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Upload Stock AI training dataset

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Files changed (12) hide show
  1. .gitattributes +4 -0
  2. README.md +43 -0
  3. all.csv +3 -0
  4. all.jsonl +3 -0
  5. candidate_backtest.csv +396 -0
  6. candidate_backtest_metrics.json +22 -0
  7. metadata.json +46 -0
  8. supplemental/api_records.jsonl +3 -0
  9. supplemental/stocks.jsonl +24 -0
  10. test.csv +0 -0
  11. train.csv +3 -0
  12. validation.csv +0 -0
.gitattributes CHANGED
@@ -58,3 +58,7 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
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  # Video files - compressed
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  *.mp4 filter=lfs diff=lfs merge=lfs -text
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  *.webm filter=lfs diff=lfs merge=lfs -text
 
 
 
 
 
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  # Video files - compressed
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  *.mp4 filter=lfs diff=lfs merge=lfs -text
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  *.webm filter=lfs diff=lfs merge=lfs -text
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+ all.csv filter=lfs diff=lfs merge=lfs -text
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+ all.jsonl filter=lfs diff=lfs merge=lfs -text
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+ supplemental/api_records.jsonl filter=lfs diff=lfs merge=lfs -text
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+ train.csv filter=lfs diff=lfs merge=lfs -text
README.md ADDED
@@ -0,0 +1,43 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ ---
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+ pretty_name: day
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+ language:
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+ - ko
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+ configs:
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+ - config_name: default
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+ data_files:
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+ - split: train
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+ path: train.csv
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+ - split: validation
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+ path: validation.csv
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+ - split: test
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+ path: test.csv
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+ ---
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+
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+ # day
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+
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+ ํ† ์Šค์ฆ๊ถŒ Open API์—์„œ ์ˆ˜์ง‘ํ•œ ์ฃผ์‹ ์‹œ๊ณ„์—ด ํŠน์ง•๊ณผ ๋ฏธ๋ž˜ ์ˆ˜์ต๋ฅ  ๋ผ๋ฒจ์ž…๋‹ˆ๋‹ค. ๊ธฐ๋ณธ์ ์œผ๋กœ ๋น„๊ณต๊ฐœ ์ €์žฅ์†Œ ์—…๋กœ๋“œ๋ฅผ ๊ถŒ์žฅํ•ฉ๋‹ˆ๋‹ค. ์‹œ์žฅ ๋ฐ์ดํ„ฐ์˜ ๊ณต๊ฐœ ์žฌ๋ฐฐํฌ ๊ถŒ๋ฆฌ๋Š” ํ† ์Šค์ฆ๊ถŒ ์•ฝ๊ด€๊ณผ ๋ณ„๋„ ๊ณ„์•ฝ์„ ํ™•์ธํ•ด์•ผ ํ•ฉ๋‹ˆ๋‹ค.
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+
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+ ## Files
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+
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+ - all.csv / all.jsonl: ์ˆ˜์ง‘๋œ ์ „์ฒด bar์™€ ๊ณ„์‚ฐ ํŠน์ง•
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+ - train.csv, validation.csv, test.csv: 20 bar ๋ผ๋ฒจ์ด ์™„์„ฑ๋œ ์‹œ๊ฐ„ ์ˆœ์„œ ๋ถ„ํ• 
24
+ - supplemental/stocks.jsonl: ์„ ํƒ ์ข…๋ชฉ ๊ธฐ๋ณธ์ •๋ณด ์›๋ณธ
25
+ - supplemental/api_records.jsonl: ์„ ํƒ ์ข…๋ชฉ๊ณผ ์‹œ์žฅ ๊ณตํ†ต API ์‘๋‹ต ์›๋ณธ
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+ - candidate_backtest.csv / candidate_backtest_metrics.json: ํ›„๋ณด ๊ทœ์น™์˜ ์‹œ๊ฐ„์ˆœ ๋ชจ์˜ ์ฒด๊ฒฐ ์š”์•ฝ
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+ - metadata.json: ์ˆ˜์ง‘ ์„ค์ •๊ณผ ํ–‰ ๊ฐœ์ˆ˜
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+
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+ ## Method
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+
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+ - Source: Toss Securities Open API, retrieved by the dataset owner
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+ - Interval: 1d
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+ - Indicators: RSI(14), MACD(12,26,9), SMA(20/50/60), ATR(14), rolling volatility, Bollinger bands, volume MA/ratio/z-score, OBV, disparity, normalized MACD/ATR, price gaps and log turnover
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+ - Signals: buy/sell candidate rules are heuristic features only. They are not guaranteed profitable signals.
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+ - Candidate backtest: signals are observed after bar close, entry/exit use the next bar open, maximum holding is 20 bars, and trades do not cross dataset splits. Net return subtracts an illustrative 0.30% round-trip cost; replace it with actual fee, tax and slippage.
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+ - Triple-barrier label: target_tp5_sl3_5bar is +1 if +5% is reached first, -1 if -3% is reached first, and 0 if neither is reached within five bars. If both barriers appear in one candle, stop loss is assumed first.
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+ - Targets: forward returns at 1, 5 and 20 bars; target_up_5bar uses a zero-return threshold
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+ - Splits use chronological timestamps and require a completed 20-bar forward label. Labels crossing train/validation boundaries are omitted.
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+ - Per-stock investor flow fields are net buying volume, not monetary amount. Market index investor-trading responses in supplemental data contain buy/sell amounts.
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+ - Historical investor data can have provider update times after the trading date. Check investor_updated_at before using flow fields in point-in-time backtests.
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+ - Toss does not expose S&P 500, Nasdaq, VIX, US Treasury 10Y, fundamentals, earnings consensus, news sentiment, or search trends in this dataset. Add separately licensed providers for those features.
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+
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+ This dataset is for research and educational use. It is not financial advice. Past patterns do not guarantee future results.
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82
+ "029780","train","2010-09-03T00:00:00.000+09:00","2010-09-08T00:00:00.000+09:00",3,-0.0397111913357,-0.0427111913357
83
+ "029780","train","2010-09-14T00:00:00.000+09:00","2010-10-01T00:00:00.000+09:00",10,0.0248667850799,0.0218667850799
84
+ "029780","train","2010-10-04T00:00:00.000+09:00","2010-10-12T00:00:00.000+09:00",6,-0.0319865319865,-0.0349865319865
85
+ "029780","train","2010-11-05T00:00:00.000+09:00","2010-11-12T00:00:00.000+09:00",5,0,-0.003
86
+ "029780","train","2010-11-19T00:00:00.000+09:00","2010-12-09T00:00:00.000+09:00",14,0.0451505016722,0.0421505016722
87
+ "029780","train","2011-04-26T00:00:00.000+09:00","2011-04-28T00:00:00.000+09:00",2,-0.0322580645161,-0.0352580645161
88
+ "029780","train","2014-04-24T00:00:00.000+09:00","2014-05-26T00:00:00.000+09:00",19,0.0884831460674,0.0854831460674
89
+ "029780","train","2014-06-10T00:00:00.000+09:00","2014-07-03T00:00:00.000+09:00",17,0.068578553616,0.065578553616
90
+ "029780","train","2014-07-24T00:00:00.000+09:00","2014-08-19T00:00:00.000+09:00",17,0.0637583892617,0.0607583892617
91
+ "029780","train","2014-09-19T00:00:00.000+09:00","2014-09-30T00:00:00.000+09:00",7,-0.0420650095602,-0.0450650095602
92
+ "029780","train","2014-10-01T00:00:00.000+09:00","2014-10-02T00:00:00.000+09:00",1,-0.0413461538462,-0.0443461538462
93
+ "029780","train","2016-03-18T00:00:00.000+09:00","2016-03-31T00:00:00.000+09:00",9,-0.0104438642298,-0.0134438642298
94
+ "029780","train","2016-04-04T00:00:00.000+09:00","2016-04-14T00:00:00.000+09:00",7,-0.0228426395939,-0.0258426395939
95
+ "029780","train","2016-04-15T00:00:00.000+09:00","2016-04-19T00:00:00.000+09:00",2,-0.0240811153359,-0.0270811153359
96
+ "029780","train","2016-06-07T00:00:00.000+09:00","2016-06-27T00:00:00.000+09:00",14,0.079283887468,0.076283887468
97
+ "029780","train","2016-07-13T00:00:00.000+09:00","2016-07-26T00:00:00.000+09:00",9,-0.0382882882883,-0.0412882882883
98
+ "029780","train","2017-12-05T00:00:00.000+09:00","2017-12-28T00:00:00.000+09:00",16,0.01152368758,0.00852368758003
99
+ "029780","train","2018-06-12T00:00:00.000+09:00","2018-06-18T00:00:00.000+09:00",3,-0.0692695214106,-0.0722695214106
100
+ "029780","train","2018-06-28T00:00:00.000+09:00","2018-06-29T00:00:00.000+09:00",1,-0.016731016731,-0.019731016731
101
+ "029780","train","2019-04-25T00:00:00.000+09:00","2019-05-10T00:00:00.000+09:00",9,-0.0266666666667,-0.0296666666667
102
+ "029780","train","2019-05-27T00:00:00.000+09:00","2019-06-24T00:00:00.000+09:00",19,0.0284938941655,0.0254938941655
103
+ "029780","train","2019-11-11T00:00:00.000+09:00","2019-12-03T00:00:00.000+09:00",16,0.0361111111111,0.0331111111111
104
+ "029780","train","2019-12-12T00:00:00.000+09:00","2019-12-30T00:00:00.000+09:00",11,-0.0012853470437,-0.0042853470437
105
+ "029780","train","2021-04-28T00:00:00.000+09:00","2021-05-04T00:00:00.000+09:00",4,-0.0494350282486,-0.0524350282486
106
+ "029780","train","2021-06-29T00:00:00.000+09:00","2021-07-02T00:00:00.000+09:00",3,-0.0158501440922,-0.0188501440922
107
+ "029780","train","2022-05-02T00:00:00.000+09:00","2022-05-03T00:00:00.000+09:00",1,0.00301659125189,1.65912518854e-05
108
+ "029780","train","2022-05-26T00:00:00.000+09:00","2022-06-09T00:00:00.000+09:00",8,-0.0104633781764,-0.0134633781764
109
+ "034020","train","2023-01-10T00:00:00.000+09:00","2023-02-07T00:00:00.000+09:00",18,-0.04,-0.043
110
+ "034020","train","2023-02-23T00:00:00.000+09:00","2023-03-21T00:00:00.000+09:00",17,0.0509202453988,0.0479202453988
111
+ "034020","train","2023-07-14T00:00:00.000+09:00","2023-07-17T00:00:00.000+09:00",1,-0.0508744038156,-0.0538744038156
112
+ "053210","train","2011-09-07T00:00:00.000+09:00","2011-10-07T00:00:00.000+09:00",19,0.111926605505,0.108926605505
113
+ "053210","train","2012-08-28T00:00:00.000+09:00","2012-09-11T00:00:00.000+09:00",10,-0.00978473581213,-0.0127847358121
114
+ "053210","train","2012-09-20T00:00:00.000+09:00","2012-10-15T00:00:00.000+09:00",15,0.0879120879121,0.0849120879121
115
+ "053210","train","2012-11-06T00:00:00.000+09:00","2012-11-16T00:00:00.000+09:00",8,-0.0755555555556,-0.0785555555556
116
+ "053210","train","2012-12-07T00:00:00.000+09:00","2012-12-13T00:00:00.000+09:00",4,-0.0667701863354,-0.0697701863354
117
+ "053210","train","2012-12-21T00:00:00.000+09:00","2013-01-08T00:00:00.000+09:00",9,-0.00910470409712,-0.0121047040971
118
+ "053210","train","2013-01-18T00:00:00.000+09:00","2013-01-25T00:00:00.000+09:00",5,-0.0454545454545,-0.0484545454545
119
+ "053210","train","2013-02-05T00:00:00.000+09:00","2013-02-13T00:00:00.000+09:00",5,-0.0439882697947,-0.0469882697947
120
+ "053210","train","2014-01-10T00:00:00.000+09:00","2014-01-22T00:00:00.000+09:00",8,-0.0401337792642,-0.0431337792642
121
+ "053210","train","2015-05-26T00:00:00.000+09:00","2015-06-23T00:00:00.000+09:00",20,0.0026525198939,-0.000347480106101
122
+ "053210","train","2015-07-13T00:00:00.000+09:00","2015-08-06T00:00:00.000+09:00",18,0.0966981132075,0.0936981132075
123
+ "053210","train","2016-04-04T00:00:00.000+09:00","2016-04-05T00:00:00.000+09:00",1,-0.028901734104,-0.031901734104
124
+ "053210","train","2016-12-19T00:00:00.000+09:00","2016-12-21T00:00:00.000+09:00",2,-0.0165289256198,-0.0195289256198
125
+ "053210","train","2018-05-30T00:00:00.000+09:00","2018-06-01T00:00:00.000+09:00",2,-0.0413533834586,-0.0443533834586
126
+ "053210","train","2018-06-11T00:00:00.000+09:00","2018-06-19T00:00:00.000+09:00",5,-0.0485074626866,-0.0515074626866
127
+ "053210","train","2019-01-24T00:00:00.000+09:00","2019-01-25T00:00:00.000+09:00",1,-0.0171673819742,-0.0201673819742
128
+ "053210","train","2019-02-11T00:00:00.000+09:00","2019-02-18T00:00:00.000+09:00",5,-0.00436681222707,-0.00736681222707
129
+ "053210","train","2019-04-12T00:00:00.000+09:00","2019-04-19T00:00:00.000+09:00",5,-0.0326530612245,-0.0356530612245
130
+ "053210","train","2019-05-08T00:00:00.000+09:00","2019-05-09T00:00:00.000+09:00",1,-0.00836820083682,-0.0113682008368
131
+ "053210","train","2020-09-04T00:00:00.000+09:00","2020-09-08T00:00:00.000+09:00",2,0.0320088300221,0.0290088300221
132
+ "053210","train","2020-10-13T00:00:00.000+09:00","2020-10-16T00:00:00.000+09:00",3,-0.0493951612903,-0.0523951612903
133
+ "053210","train","2020-10-26T00:00:00.000+09:00","2020-11-02T00:00:00.000+09:00",5,-0.0175983436853,-0.0205983436853
134
+ "053210","train","2021-05-27T00:00:00.000+09:00","2021-06-22T00:00:00.000+09:00",18,0.0659898477157,0.0629898477157
135
+ "053210","train","2021-07-15T00:00:00.000+09:00","2021-07-27T00:00:00.000+09:00",8,-0.0386266094421,-0.0416266094421
136
+ "053210","train","2022-05-17T00:00:00.000+09:00","2022-05-20T00:00:00.000+09:00",3,-0.0520833333333,-0.0550833333333
137
+ "053280","train","2009-01-28T00:00:00.000+09:00","2009-02-16T00:00:00.000+09:00",13,0.0142857142857,0.0112857142857
138
+ "053280","train","2009-02-17T00:00:00.000+09:00","2009-03-03T00:00:00.000+09:00",10,0.0165363800361,0.0135363800361
139
+ "053280","train","2009-03-10T00:00:00.000+09:00","2009-03-24T00:00:00.000+09:00",10,0.0314918601548,0.0284918601548
140
+ "053280","train","2009-05-06T00:00:00.000+09:00","2009-05-21T00:00:00.000+09:00",11,-0.0372593665908,-0.0402593665908
141
+ "053280","train","2009-06-09T00:00:00.000+09:00","2009-06-18T00:00:00.000+09:00",7,-0.0714138286894,-0.0744138286894
142
+ "053280","train","2011-04-28T00:00:00.000+09:00","2011-04-29T00:00:00.000+09:00",1,-0.215941209723,-0.218941209723
143
+ "053280","train","2011-05-04T00:00:00.000+09:00","2011-05-09T00:00:00.000+09:00",2,-0.0769398907104,-0.0799398907104
144
+ "053280","train","2011-06-01T00:00:00.000+09:00","2011-06-21T00:00:00.000+09:00",13,0.0140366764772,0.0110366764772
145
+ "053280","train","2012-04-02T00:00:00.000+09:00","2012-04-09T00:00:00.000+09:00",5,-0.181436682301,-0.184436682301
146
+ "053280","train","2012-04-23T00:00:00.000+09:00","2012-04-24T00:00:00.000+09:00",1,-0.0747159090909,-0.0777159090909
147
+ "053280","train","2013-02-26T00:00:00.000+09:00","2013-03-27T00:00:00.000+09:00",20,0.374756199498,0.371756199498
148
+ "053280","train","2014-08-01T00:00:00.000+09:00","2014-08-18T00:00:00.000+09:00",10,0.0228922389726,0.0198922389726
149
+ "053280","train","2015-01-23T00:00:00.000+09:00","2015-02-12T00:00:00.000+09:00",14,0.0907530981888,0.0877530981888
150
+ "053280","train","2015-04-20T00:00:00.000+09:00","2015-05-07T00:00:00.000+09:00",11,-0.00555467386129,-0.00855467386129
151
+ "053280","train","2015-05-11T00:00:00.000+09:00","2015-06-03T00:00:00.000+09:00",16,0.222175556489,0.219175556489
152
+ "053280","train","2019-02-19T00:00:00.000+09:00","2019-02-21T00:00:00.000+09:00",2,0.00530191458027,0.00230191458027
153
+ "053280","train","2019-02-22T00:00:00.000+09:00","2019-02-28T00:00:00.000+09:00",4,-0.0118599942146,-0.0148599942146
154
+ "053280","train","2019-07-10T00:00:00.000+09:00","2019-07-12T00:00:00.000+09:00",2,-0.0194844733103,-0.0224844733103
155
+ "053280","train","2019-07-15T00:00:00.000+09:00","2019-07-16T00:00:00.000+09:00",1,-0.0538430744596,-0.0568430744596
156
+ "053280","train","2019-11-29T00:00:00.000+09:00","2019-12-18T00:00:00.000+09:00",13,0.0668036998972,0.0638036998972
157
+ "053280","train","2020-09-03T00:00:00.000+09:00","2020-09-25T00:00:00.000+09:00",16,0.597661188369,0.594661188369
158
+ "053280","train","2021-05-31T00:00:00.000+09:00","2021-06-17T00:00:00.000+09:00",13,0.156488549618,0.153488549618
159
+ "066570","train","2022-12-01T00:00:00.000+09:00","2022-12-08T00:00:00.000+09:00",5,-0.0940343781598,-0.0970343781598
160
+ "080220","train","2022-12-15T00:00:00.000+09:00","2022-12-22T00:00:00.000+09:00",5,-0.0135135135135,-0.0165135135135
161
+ "084680","train","2018-12-05T00:00:00.000+09:00","2018-12-24T00:00:00.000+09:00",13,0.237288135593,0.234288135593
162
+ "084680","train","2019-02-07T00:00:00.000+09:00","2019-02-19T00:00:00.000+09:00",8,-0.0250481695568,-0.0280481695568
163
+ "084680","train","2019-06-11T00:00:00.000+09:00","2019-06-28T00:00:00.000+09:00",13,0.0532258064516,0.0502258064516
164
+ "084680","train","2019-10-15T00:00:00.000+09:00","2019-11-12T00:00:00.000+09:00",20,0.625942684766,0.622942684766
165
+ "084680","train","2020-01-03T00:00:00.000+09:00","2020-01-09T00:00:00.000+09:00",4,-0.0426287744227,-0.0456287744227
166
+ "084680","train","2020-05-28T00:00:00.000+09:00","2020-06-10T00:00:00.000+09:00",9,-0.0851735015773,-0.0881735015773
167
+ "084680","train","2020-12-11T00:00:00.000+09:00","2020-12-15T00:00:00.000+09:00",2,-0.046875,-0.049875
168
+ "084680","train","2021-03-05T00:00:00.000+09:00","2021-03-11T00:00:00.000+09:00",4,-0.0323450134771,-0.0353450134771
169
+ "084680","train","2022-04-18T00:00:00.000+09:00","2022-05-04T00:00:00.000+09:00",12,0.0204460966543,0.0174460966543
170
+ "084680","train","2023-06-07T00:00:00.000+09:00","2023-06-13T00:00:00.000+09:00",4,-0.00965872504829,-0.0126587250483
171
+ "095570","train","2016-08-04T00:00:00.000+09:00","2016-08-17T00:00:00.000+09:00",8,-0.0526315789474,-0.0556315789474
172
+ "095570","train","2017-05-31T00:00:00.000+09:00","2017-06-26T00:00:00.000+09:00",17,0.100149476831,0.0971494768311
173
+ "095570","train","2019-04-03T00:00:00.000+09:00","2019-04-25T00:00:00.000+09:00",16,0.17816091954,0.17516091954
174
+ "095570","train","2021-01-06T00:00:00.000+09:00","2021-01-08T00:00:00.000+09:00",2,-0.0596562184024,-0.0626562184024
175
+ "095570","train","2021-06-22T00:00:00.000+09:00","2021-07-09T00:00:00.000+09:00",13,-0.0409836065574,-0.0439836065574
176
+ "095570","train","2021-07-15T00:00:00.000+09:00","2021-07-27T00:00:00.000+09:00",8,-0.0461049284579,-0.0491049284579
177
+ "095570","train","2022-03-22T00:00:00.000+09:00","2022-04-13T00:00:00.000+09:00",16,0.105172413793,0.102172413793
178
+ "095570","train","2022-05-19T00:00:00.000+09:00","2022-06-08T00:00:00.000+09:00",12,0.0147058823529,0.0117058823529
179
+ "095570","train","2022-08-19T00:00:00.000+09:00","2022-08-25T00:00:00.000+09:00",4,-0.0521212121212,-0.0551212121212
180
+ "289010","train","2020-01-15T00:00:00.000+09:00","2020-02-07T00:00:00.000+09:00",15,0.00963855421687,0.00663855421687
181
+ "289010","train","2020-03-31T00:00:00.000+09:00","2020-04-17T00:00:00.000+09:00",12,-0.275,-0.278
182
+ "289010","train","2022-08-19T00:00:00.000+09:00","2022-08-23T00:00:00.000+09:00",2,-0.043557168784,-0.046557168784
183
+ "289010","train","2023-02-24T00:00:00.000+09:00","2023-03-02T00:00:00.000+09:00",3,-0.0454545454545,-0.0484545454545
184
+ "289010","train","2023-03-27T00:00:00.000+09:00","2023-04-11T00:00:00.000+09:00",11,-0.0386740331492,-0.0416740331492
185
+ "403870","train","2023-03-06T00:00:00.000+09:00","2023-03-14T00:00:00.000+09:00",6,-0.0747384155456,-0.0777384155456
186
+ "403870","train","2023-03-20T00:00:00.000+09:00","2023-04-07T00:00:00.000+09:00",14,0.129032258065,0.126032258065
187
+ "AAPL","train","1992-02-26T14:00:00.000+09:00","1992-03-05T14:00:00.000+09:00",6,-0.0549721037086,-0.0579721037086
188
+ "AAPL","train","1992-12-23T14:00:00.000+09:00","1992-12-31T14:00:00.000+09:00",5,-0.024725785462,-0.027725785462
189
+ "AAPL","train","1993-01-07T14:00:00.000+09:00","1993-01-18T14:00:00.000+09:00",7,-0.03645927807,-0.03945927807
190
+ "AAPL","train","1993-11-17T14:00:00.000+09:00","1993-11-23T14:00:00.000+09:00",4,-0.0441370223979,-0.0471370223979
191
+ "AAPL","train","1994-10-06T13:00:00.000+09:00","1994-11-03T14:00:00.000+09:00",20,0.117171111777,0.114171111777
192
+ "AAPL","train","1995-02-10T14:00:00.000+09:00","1995-02-22T14:00:00.000+09:00",7,-0.0688061617458,-0.0718061617458
193
+ "AAPL","train","1996-10-02T13:00:00.000+09:00","1996-10-04T13:00:00.000+09:00",2,-0.031768610716,-0.034768610716
194
+ "AAPL","train","1997-05-15T13:00:00.000+09:00","1997-05-19T13:00:00.000+09:00",2,-0.0145110410095,-0.0175110410095
195
+ "AAPL","train","1997-10-13T13:00:00.000+09:00","1997-10-17T13:00:00.000+09:00",4,-0.0713934022649,-0.0743934022649
196
+ "AAPL","train","1998-02-19T14:00:00.000+09:00","1998-03-19T14:00:00.000+09:00",20,0.287553648069,0.284553648069
197
+ "AAPL","train","1998-04-21T13:00:00.000+09:00","1998-04-24T13:00:00.000+09:00",3,-0.0450867052023,-0.0480867052023
198
+ "AAPL","train","1998-05-06T13:00:00.000+09:00","1998-05-19T13:00:00.000+09:00",9,-0.0311211098613,-0.0341211098613
199
+ "AAPL","train","1998-06-11T13:00:00.000+09:00","1998-06-16T13:00:00.000+09:00",3,-0.0178784266985,-0.0208784266985
200
+ "AAPL","train","1998-08-11T13:00:00.000+09:00","1998-08-27T13:00:00.000+09:00",12,0.0394541679027,0.0364541679027
201
+ "AAPL","train","1999-06-04T13:00:00.000+09:00","1999-06-15T13:00:00.000+09:00",7,-0.0510348071496,-0.0540348071496
202
+ "AAPL","train","1999-07-07T13:00:00.000+09:00","1999-07-26T13:00:00.000+09:00",13,0.116075650118,0.113075650118
203
+ "AAPL","train","1999-08-12T13:00:00.000+09:00","1999-09-10T13:00:00.000+09:00",20,0.286933434478,0.283933434478
204
+ "AAPL","train","1999-10-15T13:00:00.000+09:00","1999-11-12T14:00:00.000+09:00",20,0.292755905512,0.289755905512
205
+ "AAPL","train","2000-03-02T14:00:00.000+09:00","2000-03-14T14:00:00.000+09:00",8,-0.0455066584355,-0.0485066584355
206
+ "AAPL","train","2000-03-22T14:00:00.000+09:00","2000-03-31T14:00:00.000+09:00",7,-0.0402361872628,-0.0432361872628
207
+ "AAPL","train","2001-03-07T14:00:00.000+09:00","2001-03-13T14:00:00.000+09:00",4,-0.11429322123,-0.11729322123
208
+ "AAPL","train","2001-03-23T14:00:00.000+09:00","2001-04-04T13:00:00.000+09:00",8,-0.104314720812,-0.107314720812
209
+ "AAPL","train","2001-04-19T13:00:00.000+09:00","2001-05-09T13:00:00.000+09:00",14,-0.0550197281894,-0.0580197281894
210
+ "AAPL","train","2002-01-03T14:00:00.000+09:00","2002-01-10T14:00:00.000+09:00",5,-0.0774287801315,-0.0804287801315
211
+ "AAPL","train","2003-03-18T14:00:00.000+09:00","2003-03-25T14:00:00.000+09:00",5,-0.0395670026129,-0.0425670026129
212
+ "AAPL","train","2003-06-19T13:00:00.000+09:00","2003-07-07T13:00:00.000+09:00",11,-0.00462829042522,-0.00762829042522
213
+ "AAPL","train","2003-07-08T13:00:00.000+09:00","2003-07-16T13:00:00.000+09:00",6,0.0229489386116,0.0199489386116
214
+ "AAPL","train","2003-07-18T13:00:00.000+09:00","2003-07-30T13:00:00.000+09:00",8,-0.0061629153269,-0.0091629153269
215
+ "AAPL","train","2003-08-22T13:00:00.000+09:00","2003-09-16T13:00:00.000+09:00",16,0.0182284980745,0.0152284980745
216
+ "AAPL","train","2003-10-08T13:00:00.000+09:00","2003-10-23T13:00:00.000+09:00",11,-0.0223988439306,-0.0253988439306
217
+ "AAPL","train","2004-02-12T14:00:00.000+09:00","2004-02-20T14:00:00.000+09:00",5,-0.0494440501538,-0.0524440501538
218
+ "AAPL","train","2004-03-01T14:00:00.000+09:00","2004-03-19T14:00:00.000+09:00",14,0.0667131566713,0.0637131566713
219
+ "AAPL","train","2004-08-25T13:00:00.000+09:00","2004-09-23T13:00:00.000+09:00",20,0.160758160758,0.157758160758
220
+ "AAPL","train","2005-01-11T14:00:00.000+09:00","2005-01-12T14:00:00.000+09:00",1,-0.0425793748462,-0.0455793748462
221
+ "AAPL","train","2005-04-11T13:00:00.000+09:00","2005-04-12T13:00:00.000+09:00",1,-0.0376078132927,-0.0406078132927
222
+ "AAPL","train","2005-09-08T13:00:00.000+09:00","2005-09-29T13:00:00.000+09:00",15,0.0380709219858,0.0350709219858
223
+ "AAPL","train","2005-10-21T13:00:00.000+09:00","2005-11-18T14:00:00.000+09:00",20,0.149014778325,0.146014778325
224
+ "AAPL","train","2006-09-06T13:00:00.000+09:00","2006-09-25T13:00:00.000+09:00",13,0.038406995982,0.035406995982
225
+ "AAPL","train","2006-11-10T14:00:00.000+09:00","2006-12-07T14:00:00.000+09:00",18,0.077516002547,0.074516002547
226
+ "AAPL","train","2007-04-26T13:00:00.000+09:00","2007-05-24T13:00:00.000+09:00",20,0.110318028992,0.107318028992
227
+ "AAPL","train","2007-07-27T13:00:00.000+09:00","2007-07-31T13:00:00.000+09:00",2,-0.0220260098447,-0.0250260098447
228
+ "AAPL","train","2008-04-21T13:00:00.000+09:00","2008-05-16T13:00:00.000+09:00",19,0.171994752468,0.168994752468
229
+ "AAPL","train","2009-03-13T13:00:00.000+09:00","2009-04-13T13:00:00.000+09:00",20,0.246212892158,0.243212892158
230
+ "AAPL","train","2009-05-29T13:00:00.000+09:00","2009-06-15T13:00:00.000+09:00",11,0.00457045952765,0.00157045952765
231
+ "AAPL","train","2010-12-03T14:00:00.000+09:00","2010-12-16T14:00:00.000+09:00",9,0.012868978431,0.00986897843099
232
+ "AAPL","train","2011-01-05T14:00:00.000+09:00","2011-01-21T14:00:00.000+09:00",11,0.0128041734638,0.00980417346384
233
+ "AAPL","train","2013-11-29T14:00:00.000+09:00","2013-12-16T14:00:00.000+09:00",11,0.0100793404096,0.00707934040959
234
+ "AAPL","train","2014-01-23T14:00:00.000+09:00","2014-01-27T14:00:00.000+09:00",2,0.000234207538428,-0.00276579246157
235
+ "AAPL","train","2014-08-18T13:00:00.000+09:00","2014-09-04T13:00:00.000+09:00",12,0.00365519342065,0.000655193420652
236
+ "AAPL","train","2014-10-22T13:00:00.000+09:00","2014-11-19T14:00:00.000+09:00",20,0.12252042007,0.11952042007
237
+ "AAPL","train","2015-04-21T13:00:00.000+09:00","2015-05-01T13:00:00.000+09:00",8,-0.015612802498,-0.018612802498
238
+ "AAPL","train","2016-10-12T13:00:00.000+09:00","2016-10-24T13:00:00.000+09:00",8,-0.0021303792075,-0.0051303792075
239
+ "AAPL","train","2017-05-02T13:00:00.000+09:00","2017-05-22T13:00:00.000+09:00",14,0.0437847363427,0.0407847363427
240
+ "AAPL","train","2017-08-30T13:00:00.000+09:00","2017-09-07T13:00:00.000+09:00",5,-0.0104395604396,-0.0134395604396
241
+ "AAPL","train","2017-12-19T14:00:00.000+09:00","2017-12-27T14:00:00.000+09:00",5,-0.0281666000114,-0.0311666000114
242
+ "AAPL","train","2019-03-13T13:00:00.000+09:00","2019-03-29T13:00:00.000+09:00",12,0.0415912208505,0.0385912208505
243
+ "AAPL","train","2019-10-08T13:00:00.000+09:00","2019-11-05T14:00:00.000+09:00",20,0.138295987955,0.135295987955
244
+ "AAPL","train","2020-12-02T14:00:00.000+09:00","2020-12-31T14:00:00.000+09:00",20,0.0988362563514,0.0958362563514
245
+ "AAPL","train","2021-01-25T14:00:00.000+09:00","2021-02-01T14:00:00.000+09:00",5,-0.0651429370238,-0.0681429370238
246
+ "AAPL","train","2021-09-01T13:00:00.000+09:00","2021-09-13T13:00:00.000+09:00",7,-0.0143950795001,-0.0173950795001
247
+ "AAPL","train","2021-11-18T14:00:00.000+09:00","2021-12-17T14:00:00.000+09:00",20,0.105523388199,0.102523388199
248
+ "AAPL","train","2023-03-17T13:00:00.000+09:00","2023-04-12T13:00:00.000+09:00",17,0.0329318298309,0.0299318298309
249
+ "AAPL","train","2023-05-02T13:00:00.000+09:00","2023-05-03T13:00:00.000+09:00",1,-0.00346875183726,-0.00646875183726
250
+ "AAPL","train","2023-05-08T13:00:00.000+09:00","2023-05-17T13:00:00.000+09:00",7,-0.00446428571429,-0.00746428571429
251
+ "AAPL","train","2023-06-01T13:00:00.000+09:00","2023-06-27T13:00:00.000+09:00",17,0.0460889138998,0.0430889138998
252
+ "AMD","train","2023-03-09T14:00:00.000+09:00","2023-04-04T13:00:00.000+09:00",18,0.137741822019,0.134741822019
253
+ "AMD","train","2023-05-09T13:00:00.000+09:00","2023-06-07T13:00:00.000+09:00",20,0.307039730214,0.304039730214
254
+ "AMD","train","2023-07-18T13:00:00.000+09:00","2023-07-21T13:00:00.000+09:00",3,-0.0559761803488,-0.0589761803488
255
+ "AMD","train","2023-08-02T13:00:00.000+09:00","2023-08-03T13:00:00.000+09:00",1,-0.0882082182609,-0.0912082182609
256
+ "MSFT","train","2023-03-16T13:00:00.000+09:00","2023-04-13T13:00:00.000+09:00",19,0.0693237306989,0.0663237306989
257
+ "MSFT","train","2023-04-28T13:00:00.000+09:00","2023-05-16T13:00:00.000+09:00",12,0.0191441071017,0.0161441071017
258
+ "TSLA","train","2010-09-30T13:00:00.000+09:00","2010-10-01T13:00:00.000+09:00",1,-0.0595895547828,-0.0625895547828
259
+ "TSLA","train","2011-05-26T13:00:00.000+09:00","2011-06-08T13:00:00.000+09:00",8,-0.0131681673867,-0.0161681673867
260
+ "TSLA","train","2012-03-28T13:00:00.000+09:00","2012-04-05T13:00:00.000+09:00",6,-0.0709492992417,-0.0739492992417
261
+ "TSLA","train","2013-01-23T14:00:00.000+09:00","2013-02-14T14:00:00.000+09:00",16,0.103353749946,0.100353749946
262
+ "TSLA","train","2013-03-27T13:00:00.000+09:00","2013-04-25T13:00:00.000+09:00",20,0.331079745384,0.328079745384
263
+ "TSLA","train","2013-08-23T13:00:00.000+09:00","2013-09-10T13:00:00.000+09:00",11,0.0283374893711,0.0253374893711
264
+ "TSLA","train","2014-01-15T14:00:00.000+09:00","2014-02-06T14:00:00.000+09:00",15,0.0465983971505,0.0435983971505
265
+ "TSLA","train","2014-02-11T14:00:00.000+09:00","2014-03-11T13:00:00.000+09:00",19,0.188620926218,0.185620926218
266
+ "TSLA","train","2014-07-31T13:00:00.000+09:00","2014-08-25T13:00:00.000+09:00",17,0.126184244962,0.123184244962
267
+ "TSLA","train","2015-07-21T13:00:00.000+09:00","2015-07-22T13:00:00.000+09:00",1,-0.0325107063705,-0.0355107063705
268
+ "TSLA","train","2015-12-18T14:00:00.000+09:00","2016-01-05T14:00:00.000+09:00",10,-0.0280368414273,-0.0310368414273
269
+ "TSLA","train","2016-04-04T13:00:00.000+09:00","2016-04-14T13:00:00.000+09:00",8,0.0155708092486,0.0125708092486
270
+ "TSLA","train","2017-03-17T13:00:00.000+09:00","2017-03-22T13:00:00.000+09:00",3,-0.047125,-0.050125
271
+ "TSLA","train","2017-05-31T13:00:00.000+09:00","2017-06-27T13:00:00.000+09:00",19,0.114633582971,0.111633582971
272
+ "TSLA","train","2017-09-12T13:00:00.000+09:00","2017-09-25T13:00:00.000+09:00",9,-0.0311120073418,-0.0341120073418
273
+ "TSLA","train","2018-01-09T14:00:00.000+09:00","2018-02-05T14:00:00.000+09:00",18,0.00838256355174,0.00538256355174
274
+ "TSLA","train","2018-02-23T14:00:00.000+09:00","2018-03-02T14:00:00.000+09:00",5,-0.0599432479753,-0.0629432479753
275
+ "TSLA","train","2018-03-14T13:00:00.000+09:00","2018-03-15T13:00:00.000+09:00",1,-0.0219147817876,-0.0249147817876
276
+ "TSLA","train","2018-12-11T14:00:00.000+09:00","2018-12-18T14:00:00.000+09:00",5,-0.0523628784377,-0.0553628784377
277
+ "TSLA","train","2020-06-03T13:00:00.000+09:00","2020-06-25T13:00:00.000+09:00",16,0.0744833037483,0.0714833037483
278
+ "TSLA","train","2020-12-18T14:00:00.000+09:00","2020-12-23T14:00:00.000+09:00",3,-0.0548661143562,-0.0578661143562
279
+ "TSLA","train","2021-07-13T13:00:00.000+09:00","2021-07-15T13:00:00.000+09:00",2,-0.0406953439893,-0.0436953439893
280
+ "TSLA","train","2021-08-02T13:00:00.000+09:00","2021-08-17T13:00:00.000+09:00",11,-0.039057039057,-0.042057039057
281
+ "TSLA","train","2021-08-31T13:00:00.000+09:00","2021-09-21T13:00:00.000+09:00",14,0.00244215785745,-0.00055784214255
282
+ "TSLA","train","2021-09-28T13:00:00.000+09:00","2021-10-07T13:00:00.000+09:00",7,-0.00221036838076,-0.00521036838076
283
+ "TSLA","train","2021-10-13T13:00:00.000+09:00","2021-11-10T14:00:00.000+09:00",20,0.24669635811,0.24369635811
284
+ "TSLA","train","2022-09-13T13:00:00.000+09:00","2022-09-23T13:00:00.000+09:00",8,-0.0334926596108,-0.0364926596108
285
+ "004540","validation","2024-01-11T00:00:00.000+09:00","2024-01-18T00:00:00.000+09:00",5,-0.0356564019449,-0.0386564019449
286
+ "004540","validation","2024-01-19T00:00:00.000+09:00","2024-01-31T00:00:00.000+09:00",8,0.0205128205128,0.0175128205128
287
+ "005930","validation","2025-03-18T00:00:00.000+09:00","2025-03-27T00:00:00.000+09:00",8,0.047619047619,0.044619047619
288
+ "010170","validation","2024-11-11T00:00:00.000+09:00","2024-11-13T00:00:00.000+09:00",2,-0.0212765957447,-0.0242765957447
289
+ "011370","validation","2023-12-22T00:00:00.000+09:00","2024-01-03T00:00:00.000+09:00",5,-0.039039039039,-0.042039039039
290
+ "017800","validation","2023-09-25T00:00:00.000+09:00","2023-10-30T00:00:00.000+09:00",20,0.00229357798165,-0.000706422018349
291
+ "017800","validation","2023-12-18T00:00:00.000+09:00","2023-12-22T00:00:00.000+09:00",4,-0.0120746432492,-0.0150746432492
292
+ "017800","validation","2024-07-17T00:00:00.000+09:00","2024-07-24T00:00:00.000+09:00",5,-0.0948366701791,-0.0978366701791
293
+ "017800","validation","2024-10-21T00:00:00.000+09:00","2024-11-18T00:00:00.000+09:00",20,0.144444444444,0.141444444444
294
+ "017800","validation","2024-12-17T00:00:00.000+09:00","2024-12-30T00:00:00.000+09:00",8,-0.0665499124343,-0.0695499124343
295
+ "017800","validation","2025-01-23T00:00:00.000+09:00","2025-02-04T00:00:00.000+09:00",4,-0.0433145009416,-0.0463145009416
296
+ "020180","validation","2023-11-21T00:00:00.000+09:00","2023-11-28T00:00:00.000+09:00",5,-0.0245836637589,-0.0275836637589
297
+ "020180","validation","2023-12-21T00:00:00.000+09:00","2023-12-22T00:00:00.000+09:00",1,-0.028125,-0.031125
298
+ "020180","validation","2023-12-26T00:00:00.000+09:00","2023-12-28T00:00:00.000+09:00",2,-0.0203442879499,-0.0233442879499
299
+ "020180","validation","2024-01-08T00:00:00.000+09:00","2024-01-10T00:00:00.000+09:00",2,-0.030888030888,-0.033888030888
300
+ "029780","validation","2023-10-19T00:00:00.000+09:00","2023-10-23T00:00:00.000+09:00",2,0.00483870967742,0.00183870967742
301
+ "029780","validation","2023-10-31T00:00:00.000+09:00","2023-11-27T00:00:00.000+09:00",19,0.0333333333333,0.0303333333333
302
+ "029780","validation","2024-05-29T00:00:00.000+09:00","2024-06-05T00:00:00.000+09:00",5,-0.0263819095477,-0.0293819095477
303
+ "029780","validation","2024-07-30T00:00:00.000+09:00","2024-08-06T00:00:00.000+09:00",5,0.0440636474908,0.0410636474908
304
+ "033830","validation","2025-01-13T00:00:00.000+09:00","2025-01-14T00:00:00.000+09:00",1,-0.034924330617,-0.037924330617
305
+ "033830","validation","2025-01-20T00:00:00.000+09:00","2025-01-24T00:00:00.000+09:00",4,-0.0913043478261,-0.0943043478261
306
+ "034020","validation","2024-01-30T00:00:00.000+09:00","2024-01-31T00:00:00.000+09:00",1,-0.0374677002584,-0.0404677002584
307
+ "034020","validation","2024-03-12T00:00:00.000+09:00","2024-03-27T00:00:00.000+09:00",11,0.0106069534473,0.00760695344726
308
+ "034020","validation","2024-07-10T00:00:00.000+09:00","2024-07-19T00:00:00.000+09:00",7,-0.0559284116331,-0.0589284116331
309
+ "034020","validation","2024-11-15T00:00:00.000+09:00","2024-11-22T00:00:00.000+09:00",5,-0.0491071428571,-0.0521071428571
310
+ "053280","validation","2024-08-23T00:00:00.000+09:00","2024-09-12T00:00:00.000+09:00",14,-0.167487684729,-0.170487684729
311
+ "053280","validation","2024-10-14T00:00:00.000+09:00","2024-10-24T00:00:00.000+09:00",8,-0.240048250905,-0.243048250905
312
+ "066570","validation","2023-11-16T00:00:00.000+09:00","2023-11-28T00:00:00.000+09:00",8,-0.015009380863,-0.018009380863
313
+ "066570","validation","2024-06-20T00:00:00.000+09:00","2024-07-04T00:00:00.000+09:00",10,0.00652985074627,0.00352985074627
314
+ "084680","validation","2024-06-05T00:00:00.000+09:00","2024-06-11T00:00:00.000+09:00",3,-0.00975609756098,-0.012756097561
315
+ "095570","validation","2024-05-28T00:00:00.000+09:00","2024-06-03T00:00:00.000+09:00",4,-0.0584795321637,-0.0614795321637
316
+ "095570","validation","2024-09-20T00:00:00.000+09:00","2024-10-07T00:00:00.000+09:00",9,-0.0246659815005,-0.0276659815005
317
+ "095570","validation","2024-10-15T00:00:00.000+09:00","2024-10-24T00:00:00.000+09:00",7,-0.0134158926729,-0.0164158926729
318
+ "096770","validation","2025-03-11T00:00:00.000+09:00","2025-03-18T00:00:00.000+09:00",5,-0.0472263868066,-0.0502263868066
319
+ "289010","validation","2024-01-04T00:00:00.000+09:00","2024-01-18T00:00:00.000+09:00",10,-0.037037037037,-0.040037037037
320
+ "289010","validation","2024-12-12T00:00:00.000+09:00","2024-12-23T00:00:00.000+09:00",7,-0.0499075785582,-0.0529075785582
321
+ "403870","validation","2023-11-29T00:00:00.000+09:00","2023-12-14T00:00:00.000+09:00",11,0.10487804878,0.10187804878
322
+ "403870","validation","2023-12-15T00:00:00.000+09:00","2023-12-19T00:00:00.000+09:00",2,-0.0900195694716,-0.0930195694716
323
+ "403870","validation","2024-01-22T00:00:00.000+09:00","2024-02-02T00:00:00.000+09:00",9,-0.0804828973843,-0.0834828973843
324
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