14.449999809265137 2020-09-16,15.06999969482422,15.350000381469728,14.630000114440918 2020-09-17,14.81999969482422,14.970000267028809,14.729999542236328 2020-09-18,14.449999809265137,14.960000038146973,14.710000038146973 2020-09-21,13.220000267028809,13.81999969482422,13.720000267028809 2020-09-22,13.329999923706056,13.68000030517578,13.4399995803833 2020-09-23,12.649999618530272,13.5,13.359999656677246 2020-09-24,12.520000457763672,12.770000457763672,12.31999969482422 2020-09-25,12.369999885559082,12.56999969482422,12.3100004196167 2020-09-28,12.760000228881836,12.920000076293944,12.699999809265137 2020-09-29,12.06999969482422,12.779999732971191,12.720000267028809 2020-09-30,12.050000190734863,12.470000267028809,12.18000030517578 2020-10-01,11.170000076293944,11.899999618530272,11.859999656677246 2020-10-02,11.3100004196167,11.390000343322754,10.649999618530272 ","date,5-day,close 2020-01-02,24.560246926766858,24.68000030517578 2020-01-03,24.626831360805184,24.76000022888184 2020-01-06,24.881220703752938,25.38999938964844 2020-01-07,24.810813827933277,24.670000076293945 2020-01-08,24.557208964309037,24.049999237060547 2020-01-09,24.43480615422523,24.190000534057617 2020-01-10,24.316537410718837,24.07999992370605 2020-01-13,24.12769160714589,23.75 2020-01-14,24.065127916116467,23.940000534057617 2020-01-15,23.90008517568572,23.56999969482422 2020-01-16,23.870056605771275,23.809999465942383 2020-01-17,23.90003743200507,23.959999084472656 2020-01-21,23.856691773924606,23.770000457763672 2020-01-22,23.88112795100833,23.93000030517578 2020-01-23,23.780751941907575,23.57999992370605 2020-01-24,23.55383475509496,23.100000381469727 2020-01-27,22.919223042906737,21.649999618530277 2020-01-28,22.63948200317318,22.07999992370605 2020-01-29,22.302987722370986,21.6299991607666 2020-01-30,22.185325402560476,21.950000762939453 2020-01-31,22.060216757021113,21.809999465942383 2020-02-03,21.873477838014075,21.5 2020-02-04,21.8056519174407,21.670000076293945 2020-02-05,22.06376791952915,22.57999992370605 2020-02-06,22.12917868931338,22.26000022888184 2020-02-07,22.019452205229104,21.799999237060547 2020-02-10,21.81296800966283,21.399999618530277 2020-02-11,21.785311853853997,21.729999542236328 2020-02-12,21.97354136305924,22.350000381469727 2020-02-13,22.0456944200587,22.190000534057617 2020-02-14,22.07046322645027,22.1200008392334 2020-02-18,22.000309021084036,21.86000061035156 2020-02-19,22.093539576271194,22.280000686645508 2020-02-20,22.045693305160615,21.950000762939453 2020-02-21,21.783795613067692,21.26000022888184 2020-02-24,21.132530383280482,19.82999992370605 2020-02-25,20.42502033181427,19.01000022888184 2020-02-26,19.750013427386275,18.399999618530277 2020-02-27,18.963342081473662,17.389999389648438 2020-02-28,18.295561082473327,16.959999084472656 2020-03-02,17.93704049276705,17.219999313354492 2020-03-03,17.274693598266413,15.949999809265137 2020-03-04,16.646462513285194,15.390000343322754 2020-03-05,16.010974932562853,14.739999771118164 2020-03-06,15.030649853316643,13.06999969482422 2020-03-09,12.73709977505452,8.149999618530273 2020-03-10,11.378066465840384,8.65999984741211 2020-03-11,10.195377618462274,7.829999923706055 2020-03-12,8.936918437739498,6.420000076293945 2020-03-13,8.341278990282143,7.150000095367432 2020-03-16,7.540852679261582,5.940000057220459 2020-03-17,7.073901741669587,6.139999866485596 2020-03-18,6.25260120561786,4.610000133514404 2020-03-19,5.768400867323528,4.800000190734863 2020-03-20,5.528933975127307,5.050000190734863 2020-03-23,5.432622573790926,5.239999771118164 2020-03-24,5.831748420674257,6.630000114440918 2020-03-25,6.144498940758343,6.769999980926514 2020-03-26,6.446332690750516,7.050000190734863 2020-03-27,6.427555082662209,6.389999866485596 2020-03-30,6.408370016961167,6.369999885559082 2020-03-31,6.555579979518302,6.849999904632568 2020-04-01,6.570386621223058,6.599999904632568 2020-04-02,6.886924407790877,7.519999980926514 2020-04-03,7.12794964969872,7.610000133514404 2020-04-06,7.388633048936517,7.909999847412109 2020-04-07,7.605755353242021,8.039999961853027 2020-04-08,7.9871702354946805,8.75 2020-04-09,8.061446836378778,8.210000038146973 2020-04-13,7.990964525796708,7.849999904632568 2020-04-14,7.870643055344779,7.630000114440918 2020-04-15,7.563761973318232,6.949999809265137 2020-04-16,7.265841340976803,6.670000076293945 2020-04-17,7.370560868553221,7.579999923706055 2020-04-20,7.457040617182454,7.630000114440918 2020-04-21,7.458027090837294,7.460000038146973 2020-04-22,7.7153512413036385,8.229999542236328 2020-04-23,8.116900852967074,8.920000076293945 2020-04-24,8.3646004542038,8.859999656677246 2020-04-27,8.546400251939904,8.90999984741211 2020-04-28,8.87093365388116,9.520000457763672 2020-04-29,9.587289255175332,11.020000457763672 2020-04-30,9.891526170116888,10.5 2020-05-01,9.847684189705205,9.760000228881836 2020-05-04,9.908456037460535,10.029999732971191 2020-05-05,9.892303910532773,9.859999656677246 2020-05-06,9.781536080227415,9.5600004196167 2020-05-07,9.857690796445556,10.010000228881836 2020-05-08,10.138460467385418,10.699999809265137 2020-05-11,10.285640286158964,10.579999923706056 2020-05-12,10.353760114478698,10.489999771118164 2020-05-13,10.082506730270142,9.539999961853027 2020-05-14,10.038337756601807,9.949999809265137 2020-05-15,9.965558402675946,9.81999969482422 2020-05-18,10.480372344744577,11.510000228881836 2020-05-19,10.703581436006475,11.149999618530272 2020-05-20,11.119054227092697,11.949999809265137 2020-05-21,11.40603599880724,11.979999542236328 2020-05-22,11.467357383400792,11.59000015258789 2020-05-26,11.60157155078689,11.869999885559082 2020-05-27,11.797714227319027,12.1899995803833 2020-05-28,11.901809370438434,12.109999656677246 2020-05-29,11.851206246958956,11.75 2020-06-01,11.91413748525698,12.039999961853027 2020-06-02,12.172758183632421,12.6899995803833 2020-06-03,12.4751720969903,13.079999923706056 2020-06-04,12.71344792478797,13.1899995803833 2020-06-05,13.315632102446537,14.520000457763672 2020-06-08,14.343754607807785,16.399999618530273 2020-06-09,14.70583650693045,15.43000030517578 2020-06-10,14.640557747580912,14.510000228881836 2020-06-11,13.85370507604434,12.279999732971191 2020-06-12,13.495803295019957,12.779999732971191 2020-06-15,13.340535441003704,13.029999732971191 2020-06-16,13.403690204992866,13.529999732971191 2020-06-17,13.255793482710903,12.960000038146973 2020-06-18,13.233862181935036,13.1899995803833 2020-06-19,13.169241441907701,13.039999961853027 2020-06-22,13.119494447193025,13.020000457763672 2020-06-23,13.07966296479535,13.0 2020-06-24,12.673108528755982,11.859999656677246 2020-06-25,12.59207245422925,12.43000030517578 2020-06-26,12.371381737878094,11.93000030517578 2020-06-29,12.387587850683378,12.420000076293944 2020-06-30,12.585058414534362,12.979999542236328 2020-07-01,12.54670569869918,12.470000267028809 2020-07-02,12.554470364074195,12.56999969482422 2020-07-06,12.712980153706528,13.029999732971191 2020-07-07,12.611986718275055,12.40999984741211 2020-07-08,12.564657901192975,12.470000267028809 2020-07-09,12.30310517845238,11.779999732971191 2020-07-10,12.222070258840487,12.0600004196167 2020-07-13,12.078046826511335,11.789999961853027 2020-07-14,12.212031065086334,12.479999542236328 2020-07-15,12.474687376724223,13.0 2020-07-16,12.679791635345445,13.09000015258789 2020-07-17,12.813194398132318,13.079999923706056 2020-07-20,13.012129547892249,13.40999984741211 2020-07-21,13.44808626353624,14.31999969482422 2020-07-22,13.692057610749421,14.18000030517578 2020-07-23,14.044705073832947,14.75 2020-07-24,14.266470061937623,14.710000038146973 2020-07-27,14.47764658080184,14.899999618530272 2020-07-28,14.535097593377984,14.649999618530272 2020-07-29,14.713398293860063,15.06999969482422 2020-07-30,14.698932221338024,14.670000076293944 2020-07-31,14.575954788794036,14.329999923706056 2020-08-03,14.56063643685309,14.529999732971191 2020-08-04,14.743757510127809,15.109999656677246 2020-08-05,14.935838238359947,15.31999969482422 2020-08-06,14.897225390514706,14.81999969482422 2020-08-07,14.894817041450722,14.890000343322754 2020-08-10,15.13321124652623,15.609999656677246 2020-08-11,15.468807294233633,16.139999389648438 2020-08-12,15.882537890979975,16.709999084472656 2020-08-13,16.138358466830077,16.649999618530273 2020-08-14,16.302238698142254,16.6299991607666 2020-08-17,16.41815900493826,16.649999618530273 2020-08-18,16.428772924271993,16.450000762939453 2020-08-19,16.449181873220716,16.489999771118164 2020-08-20,16.302787991774423,16.010000228881836 2020-08-21,16.115191918222337,15.739999771118164 2020-08-24,16.173461583990672,16.290000915527344 2020-08-25,16.165640928837206,16.149999618530273 2020-08-26,16.04709409243037,15.8100004196167 2020-08-27,16.038062880874804,16.020000457763672 2020-08-28,16.115375406504427,16.270000457763672 2020-08-31,16.13691703939488,16.18000030517578 2020-09-01,16.16794454034203,16.229999542236328 2020-09-02,16.19529636022802,16.25 2020-09-03,16.170197853229816,16.1200008392334 2020-09-04,16.110131825859266,15.989999771118164 2020-09-08,15.67675469044508,14.8100004196167 2020-09-09,15.471169933502287,15.0600004196167 2020-09-10,15.074113199991922,14.279999732971191 2020-09-11,14.806075619249173,14.270000457763672 2020-09-14,14.647383720734801,14.329999923706056 2020-09-15,14.578255673950968,14.4399995803833 2020-09-16,14.742170347575385,15.06999969482422 2020-09-17,14.768113463324998,14.81999969482422 2020-09-18,14.662075578638378,14.449999809265137 2020-09-21,14.181383808101856,13.220000267028809 2020-09-22,13.897589179969923,13.329999923706056 2020-09-23,13.481725992823373,12.649999618530272 2020-09-24,13.16115081447014,12.520000457763672 2020-09-25,12.897433838166457,12.369999885559082 2020-09-28,12.851622635071585,12.760000228881836 2020-09-29,12.591081654989132,12.06999969482422 2020-09-30,12.410721166904377,12.050000190734863 2020-10-01,11.997147470034232,11.170000076293944 2020-10-02,11.768098453228388,11.3100004196167 " 3334,US,technical,"During July 27, 2024 to June 26, 2025, count the number of times Insulet Corporation's close price break below the 20-day Exponential Moving Average line. (Smoothing factor alpha = 2 / (n + 1); Require 4n data points to warm up; Use the first data point as the initial value) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",27.0,medium,moving average,"EMA_t = \alpha * P_t + (1 - \alpha) * EMA_{t-1}, \quad \alpha = 2 / (n + 1)","date,close,high,open 2024-04-03,164.86000061035156,166.0,163.25 2024-04-04,163.25,167.27000427246094,165.72999572753906 2024-04-05,165.0,165.97000122070312,163.0500030517578 2024-04-08,170.0399932861328,170.17999267578125,166.3000030517578 2024-04-09,178.00999450683594,179.47999572753906,171.1999969482422 2024-04-10,177.41000366210938,177.63999938964844,174.0800018310547 2024-04-11,179.64999389648438,180.00999450683594,179.10000610351562 2024-04-12,175.22000122070312,178.49000549316406,177.6300048828125 2024-04-15,173.94000244140625,178.4199981689453,176.4199981689453 2024-04-16,172.7100067138672,174.82000732421875,172.8699951171875 2024-04-17,166.25999450683594,173.74000549316406,172.7100067138672 2024-04-18,164.72999572753906,169.24000549316406,166.44000244140625 2024-04-19,166.25,167.10000610351562,165.2899932861328 2024-04-22,164.4199981689453,166.75,165.72999572753906 2024-04-23,167.27000427246094,168.82000732421875,164.61000061035156 2024-04-24,167.25,169.33999633789062,168.17999267578125 2024-04-25,164.1699981689453,167.25,166.63999938964844 2024-04-26,166.19000244140625,168.42999267578125,163.32000732421875 2024-04-29,170.25999450683594,170.27000427246094,167.60000610351562 2024-04-30,171.94000244140625,174.02000427246094,168.64999389648438 2024-05-01,170.27000427246094,174.85000610351562,171.58999633789062 2024-05-02,173.4199981689453,173.60000610351562,173.02000427246094 2024-05-03,174.42999267578125,180.25,176.83999633789062 2024-05-06,176.39999389648438,177.86000061035156,175.50999450683594 2024-05-07,184.27999877929688,185.0200042724609,181.1000061035156 2024-05-08,175.57000732421875,182.9900054931641,179.0 2024-05-09,177.52999877929688,179.0399932861328,177.0 2024-05-10,165.89999389648438,193.3000030517578,181.8699951171875 2024-05-13,161.02000427246094,170.49000549316406,166.0 2024-05-14,172.27000427246094,174.30999755859375,161.80999755859375 2024-05-15,180.55999755859372,181.3000030517578,174.25 2024-05-16,185.3800048828125,185.9600067138672,180.55999755859372 2024-05-17,187.2700042724609,187.6699981689453,185.3800048828125 2024-05-20,184.13999938964844,188.97000122070312,187.2700042724609 2024-05-21,182.7899932861328,184.5,183.97999572753903 2024-05-22,181.0800018310547,184.1000061035156,182.5800018310547 2024-05-23,170.7899932861328,180.72000122070312,180.55999755859372 2024-05-24,180.07000732421875,180.22000122070312,171.41000366210938 2024-05-28,177.82000732421875,181.67999267578125,180.3300018310547 2024-05-29,172.25,177.57000732421875,175.61000061035156 2024-05-30,175.9499969482422,179.97999572753906,173.74000549316406 2024-05-31,177.19000244140625,180.6499938964844,176.85000610351562 2024-06-03,181.4199981689453,185.3000030517578,177.39999389648438 2024-06-04,181.80999755859372,184.3999938964844,181.3800048828125 2024-06-05,187.67999267578125,189.41000366210935,181.80999755859372 2024-06-06,192.4199981689453,194.5399932861328,186.6199951171875 2024-06-07,191.4199981689453,194.3800048828125,190.0 2024-06-10,192.0399932861328,192.3600006103516,189.32000732421875 2024-06-11,192.16000366210935,194.2100067138672,192.1999969482422 2024-06-12,200.6699981689453,203.69000244140625,195.0 2024-06-13,201.83999633789065,204.7400054931641,200.6999969482422 2024-06-14,200.4499969482422,202.0399932861328,201.02999877929688 2024-06-17,198.3999938964844,200.8500061035156,198.6300048828125 2024-06-18,196.3999938964844,199.0200042724609,197.58999633789065 2024-06-20,199.30999755859372,199.55999755859372,195.8999938964844 2024-06-21,204.1000061035156,204.3999938964844,200.0 2024-06-24,203.94000244140625,206.5,204.25 2024-06-25,205.75,207.72000122070312,204.05999755859372 2024-06-26,206.80999755859372,207.7700042724609,204.19000244140625 2024-06-27,206.97999572753903,208.2100067138672,207.0200042724609 2024-06-28,201.8000030517578,207.4600067138672,206.3600006103516 2024-07-01,196.16000366210935,208.8999938964844,201.8000030517578 2024-07-02,197.19000244140625,202.1999969482422,199.3300018310547 2024-07-03,196.72000122070312,199.33999633789065,198.8999938964844 2024-07-05,196.8999938964844,198.02999877929688,196.1499938964844 2024-07-08,198.6699981689453,201.0,196.2100067138672 2024-07-09,195.1699981689453,198.67999267578125,198.3600006103516 2024-07-10,197.6699981689453,197.97000122070312,195.9600067138672 2024-07-11,203.6199951171875,205.3999938964844,199.6999969482422 2024-07-12,201.97999572753903,209.3500061035156,204.0 2024-07-15,198.8699951171875,204.1300048828125,201.2700042724609 2024-07-16,201.38999938964844,205.66000366210935,200.6199951171875 2024-07-17,197.6499938964844,205.25999450683597,199.3300018310547 2024-07-18,194.9600067138672,202.5399932861328,197.6499938964844 2024-07-19,195.02999877929688,198.58999633789065,197.00999450683597 2024-07-22,194.22999572753903,197.25,196.3999938964844 2024-07-23,196.75999450683597,199.47999572753903,195.1100006103516 2024-07-24,194.3800048828125,198.44000244140625,196.5399932861328 2024-07-25,190.8800048828125,197.5500030517578,192.6199951171875 2024-07-26,193.3000030517578,198.22999572753903,196.5800018310547 2024-07-29,191.8300018310547,194.75,193.7400054931641 2024-07-30,193.7899932861328,195.5399932861328,192.7100067138672 2024-07-31,194.3500061035156,197.1199951171875,195.3699951171875 2024-08-01,197.25,198.1000061035156,194.82000732421875 2024-08-02,196.4499969482422,197.0200042724609,196.8699951171875 2024-08-05,190.5800018310547,194.05999755859372,188.8000030517578 2024-08-06,196.3500061035156,197.8000030517578,190.58999633789065 2024-08-07,190.38999938964844,196.0,190.0 2024-08-08,199.7899932861328,200.2700042724609,190.0 2024-08-09,182.19000244140625,187.8000030517578,174.2100067138672 2024-08-12,188.0500030517578,191.66000366210935,183.2400054931641 2024-08-13,194.58999633789065,195.25,189.0 2024-08-14,191.5399932861328,196.47999572753903,193.2400054931641 2024-08-15,195.02999877929688,196.8999938964844,194.4600067138672 2024-08-16,193.50999450683597,196.94000244140625,195.1199951171875 2024-08-19,195.9199981689453,198.1100006103516,194.57000732421875 2024-08-20,182.47000122070312,193.4499969482422,192.72999572753903 2024-08-21,185.8000030517578,186.5800018310547,183.8500061035156 2024-08-22,185.66000366210935,186.75999450683597,186.75999450683597 2024-08-23,185.0399932861328,188.25,187.1300048828125 2024-08-26,180.69000244140625,185.16000366210935,185.0399932861328 2024-08-27,192.5800018310547,196.5200042724609,186.1499938964844 2024-08-28,204.4199981689453,205.4600067138672,191.7700042724609 2024-08-29,205.1499938964844,207.3000030517578,205.9199981689453 2024-08-30,202.7700042724609,209.22000122070312,207.9900054931641 2024-09-03,206.69000244140625,206.77999877929688,202.0 2024-09-04,212.50999450683597,219.5200042724609,206.6300048828125 2024-09-05,216.1100006103516,221.6100006103516,213.5500030517578 2024-09-06,214.75,217.72000122070312,216.1000061035156 2024-09-09,219.1300048828125,222.0,218.1199951171875 2024-09-10,226.5,227.25999450683597,217.82000732421875 2024-09-11,227.72999572753903,229.7700042724609,224.97999572753903 2024-09-12,230.4499969482422,232.55999755859372,227.75 2024-09-13,233.8699951171875,234.7100067138672,230.4499969482422 2024-09-16,233.88999938964844,236.6199951171875,234.05999755859372 2024-09-17,235.5399932861328,243.97999572753903,235.0 2024-09-18,236.1100006103516,237.17999267578125,235.5399932861328 2024-09-19,237.67999267578125,239.44000244140625,239.42999267578125 2024-09-20,236.5800018310547,237.94000244140625,235.2899932861328 2024-09-23,238.97000122070312,239.08999633789065,237.3999938964844 2024-09-24,239.00999450683597,242.69000244140625,239.8300018310547 2024-09-25,238.8000030517578,240.8600006103516,239.97999572753903 2024-09-26,235.42999267578125,239.6499938964844,239.1999969482422 2024-09-27,232.02999877929688,238.3999938964844,236.9600067138672 2024-09-30,232.75,233.44000244140625,232.67999267578125 2024-10-01,234.55999755859372,235.33999633789065,233.7700042724609 2024-10-02,232.6300048828125,235.22999572753903,234.19000244140625 2024-10-03,229.9900054931641,233.94000244140625,231.72000122070312 2024-10-04,229.94000244140625,232.2100067138672,231.2899932861328 2024-10-07,227.7899932861328,228.8999938964844,228.77999877929688 2024-10-08,229.3300018310547,231.80999755859372,229.0800018310547 2024-10-09,231.83999633789065,231.9600067138672,229.32000732421875 2024-10-10,231.1999969482422,232.47000122070312,229.83999633789065 2024-10-11,233.1000061035156,236.42999267578125,232.25999450683597 2024-10-14,232.50999450683597,234.17999267578125,233.72999572753903 2024-10-15,230.07000732421875,234.02999877929688,231.7100067138672 2024-10-16,230.6000061035156,232.8000030517578,230.9499969482422 2024-10-17,229.1300048828125,231.6999969482422,230.63999938964844 2024-10-18,236.58999633789065,236.8699951171875,229.7700042724609 2024-10-21,236.47999572753903,239.08999633789065,236.58999633789065 2024-10-22,236.6000061035156,237.2400054931641,236.47999572753903 2024-10-23,234.83999633789065,238.72000122070312,235.58999633789065 2024-10-24,237.6300048828125,238.5200042724609,235.41000366210935 2024-10-25,233.6300048828125,238.6999969482422,237.08999633789065 2024-10-28,233.3699951171875,236.8600006103516,235.91000366210935 2024-10-29,232.3699951171875,234.0399932861328,231.50999450683597 2024-10-30,230.5800018310547,232.3999938964844,230.8600006103516 2024-10-31,231.52999877929688,231.97000122070312,229.6100006103516 2024-11-01,235.6100006103516,236.7400054931641,230.07000732421875 2024-11-04,237.44000244140625,240.77999877929688,236.0200042724609 2024-11-05,241.32000732421875,242.1100006103516,236.88999938964844 2024-11-06,239.3000030517578,248.5500030517578,248.5500030517578 2024-11-07,244.97999572753903,245.1699981689453,237.3500061035156 2024-11-08,268.0,275.5199890136719,256.8999938964844 2024-11-11,275.70001220703125,279.3999938964844,268.1600036621094 2024-11-12,275.1000061035156,276.0599975585937,275.69000244140625 2024-11-13,269.0599975585937,276.57000732421875,275.4700012207031 2024-11-14,261.1600036621094,267.5799865722656,266.4599914550781 2024-11-15,260.1199951171875,264.7099914550781,261.0 2024-11-18,260.67999267578125,263.92999267578125,260.1000061035156 2024-11-19,261.989990234375,265.2699890136719,259.3900146484375 2024-11-20,266.5799865722656,267.04998779296875,262.239990234375 2024-11-21,262.0,267.42999267578125,267.42999267578125 2024-11-22,262.92999267578125,264.57000732421875,262.8299865722656 2024-11-25,266.5799865722656,267.3299865722656,264.82000732421875 2024-11-26,266.4200134277344,269.1400146484375,265.9100036621094 2024-11-27,266.9200134277344,272.5599975585937,267.57000732421875 2024-11-29,266.7799987792969,267.8999938964844,266.3599853515625 2024-12-02,266.489990234375,270.19000244140625,267.5799865722656 2024-12-03,269.6600036621094,270.5599975585937,265.1300048828125 2024-12-04,269.2099914550781,270.8099975585937,270.010009765625 2024-12-05,267.5799865722656,275.3399963378906,269.0 2024-12-06,265.4599914550781,270.2900085449219,267.3900146484375 2024-12-09,265.1199951171875,267.1000061035156,266.0899963378906 2024-12-10,274.7900085449219,278.7099914550781,266.8800048828125 2024-12-11,273.4700012207031,279.3900146484375,277.4100036621094 2024-12-12,271.7300109863281,279.7699890136719,276.4200134277344 2024-12-13,269.3399963378906,272.7699890136719,271.75 2024-12-16,265.5,271.17999267578125,267.6000061035156 2024-12-17,263.3500061035156,265.6700134277344,262.989990234375 2024-12-18,256.44000244140625,262.6700134277344,261.8800048828125 2024-12-19,256.5599975585937,259.0400085449219,256.5 2024-12-20,266.57000732421875,270.70001220703125,256.5599975585937 2024-12-23,263.3299865722656,266.44000244140625,264.82000732421875 2024-12-24,263.2300109863281,264.1700134277344,263.9100036621094 2024-12-26,265.67999267578125,266.4200134277344,261.260009765625 2024-12-27,265.1199951171875,266.5899963378906,262.6099853515625 2024-12-30,263.3599853515625,264.239990234375,262.5599975585937 2024-12-31,261.07000732421875,265.4599914550781,264.75 2025-01-02,256.8500061035156,263.8299865722656,259.8399963378906 2025-01-03,266.29998779296875,267.6700134277344,258.0 2025-01-06,268.4100036621094,269.94000244140625,267.6499938964844 2025-01-07,265.6499938964844,269.6300048828125,267.8399963378906 2025-01-08,270.3599853515625,271.3500061035156,264.1700134277344 2025-01-10,271.8299865722656,274.45001220703125,268.17999267578125 2025-01-13,267.989990234375,271.32000732421875,271.32000732421875 2025-01-14,267.0400085449219,271.1300048828125,268.8999938964844 2025-01-15,264.3800048828125,270.7699890136719,270.1099853515625 2025-01-16,272.8599853515625,275.3299865722656,264.2200012207031 2025-01-17,275.8099975585937,278.5299987792969,275.67999267578125 2025-01-21,276.0799865722656,282.8599853515625,279.0199890136719 2025-01-22,278.8900146484375,279.67999267578125,275.1199951171875 2025-01-23,277.20001220703125,279.9700012207031,279.2300109863281 2025-01-24,280.3500061035156,280.7300109863281,275.2799987792969 2025-01-27,275.8999938964844,282.8699951171875,280.4100036621094 2025-01-28,275.9700012207031,282.8699951171875,275.8500061035156 2025-01-29,277.1099853515625,277.9200134277344,276.8800048828125 2025-01-30,280.0299987792969,286.3900146484375,278.1400146484375 2025-01-31,278.3800048828125,284.6199951171875,277.3999938964844 2025-02-03,278.8999938964844,281.3500061035156,276.1700134277344 2025-02-04,278.4800109863281,280.3999938964844,279.2699890136719 2025-02-05,284.70001220703125,287.0,279.6700134277344 2025-02-06,287.6700134277344,288.04998779296875,284.7799987792969 2025-02-07,283.0799865722656,289.4599914550781,287.6700134277344 2025-02-10,285.3399963378906,286.5899963378906,284.3599853515625 2025-02-11,284.260009765625,287.0,284.1600036621094 2025-02-12,279.54998779296875,282.9200134277344,280.2200012207031 2025-02-13,282.1199951171875,282.9800109863281,281.32000732421875 2025-02-14,280.5599975585937,283.989990234375,281.67999267578125 2025-02-18,280.7099914550781,284.3999938964844,280.20001220703125 2025-02-19,283.67999267578125,288.95001220703125,280.8900146484375 2025-02-20,288.2900085449219,288.92999267578125,281.6099853515625 2025-02-21,282.79998779296875,286.6600036621094,276.3500061035156 2025-02-24,283.4800109863281,287.70001220703125,283.69000244140625 2025-02-25,266.67999267578125,283.3299865722656,282.57000732421875 2025-02-26,270.6400146484375,272.42999267578125,266.1099853515625 2025-02-27,267.0899963378906,270.79998779296875,269.510009765625 2025-02-28,272.2699890136719,272.7300109863281,267.8900146484375 2025-03-03,272.6400146484375,279.6400146484375,272.8699951171875 2025-03-04,269.70001220703125,273.2200012207031,272.1199951171875 2025-03-05,270.8099975585937,271.8800048828125,269.3699951171875 2025-03-06,259.6700134277344,269.5799865722656,269.5799865722656 2025-03-07,251.80999755859372,260.9100036621094,259.4800109863281 2025-03-10,237.05999755859372,249.6199951171875,249.6199951171875 2025-03-11,245.3500061035156,248.4900054931641,238.0200042724609 2025-03-12,248.3800048828125,255.6300048828125,250.2700042724609 2025-03-13,244.6699981689453,247.5800018310547,247.5800018310547 2025-03-14,255.44000244140625,257.25,247.66000366210935 2025-03-17,261.6300048828125,262.4800109863281,254.6999969482422 2025-03-18,260.4700012207031,264.8299865722656,261.25 2025-03-19,265.82000732421875,266.8900146484375,261.42999267578125 2025-03-20,265.3900146484375,269.69000244140625,264.5 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2025-01-17,267.2232863623123,275.8099975585937 2025-01-21,268.0667816204031,276.0799865722656 2025-01-22,269.09756571831116,278.8900146484375 2025-01-23,269.86922728866546,277.20001220703125 2025-01-24,270.86739669960355,280.3500061035156 2025-01-27,271.3466916707351,275.8999938964844 2025-01-28,271.7870068659701,275.9700012207031 2025-01-29,272.2939571979313,277.1099853515625 2025-01-30,273.03072306282326,280.0299987792969 2025-01-31,273.5401784742508,278.3800048828125 2025-02-03,274.0506370858921,278.8999938964844 2025-02-04,274.47248221926696,278.4800109863281 2025-02-05,275.4465326942921,284.70001220703125 2025-02-06,276.6106737165247,287.6700134277344 2025-02-07,277.2267987504048,283.0799865722656 2025-02-10,277.99948423492725,285.3399963378906 2025-02-11,278.59572476166034,284.260009765625 2025-02-12,278.6866069551183,279.54998779296875 2025-02-13,279.0135963038868,282.1199951171875 2025-02-14,279.1608726138589,280.5599975585937 2025-02-18,279.308407741594,280.7099914550781 2025-02-19,279.72474916389757,283.67999267578125 2025-02-20,280.5404881525666,288.2900085449219 2025-02-21,280.7556785945097,282.79998779296875 2025-02-24,281.0151388223019,283.4800109863281 2025-02-25,279.6498868083475,266.67999267578125 2025-02-26,278.7918037454989,270.6400146484375 2025-02-27,277.67734589715525,267.0899963378906 2025-02-28,277.16235952729966,272.2699890136719 2025-03-03,276.73166001502705,272.6400146484375 2025-03-04,276.0619792714084,269.70001220703125 2025-03-05,275.56179053685463,270.8099975585937 2025-03-06,274.0482879550337,259.6700134277344 2025-03-07,271.9303555363251,251.80999755859372 2025-03-10,268.60936906225544,237.05999755859372 2025-03-11,266.3941916376135,245.3500061035156 2025-03-12,264.6785548038229,248.3800048828125 2025-03-13,262.7729779814536,244.6699981689453 2025-03-14,262.07459935859197,255.44000244140625 2025-03-17,262.0322570275653,261.6300048828125 2025-03-18,261.88347076024513,260.4700012207031 2025-03-19,262.2583790044331,265.82000732421875 2025-03-20,262.5566300181478,265.3900146484375 2025-03-21,263.10552309491646,268.32000732421875 2025-03-24,264.1469026615836,274.0400085449219 2025-03-25,264.9624349276307,272.7099914550781 2025-03-26,264.9545844471718,264.8800048828125 2025-03-27,264.50843250112416,260.2699890136719 2025-03-28,263.96001035816,258.75 2025-03-31,263.83143654800784,262.6099853515625 2025-04-01,263.76939427446246,263.17999267578125 2025-04-02,264.27992861811487,269.1300048828125 2025-04-03,263.56755330143426,256.79998779296875 2025-04-04,261.8239762733773,245.25999450683597 2025-04-07,261.2912176746107,256.2300109863281 2025-04-08,259.9339582090414,247.0399932861328 2025-04-09,260.3897718291997,264.7200012207031 2025-04-10,259.5402698664857,251.47000122070312 2025-04-11,259.0116732595027,253.9900054931641 2025-04-14,258.6743711605694,255.47000122070312 2025-04-15,258.4606208286848,256.42999267578125 2025-04-16,257.72437081905184,250.72999572753903 2025-04-17,256.6839548412143,246.8000030517578 2025-04-21,254.95881698245282,238.57000732421875 2025-04-22,253.9170252957869,244.0200042724609 2025-04-23,253.20969007648952,246.4900054931641 2025-04-24,253.79733910566313,259.3800048828125 2025-04-25,254.45568694846457,260.7099914550781 2025-04-28,254.93800143086526,259.5199890136719 2025-04-29,254.58866836816009,251.2700042724609 2025-04-30,254.36974693177655,252.2899932861328 2025-05-01,253.97739008113118,250.25 2025-05-02,254.26621100346392,257.010009765625 2025-05-05,254.69704886455517,258.7900085449219 2025-05-06,255.09447231718684,258.8699951171875 2025-05-07,255.972141387797,264.3099975585937 2025-05-08,256.07003268419726,257.0 2025-05-09,261.2700308502484,310.6700134277344 2025-05-12,266.54621966715183,316.6700134277344 2025-05-13,271.1094360279067,314.4599914550781 2025-05-14,275.89996627878315,321.4100036621094 2025-05-15,280.2923493963916,322.0199890136719 2025-05-16,284.52641135864,324.75 2025-05-19,288.461038499521,325.8399963378906 2025-05-20,292.17617780630025,327.4700012207031 2025-05-21,295.25463706284313,324.5 2025-05-22,297.7065763901914,321.0 2025-05-23,299.95928200556006,321.3599853515625 2025-05-27,302.5003041620246,326.6400146484375 2025-05-28,304.5050359364002,323.54998779296875 2025-05-29,306.347414047554,323.8500061035156 2025-05-30,308.1267078315296,325.0299987792969 2025-06-02,309.7336880380506,325.0 2025-06-03,311.02000253293863,323.239990234375 2025-06-04,311.8000014779043,319.2099914550781 2025-06-05,312.3104778764,317.1600036621094 2025-06-06,312.2590027466164,311.7699890136719 2025-06-09,311.63052664333,305.6600036621094 2025-06-10,310.4019061045679,298.7300109863281 2025-06-11,309.62458078359714,302.239990234375 2025-06-12,309.05271548203433,303.6199951171875 2025-06-13,308.6315049487751,304.6300048828125 2025-06-16,308.4370755572623,306.5899963378906 2025-06-17,308.05164118499323,304.3900146484375 2025-06-18,307.4552952192721,301.7900085449219 2025-06-20,307.0452665218637,303.1499938964844 2025-06-23,307.1047662271847,307.6700134277344 2025-06-24,307.4662164814037,310.8999938964844 2025-06-25,307.3484826247298,306.2300109863281 2025-06-26,307.5848163340189,309.8299865722656 " 3335,US,technical,"How many times did the price break above the 30-day Double Exponential Moving Average line for Devon Energy from March 31, 2022 to September 09, 2022? (Smoothing factor alpha = 2 / (n + 1); Require 5n data points to warm up; Use the first data point as the initial value) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",16.0,medium,moving average,DEMA = 2 * EMA1 - EMA2; EMA1 = EMA_n(P); EMA2 = EMA_n(EMA1),"date,close,high,open 2021-08-26,29.09000015258789,29.59000015258789,29.0 2021-08-27,30.36000061035156,30.40999984741211,29.459999084472656 2021-08-30,29.780000686645508,30.549999237060547,30.38999938964844 2021-08-31,29.549999237060547,30.31999969482422,29.65999984741211 2021-09-01,28.239999771118164,29.59000015258789,29.399999618530277 2021-09-02,29.31999969482422,29.96999931335449,28.600000381469727 2021-09-03,29.170000076293945,29.799999237060547,29.209999084472656 2021-09-07,29.059999465942383,29.32999992370605,28.899999618530277 2021-09-08,28.229999542236328,29.6200008392334,29.25 2021-09-09,28.450000762939453,29.07999992370605,28.01000022888184 2021-09-10,28.06999969482422,29.030000686645508,28.700000762939453 2021-09-13,28.920000076293945,29.479999542236328,28.690000534057617 2021-09-14,28.270000457763672,29.290000915527344,29.1299991607666 2021-09-15,30.32999992370605,30.43000030517578,28.90999984741211 2021-09-16,30.309999465942383,30.57999992370605,30.200000762939453 2021-09-17,29.790000915527344,30.690000534057617,30.209999084472656 2021-09-20,28.18000030517578,28.82999992370605,28.43000030517578 2021-09-21,28.489999771118164,28.90999984741211,28.81999969482422 2021-09-22,30.440000534057617,30.84000015258789,29.229999542236328 2021-09-23,32.79999923706055,32.91999816894531,30.57999992370605 2021-09-24,33.09000015258789,33.34000015258789,32.400001525878906 2021-09-27,35.0,35.09000015258789,34.0 2021-09-28,35.130001068115234,35.970001220703125,35.529998779296875 2021-09-29,35.75,36.040000915527344,34.9900016784668 2021-09-30,35.5099983215332,35.90999984741211,35.5 2021-10-01,36.810001373291016,37.16999816894531,35.86000061035156 2021-10-04,38.7599983215332,39.400001525878906,37.5 2021-10-05,40.08000183105469,40.2400016784668,39.31999969482422 2021-10-06,38.68000030517578,39.77999877929688,39.02000045776367 2021-10-07,38.400001525878906,38.97999954223633,38.810001373291016 2021-10-08,39.86000061035156,39.970001220703125,39.0 2021-10-11,39.45000076293945,40.86000061035156,40.65999984741211 2021-10-12,39.25,40.22999954223633,39.459999084472656 2021-10-13,38.9900016784668,39.369998931884766,38.58000183105469 2021-10-14,39.77999877929688,39.93999862670898,39.77000045776367 2021-10-15,40.09999847412109,40.97999954223633,40.25 2021-10-18,40.52000045776367,41.97999954223633,40.66999816894531 2021-10-19,40.29999923706055,41.810001373291016,40.63999938964844 2021-10-20,40.90999984741211,41.02999877929688,39.83000183105469 2021-10-21,39.70000076293945,40.790000915527344,40.59999847412109 2021-10-22,40.43999862670898,40.459999084472656,39.95000076293945 2021-10-25,40.65999984741211,41.29999923706055,41.0 2021-10-26,41.5099983215332,41.7400016784668,40.91999816894531 2021-10-27,39.61000061035156,41.060001373291016,40.70000076293945 2021-10-28,40.5,40.540000915527344,39.52000045776367 2021-10-29,40.08000183105469,40.38999938964844,40.290000915527344 2021-11-01,41.9900016784668,42.400001525878906,41.02999877929688 2021-11-02,41.97999954223633,42.52999877929688,41.7599983215332 2021-11-03,41.970001220703125,44.02999877929688,42.59000015258789 2021-11-04,42.36000061035156,43.7599983215332,42.959999084472656 2021-11-05,43.58000183105469,43.66999816894531,43.09000015258789 2021-11-08,44.119998931884766,44.790000915527344,44.150001525878906 2021-11-09,43.9900016784668,44.400001525878906,44.119998931884766 2021-11-10,42.33000183105469,43.880001068115234,43.45000076293945 2021-11-11,42.720001220703125,43.31999969482422,42.59000015258789 2021-11-12,42.58000183105469,42.869998931884766,42.33000183105469 2021-11-15,43.18000030517578,43.7599983215332,42.54999923706055 2021-11-16,43.43000030517578,43.869998931884766,43.20000076293945 2021-11-17,42.290000915527344,43.9900016784668,42.97999954223633 2021-11-18,43.31999969482422,43.95000076293945,42.43999862670898 2021-11-19,40.59999847412109,42.18000030517578,41.86000061035156 2021-11-22,41.13999938964844,42.04999923706055,40.4900016784668 2021-11-23,43.43999862670898,43.68999862670898,42.220001220703125 2021-11-24,45.09000015258789,45.560001373291016,43.15999984741211 2021-11-26,42.70000076293945,42.86000061035156,42.0099983215332 2021-11-29,43.91999816894531,45.040000915527344,44.02999877929688 2021-11-30,42.060001373291016,43.86000061035156,42.790000915527344 2021-12-01,40.84000015258789,43.93999862670898,43.93999862670898 2021-12-02,41.59000015258789,41.86000061035156,40.27999877929688 2021-12-03,41.77000045776367,43.22999954223633,42.369998931884766 2021-12-06,42.36000061035156,43.18000030517578,42.34999847412109 2021-12-07,45.119998931884766,45.38999938964844,43.119998931884766 2021-12-08,44.90999984741211,45.54999923706055,45.33000183105469 2021-12-09,42.31999969482422,43.560001373291016,43.47999954223633 2021-12-10,43.41999816894531,43.52000045776367,42.97999954223633 2021-12-13,41.060001373291016,43.0,42.56999969482422 2021-12-14,40.34000015258789,41.08000183105469,40.400001525878906 2021-12-15,39.97999954223633,40.34000015258789,40.33000183105469 2021-12-16,40.36000061035156,41.54999923706055,40.34999847412109 2021-12-17,39.20000076293945,40.09999847412109,39.880001068115234 2021-12-20,38.2599983215332,38.380001068115234,36.380001068115234 2021-12-21,41.310001373291016,41.560001373291016,38.959999084472656 2021-12-22,42.290000915527344,42.900001525878906,41.310001373291016 2021-12-23,42.04999923706055,42.77999877929688,42.52000045776367 2021-12-27,44.61000061035156,44.75,41.93000030517578 2021-12-28,44.5,45.34999847412109,44.900001525878906 2021-12-29,44.20000076293945,45.09000015258789,44.2599983215332 2021-12-30,43.66999816894531,44.79999923706055,44.34000015258789 2021-12-31,44.04999923706055,44.310001373291016,43.5 2022-01-03,45.56999969482422,45.77000045776367,44.13999938964844 2022-01-04,47.65999984741211,47.970001220703125,46.27000045776367 2022-01-05,46.61000061035156,48.68000030517578,48.150001525878906 2022-01-06,48.369998931884766,48.9900016784668,48.43999862670898 2022-01-07,48.88999938964844,49.75,48.43999862670898 2022-01-10,48.5,48.7599983215332,48.27000045776367 2022-01-11,49.79999923706055,50.11000061035156,49.18000030517578 2022-01-12,49.900001525878906,51.15999984741211,50.63999938964844 2022-01-13,49.63999938964844,50.84000015258789,50.0 2022-01-14,50.38999938964844,51.45000076293945,49.75 2022-01-18,50.36000061035156,51.9900016784668,51.08000183105469 2022-01-19,48.93000030517578,51.0,50.77000045776367 2022-01-20,48.630001068115234,50.95000076293945,48.209999084472656 2022-01-21,46.119998931884766,47.310001373291016,47.150001525878906 2022-01-24,48.33000183105469,48.54999923706055,44.45000076293945 2022-01-25,51.2599983215332,51.84000015258789,48.02000045776367 2022-01-26,51.790000915527344,53.220001220703125,52.0 2022-01-27,51.7400016784668,54.2599983215332,53.150001525878906 2022-01-28,51.54999923706055,52.7400016784668,52.540000915527344 2022-01-31,50.56999969482422,51.5099983215332,51.43000030517578 2022-02-01,52.560001373291016,53.25,50.27999877929688 2022-02-02,53.2400016784668,53.43000030517578,52.119998931884766 2022-02-03,53.0099983215332,53.4900016784668,52.91999816894531 2022-02-04,52.869998931884766,55.43999862670898,53.84999847412109 2022-02-07,52.59000015258789,53.810001373291016,52.7400016784668 2022-02-08,51.18999862670898,52.59000015258789,52.400001525878906 2022-02-09,52.119998931884766,52.84999847412109,51.5099983215332 2022-02-10,52.220001220703125,53.95000076293945,51.72999954223633 2022-02-11,54.11000061035156,54.150001525878906,52.63999938964844 2022-02-14,52.2599983215332,53.86000061035156,53.83000183105469 2022-02-15,51.41999816894531,51.790000915527344,50.88999938964844 2022-02-16,53.84999847412109,55.70000076293945,52.220001220703125 2022-02-17,55.25,56.41999816894531,54.310001373291016 2022-02-18,54.77999877929688,55.209999084472656,54.25 2022-02-22,52.66999816894531,58.02999877929688,58.02999877929688 2022-02-23,53.54999923706055,54.77999877929688,53.36000061035156 2022-02-24,52.75,54.09999847412109,53.70000076293945 2022-02-25,55.20000076293945,55.220001220703125,53.34000015258789 2022-02-28,59.54999923706055,59.65999984741211,55.25 2022-03-01,59.25,60.7400016784668,60.0 2022-03-02,58.650001525878906,60.41999816894531,60.060001373291016 2022-03-03,58.84999847412109,59.33000183105469,57.95000076293945 2022-03-04,59.56999969482422,59.93999862670898,59.060001373291016 2022-03-07,59.88999938964844,62.790000915527344,60.5 2022-03-08,59.47999954223633,63.09999847412109,61.29999923706055 2022-03-09,58.93999862670898,59.63999938964844,57.79999923706055 2022-03-10,60.56999969482422,60.880001068115234,59.63999938964844 2022-03-11,58.63999938964844,59.810001373291016,58.27999877929688 2022-03-14,52.68999862670898,56.93000030517578,56.5099983215332 2022-03-15,53.0099983215332,53.880001068115234,50.47999954223633 2022-03-16,52.459999084472656,54.47999954223633,53.060001373291016 2022-03-17,57.52000045776367,57.900001525878906,54.2599983215332 2022-03-18,58.27000045776367,58.630001068115234,57.59999847412109 2022-03-21,61.43999862670898,62.220001220703125,59.97999954223633 2022-03-22,60.630001068115234,61.7400016784668,61.0 2022-03-23,61.66999816894531,63.2599983215332,62.43000030517578 2022-03-24,61.540000915527344,61.93000030517578,61.5 2022-03-25,62.5,62.880001068115234,61.0 2022-03-28,60.45000076293945,61.040000915527344,60.810001373291016 2022-03-29,60.5099983215332,60.560001373291016,58.54999923706055 2022-03-30,60.560001373291016,61.720001220703125,61.20000076293945 2022-03-31,59.130001068115234,61.52999877929688,60.08000183105469 2022-04-01,60.34999847412109,60.81999969482422,59.369998931884766 2022-04-04,60.84999847412109,62.11000061035156,61.33000183105469 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2022-07-20,53.783879467898146,57.68000030517578 2022-07-21,53.812929299091614,56.20000076293945 2022-07-22,53.722168568125376,55.18999862670898 2022-07-25,53.99598943885484,57.970001220703125 2022-07-26,54.10106649557751,56.7599983215332 2022-07-27,54.55622357481806,59.58000183105469 2022-07-28,55.07410273066182,60.369998931884766 2022-07-29,55.859034988661676,62.84999847412109 2022-08-01,56.4152181618189,61.56999969482422 2022-08-02,56.806029129094824,60.630001068115234 2022-08-03,56.67321734409382,56.70000076293945 2022-08-04,56.28113881376379,54.4900016784668 2022-08-05,56.2002828191131,56.650001525878906 2022-08-08,56.24003188794974,57.52000045776367 2022-08-09,56.46994749263497,59.040000915527344 2022-08-10,56.80796938214157,60.04999923706055 2022-08-11,57.667953263706785,64.45999908447266 2022-08-12,58.58493047885104,65.55000305175781 2022-08-15,59.169152877806205,63.56999969482422 2022-08-16,59.6999902150976,63.58000183105469 2022-08-17,60.250618679361,64.13999938964844 2022-08-18,61.22068726916568,67.91999816894531 2022-08-19,62.17118196604297,68.51000213623047 2022-08-22,63.01813393761459,68.41999816894531 2022-08-23,64.0889913311149,70.87999725341797 2022-08-24,65.25044300125211,72.44999694824219 2022-08-25,66.45541655283242,73.72000122070312 2022-08-26,67.42153574766499,72.7699966430664 2022-08-29,68.46034991626607,74.13999938964844 2022-08-30,69.0109863435874,71.08000183105469 2022-08-31,69.44403671527357,70.62000274658203 2022-09-01,69.5207269718569,68.16000366210938 2022-09-02,69.85439266763352,70.33999633789062 2022-09-06,70.04851942532923,69.54000091552734 2022-09-07,70.06894241446741,68.36000061035156 2022-09-08,70.14838084616323,68.91000366210938 2022-09-09,70.16279710965387,68.51000213623047 " 3336,US,technical,"From February 18, 2021 to April 13, 2021, how many times did Southwest Airlines's price break above the 60-day Double Exponential Moving Average line? (Smoothing factor alpha = 2 / (n + 1); Require 5n data points to warm up; Use the first data point as the initial value) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",12.0,medium,moving average,DEMA = 2 * EMA1 - EMA2; EMA1 = EMA_n(P); EMA2 = EMA_n(EMA1),"date,close,high,open 2019-12-09,55.470001220703125,55.93999862670898,55.810001373291016 2019-12-10,54.90999984741211,55.58000183105469,55.290000915527344 2019-12-11,54.0,54.84999847412109,54.540000915527344 2019-12-12,54.4900016784668,55.41999816894531,54.459999084472656 2019-12-13,54.150001525878906,54.84999847412109,54.34000015258789 2019-12-16,54.34999847412109,54.93000030517578,54.54999923706055 2019-12-17,54.18000030517578,55.11000061035156,54.29999923706055 2019-12-18,53.59999847412109,54.540000915527344,54.34999847412109 2019-12-19,54.08000183105469,54.20000076293945,53.5099983215332 2019-12-20,54.630001068115234,54.70000076293945,54.27999877929688 2019-12-23,55.25,56.09000015258789,54.810001373291016 2019-12-24,54.93999862670898,55.31999969482422,55.27000045776367 2019-12-26,54.900001525878906,55.34000015258789,54.93999862670898 2019-12-27,54.31999969482422,55.0,54.970001220703125 2019-12-30,54.08000183105469,54.400001525878906,54.31999969482422 2019-12-31,53.97999954223633,54.119998931884766,54.040000915527344 2020-01-02,54.84000015258789,54.869998931884766,54.380001068115234 2020-01-03,54.34999847412109,54.41999816894531,53.59999847412109 2020-01-06,54.130001068115234,54.560001373291016,53.68999862670898 2020-01-07,54.290000915527344,54.400001525878906,54.33000183105469 2020-01-08,54.369998931884766,54.65999984741211,53.68000030517578 2020-01-09,54.29999923706055,54.81999969482422,54.5 2020-01-10,53.93999862670898,54.400001525878906,54.34999847412109 2020-01-13,53.9900016784668,54.08000183105469,53.93999862670898 2020-01-14,54.4900016784668,55.18000030517578,54.58000183105469 2020-01-15,55.02999877929688,55.09999847412109,54.290000915527344 2020-01-16,55.29999923706055,55.68000030517578,55.380001068115234 2020-01-17,55.0099983215332,55.4900016784668,55.40999984741211 2020-01-21,53.540000915527344,55.06999969482422,54.630001068115234 2020-01-22,53.47999954223633,54.27999877929688,53.900001525878906 2020-01-23,55.400001525878906,55.459999084472656,53.0 2020-01-24,56.54999923706055,56.560001373291016,55.61000061035156 2020-01-27,56.25,56.65999984741211,55.22999954223633 2020-01-28,57.59999847412109,57.72999954223633,56.59000015258789 2020-01-29,56.88999938964844,58.18999862670898,57.75 2020-01-30,55.83000183105469,56.470001220703125,55.310001373291016 2020-01-31,54.97999954223633,55.91999816894531,55.619998931884766 2020-02-03,55.220001220703125,55.72999954223633,55.40999984741211 2020-02-04,55.68000030517578,56.369998931884766,55.9900016784668 2020-02-05,56.95000076293945,57.22999954223633,56.43000030517578 2020-02-06,57.720001220703125,58.0099983215332,57.380001068115234 2020-02-07,57.2599983215332,57.709999084472656,57.459999084472656 2020-02-10,57.41999816894531,57.4900016784668,57.20000076293945 2020-02-11,57.93000030517578,58.59000015258789,57.81999969482422 2020-02-12,58.47999954223633,58.65999984741211,58.27000045776367 2020-02-13,58.540000915527344,58.68999862670898,58.060001373291016 2020-02-14,57.970001220703125,58.83000183105469,58.68000030517578 2020-02-18,57.59999847412109,58.34000015258789,58.0 2020-02-19,57.11000061035156,57.7400016784668,57.68000030517578 2020-02-20,56.93999862670898,57.5099983215332,57.040000915527344 2020-02-21,56.52999877929688,56.79999923706055,56.52999877929688 2020-02-24,54.11000061035156,54.9900016784668,54.869998931884766 2020-02-25,49.65999984741211,54.5,54.40999984741211 2020-02-26,48.900001525878906,50.47999954223633,50.09000015258789 2020-02-27,46.630001068115234,49.209999084472656,47.150001525878906 2020-02-28,46.18999862670898,46.77000045776367,45.06999969482422 2020-03-02,46.95000076293945,47.18000030517578,46.540000915527344 2020-03-03,45.209999084472656,48.38999938964844,47.540000915527344 2020-03-04,46.93000030517578,47.06999969482422,45.88999938964844 2020-03-05,45.25,45.70000076293945,45.060001373291016 2020-03-06,45.72999954223633,46.79999923706055,43.560001373291016 2020-03-09,43.619998931884766,45.61000061035156,42.88999938964844 2020-03-10,45.560001373291016,45.84999847412109,45.27999877929688 2020-03-11,42.4900016784668,44.380001068115234,43.9900016784668 2020-03-12,36.06999969482422,40.59999847412109,39.33000183105469 2020-03-13,41.27999877929688,41.27999877929688,39.18999862670898 2020-03-16,37.52000045776367,39.45000076293945,36.5 2020-03-17,38.25,40.68999862670898,38.209999084472656 2020-03-18,35.150001525878906,36.41999816894531,35.779998779296875 2020-03-19,30.86000061035156,35.04999923706055,34.650001525878906 2020-03-20,31.940000534057617,33.95000076293945,32.060001373291016 2020-03-23,33.72999954223633,34.4900016784668,31.690000534057617 2020-03-24,37.65999984741211,39.130001068115234,38.20000076293945 2020-03-25,39.400001525878906,41.72999954223633,41.52000045776367 2020-03-26,41.22999954223633,43.560001373291016,40.900001525878906 2020-03-27,36.380001068115234,40.13999938964844,39.84000015258789 2020-03-30,35.099998474121094,37.150001525878906,35.52000045776367 2020-03-31,35.61000061035156,37.470001220703125,35.27000045776367 2020-04-01,32.040000915527344,34.20000076293945,34.04999923706055 2020-04-02,31.5,32.84000015258789,32.11000061035156 2020-04-03,30.540000915527344,31.8799991607666,31.32999992370605 2020-04-06,30.700000762939453,31.959999084472656,31.790000915527344 2020-04-07,32.77000045776367,35.43000030517578,33.84000015258789 2020-04-08,34.29999923706055,34.779998779296875,33.560001373291016 2020-04-09,36.470001220703125,37.310001373291016,36.29999923706055 2020-04-13,34.2599983215332,36.720001220703125,36.720001220703125 2020-04-14,34.779998779296875,36.04999923706055,35.16999816894531 2020-04-15,32.81999969482422,35.2599983215332,35.150001525878906 2020-04-16,30.68000030517578,32.349998474121094,32.119998931884766 2020-04-17,31.190000534057617,32.95000076293945,32.5 2020-04-20,31.059999465942383,31.479999542236328,30.63999938964844 2020-04-21,30.11000061035156,31.229999542236328,30.049999237060547 2020-04-22,29.709999084472656,30.809999465942383,30.6299991607666 2020-04-23,30.13999938964844,30.780000686645508,29.809999465942383 2020-04-24,29.32999992370605,30.43000030517578,30.200000762939453 2020-04-27,29.11000061035156,29.90999984741211,29.790000915527344 2020-04-28,29.690000534057617,30.479999542236328,29.1200008392334 2020-04-29,30.96999931335449,31.799999237060547,29.489999771118164 2020-04-30,31.25,31.690000534057617,30.709999084472656 2020-05-01,29.229999542236328,30.959999084472656,30.5 2020-05-04,27.559999465942383,27.940000534057617,27.229999542236328 2020-05-05,26.420000076293945,28.1299991607666,28.06999969482422 2020-05-06,24.93000030517578,26.739999771118164,26.549999237060547 2020-05-07,25.450000762939453,26.270000457763672,24.989999771118164 2020-05-08,27.200000762939453,27.229999542236328,26.040000915527344 2020-05-11,26.09000015258789,26.86000061035156,26.6200008392334 2020-05-12,25.239999771118164,26.6200008392334,26.190000534057617 2020-05-13,24.0,25.100000381469727,25.020000457763672 2020-05-14,24.780000686645508,24.809999465942383,23.3799991607666 2020-05-15,23.8700008392334,24.8700008392334,24.3700008392334 2020-05-18,27.09000015258789,27.239999771118164,25.75 2020-05-19,27.690000534057617,28.850000381469727,28.5 2020-05-20,29.149999618530277,29.32999992370605,28.46999931335449 2020-05-21,29.600000381469727,30.1200008392334,29.309999465942383 2020-05-22,28.8700008392334,29.979999542236328,29.76000022888184 2020-05-26,32.52000045776367,32.939998626708984,31.709999084472656 2020-05-27,33.65999984741211,35.15999984741211,34.900001525878906 2020-05-28,32.54999923706055,34.099998474121094,33.900001525878906 2020-05-29,32.099998474121094,32.81999969482422,31.479999542236328 2020-06-01,33.619998931884766,34.400001525878906,32.29999923706055 2020-06-02,34.47999954223633,35.20000076293945,34.86000061035156 2020-06-03,36.41999816894531,36.95000076293945,35.06999969482422 2020-06-04,38.27000045776367,39.7599983215332,37.790000915527344 2020-06-05,38.18000030517578,42.34999847412109,41.97999954223633 2020-06-08,40.59000015258789,40.61000061035156,40.13999938964844 2020-06-09,38.0099983215332,38.810001373291016,38.36000061035156 2020-06-10,37.13999938964844,38.20000076293945,36.0099983215332 2020-06-11,32.83000183105469,35.16999816894531,32.939998626708984 2020-06-12,35.869998931884766,36.9900016784668,36.060001373291016 2020-06-15,36.34000015258789,36.91999816894531,33.79999923706055 2020-06-16,36.56999969482422,38.630001068115234,38.5099983215332 2020-06-17,36.310001373291016,36.79999923706055,36.2400016784668 2020-06-18,35.849998474121094,36.56999969482422,35.650001525878906 2020-06-19,34.54999923706055,36.61000061035156,36.56999969482422 2020-06-22,34.36000061035156,34.81999969482422,34.029998779296875 2020-06-23,34.75,34.79999923706055,34.779998779296875 2020-06-24,32.25,34.27000045776367,34.0 2020-06-25,32.970001220703125,33.060001373291016,31.190000534057617 2020-06-26,31.959999084472656,33.150001525878906,33.130001068115234 2020-06-29,35.040000915527344,35.36000061035156,33.150001525878906 2020-06-30,34.18000030517578,34.9900016784668,34.97999954223633 2020-07-01,33.810001373291016,35.599998474121094,35.290000915527344 2020-07-02,34.119998931884766,34.91999816894531,34.70000076293945 2020-07-06,34.29999923706055,34.880001068115234,34.720001220703125 2020-07-07,33.0099983215332,33.540000915527344,33.4900016784668 2020-07-08,32.88999938964844,33.470001220703125,32.560001373291016 2020-07-09,31.56999969482422,32.72999954223633,32.470001220703125 2020-07-10,33.220001220703125,33.349998474121094,31.15999984741211 2020-07-13,32.63999938964844,33.529998779296875,33.41999816894531 2020-07-14,33.25,33.380001068115234,31.84000015258789 2020-07-15,35.75,36.09999847412109,35.029998779296875 2020-07-16,34.209999084472656,35.08000183105469,34.83000183105469 2020-07-17,34.130001068115234,34.52000045776367,34.06999969482422 2020-07-20,32.97999954223633,34.29999923706055,33.970001220703125 2020-07-21,33.619998931884766,34.15999984741211,33.33000183105469 2020-07-22,33.29999923706055,33.90999984741211,33.5 2020-07-23,32.790000915527344,34.15999984741211,32.75 2020-07-24,31.65999984741211,32.45000076293945,32.310001373291016 2020-07-27,31.530000686645508,31.93000030517578,31.56999969482422 2020-07-28,32.290000915527344,32.66999816894531,31.51000022888184 2020-07-29,31.790000915527344,32.630001068115234,32.58000183105469 2020-07-30,30.959999084472656,31.649999618530277,31.32999992370605 2020-07-31,30.88999938964844,31.020000457763672,30.799999237060547 2020-08-03,31.57999992370605,32.150001525878906,30.75 2020-08-04,31.399999618530277,32.27000045776367,31.700000762939453 2020-08-05,32.720001220703125,33.20000076293945,31.899999618530277 2020-08-06,33.02000045776367,33.349998474121094,33.2599983215332 2020-08-07,33.279998779296875,33.29999923706055,32.84000015258789 2020-08-10,34.9900016784668,35.150001525878906,33.650001525878906 2020-08-11,35.290000915527344,37.43999862670898,36.61000061035156 2020-08-12,35.25,36.08000183105469,35.83000183105469 2020-08-13,34.709999084472656,35.70000076293945,34.709999084472656 2020-08-14,34.900001525878906,35.130001068115234,34.29999923706055 2020-08-17,33.810001373291016,35.18000030517578,35.060001373291016 2020-08-18,34.15999984741211,34.25,33.81999969482422 2020-08-19,34.27000045776367,35.779998779296875,34.90999984741211 2020-08-20,34.459999084472656,34.58000183105469,33.650001525878906 2020-08-21,34.689998626708984,35.189998626708984,34.29999923706055 2020-08-24,36.90999984741211,36.93999862670898,35.290000915527344 2020-08-25,37.060001373291016,37.5,37.43000030517578 2020-08-26,36.380001068115234,37.06999969482422,36.90999984741211 2020-08-27,37.650001525878906,38.880001068115234,37.540000915527344 2020-08-28,38.810001373291016,39.060001373291016,38.11000061035156 2020-08-31,37.58000183105469,38.810001373291016,38.75 2020-09-01,37.90999984741211,38.66999816894531,36.84000015258789 2020-09-02,39.16999816894531,39.34000015258789,38.56999969482422 2020-09-03,38.7400016784668,40.65999984741211,39.27999877929688 2020-09-04,39.38999938964844,40.06999969482422,39.18999862670898 2020-09-08,40.5,40.79999923706055,39.18000030517578 2020-09-09,39.220001220703125,40.43999862670898,40.09000015258789 2020-09-10,38.93999862670898,39.95000076293945,39.52000045776367 2020-09-11,38.95000076293945,39.40999984741211,39.04999923706055 2020-09-14,40.060001373291016,40.25,39.34999847412109 2020-09-15,40.61000061035156,40.97999954223633,40.2599983215332 2020-09-16,42.09999847412109,42.880001068115234,40.52000045776367 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2020-09-21,37.60252741243776,37.52000045776367 2020-09-22,37.67564047056031,38.119998931884766 2020-09-23,37.707751210257186,37.54999923706055 2020-09-24,37.693117188913966,36.86000061035156 2020-09-25,37.694011032691094,37.09999847412109 2020-09-28,37.76773750111273,38.2400016784668 2020-09-29,37.79658206895402,37.61000061035156 2020-09-30,37.816270719407335,37.5 2020-10-01,37.862083990730234,37.93000030517578 2020-10-02,37.958549238421334,38.7599983215332 2020-10-05,38.032239678950546,38.4900016784668 2020-10-06,38.04297537045858,37.58000183105469 2020-10-07,38.11766460591943,38.59000015258789 2020-10-08,38.21384384188741,38.9900016784668 2020-10-09,38.352382954775216,39.72999954223633 2020-10-12,38.44863796648866,39.18999862670898 2020-10-13,38.53561182414867,39.130001068115234 2020-10-14,38.625354715614044,39.25 2020-10-15,38.68095627520099,38.79999923706055 2020-10-16,38.789858574883134,39.68000030517578 2020-10-19,38.90365836866481,39.84999847412109 2020-10-20,39.031130223587056,40.15999984741211 2020-10-21,39.130954216793675,39.84000015258789 2020-10-22,39.35990437554577,41.93000030517578 2020-10-23,39.63231932658552,42.790000915527344 2020-10-26,39.78155517312882,41.09999847412109 2020-10-27,39.847119321066025,39.93000030517578 2020-10-28,39.79309086182908,38.13999938964844 2020-10-29,39.83300342317001,39.56999969482422 2020-10-30,39.86747893818959,39.52999877929688 2020-11-02,39.826484583534196,38.400001525878906 2020-11-03,39.81562513359924,38.84999847412109 2020-11-04,39.80958809720894,38.93000030517578 2020-11-05,39.93973227049826,41.04999923706055 2020-11-06,39.99559701528724,40.0099983215332 2020-11-09,40.298129409316545,43.88999938964844 2020-11-10,40.644349032969224,44.810001373291016 2020-11-11,40.87016281492976,43.220001220703125 2020-11-12,41.000089285288766,41.91999816894531 2020-11-13,41.24904235560724,43.880001068115234 2020-11-16,41.59441447485855,45.58000183105469 2020-11-17,41.92695471147893,45.65999984741211 2020-11-18,42.238189437259464,45.59999847412109 2020-11-19,42.563923412603074,46.08000183105469 2020-11-20,42.83759824789422,45.540000915527344 2020-11-23,43.178439909324574,46.810001373291016 2020-11-24,43.59407972112382,48.25 2020-11-25,43.989206293510804,48.27000045776367 2020-11-27,44.32862004126937,47.72999954223633 2020-11-30,44.56014514754074,46.34000015258789 2020-12-01,44.83863436769473,47.27000045776367 2020-12-02,45.11273971579019,47.43999862670898 2020-12-03,45.39617696618299,47.81999969482422 2020-12-04,45.64910372495623,47.59000015258789 2020-12-07,45.90715302619102,47.88999938964844 2020-12-08,46.111345677781394,47.27999877929688 2020-12-09,46.20558623750428,45.7599983215332 2020-12-10,46.36034819839061,46.79999923706055 2020-12-11,46.44626204667148,45.880001068115234 2020-12-14,46.48603640914711,45.2599983215332 2020-12-15,46.59674599442154,46.41999816894531 2020-12-16,46.655620868011496,45.72999954223633 2020-12-17,46.752272551172595,46.38999938964844 2020-12-18,46.81908127730894,46.02999877929688 2020-12-21,46.86589798130028,45.79999923706055 2020-12-22,46.877589854850456,45.31999969482422 2020-12-23,46.979086528978456,46.75 2020-12-24,47.04347601663093,46.27999877929688 2020-12-28,47.092571940895915,46.119998931884766 2020-12-29,47.139390872067366,46.150001525878906 2020-12-30,47.19889604250301,46.40999984741211 2020-12-31,47.26661496123764,46.61000061035156 2021-01-04,47.22799716278397,45.040000915527344 2021-01-05,47.22821728973448,45.63999938964844 2021-01-06,47.29830961351807,46.75 2021-01-07,47.40070106207752,47.33000183105469 2021-01-08,47.47383766143118,46.97999954223633 2021-01-11,47.57139555719757,47.43999862670898 2021-01-12,47.70702416063169,48.130001068115234 2021-01-13,47.82532978349342,47.9900016784668 2021-01-14,47.98971572401677,48.81999969482422 2021-01-15,48.005074130753144,46.65999984741211 2021-01-19,48.034120708747224,46.90999984741211 2021-01-20,48.143933788953234,48.209999084472656 2021-01-21,48.21835569784038,47.77000045776367 2021-01-22,48.26298590142226,47.38999938964844 2021-01-25,48.189636178970815,45.619998931884766 2021-01-26,48.13051004435529,45.810001373291016 2021-01-27,47.96563499123522,44.150001525878906 2021-01-28,47.836316709538295,44.59999847412109 2021-01-29,47.66929113176146,43.93999862670898 2021-02-01,47.56385370715922,44.790000915527344 2021-02-02,47.51576890138627,45.619998931884766 2021-02-03,47.52873148791369,46.54999923706055 2021-02-04,47.70621288381578,49.130001068115234 2021-02-05,47.933116257215204,50.04999923706055 2021-02-08,48.28891275295836,52.2400016784668 2021-02-09,48.55763933930453,51.18000030517578 2021-02-10,48.81830215164625,51.27999877929688 2021-02-11,49.07382859340593,51.41999816894531 2021-02-12,49.31023619838894,51.34000015258789 2021-02-16,49.57356693539917,51.959999084472656 2021-02-17,49.85343791477718,52.43999862670898 2021-02-18,50.0864337854458,51.95000076293945 2021-02-19,50.36187400049331,52.810001373291016 2021-02-22,50.749887918313334,54.790000915527344 2021-02-23,51.241701133352976,56.720001220703125 2021-02-24,51.87344392525307,59.290000915527344 2021-02-25,52.40920393504307,58.310001373291016 2021-02-26,52.90514150843458,58.130001068115234 2021-03-01,53.370193431158775,58.060001373291016 2021-03-02,53.794166818627595,57.810001373291016 2021-03-03,54.195756256188886,57.81999969482422 2021-03-04,54.46311189139467,56.08000183105469 2021-03-05,54.76914028349457,56.91999816894531 2021-03-08,55.29187302221782,60.54999923706055 2021-03-09,55.682054539203214,58.93000030517578 2021-03-10,56.02347167642865,58.5099983215332 2021-03-11,56.34296102258907,58.470001220703125 2021-03-12,56.809246964228244,61.02999877929688 2021-03-15,57.31900893597349,62.09999847412109 2021-03-16,57.700413388468874,60.540000915527344 2021-03-17,58.13960369735932,61.77000045776367 2021-03-18,58.5008352514674,60.93999862670898 2021-03-19,58.84848476499482,61.04999923706055 2021-03-22,59.07352480204296,59.459999084472656 2021-03-23,59.16578769628461,57.619998931884766 2021-03-24,59.255598075013644,57.70000076293945 2021-03-25,59.480485825451936,59.90999984741211 2021-03-26,59.780338706857805,61.290000915527344 2021-03-29,60.04118957747199,60.959999084472656 2021-03-30,60.34747748441674,61.90999984741211 2021-03-31,60.58086599818658,61.060001373291016 2021-04-01,60.815195867909225,61.29999923706055 2021-04-05,61.1426460065965,62.970001220703125 2021-04-06,61.52382383364492,64.0999984741211 2021-04-07,61.84577631700734,63.52000045776367 2021-04-08,62.14489299573828,63.459999084472656 2021-04-09,62.423550712290485,63.41999816894531 2021-04-12,62.636287531418915,62.65999984741211 2021-04-13,62.872092864234794,63.22999954223633 " 3337,US,technical,"For KLA Corporation between April 15, 2024 and July 30, 2024, how many times did the price break below the 20-day Double Exponential Moving Average line? (Smoothing factor alpha = 2 / (n + 1); Require 5n data points to warm up; Use the first data point as the initial value) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",14.0,medium,moving average,DEMA = 2 * EMA1 - EMA2; EMA1 = EMA_n(P); EMA2 = EMA_n(EMA1),"date,close,high,open 2023-11-17,544.5399780273438,546.2100219726562,531.77001953125 2023-11-20,557.75,559.4199829101562,542.2000122070312 2023-11-21,550.6900024414062,555.9400024414062,555.3699951171875 2023-11-22,554.1699829101562,562.8400268554688,556.3200073242188 2023-11-24,555.6400146484375,557.219970703125,552.469970703125 2023-11-27,556.9500122070312,562.0,555.3300170898438 2023-11-28,547.1400146484375,554.5999755859375,549.1599731445312 2023-11-29,544.0700073242188,557.5,556.3699951171875 2023-11-30,544.6199951171875,547.6599731445312,544.1199951171875 2023-12-01,549.0,550.22998046875,543.239990234375 2023-12-04,539.5900268554688,545.5,543.2000122070312 2023-12-05,537.22998046875,537.3699951171875,532.2899780273438 2023-12-06,528.6099853515625,545.5900268554688,544.5399780273438 2023-12-07,541.22998046875,543.3099975585938,535.0900268554688 2023-12-08,534.4299926757812,539.1799926757812,535.530029296875 2023-12-11,559.2100219726562,563.6099853515625,545.5599975585938 2023-12-12,561.0499877929688,564.4600219726562,558.2000122070312 2023-12-13,570.7000122070312,573.5599975585938,562.0999755859375 2023-12-14,582.4199829101562,586.3499755859375,575.0499877929688 2023-12-15,585.1300048828125,590.1500244140625,585.0 2023-12-18,576.72998046875,593.0,591.510009765625 2023-12-19,578.1099853515625,583.010009765625,579.8599853515625 2023-12-20,563.2999877929688,578.5,572.0499877929688 2023-12-21,580.4500122070312,582.1500244140625,575.5 2023-12-22,582.6500244140625,585.0,579.7000122070312 2023-12-26,591.3699951171875,593.9099731445312,586.9000244140625 2023-12-27,591.469970703125,594.8900146484375,594.1699829101562 2023-12-28,586.27001953125,597.4299926757812,597.0999755859375 2023-12-29,581.2999877929688,586.7000122070312,584.780029296875 2024-01-02,560.3900146484375,573.2100219726562,573.2100219726562 2024-01-03,552.5900268554688,558.25,552.0 2024-01-04,546.4400024414062,554.9000244140625,546.3900146484375 2024-01-05,544.3099975585938,551.3499755859375,548.1099853515625 2024-01-08,562.3599853515625,565.8900146484375,549.0599975585938 2024-01-09,556.3400268554688,561.6699829101562,555.0 2024-01-10,556.0900268554688,558.9500122070312,558.9500122070312 2024-01-11,562.1400146484375,565.4099731445312,557.0 2024-01-12,560.6099853515625,564.4199829101562,563.97998046875 2024-01-16,566.8099975585938,569.5900268554688,559.1199951171875 2024-01-17,562.5,564.0,564.0 2024-01-18,590.0,591.989990234375,579.2999877929688 2024-01-19,612.989990234375,616.97998046875,595.4199829101562 2024-01-22,623.0999755859375,628.2899780273438,618.530029296875 2024-01-23,619.3300170898438,622.969970703125,618.7899780273438 2024-01-24,638.4500122070312,646.1300048828125,635.760009765625 2024-01-25,641.6900024414062,658.780029296875,651.5 2024-01-26,599.3699951171875,625.9199829101562,624.0 2024-01-29,600.0800170898438,602.2000122070312,596.489990234375 2024-01-30,595.3499755859375,602.010009765625,595.02001953125 2024-01-31,594.0399780273438,601.989990234375,587.739990234375 2024-02-01,599.0999755859375,602.0399780273438,598.780029296875 2024-02-02,604.3200073242188,607.6300048828125,595.25 2024-02-05,614.8800048828125,615.0900268554688,607.3300170898438 2024-02-06,601.6199951171875,616.3699951171875,616.3699951171875 2024-02-07,608.9000244140625,612.5,609.4000244140625 2024-02-08,618.489990234375,624.7999877929688,608.9000244140625 2024-02-09,649.7999877929688,651.260009765625,629.1500244140625 2024-02-12,648.0499877929688,657.5599975585938,646.0999755859375 2024-02-13,641.0700073242188,649.469970703125,628.1699829101562 2024-02-14,653.8400268554688,661.8699951171875,650.0 2024-02-15,652.3800048828125,661.8200073242188,655.0 2024-02-16,661.3499755859375,677.469970703125,666.989990234375 2024-02-20,651.77001953125,660.989990234375,654.510009765625 2024-02-21,651.9199829101562,652.0700073242188,645.1699829101562 2024-02-22,683.77001953125,687.6900024414062,675.6599731445312 2024-02-23,668.8200073242188,687.5700073242188,683.0 2024-02-26,683.8200073242188,686.77001953125,675.6199951171875 2024-02-27,677.5800170898438,684.7000122070312,679.989990234375 2024-02-28,673.0,675.6300048828125,667.7000122070312 2024-02-29,682.2999877929688,684.0999755859375,682.4400024414062 2024-03-01,717.5700073242188,719.219970703125,688.280029296875 2024-03-04,717.8099975585938,728.0,724.75 2024-03-05,705.8699951171875,716.219970703125,712.3300170898438 2024-03-06,715.4600219726562,721.469970703125,711.77001953125 2024-03-07,723.260009765625,729.1500244140625,719.280029296875 2024-03-08,699.2100219726562,724.469970703125,722.8099975585938 2024-03-11,685.3800048828125,691.4299926757812,690.0499877929688 2024-03-12,698.4000244140625,698.8499755859375,691.719970703125 2024-03-13,688.7100219726562,695.6599731445312,690.5999755859375 2024-03-14,692.3300170898438,701.0,698.4600219726562 2024-03-15,683.9000244140625,691.8900146484375,686.8300170898438 2024-03-18,690.7000122070312,705.1699829101562,696.3300170898438 2024-03-19,681.0599975585938,686.0,677.7999877929688 2024-03-20,695.9500122070312,698.2100219726562,680.1599731445312 2024-03-21,713.1300048828125,727.6400146484375,716.8900146484375 2024-03-22,710.5599975585938,718.2899780273438,706.4299926757812 2024-03-25,699.72998046875,708.0999755859375,697.8499755859375 2024-03-26,688.4199829101562,707.4000244140625,705.0399780273438 2024-03-27,696.8699951171875,697.7000122070312,692.4000244140625 2024-03-28,698.5700073242188,699.8200073242188,696.8699951171875 2024-04-01,710.8800048828125,718.1799926757812,700.0 2024-04-02,693.9299926757812,697.260009765625,694.22998046875 2024-04-03,697.530029296875,707.1300048828125,690.1799926757812 2024-04-04,672.75,707.8499755859375,706.280029296875 2024-04-05,682.8400268554688,688.8300170898438,674.0700073242188 2024-04-08,690.8200073242188,692.4199829101562,688.3499755859375 2024-04-09,696.8300170898438,700.0,700.0 2024-04-10,687.1199951171875,695.0,685.9000244140625 2024-04-11,700.6099853515625,701.6300048828125,694.8300170898438 2024-04-12,680.780029296875,689.27001953125,684.4400024414062 2024-04-15,678.489990234375,698.7000122070312,689.8800048828125 2024-04-16,693.3099975585938,696.9199829101562,678.489990234375 2024-04-17,658.97998046875,684.8499755859375,681.77001953125 2024-04-18,644.219970703125,658.4099731445312,655.7899780273438 2024-04-19,628.1599731445312,647.7100219726562,646.2000122070312 2024-04-22,633.6400146484375,638.72998046875,635.3499755859375 2024-04-23,648.2100219726562,654.0,636.0399780273438 2024-04-24,656.5399780273438,668.1799926757812,659.780029296875 2024-04-25,672.9500122070312,677.719970703125,656.97998046875 2024-04-26,706.260009765625,710.260009765625,683.0 2024-04-29,713.9299926757812,715.97998046875,706.4099731445312 2024-04-30,689.2899780273438,717.72998046875,711.6400146484375 2024-05-01,666.0399780273438,691.72998046875,680.469970703125 2024-05-02,682.0499877929688,683.0,675.6400146484375 2024-05-03,696.5900268554688,704.0599975585938,695.0 2024-05-06,718.3800048828125,718.7000122070312,699.1599731445312 2024-05-07,714.3800048828125,723.3800048828125,716.6300048828125 2024-05-08,717.1500244140625,717.5999755859375,709.9199829101562 2024-05-09,710.6699829101562,720.0,718.77001953125 2024-05-10,718.27001953125,728.0,720.0 2024-05-13,714.1500244140625,720.0,720.0 2024-05-14,729.9199829101562,731.72998046875,707.25 2024-05-15,759.719970703125,760.3200073242188,737.9400024414062 2024-05-16,749.47998046875,763.9299926757812,760.0 2024-05-17,747.6799926757812,758.5700073242188,756.469970703125 2024-05-20,772.7999877929688,778.4400024414062,751.8800048828125 2024-05-21,765.1400146484375,769.9600219726562,760.0 2024-05-22,771.7100219726562,772.969970703125,770.3800048828125 2024-05-23,765.0999755859375,790.52001953125,788.5800170898438 2024-05-24,779.0599975585938,783.1099853515625,774.1699829101562 2024-05-28,786.1400146484375,791.9600219726562,785.52001953125 2024-05-29,772.3599853515625,780.0700073242188,768.22998046875 2024-05-30,770.1300048828125,776.5700073242188,768.9400024414062 2024-05-31,759.530029296875,776.2899780273438,770.719970703125 2024-06-03,754.1500244140625,771.6400146484375,771.47998046875 2024-06-04,750.5599975585938,756.2999877929688,750.47998046875 2024-06-05,784.969970703125,787.5399780273438,770.3900146484375 2024-06-06,779.260009765625,787.3200073242188,780.3300170898438 2024-06-07,768.969970703125,787.9099731445312,787.5 2024-06-10,794.3800048828125,795.97998046875,761.0999755859375 2024-06-11,798.1599731445312,798.6599731445312,793.3200073242188 2024-06-12,827.8099975585938,831.5399780273438,806.8800048828125 2024-06-13,830.030029296875,832.989990234375,816.02001953125 2024-06-14,824.8400268554688,826.5399780273438,815.0 2024-06-17,848.8800048828125,851.6799926757812,826.4099731445312 2024-06-18,863.3099975585938,876.5499877929688,849.0 2024-06-20,829.5900268554688,864.1900024414062,863.3699951171875 2024-06-21,816.5499877929688,835.3400268554688,830.030029296875 2024-06-24,793.97998046875,815.510009765625,813.77001953125 2024-06-25,818.0399780273438,820.239990234375,800.8699951171875 2024-06-26,813.2999877929688,826.9000244140625,814.3800048828125 2024-06-27,814.8699951171875,826.4500122070312,819.469970703125 2024-06-28,824.510009765625,841.4099731445312,826.4400024414062 2024-07-01,827.7899780273438,828.9400024414062,823.1900024414062 2024-07-02,839.1099853515625,839.969970703125,819.4000244140625 2024-07-03,853.3300170898438,859.6599731445312,839.9400024414062 2024-07-05,855.2100219726562,859.0700073242188,855.3400268554688 2024-07-08,866.5499877929688,869.0599975585938,857.1199951171875 2024-07-09,874.9000244140625,879.8900146484375,872.5999755859375 2024-07-10,892.3499755859375,894.77001953125,877.8499755859375 2024-07-11,852.9500122070312,896.3200073242188,896.3200073242188 2024-07-12,857.719970703125,879.5399780273438,853.8499755859375 2024-07-15,858.1199951171875,876.8499755859375,858.52001953125 2024-07-16,867.1799926757812,868.7999877929688,861.3099975585938 2024-07-17,781.75,829.0800170898438,817.25 2024-07-18,787.0599975585938,797.0900268554688,793.780029296875 2024-07-19,762.5499877929688,795.5399780273438,785.4099731445312 2024-07-22,809.510009765625,811.72998046875,788.469970703125 2024-07-23,807.6599731445312,813.5,794.02001953125 2024-07-24,755.77001953125,798.739990234375,797.2999877929688 2024-07-25,762.8099975585938,791.7899780273438,767.5399780273438 2024-07-26,787.3900146484375,799.0,789.3499755859375 2024-07-29,778.5399780273438,810.47998046875,793.260009765625 2024-07-30,758.8900146484375,799.4500122070312,787.989990234375 ","date,20-day,close 2024-01-16,562.7032222166298,566.8099975585938 2024-01-17,562.650242870507,562.5 2024-01-18,567.5941736745152,590.0 2024-01-19,576.0149935028576,612.989990234375 2024-01-22,585.0776120359249,623.0999755859375 2024-01-23,592.1571994847907,619.3300170898438 2024-01-24,601.6674533370261,638.4500122070312 2024-01-25,610.3738730533231,641.6900024414062 2024-01-26,610.1078445934547,599.3699951171875 2024-01-29,609.9214819764364,600.0800170898438 2024-01-30,608.8216042335737,595.3499755859375 2024-01-31,607.5614178742732,594.0399780273438 2024-02-01,607.3251066942103,599.0999755859375 2024-02-02,608.0040039246564,604.3200073242188 2024-02-05,610.4419760753973,614.8800048828125 2024-02-06,610.0724959855949,601.6199951171875 2024-02-07,611.0140153231407,608.9000244140625 2024-02-08,613.5052393205166,618.489990234375 2024-02-09,621.2695719087154,649.7999877929688 2024-02-12,627.5667277542409,648.0499877929688 2024-02-13,631.6411220011562,641.0700073242188 2024-02-14,637.378476710745,653.8400268554688 2024-02-15,641.9594959690851,652.3800048828125 2024-02-16,647.4312139830662,661.3499755859375 2024-02-20,650.2987168517367,651.77001953125 2024-02-21,652.6865871842097,651.9199829101562 2024-02-22,660.4121148545362,683.77001953125 2024-02-23,664.2360289840877,668.8200073242188 2024-02-26,670.1289290161257,683.8200073242188 2024-02-27,673.9450333382299,677.5800170898438 2024-02-28,676.2710021094285,673.0 2024-02-29,679.8324300944681,682.2999877929688 2024-03-01,689.1683650057907,717.5700073242188 2024-03-04,697.1118531940249,717.8099975585938 2024-03-05,701.6360972259938,705.8699951171875 2024-03-06,707.1177068303998,715.4600219726562 2024-03-07,713.09555116418,723.260009765625 2024-03-08,713.7183643511709,699.2100219726562 2024-03-11,711.5877539743049,685.3800048828125 2024-03-12,711.9678451763126,698.4000244140625 2024-03-13,710.3980978873404,688.7100219726562 2024-03-14,709.5730832261098,692.3300170898438 2024-03-15,707.2120810235887,683.9000244140625 2024-03-18,706.301489191138,690.7000122070312 2024-03-19,703.6658185985617,681.0599975585938 2024-03-20,704.004369174061,695.9500122070312 2024-03-21,707.3250012465089,713.1300048828125 2024-03-22,709.6296896972153,710.5599975585938 2024-03-25,709.5601032912359,699.72998046875 2024-03-26,707.3622779204057,688.4199829101562 2024-03-27,706.9242208629267,696.8699951171875 2024-03-28,706.7828273840825,698.5700073242188 2024-04-01,708.8256969500354,710.8800048828125 2024-04-02,707.4417789647239,693.9299926757812 2024-04-03,706.8394238441667,697.530029296875 2024-04-04,701.7666571311048,672.75 2024-04-05,699.1813209326868,682.8400268554688 2024-04-08,698.3643751131,690.8200073242188 2024-04-09,698.717449646487,696.8300170898438 2024-04-10,697.2278995750896,687.1199951171875 2024-04-11,698.3640447568217,700.6099853515625 2024-04-12,695.717186907863,680.780029296875 2024-04-15,692.999573667686,678.489990234375 2024-04-16,693.3317819953513,693.3099975585938 2024-04-17,687.3758606832259,658.97998046875 2024-04-18,679.5652668152322,644.219970703125 2024-04-19,669.9375902268384,628.1599731445312 2024-04-22,662.671607468501,633.6400146484375 2024-04-23,659.1034769444587,648.2100219726562 2024-04-24,657.5949226254305,656.5399780273438 2024-04-25,659.3273372440551,672.9500122070312 2024-04-26,666.9116732573497,706.260009765625 2024-04-29,674.8684471340954,713.9299926757812 2024-04-30,677.2662711245646,689.2899780273438 2024-05-01,675.1204871975137,666.0399780273438 2024-05-02,676.1859083923074,682.0499877929688 2024-05-03,679.7488936392986,696.5900268554688 2024-05-06,686.7711168801511,718.3800048828125 2024-05-07,692.0805457734807,714.3800048828125 2024-05-08,697.1315735046132,717.1500244140625 2024-05-09,700.2723705437608,710.6699829101562 2024-05-10,704.3164093425937,718.27001953125 2024-05-13,707.0060076141546,714.1500244140625 2024-05-14,712.133258686537,729.9199829101562 2024-05-15,721.8976204948409,759.719970703125 2024-05-16,728.3761347689472,749.47998046875 2024-05-17,733.5442980621763,747.6799926757812 2024-05-20,742.460056195249,772.7999877929688 2024-05-21,748.6440710724999,765.1400146484375 2024-05-22,755.0477303263067,771.7100219726562 2024-05-23,759.2417585491462,765.0999755859375 2024-05-24,765.2605313709257,779.0599975585938 2024-05-28,771.596985385893,786.1400146484375 2024-05-29,774.4161002899823,772.3599853515625 2024-05-30,776.3006299569266,770.1300048828125 2024-05-31,775.864427377778,759.530029296875 2024-06-03,774.3832321078888,754.1500244140625 2024-06-04,772.3359611971341,750.5599975585938 2024-06-05,776.7047348892563,784.969970703125 2024-06-06,779.3201348237496,779.260009765625 2024-06-07,779.5938666856987,768.969970703125 2024-06-10,784.3311101156497,794.3800048828125 2024-06-11,788.9858446240817,798.1599731445312 2024-06-12,798.2580841359879,827.8099975585938 2024-06-13,806.5190561463078,830.030029296875 2024-06-14,812.5531935454353,824.8400268554688 2024-06-17,821.965141791496,848.8800048828125 2024-06-18,832.5315186242751,863.3099975585938 2024-06-20,835.3432607923488,829.5900268554688 2024-06-21,835.2272128602106,816.5499877929688 2024-06-24,830.8684763756113,793.97998046875 2024-06-25,831.3304762625042,818.0399780273438 2024-06-26,830.7282557352427,813.2999877929688 2024-06-27,830.362010619204,814.8699951171875 2024-06-28,831.6704428708526,824.510009765625 2024-07-01,833.2715761392466,827.7899780273438 2024-07-02,836.5860507500859,839.1099853515625 2024-07-03,841.9017505504971,853.3300170898438 2024-07-05,846.6978527834469,855.2100219726562 2024-07-08,852.7582583355482,866.5499877929688 2024-07-09,859.3591115142916,874.9000244140625 2024-07-10,868.0690156931474,892.3499755859375 2024-07-11,868.2717417199627,852.9500122070312 2024-07-12,869.1640180404074,857.719970703125 2024-07-15,869.8631960799911,858.1199951171875 2024-07-16,871.9725617786895,867.1799926757812 2024-07-17,858.1583017486578,781.75 2024-07-18,847.1202489750783,787.0599975585938 2024-07-19,833.0935395914543,762.5499877929688 2024-07-22,829.4903320248563,809.510009765625 2024-07-23,826.023932591146,807.6599731445312 2024-07-24,813.6066484133263,755.77001953125 2024-07-25,804.194431040234,762.8099975585938 2024-07-26,800.5732363952786,787.3900146484375 2024-07-29,795.8839232807578,778.5399780273438 2024-07-30,788.3233453087211,758.8900146484375 " 3338,US,technical,"How many break below events of the 30-day Double Exponential Moving Average line occurred for Baker Hughes from July 14, 2019 to February 08, 2020? (Smoothing factor alpha = 2 / (n + 1); Require 5n data points to warm up; Use the first data point as the initial value) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",13.0,medium,moving average,DEMA = 2 * EMA1 - EMA2; EMA1 = EMA_n(P); EMA2 = EMA_n(EMA1),"date,close,high,open 2018-12-06,21.46999931335449,21.709999084472656,21.6299991607666 2018-12-07,21.65999984741211,22.299999237060547,21.959999084472656 2018-12-10,21.270000457763672,21.600000381469727,21.34000015258789 2018-12-11,21.290000915527344,21.71999931335449,21.57999992370605 2018-12-12,21.56999969482422,22.07999992370605,21.65999984741211 2018-12-13,22.030000686645508,22.15999984741211,21.420000076293945 2018-12-14,21.450000762939453,22.07999992370605,21.809999465942383 2018-12-17,21.6200008392334,22.09000015258789,21.399999618530277 2018-12-18,21.21999931335449,21.790000915527344,21.61000061035156 2018-12-19,21.040000915527344,22.21999931335449,21.479999542236328 2018-12-20,20.81999969482422,21.38999938964844,20.75 2018-12-21,20.8700008392334,21.32999992370605,20.690000534057617 2018-12-24,20.479999542236328,21.239999771118164,20.739999771118164 2018-12-26,21.520000457763672,21.520000457763672,20.600000381469727 2018-12-27,21.479999542236328,21.489999771118164,21.049999237060547 2018-12-28,21.440000534057617,22.1200008392334,21.6299991607666 2018-12-31,21.5,21.57999992370605,21.56999969482422 2019-01-02,21.049999237060547,21.6299991607666,21.190000534057617 2019-01-03,20.90999984741211,21.350000381469727,21.09000015258789 2019-01-04,21.959999084472656,22.1200008392334,21.34000015258789 2019-01-07,22.549999237060547,22.75,21.940000534057617 2019-01-08,23.209999084472656,23.270000457763672,22.82999992370605 2019-01-09,23.170000076293945,23.780000686645508,23.5 2019-01-10,23.350000381469727,23.770000457763672,23.020000457763672 2019-01-11,23.100000381469727,23.25,23.13999938964844 2019-01-14,23.239999771118164,23.36000061035156,22.86000061035156 2019-01-15,23.020000457763672,23.649999618530277,23.36000061035156 2019-01-16,23.149999618530277,23.280000686645508,22.93000030517578 2019-01-17,23.649999618530277,23.709999084472656,22.90999984741211 2019-01-18,24.1200008392334,24.36000061035156,23.979999542236328 2019-01-22,23.770000457763672,24.020000457763672,23.8700008392334 2019-01-23,22.979999542236328,23.899999618530277,23.76000022888184 2019-01-24,23.040000915527344,23.36000061035156,22.84000015258789 2019-01-25,23.489999771118164,23.65999984741211,23.309999465942383 2019-01-28,22.979999542236328,23.280000686645508,23.280000686645508 2019-01-29,23.15999984741211,23.36000061035156,23.209999084472656 2019-01-30,23.940000534057617,24.15999984741211,23.280000686645508 2019-01-31,23.56999969482422,24.959999084472656,24.06999969482422 2019-02-01,24.350000381469727,24.59000015258789,23.520000457763672 2019-02-04,24.57999992370605,25.01000022888184,24.270000457763672 2019-02-05,25.030000686645508,25.200000762939453,24.559999465942383 2019-02-06,24.8799991607666,25.3700008392334,25.020000457763672 2019-02-07,24.38999938964844,25.040000915527344,24.690000534057617 2019-02-08,24.61000061035156,24.690000534057617,24.280000686645508 2019-02-11,24.81999969482422,24.940000534057617,24.420000076293945 2019-02-12,24.739999771118164,25.299999237060547,25.1200008392334 2019-02-13,25.1299991607666,25.56999969482422,24.76000022888184 2019-02-14,25.63999938964844,25.75,25.0 2019-02-15,25.82999992370605,26.030000686645508,25.88999938964844 2019-02-19,26.09000015258789,26.13999938964844,25.690000534057617 2019-02-20,26.57999992370605,26.979999542236328,26.1299991607666 2019-02-21,26.270000457763672,26.670000076293945,26.670000076293945 2019-02-22,26.350000381469727,26.559999465942383,26.489999771118164 2019-02-25,26.75,26.920000076293945,26.26000022888184 2019-02-26,26.75,27.09000015258789,26.780000686645508 2019-02-27,26.670000076293945,26.88999938964844,26.799999237060547 2019-02-28,26.3799991607666,26.799999237060547,26.76000022888184 2019-03-01,27.100000381469727,27.1299991607666,26.57999992370605 2019-03-04,27.09000015258789,27.51000022888184,27.280000686645508 2019-03-05,27.11000061035156,27.18000030517578,27.149999618530277 2019-03-06,26.309999465942383,27.030000686645508,27.030000686645508 2019-03-07,26.049999237060547,26.36000061035156,26.290000915527344 2019-03-08,25.729999542236328,25.790000915527344,25.63999938964844 2019-03-11,26.5,26.780000686645508,26.07999992370605 2019-03-12,26.81999969482422,26.90999984741211,26.649999618530277 2019-03-13,27.25,27.3700008392334,27.07999992370605 2019-03-14,27.709999084472656,27.790000915527344,27.280000686645508 2019-03-15,27.850000381469727,28.030000686645508,27.559999465942383 2019-03-18,28.18000030517578,28.40999984741211,28.01000022888184 2019-03-19,27.81999969482422,28.61000061035156,28.459999084472656 2019-03-20,28.25,28.479999542236328,27.84000015258789 2019-03-21,28.459999084472656,28.649999618530277,28.170000076293945 2019-03-22,27.15999984741211,28.31999969482422,28.270000457763672 2019-03-25,27.43000030517578,27.46999931335449,26.950000762939453 2019-03-26,27.68000030517578,28.11000061035156,27.68000030517578 2019-03-27,27.280000686645508,27.8799991607666,27.690000534057617 2019-03-28,27.15999984741211,27.450000762939453,27.15999984741211 2019-03-29,27.71999931335449,27.81999969482422,27.479999542236328 2019-04-01,27.84000015258789,28.149999618530277,27.920000076293945 2019-04-02,26.989999771118164,27.93000030517578,27.86000061035156 2019-04-03,26.46999931335449,27.440000534057617,27.18000030517578 2019-04-04,26.770000457763672,26.780000686645508,26.559999465942383 2019-04-05,26.780000686645508,27.13999938964844,26.82999992370605 2019-04-08,26.81999969482422,27.270000457763672,26.850000381469727 2019-04-09,26.68000030517578,26.82999992370605,26.690000534057617 2019-04-10,26.8700008392334,26.979999542236328,26.809999465942383 2019-04-11,26.65999984741211,26.989999771118164,26.84000015258789 2019-04-12,26.3799991607666,27.1299991607666,27.06999969482422 2019-04-15,25.950000762939453,26.440000534057617,26.25 2019-04-16,25.84000015258789,26.13999938964844,26.049999237060547 2019-04-17,25.780000686645508,26.280000686645508,25.979999542236328 2019-04-18,25.600000381469727,26.049999237060547,25.8700008392334 2019-04-22,26.600000381469727,26.68000030517578,25.809999465942383 2019-04-23,25.96999931335449,26.93000030517578,26.600000381469727 2019-04-24,25.61000061035156,26.239999771118164,26.07999992370605 2019-04-25,25.56999969482422,25.90999984741211,25.600000381469727 2019-04-26,25.57999992370605,25.780000686645508,25.31999969482422 2019-04-29,25.96999931335449,26.049999237060547,25.479999542236328 2019-04-30,24.020000457763672,25.809999465942383,25.63999938964844 2019-05-01,23.549999237060547,24.34000015258789,23.950000762939453 2019-05-02,23.520000457763672,23.81999969482422,23.40999984741211 2019-05-03,24.1299991607666,24.280000686645508,23.799999237060547 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2019-03-06,26.832682949779603,26.309999465942383 2019-03-07,26.819828207113808,26.049999237060547 2019-03-08,26.765416013730817,25.729999542236328 2019-03-11,26.80963842206648,26.5 2019-03-12,26.887008302504494,26.81999969482422 2019-03-13,27.008132206394965,27.25 2019-03-14,27.17257816319312,27.709999084472656 2019-03-15,27.336208640812277,27.850000381469727 2019-03-18,27.522752230286855,28.18000030517578 2019-03-19,27.64378456931442,27.81999969482422 2019-03-20,27.804131181432332,28.25 2019-03-21,27.972533747719694,28.459999084472656 2019-03-22,27.959606079818982,27.15999984741211 2019-03-25,27.978679400628053,27.43000030517578 2019-03-26,28.02430473509071,27.68000030517578 2019-03-27,28.012851805163343,27.280000686645508 2019-03-28,27.98479413684806,27.15999984741211 2019-03-29,28.026734053291538,27.71999931335449 2019-04-01,28.077144699990004,27.84000015258789 2019-04-02,28.014134013109086,26.989999771118164 2019-04-03,27.88979626121891,26.46999931335449 2019-04-04,27.8125360116851,26.770000457763672 2019-04-05,27.74183259377896,26.780000686645508 2019-04-08,27.68094911708161,26.81999969482422 2019-04-09,27.60660288570876,26.68000030517578 2019-04-10,27.561408789122087,26.8700008392334 2019-04-11,27.49275739885414,26.65999984741211 2019-04-12,27.394248624849382,26.3799991607666 2019-04-15,27.25012512377385,25.950000762939453 2019-04-16,27.10485099776963,25.84000015258789 2019-04-17,26.96496038459236,25.780000686645508 2019-04-18,26.815129082724546,25.600000381469727 2019-04-22,26.803819364019187,26.600000381469727 2019-04-23,26.714405339528835,25.96999931335449 2019-04-24,26.588104961733364,25.61000061035156 2019-04-25,26.468509597534833,25.56999969482422 2019-04-26,26.36135693006762,25.57999992370605 2019-04-29,26.313031337343833,25.96999931335449 2019-04-30,26.025816130010266,24.020000457763672 2019-05-01,25.70742757793858,23.549999237060547 2019-05-02,25.416070305127523,23.520000457763672 2019-05-03,25.22937321723657,24.1299991607666 2019-05-06,25.037687907822164,23.940000534057617 2019-05-07,24.774214163115847,23.209999084472656 2019-05-08,24.50466361348362,22.950000762939453 2019-05-09,24.21984500583177,22.61000061035156 2019-05-10,23.927678578692948,22.31999969482422 2019-05-13,23.59287871229966,21.739999771118164 2019-05-14,23.35960286054295,22.280000686645508 2019-05-15,23.20840253808065,22.739999771118164 2019-05-16,23.104101695495366,22.979999542236328 2019-05-17,23.003567480504557,22.90999984741211 2019-05-20,22.962648211861673,23.290000915527344 2019-05-21,22.968159418172704,23.61000061035156 2019-05-22,22.94443651419382,23.36000061035156 2019-05-23,22.887944481737307,23.059999465942383 2019-05-24,22.73308326931746,22.209999084472656 2019-05-28,22.590387642505885,22.170000076293945 2019-05-29,22.405071836037717,21.700000762939453 2019-05-30,22.17378051457092,21.170000076293945 2019-05-31,21.99716121116561,21.40999984741211 2019-06-03,21.893846494206414,21.84000015258789 2019-06-04,21.828182632836565,22.040000915527344 2019-06-05,21.795324985514817,22.229999542236328 2019-06-06,21.858286029545688,22.950000762939453 2019-06-07,21.96413095024258,23.31999969482422 2019-06-10,22.07364091027896,23.40999984741211 2019-06-11,22.1438212558972,23.15999984741211 2019-06-12,22.10207964485538,22.299999237060547 2019-06-13,22.126311858625247,22.780000686645508 2019-06-14,22.07157087935231,22.149999618530277 2019-06-17,22.055209330328562,22.399999618530277 2019-06-18,22.12848629443964,23.09000015258789 2019-06-19,22.22533533431307,23.31999969482422 2019-06-20,22.444512035498178,24.36000061035156 2019-06-21,22.7454376295764,25.170000076293945 2019-06-24,22.962686935355713,24.71999931335449 2019-06-25,23.147636049588666,24.6200008392334 2019-06-26,23.3318520366027,24.75 2019-06-27,23.49147565889126,24.690000534057617 2019-06-28,23.62866338110814,24.6299991607666 2019-07-01,23.821566976146773,25.18000030517578 2019-07-02,23.913622829480968,24.520000457763672 2019-07-03,23.995458891605175,24.51000022888184 2019-07-05,24.074212455160854,24.549999237060547 2019-07-08,24.225029364336272,25.190000534057617 2019-07-09,24.337304953523056,25.0 2019-07-10,24.485769521664558,25.3799991607666 2019-07-11,24.601935696072054,25.239999771118164 2019-07-12,24.67753201647634,25.01000022888184 2019-07-15,24.705114133990104,24.690000534057617 2019-07-16,24.654267162765315,24.09000015258789 2019-07-17,24.495037896309128,23.190000534057617 2019-07-18,24.365243837295097,23.309999465942383 2019-07-19,24.278482358506118,23.559999465942383 2019-07-22,24.24951213893468,23.959999084472656 2019-07-23,24.266658901576655,24.309999465942383 2019-07-24,24.350523549826875,24.86000061035156 2019-07-25,24.39606788373567,24.6200008392334 2019-07-26,24.4643284812818,24.84000015258789 2019-07-29,24.431976607422815,24.09000015258789 2019-07-30,24.454686469462914,24.51000022888184 2019-07-31,24.58467621795968,25.38999938964844 2019-08-01,24.68680191967285,25.270000457763672 2019-08-02,24.630007377743848,24.07999992370605 2019-08-05,24.54430051561057,23.809999465942383 2019-08-06,24.45125520127245,23.690000534057617 2019-08-07,24.325452788294353,23.36000061035156 2019-08-08,24.308739172778516,24.13999938964844 2019-08-09,24.23597018222902,23.68000030517578 2019-08-12,24.137507509985365,23.420000076293945 2019-08-13,24.06708380252642,23.56999969482422 2019-08-14,23.8085878500635,22.01000022888184 2019-08-15,23.41255290330476,20.709999084472656 2019-08-16,23.098426410356733,21.059999465942383 2019-08-19,22.859993512224822,21.420000076293945 2019-08-20,22.60663037280157,21.11000061035156 2019-08-21,22.394908187564564,21.239999771118164 2019-08-22,22.2285419780295,21.43000030517578 2019-08-23,22.01094750743688,20.8799991607666 2019-08-26,21.868262040215452,21.299999237060547 2019-08-27,21.73977990938316,21.290000915527344 2019-08-28,21.669173487831813,21.63999938964844 2019-08-29,21.637231006683805,21.8799991607666 2019-08-30,21.586562547543096,21.690000534057617 2019-09-03,21.60009165050401,22.149999618530277 2019-09-04,21.671660564635946,22.61000061035156 2019-09-05,21.85182997010657,23.520000457763672 2019-09-06,22.017693840467906,23.530000686645508 2019-09-09,22.25030642796242,24.18000030517578 2019-09-10,22.45316386626922,24.11000061035156 2019-09-11,22.41032358449341,22.290000915527344 2019-09-12,22.416036226788105,22.63999938964844 2019-09-13,22.43195732529592,22.71999931335449 2019-09-16,22.583197523118866,23.809999465942383 2019-09-17,22.66696461731169,23.3799991607666 2019-09-18,22.724509164831307,23.229999542236328 2019-09-19,22.774474691409846,23.209999084472656 2019-09-20,22.867464528661284,23.59000015258789 2019-09-23,22.99055977479786,23.899999618530277 2019-09-24,23.070852034293996,23.649999618530277 2019-09-25,23.22344572442183,24.290000915527344 2019-09-26,23.31647115722072,23.93000030517578 2019-09-27,23.414169990537975,24.040000915527344 2019-09-30,23.39738333518857,23.200000762939453 2019-10-01,23.315690109553497,22.670000076293945 2019-10-02,23.17532918833643,22.13999938964844 2019-10-03,23.11686434274933,22.690000534057617 2019-10-04,23.036451713344658,22.46999931335449 2019-10-07,22.892546620412087,21.899999618530277 2019-10-08,22.697547217607244,21.3799991607666 2019-10-09,22.550133569286697,21.61000061035156 2019-10-10,22.44093942270164,21.799999237060547 2019-10-11,22.39640664288946,22.229999542236328 2019-10-14,22.367980339128675,22.31999969482422 2019-10-15,22.340406458825168,22.299999237060547 2019-10-16,22.27739792798709,21.989999771118164 2019-10-17,22.23229933407267,22.07999992370605 2019-10-18,22.1921982777527,22.07999992370605 2019-10-21,22.161632542146044,22.1200008392334 2019-10-22,22.198393716055648,22.6299991607666 2019-10-23,22.293547483436335,23.1200008392334 2019-10-24,22.281612022382287,22.32999992370605 2019-10-25,22.277611749027564,22.3799991607666 2019-10-28,22.22583796442592,21.989999771118164 2019-10-29,22.168309219437617,21.899999618530277 2019-10-30,22.08188386412605,21.6200008392334 2019-10-31,21.976856390243665,21.399999618530277 2019-11-01,21.94497758418545,21.899999618530277 2019-11-04,21.973083831630987,22.350000381469727 2019-11-05,22.034212732584862,22.6299991607666 2019-11-06,22.005276981987237,21.950000762939453 2019-11-07,21.995957344279837,22.07999992370605 2019-11-08,22.00937915922371,22.25 2019-11-11,22.01713162526702,22.209999084472656 2019-11-12,22.009734561742636,22.09000015258789 2019-11-13,21.947403698461308,21.63999938964844 2019-11-14,21.9227940488725,21.88999938964844 2019-11-15,22.0010169868413,22.690000534057617 2019-11-18,22.007407590471875,22.170000076293945 2019-11-19,21.993697794329478,22.01000022888184 2019-11-20,22.032964446641554,22.420000076293945 2019-11-21,22.09016674244627,22.59000015258789 2019-11-22,22.121078766647173,22.420000076293945 2019-11-25,22.164359514097278,22.540000915527344 2019-11-26,22.212540198374242,22.61000061035156 2019-11-27,22.248866558759165,22.549999237060547 2019-11-29,22.265677277286677,22.420000076293945 2019-12-02,22.24606751982591,22.13999938964844 2019-12-03,22.1260716385313,21.31999969482422 2019-12-04,22.12384398174959,22.170000076293945 2019-12-05,22.11834042569058,22.13999938964844 2019-12-06,22.1223551068447,22.209999084472656 2019-12-09,22.131228189700483,22.25 2019-12-10,22.15072597142105,22.34000015258789 2019-12-11,22.211032682620015,22.68000030517578 2019-12-12,22.400620409418437,23.76000022888184 2019-12-13,22.557208023161742,23.63999938964844 2019-12-16,22.73745933785372,23.950000762939453 2019-12-17,22.952695061591044,24.3700008392334 2019-12-18,23.191906623645167,24.729999542236328 2019-12-19,23.43761866099798,24.96999931335449 2019-12-20,23.674011425546524,25.09000015258789 2019-12-23,23.93922503537875,25.51000022888184 2019-12-24,24.17411334364665,25.479999542236328 2019-12-26,24.39509628109971,25.559999465942383 2019-12-27,24.58459295098367,25.489999771118164 2019-12-30,24.77167750187937,25.6299991607666 2019-12-31,24.938973437299587,25.6299991607666 2020-01-02,25.08575820164139,25.61000061035156 2020-01-03,25.220141978917056,25.63999938964844 2020-01-06,25.324508591305804,25.520000457763672 2020-01-07,25.362962547459475,25.09000015258789 2020-01-08,25.355520262513423,24.770000457763672 2020-01-09,25.380285105461404,25.040000915527344 2020-01-10,25.378064563878077,24.86000061035156 2020-01-13,25.31777338506598,24.40999984741211 2020-01-14,25.21253311213217,24.020000457763672 2020-01-15,25.02806142461131,23.31999969482422 2020-01-16,24.883240537996038,23.51000022888184 2020-01-17,24.763274584714523,23.61000061035156 2020-01-21,24.54360279409951,22.729999542236328 2020-01-22,24.337569186022563,22.68000030517578 2020-01-23,24.185327056573573,22.959999084472656 2020-01-24,24.0345083680725,22.86000061035156 2020-01-27,23.79648889579861,22.049999237060547 2020-01-28,23.562190988367885,21.899999618530277 2020-01-29,23.29778587412869,21.479999542236328 2020-01-30,23.16746772044011,22.350000381469727 2020-01-31,22.963859499113482,21.65999984741211 2020-02-03,22.76151828478868,21.51000022888184 2020-02-04,22.554260090175237,21.309999465942383 2020-02-05,22.435133061763633,21.850000381469727 2020-02-06,22.375896368399065,22.229999542236328 2020-02-07,22.3509208221557,22.450000762939453 " 3339,US,technical,"During October 12, 2019 to March 02, 2020, count the number of times Steel Dynamics's close price break below the 30-day Double Exponential Moving Average line. (Smoothing factor alpha = 2 / (n + 1); Require 5n data points to warm up; Use the first data point as the initial value) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",9.0,medium,moving average,DEMA = 2 * EMA1 - EMA2; EMA1 = EMA_n(P); EMA2 = EMA_n(EMA1),"date,close,high,open 2019-03-12,36.34999847412109,36.52000045776367,35.790000915527344 2019-03-13,36.5,36.650001525878906,36.47999954223633 2019-03-14,35.119998931884766,36.34000015258789,36.34000015258789 2019-03-15,35.119998931884766,35.84000015258789,35.0 2019-03-18,34.95000076293945,35.97999954223633,35.22999954223633 2019-03-19,35.459999084472656,35.84000015258789,35.119998931884766 2019-03-20,35.18000030517578,35.61000061035156,35.4900016784668 2019-03-21,35.79999923706055,36.08000183105469,35.0099983215332 2019-03-22,33.970001220703125,35.619998931884766,35.459999084472656 2019-03-25,34.029998779296875,34.31999969482422,34.040000915527344 2019-03-26,34.209999084472656,34.52000045776367,34.189998626708984 2019-03-27,34.63999938964844,34.68000030517578,34.25 2019-03-28,34.66999816894531,34.72999954223633,34.47999954223633 2019-03-29,35.27000045776367,35.59000015258789,34.95000076293945 2019-04-01,35.66999816894531,35.9900016784668,35.66999816894531 2019-04-02,35.38999938964844,35.90999984741211,35.83000183105469 2019-04-03,35.43000030517578,36.13999938964844,35.810001373291016 2019-04-04,35.22999954223633,35.540000915527344,35.29999923706055 2019-04-05,35.810001373291016,35.88999938964844,35.310001373291016 2019-04-08,35.84000015258789,35.900001525878906,35.650001525878906 2019-04-09,34.68000030517578,35.529998779296875,35.52000045776367 2019-04-10,34.66999816894531,34.97999954223633,34.7599983215332 2019-04-11,33.79999923706055,34.529998779296875,34.470001220703125 2019-04-12,33.869998931884766,34.31999969482422,34.09000015258789 2019-04-15,33.65999984741211,34.279998779296875,33.9900016784668 2019-04-16,34.060001373291016,34.119998931884766,33.70000076293945 2019-04-17,34.15999984741211,34.9900016784668,34.400001525878906 2019-04-18,33.959999084472656,34.31999969482422,34.2599983215332 2019-04-22,32.279998779296875,33.95000076293945,33.689998626708984 2019-04-23,32.81999969482422,33.130001068115234,32.16999816894531 2019-04-24,32.47999954223633,32.959999084472656,32.900001525878906 2019-04-25,31.59000015258789,32.56999969482422,32.52000045776367 2019-04-26,31.57999992370605,31.82999992370605,31.59000015258789 2019-04-29,31.979999542236328,32.09000015258789,31.530000686645508 2019-04-30,31.68000030517578,32.09000015258789,31.96999931335449 2019-05-01,31.489999771118164,31.86000061035156,31.71999931335449 2019-05-02,31.729999542236328,31.940000534057617,31.21999931335449 2019-05-03,33.099998474121094,33.33000183105469,32.15999984741211 2019-05-06,32.59000015258789,32.810001373291016,32.290000915527344 2019-05-07,32.189998626708984,32.34000015258789,32.119998931884766 2019-05-08,32.619998931884766,33.220001220703125,32.34000015258789 2019-05-09,32.41999816894531,32.720001220703125,32.209999084472656 2019-05-10,32.40999984741211,32.689998626708984,32.22999954223633 2019-05-13,30.920000076293945,31.81999969482422,31.65999984741211 2019-05-14,31.280000686645508,31.520000457763672,31.07999992370605 2019-05-15,31.07999992370605,31.13999938964844,30.61000061035156 2019-05-16,30.920000076293945,31.479999542236328,31.100000381469727 2019-05-17,30.020000457763672,30.65999984741211,30.63999938964844 2019-05-20,29.63999938964844,29.959999084472656,29.76000022888184 2019-05-21,30.32999992370605,30.71999931335449,29.709999084472656 2019-05-22,29.049999237060547,30.26000022888184,30.25 2019-05-23,27.200000762939453,28.299999237060547,27.850000381469727 2019-05-24,27.149999618530277,27.540000915527344,27.489999771118164 2019-05-28,27.209999084472656,27.38999938964844,27.26000022888184 2019-05-29,26.71999931335449,26.979999542236328,26.959999084472656 2019-05-30,25.56999969482422,26.57999992370605,26.280000686645508 2019-05-31,25.149999618530277,25.700000762939453,25.399999618530277 2019-06-03,26.209999084472656,26.26000022888184,25.1200008392334 2019-06-04,26.5,26.920000076293945,26.63999938964844 2019-06-05,26.200000762939453,26.65999984741211,26.59000015258789 2019-06-06,26.0,26.3700008392334,26.13999938964844 2019-06-07,25.93000030517578,26.149999618530277,26.030000686645508 2019-06-10,26.059999465942383,26.530000686645508,26.239999771118164 2019-06-11,26.6299991607666,26.8799991607666,26.770000457763672 2019-06-12,26.030000686645508,26.5,26.440000534057617 2019-06-13,26.670000076293945,26.90999984741211,26.15999984741211 2019-06-14,26.43000030517578,26.729999542236328,26.43000030517578 2019-06-17,26.229999542236328,26.729999542236328,26.21999931335449 2019-06-18,28.600000381469727,28.90999984741211,26.8700008392334 2019-06-19,29.709999084472656,30.170000076293945,29.309999465942383 2019-06-20,29.07999992370605,30.559999465942383,30.100000381469727 2019-06-21,29.15999984741211,29.479999542236328,29.059999465942383 2019-06-24,29.149999618530277,29.200000762939453,29.09000015258789 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2019-07-18,29.837504132015383,30.709999084472656 2019-07-19,30.05189747724228,31.46999931335449 2019-07-22,30.254163245130947,31.540000915527344 2019-07-23,30.506451037542195,32.099998474121094 2019-07-24,30.721381741256696,32.0 2019-07-25,30.943516122034254,32.22999954223633 2019-07-26,31.18946910823707,32.599998474121094 2019-07-29,31.411830018963144,32.61000061035156 2019-07-30,31.64262940323597,32.86000061035156 2019-07-31,31.681101537705835,31.51000022888184 2019-08-01,31.564213471421887,30.309999465942383 2019-08-02,31.37428662287228,29.649999618530277 2019-08-05,31.103500482223772,28.8700008392334 2019-08-06,30.885950848728463,29.100000381469727 2019-08-07,30.666905008152128,28.93000030517578 2019-08-08,30.515432301133796,29.309999465942383 2019-08-09,30.238002384620422,28.190000534057617 2019-08-12,29.88554584769543,27.3799991607666 2019-08-13,29.62910658203295,27.8799991607666 2019-08-14,29.24506727952541,26.65999984741211 2019-08-15,28.88074131709554,26.520000457763672 2019-08-16,28.649480917173353,27.299999237060547 2019-08-19,28.562604979014523,28.270000457763672 2019-08-20,28.437908610387666,27.88999938964844 2019-08-21,28.316512904099557,27.809999465942383 2019-08-22,28.16446307213567,27.459999084472656 2019-08-23,27.913587375043356,26.540000915527344 2019-08-26,27.698310771247332,26.6200008392334 2019-08-27,27.41552095854714,25.899999618530277 2019-08-28,27.242900392868368,26.549999237060547 2019-08-29,27.13640156645292,26.93000030517578 2019-08-30,27.05108298717967,27.0 2019-09-03,26.933749714101552,26.65999984741211 2019-09-04,26.88112505183724,27.06999969482422 2019-09-05,26.958230257535494,28.049999237060547 2019-09-06,26.947837512708112,27.38999938964844 2019-09-09,27.137877408600573,28.96999931335449 2019-09-10,27.537827673802962,30.780000686645508 2019-09-11,28.031195775850854,31.81999969482422 2019-09-12,28.489965607077405,31.90999984741211 2019-09-13,28.869472042084094,31.6200008392334 2019-09-16,29.23426604435724,31.790000915527344 2019-09-17,29.46050379219265,30.959999084472656 2019-09-18,29.60979004806531,30.520000457763672 2019-09-19,29.762953978399686,30.670000076293945 2019-09-20,29.860809427331926,30.350000381469727 2019-09-23,29.964714833846546,30.479999542236328 2019-09-24,29.940412805238097,29.540000915527344 2019-09-25,30.014877113143477,30.31999969482422 2019-09-26,29.93022059195558,29.11000061035156 2019-09-27,29.886435796746813,29.3799991607666 2019-09-30,29.898455827798607,29.799999237060547 2019-10-01,29.811166718782978,29.020000457763672 2019-10-02,29.611609044750953,28.059999465942383 2019-10-03,29.455485891136565,28.26000022888184 2019-10-04,29.36507846850465,28.670000076293945 2019-10-07,29.236865090034,28.299999237060547 2019-10-08,29.035850810694807,27.6200008392334 2019-10-09,28.91897611479439,28.13999938964844 2019-10-10,28.943318033327632,29.18000030517578 2019-10-11,29.115449297890322,30.3799991607666 2019-10-14,29.178946301443442,29.63999938964844 2019-10-15,29.291376328943866,30.07999992370605 2019-10-16,29.23821105836398,28.84000015258789 2019-10-17,29.173793821782688,28.709999084472656 2019-10-18,29.115489893672276,28.709999084472656 2019-10-21,29.051540511563676,28.6200008392334 2019-10-22,29.162354484354395,29.96999931335449 2019-10-23,29.241464912322886,29.799999237060547 2019-10-24,29.374208105492986,30.290000915527344 2019-10-25,29.53914051033851,30.649999618530277 2019-10-28,29.725562702052294,30.950000762939453 2019-10-29,29.882564572150415,30.86000061035156 2019-10-30,30.012791729897327,30.770000457763672 2019-10-31,30.078712534150355,30.36000061035156 2019-11-01,30.292411307527857,31.600000381469727 2019-11-04,30.48361942120156,31.59000015258789 2019-11-05,30.63557734506803,31.43000030517578 2019-11-06,30.6981936692112,30.84000015258789 2019-11-07,30.850979971953524,31.6200008392334 2019-11-08,30.987888779524194,31.6200008392334 2019-11-11,31.18525485775743,32.220001220703125 2019-11-12,31.366028750329292,32.25 2019-11-13,31.415525914146126,31.350000381469727 2019-11-14,31.456072176068723,31.32999992370605 2019-11-15,31.55221691051371,31.81999969482422 2019-11-18,31.64621151632472,31.88999938964844 2019-11-19,31.675789641568493,31.459999084472656 2019-11-20,31.70577106817089,31.5 2019-11-21,31.76736462213886,31.790000915527344 2019-11-22,31.922505549393666,32.599998474121094 2019-11-25,32.154746435470884,33.349998474121094 2019-11-26,32.405418247808115,33.689998626708984 2019-11-27,32.66509944132582,33.970001220703125 2019-11-29,32.867816704020804,33.72999954223633 2019-12-02,33.101254984266845,34.150001525878906 2019-12-03,33.26120940188589,33.7599983215332 2019-12-04,33.43823035107995,34.040000915527344 2019-12-05,33.644350670838335,34.43000030517578 2019-12-06,33.91166551758921,35.099998474121094 2019-12-09,34.146801068502825,35.06999969482422 2019-12-10,34.3326928037979,34.880001068115234 2019-12-11,34.480168616162736,34.7400016784668 2019-12-12,34.65151747403051,35.06999969482422 2019-12-13,34.75451267860092,34.68000030517578 2019-12-16,34.75567920036294,33.970001220703125 2019-12-17,34.868309911243955,34.88999938964844 2019-12-18,34.96072331115788,34.84000015258789 2019-12-19,35.009877085032315,34.59000015258789 2019-12-20,35.09360115829888,34.93000030517578 2019-12-23,35.10000874278282,34.400001525878906 2019-12-24,35.131422577071824,34.630001068115234 2019-12-26,35.16431857668939,34.689998626708984 2019-12-27,35.17115340935224,34.529998779296875 2019-12-30,35.1157775373736,34.060001373291016 2019-12-31,35.06042450103437,34.040000915527344 2020-01-02,34.97776706157615,33.79999923706055 2020-01-03,34.82560702538785,33.20000076293945 2020-01-06,34.67319361212839,33.099998474121094 2020-01-07,34.62441935794399,33.83000183105469 2020-01-08,34.582174858088614,33.86000061035156 2020-01-09,34.50224115907901,33.540000915527344 2020-01-10,34.32214388904833,32.689998626708984 2020-01-13,34.227669154032476,33.25 2020-01-14,34.18587533975331,33.61000061035156 2020-01-15,34.07447854843912,33.029998779296875 2020-01-16,33.963903539125155,32.959999084472656 2020-01-17,33.89417492242208,33.209999084472656 2020-01-21,33.66922346458595,31.920000076293945 2020-01-22,33.483811273774585,32.06999969482422 2020-01-23,33.26072390345713,31.6299991607666 2020-01-24,32.94882038972171,30.75 2020-01-27,32.61551537588213,30.34000015258789 2020-01-28,32.35931193749497,30.700000762939453 2020-01-29,32.07449989482803,30.270000457763672 2020-01-30,31.84021801240342,30.450000762939453 2020-01-31,31.558228288805395,29.8799991607666 2020-02-03,31.320698480393048,30.01000022888184 2020-02-04,31.09863258522163,29.940000534057617 2020-02-05,30.92195005720631,30.1200008392334 2020-02-06,30.680329024856626,29.450000762939453 2020-02-07,30.410064053082586,29.020000457763672 2020-02-10,30.17899945648248,29.11000061035156 2020-02-11,30.0435141726674,29.68000030517578 2020-02-12,29.888470196022325,29.399999618530277 2020-02-13,29.714541218238843,29.11000061035156 2020-02-14,29.476151580462847,28.440000534057617 2020-02-18,29.298180263043903,28.71999931335449 2020-02-19,29.191222281713387,29.1299991607666 2020-02-20,29.124836841236398,29.350000381469727 2020-02-21,29.11013394532624,29.690000534057617 2020-02-24,29.053478617736715,29.31999969482422 2020-02-25,28.846422321039444,28.049999237060547 2020-02-26,28.638181037934974,27.86000061035156 2020-02-27,28.33157980246612,26.88999938964844 2020-02-28,28.024797296590567,26.6299991607666 2020-03-02,27.832931459531945,27.290000915527344 " 3340,US,technical,"How many times did the price break below the 60-day Triple Exponential Moving Average line for Merck & Co. from September 04, 2022 to January 03, 2023? (Smoothing factor alpha = 2 / (n + 1); Require 6n data points to warm up; Use the first data point as the initial value) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",18.0,medium,moving average,TEMA = 3 * EMA1 - 3 * EMA2 + EMA3; EMA1 = EMA_n(P); EMA2 = EMA_n(EMA1); EMA3 = EMA_n(EMA2),"date,close,open 2021-04-01,73.55915832519531,73.6259536743164 2021-04-05,73.47328186035156,73.96946716308594 2021-04-06,72.3187026977539,73.38740539550781 2021-04-07,72.63359069824219,72.59542083740234 2021-04-08,72.03244018554688,72.59542083740234 2021-04-09,72.81488800048828,72.05152893066406 2021-04-12,72.72901153564453,72.87213897705078 2021-04-13,72.92938995361328,72.4904556274414 2021-04-14,72.90076446533203,72.80534362792969 2021-04-15,73.14885711669922,72.5667953491211 2021-04-16,73.9217529296875,73.71183013916016 2021-04-19,74.1030502319336,74.14122009277344 2021-04-20,74.97137451171875,74.12213897705078 2021-04-21,75.60114288330078,75.31488800048828 2021-04-22,74.38931274414062,75.38167572021484 2021-04-23,74.31298065185547,74.29389190673828 2021-04-26,73.97901153564453,74.29389190673828 2021-04-27,73.8167953491211,73.8740463256836 2021-04-28,73.55915832519531,74.05534362792969 2021-04-29,70.30534362792969,72.04198455810547 2021-04-30,71.08778381347656,70.20992279052734 2021-05-03,72.5,70.85877990722656 2021-05-04,72.5095443725586,72.59542083740234 2021-05-05,74.14122009277344,72.614501953125 2021-05-06,74.21755981445312,73.89312744140625 2021-05-07,74.8187026977539,74.43701934814453 2021-05-10,74.5896987915039,75.20992279052734 2021-05-11,73.91221618652344,74.26526641845703 2021-05-12,74.42748260498047,74.15076446533203 2021-05-13,75.08587646484375,74.32251739501953 2021-05-14,74.7042007446289,75.43893432617188 2021-05-17,76.21183013916016,75.0667953491211 2021-05-18,75.74427795410156,75.70610809326172 2021-05-19,75.72518920898438,75.31488800048828 2021-05-20,76.0114517211914,75.31488800048828 2021-05-21,75.55343627929688,76.26908111572266 2021-05-24,75.4103012084961,75.88740539550781 2021-05-25,73.95037841796875,75.38167572021484 2021-05-26,73.6927490234375,73.99809265136719 2021-05-27,72.4427490234375,73.95037841796875 2021-05-28,72.41412353515625,72.53816986083984 2021-06-01,71.73664093017578,72.57633972167969 2021-06-02,72.39503479003906,71.86068725585938 2021-06-03,73.91000366210938,73.22000122070312 2021-06-04,74.11000061035156,74.19999694824219 2021-06-07,72.80000305175781,74.13999938964844 2021-06-08,72.4000015258789,72.94999694824219 2021-06-09,74.04000091552734,73.0 2021-06-10,76.13999938964844,75.2300033569336 2021-06-11,76.2699966430664,76.70999908447266 2021-06-14,75.44999694824219,75.73999786376953 2021-06-15,75.69999694824219,75.5 2021-06-16,76.61000061035156,76.22000122070312 2021-06-17,77.2300033569336,76.33999633789062 2021-06-18,76.61000061035156,76.73999786376953 2021-06-21,76.75,76.88999938964844 2021-06-22,76.19000244140625,76.58999633789062 2021-06-23,75.58000183105469,75.8499984741211 2021-06-24,76.36000061035156,75.7300033569336 2021-06-25,77.19999694824219,76.05999755859375 2021-06-28,76.86000061035156,77.25 2021-06-29,77.20999908447266,77.0 2021-06-30,77.7699966430664,77.4000015258789 2021-07-01,77.98999786376953,77.6500015258789 2021-07-02,78.5999984741211,78.04000091552734 2021-07-06,78.11000061035156,78.13999938964844 2021-07-07,78.55999755859375,78.41000366210938 2021-07-08,78.12000274658203,77.7699966430664 2021-07-09,77.98999786376953,78.41999816894531 2021-07-12,77.55000305175781,77.55000305175781 2021-07-13,77.61000061035156,77.4000015258789 2021-07-14,77.62000274658203,77.5999984741211 2021-07-15,77.9000015258789,77.62000274658203 2021-07-16,78.0199966430664,78.01000213623047 2021-07-19,77.05000305175781,77.80999755859375 2021-07-20,76.16999816894531,77.19000244140625 2021-07-21,76.38999938964844,76.31999969482422 2021-07-22,76.52999877929688,76.5999984741211 2021-07-23,77.54000091552734,76.80000305175781 2021-07-26,77.23999786376953,77.45999908447266 2021-07-27,77.8499984741211,77.16999816894531 2021-07-28,78.33000183105469,77.86000061035156 2021-07-29,76.93000030517578,77.55000305175781 2021-07-30,76.87000274658203,77.12000274658203 2021-08-02,76.18000030517578,76.93000030517578 2021-08-03,76.41000366210938,76.36000061035156 2021-08-04,75.4800033569336,76.48999786376953 2021-08-05,75.58999633789062,75.5199966430664 2021-08-06,75.44000244140625,75.62000274658203 2021-08-09,75.31999969482422,75.8499984741211 2021-08-10,75.19000244140625,75.1500015258789 2021-08-11,75.20999908447266,75.58000183105469 2021-08-12,76.04000091552734,75.12000274658203 2021-08-13,76.72000122070312,76.36000061035156 2021-08-16,77.93000030517578,76.7300033569336 2021-08-17,78.83000183105469,77.9000015258789 2021-08-18,77.79000091552734,78.87999725341797 2021-08-19,78.45999908447266,77.70999908447266 2021-08-20,78.68000030517578,78.52999877929688 2021-08-23,78.37999725341797,79.11000061035156 2021-08-24,77.72000122070312,78.2699966430664 2021-08-25,77.06999969482422,77.80999755859375 2021-08-26,76.56999969482422,77.11000061035156 2021-08-27,76.30000305175781,76.80999755859375 2021-08-30,76.5,76.30000305175781 2021-08-31,76.29000091552734,76.79000091552734 2021-09-01,76.18000030517578,76.22000122070312 2021-09-02,77.12000274658203,76.4800033569336 2021-09-03,77.26000213623047,77.26000213623047 2021-09-07,75.9800033569336,76.58999633789062 2021-09-08,75.36000061035156,75.97000122070312 2021-09-09,73.81999969482422,75.19000244140625 2021-09-10,73.44999694824219,73.9800033569336 2021-09-13,73.18000030517578,73.7699966430664 2021-09-14,72.11000061035156,73.05000305175781 2021-09-15,72.80999755859375,72.08000183105469 2021-09-16,71.97000122070312,73.0199966430664 2021-09-17,71.68000030517578,71.19000244140625 2021-09-20,71.93000030517578,71.16000366210938 2021-09-21,71.97000122070312,72.4800033569336 2021-09-22,72.04000091552734,72.33000183105469 2021-09-23,73.05000305175781,72.68000030517578 2021-09-24,73.61000061035156,73.58999633789062 2021-09-27,73.36000061035156,73.51000213623047 2021-09-28,73.31999969482422,73.55000305175781 2021-09-29,75.08999633789062,73.61000061035156 2021-09-30,75.11000061035156,75.58000183105469 2021-10-01,81.4000015258789,81.55999755859375 2021-10-04,83.0999984741211,84.16999816894531 2021-10-05,81.5999984741211,82.77999877929688 2021-10-06,80.66000366210938,81.5 2021-10-07,81.94000244140625,81.54000091552734 2021-10-08,80.62999725341797,81.66999816894531 2021-10-11,79.93000030517578,81.63999938964844 2021-10-12,79.58999633789062,80.18000030517578 2021-10-13,78.94999694824219,79.58999633789062 2021-10-14,78.33000183105469,78.97000122070312 2021-10-15,78.33000183105469,78.19999694824219 2021-10-18,77.1500015258789,78.73999786376953 2021-10-19,79.48999786376953,78.7300033569336 2021-10-20,81.06999969482422,79.31999969482422 2021-10-21,81.16999816894531,81.11000061035156 2021-10-22,81.1500015258789,81.1500015258789 2021-10-25,81.66000366210938,81.02999877929688 2021-10-26,82.25,81.9000015258789 2021-10-27,81.54000091552734,82.4800033569336 2021-10-28,86.55000305175781,83.37999725341797 2021-10-29,88.05000305175781,86.48999786376953 2021-11-01,87.83999633789062,88.05000305175781 2021-11-02,89.0199966430664,88.2300033569336 2021-11-03,88.68000030517578,88.7699966430664 2021-11-04,90.54000091552734,90.37000274658205 2021-11-05,81.61000061035156,82.29000091552734 2021-11-08,82.68000030517578,80.41000366210938 2021-11-09,82.72000122070312,83.62000274658203 2021-11-10,84.01000213623047,83.30999755859375 2021-11-11,84.0199966430664,83.91999816894531 2021-11-12,84.0,83.83999633789062 2021-11-15,83.69000244140625,84.1500015258789 2021-11-16,84.11000061035156,83.66999816894531 2021-11-17,82.5999984741211,84.37000274658203 2021-11-18,83.05000305175781,82.30000305175781 2021-11-19,80.69999694824219,82.37000274658203 2021-11-22,81.63999938964844,81.0 2021-11-23,82.80000305175781,81.48999786376953 2021-11-24,82.27999877929688,82.80000305175781 2021-11-26,79.16000366210938,78.7300033569336 2021-11-29,74.88999938964844,76.41999816894531 2021-11-30,74.91000366210938,74.75 2021-12-01,74.44000244140625,75.52999877929688 2021-12-02,73.88999938964844,74.37999725341797 2021-12-03,73.33999633789062,74.08999633789062 2021-12-06,73.41999816894531,73.30000305175781 2021-12-07,72.27999877929688,72.02999877929688 2021-12-08,73.20999908447266,72.54000091552734 2021-12-09,72.86000061035156,73.44000244140625 2021-12-10,72.62000274658203,73.12000274658203 2021-12-13,73.41999816894531,72.37000274658203 2021-12-14,73.72000122070312,72.36000061035156 2021-12-15,75.29000091552734,73.70999908447266 2021-12-16,75.91000366210938,75.5 2021-12-17,75.69000244140625,76.55999755859375 2021-12-20,76.41000366210938,75.69999694824219 2021-12-21,75.54000091552734,76.25 2021-12-22,76.16000366210938,75.44000244140625 2021-12-23,75.7300033569336,76.30000305175781 2021-12-27,76.56999969482422,76.0 2021-12-28,76.80999755859375,76.68000030517578 2021-12-29,76.94999694824219,76.80000305175781 2021-12-30,77.13999938964844,77.12000274658203 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2022-02-25,76.95609603243552,76.31999969482422 2022-02-28,76.86278909712524,76.58000183105469 2022-03-01,76.75387089641173,76.33999633789062 2022-03-02,76.68464721921633,76.66999816894531 2022-03-03,76.66687490922412,77.1500015258789 2022-03-04,76.71627842809522,77.83000183105469 2022-03-07,76.75425979274172,77.7300033569336 2022-03-08,76.71678819158444,76.94999694824219 2022-03-09,76.76288843223716,77.79000091552734 2022-03-10,76.81672039758891,77.88999938964844 2022-03-11,76.90342827604736,78.26000213623047 2022-03-14,76.93992878924723,77.77999877929688 2022-03-15,77.05693000964638,78.63999938964844 2022-03-16,77.11783449152443,78.12000274658203 2022-03-17,77.2537126538912,78.94000244140625 2022-03-18,77.39778536954024,79.11000061035156 2022-03-21,77.52847715522344,79.05999755859375 2022-03-22,77.67414586510552,79.30000305175781 2022-03-23,77.85180300414432,79.7300033569336 2022-03-24,78.083059144428,80.41000366210938 2022-03-25,78.38810278606513,81.33999633789062 2022-03-28,78.66110665101064,81.20999908447266 2022-03-29,78.95057215325052,81.56999969482422 2022-03-30,79.29997791275092,82.4000015258789 2022-03-31,79.59294287094917,82.05000305175781 2022-04-01,80.00610735215024,83.5199966430664 2022-04-04,80.38873369756955,83.48999786376953 2022-04-05,80.76728060410268,83.72000122070312 2022-04-06,81.23884587335311,84.97000122070312 2022-04-07,81.85236322837703,86.80000305175781 2022-04-08,82.50792182271782,87.68000030517578 2022-04-11,83.018730838041,86.62999725341797 2022-04-12,83.39852884727263,85.62999725341797 2022-04-13,83.79826688211233,86.12999725341797 2022-04-14,84.24309416393722,86.91000366210938 2022-04-18,84.57569286207246,86.06999969482422 2022-04-19,84.85639386272442,85.79000091552734 2022-04-20,85.17881264891123,86.45999908447266 2022-04-21,85.45446719162854,86.2300033569336 2022-04-22,85.55204824457024,84.58999633789062 2022-04-25,85.71996513505813,85.44000244140625 2022-04-26,85.78140574816366,84.4800033569336 2022-04-27,85.82793768345051,84.41000366210938 2022-04-28,86.26408691882914,88.58000183105469 2022-04-29,86.67823919133663,88.69000244140625 2022-05-02,86.96215269635401,87.6500015258789 2022-05-03,87.17070397321284,87.0999984741211 2022-05-04,87.49615691483366,88.5199966430664 2022-05-05,87.74719539147964,88.01000213623047 2022-05-06,88.01321149374496,88.38999938964844 2022-05-09,88.18560968927416,87.63999938964844 2022-05-10,88.35792790624843,87.80999755859375 2022-05-11,88.64530462820836,89.19000244140625 2022-05-12,89.06499939166872,90.83000183105467 2022-05-13,89.41227900988078,90.41000366210938 2022-05-16,89.91339791653527,92.31999969482422 2022-05-17,90.44118425505064,93.0 2022-05-18,90.84330010422894,92.0999984741211 2022-05-19,91.212344572684,92.08999633789062 2022-05-20,91.6902025009591,93.5500030517578 2022-05-23,92.15737920524053,93.83000183105467 2022-05-24,92.66480023003545,94.63999938964844 2022-05-25,93.04786921927806,93.75 2022-05-26,93.2620854739447,92.30999755859376 2022-05-27,93.52859562972525,93.08000183105467 2022-05-31,93.67078341463014,92.02999877929688 2022-06-01,93.71188987547997,91.13999938964844 2022-06-02,93.63471450584217,90.0 2022-06-03,93.54696337059384,89.91000366210938 2022-06-06,93.45141008126767,89.83999633789062 2022-06-07,93.41632322235579,90.4800033569336 2022-06-08,93.28189315870148,89.4800033569336 2022-06-09,93.00902770285089,88.0 2022-06-10,92.66973066786473,87.18000030517578 2022-06-13,92.1391820064277,85.0 2022-06-14,91.59001583061969,84.5 2022-06-15,91.08386663438084,84.62999725341797 2022-06-16,90.63079236348096,84.88999938964844 2022-06-17,90.1773483604208,84.62000274658203 2022-06-21,90.07418105940047,88.02999877929688 2022-06-22,90.0819753871367,89.16000366210938 2022-06-23,90.35642001048626,92.0 2022-06-24,90.71754613804782,93.12999725341795 2022-06-27,91.17389111547246,94.41000366210938 2022-06-28,91.35745445882621,91.88999938964844 2022-06-29,91.58452504881312,92.51000213623048 2022-06-30,91.6656986386729,91.16999816894533 2022-07-01,91.85685305061689,92.41999816894533 2022-07-05,92.05285525259816,92.63999938964844 2022-07-06,92.27903611360429,93.12999725341795 2022-07-07,92.47533207279176,93.01000213623048 2022-07-08,92.63313883554525,92.77999877929688 2022-07-11,92.9214512131724,94.3000030517578 2022-07-12,93.12050238086883,93.5999984741211 2022-07-13,93.3187672860693,93.7699966430664 2022-07-14,93.51053747050369,93.87999725341795 2022-07-15,93.78850207551342,94.95999908447266 2022-07-18,93.79489617747308,92.33999633789062 2022-07-19,93.79848129514394,92.36000061035156 2022-07-20,93.5397088118201,89.6500015258789 2022-07-21,93.34022497572462,90.13999938964844 2022-07-22,93.14696079100091,90.11000061035156 2022-07-25,93.00255894367027,90.52999877929688 2022-07-26,92.93642088768402,91.29000091552734 2022-07-27,92.86560601210809,91.2300033569336 2022-07-28,92.67347528776409,89.94000244140625 2022-07-29,92.4336824127787,89.33999633789062 2022-08-01,92.12953303919036,88.52999877929688 2022-08-02,91.75496063422068,87.61000061035156 2022-08-03,91.40330984076553,87.62000274658203 2022-08-04,90.99631768667328,86.81999969482422 2022-08-05,90.67015243867615,87.41000366210938 2022-08-08,90.46652966849804,88.48999786376953 2022-08-09,90.37300821929159,89.5199966430664 2022-08-10,90.25319182564591,89.19000244140625 2022-08-11,90.11554374731205,88.93000030517578 2022-08-12,90.18498491263915,91.0199966430664 2022-08-15,90.2093310172985,90.5999984741211 2022-08-16,90.23050562598934,90.58999633789062 2022-08-17,90.2925041791459,91.04000091552734 2022-08-18,90.38412594956098,91.4000015258789 2022-08-19,90.53388873794205,92.08000183105467 2022-08-22,90.58571291497519,91.16000366210938 2022-08-23,90.54206641771768,90.1999969482422 2022-08-24,90.48241538711981,90.01000213623047 2022-08-25,90.45068109298606,90.2699966430664 2022-08-26,90.32425447258188,89.26000213623047 2022-08-29,90.04650889675183,87.58999633789062 2022-08-30,89.71873190360817,86.87999725341797 2022-08-31,89.26729103281932,85.36000061035156 2022-09-01,89.01546272641914,87.1500015258789 2022-09-02,88.69271154397266,86.2300033569336 2022-09-06,88.409455599045,86.41999816894531 2022-09-07,88.18810419778382,86.87000274658203 2022-09-08,88.03435335150618,87.41999816894531 2022-09-09,87.88401028473669,87.33999633789062 2022-09-12,87.82260812638246,88.16000366210938 2022-09-13,87.58751177991078,86.27999877929688 2022-09-14,87.43270326654721,86.94999694824219 2022-09-15,87.27032804182194,86.75 2022-09-16,87.2123190726617,87.72000122070312 2022-09-19,87.05690365992585,86.63999938964844 2022-09-20,86.85229626924672,86.0 2022-09-21,86.52278301493195,84.52999877929688 2022-09-22,86.5000946748641,87.51000213623047 2022-09-23,86.4114529534335,86.77999877929688 2022-09-26,86.27349723392904,86.18000030517578 2022-09-27,86.11420391849592,85.83999633789062 2022-09-28,86.05684346016967,86.77999877929688 2022-09-29,85.99210161654698,86.63999938964844 2022-09-30,85.88430161642721,86.12000274658203 2022-10-03,85.92183248437736,87.55000305175781 2022-10-04,86.03916155629021,88.38999938964844 2022-10-05,86.15111357420126,88.38999938964844 2022-10-06,86.16751391770774,87.44000244140625 2022-10-07,86.20009182887118,87.5999984741211 2022-10-10,86.5066248044491,90.4800033569336 2022-10-11,86.84945279158053,91.0500030517578 2022-10-12,87.11178062071002,90.41999816894533 2022-10-13,87.55553338168156,92.48999786376952 2022-10-14,87.9422418919402,92.18000030517578 2022-10-17,88.48942140794327,94.12000274658205 2022-10-18,89.0483934601849,94.61000061035156 2022-10-19,89.44289996573872,93.26000213623048 2022-10-20,89.78125082552981,92.94000244140624 2022-10-21,90.35709602078775,95.66999816894533 2022-10-24,91.05679015186827,97.37000274658205 2022-10-25,91.74249104376052,97.70999908447266 2022-10-26,92.44891259565256,98.41000366210938 2022-10-27,93.2342293787014,99.73999786376952 2022-10-28,94.0643294596716,100.7699966430664 2022-10-31,94.87871525050853,101.1999969482422 2022-11-01,95.49992333277572,99.76000213623048 2022-11-02,96.04277088924566,99.4000015258789 2022-11-03,96.48438623840623,98.75 2022-11-04,96.93572806141503,99.1999969482422 2022-11-07,97.43591859840845,100.06999969482422 2022-11-08,98.03486376896635,101.5 2022-11-09,98.59837918439806,101.58999633789062 2022-11-10,99.14843501789406,101.88999938964844 2022-11-11,99.28304659274448,97.95999908447266 2022-11-14,99.63036434355276,100.3499984741211 2022-11-15,99.87777695702927,99.5999984741211 2022-11-16,100.13442123613099,99.93000030517578 2022-11-17,100.5947428274662,102.30999755859376 2022-11-18,101.20169571000427,104.2300033569336 2022-11-21,101.89418040233019,105.61000061035156 2022-11-22,102.65779141019212,106.9000015258789 2022-11-23,103.35718508304204,106.81999969482422 2022-11-25,104.0684666647279,107.5 2022-11-28,104.8162228816699,108.4499969482422 2022-11-29,105.54445293302817,108.83999633789062 2022-11-30,106.33876718728202,110.12000274658205 2022-12-01,107.0422675898274,109.8000030517578 2022-12-02,107.71376110644272,110.04000091552734 2022-12-05,108.32931888095668,110.01000213623048 2022-12-06,108.79235743259457,108.93000030517578 2022-12-07,109.32571232175451,110.08999633789062 2022-12-08,109.88662731622273,110.8499984741211 2022-12-09,110.20380746361765,108.77999877929688 2022-12-12,110.50795540018115,108.97000122070312 2022-12-13,110.9664463247642,110.91000366210938 2022-12-14,111.44554008974868,111.5500030517578 2022-12-15,111.70014899837443,109.62999725341795 2022-12-16,111.8865100713007,109.1999969482422 2022-12-19,112.07284464930389,109.44000244140624 2022-12-20,112.26208604751241,109.70999908447266 2022-12-21,112.56166606157439,111.11000061035156 2022-12-22,112.84363619097877,111.23999786376952 2022-12-23,113.15577076796434,111.86000061035156 2022-12-27,113.46186289356903,112.12000274658205 2022-12-28,113.63857241067447,111.08000183105467 2022-12-29,113.76851779177284,110.81999969482422 2022-12-30,113.89193225071917,110.9499969482422 2023-01-03,114.015065168958,111.13999938964844 " 3341,US,technical,"From February 14, 2022 to February 10, 2023, how many times did Monolithic Power Systems's price break below the 10-day Triple Exponential Moving Average line? (Smoothing factor alpha = 2 / (n + 1); Require 6n data points to warm up; Use the first data point as the initial value) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",49.0,medium,moving average,TEMA = 3 * EMA1 - 3 * EMA2 + EMA3; EMA1 = EMA_n(P); EMA2 = EMA_n(EMA1); EMA3 = EMA_n(EMA2),"date,close,open 2021-11-17,563.5499877929688,576.1900024414062 2021-11-18,560.9500122070312,568.4500122070312 2021-11-19,570.5900268554688,560.489990234375 2021-11-22,557.8599853515625,572.3099975585938 2021-11-23,545.8400268554688,564.030029296875 2021-11-24,552.5800170898438,538.3499755859375 2021-11-26,535.02001953125,545.5599975585938 2021-11-29,564.3200073242188,544.8099975585938 2021-11-30,553.4600219726562,562.4000244140625 2021-12-01,555.2000122070312,563.3499755859375 2021-12-02,554.4600219726562,552.77001953125 2021-12-03,544.6199951171875,559.1799926757812 2021-12-06,510.2200012207031,544.969970703125 2021-12-07,538.780029296875,523.3400268554688 2021-12-08,539.010009765625,535.7000122070312 2021-12-09,515.5900268554688,536.8300170898438 2021-12-10,503.4100036621094,523.02001953125 2021-12-13,480.010009765625,508.2099914550781 2021-12-14,477.9200134277344,478.05999755859375 2021-12-15,490.3999938964844,480.3999938964844 2021-12-16,475.5,491.55999755859375 2021-12-17,482.989990234375,478.2799987792969 2021-12-20,477.4800109863281,474.3500061035156 2021-12-21,485.4500122070313,484.7000122070313 2021-12-22,492.7999877929688,484.6600036621094 2021-12-23,495.6000061035156,492.0 2021-12-27,511.0899963378906,499.9599914550781 2021-12-28,498.0799865722656,513.6500244140625 2021-12-29,498.3200073242188,498.8200073242188 2021-12-30,491.5,500.489990234375 2021-12-31,493.3299865722656,491.8500061035156 2022-01-03,494.8500061035156,491.7900085449219 2022-01-04,491.25,499.25 2022-01-05,460.5299987792969,487.4400024414063 2022-01-06,465.6099853515625,460.4299926757813 2022-01-07,444.6900024414063,464.4500122070313 2022-01-10,449.3299865722656,438.0 2022-01-11,452.510009765625,452.4400024414063 2022-01-12,448.9100036621094,457.9599914550781 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2022-05-09,438.0464133386382,406.739990234375 2022-05-10,428.1226427900591,412.7900085449219 2022-05-11,409.5621651648735,386.7099914550781 2022-05-12,398.0477882828891,388.4200134277344 2022-05-13,410.2754717183734,431.6700134277344 2022-05-16,412.14241807128667,417.0 2022-05-17,425.36259338399896,443.1000061035156 2022-05-18,419.86959620849984,411.3599853515625 2022-05-19,418.55505764692373,416.6900024414063 2022-05-20,418.3330282109708,418.1199951171875 2022-05-23,418.490245057079,418.75 2022-05-24,404.90404381280194,388.4400024414063 2022-05-25,401.89960346323915,401.6099853515625 2022-05-26,409.21509326801277,421.6700134277344 2022-05-27,429.75481565898974,455.8500061035156 2022-05-31,440.95436373378163,450.3900146484375 2022-06-01,447.1446087153738,448.25 2022-06-02,461.7173725008565,472.2999877929688 2022-06-03,464.1812742791742,457.4599914550781 2022-06-06,469.0843824936103,466.1000061035156 2022-06-07,475.04322068866566,473.4400024414063 2022-06-08,471.3425944321878,457.8999938964844 2022-06-09,462.01671047469614,444.0799865722656 2022-06-10,446.1071334949832,423.6199951171875 2022-06-13,419.9448962706466,389.6400146484375 2022-06-14,410.5967049071344,407.1600036621094 2022-06-15,408.9387318946671,416.1900024414063 2022-06-16,395.23551500226995,387.1199951171875 2022-06-17,391.869316322695,398.55999755859375 2022-06-21,396.7799086667694,412.8399963378906 2022-06-22,395.07877321182536,400.4599914550781 2022-06-23,394.09100795673686,399.6499938964844 2022-06-24,402.84650658232914,419.4100036621094 2022-06-27,407.9064633116351,416.8599853515625 2022-06-28,402.5625761717189,397.1300048828125 2022-06-29,397.0228647870286,392.4100036621094 2022-06-30,389.76875166672517,384.0400085449219 2022-07-01,376.5953959793752,364.9500122070313 2022-07-05,369.9518487883937,368.760009765625 2022-07-06,366.2191702208214,369.1000061035156 2022-07-07,372.2550868467579,386.6900024414063 2022-07-08,380.7549146793394,395.4800109863281 2022-07-11,384.10552956721995,389.6499938964844 2022-07-12,384.57014685290676,385.3699951171875 2022-07-13,385.9219622030562,387.4500122070313 2022-07-14,390.7496244111172,395.9800109863281 2022-07-15,400.4312915894085,410.25 2022-07-18,406.22897408047095,409.0400085449219 2022-07-19,417.6321990914298,426.239990234375 2022-07-20,432.05198405589647,442.0899963378906 2022-07-21,447.44506710594,456.0299987792969 2022-07-22,448.13086025518254,436.4400024414063 2022-07-25,444.99826332938267,430.2799987792969 2022-07-26,438.5128808728354,422.1099853515625 2022-07-27,446.71220297828626,451.010009765625 2022-07-28,455.8290188127095,460.1099853515625 2022-07-29,463.44184624923344,464.7200012207031 2022-08-01,466.79728369264546,462.2999877929688 2022-08-02,488.02359130417403,505.7200012207031 2022-08-03,510.6667687494794,526.1199951171875 2022-08-04,526.9457196503892,530.9600219726562 2022-08-05,537.1966607631684,532.3300170898438 2022-08-08,544.1659357517979,535.52001953125 2022-08-09,536.4506034924834,511.05999755859375 2022-08-10,539.619007550376,532.010009765625 2022-08-11,534.4268011454645,517.969970703125 2022-08-12,534.559007132094,527.75 2022-08-15,538.1133448866419,536.8800048828125 2022-08-16,537.4170610632499,531.4099731445312 2022-08-17,531.4800865423695,520.5 2022-08-18,530.1562644654778,527.239990234375 2022-08-19,521.9446950177539,511.6499938964844 2022-08-22,507.2566021489333,491.6400146484375 2022-08-23,500.16887552646654,497.510009765625 2022-08-24,495.52137432210134,497.1099853515625 2022-08-25,500.60475187968285,514.4299926757812 2022-08-26,487.23253113321164,476.6199951171875 2022-08-29,471.9385175893276,461.760009765625 2022-08-30,462.9273482562893,463.1700134277344 2022-08-31,453.11090177918686,453.1799926757813 2022-09-01,434.82409370177294,425.4700012207031 2022-09-02,423.07861288679726,424.4200134277344 2022-09-06,413.82980326297724,418.8900146484375 2022-09-07,412.55814537762853,427.1900024414063 2022-09-08,418.06582221548257,438.7799987792969 2022-09-09,426.5074342718305,447.2000122070313 2022-09-12,432.74353664238754,446.9200134277344 2022-09-13,426.29375668244313,422.3299865722656 2022-09-14,425.7507927155468,429.7099914550781 2022-09-15,420.9211209946746,418.8800048828125 2022-09-16,417.69056905494654,417.9599914550781 2022-09-19,415.8192895413455,417.6600036621094 2022-09-20,411.8915512699633,410.8399963378906 2022-09-21,406.5067158621442,403.8599853515625 2022-09-22,393.30762971385275,381.7099914550781 2022-09-23,380.26157166184674,371.239990234375 2022-09-26,370.44569971899847,367.3500061035156 2022-09-27,367.0579510578138,372.6600036621094 2022-09-28,368.597751635022,379.3299865722656 2022-09-29,364.03083329575776,365.3999938964844 2022-09-30,360.7072614346913,363.3999938964844 2022-10-03,365.2519686513861,377.0 2022-10-04,376.50831867344425,394.010009765625 2022-10-05,386.99070303186477,399.8399963378906 2022-10-06,392.0533046681703,395.3500061035156 2022-10-07,380.5529652610166,362.6000061035156 2022-10-10,364.57479399689953,344.3399963378906 2022-10-11,346.6965197209332,328.010009765625 2022-10-12,332.91105299546774,322.9800109863281 2022-10-13,328.40721674131817,331.9599914550781 2022-10-14,315.8277965665402,309.20001220703125 2022-10-17,311.3448305139819,316.1700134277344 2022-10-18,308.91323604524337,315.6000061035156 2022-10-19,307.71716434525104,314.8299865722656 2022-10-20,308.80644353845355,317.44000244140625 2022-10-21,317.11212815639334,332.8299865722656 2022-10-24,322.2892124161607,330.989990234375 2022-10-25,331.0777926120777,342.1600036621094 2022-10-26,333.0727335211147,333.3299865722656 2022-10-27,332.65729489728517,329.4800109863281 2022-10-28,340.1782350127346,346.79998779296875 2022-10-31,341.78179799747227,339.45001220703125 2022-11-01,346.9394618122201,348.8800048828125 2022-11-02,343.6767804814321,334.5400085449219 2022-11-03,341.1139531495834,334.20001220703125 2022-11-04,347.17357134805536,351.739990234375 2022-11-07,351.6023780102732,352.9599914550781 2022-11-08,355.75749466593726,356.1499938964844 2022-11-09,352.67043756518683,343.8399963378906 2022-11-10,369.7897129242828,386.8699951171875 2022-11-11,383.8148059185244,393.3699951171875 2022-11-14,390.16452359841134,387.9700012207031 2022-11-15,401.43162935486635,405.0299987792969 2022-11-16,394.7919909011824,375.3800048828125 2022-11-17,389.931544695109,376.0400085449219 2022-11-18,386.71909415068615,377.30999755859375 2022-11-21,380.08477012916165,368.2799987792969 2022-11-22,377.9768557084812,374.0199890136719 2022-11-23,377.1674601216443,375.6900024414063 2022-11-25,373.62195764227107,369.2799987792969 2022-11-28,364.9642067239696,355.489990234375 2022-11-29,358.9950761234734,354.95001220703125 2022-11-30,367.40798885777724,381.9599914550781 2022-12-01,373.23969000180415,382.0700073242188 2022-12-02,377.67790105637505,383.2099914550781 2022-12-05,376.89690952068725,375.05999755859375 2022-12-06,371.2245511324092,363.8599853515625 2022-12-07,369.18126768662745,367.7699890136719 2022-12-08,375.81885185294766,385.3500061035156 2022-12-09,380.60989481285867,386.1000061035156 2022-12-12,386.8655410472429,393.0299987792969 2022-12-13,394.7247591572264,401.5199890136719 2022-12-14,396.9455975629484,395.3900146484375 2022-12-15,388.12250708191266,373.2999877929688 2022-12-16,379.1604938725297,367.0299987792969 2022-12-19,369.492587482824,359.010009765625 2022-12-20,362.6304258213672,357.8699951171875 2022-12-21,362.420123868838,367.0 2022-12-22,353.7907843991189,347.6000061035156 2022-12-23,349.7102077717034,350.6099853515625 2022-12-27,343.6154248260343,342.2799987792969 2022-12-28,339.07761294079955,340.2799987792969 2022-12-29,342.468671068195,353.4200134277344 2022-12-30,345.26071357899355,353.6099853515625 2023-01-03,342.6407385619493,342.95001220703125 2023-01-04,347.9092098480254,357.8299865722656 2023-01-05,346.79428517005135,347.0599975585937 2023-01-06,355.4366593523065,367.4500122070313 2023-01-09,368.538179045446,383.4599914550781 2023-01-10,379.3143032504526,388.1700134277344 2023-01-11,390.37211059680334,397.3699951171875 2023-01-12,398.32998187310477,399.6400146484375 2023-01-13,402.5417301926036,398.4599914550781 2023-01-17,406.1973490277787,401.6799926757813 2023-01-18,406.294604572545,397.8500061035156 2023-01-19,399.19679601077047,383.2900085449219 2023-01-20,400.55129600973356,397.7799987792969 2023-01-23,415.00855477873256,428.510009765625 2023-01-24,420.0002481737557,419.1300048828125 2023-01-25,425.30704702748824,424.6900024414063 2023-01-26,431.94004607008674,432.760009765625 2023-01-27,432.30146489405945,425.0700073242188 2023-01-30,424.0683499947965,407.6199951171875 2023-01-31,426.6846917502278,426.55999755859375 2023-02-01,442.21488352334734,457.7699890136719 2023-02-02,459.48471532929454,473.9599914550781 2023-02-03,462.3901864382731,456.2999877929688 2023-02-06,460.59253924022244,449.6799926757813 2023-02-07,466.84136278095036,467.6199951171875 2023-02-08,468.31720694486665,463.0 2023-02-09,490.1573904577723,510.4299926757813 2023-02-10,495.7244892754421,492.0199890136719 " 3342,US,technical,"For AT&T between February 22, 2025 and June 29, 2025, how many times did the price break below the 20-day Triple Exponential Moving Average line? (Smoothing factor alpha = 2 / (n + 1); Require 6n data points to warm up; Use the first data point as the initial value) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",22.0,medium,moving average,TEMA = 3 * EMA1 - 3 * EMA2 + EMA3; EMA1 = EMA_n(P); EMA2 = EMA_n(EMA1); EMA3 = EMA_n(EMA2),"date,close,open 2024-08-29,19.76000022888184,19.799999237060547 2024-08-30,19.899999618530277,19.76000022888184 2024-09-03,20.43000030517578,19.93000030517578 2024-09-04,20.56999969482422,20.489999771118164 2024-09-05,20.649999618530277,20.709999084472656 2024-09-06,20.96999931335449,20.649999618530277 2024-09-09,21.5,20.959999084472656 2024-09-10,21.709999084472656,21.450000762939453 2024-09-11,21.450000762939453,21.6200008392334 2024-09-12,21.59000015258789,21.32999992370605 2024-09-13,21.63999938964844,21.56999969482422 2024-09-16,22.270000457763672,21.84000015258789 2024-09-17,21.780000686645508,22.06999969482422 2024-09-18,21.729999542236328,21.84000015258789 2024-09-19,21.36000061035156,21.649999618530277 2024-09-20,21.540000915527344,21.299999237060547 2024-09-23,21.489999771118164,21.540000915527344 2024-09-24,21.59000015258789,21.3799991607666 2024-09-25,21.559999465942383,21.6200008392334 2024-09-26,21.649999618530277,21.489999771118164 2024-09-27,21.899999618530277,21.71999931335449 2024-09-30,22.0,22.0 2024-10-01,22.1299991607666,21.93000030517578 2024-10-02,22.190000534057617,22.049999237060547 2024-10-03,22.049999237060547,22.1299991607666 2024-10-04,21.90999984741211,21.700000762939453 2024-10-07,21.780000686645508,21.90999984741211 2024-10-08,21.86000061035156,21.920000076293945 2024-10-09,21.93000030517578,21.8700008392334 2024-10-10,21.21999931335449,21.600000381469727 2024-10-11,21.3700008392334,21.299999237060547 2024-10-14,21.26000022888184,21.36000061035156 2024-10-15,21.51000022888184,21.38999938964844 2024-10-16,21.709999084472656,21.520000457763672 2024-10-17,21.729999542236328,21.559999465942383 2024-10-18,21.850000381469727,21.729999542236328 2024-10-21,21.65999984741211,21.8799991607666 2024-10-22,21.5,21.25 2024-10-23,22.489999771118164,21.239999771118164 2024-10-24,22.200000762939453,22.399999618530277 2024-10-25,21.82999992370605,22.299999237060547 2024-10-28,22.11000061035156,21.920000076293945 2024-10-29,22.18000030517578,21.989999771118164 2024-10-30,22.020000457763672,22.1299991607666 2024-10-31,22.540000915527344,22.059999465942383 2024-11-01,22.1200008392334,22.530000686645508 2024-11-04,21.920000076293945,22.13999938964844 2024-11-05,22.049999237060547,21.899999618530277 2024-11-06,22.31999969482422,22.11000061035156 2024-11-07,22.040000915527344,22.38999938964844 2024-11-08,22.34000015258789,22.049999237060547 2024-11-11,22.309999465942383,22.280000686645508 2024-11-12,22.149999618530277,22.209999084472656 2024-11-13,22.299999237060547,22.170000076293945 2024-11-14,22.25,22.299999237060547 2024-11-15,22.68000030517578,22.239999771118164 2024-11-18,22.989999771118164,22.790000915527344 2024-11-19,22.729999542236328,22.8799991607666 2024-11-20,22.82999992370605,22.799999237060547 2024-11-21,22.979999542236328,22.799999237060547 2024-11-22,23.18000030517578,23.049999237060547 2024-11-25,23.100000381469727,23.149999618530277 2024-11-26,23.09000015258789,22.940000534057617 2024-11-27,23.270000457763672,23.200000762939453 2024-11-29,23.15999984741211,23.270000457763672 2024-12-02,22.700000762939453,23.149999618530277 2024-12-03,23.739999771118164,23.40999984741211 2024-12-04,23.530000686645508,23.670000076293945 2024-12-05,23.82999992370605,23.61000061035156 2024-12-06,23.8799991607666,23.82999992370605 2024-12-09,23.3700008392334,23.899999618530277 2024-12-10,23.51000022888184,23.40999984741211 2024-12-11,23.479999542236328,23.43000030517578 2024-12-12,23.36000061035156,23.57999992370605 2024-12-13,23.6299991607666,23.3700008392334 2024-12-16,22.84000015258789,23.709999084472656 2024-12-17,22.82999992370605,22.799999237060547 2024-12-18,22.479999542236328,22.799999237060547 2024-12-19,22.56999969482422,22.51000022888184 2024-12-20,22.75,22.59000015258789 2024-12-23,22.84000015258789,22.670000076293945 2024-12-24,22.950000762939453,22.84000015258789 2024-12-26,22.959999084472656,22.93000030517578 2024-12-27,22.86000061035156,22.8799991607666 2024-12-30,22.61000061035156,22.780000686645508 2024-12-31,22.770000457763672,22.6200008392334 2025-01-02,22.82999992370605,22.82999992370605 2025-01-03,22.670000076293945,22.899999618530277 2025-01-06,22.600000381469727,22.76000022888184 2025-01-07,22.200000762939453,22.540000915527344 2025-01-08,22.18000030517578,22.1299991607666 2025-01-10,21.690000534057617,21.8799991607666 2025-01-13,21.559999465942383,21.6299991607666 2025-01-14,21.799999237060547,21.520000457763672 2025-01-15,21.90999984741211,21.979999542236328 2025-01-16,22.020000457763672,22.0 2025-01-17,22.290000915527344,22.09000015258789 2025-01-21,22.489999771118164,22.209999084472656 2025-01-22,22.31999969482422,22.3799991607666 2025-01-23,22.530000686645508,22.34000015258789 2025-01-24,22.71999931335449,22.549999237060547 2025-01-27,24.13999938964844,23.5 2025-01-28,24.399999618530277,24.059999465942383 2025-01-29,24.229999542236328,24.709999084472656 2025-01-30,24.020000457763672,24.170000076293945 2025-01-31,23.729999542236328,24.01000022888184 2025-02-03,24.25,23.690000534057617 2025-02-04,24.25,24.209999084472656 2025-02-05,24.46999931335449,24.459999084472656 2025-02-06,24.450000762939453,24.5 2025-02-07,24.540000915527344,24.450000762939453 2025-02-10,24.86000061035156,24.61000061035156 2025-02-11,25.149999618530277,24.899999618530277 2025-02-12,25.36000061035156,25.149999618530277 2025-02-13,25.6299991607666,25.46999931335449 2025-02-14,25.8700008392334,25.670000076293945 2025-02-18,26.06999969482422,25.709999084472656 2025-02-19,26.239999771118164,26.21999931335449 2025-02-20,26.149999618530277,26.200000762939453 2025-02-21,26.6200008392334,26.07999992370605 2025-02-24,26.739999771118164,26.6200008392334 2025-02-25,26.649999618530277,26.8700008392334 2025-02-26,26.56999969482422,26.559999465942383 2025-02-27,26.899999618530277,26.63999938964844 2025-02-28,27.40999984741211,27.0 2025-03-03,27.71999931335449,27.270000457763672 2025-03-04,26.21999931335449,27.799999237060547 2025-03-05,26.18000030517578,26.06999969482422 2025-03-06,26.729999542236328,26.21999931335449 2025-03-07,27.1200008392334,26.670000076293945 2025-03-10,27.280000686645508,27.11000061035156 2025-03-11,26.01000022888184,26.46999931335449 2025-03-12,25.71999931335449,25.6299991607666 2025-03-13,26.09000015258789,25.790000915527344 2025-03-14,26.57999992370605,25.799999237060547 2025-03-17,26.82999992370605,26.56999969482422 2025-03-18,26.61000061035156,26.799999237060547 2025-03-19,26.84000015258789,26.649999618530277 2025-03-20,26.790000915527344,26.899999618530277 2025-03-21,27.020000457763672,26.809999465942383 2025-03-24,26.959999084472656,26.86000061035156 2025-03-25,27.309999465942383,26.96999931335449 2025-03-26,27.649999618530277,27.40999984741211 2025-03-27,28.200000762939453,27.770000457763672 2025-03-28,28.18000030517578,28.350000381469727 2025-03-31,28.280000686645508,28.26000022888184 2025-04-01,28.479999542236328,28.399999618530277 2025-04-02,28.13999938964844,28.40999984741211 2025-04-03,28.600000381469727,28.540000915527344 2025-04-04,26.63999938964844,28.0 2025-04-07,26.82999992370605,25.18000030517578 2025-04-08,26.38999938964844,27.020000457763672 2025-04-09,26.46999931335449,26.09000015258789 2025-04-10,26.38999938964844,26.239999771118164 2025-04-11,26.790000915527344,26.57999992370605 2025-04-14,27.200000762939453,26.6299991607666 2025-04-15,27.5,27.5 2025-04-16,27.020000457763672,27.739999771118164 2025-04-17,27.149999618530277,27.18000030517578 2025-04-21,26.32999992370605,27.15999984741211 2025-04-22,26.959999084472656,26.0 2025-04-23,27.190000534057617,26.540000915527344 2025-04-24,27.530000686645508,27.170000076293945 2025-04-25,26.809999465942383,27.459999084472656 2025-04-28,27.26000022888184,26.899999618530277 2025-04-29,27.299999237060547,27.100000381469727 2025-04-30,27.700000762939453,27.600000381469727 2025-05-01,27.63999938964844,27.5 2025-05-02,27.61000061035156,27.600000381469727 2025-05-05,27.51000022888184,27.559999465942383 2025-05-06,28.15999984741211,27.540000915527344 2025-05-07,28.100000381469727,28.040000915527344 2025-05-08,27.46999931335449,28.0 2025-05-09,27.84000015258789,27.559999465942383 2025-05-12,27.01000022888184,27.09000015258789 2025-05-13,26.450000762939453,27.049999237060547 2025-05-14,26.440000534057617,26.43000030517578 2025-05-15,27.32999992370605,26.600000381469727 2025-05-16,27.71999931335449,27.3700008392334 2025-05-19,28.020000457763672,27.76000022888184 2025-05-20,27.780000686645508,28.049999237060547 2025-05-21,27.46999931335449,27.68000030517578 2025-05-22,27.229999542236328,27.57999992370605 2025-05-23,27.420000076293945,27.479999542236328 2025-05-27,27.38999938964844,27.36000061035156 2025-05-28,27.5,27.3799991607666 2025-05-29,27.3799991607666,27.479999542236328 2025-05-30,27.799999237060547,27.38999938964844 2025-06-02,27.93000030517578,27.649999618530277 2025-06-03,27.959999084472656,27.88999938964844 2025-06-04,27.36000061035156,27.959999084472656 2025-06-05,27.76000022888184,27.43000030517578 2025-06-06,28.07999992370605,27.770000457763672 2025-06-09,27.86000061035156,27.82999992370605 2025-06-10,28.420000076293945,27.90999984741211 2025-06-11,28.34000015258789,28.479999542236328 2025-06-12,28.270000457763672,28.46999931335449 2025-06-13,28.190000534057617,28.229999542236328 2025-06-16,27.96999931335449,28.149999618530277 2025-06-17,27.649999618530277,27.850000381469727 2025-06-18,27.65999984741211,27.76000022888184 2025-06-20,27.770000457763672,27.68000030517578 2025-06-23,28.200000762939453,27.799999237060547 2025-06-24,28.280000686645508,28.15999984741211 2025-06-25,27.920000076293945,28.13999938964844 2025-06-26,28.0,27.979999542236328 2025-06-27,28.07999992370605,28.0 ","date,20-day,close 2024-11-19,22.68397268896044,22.729999542236328 2024-11-20,22.76273362846745,22.82999992370605 2024-11-21,22.86261509321753,22.979999542236328 2024-11-22,22.9924863421591,23.18000030517578 2024-11-25,23.07389510945232,23.100000381469727 2024-11-26,23.133475942013,23.09000015258789 2024-11-27,23.224359500160567,23.270000457763672 2024-11-29,23.26552055271082,23.15999984741211 2024-12-02,23.17513411375711,22.700000762939453 2024-12-03,23.3665403022922,23.739999771118164 2024-12-04,23.464390265212774,23.530000686645508 2024-12-05,23.61743797405919,23.82999992370605 2024-12-06,23.75045354766764,23.8799991607666 2024-12-09,23.72138402875262,23.3700008392334 2024-12-10,23.728297944640047,23.51000022888184 2024-12-11,23.720972791974802,23.479999542236328 2024-12-12,23.67897311514534,23.36000061035156 2024-12-13,23.71018170815826,23.6299991607666 2024-12-16,23.52669797384957,22.84000015258789 2024-12-17,23.370463047182486,22.82999992370605 2024-12-18,23.14948423635461,22.479999542236328 2024-12-19,22.990809497778464,22.56999969482422 2024-12-20,22.907595810274728,22.75 2024-12-23,22.863499358337346,22.84000015258789 2024-12-24,22.856958788412673,22.950000762939453 2024-12-26,22.855346233964184,22.959999084472656 2024-12-27,22.82924024948926,22.86000061035156 2024-12-30,22.74423170088717,22.61000061035156 2024-12-31,22.71761804645212,22.770000457763672 2025-01-02,22.713117501673498,22.82999992370605 2025-01-03,22.66967867057185,22.670000076293945 2025-01-06,22.617773888927346,22.600000381469727 2025-01-07,22.473531308007917,22.200000762939453 2025-01-08,22.35270586494591,22.18000030517578 2025-01-10,22.129741651766125,21.690000534057617 2025-01-13,21.917317201005073,21.559999465942383 2025-01-14,21.81045668747461,21.799999237060547 2025-01-15,21.756892840489563,21.90999984741211 2025-01-16,21.747102657668403,22.020000457763672 2025-01-17,21.814519796472716,22.290000915527344 2025-01-21,21.926536296343528,22.489999771118164 2025-01-22,21.97834775646877,22.31999969482422 2025-01-23,22.0787718816312,22.530000686645508 2025-01-24,22.213194339529004,22.71999931335449 2025-01-27,22.693673212691326,24.13999938964844 2025-01-28,23.15477825280867,24.399999618530277 2025-01-29,23.485957278628028,24.229999542236328 2025-01-30,23.6984054892325,24.020000457763672 2025-01-31,23.791680407358612,23.729999542236328 2025-02-03,23.99695912009357,24.25 2025-02-04,24.158559135769895,24.25 2025-02-05,24.340830794979997,24.46999931335449 2025-02-06,24.47723796965809,24.450000762939453 2025-02-07,24.604197216081356,24.540000915527344 2025-02-10,24.78281607205028,24.86000061035156 2025-02-11,24.99558404440269,25.149999618530277 2025-02-12,25.214996591102555,25.36000061035156 2025-02-13,25.45477715166635,25.6299991607666 2025-02-14,25.702784139435753,25.8700008392334 2025-02-18,25.946448914081067,26.06999969482422 2025-02-19,26.17811098293434,26.239999771118164 2025-02-20,26.331930029571833,26.149999618530277 2025-02-21,26.566971539762037,26.6200008392334 2025-02-24,26.777423276260723,26.739999771118164 2025-02-25,26.91285878248372,26.649999618530277 2025-02-26,26.98935665103498,26.56999969482422 2025-02-27,27.12419358038649,26.899999618530277 2025-02-28,27.353704223811434,27.40999984741211 2025-03-03,27.608656080864016,27.71999931335449 2025-03-04,27.414494942412475,26.21999931335449 2025-03-05,27.23207361713813,26.18000030517578 2025-03-06,27.21409395518158,26.729999542236328 2025-03-07,27.29046269852994,27.1200008392334 2025-03-10,27.38489923346342,27.280000686645508 2025-03-11,27.123402284196565,26.01000022888184 2025-03-12,26.82580740683054,25.71999931335449 2025-03-13,26.671898334058994,26.09000015258789 2025-03-14,26.66837970744682,26.57999992370605 2025-03-17,26.72649718099403,26.82999992370605 2025-03-18,26.713341137480462,26.61000061035156 2025-03-19,26.758752253205596,26.84000015258789 2025-03-20,26.77969170595684,26.790000915527344 2025-03-21,26.853330313703708,27.020000457763672 2025-03-24,26.894911459698083,26.959999084472656 2025-03-25,27.016558398935288,27.309999465942383 2025-03-26,27.200983619889495,27.649999618530277 2025-03-27,27.490724295816868,28.200000762939453 2025-03-28,27.71787027781706,28.18000030517578 2025-03-31,27.9238819860484,28.280000686645508 2025-04-01,28.137783406788902,28.479999542236328 2025-04-02,28.217411492486033,28.13999938964844 2025-04-03,28.394326089656072,28.600000381469727 2025-04-04,28.02301665064807,26.63999938964844 2025-04-07,27.76163482814628,26.82999992370605 2025-04-08,27.428965251937107,26.38999938964844 2025-04-09,27.174736077835572,26.46999931335449 2025-04-10,26.945012168558456,26.38999938964844 2025-04-11,26.86127031863753,26.790000915527344 2025-04-14,26.900506569883902,27.200000762939453 2025-04-15,27.012000837768,27.5 2025-04-16,26.9799308938251,27.020000457763672 2025-04-17,26.9883662006117,27.149999618530277 2025-04-21,26.783639905034363,26.32999992370605 2025-04-22,26.781050331025046,26.959999084472656 2025-04-23,26.840698506979223,27.190000534057617 2025-04-24,26.97961494774347,27.530000686645508 2025-04-25,26.90791013503495,26.809999465942383 2025-04-28,26.967067254029292,27.26000022888184 2025-04-29,27.027016980558976,27.299999237060547 2025-04-30,27.18065400123851,27.700000762939453 2025-05-01,27.291096008862038,27.63999938964844 2025-05-02,27.373286016201938,27.61000061035156 2025-05-05,27.413741096940207,27.51000022888184 2025-05-06,27.61431524931369,28.15999984741211 2025-05-07,27.76125251563175,28.100000381469727 2025-05-08,27.715644016291638,27.46999931335449 2025-05-09,27.771693153378216,27.84000015258789 2025-05-12,27.59985188482507,27.01000022888184 2025-05-13,27.31197525847058,26.450000762939453 2025-05-14,27.073131659019573,26.440000534057617 2025-05-15,27.109318682794473,27.32999992370605 2025-05-16,27.241467288793775,27.71999931335449 2025-05-19,27.428329829416764,28.020000457763672 2025-05-20,27.519050998050496,27.780000686645508 2025-05-21,27.512208181891456,27.46999931335449 2025-05-22,27.443500490048766,27.229999542236328 2025-05-23,27.435952134392952,27.420000076293945 2025-05-27,27.421659677266966,27.38999938964844 2025-05-28,27.438256422056014,27.5 2025-05-29,27.42050944747661,27.3799991607666 2025-05-30,27.514744184763746,27.799999237060547 2025-06-02,27.62524796475379,27.93000030517578 2025-06-03,27.72262392322114,27.959999084472656 2025-06-04,27.64536440565694,27.36000061035156 2025-06-05,27.6845633034192,27.76000022888184 2025-06-06,27.798525285026283,28.07999992370605 2025-06-09,27.833294854569363,27.86000061035156 2025-06-10,28.00524879979612,28.420000076293945 2025-06-11,28.12305803624194,28.34000015258789 2025-06-12,28.19850624983714,28.270000457763672 2025-06-13,28.236342050277177,28.190000534057617 2025-06-16,28.206966251511226,27.96999931335449 2025-06-17,28.09681256386991,27.649999618530277 2025-06-18,28.006689770914633,27.65999984741211 2025-06-20,27.95959130974941,27.770000457763672 2025-06-23,28.031195128335586,28.200000762939453 2025-06-24,28.109214024822297,28.280000686645508 2025-06-25,28.078060429378468,27.920000076293945 2025-06-26,28.0716552177282,28.0 2025-06-27,28.085719451563538,28.07999992370605 " 3343,US,technical,"How many break below events of the 60-day Triple Exponential Moving Average line occurred for Brown & Brown from February 10, 2023 to March 16, 2023? (Smoothing factor alpha = 2 / (n + 1); Require 6n data points to warm up; Use the first data point as the initial value) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",11.0,medium,moving average,TEMA = 3 * EMA1 - 3 * EMA2 + EMA3; EMA1 = EMA_n(P); EMA2 = EMA_n(EMA1); EMA3 = EMA_n(EMA2),"date,close,open 2021-09-07,58.130001068115234,59.20000076293945 2021-09-08,58.56999969482422,58.02999877929688 2021-09-09,58.43000030517578,58.630001068115234 2021-09-10,57.77000045776367,58.43999862670898 2021-09-13,57.45000076293945,58.310001373291016 2021-09-14,56.09999847412109,57.43999862670898 2021-09-15,57.47999954223633,56.119998931884766 2021-09-16,57.459999084472656,57.43999862670898 2021-09-17,57.0099983215332,57.65999984741211 2021-09-20,56.34000015258789,55.880001068115234 2021-09-21,56.630001068115234,56.650001525878906 2021-09-22,57.400001525878906,57.060001373291016 2021-09-23,57.47999954223633,57.75 2021-09-24,58.09999847412109,57.5099983215332 2021-09-27,57.31999969482422,58.220001220703125 2021-09-28,55.790000915527344,57.25 2021-09-29,56.22999954223633,55.900001525878906 2021-09-30,55.45000076293945,56.470001220703125 2021-10-01,57.59999847412109,55.70000076293945 2021-10-04,57.18000030517578,57.630001068115234 2021-10-05,58.130001068115234,57.47999954223633 2021-10-06,58.79999923706055,57.650001525878906 2021-10-07,59.45000076293945,59.18000030517578 2021-10-08,59.9900016784668,59.5 2021-10-11,60.25,60.09000015258789 2021-10-12,60.75,60.52000045776367 2021-10-13,61.630001068115234,60.68999862670898 2021-10-14,63.130001068115234,62.11000061035156 2021-10-15,64.31999969482422,63.5 2021-10-18,64.01000213623047,64.05000305175781 2021-10-19,64.08999633789062,64.41000366210938 2021-10-20,64.56999969482422,64.33000183105469 2021-10-21,65.62999725341797,64.87999725341797 2021-10-22,66.48999786376953,65.80999755859375 2021-10-25,66.45999908447266,66.44999694824219 2021-10-26,63.900001525878906,66.3499984741211 2021-10-27,62.650001525878906,64.26000213623047 2021-10-28,62.95000076293945,62.77999877929688 2021-10-29,63.11000061035156,62.97999954223633 2021-11-01,61.869998931884766,63.27999877929688 2021-11-02,62.72999954223633,61.869998931884766 2021-11-03,61.81999969482422,62.77999877929688 2021-11-04,61.52999877929688,61.900001525878906 2021-11-05,61.970001220703125,61.93000030517578 2021-11-08,62.709999084472656,62.36000061035156 2021-11-09,63.0099983215332,62.58000183105469 2021-11-10,63.18999862670898,62.9900016784668 2021-11-11,63.68999862670898,63.09999847412109 2021-11-12,64.5199966430664,64.16000366210938 2021-11-15,64.30000305175781,64.61000061035156 2021-11-16,64.93000030517578,64.41999816894531 2021-11-17,64.72000122070312,64.87000274658203 2021-11-18,64.13999938964844,64.83999633789062 2021-11-19,64.54000091552734,64.25 2021-11-22,65.27999877929688,64.91000366210938 2021-11-23,65.80999755859375,65.2699966430664 2021-11-24,66.33999633789062,65.5199966430664 2021-11-26,64.76000213623047,65.33000183105469 2021-11-29,65.41000366210938,65.47000122070312 2021-11-30,64.41000366210938,65.01000213623047 2021-12-01,63.68999862670898,65.23999786376953 2021-12-02,65.87000274658203,64.05000305175781 2021-12-03,65.20999908447266,66.08000183105469 2021-12-06,65.88999938964844,65.79000091552734 2021-12-07,67.05000305175781,66.41999816894531 2021-12-08,67.68000030517578,67.30000305175781 2021-12-09,67.05999755859375,67.31999969482422 2021-12-10,67.20999908447266,67.70999908447266 2021-12-13,66.94999694824219,67.12000274658203 2021-12-14,66.95999908447266,66.86000061035156 2021-12-15,68.05999755859375,67.2699966430664 2021-12-16,67.23999786376953,68.04000091552734 2021-12-17,65.87000274658203,67.05999755859375 2021-12-20,65.94999694824219,65.19999694824219 2021-12-21,66.48999786376953,66.44000244140625 2021-12-22,67.56999969482422,66.5 2021-12-23,68.02999877929688,68.0199966430664 2021-12-27,69.45999908447266,68.41000366210938 2021-12-28,69.33999633789062,69.56999969482422 2021-12-29,69.83000183105469,69.5 2021-12-30,69.80999755859375,70.0 2021-12-31,70.27999877929688,69.70999908447266 2022-01-03,68.79000091552734,70.4000015258789 2022-01-04,69.12000274658203,68.91000366210938 2022-01-05,67.44999694824219,69.27999877929688 2022-01-06,68.54000091552734,67.58000183105469 2022-01-07,68.5999984741211,68.44999694824219 2022-01-10,68.08000183105469,68.20999908447266 2022-01-11,68.3499984741211,68.26000213623047 2022-01-12,69.43000030517578,68.58999633789062 2022-01-13,68.58000183105469,69.54000091552734 2022-01-14,67.05000305175781,68.30000305175781 2022-01-18,65.95999908447266,66.31999969482422 2022-01-19,64.62999725341797,66.5999984741211 2022-01-20,64.23999786376953,65.25 2022-01-21,63.130001068115234,64.29000091552734 2022-01-24,64.61000061035156,62.720001220703125 2022-01-25,64.41999816894531,66.0999984741211 2022-01-26,63.25,64.98999786376953 2022-01-27,61.970001220703125,63.81999969482422 2022-01-28,64.37999725341797,62.06999969482422 2022-01-31,66.27999877929688,64.36000061035156 2022-02-01,66.66999816894531,66.27999877929688 2022-02-02,68.08000183105469,66.66000366210938 2022-02-03,66.63999938964844,67.44999694824219 2022-02-04,67.52999877929688,66.38999938964844 2022-02-07,67.5999984741211,67.58999633789062 2022-02-08,68.02999877929688,67.68000030517578 2022-02-09,70.0199966430664,68.6500015258789 2022-02-10,69.0999984741211,68.9800033569336 2022-02-11,66.91000366210938,69.08000183105469 2022-02-14,65.9800033569336,66.7300033569336 2022-02-15,66.58000183105469,66.80000305175781 2022-02-16,66.61000061035156,66.13999938964844 2022-02-17,65.62999725341797,66.23999786376953 2022-02-18,66.13999938964844,65.62000274658203 2022-02-22,65.68000030517578,66.08999633789062 2022-02-23,64.2300033569336,65.98999786376953 2022-02-24,66.1500015258789,62.869998931884766 2022-02-25,67.58999633789062,66.26000213623047 2022-02-28,67.61000061035156,66.45999908447266 2022-03-01,66.87000274658203,67.43000030517578 2022-03-02,67.70999908447266,67.48999786376953 2022-03-03,68.11000061035156,68.16000366210938 2022-03-04,68.41000366210938,67.58999633789062 2022-03-07,66.2300033569336,67.81999969482422 2022-03-08,61.130001068115234,66.1500015258789 2022-03-09,63.540000915527344,62.400001525878906 2022-03-10,63.18000030517578,62.61000061035156 2022-03-11,62.709999084472656,63.59999847412109 2022-03-14,63.560001373291016,63.33000183105469 2022-03-15,65.9800033569336,64.66999816894531 2022-03-16,66.87999725341797,66.2300033569336 2022-03-17,68.02999877929688,66.7300033569336 2022-03-18,69.58999633789062,68.33999633789062 2022-03-21,69.51000213623047,69.61000061035156 2022-03-22,69.20999908447266,69.83999633789062 2022-03-23,68.68000030517578,68.79000091552734 2022-03-24,68.98999786376953,68.68000030517578 2022-03-25,70.37000274658203,69.25 2022-03-28,72.11000061035156,70.75 2022-03-29,72.4800033569336,72.77999877929688 2022-03-30,72.70999908447266,72.43000030517578 2022-03-31,72.2699966430664,72.87999725341797 2022-04-01,72.55999755859375,72.55000305175781 2022-04-04,72.19999694824219,72.41000366210938 2022-04-05,72.36000061035156,72.04000091552734 2022-04-06,72.87999725341797,71.88999938964844 2022-04-07,73.4000015258789,72.91999816894531 2022-04-08,72.95999908447266,73.41000366210938 2022-04-11,72.51000213623047,72.8499984741211 2022-04-12,71.94000244140625,72.66999816894531 2022-04-13,71.8499984741211,71.8499984741211 2022-04-14,71.26000213623047,71.9800033569336 2022-04-18,69.91999816894531,70.54000091552734 2022-04-19,70.16000366210938,70.05000305175781 2022-04-20,71.05999755859375,70.38999938964844 2022-04-21,70.68000030517578,71.58999633789062 2022-04-22,67.7300033569336,70.44000244140625 2022-04-25,68.44999694824219,67.45999908447266 2022-04-26,65.68000030517578,68.72000122070312 2022-04-27,64.70999908447266,65.69999694824219 2022-04-28,65.7699966430664,65.30000305175781 2022-04-29,61.97999954223633,64.95999908447266 2022-05-02,60.08000183105469,62.5 2022-05-03,59.959999084472656,60.27000045776367 2022-05-04,61.5099983215332,59.91999816894531 2022-05-05,58.959999084472656,60.91999816894531 2022-05-06,58.2400016784668,58.470001220703125 2022-05-09,56.58000183105469,57.86000061035156 2022-05-10,57.54999923706055,57.13999938964844 2022-05-11,56.09000015258789,57.27999877929688 2022-05-12,56.060001373291016,55.880001068115234 2022-05-13,57.900001525878906,56.59999847412109 2022-05-16,57.459999084472656,57.77999877929688 2022-05-17,58.27999877929688,58.04999923706055 2022-05-18,55.2599983215332,57.630001068115234 2022-05-19,54.709999084472656,55.02999877929688 2022-05-20,55.0,55.22999954223633 2022-05-23,55.970001220703125,55.630001068115234 2022-05-24,55.959999084472656,55.66999816894531 2022-05-25,56.18000030517578,55.77999877929688 2022-05-26,58.09999847412109,56.79999923706055 2022-05-27,59.95000076293945,58.400001525878906 2022-05-31,59.369998931884766,59.470001220703125 2022-06-01,58.0099983215332,59.52000045776367 2022-06-02,59.61000061035156,58.04999923706055 2022-06-03,58.7400016784668,58.75 2022-06-06,58.91999816894531,59.34999847412109 2022-06-07,59.25,58.36000061035156 2022-06-08,58.43999862670898,58.72999954223633 2022-06-09,56.84000015258789,58.470001220703125 2022-06-10,55.75,55.630001068115234 2022-06-13,54.4900016784668,54.59999847412109 2022-06-14,54.65999984741211,54.45000076293945 2022-06-15,54.93999862670898,55.34000015258789 2022-06-16,53.27999877929688,53.79999923706055 2022-06-17,53.5,53.5 2022-06-21,54.869998931884766,54.08000183105469 2022-06-22,55.4900016784668,54.2400016784668 2022-06-23,57.290000915527344,55.869998931884766 2022-06-24,59.060001373291016,57.720001220703125 2022-06-27,59.02000045776367,59.09000015258789 2022-06-28,57.709999084472656,59.09999847412109 2022-06-29,58.0,57.75 2022-06-30,58.34000015258789,57.65999984741211 2022-07-01,59.33000183105469,58.33000183105469 2022-07-05,59.900001525878906,58.65999984741211 2022-07-06,60.41999816894531,60.06999969482422 2022-07-07,60.45000076293945,60.43000030517578 2022-07-08,60.08000183105469,60.5 2022-07-11,59.650001525878906,59.880001068115234 2022-07-12,59.040000915527344,59.34000015258789 2022-07-13,58.88999938964844,58.2599983215332 2022-07-14,58.29999923706055,57.900001525878906 2022-07-15,59.310001373291016,59.2599983215332 2022-07-18,58.7599983215332,59.380001068115234 2022-07-19,60.84999847412109,59.41999816894531 2022-07-20,60.68000030517578,60.88999938964844 2022-07-21,62.36000061035156,60.86000061035156 2022-07-22,61.970001220703125,62.61000061035156 2022-07-25,62.38999938964844,62.09999847412109 2022-07-26,61.68999862670898,61.5 2022-07-27,63.08000183105469,62.0 2022-07-28,64.37999725341797,63.220001220703125 2022-07-29,65.0999984741211,64.56999969482422 2022-08-01,63.18000030517578,64.11000061035156 2022-08-02,62.880001068115234,62.9900016784668 2022-08-03,64.29000091552734,63.16999816894531 2022-08-04,64.30999755859375,64.1500015258789 2022-08-05,64.9000015258789,63.79999923706055 2022-08-08,65.27999877929688,65.16000366210938 2022-08-09,65.5199966430664,65.06999969482422 2022-08-10,66.37000274658203,66.0 2022-08-11,66.54000091552734,66.70999908447266 2022-08-12,67.55000305175781,67.02999877929688 2022-08-15,67.98999786376953,67.27999877929688 2022-08-16,68.13999938964844,67.68000030517578 2022-08-17,67.94000244140625,67.52999877929688 2022-08-18,67.80999755859375,67.93000030517578 2022-08-19,67.2699966430664,67.55999755859375 2022-08-22,65.93000030517578,66.58000183105469 2022-08-23,65.05000305175781,65.72000122070312 2022-08-24,65.3499984741211,65.23999786376953 2022-08-25,66.56999969482422,65.62000274658203 2022-08-26,65.08999633789062,66.70999908447266 2022-08-29,64.37000274658203,64.44000244140625 2022-08-30,63.79999923706055,64.73999786376953 2022-08-31,63.040000915527344,64.26000213623047 2022-09-01,63.65999984741211,63.0 2022-09-02,62.88999938964844,64.20999908447266 2022-09-06,63.36000061035156,62.97999954223633 2022-09-07,65.26000213623047,63.59999847412109 2022-09-08,65.55000305175781,64.87999725341797 2022-09-09,65.41000366210938,65.58000183105469 2022-09-12,65.30000305175781,65.5 2022-09-13,62.7599983215332,64.12000274658203 2022-09-14,62.52000045776367,62.97999954223633 2022-09-15,61.4900016784668,62.58000183105469 2022-09-16,61.540000915527344,61.08000183105469 2022-09-19,61.75,61.27000045776367 2022-09-20,61.43999862670898,61.22999954223633 2022-09-21,60.400001525878906,61.84000015258789 2022-09-22,59.2400016784668,60.20000076293945 2022-09-23,58.91999816894531,58.84000015258789 2022-09-26,58.619998931884766,58.68999862670898 2022-09-27,59.45000076293945,59.34000015258789 2022-09-28,60.2400016784668,60.08000183105469 2022-09-29,60.88999938964844,60.040000915527344 2022-09-30,60.47999954223633,60.810001373291016 2022-10-03,62.040000915527344,60.54999923706055 2022-10-04,63.29999923706055,62.58000183105469 2022-10-05,63.709999084472656,62.77000045776367 2022-10-06,62.650001525878906,63.58000183105469 2022-10-07,61.220001220703125,62.15999984741211 2022-10-10,62.06999969482422,61.52999877929688 2022-10-11,61.959999084472656,62.0 2022-10-12,60.68000030517578,61.79999923706055 2022-10-13,62.560001373291016,59.619998931884766 2022-10-14,59.47999954223633,63.06999969482422 2022-10-17,61.290000915527344,60.59999847412109 2022-10-18,62.15999984741211,62.72999954223633 2022-10-19,62.900001525878906,61.97999954223633 2022-10-20,60.88999938964844,62.720001220703125 2022-10-21,61.52999877929688,60.90999984741211 2022-10-24,63.08000183105469,62.09999847412109 2022-10-25,55.09999847412109,56.97999954223633 2022-10-26,55.95000076293945,55.09000015258789 2022-10-27,56.70000076293945,56.310001373291016 2022-10-28,58.63999938964844,56.90999984741211 2022-10-31,58.790000915527344,58.43000030517578 2022-11-01,58.650001525878906,59.040000915527344 2022-11-02,57.13999938964844,58.68000030517578 2022-11-03,56.540000915527344,56.70000076293945 2022-11-04,55.77000045776367,57.15999984741211 2022-11-07,56.02000045776367,55.959999084472656 2022-11-08,56.45000076293945,56.209999084472656 2022-11-09,55.72999954223633,56.290000915527344 2022-11-10,58.68999862670898,57.459999084472656 2022-11-11,56.66999816894531,59.16999816894531 2022-11-14,55.63999938964844,56.84999847412109 2022-11-15,55.79999923706055,56.470001220703125 2022-11-16,56.84999847412109,55.79999923706055 2022-11-17,56.38999938964844,56.380001068115234 2022-11-18,56.93999862670898,57.27000045776367 2022-11-21,58.0,57.119998931884766 2022-11-22,57.93000030517578,58.5 2022-11-23,58.630001068115234,57.95000076293945 2022-11-25,59.2599983215332,58.95000076293945 2022-11-28,57.88999938964844,58.79999923706055 2022-11-29,57.36000061035156,57.4900016784668 2022-11-30,59.59000015258789,56.970001220703125 2022-12-01,58.91999816894531,59.84000015258789 2022-12-02,59.52000045776367,58.25 2022-12-05,59.04999923706055,59.04999923706055 2022-12-06,57.970001220703125,59.02999877929688 2022-12-07,57.31999969482422,58.040000915527344 2022-12-08,57.77000045776367,57.369998931884766 2022-12-09,57.5,57.75 2022-12-12,58.0099983215332,57.59999847412109 2022-12-13,58.90999984741211,59.45000076293945 2022-12-14,58.16999816894531,58.90999984741211 2022-12-15,56.58000183105469,57.36000061035156 2022-12-16,55.5,55.84000015258789 2022-12-19,55.40999984741211,55.29999923706055 2022-12-20,55.52999877929688,55.41999816894531 2022-12-21,56.97999954223633,56.09000015258789 2022-12-22,56.650001525878906,56.7400016784668 2022-12-23,56.93999862670898,56.650001525878906 2022-12-27,57.36000061035156,57.040000915527344 2022-12-28,56.56999969482422,57.540000915527344 2022-12-29,57.650001525878906,56.970001220703125 2022-12-30,56.970001220703125,57.130001068115234 2023-01-03,56.650001525878906,57.060001373291016 2023-01-04,57.59999847412109,57.130001068115234 2023-01-05,57.08000183105469,57.400001525878906 2023-01-06,58.83000183105469,57.619998931884766 2023-01-09,58.84000015258789,59.0 2023-01-10,59.869998931884766,58.79999923706055 2023-01-11,61.68999862670898,60.119998931884766 2023-01-12,61.65999984741211,61.95000076293945 2023-01-13,61.27000045776367,61.150001525878906 2023-01-17,61.18000030517578,61.27000045776367 2023-01-18,60.630001068115234,61.2599983215332 2023-01-19,60.25,60.25 2023-01-20,61.720001220703125,60.5099983215332 2023-01-23,61.959999084472656,61.84999847412109 2023-01-24,58.709999084472656,61.77000045776367 2023-01-25,58.959999084472656,58.869998931884766 2023-01-26,58.36000061035156,58.84000015258789 2023-01-27,57.59999847412109,58.27000045776367 2023-01-30,57.459999084472656,57.5 2023-01-31,58.560001373291016,57.43000030517578 2023-02-01,58.400001525878906,58.040000915527344 2023-02-02,58.65999984741211,58.38999938964844 2023-02-03,58.38999938964844,58.31999969482422 2023-02-06,59.0099983215332,58.150001525878906 2023-02-07,59.970001220703125,58.68000030517578 2023-02-08,58.959999084472656,59.560001373291016 2023-02-09,58.310001373291016,59.220001220703125 2023-02-10,58.25,58.16999816894531 2023-02-13,58.470001220703125,58.34999847412109 2023-02-14,57.2599983215332,58.9900016784668 2023-02-15,57.91999816894531,56.93000030517578 2023-02-16,57.369998931884766,57.15999984741211 2023-02-17,57.66999816894531,57.27000045776367 2023-02-21,56.25,57.34999847412109 2023-02-22,56.47999954223633,56.29999923706055 2023-02-23,56.459999084472656,56.540000915527344 2023-02-24,56.470001220703125,56.08000183105469 2023-02-27,55.959999084472656,57.040000915527344 2023-02-28,56.06999969482422,55.88999938964844 2023-03-01,56.0099983215332,55.720001220703125 2023-03-02,56.150001525878906,55.68000030517578 2023-03-03,56.7599983215332,56.36000061035156 2023-03-06,57.0,56.9900016784668 2023-03-07,56.02000045776367,57.08000183105469 2023-03-08,56.880001068115234,56.119998931884766 2023-03-09,55.43000030517578,57.02999877929688 2023-03-10,54.91999816894531,55.38999938964844 2023-03-13,54.06999969482422,54.16999816894531 2023-03-14,55.040000915527344,54.91999816894531 2023-03-15,53.43000030517578,53.88999938964844 2023-03-16,55.11000061035156,53.36000061035156 ","date,60-day,close 2022-05-19,59.12848860798209,54.709999084472656 2022-05-20,58.48756977497257,55.0 2022-05-23,57.98592818537931,55.970001220703125 2022-05-24,57.52161199877378,55.959999084472656 2022-05-25,57.11433663238432,56.18000030517578 2022-05-26,56.92240958165486,58.09999847412109 2022-05-27,56.92537783003789,59.95000076293945 2022-05-31,56.87936015446847,59.369998931884766 2022-06-01,56.71318871602503,58.0099983215332 2022-06-02,56.716284818707535,59.61000061035156 2022-06-03,56.64260606585104,58.7400016784668 2022-06-06,56.59695023991287,58.91999816894531 2022-06-07,56.591720209599345,59.25 2022-06-08,56.51572457560263,58.43999862670898 2022-06-09,56.29826582263155,56.84000015258789 2022-06-10,55.99700210477015,55.75 2022-06-13,55.60123359737193,54.4900016784668 2022-06-14,55.25328321842828,54.65999984741211 2022-06-15,54.960681866416465,54.93999862670898 2022-06-16,54.53533589567506,53.27999877929688 2022-06-17,54.1648613509595,53.5 2022-06-21,53.95532164625219,54.869998931884766 2022-06-22,53.82503741223732,55.4900016784668 2022-06-23,53.88119265419138,57.290000915527344 2022-06-24,54.108809746570046,59.060001373291016 2022-06-27,54.324350804986196,59.02000045776367 2022-06-28,54.40745735776568,57.709999084472656 2022-06-29,54.51872899118467,58.0 2022-06-30,54.660930173551435,58.34000015258789 2022-07-01,54.89373219659605,59.33000183105469 2022-07-05,55.17108540373658,59.900001525878906 2022-07-06,55.48508078766079,60.41999816894531 2022-07-07,55.786421625249275,60.45000076293945 2022-07-08,56.03755217835038,60.08000183105469 2022-07-11,56.23572377542618,59.650001525878906 2022-07-12,56.36698456991523,59.040000915527344 2022-07-13,56.47923702213424,58.88999938964844 2022-07-14,56.53167278304154,58.29999923706055 2022-07-15,56.68029421453686,59.310001373291016 2022-07-18,56.77028990647956,58.7599983215332 2022-07-19,57.05654225436946,60.84999847412109 2022-07-20,57.311110642271146,60.68000030517578 2022-07-21,57.71185606033032,62.36000061035156 2022-07-22,58.05206200823416,61.970001220703125 2022-07-25,58.41241302516022,62.38999938964844 2022-07-26,58.68472885524643,61.68999862670898 2022-07-27,59.07333437716089,63.08000183105469 2022-07-28,59.561896135905215,64.37999725341797 2022-07-29,60.088432035796515,65.0999984741211 2022-08-01,60.39886367154531,63.18000030517578 2022-08-02,60.660996994281795,62.880001068115234 2022-08-03,61.04047584864602,64.29000091552734 2022-08-04,61.39720966246261,64.30999755859375 2022-08-05,61.786651689847986,64.9000015258789 2022-08-08,62.18644491098628,65.27999877929688 2022-08-09,62.582326903980665,65.5199966430664 2022-08-10,63.03233678517451,66.37000274658203 2022-08-11,63.46798554702716,66.54000091552734 2022-08-12,63.9698542289195,67.55000305175781 2022-08-15,64.47912153661736,67.98999786376953 2022-08-16,64.96738962105849,68.13999938964844 2022-08-17,65.40239208199375,67.94000244140625 2022-08-18,65.79394583758939,67.80999755859375 2022-08-19,66.10559205236012,67.2699966430664 2022-08-22,66.26615383253255,65.93000030517578 2022-08-23,66.32904330219739,65.05000305175781 2022-08-24,66.4128376982955,65.3499984741211 2022-08-25,66.60374985034103,66.56999969482422 2022-08-26,66.63786824645332,65.08999633789062 2022-08-29,66.59761518419143,64.37000274658203 2022-08-30,66.50212064744069,63.79999923706055 2022-08-31,66.33696798021245,63.040000915527344 2022-09-01,66.23812966644984,63.65999984741211 2022-09-02,66.06918359571455,62.88999938964844 2022-09-06,65.95280609602344,63.36000061035156 2022-09-07,66.02184698758447,65.26000213623047 2022-09-08,66.11118333844618,65.55000305175781 2022-09-09,66.17857327497941,65.41000366210938 2022-09-12,66.22827918371982,65.30000305175781 2022-09-13,66.030181738795,62.7599983215332 2022-09-14,65.81925580282088,62.52000045776367 2022-09-15,65.52132913998638,61.4900016784668 2022-09-16,65.24501477338993,61.540000915527344 2022-09-19,65.00438193486072,61.75 2022-09-20,64.74785262951583,61.43999862670898 2022-09-21,64.40718008311937,60.400001525878906 2022-09-22,63.97660429440301,59.2400016784668 2022-09-23,63.542156826734434,58.91999816894531 2022-09-26,63.10630807590527,58.619998931884766 2022-09-27,62.77700510079262,59.45000076293945 2022-09-28,62.54384061877037,60.2400016784668 2022-09-29,62.387487121215024,60.88999938964844 2022-09-30,62.20224426059265,60.47999954223633 2022-10-03,62.1775786901928,62.040000915527344 2022-10-04,62.27465043822055,63.29999923706055 2022-10-05,62.40468300631866,63.709999084472656 2022-10-06,62.42556756379621,62.650001525878906 2022-10-07,62.309076637297885,61.220001220703125 2022-10-10,62.28109227649629,62.06999969482422 2022-10-11,62.2445893026946,61.959999084472656 2022-10-12,62.08878671485283,60.68000030517578 2022-10-13,62.1221827229618,62.560001373291016 2022-10-14,61.86056332265366,59.47999954223633 2022-10-17,61.78841737309388,61.290000915527344 2022-10-18,61.80417113872391,62.15999984741211 2022-10-19,61.889794369667484,62.900001525878906 2022-10-20,61.779016823176896,60.88999938964844 2022-10-21,61.73671100228303,61.52999877929688 2022-10-24,61.84511132187302,63.08000183105469 2022-10-25,61.18748604754195,55.09999847412109 2022-10-26,60.6537860748788,55.95000076293945 2022-10-27,60.22689903204202,56.70000076293945 2022-10-28,60.01350086706512,58.63999938964844 2022-10-31,59.82966226418746,58.790000915527344 2022-11-01,59.645986784075994,58.650001525878906 2022-11-02,59.33217709386598,57.13999938964844 2022-11-03,58.98337352293502,56.540000915527344 2022-11-04,58.58584872154517,55.77000045776367 2022-11-07,58.240039759552175,56.02000045776367 2022-11-08,57.95995679609759,56.45000076293945 2022-11-09,57.63208457655495,55.72999954223633 2022-11-10,57.60989642713793,58.68999862670898 2022-11-11,57.399793982709454,56.66999816894531 2022-11-14,57.10814568606877,55.63999938964844 2022-11-15,56.85358481364742,55.79999923706055 2022-11-16,56.71855439401596,56.84999847412109 2022-11-17,56.55171335547203,56.38999938964844 2022-11-18,56.451281204753556,56.93999862670898 2022-11-21,56.4615441154393,58.0 2022-11-22,56.46778941376541,57.93000030517578 2022-11-23,56.54349216867092,58.630001068115234 2022-11-25,56.677422601695255,59.2599983215332 2022-11-28,56.67535340989904,57.88999938964844 2022-11-29,56.6258991762893,57.36000061035156 2022-11-30,56.79475129499932,59.59000015258789 2022-12-01,56.89173771092875,58.91999816894531 2022-12-02,57.04221754045626,59.52000045776367 2022-12-05,57.1407718269773,59.04999923706055 2022-12-06,57.13256220462169,57.970001220703125 2022-12-07,57.06532129051991,57.31999969482422 2022-12-08,57.04752611242559,57.77000045776367 2022-12-09,57.0074487659313,57.5 2022-12-12,57.02073517952594,58.0099983215332 2022-12-13,57.121025372004304,58.90999984741211 2022-12-14,57.146544129841,58.16999816894531 2022-12-15,57.021133990068506,56.58000183105469 2022-12-16,56.80306015817854,55.5 2022-12-19,56.59259610378607,55.40999984741211 2022-12-20,56.409341728173274,55.52999877929688 2022-12-21,56.37821061749064,56.97999954223633 2022-12-22,56.320014224386185,56.650001525878906 2022-12-23,56.295488155314025,56.93999862670898 2022-12-27,56.31481552609509,57.36000061035156 2022-12-28,56.25996636888157,56.56999969482422 2022-12-29,56.313662022891435,57.650001525878906 2022-12-30,56.30135560878193,56.970001220703125 2023-01-03,56.26150757125647,56.650001525878906 2023-01-04,56.31673584308279,57.59999847412109 2023-01-05,56.320958948187105,57.08000183105469 2023-01-06,56.49344198848732,58.83000183105469 2023-01-09,56.65763242101091,58.84000015258789 2023-01-10,56.91098441237161,59.869998931884766 2023-01-11,57.32275170186732,61.68999862670898 2023-01-12,57.70638774185448,61.65999984741211 2023-01-13,58.02914276223479,61.27000045776367 2023-01-17,58.32322796133987,61.18000030517578 2023-01-18,58.546482428447405,60.630001068115234 2023-01-19,58.71946032630715,60.25 2023-01-20,59.021322621122046,61.720001220703125 2023-01-23,59.326522609160186,61.959999084472656 2023-01-24,59.30248332754208,58.709999084472656 2023-01-25,59.30344014819235,58.959999084472656 2023-01-26,59.246892485373564,58.36000061035156 2023-01-27,59.121339847093516,57.59999847412109 2023-01-30,58.99030080204337,57.459999084472656 2023-01-31,58.97222744796158,58.560001373291016 2023-02-01,58.939965500342375,58.400001525878906 2023-02-02,58.934414956961376,58.65999984741211 2023-02-03,58.90342116294292,58.38999938964844 2023-02-06,58.93333564449415,59.0099983215332 2023-02-07,59.05258430025994,59.970001220703125 2023-02-08,59.06786228872277,58.959999084472656 2023-02-09,59.0200885699282,58.310001373291016 2023-02-10,58.96948964210799,58.25 2023-02-13,58.942927481078314,58.470001220703125 2023-02-14,58.8027807208991,57.2599983215332 2023-02-15,58.734400093956594,57.91999816894531 2023-02-16,58.61806770743725,57.369998931884766 2023-02-17,58.53783037994327,57.66999816894531 2023-02-21,58.32772795310429,56.25 2023-02-22,58.153261897342965,56.47999954223633 2023-02-23,57.98846481618705,56.459999084472656 2023-02-24,57.83567476217178,56.470001220703125 2023-02-27,57.64472509459117,55.959999084472656 2023-02-28,57.477187944717286,56.06999969482422 2023-03-01,57.31548175053467,56.0099983215332 2023-03-02,57.178361012929294,56.150001525878906 2023-03-03,57.10905358089729,56.7599983215332 2023-03-06,57.068023333954955,57.0 2023-03-07,56.93735451946207,56.02000045776367 2023-03-08,56.89798120678514,56.880001068115234 2023-03-09,56.72420605910621,55.43000030517578 2023-03-10,56.51420939807031,54.91999816894531 2023-03-13,56.23807814121837,54.06999969482422 2023-03-14,56.07343085306141,55.040000915527344 2023-03-15,55.767659009743475,53.43000030517578 2023-03-16,55.64310960661205,55.11000061035156 " 3344,US,technical,"During May 03, 2020 to March 25, 2021, count the number of times Live Nation Entertainment's close price break below the 20-day Triple Exponential Moving Average line. (Smoothing factor alpha = 2 / (n + 1); Require 6n data points to warm up; Use the first data point as the initial value) Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",30.0,medium,moving average,TEMA = 3 * EMA1 - 3 * EMA2 + EMA3; EMA1 = EMA_n(P); EMA2 = EMA_n(EMA1); EMA3 = EMA_n(EMA2),"date,close,open 2019-11-08,63.15999984741211,63.09999847412109 2019-11-11,64.47000122070312,63.33000183105469 2019-11-12,64.73999786376953,64.79000091552734 2019-11-13,64.61000061035156,64.62999725341797 2019-11-14,64.97000122070312,64.44999694824219 2019-11-15,65.4000015258789,65.4000015258789 2019-11-18,66.87999725341797,65.38999938964844 2019-11-19,68.22000122070312,67.12000274658203 2019-11-20,67.70999908447266,67.72000122070312 2019-11-21,66.16000366210938,67.66999816894531 2019-11-22,67.58999633789062,65.29000091552734 2019-11-25,69.02999877929688,67.9800033569336 2019-11-26,69.6500015258789,69.08000183105469 2019-11-27,70.47000122070312,69.80000305175781 2019-11-29,69.80999755859375,70.25 2019-12-02,69.01000213623047,69.75 2019-12-03,69.16000366210938,68.2300033569336 2019-12-04,69.4800033569336,68.91999816894531 2019-12-05,70.12999725341797,69.81999969482422 2019-12-06,70.4800033569336,70.63999938964844 2019-12-09,69.05000305175781,70.33999633789062 2019-12-10,69.5999984741211,68.91999816894531 2019-12-11,69.44000244140625,69.58000183105469 2019-12-12,69.43000030517578,69.25 2019-12-13,64.33999633789062,69.2300033569336 2019-12-16,63.560001373291016,64.68000030517578 2019-12-17,62.90999984741211,64.05999755859375 2019-12-18,63.95000076293945,63.02999877929688 2019-12-19,69.83000183105469,64.0 2019-12-20,71.55000305175781,70.54000091552734 2019-12-23,70.44000244140625,71.91000366210938 2019-12-24,70.61000061035156,70.2300033569336 2019-12-26,71.54000091552734,70.94000244140625 2019-12-27,71.6500015258789,71.77999877929688 2019-12-30,71.20999908447266,71.51000213623047 2019-12-31,71.47000122070312,70.94999694824219 2020-01-02,71.88999938964844,72.0 2020-01-03,71.63999938964844,70.72000122070312 2020-01-06,71.73999786376953,71.22000122070312 2020-01-07,70.91000366210938,71.63999938964844 2020-01-08,71.69000244140625,71.16999816894531 2020-01-09,71.9800033569336,72.20999908447266 2020-01-10,71.27999877929688,72.08999633789062 2020-01-13,72.36000061035156,71.27999877929688 2020-01-14,72.54000091552734,72.16999816894531 2020-01-15,74.19999694824219,72.33000183105469 2020-01-16,74.66000366210938,74.20999908447266 2020-01-17,75.54000091552734,74.7699966430664 2020-01-21,74.91000366210938,75.19999694824219 2020-01-22,74.6500015258789,74.97000122070312 2020-01-23,74.3499984741211,74.47000122070312 2020-01-24,72.0199966430664,74.6500015258789 2020-01-27,70.9000015258789,70.5999984741211 2020-01-28,72.01000213623047,71.25 2020-01-29,70.56999969482422,71.51000213623047 2020-01-30,70.6500015258789,70.70999908447266 2020-01-31,68.16000366210938,70.41000366210938 2020-02-03,68.5999984741211,68.5999984741211 2020-02-04,70.98999786376953,69.83000183105469 2020-02-05,70.80999755859375,71.69999694824219 2020-02-06,72.25,71.18000030517578 2020-02-07,72.19000244140625,72.0999984741211 2020-02-10,72.88999938964844,71.9800033569336 2020-02-11,73.11000061035156,73.01000213623047 2020-02-12,74.0999984741211,73.44000244140625 2020-02-13,73.1500015258789,73.5199966430664 2020-02-14,74.0199966430664,73.37000274658203 2020-02-18,74.12999725341797,73.72000122070312 2020-02-19,76.08000183105469,74.56999969482422 2020-02-20,75.66000366210938,76.05000305175781 2020-02-21,74.19000244140625,75.48999786376953 2020-02-24,68.26000213623047,71.3499984741211 2020-02-25,62.790000915527344,68.41999816894531 2020-02-26,60.7599983215332,63.369998931884766 2020-02-27,57.75,59.0 2020-02-28,60.77000045776367,57.5 2020-03-02,57.959999084472656,61.09999847412109 2020-03-03,57.61000061035156,57.959999084472656 2020-03-04,59.77000045776367,58.09999847412109 2020-03-05,55.45000076293945,57.52999877929688 2020-03-06,53.0,52.959999084472656 2020-03-09,47.2599983215332,48.290000915527344 2020-03-10,50.36000061035156,49.18999862670898 2020-03-11,42.0099983215332,48.02000045776367 2020-03-12,36.20000076293945,37.13999938964844 2020-03-13,42.84999847412109,42.08000183105469 2020-03-16,36.310001373291016,35.0 2020-03-17,33.91999816894531,37.0 2020-03-18,29.5,31.75 2020-03-19,32.91999816894531,29.030000686645508 2020-03-20,33.970001220703125,34.5 2020-03-23,37.33000183105469,33.56999969482422 2020-03-24,42.93999862670898,41.2400016784668 2020-03-25,45.900001525878906,44.02000045776367 2020-03-26,45.93999862670898,46.0 2020-03-27,47.150001525878906,43.84999847412109 2020-03-30,45.22999954223633,44.97999954223633 2020-03-31,45.459999084472656,44.43000030517578 2020-04-01,38.880001068115234,42.290000915527344 2020-04-02,33.95000076293945,37.95000076293945 2020-04-03,33.56999969482422,33.70000076293945 2020-04-06,34.5099983215332,36.810001373291016 2020-04-07,37.84999847412109,37.16999816894531 2020-04-08,37.7599983215332,38.13999938964844 2020-04-09,38.27000045776367,40.84000015258789 2020-04-13,39.40999984741211,38.54999923706055 2020-04-14,41.959999084472656,39.66999816894531 2020-04-15,38.470001220703125,39.34999847412109 2020-04-16,36.400001525878906,37.75 2020-04-17,38.34999847412109,40.86000061035156 2020-04-20,36.65999984741211,37.15999984741211 2020-04-21,36.470001220703125,36.0 2020-04-22,36.34999847412109,37.22999954223633 2020-04-23,39.45000076293945,36.5099983215332 2020-04-24,38.2400016784668,39.43999862670898 2020-04-27,42.0099983215332,39.45000076293945 2020-04-28,43.63999938964844,44.130001068115234 2020-04-29,46.52999877929688,46.29999923706055 2020-04-30,44.869998931884766,45.47999954223633 2020-05-01,41.16999816894531,43.5 2020-05-04,41.83000183105469,39.56999969482422 2020-05-05,40.25,42.18999862670898 2020-05-06,38.4900016784668,40.68000030517578 2020-05-07,39.369998931884766,39.29999923706055 2020-05-08,41.959999084472656,41.06999969482422 2020-05-11,40.59000015258789,41.0 2020-05-12,38.15999984741211,40.77000045776367 2020-05-13,37.45000076293945,38.0 2020-05-14,39.18999862670898,36.4900016784668 2020-05-15,40.060001373291016,38.900001525878906 2020-05-18,46.150001525878906,43.880001068115234 2020-05-19,44.869998931884766,46.119998931884766 2020-05-20,47.72999954223633,45.619998931884766 2020-05-21,45.52999877929688,47.40999984741211 2020-05-22,46.4900016784668,45.7400016784668 2020-05-26,49.68999862670898,50.150001525878906 2020-05-27,51.70000076293945,51.13999938964844 2020-05-28,49.0099983215332,52.220001220703125 2020-05-29,49.15999984741211,48.33000183105469 2020-06-01,50.65999984741211,48.88999938964844 2020-06-02,50.52999877929688,51.86000061035156 2020-06-03,53.90999984741211,51.380001068115234 2020-06-04,53.470001220703125,54.150001525878906 2020-06-05,56.959999084472656,55.5 2020-06-08,57.09000015258789,58.27000045776367 2020-06-09,53.41999816894531,55.810001373291016 2020-06-10,52.47999954223633,54.040000915527344 2020-06-11,47.7400016784668,48.11000061035156 2020-06-12,49.119998931884766,50.0 2020-06-15,49.400001525878906,47.0099983215332 2020-06-16,49.20000076293945,50.86000061035156 2020-06-17,48.0,50.0 2020-06-18,48.31999969482422,48.0 2020-06-19,46.5099983215332,49.27999877929688 2020-06-22,45.77999877929688,46.54999923706055 2020-06-23,46.880001068115234,46.5 2020-06-24,44.18000030517578,45.880001068115234 2020-06-25,44.16999816894531,43.41999816894531 2020-06-26,42.619998931884766,44.0 2020-06-29,44.290000915527344,42.77999877929688 2020-06-30,44.33000183105469,44.310001373291016 2020-07-01,46.02000045776367,44.86000061035156 2020-07-02,45.36000061035156,46.900001525878906 2020-07-06,45.459999084472656,46.790000915527344 2020-07-07,45.040000915527344,45.130001068115234 2020-07-08,46.060001373291016,44.91999816894531 2020-07-09,45.04999923706055,46.150001525878906 2020-07-10,46.43999862670898,44.900001525878906 2020-07-13,45.65999984741211,46.86000061035156 2020-07-14,46.40999984741211,45.650001525878906 2020-07-15,51.84000015258789,48.72999954223633 2020-07-16,50.84999847412109,50.70000076293945 2020-07-17,51.040000915527344,50.84999847412109 2020-07-20,49.209999084472656,50.61000061035156 2020-07-21,49.18000030517578,49.52000045776367 2020-07-22,48.9900016784668,48.790000915527344 2020-07-23,48.0,48.560001373291016 2020-07-24,47.91999816894531,47.93999862670898 2020-07-27,47.34000015258789,47.84999847412109 2020-07-28,47.290000915527344,47.08000183105469 2020-07-29,46.93999862670898,47.18999862670898 2020-07-30,46.470001220703125,46.310001373291016 2020-07-31,46.810001373291016,46.65999984741211 2020-08-03,46.66999816894531,46.68000030517578 2020-08-04,47.7599983215332,46.619998931884766 2020-08-05,47.63999938964844,48.5 2020-08-06,47.470001220703125,47.11000061035156 2020-08-07,47.650001525878906,47.11000061035156 2020-08-10,50.79999923706055,48.0099983215332 2020-08-11,51.68999862670898,52.13999938964844 2020-08-12,51.34999847412109,52.40999984741211 2020-08-13,51.29999923706055,50.97999954223633 2020-08-14,51.47999954223633,50.619998931884766 2020-08-17,50.88999938964844,51.65999984741211 2020-08-18,50.31999969482422,50.79999923706055 2020-08-19,51.560001373291016,50.619998931884766 2020-08-20,51.54999923706055,50.75 2020-08-21,51.119998931884766,51.47999954223633 2020-08-24,54.09000015258789,51.38999938964844 2020-08-25,53.68000030517578,54.15999984741211 2020-08-26,52.63999938964844,53.459999084472656 2020-08-27,57.2599983215332,53.369998931884766 2020-08-28,58.709999084472656,57.40999984741211 2020-08-31,56.79999923706055,58.72999954223633 2020-09-01,57.20000076293945,56.11000061035156 2020-09-02,57.900001525878906,56.65999984741211 2020-09-03,56.09999847412109,58.0 2020-09-04,57.58000183105469,56.9900016784668 2020-09-08,57.810001373291016,56.02999877929688 2020-09-09,57.2400016784668,58.0 2020-09-10,56.93000030517578,57.52999877929688 2020-09-11,57.13999938964844,56.9900016784668 2020-09-14,58.65999984741211,57.70000076293945 2020-09-15,58.84999847412109,58.65999984741211 2020-09-16,59.970001220703125,58.91999816894531 2020-09-17,58.560001373291016,59.38999938964844 2020-09-18,56.9900016784668,58.41999816894531 2020-09-21,53.15999984741211,55.5 2020-09-22,53.11000061035156,53.540000915527344 2020-09-23,51.34000015258789,53.630001068115234 2020-09-24,50.90999984741211,50.77999877929688 2020-09-25,53.2400016784668,50.790000915527344 2020-09-28,54.40999984741211,54.18999862670898 2020-09-29,53.290000915527344,54.16999816894531 2020-09-30,53.880001068115234,53.619998931884766 2020-10-01,53.7400016784668,54.369998931884766 2020-10-02,54.72999954223633,52.2400016784668 2020-10-05,54.560001373291016,55.27999877929688 2020-10-06,54.209999084472656,55.0099983215332 2020-10-07,54.81999969482422,55.22999954223633 2020-10-08,56.27000045776367,55.25 2020-10-09,56.83000183105469,56.95000076293945 2020-10-12,55.84000015258789,56.130001068115234 2020-10-13,54.68999862670898,55.84000015258789 2020-10-14,54.36000061035156,54.5 2020-10-15,54.369998931884766,53.66999816894531 2020-10-16,54.59999847412109,54.66999816894531 2020-10-19,53.970001220703125,55.16999816894531 2020-10-20,55.63999938964844,54.59000015258789 2020-10-21,55.290000915527344,55.06999969482422 2020-10-22,56.83000183105469,55.810001373291016 2020-10-23,57.15999984741211,57.18999862670898 2020-10-26,54.52999877929688,55.95000076293945 2020-10-27,51.84999847412109,53.77000045776367 2020-10-28,49.400001525878906,50.65999984741211 2020-10-29,49.66999816894531,49.06999969482422 2020-10-30,48.79999923706055,49.40999984741211 2020-11-02,50.22999954223633,49.38999938964844 2020-11-03,53.34000015258789,51.11000061035156 2020-11-04,54.72999954223633,53.0 2020-11-05,56.43000030517578,55.33000183105469 2020-11-06,56.040000915527344,55.9900016784668 2020-11-09,64.36000061035156,67.4000015258789 2020-11-10,65.26000213623047,62.75 2020-11-11,63.68999862670898,65.30999755859375 2020-11-12,62.2400016784668,62.869998931884766 2020-11-13,66.08000183105469,62.83000183105469 2020-11-16,68.31999969482422,68.86000061035156 2020-11-17,68.77999877929688,66.93000030517578 2020-11-18,67.08999633789062,69.4000015258789 2020-11-19,66.91000366210938,66.8499984741211 2020-11-20,66.30999755859375,66.66000366210938 2020-11-23,68.30000305175781,67.26000213623047 2020-11-24,69.30999755859375,69.80000305175781 2020-11-25,68.29000091552734,69.08999633789062 2020-11-27,67.2300033569336,68.43000030517578 2020-11-30,65.6500015258789,66.73999786376953 2020-12-01,68.11000061035156,66.55999755859375 2020-12-02,69.9000015258789,67.6500015258789 2020-12-03,69.22000122070312,70.44000244140625 2020-12-04,70.0,69.62000274658203 2020-12-07,69.93000030517578,69.5 2020-12-08,69.88999938964844,69.5999984741211 2020-12-09,70.26000213623047,71.11000061035156 2020-12-10,72.33000183105469,69.54000091552734 2020-12-11,70.93000030517578,71.23999786376953 2020-12-14,70.3499984741211,71.9000015258789 2020-12-15,73.16999816894531,70.47000122070312 2020-12-16,72.9800033569336,73.05000305175781 2020-12-17,73.9800033569336,73.23999786376953 2020-12-18,73.43000030517578,74.12000274658203 2020-12-21,72.18000030517578,70.9000015258789 2020-12-22,72.01000213623047,72.38999938964844 2020-12-23,71.62999725341797,72.0199966430664 2020-12-24,71.63999938964844,71.93000030517578 2020-12-28,74.68000030517578,71.77999877929688 2020-12-29,74.51000213623047,75.0 2020-12-30,74.56999969482422,74.25 2020-12-31,73.4800033569336,74.37000274658203 2021-01-04,70.66999816894531,73.37000274658203 2021-01-05,72.0,70.25 2021-01-06,72.62000274658203,72.72000122070312 2021-01-07,73.01000213623047,72.91000366210938 2021-01-08,73.45999908447266,73.20999908447266 2021-01-11,72.23999786376953,72.4800033569336 2021-01-12,73.37000274658203,72.4000015258789 2021-01-13,73.31999969482422,73.45999908447266 2021-01-14,73.33000183105469,73.81999969482422 2021-01-15,71.56999969482422,72.88999938964844 2021-01-19,76.54000091552734,70.87000274658203 2021-01-20,73.7300033569336,76.52999877929688 2021-01-21,74.58999633789062,73.75 2021-01-22,72.27999877929688,73.5 2021-01-25,69.20999908447266,71.69000244140625 2021-01-26,68.69999694824219,69.87000274658203 2021-01-27,68.5199966430664,67.5999984741211 2021-01-28,69.18000030517578,70.0 2021-01-29,66.44999694824219,68.62000274658203 2021-02-01,67.55999755859375,67.38999938964844 2021-02-02,70.37999725341797,68.9000015258789 2021-02-03,71.44000244140625,70.86000061035156 2021-02-04,75.0199966430664,72.19999694824219 2021-02-05,74.33999633789062,75.16000366210938 2021-02-08,76.38999938964844,75.0 2021-02-09,77.5199966430664,76.31999969482422 2021-02-10,79.62999725341797,77.81999969482422 2021-02-11,81.04000091552734,80.16999816894531 2021-02-12,84.16999816894531,81.02999877929688 2021-02-16,85.01000213623047,85.01000213623047 2021-02-17,84.86000061035156,84.58999633789062 2021-02-18,84.44999694824219,84.79000091552734 2021-02-19,88.08999633789062,84.8499984741211 2021-02-22,88.8499984741211,87.88999938964844 2021-02-23,90.33000183105467,89.23999786376953 2021-02-24,90.48999786376952,89.88999938964844 2021-02-25,87.22000122070312,91.06999969482422 2021-02-26,88.86000061035156,88.81999969482422 2021-03-01,92.86000061035156,91.0999984741211 2021-03-02,90.56999969482422,92.08999633789062 2021-03-03,91.75,89.1500015258789 2021-03-04,91.13999938964844,91.8000030517578 2021-03-05,89.80999755859375,91.79000091552734 2021-03-08,89.4000015258789,91.5 2021-03-09,87.26000213623047,90.13999938964844 2021-03-10,88.16999816894531,88.02999877929688 2021-03-11,88.77999877929688,89.30000305175781 2021-03-12,87.87999725341797,88.31999969482422 2021-03-15,90.16000366210938,88.0199966430664 2021-03-16,88.01000213623047,90.22000122070312 2021-03-17,86.69000244140625,87.12999725341797 2021-03-18,87.88999938964844,86.36000061035156 2021-03-19,84.68000030517578,87.45999908447266 2021-03-22,84.27999877929688,84.68000030517578 2021-03-23,81.63999938964844,83.83000183105469 2021-03-24,81.55000305175781,82.16000366210938 2021-03-25,83.81999969482422,80.38999938964844 ","date,20-day,close 2020-02-03,70.49883482200472,68.5999984741211 2020-02-04,70.47905571051969,70.98999786376953 2020-02-05,70.4234875091991,70.80999755859375 2020-02-06,70.75875132752998,72.25 2020-02-07,71.0238677673074,72.19000244140625 2020-02-10,71.42687084024513,72.88999938964844 2020-02-11,71.8163343669422,73.11000061035156 2020-02-12,72.39228103959681,74.0999984741211 2020-02-13,72.61519868517563,73.1500015258789 2020-02-14,73.01927013952597,74.0199966430664 2020-02-18,73.37313005790837,74.12999725341797 2020-02-19,74.16147790902849,76.08000183105469 2020-02-20,74.68818072313239,75.66000366210938 2020-02-21,74.72547877665916,74.19000244140625 2020-02-24,73.204656595535,68.26000213623047 2020-02-25,70.53251682867302,62.790000915527344 2020-02-26,67.82190972031093,60.7599983215332 2020-02-27,64.8398772951691,57.75 2020-02-28,63.21396535919352,60.77000045776367 2020-03-02,61.196610775848285,57.959999084472656 2020-03-03,59.50439001277506,57.61000061035156 2020-03-04,58.7365530296977,59.77000045776367 2020-03-05,57.04814877720666,55.45000076293945 2020-03-06,55.09451666864982,53.0 2020-03-09,52.07667127862926,47.2599983215332 2020-03-10,50.48991198774789,50.36000061035156 2020-03-11,47.11262737565971,42.0099983215332 2020-03-12,42.93688641757214,36.20000076293945 2020-03-13,41.35403142404937,42.84999847412109 2020-03-16,38.48159196526461,36.310001373291016 2020-03-17,35.63507942191714,33.91999816894531 2020-03-18,32.291406783763165,29.5 2020-03-19,30.583119744766776,32.91999816894531 2020-03-20,29.6040576155647,33.970001220703125 2020-03-23,29.81969959213623,37.33000183105469 2020-03-24,31.590369897622736,42.93999862670898 2020-03-25,33.93306612365612,45.900001525878906 2020-03-26,35.96813808875621,45.93999862670898 2020-03-27,38.03660777961016,47.150001525878906 2020-03-30,39.30398819927987,45.22999954223633 2020-03-31,40.459589998678666,45.459999084472656 2020-04-01,39.746846851291465,38.880001068115234 2020-04-02,37.92803628104619,33.95000076293945 2020-04-03,36.3874372055042,33.56999969482422 2020-04-06,35.42239730702785,34.5099983215332 2020-04-07,35.55387549090912,37.84999847412109 2020-04-08,35.69158809465214,37.7599983215332 2020-04-09,35.98552296973669,38.27000045776367 2020-04-13,36.56604132990674,39.40999984741211 2020-04-14,37.74123466564976,41.959999084472656 2020-04-15,37.828965192767754,38.470001220703125 2020-04-16,37.388967891942855,36.400001525878906 2020-04-17,37.55838150450455,38.34999847412109 2020-04-20,37.281108008423914,36.65999984741211 2020-04-21,37.0255169576198,36.470001220703125 2020-04-22,36.80533090437618,36.34999847412109 2020-04-23,37.44869042658115,39.45000076293945 2020-04-24,37.67807888507469,38.2400016784668 2020-04-27,38.856319749761866,42.0099983215332 2020-04-28,40.25103756891627,43.63999938964844 2020-04-29,42.14181088319368,46.52999877929688 2020-04-30,43.24911257783881,44.869998931884766 2020-05-01,43.1779205772839,41.16999816894531 2020-05-04,43.27053163540525,41.83000183105469 2020-05-05,42.91669116572041,40.25 2020-05-06,42.1519587610435,38.4900016784668 2020-05-07,41.739108785465405,39.369998931884766 2020-05-08,42.0612925656598,41.959999084472656 2020-05-11,41.9584761348592,40.59000015258789 2020-05-12,41.2324869771421,38.15999984741211 2020-05-13,40.44498984732379,37.45000076293945 2020-05-14,40.24677455694637,39.18999862670898 2020-05-15,40.30783147930812,40.060001373291016 2020-05-18,41.93521066169277,46.150001525878906 2020-05-19,42.928484959085274,44.869998931884766 2020-05-20,44.469648367382995,47.72999954223633 2020-05-21,45.14062243350784,45.52999877929688 2020-05-22,45.91388189532757,46.4900016784668 2020-05-26,47.34913483997013,49.68999862670898 2020-05-27,49.01302964352355,51.70000076293945 2020-05-28,49.63837792016335,49.0099983215332 2020-05-29,50.14612000903407,49.15999984741211 2020-06-01,50.906936253910835,50.65999984741211 2020-06-02,51.451042094445654,50.52999877929688 2020-06-03,52.7270506334884,53.90999984741211 2020-06-04,53.60898587295991,53.470001220703125 2020-06-05,55.184562678000276,56.959999084472656 2020-06-08,56.45271934009579,57.09000015258789 2020-06-09,56.479140923424325,53.41999816894531 2020-06-10,56.19712692250177,52.47999954223633 2020-06-11,54.681101558818725,47.7400016784668 2020-06-12,53.75030003977956,49.119998931884766 2020-06-15,53.02251863518945,49.400001525878906 2020-06-16,52.34315573707196,49.20000076293945 2020-06-17,51.44978644223755,48.0 2020-06-18,50.781361311797546,48.31999969482422 2020-06-19,49.75014672274562,46.5099983215332 2020-06-22,48.707710519751785,45.77999877929688 2020-06-23,48.137038565346764,46.880001068115234 2020-06-24,46.971662634283874,44.18000030517578 2020-06-25,46.02200826314998,44.16999816894531 2020-06-26,44.85504506899944,42.619998931884766 2020-06-29,44.35060696283442,44.290000915527344 2020-06-30,43.969447123130536,44.33000183105469 2020-07-01,44.1185905452572,46.02000045776367 2020-07-02,44.09188976542281,45.36000061035156 2020-07-06,44.117028624275704,45.459999084472656 2020-07-07,44.04875929589128,45.040000915527344 2020-07-08,44.27669036397366,46.060001373291016 2020-07-09,44.21920594265221,45.04999923706055 2020-07-10,44.549259690964426,46.43999862670898 2020-07-13,44.63215457809009,45.65999984741211 2020-07-14,44.907725666044115,46.40999984741211 2020-07-15,46.55322551020247,51.84000015258789 2020-07-16,47.64920941440133,50.84999847412109 2020-07-17,48.593865576317654,51.040000915527344 2020-07-20,48.885402588887885,49.209999084472656 2020-07-21,49.10629676481268,49.18000030517578 2020-07-22,49.227041933163406,48.9900016784668 2020-07-23,49.05799536941763,48.0 2020-07-24,48.888509195803145,47.91999816894531 2020-07-27,48.590458514623776,47.34000015258789 2020-07-28,48.32638795141063,47.290000915527344 2020-07-29,48.01423316786422,46.93999862670898 2020-07-30,47.63345039313714,46.470001220703125 2020-07-31,47.40864780390543,46.810001373291016 2020-08-03,47.188747957853025,46.66999816894531 2020-08-04,47.29308972587599,47.7599983215332 2020-08-05,47.34926240606422,47.63999938964844 2020-08-06,47.35255304916592,47.470001220703125 2020-08-07,47.40314116210803,47.650001525878906 2020-08-10,48.262590442865495,50.79999923706055 2020-08-11,49.19550171278788,51.68999862670898 2020-08-12,49.864861061189686,51.34999847412109 2020-08-13,50.389803157292214,51.29999923706055 2020-08-14,50.85357436266401,51.47999954223633 2020-08-17,51.06563724603169,50.88999938964844 2020-08-18,51.07587330071844,50.31999969482422 2020-08-19,51.3906456317242,51.560001373291016 2020-08-20,51.63048157662729,51.54999923706055 2020-08-21,51.69944721379367,51.119998931884766 2020-08-24,52.510493908701896,54.09000015258789 2020-08-25,53.05087012822706,53.68000030517578 2020-08-26,53.20370212286863,52.63999938964844 2020-08-27,54.50664054298714,57.2599983215332 2020-08-28,55.92609958869086,58.709999084472656 2020-08-31,56.56356668385554,56.79999923706055 2020-09-01,57.156290206174525,57.20000076293945 2020-09-02,57.78881173028218,57.900001525878906 2020-09-03,57.80420550901617,56.09999847412109 2020-09-04,58.165526172523286,57.58000183105469 2020-09-08,58.48684340882734,57.810001373291016 2020-09-09,58.56812745360901,57.2400016784668 2020-09-10,58.52132601506507,56.93000030517578 2020-09-11,58.506449528377246,57.13999938964844 2020-09-14,58.85953930635953,58.65999984741211 2020-09-15,59.169762311416186,58.84999847412109 2020-09-16,59.68610945387157,59.970001220703125 2020-09-17,59.71454741636287,58.560001373291016 2020-09-18,59.30247178525317,56.9900016784668 2020-09-21,57.946461621195965,53.15999984741211 2020-09-22,56.80457148107638,53.11000061035156 2020-09-23,55.39978705289013,51.34000015258789 2020-09-24,54.13503276901713,50.90999984741211 2020-09-25,53.70832983669031,53.2400016784668 2020-09-28,53.671293368326495,54.40999984741211 2020-09-29,53.36030366233884,53.290000915527344 2020-09-30,53.26925607326677,53.880001068115234 2020-10-01,53.16964972233986,53.7400016784668 2020-10-02,53.35625208684966,54.72999954223633 2020-10-05,53.475624824544546,54.560001373291016 2020-10-06,53.49208055243106,54.209999084472656 2020-10-07,53.6725875112694,54.81999969482422 2020-10-08,54.204400760879686,56.27000045776367 2020-10-09,54.79074898135611,56.83000183105469 2020-10-12,55.01655775703278,55.84000015258789 2020-10-13,54.90356905798985,54.68999862670898 2020-10-14,54.72572699108007,54.36000061035156 2020-10-15,54.583842956596484,54.369998931884766 2020-10-16,54.529337451468514,54.59999847412109 2020-10-19,54.3238034946667,53.970001220703125 2020-10-20,54.59183406634903,55.63999938964844 2020-10-21,54.72331316840255,55.290000915527344 2020-10-22,55.232081634212946,56.83000183105469 2020-10-23,55.73410730787447,57.15999984741211 2020-10-26,55.46026018172393,54.52999877929688 2020-10-27,54.53796211908124,51.84999847412109 2020-10-28,53.14794152664237,49.400001525878906 2020-10-29,52.086738322657816,49.66999816894531 2020-10-30,51.00522611738292,48.79999923706055 2020-11-02,50.508701931225346,50.22999954223633 2020-11-03,50.93002935040217,53.34000015258789 2020-11-04,51.65563361531856,54.72999954223633 2020-11-05,52.70658615368536,56.43000030517578 2020-11-06,53.47618096991545,56.040000915527344 2020-11-09,56.269145995814604,64.36000061035156 2020-11-10,58.784016613452806,65.26000213623047 2020-11-11,60.41672516838011,63.68999862670898 2020-11-12,61.34841356484879,62.2400016784668 2020-11-13,63.07303260950708,66.08000183105469 2020-11-16,65.02643812575963,68.31999969482422 2020-11-17,66.69776542447198,68.77999877929688 2020-11-18,67.57346657579302,67.08999633789062 2020-11-19,68.18574799946987,66.91000366210938 2020-11-20,68.47270269736109,66.30999755859375 2020-11-23,69.16600308716673,68.30000305175781 2020-11-24,69.93836978901098,69.30999755859375 2020-11-25,70.24829509968171,68.29000091552734 2020-11-27,70.16976391151749,67.2300033569336 2020-11-30,69.64110665318611,65.6500015258789 2020-12-01,69.79667586323166,68.11000061035156 2020-12-02,70.34249729151841,69.9000015258789 2020-12-03,70.56803834248657,69.22000122070312 2020-12-04,70.9108045997877,70.0 2020-12-07,71.13028522851653,69.93000030517578 2020-12-08,71.25782344344006,69.88999938964844 2020-12-09,71.4181565998255,70.26000213623047 2020-12-10,72.04804487560872,72.33000183105469 2020-12-11,72.16263864565366,70.93000030517578 2020-12-14,72.0686079319006,70.3499984741211 2020-12-15,72.68804339582223,73.16999816894531 2020-12-16,73.11169508951701,72.9800033569336 2020-12-17,73.68323713514555,73.9800033569336 2020-12-18,73.97346645003199,73.43000030517578 2020-12-21,73.85190878105873,72.18000030517578 2020-12-22,73.67528468491456,72.01000213623047 2020-12-23,73.40213804344647,71.62999725341797 2020-12-24,73.15440475367768,71.63999938964844 2020-12-28,73.71663556765577,74.68000030517578 2020-12-29,74.11015745695644,74.51000213623047 2020-12-30,74.42436644774449,74.56999969482422 2020-12-31,74.3752106461478,73.4800033569336 2021-01-04,73.58352375786714,70.66999816894531 2021-01-05,73.26172617017325,72.0 2021-01-06,73.1447967139212,72.62000274658203 2021-01-07,73.13827003256789,73.01000213623047 2021-01-08,73.23906661850287,73.45999908447266 2021-01-11,72.99529711370863,72.23999786376953 2021-01-12,73.08031529549024,73.37000274658203 2021-01-13,73.12966886701781,73.31999969482422 2021-01-14,73.16580392902625,73.33000183105469 2021-01-15,72.73254369824653,71.56999969482422 2021-01-19,73.66236243392909,76.54000091552734 2021-01-20,73.68928793318047,73.7300033569336 2021-01-21,73.92711770292736,74.58999633789062 2021-01-22,73.51538572580596,72.27999877929688 2021-01-25,72.37600631041707,69.20999908447266 2021-01-26,71.30975354581228,68.69999694824219 2021-01-27,70.39517308348992,68.5199966430664 2021-01-28,69.82789521876362,69.18000030517578 2021-01-29,68.66929967108666,66.44999694824219 2021-02-01,68.02676447081213,67.55999755859375 2021-02-02,68.25421523746839,70.37999725341797 2021-02-03,68.73742399407537,71.44000244140625 2021-02-04,70.0806913025987,75.0199966430664 2021-02-05,71.01730887477362,74.33999633789062 2021-02-08,72.32249541384107,76.38999938964844 2021-02-09,73.68453081859309,77.5199966430664 2021-02-10,75.3402512634019,79.62999725341797 2021-02-11,77.04721035490752,81.04000091552734 2021-02-12,79.23411020088506,84.16999816894531 2021-02-16,81.2108176112221,85.01000213623047 2021-02-17,82.74938965313243,84.86000061035156 2021-02-18,83.85482120291398,84.44999694824219 2021-02-19,85.65178880612044,88.08999633789062 2021-02-22,87.26302630994074,88.8499984741211 2021-02-23,88.90312942341471,90.33000183105467 2021-02-24,90.21939742842936,90.48999786376952 2021-02-25,90.37696304729471,87.22000122070312 2021-02-26,90.8597754446455,88.86000061035156 2021-03-01,92.22334446128194,92.86000061035156 2021-03-02,92.67554520384967,90.56999969482422 2021-03-03,93.28106243328801,91.75 2021-03-04,93.54918036359635,91.13999938964844 2021-03-05,93.35620617121286,89.80999755859375 2021-03-08,93.02831294918263,89.4000015258789 2021-03-09,92.14656156470676,87.26000213623047 2021-03-10,91.60938818084135,88.16999816894531 2021-03-11,91.28351901508287,88.77999877929688 2021-03-12,90.74418992124367,87.87999725341797 2021-03-15,90.85989000101746,90.16000366210938 2021-03-16,90.36627610237481,88.01000213623047 2021-03-17,89.59241408241472,86.69000244140625 2021-03-18,89.24817114118622,87.88999938964844 2021-03-19,88.11648861787599,84.68000030517578 2021-03-22,87.07449310755652,84.27999877929688 2021-03-23,85.53188675381104,81.63999938964844 2021-03-24,84.24857180486812,81.55000305175781 2021-03-25,83.7974798910168,83.81999969482422 " 3345,US,technical,"How many times did the price break above the 5-day Hull Moving Average line for Bristol Myers Squibb from May 07, 2025 to July 27, 2025? Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",11.0,medium,moving average,HMA = WMA_{\sqrt{n}}(2 * WMA_{n/2}(P) - WMA_n(P)),"date,close,high,open 2025-04-28,48.459999084472656,48.86000061035156,48.310001373291016 2025-04-29,49.220001220703125,49.47999954223633,48.33000183105469 2025-04-30,50.20000076293945,50.34999847412109,50.18999862670898 2025-05-01,49.61000061035156,50.18000030517578,49.56999969482422 2025-05-02,50.56999969482422,50.650001525878906,50.11000061035156 2025-05-05,50.060001373291016,50.59999847412109,50.470001220703125 2025-05-06,47.56999969482422,49.79999923706055,49.7400016784668 2025-05-07,47.619998931884766,48.18999862670898,47.77999877929688 2025-05-08,46.880001068115234,47.400001525878906,47.0 2025-05-09,46.45000076293945,47.119998931884766,46.900001525878906 2025-05-12,48.18000030517578,48.41999816894531,46.20000076293945 2025-05-13,46.59000015258789,47.630001068115234,47.29999923706055 2025-05-14,44.119998931884766,46.86000061035156,46.709999084472656 2025-05-15,45.810001373291016,45.84999847412109,44.70000076293945 2025-05-16,46.75,46.79999923706055,45.9900016784668 2025-05-19,47.220001220703125,47.27000045776367,46.59999847412109 2025-05-20,47.869998931884766,48.2599983215332,47.4900016784668 2025-05-21,47.0,47.880001068115234,47.70000076293945 2025-05-22,47.02999877929688,47.27000045776367,46.900001525878906 2025-05-23,46.84999847412109,47.15999984741211,46.93000030517578 2025-05-27,46.88999938964844,47.36000061035156,47.22999954223633 2025-05-28,46.970001220703125,47.20000076293945,46.900001525878906 2025-05-29,47.84999847412109,47.84999847412109,47.0 2025-05-30,48.27999877929688,48.34999847412109,47.869998931884766 2025-06-02,48.790000915527344,48.869998931884766,48.5 2025-06-03,48.09000015258789,48.93000030517578,48.4900016784668 2025-06-04,47.95000076293945,48.84999847412109,48.16999816894531 2025-06-05,47.84000015258789,48.59999847412109,48.04999923706055 2025-06-06,48.40999984741211,48.68000030517578,48.09999847412109 2025-06-09,49.0,49.369998931884766,48.560001373291016 2025-06-10,49.970001220703125,50.630001068115234,49.209999084472656 2025-06-11,50.15999984741211,50.7599983215332,50.04999923706055 2025-06-12,50.68999862670898,50.7400016784668,50.15999984741211 2025-06-13,49.75,50.459999084472656,50.2400016784668 2025-06-16,48.65999984741211,49.43999862670898,49.33000183105469 2025-06-17,47.22999954223633,48.560001373291016,48.400001525878906 2025-06-18,46.84000015258789,47.369998931884766,47.310001373291016 2025-06-20,46.86000061035156,47.400001525878906,46.91999816894531 2025-06-23,46.91999816894531,47.18000030517578,46.88999938964844 2025-06-24,47.02999877929688,47.400001525878906,47.08000183105469 2025-06-25,46.68000030517578,47.0,47.0 2025-06-26,46.650001525878906,47.06999969482422,46.900001525878906 2025-06-27,46.34999847412109,46.95000076293945,46.83000183105469 2025-06-30,46.290000915527344,46.72999954223633,46.40999984741211 2025-07-01,47.5099983215332,48.2599983215332,46.2599983215332 2025-07-02,47.630001068115234,48.220001220703125,47.59000015258789 2025-07-03,46.91999816894531,47.27000045776367,47.209999084472656 2025-07-07,46.4900016784668,46.91999816894531,46.86000061035156 2025-07-08,47.040000915527344,47.81999969482422,46.650001525878906 2025-07-09,47.65999984741211,47.77999877929688,47.20000076293945 2025-07-10,48.52000045776367,48.61000061035156,47.45000076293945 2025-07-11,46.86000061035156,47.79999923706055,47.75 2025-07-14,47.34000015258789,47.970001220703125,46.880001068115234 2025-07-15,46.43000030517578,47.4900016784668,47.150001525878906 2025-07-16,47.16999816894531,47.41999816894531,46.77000045776367 2025-07-17,48.060001373291016,48.36000061035156,46.810001373291016 2025-07-18,47.36000061035156,48.2400016784668,48.13999938964844 2025-07-21,46.68999862670898,47.38999938964844,47.38999938964844 2025-07-22,48.02000045776367,48.13999938964844,46.90999984741211 2025-07-23,48.97999954223633,49.119998931884766,48.86000061035156 2025-07-24,48.93999862670898,49.27999877929688,49.02000045776367 2025-07-25,48.43000030517578,49.2400016784668,49.08000183105469 ","date,5-day,close 2025-05-05,50.45444497002496,50.060001373291016 2025-05-06,48.47622265285916,47.56999969482422 2025-05-07,46.8968879699707,47.619998931884766 2025-05-08,46.44066653781467,46.880001068115234 2025-05-09,46.12133441501194,46.45000076293945 2025-05-12,47.241556379530174,48.18000030517578 2025-05-13,47.38555577596029,46.59000015258789 2025-05-14,44.91644363403321,44.119998931884766 2025-05-15,44.34666680230035,45.810001373291016 2025-05-16,46.09044520060221,46.75 2025-05-19,47.454889848497174,47.220001220703125 2025-05-20,48.16222212049697,47.869998931884766 2025-05-21,47.7306659274631,47.0 2025-05-22,47.03444341023762,47.02999877929688 2025-05-23,46.7686649746365,46.84999847412109 2025-05-27,46.7544431898329,46.88999938964844 2025-05-28,46.890000661214195,46.970001220703125 2025-05-29,47.56933339436849,47.84999847412109 2025-05-30,48.39310963948568,48.27999877929688 2025-06-02,48.97911088731555,48.790000915527344 2025-06-03,48.673556349012586,48.09000015258789 2025-06-04,48.01333423190647,47.95000076293945 2025-06-05,47.718889448377816,47.84000015258789 2025-06-06,48.086888800726996,48.40999984741211 2025-06-09,48.89488864474826,49.0 2025-06-10,49.94066738552518,49.970001220703125 2025-06-11,50.57355617947048,50.15999984741211 2025-06-12,50.900887891981334,50.68999862670898 2025-06-13,50.37622121175131,49.75 2025-06-16,48.956666480170355,48.65999984741211 2025-06-17,47.228444247775606,47.22999954223633 2025-06-18,46.20533328586154,46.84000015258789 2025-06-20,46.22600055270724,46.86000061035156 2025-06-23,46.618221452501096,46.91999816894531 2025-06-24,46.939553663465716,47.02999877929688 2025-06-25,46.83555492824979,46.68000030517578 2025-06-26,46.6031125386556,46.650001525878906 2025-06-27,46.362222459581155,46.34999847412109 2025-06-30,46.185555352105034,46.290000915527344 2025-07-01,46.99622141520182,47.5099983215332 2025-07-02,47.86533313327365,47.630001068115234 2025-07-03,47.50066604614258,46.91999816894531 2025-07-07,46.610222456190314,46.4900016784668 2025-07-08,46.59311269124348,47.040000915527344 2025-07-09,47.409111785888676,47.65999984741211 2025-07-10,48.48177786933051,48.52000045776367 2025-07-11,47.8595559861925,46.86000061035156 2025-07-14,47.0477781507704,47.34000015258789 2025-07-15,46.52800021701389,46.43000030517578 2025-07-16,46.643332163492836,47.16999816894531 2025-07-17,47.73444417317709,48.060001373291016 2025-07-18,47.937556711832684,47.36000061035156 2025-07-21,47.02599970499674,46.68999862670898 2025-07-22,47.32666609022352,48.02000045776367 2025-07-23,48.777999793158635,48.97999954223633 2025-07-24,49.473998938666455,48.93999862670898 2025-07-25,48.978221638997404,48.43000030517578 " 3346,US,technical,"From February 12, 2024 to January 24, 2025, how many times did Arista Networks's price break above the 10-day Hull Moving Average line? Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",38.0,medium,moving average,HMA = WMA_{\sqrt{n}}(2 * WMA_{n/2}(P) - WMA_n(P)),"date,close,high,open 2024-01-22,66.6500015258789,67.65750122070312,66.9175033569336 2024-01-23,65.51000213623047,66.5,66.42749786376953 2024-01-24,65.61750030517578,66.53250122070312,65.8375015258789 2024-01-25,66.1050033569336,67.50499725341797,66.4375 2024-01-26,66.0999984741211,66.65750122070312,65.48500061035156 2024-01-29,67.3949966430664,67.44499969482422,66.27749633789062 2024-01-30,67.98999786376953,68.2249984741211,67.57499694824219 2024-01-31,64.66999816894531,66.87249755859375,66.13249969482422 2024-02-01,65.74500274658203,65.93250274658203,65.5 2024-02-02,68.2750015258789,69.24749755859375,68.66000366210938 2024-02-05,68.24250030517578,69.0999984741211,68.75 2024-02-06,66.22250366210938,68.31749725341797,68.24500274658203 2024-02-07,66.76249694824219,67.53874969482422,66.5199966430664 2024-02-08,68.97250366210938,69.72000122070312,67.5 2024-02-09,70.61250305175781,71.20500183105469,70.5 2024-02-12,70.22000122070312,73.16500091552734,73.16500091552734 2024-02-13,66.37750244140625,67.68499755859375,64.47250366210938 2024-02-14,66.4175033569336,67.8499984741211,67.5 2024-02-15,66.625,66.93250274658203,66.55500030517578 2024-02-16,65.4375,67.09750366210938,66.3324966430664 2024-02-20,64.90249633789062,65.10250091552734,64.51750183105469 2024-02-21,63.622501373291016,64.69999694824219,64.22750091552734 2024-02-22,67.19000244140625,67.54499816894531,65.33999633789062 2024-02-23,66.91500091552734,68.43599700927734,67.38249969482422 2024-02-26,68.43499755859375,69.30374908447266,67.5 2024-02-27,67.97750091552734,69.07499694824219,68.5199966430664 2024-02-28,68.2925033569336,68.88500213623047,67.6500015258789 2024-02-29,69.38500213623047,69.5425033569336,68.75 2024-03-01,71.93499755859375,72.0999984741211,70.4000015258789 2024-03-04,71.98500061035156,72.82250213623047,72.0 2024-03-05,70.11750030517578,71.0199966430664,71.00749969482422 2024-03-06,71.125,71.69499969482422,71.07749938964844 2024-03-07,71.62000274658203,72.21499633789062,71.5 2024-03-08,68.27749633789062,71.82749938964844,71.62000274658203 2024-03-11,67.75499725341797,67.94499969482422,67.33000183105469 2024-03-12,70.46499633789062,70.48750305175781,68.25 2024-03-13,70.17749786376953,70.5625,69.99250030517578 2024-03-14,71.00499725341797,71.4375,70.40249633789062 2024-03-15,69.43250274658203,70.45249938964844,69.79499816894531 2024-03-18,72.33000183105469,72.42500305175781,70.60250091552734 2024-03-19,71.7300033569336,72.05999755859375,71.0 2024-03-20,74.1449966430664,74.19000244140625,72.25749969482422 2024-03-21,76.1500015258789,76.40750122070312,74.75 2024-03-22,76.6050033569336,76.93499755859375,75.75 2024-03-25,76.375,76.84249877929688,75.61750030517578 2024-03-26,74.4574966430664,76.375,75.12000274658203 2024-03-27,72.10250091552734,74.3375015258789,74.05999755859375 2024-03-28,72.49500274658203,73.23500061035156,71.94750213623047 2024-04-01,74.9375,74.94750213623047,73.06999969482422 2024-04-02,72.7125015258789,73.43499755859375,72.92500305175781 2024-04-03,74.69750213623047,75.37249755859375,72.77999877929688 2024-04-04,72.19249725341797,75.875,75.23999786376953 2024-04-05,74.4000015258789,74.5625,72.75499725341797 2024-04-08,74.34500122070312,74.79374694824219,74.25250244140625 2024-04-09,73.6875,74.99749755859375,74.99749755859375 2024-04-10,72.05500030517578,73.6449966430664,72.5 2024-04-11,74.1449966430664,74.4175033569336,72.65750122070312 2024-04-12,67.80500030517578,70.67500305175781,70.06749725341797 2024-04-15,65.80000305175781,69.21749877929688,68.82499694824219 2024-04-16,65.69000244140625,66.80000305175781,66.0 2024-04-17,64.81749725341797,66.16000366210938,65.71749877929688 2024-04-18,64.29750061035156,65.01499938964844,64.4124984741211 2024-04-19,61.522499084472656,64.19249725341797,64.06500244140625 2024-04-22,61.36750030517578,62.11000061035156,61.6349983215332 2024-04-23,62.79499816894531,62.9275016784668,61.59249877929688 2024-04-24,63.692501068115234,65.2249984741211,64.19750213623047 2024-04-25,66.19000244140625,67.17749786376953,64.16000366210938 2024-04-26,66.17500305175781,67.5625,66.69000244140625 2024-04-29,65.9175033569336,67.8550033569336,66.93250274658203 2024-04-30,64.13999938964844,66.4124984741211,65.48999786376953 2024-05-01,63.8025016784668,65.34249877929688,63.6349983215332 2024-05-02,65.46499633789062,65.51499938964844,64.56749725341797 2024-05-03,68.5999984741211,69.5875015258789,67.9749984741211 2024-05-06,69.70500183105469,69.94000244140625,68.34750366210938 2024-05-07,68.49749755859375,69.46749877929688,69.02749633789062 2024-05-08,72.9175033569336,74.25,70.7874984741211 2024-05-09,74.01750183105469,74.11499786376953,73.01750183105469 2024-05-10,78.50749969482422,79.05500030517578,74.88249969482422 2024-05-13,77.46749877929688,78.6449966430664,78.01750183105469 2024-05-14,78.41500091552734,78.49749755859375,77.27249908447266 2024-05-15,81.50749969482422,81.56999969482422,78.75 2024-05-16,80.02249908447266,82.25875091552734,81.75 2024-05-17,79.97250366210938,81.51374816894531,81.0425033569336 2024-05-20,79.84750366210938,81.00250244140625,80.12000274658203 2024-05-21,79.24749755859375,79.6050033569336,78.84500122070312 2024-05-22,79.125,80.30999755859375,80.01249694824219 2024-05-23,75.3550033569336,76.51750183105469,76.33999633789062 2024-05-24,76.63749694824219,77.1875,76.10749816894531 2024-05-28,76.87249755859375,78.20700073242188,78.0 2024-05-29,77.07749938964844,77.57250213623047,76.625 2024-05-30,75.91500091552734,77.24749755859375,76.75 2024-05-31,74.4124984741211,76.02749633789062,75.77249908447266 2024-06-03,74.09750366210938,75.30999755859375,75.0999984741211 2024-06-04,73.29499816894531,74.75,73.63749694824219 2024-06-05,74.38999938964844,75.4749984741211,74.6675033569336 2024-06-06,74.14250183105469,74.51625061035156,73.75 2024-06-07,74.19750213623047,75.34774780273438,74.19999694824219 2024-06-10,74.3949966430664,74.66974639892578,73.6500015258789 2024-06-11,76.19249725341797,76.28500366210938,74.5824966430664 2024-06-12,77.8324966430664,78.10250091552734,76.7925033569336 2024-06-13,82.9175033569336,82.9375,80.0 2024-06-14,82.125,82.86000061035156,82.75 2024-06-17,85.0199966430664,85.46849822998047,83.16999816894531 2024-06-18,85.08499908447266,86.03250122070312,85.0 2024-06-20,85.04750061035156,86.47250366210938,85.99500274658203 2024-06-21,84.33999633789062,84.63749694824219,84.62000274658203 2024-06-24,82.30249786376953,83.9124984741211,83.6624984741211 2024-06-25,83.63249969482422,83.92250061035156,82.83499908447266 2024-06-26,83.67500305175781,84.32250213623047,83.63249969482422 2024-06-27,86.98249816894531,87.74500274658203,84.5 2024-06-28,87.62000274658203,88.80500030517578,87.0 2024-07-01,89.17500305175781,89.39250183105469,88.67749786376953 2024-07-02,89.25250244140625,90.81999969482422,89.3375015258789 2024-07-03,91.3550033569336,91.3550033569336,89.5 2024-07-05,91.53500366210938,91.8125,91.62000274658205 2024-07-08,92.76750183105467,93.49500274658205,91.5374984741211 2024-07-09,91.4375,94.125,92.98249816894533 2024-07-10,90.9375,92.04499816894533,91.73999786376952 2024-07-11,89.89749908447266,91.25,91.02249908447266 2024-07-12,90.4749984741211,91.5999984741211,89.53250122070312 2024-07-15,90.1050033569336,91.7750015258789,91.26750183105467 2024-07-16,89.55750274658203,90.91699981689452,90.45249938964844 2024-07-17,84.16999816894531,88.125,87.67749786376953 2024-07-18,83.15750122070312,84.98999786376953,84.66500091552734 2024-07-19,82.63999938964844,84.0687484741211,83.16000366210938 2024-07-22,85.55999755859375,85.875,83.91500091552734 2024-07-23,86.6624984741211,87.22000122070312,85.55750274658203 2024-07-24,81.46749877929688,86.1500015258789,85.2125015258789 2024-07-25,78.52999877929688,81.75250244140625,81.75 2024-07-26,79.80249786376953,80.70500183105469,79.61000061035156 2024-07-29,80.13749694824219,82.00250244140625,80.2750015258789 2024-07-30,77.8550033569336,81.16999816894531,80.4124984741211 2024-07-31,86.63749694824219,87.42500305175781,84.5 2024-08-01,84.66000366210938,91.0374984741211,87.625 2024-08-02,79.83499908447266,81.25,80.0 2024-08-05,78.73249816894531,79.41500091552734,75.0 2024-08-06,80.88500213623047,82.29750061035156,80.0374984741211 2024-08-07,79.3324966430664,84.01750183105469,82.84249877929688 2024-08-08,83.625,83.67500305175781,81.09750366210938 2024-08-09,83.95249938964844,85.12249755859375,83.0 2024-08-12,84.5824966430664,85.77999877929688,84.25 2024-08-13,86.54750061035156,86.66000366210938,84.8550033569336 2024-08-14,87.1624984741211,88.47250366210938,87.1500015258789 2024-08-15,89.1500015258789,89.66999816894531,88.75 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2024-09-11,81.01320561881016,85.73249816894531 2024-09-12,83.87617723869555,88.83999633789062 2024-09-13,87.2131248319992,89.94000244140625 2024-09-16,89.84161830863566,89.79000091552734 2024-09-17,91.45936984437886,90.2375030517578 2024-09-18,92.07530176181986,90.42749786376952 2024-09-19,93.07860753993793,94.83000183105467 2024-09-20,94.51789450597282,96.11499786376952 2024-09-23,96.06920490457554,96.39250183105467 2024-09-24,97.17419244785502,96.26750183105467 2024-09-25,97.91684872405695,97.05249786376952 2024-09-26,98.04145873869307,96.5749969482422 2024-09-27,97.4246002813782,95.06500244140624 2024-09-30,96.71386866714015,95.95500183105467 2024-10-01,96.05316249192363,95.4625015258789 2024-10-02,96.05252616959389,97.40499877929688 2024-10-03,96.49150742810183,97.52749633789062 2024-10-04,97.48377434316308,98.99250030517578 2024-10-07,98.26648168082188,98.13500213623048 2024-10-08,99.19484079534357,100.05500030517578 2024-10-09,100.33425491024748,101.73249816894533 2024-10-10,101.6011721755519,102.44000244140624 2024-10-11,103.02380326396288,104.23249816894533 2024-10-14,104.0528409707426,103.36750030517578 2024-10-15,103.25433558454417,98.07749938964844 2024-10-16,102.24483728119822,101.5199966430664 2024-10-17,101.50512061070913,101.84750366210938 2024-10-18,100.93487371579563,100.5 2024-10-21,100.74858940201575,101.50250244140624 2024-10-22,100.39893805763938,99.13999938964844 2024-10-23,99.70741067751489,98.51000213623048 2024-10-24,98.99401464751274,98.9250030517578 2024-10-25,98.44994613185072,98.52249908447266 2024-10-28,98.01635988023547,98.09500122070312 2024-10-29,98.32493809401387,100.39250183105467 2024-10-30,98.71638476439198,99.0 2024-10-31,98.4515763947458,96.61000061035156 2024-11-01,98.20531682486485,98.5425033569336 2024-11-04,98.1547717701305,98.72000122070312 2024-11-05,98.8655389959162,101.27999877929688 2024-11-06,101.0045658612492,105.77999877929688 2024-11-07,104.12181708595968,107.75499725341795 2024-11-08,105.13593337704435,100.1125030517578 2024-11-11,104.22352452904288,99.32749938964844 2024-11-12,102.14965809523456,98.8874969482422 2024-11-13,100.01382745299675,98.79000091552734 2024-11-14,97.82004065465446,96.4875030517578 2024-11-15,95.6537012119486,93.59750366210938 2024-11-18,93.64076494159121,92.61750030517578 2024-11-19,92.5755508499916,94.4250030517578 2024-11-20,92.59250696355646,95.42749786376952 2024-11-21,94.74470035283252,101.24250030517578 2024-11-22,97.79810917401555,101.62000274658205 2024-11-25,100.24414957219903,99.93000030517578 2024-11-26,102.01453748760802,102.0824966430664 2024-11-27,102.65366629398231,100.57250213623048 2024-11-29,102.62819462015172,101.45500183105467 2024-12-02,102.53536705248284,102.5250015258789 2024-12-03,102.88357882258867,103.61499786376952 2024-12-04,103.81294222745028,105.43000030517578 2024-12-05,105.24980847137142,106.83000183105467 2024-12-06,106.95969484117295,108.25 2024-12-09,107.80801753034496,105.91999816894533 2024-12-10,107.56688313339696,104.77999877929688 2024-12-11,107.25899483266501,107.2300033569336 2024-12-12,107.01209308354542,106.87999725341795 2024-12-13,108.23152804904514,112.37000274658205 2024-12-16,111.1546012878418,116.52999877929688 2024-12-17,113.6467823760678,112.9499969482422 2024-12-18,113.80854938391481,108.06999969482422 2024-12-19,112.60288768729778,109.06999969482422 2024-12-20,111.77092772975112,112.80999755859376 2024-12-23,111.6097956956035,113.08999633789062 2024-12-24,112.43503858778212,114.6500015258789 2024-12-26,113.76271626636235,114.86000061035156 2024-12-27,114.50588849770901,113.02999877929688 2024-12-30,114.11574670810892,111.4499969482422 2024-12-31,112.915150382302,110.52999877929688 2025-01-02,111.84527174824416,111.79000091552734 2025-01-03,112.0163219028049,115.1999969482422 2025-01-06,113.95760568175653,118.9800033569336 2025-01-07,115.67237433231237,115.29000091552734 2025-01-08,116.7257794235692,115.51000213623048 2025-01-10,116.66509178238687,114.33999633789062 2025-01-13,115.56366673479177,112.63999938964844 2025-01-14,114.5751921836776,114.91000366210938 2025-01-15,114.43583851823901,116.0999984741211 2025-01-16,115.39508015796393,118.12999725341795 2025-01-17,117.20252356481069,119.9499969482422 2025-01-21,119.46979603622897,121.5 2025-01-22,123.38315159961432,129.82000732421875 2025-01-23,127.24571751295917,129.1199951171875 2025-01-24,130.16255554045088,129.1699981689453 " 3347,US,technical,"For KKR & Co. between May 02, 2021 and February 14, 2022, how many times did the price break below the 10-day Hull Moving Average line? Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",33.0,medium,moving average,HMA = WMA_{\sqrt{n}}(2 * WMA_{n/2}(P) - WMA_n(P)),"date,close,high,open 2021-04-12,52.0099983215332,52.13999938964844,51.08000183105469 2021-04-13,52.02999877929688,52.52000045776367,52.040000915527344 2021-04-14,53.11000061035156,53.52999877929688,52.400001525878906 2021-04-15,52.91999816894531,53.65999984741211,53.54999923706055 2021-04-16,53.310001373291016,53.5,53.040000915527344 2021-04-19,53.310001373291016,53.52999877929688,53.27999877929688 2021-04-20,52.59999847412109,53.18999862670898,52.900001525878906 2021-04-21,53.09999847412109,53.13999938964844,52.619998931884766 2021-04-22,53.720001220703125,54.130001068115234,53.2599983215332 2021-04-23,55.09999847412109,55.33000183105469,53.869998931884766 2021-04-26,55.56999969482422,55.619998931884766,55.209999084472656 2021-04-27,56.63999938964844,56.66999816894531,55.68999862670898 2021-04-28,56.709999084472656,56.77000045776367,56.66999816894531 2021-04-29,56.810001373291016,57.18000030517578,57.18000030517578 2021-04-30,56.58000183105469,56.90999984741211,56.79999923706055 2021-05-03,56.27000045776367,57.04999923706055,57.0099983215332 2021-05-04,55.630001068115234,56.90999984741211,55.75 2021-05-05,58.11000061035156,58.18000030517578,56.31999969482422 2021-05-06,57.68000030517578,58.63999938964844,58.22999954223633 2021-05-07,58.720001220703125,59.150001525878906,57.59000015258789 2021-05-10,57.09000015258789,58.77999877929688,58.650001525878906 2021-05-11,56.27000045776367,57.0,56.290000915527344 2021-05-12,54.09999847412109,56.31999969482422,56.09999847412109 2021-05-13,55.119998931884766,55.31999969482422,54.34999847412109 2021-05-14,56.13999938964844,56.36000061035156,55.33000183105469 2021-05-17,55.43999862670898,56.16999816894531,55.91999816894531 2021-05-18,54.9900016784668,56.0,55.650001525878906 2021-05-19,54.79999923706055,54.84000015258789,54.119998931884766 2021-05-20,55.38999938964844,55.79999923706055,55.0 2021-05-21,55.2400016784668,55.84999847412109,55.65999984741211 2021-05-24,55.31999969482422,55.63999938964844,55.5 2021-05-25,55.58000183105469,56.38999938964844,55.65999984741211 2021-05-26,55.52999877929688,55.72999954223633,55.5 2021-05-27,55.70000076293945,55.880001068115234,55.5 2021-05-28,55.68999862670898,55.93000030517578,55.86000061035156 2021-06-01,55.72999954223633,56.68999862670898,56.33000183105469 2021-06-02,55.0,55.81999969482422,55.72999954223633 2021-06-03,55.59000015258789,55.72999954223633,54.66999816894531 2021-06-04,55.400001525878906,55.93000030517578,55.63999938964844 2021-06-07,54.130001068115234,55.54999923706055,55.43999862670898 2021-06-08,55.29999923706055,55.369998931884766,54.220001220703125 2021-06-09,55.27999877929688,55.68000030517578,55.27000045776367 2021-06-10,56.02000045776367,56.36000061035156,55.68000030517578 2021-06-11,56.5,56.5099983215332,56.33000183105469 2021-06-14,55.290000915527344,56.70000076293945,56.560001373291016 2021-06-15,55.68999862670898,55.810001373291016,55.29999923706055 2021-06-16,57.02999877929688,57.040000915527344,56.060001373291016 2021-06-17,57.13999938964844,57.81999969482422,57.15999984741211 2021-06-18,56.38999938964844,56.65999984741211,56.43999862670898 2021-06-21,57.900001525878906,57.93999862670898,56.91999816894531 2021-06-22,58.560001373291016,58.70000076293945,58.0 2021-06-23,59.36000061035156,59.880001068115234,58.7400016784668 2021-06-24,60.130001068115234,60.18999862670898,59.90999984741211 2021-06-25,60.7599983215332,61.04999923706055,60.290000915527344 2021-06-28,60.52000045776367,61.0,60.91999816894531 2021-06-29,60.380001068115234,61.04999923706055,60.59999847412109 2021-06-30,59.2400016784668,60.25,60.15999984741211 2021-07-01,59.75,59.93999862670898,59.45000076293945 2021-07-02,59.790000915527344,60.08000183105469,59.959999084472656 2021-07-06,59.93000030517578,60.130001068115234,59.84999847412109 2021-07-07,59.369998931884766,60.060001373291016,59.95000076293945 2021-07-08,58.02999877929688,58.619998931884766,58.220001220703125 2021-07-09,59.09999847412109,59.209999084472656,58.59999847412109 2021-07-12,60.459999084472656,60.58000183105469,59.79999923706055 2021-07-13,59.40999984741211,61.470001220703125,61.11000061035156 2021-07-14,58.90999984741211,59.68000030517578,59.47999954223633 2021-07-15,58.81999969482422,59.31999969482422,58.68999862670898 2021-07-16,58.2400016784668,59.20000076293945,59.150001525878906 2021-07-19,57.369998931884766,57.7599983215332,57.08000183105469 2021-07-20,58.560001373291016,58.970001220703125,57.7400016784668 2021-07-21,59.380001068115234,59.63999938964844,58.959999084472656 2021-07-22,60.709999084472656,60.83000183105469,59.65999984741211 2021-07-23,61.41999816894531,62.31999969482422,60.7400016784668 2021-07-26,61.83000183105469,62.06999969482422,61.5 2021-07-27,62.33000183105469,62.90999984741211,61.61000061035156 2021-07-28,62.45000076293945,62.68000030517578,62.61000061035156 2021-07-29,63.810001373291016,64.18000030517578,62.400001525878906 2021-07-30,63.7599983215332,64.30999755859375,63.38999938964844 2021-08-02,63.540000915527344,64.38999938964844,64.2300033569336 2021-08-03,64.80000305175781,65.7300033569336,65.56999969482422 2021-08-04,66.02999877929688,66.23999786376953,65.05999755859375 2021-08-05,67.23999786376953,67.41999816894531,66.80000305175781 2021-08-06,67.58000183105469,67.7699966430664,67.55999755859375 2021-08-09,66.83999633789062,67.80999755859375,67.69999694824219 2021-08-10,65.80000305175781,67.0999984741211,66.81999969482422 2021-08-11,65.80999755859375,66.75,66.66999816894531 2021-08-12,66.0999984741211,66.13999938964844,65.5999984741211 2021-08-13,66.04000091552734,66.70999908447266,66.1500015258789 2021-08-16,65.4000015258789,65.93000030517578,65.69000244140625 2021-08-17,63.52000045776367,65.4000015258789,64.81999969482422 2021-08-18,63.18999862670898,64.2699966430664,63.47999954223633 2021-08-19,62.20000076293945,62.75,61.91999816894531 2021-08-20,63.310001373291016,63.810001373291016,62.34000015258789 2021-08-23,64.41999816894531,64.68000030517578,63.88999938964844 2021-08-24,64.44999694824219,64.8499984741211,64.41999816894531 2021-08-25,64.5199966430664,64.94999694824219,64.37999725341797 2021-08-26,64.2300033569336,64.87999725341797,64.7300033569336 2021-08-27,64.19999694824219,64.58999633789062,64.29000091552734 2021-08-30,64.30999755859375,64.97000122070312,64.31999969482422 2021-08-31,64.29000091552734,64.66999816894531,64.37999725341797 2021-09-01,64.5199966430664,64.87999725341797,64.25 2021-09-02,64.44999694824219,65.0,65.0 2021-09-03,64.44000244140625,65.16999816894531,64.22000122070312 2021-09-07,62.77000045776367,64.19999694824219,64.11000061035156 2021-09-08,63.06999969482422,63.150001525878906,62.41999816894531 2021-09-09,62.90999984741211,63.88999938964844,63.04999923706055 2021-09-10,62.7599983215332,63.619998931884766,63.20000076293945 2021-09-13,63.31999969482422,64.01000213623047,63.9900016784668 2021-09-14,63.38999938964844,64.06999969482422,63.650001525878906 2021-09-15,64.62000274658203,64.83999633789062,63.25 2021-09-16,66.63999938964844,66.66000366210938,64.5 2021-09-17,66.4800033569336,67.05000305175781,66.66000366210938 2021-09-20,62.45000076293945,64.45999908447266,64.0199966430664 2021-09-21,63.540000915527344,63.959999084472656,63.36000061035156 2021-09-22,63.59999847412109,64.2300033569336,64.1500015258789 2021-09-23,63.650001525878906,64.30999755859375,63.88999938964844 2021-09-24,62.02999877929688,63.5099983215332,63.18999862670898 2021-09-27,61.52999877929688,62.16999816894531,61.77999877929688 2021-09-28,60.02000045776367,61.13999938964844,61.0 2021-09-29,60.84000015258789,61.209999084472656,60.34999847412109 2021-09-30,60.880001068115234,61.72999954223633,61.02999877929688 2021-10-01,61.68000030517578,62.06999969482422,61.34999847412109 2021-10-04,60.27000045776367,61.900001525878906,61.59999847412109 2021-10-05,61.880001068115234,62.25,60.790000915527344 2021-10-06,61.86000061035156,62.380001068115234,61.2599983215332 2021-10-07,63.380001068115234,64.4000015258789,62.81999969482422 2021-10-08,65.51000213623047,65.73999786376953,63.369998931884766 2021-10-11,65.43000030517578,67.33000183105469,66.02999877929688 2021-10-12,65.29000091552734,65.98999786376953,65.70999908447266 2021-10-13,65.7699966430664,66.19999694824219,66.08000183105469 2021-10-14,66.80999755859375,66.91999816894531,66.54000091552734 2021-10-15,66.20999908447266,67.5,67.48999786376953 2021-10-18,67.12999725341797,67.1500015258789,66.3499984741211 2021-10-19,68.51000213623047,68.52999877929688,67.52999877929688 2021-10-20,70.58000183105469,70.58999633789062,69.01000213623047 2021-10-21,73.12000274658203,73.16000366210938,70.45999908447266 2021-10-22,73.54000091552734,73.83000183105469,73.0 2021-10-25,74.86000061035156,75.08999633789062,74.25 2021-10-26,76.55000305175781,77.04000091552734,75.58999633789062 2021-10-27,76.33999633789062,76.8499984741211,76.08999633789062 2021-10-28,79.25,79.29000091552734,76.44999694824219 2021-10-29,79.66999816894531,79.73999786376953,78.41000366210938 2021-11-01,77.6500015258789,80.0,79.98999786376953 2021-11-02,80.76000213623047,80.98999786376953,75.3499984741211 2021-11-03,83.4000015258789,83.44000244140625,81.25 2021-11-04,81.08000183105469,83.9000015258789,83.86000061035156 2021-11-05,80.27999877929688,81.93000030517578,81.55000305175781 2021-11-08,78.93000030517578,80.69000244140625,79.5 2021-11-09,79.6500015258789,79.80000305175781,79.12999725341797 2021-11-10,76.06999969482422,78.70999908447266,78.33000183105469 2021-11-11,78.0999984741211,78.36000061035156,76.97000122070312 2021-11-12,78.77999877929688,78.94000244140625,78.0 2021-11-15,77.7699966430664,79.08000183105469,78.83999633789062 2021-11-16,78.13999938964844,78.37999725341797,77.02999877929688 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2022-01-27,66.0,67.72000122070312,66.30999755859375 2022-01-28,68.19000244140625,68.2300033569336,66.08999633789062 2022-01-31,71.16000366210938,71.22000122070312,68.22000122070312 2022-02-01,72.45999908447266,72.4800033569336,71.66000366210938 2022-02-02,73.18000030517578,73.30000305175781,73.0 2022-02-03,70.91000366210938,72.16999816894531,71.2699966430664 2022-02-04,70.93000030517578,71.58000183105469,70.41000366210938 2022-02-07,70.7300033569336,71.61000061035156,70.8499984741211 2022-02-08,66.37999725341797,68.6500015258789,67.62000274658203 2022-02-09,68.83000183105469,69.30000305175781,67.5 2022-02-10,66.0,68.81999969482422,67.0 2022-02-11,62.7599983215332,66.25,66.01000213623047 2022-02-14,60.56999969482422,62.72999954223633,62.060001373291016 ","date,10-day,close 2021-04-27,55.615211405898584,56.63999938964844 2021-04-28,56.5306356333723,56.709999084472656 2021-04-29,57.16909059466738,56.810001373291016 2021-04-30,57.38853587526264,56.58000183105469 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2021-10-29,79.48702905828303,79.66999816894531 2021-11-01,79.86646353211064,77.6500015258789 2021-11-02,80.32755527688998,80.76000213623047 2021-11-03,81.44306148952906,83.4000015258789 2021-11-04,82.17701185592496,81.08000183105469 2021-11-05,82.21325406931868,80.27999877929688 2021-11-08,81.4749302642514,78.93000030517578 2021-11-09,80.57718250775577,79.6500015258789 2021-11-10,78.89565690936463,76.06999969482422 2021-11-11,77.72407040836835,78.0999984741211 2021-11-12,77.30253446174392,78.77999877929688 2021-11-15,77.28954359883011,77.7699966430664 2021-11-16,77.46040183943931,78.13999938964844 2021-11-17,77.85648297396573,78.5 2021-11-18,78.18965633662059,78.41000366210938 2021-11-19,78.35611137621329,78.30999755859375 2021-11-22,78.41132447213836,78.30000305175781 2021-11-23,78.01702168011906,76.68000030517578 2021-11-24,77.41479908336294,76.70999908447266 2021-11-26,76.27274750988893,74.3499984741211 2021-11-29,75.57031203761245,76.30999755859375 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2021-12-31,75.84471641309334,74.5 2022-01-03,74.77188719161833,73.5199966430664 2022-01-04,74.03785606153083,74.30999755859375 2022-01-05,72.47085694592408,68.9800033569336 2022-01-06,71.05460467868382,70.58999633789062 2022-01-07,69.74241319136188,69.5 2022-01-10,68.89284733473653,69.30999755859375 2022-01-11,68.97448399091007,71.68000030517578 2022-01-12,69.89592849269057,72.13999938964844 2022-01-13,70.45416133379695,69.86000061035156 2022-01-14,70.46199033332594,69.4000015258789 2022-01-18,69.74775821416067,67.95999908447266 2022-01-19,68.51614127110953,66.87999725341797 2022-01-20,67.30762607304737,67.08000183105469 2022-01-21,66.24022199072017,65.81999969482422 2022-01-24,65.40944519813614,65.41000366210938 2022-01-25,64.73916334672407,64.76000213623047 2022-01-26,64.27477954132388,64.52999877929688 2022-01-27,64.35964763140437,66.0 2022-01-28,65.32903138748323,68.19000244140625 2022-01-31,67.35930470167987,71.16000366210938 2022-02-01,69.88430452443133,72.45999908447266 2022-02-02,72.25891022345033,73.18000030517578 2022-02-03,73.34783986409505,70.91000366210938 2022-02-04,73.33667821402501,70.93000030517578 2022-02-07,72.59247660010752,70.7300033569336 2022-02-08,70.6517384153424,66.37999725341797 2022-02-09,69.01175831496114,68.83000183105469 2022-02-10,67.36496992014877,66.0 2022-02-11,65.36008040302933,62.7599983215332 2022-02-14,62.89518093147664,60.56999969482422 " 3348,US,technical,"How many break below events of the 20-day Hull Moving Average line occurred for Occidental Petroleum from July 18, 2025 to August 12, 2025? Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",2.0,medium,moving average,HMA = WMA_{\sqrt{n}}(2 * WMA_{n/2}(P) - WMA_n(P)),"date,close,high,open 2025-06-04,41.90999984741211,43.220001220703125,42.65999984741211 2025-06-05,41.81999969482422,42.31999969482422,42.27999877929688 2025-06-06,42.540000915527344,42.84000015258789,42.130001068115234 2025-06-09,43.2400016784668,43.630001068115234,43.0 2025-06-10,43.90999984741211,44.41999816894531,43.43999862670898 2025-06-11,44.84000015258789,44.970001220703125,44.369998931884766 2025-06-12,44.7599983215332,44.77000045776367,44.470001220703125 2025-06-13,46.45000076293945,46.63999938964844,46.560001373291016 2025-06-16,45.33000183105469,46.58000183105469,46.09000015258789 2025-06-17,45.97999954223633,46.709999084472656,45.97999954223633 2025-06-18,45.34999847412109,46.810001373291016,46.2599983215332 2025-06-20,45.630001068115234,45.900001525878906,45.560001373291016 2025-06-23,43.95000076293945,47.33000183105469,46.88999938964844 2025-06-24,42.47999954223633,43.54999923706055,42.630001068115234 2025-06-25,42.41999816894531,42.84000015258789,42.43000030517578 2025-06-26,43.15999984741211,43.2400016784668,42.5 2025-06-27,42.59999847412109,43.310001373291016,43.29999923706055 2025-06-30,42.0099983215332,42.43999862670898,42.38999938964844 2025-07-01,42.86000061035156,43.2400016784668,42.06999969482422 2025-07-02,43.93000030517578,44.02999877929688,43.43000030517578 2025-07-03,43.79999923706055,44.060001373291016,43.75 2025-07-07,43.34999847412109,44.16999816894531,43.5099983215332 2025-07-08,45.75,45.869998931884766,43.36000061035156 2025-07-09,45.56999969482422,45.84999847412109,45.58000183105469 2025-07-10,45.84999847412109,45.95000076293945,45.290000915527344 2025-07-11,46.310001373291016,46.43999862670898,45.68999862670898 2025-07-14,45.06999969482422,45.959999084472656,45.959999084472656 2025-07-15,42.68999862670898,45.13999938964844,44.93999862670898 2025-07-16,42.630001068115234,43.060001373291016,42.900001525878906 2025-07-17,43.54999923706055,43.619998931884766,42.58000183105469 2025-07-18,43.619998931884766,44.54999923706055,44.02999877929688 2025-07-21,43.0,43.900001525878906,43.75 2025-07-22,43.560001373291016,43.83000183105469,43.150001525878906 2025-07-23,44.43999862670898,44.47999954223633,43.77999877929688 2025-07-24,44.630001068115234,44.880001068115234,44.33000183105469 2025-07-25,44.709999084472656,44.9900016784668,44.66999816894531 2025-07-28,45.54999923706055,45.61000061035156,45.09999847412109 2025-07-29,45.459999084472656,45.63999938964844,45.41999816894531 2025-07-30,44.40999984741211,45.22999954223633,45.119998931884766 2025-07-31,43.93999862670898,44.79999923706055,43.91999816894531 2025-08-01,43.40999984741211,43.72999954223633,43.59000015258789 2025-08-04,42.86000061035156,43.4900016784668,42.84000015258789 2025-08-05,43.08000183105469,43.130001068115234,42.9900016784668 2025-08-06,42.540000915527344,43.83000183105469,43.310001373291016 2025-08-07,43.59000015258789,45.130001068115234,43.900001525878906 2025-08-08,44.31999969482422,44.86000061035156,43.709999084472656 2025-08-11,43.709999084472656,44.45000076293945,44.34999847412109 2025-08-12,44.150001525878906,44.7400016784668,43.869998931884766 ","date,20-day,close 2025-07-08,42.90953123216505,45.75 2025-07-09,43.461630860035555,45.56999969482422 2025-07-10,44.1150680717039,45.84999847412109 2025-07-11,44.81759902937587,46.310001373291016 2025-07-14,45.331306997026715,45.06999969482422 2025-07-15,45.42103817927373,42.68999862670898 2025-07-16,45.181861701569005,42.630001068115234 2025-07-17,44.83257557063907,43.54999923706055 2025-07-18,44.47997291251178,43.619998931884766 2025-07-21,44.10905387184837,43.0 2025-07-22,43.77635792802422,43.560001373291016 2025-07-23,43.58288519508394,44.43999862670898 2025-07-24,43.53746281083012,44.630001068115234 2025-07-25,43.63085454800428,44.709999084472656 2025-07-28,43.915241880045315,45.54999923706055 2025-07-29,44.301323125764924,45.459999084472656 2025-07-30,44.59852821432666,44.40999984741211 2025-07-31,44.7360899635414,43.93999862670898 2025-08-01,44.6800699815296,43.40999984741211 2025-08-04,44.44708822886149,42.86000061035156 2025-08-05,44.14665041737743,43.08000183105469 2025-08-06,43.7646698110341,42.540000915527344 2025-08-07,43.47339991879154,43.59000015258789 2025-08-08,43.35041040957232,44.31999969482422 2025-08-11,43.28398651734059,43.709999084472656 2025-08-12,43.319514300689036,44.150001525878906 " 3349,US,technical,"During September 07, 2020 to March 27, 2021, count the number of times KeyCorp's close price break above the 5-day Hull Moving Average line. Using unadjusted prices, write down the indicator formula, collect the raw data, calculate the answer, and keep four decimal places. Please list the raw data and key calculation process.",36.0,medium,moving average,HMA = WMA_{\sqrt{n}}(2 * WMA_{n/2}(P) - WMA_n(P)),"date,close,high,open 2020-08-27,12.670000076293944,12.720000267028809,12.300000190734863 2020-08-28,12.770000457763672,12.84000015258789,12.760000228881836 2020-08-31,12.31999969482422,12.59000015258789,12.550000190734863 2020-09-01,12.529999732971191,12.609999656677246,12.1899995803833 2020-09-02,12.710000038146973,12.760000228881836,12.520000457763672 2020-09-03,12.630000114440918,13.220000267028809,12.8100004196167 2020-09-04,12.890000343322754,13.140000343322754,12.979999542236328 2020-09-08,12.520000457763672,12.699999809265137,12.619999885559082 2020-09-09,12.550000190734863,12.68000030517578,12.609999656677246 2020-09-10,12.289999961853027,12.829999923706056,12.670000076293944 2020-09-11,12.359999656677246,12.470000267028809,12.279999732971191 2020-09-14,12.8100004196167,12.859999656677246,12.5 2020-09-15,12.529999732971191,12.850000381469728,12.8100004196167 2020-09-16,12.710000038146973,12.979999542236328,12.550000190734863 2020-09-17,12.68000030517578,12.770000457763672,12.5 2020-09-18,12.649999618530272,12.75,12.59000015258789 2020-09-21,12.050000190734863,12.449999809265137,12.3100004196167 2020-09-22,11.739999771118164,12.149999618530272,12.050000190734863 2020-09-23,11.539999961853027,12.050000190734863,11.84000015258789 2020-09-24,11.550000190734863,11.84000015258789,11.56999969482422 2020-09-25,11.710000038146973,11.770000457763672,11.43000030517578 2020-09-28,12.130000114440918,12.1899995803833,11.9399995803833 2020-09-29,11.829999923706056,12.09000015258789,12.09000015258789 2020-09-30,11.93000030517578,12.109999656677246,11.93000030517578 2020-10-01,11.920000076293944,12.079999923706056,11.970000267028809 2020-10-02,12.220000267028809,12.34000015258789,11.6899995803833 2020-10-05,12.760000228881836,12.779999732971191,12.399999618530272 2020-10-06,12.600000381469728,13.210000038146973,12.960000038146973 2020-10-07,13.15999984741211,13.329999923706056,12.789999961853027 2020-10-08,13.3100004196167,13.399999618530272,13.229999542236328 2020-10-09,13.119999885559082,13.40999984741211,13.390000343322754 2020-10-12,13.289999961853027,13.350000381469728,13.140000343322754 2020-10-13,12.8100004196167,13.210000038146973,13.170000076293944 2020-10-14,12.670000076293944,12.989999771118164,12.829999923706056 2020-10-15,12.979999542236328,12.989999771118164,12.529999732971191 2020-10-16,12.93000030517578,13.010000228881836,12.970000267028809 2020-10-19,12.779999732971191,13.109999656677246,12.989999771118164 2020-10-20,13.079999923706056,13.329999923706056,13.0 2020-10-21,12.420000076293944,12.770000457763672,12.5 2020-10-22,13.079999923706056,13.109999656677246,12.479999542236328 2020-10-23,13.449999809265137,13.489999771118164,13.239999771118164 2020-10-26,13.0,13.229999542236328,13.09000015258789 2020-10-27,12.630000114440918,12.970000267028809,12.90999984741211 2020-10-28,12.399999618530272,12.619999885559082,12.350000381469728 2020-10-29,12.75,12.859999656677246,12.31999969482422 2020-10-30,12.979999542236328,12.989999771118164,12.65999984741211 2020-11-02,13.43000030517578,13.520000457763672,13.130000114440918 2020-11-03,13.770000457763672,13.9399995803833,13.75 2020-11-04,12.539999961853027,13.34000015258789,13.34000015258789 2020-11-05,13.15999984741211,13.3100004196167,12.619999885559082 2020-11-06,12.81999969482422,13.5600004196167,13.34000015258789 2020-11-09,15.199999809265137,15.399999618530272,14.229999542236328 2020-11-10,15.550000190734863,15.59000015258789,15.359999656677246 2020-11-11,15.020000457763672,15.609999656677246,15.579999923706056 2020-11-12,14.479999542236328,14.8100004196167,14.779999732971191 2020-11-13,14.869999885559082,14.9399995803833,14.68000030517578 2020-11-16,15.800000190734863,15.84000015258789,15.600000381469728 2020-11-17,15.670000076293944,15.789999961853027,15.449999809265137 2020-11-18,15.510000228881836,16.020000457763672,15.779999732971191 2020-11-19,15.619999885559082,15.649999618530272,15.329999923706056 2020-11-20,15.329999923706056,15.520000457763672,15.5 2020-11-23,15.65999984741211,15.899999618530272,15.640000343322754 2020-11-24,16.75,16.760000228881836,16.1299991607666 2020-11-25,16.510000228881836,16.559999465942383,16.450000762939453 2020-11-27,16.329999923706055,16.59000015258789,16.43000030517578 2020-11-30,15.460000038146973,16.18000030517578,16.020000457763672 2020-12-01,15.84000015258789,16.1200008392334,15.899999618530272 2020-12-02,15.949999809265137,16.170000076293945,15.729999542236328 2020-12-03,15.960000038146973,16.110000610351562,16.010000228881836 2020-12-04,16.1200008392334,16.309999465942383,16.1200008392334 2020-12-07,15.869999885559082,15.979999542236328,15.970000267028809 2020-12-08,15.960000038146973,16.059999465942383,15.75 2020-12-09,16.049999237060547,16.3799991607666,16.200000762939453 2020-12-10,16.079999923706055,16.15999984741211,15.979999542236328 2020-12-11,15.84000015258789,15.989999771118164,15.81999969482422 2020-12-14,15.43000030517578,16.1299991607666,16.1299991607666 2020-12-15,15.6899995803833,15.699999809265137,15.619999885559082 2020-12-16,15.760000228881836,15.770000457763672,15.770000457763672 2020-12-17,15.579999923706056,15.770000457763672,15.739999771118164 2020-12-18,15.420000076293944,15.65999984741211,15.630000114440918 2020-12-21,15.75,15.920000076293944,15.619999885559082 2020-12-22,15.739999771118164,15.93000030517578,15.800000190734863 2020-12-23,16.329999923706055,16.420000076293945,15.949999809265137 2020-12-24,16.190000534057617,16.399999618530273,16.3799991607666 2020-12-28,16.25,16.520000457763672,16.34000015258789 2020-12-29,15.970000267028809,16.309999465942383,16.280000686645508 2020-12-30,16.25,16.31999969482422,16.010000228881836 2020-12-31,16.40999984741211,16.440000534057617,16.229999542236328 2021-01-04,16.290000915527344,16.579999923706055,16.579999923706055 2021-01-05,16.549999237060547,16.760000228881836,16.309999465942383 2021-01-06,18.15999984741211,18.309999465942383,17.260000228881836 2021-01-07,18.489999771118164,18.809999465942383,18.489999771118164 2021-01-08,18.239999771118164,18.46999931335449,18.450000762939453 2021-01-11,18.479999542236328,18.5,18.0 2021-01-12,18.84000015258789,18.959999084472656,18.63999938964844 2021-01-13,18.790000915527344,18.8799991607666,18.700000762939453 2021-01-14,18.93000030517578,19.21999931335449,18.950000762939453 2021-01-15,18.40999984741211,18.739999771118164,18.540000915527344 2021-01-19,18.549999237060547,18.57999992370605,18.51000022888184 2021-01-20,18.290000915527344,18.479999542236328,18.440000534057617 2021-01-21,18.149999618530277,18.8799991607666,18.299999237060547 2021-01-22,18.200000762939453,18.34000015258789,17.969999313354492 2021-01-25,17.780000686645508,18.020000457763672,18.020000457763672 2021-01-26,17.459999084472656,18.07999992370605,17.989999771118164 2021-01-27,16.719999313354492,17.149999618530273,17.040000915527344 2021-01-28,17.31999969482422,17.43000030517578,17.06999969482422 2021-01-29,16.860000610351562,17.440000534057617,17.219999313354492 2021-02-01,17.15999984741211,17.209999084472656,17.020000457763672 2021-02-02,17.670000076293945,17.8799991607666,17.450000762939453 2021-02-03,18.06999969482422,18.07999992370605,17.700000762939453 2021-02-04,18.709999084472656,18.90999984741211,18.149999618530277 2021-02-05,18.56999969482422,19.01000022888184,18.920000076293945 2021-02-08,18.920000076293945,18.920000076293945,18.600000381469727 2021-02-09,18.940000534057617,18.979999542236328,18.82999992370605 2021-02-10,18.959999084472656,19.21999931335449,19.030000686645508 2021-02-11,18.82999992370605,19.049999237060547,18.90999984741211 2021-02-12,19.06999969482422,19.21999931335449,18.86000061035156 2021-02-16,19.790000915527344,19.8700008392334,19.3799991607666 2021-02-17,19.71999931335449,19.940000534057617,19.71999931335449 2021-02-18,19.479999542236328,19.61000061035156,19.520000457763672 2021-02-19,20.149999618530277,20.25,19.61000061035156 2021-02-22,20.489999771118164,20.63999938964844,20.100000381469727 2021-02-23,20.75,20.82999992370605,20.729999542236328 2021-02-24,21.540000915527344,21.559999465942383,20.899999618530277 2021-02-25,20.68000030517578,21.809999465942383,21.76000022888184 2021-02-26,20.13999938964844,20.6299991607666,20.420000076293945 2021-03-01,20.739999771118164,20.8700008392334,20.420000076293945 2021-03-02,20.649999618530277,20.8799991607666,20.6299991607666 2021-03-03,20.63999938964844,21.3799991607666,20.790000915527344 2021-03-04,20.239999771118164,20.8799991607666,20.559999465942383 2021-03-05,20.65999984741211,20.920000076293945,20.81999969482422 2021-03-08,21.21999931335449,21.549999237060547,20.979999542236328 2021-03-09,20.459999084472656,20.899999618530277,20.8700008392334 2021-03-10,21.15999984741211,21.15999984741211,20.46999931335449 2021-03-11,21.100000381469727,21.26000022888184,20.959999084472656 2021-03-12,21.290000915527344,21.57999992370605,21.43000030517578 2021-03-15,20.8700008392334,21.36000061035156,21.25 2021-03-16,20.309999465942383,20.799999237060547,20.799999237060547 2021-03-17,20.3799991607666,20.82999992370605,20.670000076293945 2021-03-18,20.71999931335449,21.36000061035156,20.770000457763672 2021-03-19,20.38999938964844,20.68000030517578,20.40999984741211 2021-03-22,19.920000076293945,20.34000015258789,20.299999237060547 2021-03-23,19.26000022888184,19.86000061035156,19.670000076293945 2021-03-24,19.26000022888184,19.93000030517578,19.649999618530277 2021-03-25,19.88999938964844,20.01000022888184,19.149999618530277 2021-03-26,20.149999618530277,20.34000015258789,20.200000762939453 ","date,5-day,close 2020-09-03,12.71288899315728,12.630000114440918 2020-09-04,12.843333689371747,12.890000343322754 2020-09-08,12.71600053575304,12.520000457763672 2020-09-09,12.505778164333767,12.550000190734863 2020-09-10,12.313111135694713,12.289999961853027 2020-09-11,12.239999643961589,12.359999656677246 2020-09-14,12.604444440205894,12.8100004196167 2020-09-15,12.73377783033583,12.529999732971191 2020-09-16,12.697333251105414,12.710000038146973 2020-09-17,12.714889081319171,12.68000030517578 2020-09-18,12.678888829549152,12.649999618530272 2020-09-21,12.247777684529622,12.050000190734863 2020-09-22,11.67599991692437,11.739999771118164 2020-09-23,11.359999868604872,11.539999961853027 2020-09-24,11.343333435058591,11.550000190734863 2020-09-25,11.558222389221191,11.710000038146973 2020-09-28,12.006222343444826,12.130000114440918 2020-09-29,12.08133332994249,11.829999923706056 2020-09-30,11.946666802300347,11.93000030517578 2020-10-01,11.920222430759003,11.920000076293944 2020-10-02,12.120000224643283,12.220000267028809 2020-10-05,12.661778047349719,12.760000228881836 2020-10-06,12.878444798787436,12.600000381469728 2020-10-07,13.10777784983317,13.15999984741211 2020-10-08,13.43333346048991,13.3100004196167 2020-10-09,13.366888978746204,13.119999885559082 2020-10-12,13.281333223978677,13.289999961853027 2020-10-13,12.993777974446616,12.8100004196167 2020-10-14,12.616222508748372,12.670000076293944 2020-10-15,12.72599974738227,12.979999542236328 2020-10-16,12.942444313897028,12.93000030517578 2020-10-19,12.873111067877874,12.779999732971191 2020-10-20,12.957999844021268,13.079999923706056 2020-10-21,12.681333329942492,12.420000076293944 2020-10-22,12.746222241719565,13.079999923706056 2020-10-23,13.356666522555878,13.449999809265137 2020-10-26,13.357999886406793,13.0 2020-10-27,12.790666749742295,12.630000114440918 2020-10-28,12.31377762688531,12.399999618530272 2020-10-29,12.431555345323352,12.75 2020-10-30,12.884221903483073,12.979999542236328 2020-11-02,13.400888866848417,13.43000030517578 2020-11-03,13.871778297424319,13.770000457763672 2020-11-04,13.194000328911677,12.539999961853027 2020-11-05,12.771110979715985,13.15999984741211 2020-11-06,12.818444061279296,12.81999969482422 2020-11-09,14.352221870422362,15.199999809265137 2020-11-10,16.01888891855876,15.550000190734863 2020-11-11,15.900667148166235,15.020000457763672 2020-11-12,14.868888918558758,14.479999542236328 2020-11-13,14.546444087558323,14.869999885559082 2020-11-16,15.398888863457577,15.800000190734863 2020-11-17,15.993555747138132,15.670000076293944 2020-11-18,15.808000246683756,15.510000228881836 2020-11-19,15.618000051710341,15.619999885559082 2020-11-20,15.41955540974935,15.329999923706056 2020-11-23,15.481333139207628,15.65999984741211 2020-11-24,16.405999904208713,16.75 2020-11-25,16.93888905843099,16.510000228881836 2020-11-27,16.64688900841607,16.329999923706055 2020-11-30,15.766444439358182,15.460000038146973 2020-12-01,15.430888981289334,15.84000015258789 2020-12-02,15.757333289252388,15.949999809265137 2020-12-03,15.986666573418512,15.960000038146973 2020-12-04,16.12155611250136,16.1200008392334 2020-12-07,16.019333775838216,15.869999885559082 2020-12-08,15.909555519951715,15.960000038146973 2020-12-09,15.995332717895506,16.049999237060547 2020-12-10,16.09377721150716,16.079999923706055 2020-12-11,15.95644448598226,15.84000015258789 2020-12-14,15.522667079501682,15.43000030517578 2020-12-15,15.435333315531414,15.6899995803833 2020-12-16,15.670666567484536,15.760000228881836 2020-12-17,15.677111138237848,15.579999923706056 2020-12-18,15.463777817620171,15.420000076293944 2020-12-21,15.562888929578994,15.75 2020-12-22,15.770222070482042,15.739999771118164 2020-12-23,16.19688869052463,16.329999923706055 2020-12-24,16.424444749620225,16.190000534057617 2020-12-28,16.356222576565216,16.25 2020-12-29,16.10733354356554,15.970000267028809 2020-12-30,16.09555564456516,16.25 2020-12-31,16.360222074720593,16.40999984741211 2021-01-04,16.417556020948624,16.290000915527344 2021-01-05,16.4988889058431,16.549999237060547 2021-01-06,17.684666124979653,18.15999984741211 2021-01-07,18.86888851589627,18.489999771118164 2021-01-08,18.866888639661997,18.239999771118164 2021-01-11,18.6059996287028,18.479999542236328 2021-01-12,18.789777670966256,18.84000015258789 2021-01-13,18.946222983466257,18.790000915527344 2021-01-14,18.987111960517037,18.93000030517578 2021-01-15,18.652666770087347,18.40999984741211 2021-01-19,18.4044436984592,18.549999237060547 2021-01-20,18.28977779812283,18.290000915527344 2021-01-21,18.110000271267367,18.149999618530277 2021-01-22,18.080667071872288,18.200000762939453 2021-01-25,17.870223066541886,17.780000686645508 2021-01-26,17.446666463216147,17.459999084472656 2021-01-27,16.771776665581598,16.719999313354492 2021-01-28,16.7917769961887,17.31999969482422 2021-01-29,16.931111399332682,16.860000610351562 2021-02-01,17.00800043741862,17.15999984741211 2021-02-02,17.50755564371745,17.670000076293945 2021-02-03,18.114888678656683,18.06999969482422 2021-02-04,18.762443627251518,18.709999084472656 2021-02-05,18.957332568698458,18.56999969482422 2021-02-08,18.99244435628255,18.920000076293945 2021-02-09,19.06933390299479,18.940000534057617 2021-02-10,19.050666512383355,18.959999084472656 2021-02-11,18.91977721320258,18.82999992370605 2021-02-12,18.97066633436415,19.06999969482422 2021-02-16,19.582000520494248,19.790000915527344 2021-02-17,19.985333506266276,19.71999931335449 2021-02-18,19.75711046854655,19.479999542236328 2021-02-19,19.929332690768778,20.149999618530277 2021-02-22,20.49955520629883,20.489999771118164 2021-02-23,20.904444419013128,20.75 2021-02-24,21.505778503417968,21.540000915527344 2021-02-25,21.299334165785048,20.68000030517578 2021-02-26,20.337777582804367,20.13999938964844 2021-03-01,20.260221566094298,20.739999771118164 2021-03-02,20.617999479505755,20.649999618530277 2021-03-03,20.70022163391114,20.63999938964844 2021-03-04,20.401332897610136,20.239999771118164 2021-03-05,20.413999854193793,20.65999984741211 2021-03-08,21.035555140177404,21.21999931335449 2021-03-09,20.92999907599555,20.459999084472656 2021-03-10,20.911110517713755,21.15999984741211 2021-03-11,21.175555843777122,21.100000381469727 2021-03-12,21.325334379408094,21.290000915527344 2021-03-15,21.105556784735786,20.8700008392334 2021-03-16,20.444222344292537,20.309999465942383 2021-03-17,20.115110058254665,20.3799991607666 2021-03-18,20.433554373847112,20.71999931335449 2021-03-19,20.53777694702148,20.38999938964844 2021-03-22,20.074666510687933,19.920000076293945 2021-03-23,19.306000391642254,19.26000022888184 2021-03-24,18.929556020100915,19.26000022888184 2021-03-25,19.444444232516826,19.88999938964844 2021-03-26,20.14755490620932,20.149999618530277 "