Update leaderboard results from local eval

results/aggregates/live_metadata.json

@@ -1,5 +1,5 @@
 {
-  "generated_at": "2026-07-03T09:14:50.529128+00:00",
+  "generated_at": "2026-07-03T09:29:10.236586+00:00",
   "scope": "All deduplicated metrics-only evaluation releases saved up to generation time, plus one latest all_results snapshot for allowlisted model-datasets without release history",
   "release_deduplication": "One row per model, dataset, data source timestamp, and prediction length",
   "dataset_aggregation": "Arithmetic mean over releases, then equal-weight mean over datasets",
@@ -12,6 +12,6 @@
   "temporal_metrics": "Per-dataset MSE stability and Kendall tau, then equal-weight mean over datasets",
   "num_models": 12,
   "num_datasets": 13,
-  "num_model_releases": 12042,
-  "num_unique_releases": 1874
+  "num_model_releases": 12126,
+  "num_unique_releases": 1881
 }

results/aggregates/live_overall_up_to_now.csv

@@ -1,13 +1,13 @@
 Rank,model,MSE,RMSE,MAPE,CRPS,RTG,AverageRank,WinRate,Elo,Stability,Improvement,SignificantImprovementRate,n_datasets,n_releases,MAPE_dataset_coverage,first_release,last_release
-1,Moirai-2.0,138099.37426444638,119.61830697462992,0.19188469493092378,0.1416278732763865,13.173886412254479,5.950320512820513,0.5038333333333334,1179.2574857191769,38577.65015762659,-0.05069727714039165,0.0,13,34,0.8461538461538461,2026-07-03T07:52:13.218889Z,2026-07-03T09:09:10.029356+00:00
-2,Chronos-2,39838.9956917065,41.062197846756675,0.1824722520057139,0.27759107683171774,23.20480268348975,2.815620107015605,0.6973743737456145,1171.5988167785354,66448.29364409573,0.2384095611483268,0.08333333333333333,12,1768,0.8333333333333334,2026-06-16T12:06:40.343188+00:00,2026-07-03T09:04:07.956933Z
-3,TiRex,39690.353019309834,41.784904284003154,0.1924651350489324,0.2711673921810913,22.81765769247623,2.983783555533865,0.6850868929191665,1136.3863705506387,61229.767797305714,0.3117061257825056,0.08333333333333333,12,1750,0.8333333333333334,2026-06-16T12:07:33.925127+00:00,2026-07-03T09:04:07.956933Z
-4,TimesFM-2.5,38501.2457476601,41.19942447937558,0.14897024635391215,0.32652969371892104,25.859923992930945,2.899110052900206,0.6300160130781444,1097.9227680532301,58471.23405898645,0.2303120806355983,0.08333333333333333,12,1776,0.8333333333333334,2026-06-16T12:06:55.147862+00:00,2026-07-03T09:04:07.956933Z
-5,Sundial,118430.19511846577,109.64570577775142,0.38995122210374794,0.16173808606444673,18.346576717532447,4.054952865160565,0.5518160321771175,1076.9949491111115,59875.77243652657,-0.12866424466833837,0.15384615384615385,13,582,0.8461538461538461,2026-07-01T08:20:13.790420Z,2026-07-03T09:04:07.956933Z
-6,ARIMA,58065.617162217444,61.317442551844834,0.3240856343156032,0.3645616132992411,-1.357357460635295,5.029623214607227,0.42777047626083664,981.1903462512125,67621.56327959131,0.14165434953281666,0.25,12,1505,0.8333333333333334,2026-06-17T12:10:12.135642+00:00,2026-07-03T09:04:07.956933Z
-7,Chronos-Bolt,133916.94674772886,120.27743042654062,0.23843652865826181,0.18904576589994368,1.0502523561824781,5.600961538461538,0.5211666666666667,980.8888256907958,33699.30699386899,-0.084030610473725,0.0,13,34,0.8461538461538461,2026-07-03T07:52:13.218889Z,2026-07-03T09:09:32.174927+00:00
-8,ETS,53699.949909486975,56.000871649922466,0.3916310049139647,0.4977546390003793,-8.175713689164091,5.295068177339275,0.4125190352926441,979.2982527578177,83228.99951468855,0.1450452122769016,0.25,12,1505,0.8333333333333334,2026-06-17T12:10:12.660440+00:00,2026-07-03T09:04:07.956933Z
-9,Moving-Average,76002.08406218735,66.6042266000101,0.3848889581526175,0.3620287503584176,3.1926734391113722,4.783929062198896,0.39908973755283333,942.7908587089316,88276.58350194985,0.16804291051965,0.25,12,1505,0.8333333333333334,2026-06-17T12:10:12.847893+00:00,2026-07-03T09:04:07.956933Z
-10,Seasonal-Naive,83046.96834803565,84.53507916482093,0.44036293635349055,0.4877589759938051,0.0,4.832773811994269,0.3968482723069761,841.1695011161141,90595.22583055291,0.19532021940549224,0.15384615384615385,13,1512,0.8461538461538461,2026-06-17T12:10:12.963911+00:00,2026-07-03T09:04:07.956933Z
-11,Toto-1.0,184088.2710936324,145.78003782971848,0.20115190386545523,0.15206117041581316,-12.331002621563027,7.032051282051283,0.33116666666666666,812.9681121766159,52072.92251209835,0.06666666666666665,0.0,13,34,0.8461538461538461,2026-07-03T07:52:13.218889Z,2026-07-03T09:08:45.746885+00:00
-12,TabPFN-TS,117169.05558213974,110.85091104529948,0.2596504380914326,0.22298470926398986,3.3456591541509115,7.047348484848484,0.43646694214876025,799.53371308582,51859.99225710403,0.1478200354955941,0.0,13,37,0.8461538461538461,2026-07-01T13:07:24.792624Z,2026-07-03T09:04:07.956933Z
+1,Moirai-2.0,131403.45989265759,115.67562278444568,0.19037510757830073,0.14093172186560818,17.989746746388168,5.893376068376069,0.5053777777777778,1203.938860834059,40495.17936396795,-0.052164723140677036,0.0,13,41,0.8461538461538461,2026-07-03T07:52:13.218889Z,2026-07-03T09:24:08.058449+00:00
+2,Chronos-2,39933.85448799381,41.150039574527895,0.18236862784549185,0.2771827566970024,23.259895492765775,2.8243775835180736,0.6974600027082885,1162.380743308986,66419.58506702952,0.23771085884809062,0.08333333333333333,12,1775,0.8333333333333334,2026-06-16T12:06:40.343188+00:00,2026-07-03T09:20:36.985472Z
+3,TiRex,39740.16795405331,41.84918477787526,0.19230556201626753,0.27074170816941406,22.888089343665424,2.9903320474403388,0.6863321095259731,1130.2134229644575,61180.91734203013,0.3106906617243455,0.08333333333333333,12,1757,0.8333333333333334,2026-06-16T12:07:33.925127+00:00,2026-07-03T09:20:36.985472Z
+4,TimesFM-2.5,38583.35286678363,41.28547468218254,0.14897539451290395,0.32610091637489014,25.87017183610281,2.9101546615825726,0.6307014378177542,1084.572735937239,58445.16589389754,0.23032669927404437,0.08333333333333333,12,1783,0.8333333333333334,2026-06-16T12:06:55.147862+00:00,2026-07-03T09:20:36.985472Z
+5,Sundial,118609.55250182611,109.73636143936238,0.3894459769459587,0.16193897991231074,18.409169288005728,4.085875524567343,0.5531024166318711,1062.1268699842,59720.4551923933,-0.12106849678729802,0.15384615384615385,13,589,0.8461538461538461,2026-07-01T08:20:13.790420Z,2026-07-03T09:20:36.985472Z
+6,Chronos-Bolt,128730.9362307795,117.19798790637104,0.23120258517304515,0.1824917775927333,6.372251034547309,5.468803418803419,0.5320000000000001,1018.7353972084297,34057.34469074697,-0.08852835950431338,0.0,13,41,0.8461538461538461,2026-07-03T07:52:13.218889Z,2026-07-03T09:24:40.047676+00:00
+7,ARIMA,57978.33922982918,61.283645972095094,0.3233796880761489,0.36346370989016286,-1.2347268016498283,5.038999581124675,0.4232345083956329,953.8506319904042,67562.7552235451,0.14040638107614498,0.25,12,1512,0.8333333333333334,2026-06-17T12:10:12.135642+00:00,2026-07-03T09:20:36.985472Z
+8,ETS,53591.85043047004,55.960555063754356,0.3908665025699417,0.495852104384953,-8.113013988704319,5.30813733155326,0.40284320753797886,944.2427511140039,83158.57346303154,0.14487243770388894,0.25,12,1512,0.8333333333333334,2026-06-17T12:10:12.660440+00:00,2026-07-03T09:20:36.985472Z
+9,Moving-Average,76280.74030698858,66.76493155163973,0.38411765324826647,0.36134156098799497,3.207602517916232,4.800455189527843,0.3901586494585069,921.3787377479256,88353.60401620122,0.16946564792561059,0.25,12,1512,0.8333333333333334,2026-06-17T12:10:12.847893+00:00,2026-07-03T09:20:36.985472Z
+10,Toto-1.0,173470.41387368605,140.8613292196414,0.19880410683514482,0.15020176078445133,-8.504995208910467,6.777136752136752,0.3590222222222223,903.5826854540728,58103.30168500829,0.11919191919191921,0.0,13,41,0.8461538461538461,2026-07-03T07:52:13.218889Z,2026-07-03T09:23:39.293921+00:00
+11,Seasonal-Naive,83360.0153353922,84.6966381515198,0.4396669680022001,0.48712950095568375,0.0,4.839849916798008,0.3862414526462165,812.9275049841224,90751.49117225276,0.1959565038959065,0.15384615384615385,13,1519,0.8461538461538461,2026-06-17T12:10:12.963911+00:00,2026-07-03T09:20:36.985472Z
+12,TabPFN-TS,114891.7832450715,110.1683197919329,0.2548785059243502,0.22290529197051356,4.0817204612728455,7.171717171717171,0.4271120293847567,802.0496584720998,49166.89282190581,0.034779471439550506,0.0,13,44,0.8461538461538461,2026-07-01T13:07:24.792624Z,2026-07-03T09:20:36.985472Z

results/aggregates/live_rank_up_to_now.csv

@@ -1,13 +1,13 @@
 Rank,model,AverageRank,WinRate,Elo,dataset_pair_matches,shared_releases,pairwise_matches
-1,Moirai-2.0,5.950320512820513,0.5038333333333334,1179.2574857191769,125,34,348
-2,Chronos-2,2.815620107015605,0.6973743737456145,1171.5988167785354,128,1766,9947
-3,TiRex,2.983783555533865,0.6850868929191665,1136.3863705506387,128,1748,9925
-4,TimesFM-2.5,2.899110052900206,0.6300160130781444,1097.9227680532301,128,1771,9968
-5,Sundial,4.054952865160565,0.5518160321771175,1076.9949491111115,128,571,4108
-6,ARIMA,5.029623214607227,0.42777047626083664,981.1903462512125,128,1505,9520
-7,Chronos-Bolt,5.600961538461538,0.5211666666666667,980.8888256907958,125,34,348
-8,ETS,5.295068177339275,0.4125190352926441,979.2982527578177,128,1505,9520
-9,Moving-Average,4.783929062198896,0.39908973755283333,942.7908587089316,128,1505,9520
-10,Seasonal-Naive,4.832773811994269,0.3968482723069761,841.1695011161141,128,1505,9520
-11,Toto-1.0,7.032051282051283,0.33116666666666666,812.9681121766159,125,34,348
-12,TabPFN-TS,7.047348484848484,0.43646694214876025,799.53371308582,121,27,288
+1,Moirai-2.0,5.893376068376069,0.5053777777777778,1203.938860834059,125,41,425
+2,Chronos-2,2.8243775835180736,0.6974600027082885,1162.380743308986,128,1773,10024
+3,TiRex,2.9903320474403388,0.6863321095259731,1130.2134229644575,128,1755,10002
+4,TimesFM-2.5,2.9101546615825726,0.6307014378177542,1084.572735937239,128,1778,10045
+5,Sundial,4.085875524567343,0.5531024166318711,1062.1268699842,128,578,4185
+6,Chronos-Bolt,5.468803418803419,0.5320000000000001,1018.7353972084297,125,41,425
+7,ARIMA,5.038999581124675,0.4232345083956329,953.8506319904042,128,1512,9597
+8,ETS,5.30813733155326,0.40284320753797886,944.2427511140039,128,1512,9597
+9,Moving-Average,4.800455189527843,0.3901586494585069,921.3787377479256,128,1512,9597
+10,Toto-1.0,6.777136752136752,0.3590222222222223,903.5826854540728,125,41,425
+11,Seasonal-Naive,4.839849916798008,0.3862414526462165,812.9275049841224,128,1512,9597
+12,TabPFN-TS,7.171717171717171,0.4271120293847567,802.0496584720998,121,34,365

results/aggregates/live_results_by_dataset.csv

@@ -1,151 +1,151 @@
 model,dataset,domain,frequency,prediction_lengths,MSE,RMSE,MAPE,CRPS,RTG,Stability,Improvement,Improvement_pvalue,n_releases,MAPE_coverage,first_release,last_release
-ARIMA,binance_btcusdt_1h_close/1h/short,Finance,1h,24,693865.0328306908,662.2255744989197,0.0137954598967815,0.1440433943358693,12.571926783337736,805741.3130796388,0.617971482378262,1.0726578964766032e-78,414,1.0,2026-06-17T12:10:12.135642+00:00,2026-07-03T09:04:07.956933Z
-ARIMA,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,3.263417187198334e-05,0.0030575796026810656,,,-42.201104947162904,6.785040694418174e-05,-0.08389360774275918,0.252714045525228,102,0.0,2026-06-29T07:34:52.372126Z,2026-07-03T08:45:14.545252Z
-ARIMA,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,9.578202015526527e-15,9.786828912128039e-08,,,0.0,0.0,0.0,1.0,152,0.0,2026-06-29T07:34:52.372126Z,2026-07-03T08:56:02.500105Z
+ARIMA,binance_btcusdt_1h_close/1h/short,Finance,1h,24,692824.4712361982,661.8633215124216,0.013803170907806262,0.14373186737229318,12.74035658146093,805046.7380923748,0.6131540655375124,1.094474225208312e-77,415,1.0,2026-06-17T12:10:12.135642+00:00,2026-07-03T09:20:36.985472Z
+ARIMA,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,3.231733525190979e-05,0.003027895008398067,,,-41.79138548165647,6.759351542778308e-05,-0.09290228893782575,0.20349372195453153,103,0.0,2026-06-29T07:34:52.372126Z,2026-07-03T09:20:36.985472Z
+ARIMA,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,9.578202015526527e-15,9.786828912128038e-08,,,0.0,0.0,0.0,1.0,153,0.0,2026-06-29T07:34:52.372126Z,2026-07-03T09:20:36.985472Z
 ARIMA,nasa_power_shanghai_hourly_T2M/1h/short,Weather,1h,24,16.44264666661381,3.7120220104750388,0.11952645260996918,0.21938215472900033,-57.61040848712908,11.099259886886546,-0.28061097457460366,0.007614067978462338,49,1.0,2026-06-18T05:03:29.867986+00:00,2026-07-03T09:04:07.956933Z
-ARIMA,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,0.8972005235584987,0.7835436828181491,1.5521000573527408,0.55451675826879,-0.4781858214483226,1.10865921658223,-0.3581669226830517,4.132546506601201e-15,217,0.9769585253456221,2026-06-17T12:10:12.335728+00:00,2026-07-03T08:56:02.500105Z
-ARIMA,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,36;72,1.8805534734164584,0.9635607120680328,0.15922876259987262,0.5529068774229579,4.470158125984848,3.880465845268837,-0.26853021485442263,9.648170197045272e-08,179,1.0,2026-06-17T12:10:12.398268+00:00,2026-07-03T08:45:14.545252Z
+ARIMA,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,0.8938129395282547,0.7817768802761258,1.5457391577712025,0.5529566509167771,-0.3602198388498067,1.1072320420702324,-0.35898194732169286,3.0927437281961535e-15,218,0.9770642201834863,2026-06-17T12:10:12.335728+00:00,2026-07-03T09:20:36.985472Z
+ARIMA,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,36;72,1.8707089741854415,0.9600379279755226,0.1592906922585193,0.5505925044863218,4.687906131601721,3.871864762127673,-0.2735574276680675,5.077869406924822e-08,180,1.0,2026-06-17T12:10:12.398268+00:00,2026-07-03T09:20:36.985472Z
 ARIMA,nws_ksfo_observations_temperature/1h/short,Weather,1h,24,4.652003468444726,1.036859344332074,0.04020708048244074,0.4318758438385129,31.1636570957227,29.00654012863513,0.023776223776223775,0.777760019371183,66,1.0,2026-06-17T12:10:12.433031+00:00,2026-07-03T09:04:07.956933Z
 ARIMA,open_meteo_shanghai_air_quality_hourly_pm2_5/1h/short,Air Quality,1h,24,475.13359228782144,13.708674996768812,0.446043340660442,0.48737130001389917,18.48882227766772,1055.6054310531033,0.5515873015873015,1.175152703826652e-10,64,1.0,2026-06-17T12:10:12.456148+00:00,2026-07-03T09:04:07.956933Z
-ARIMA,open_meteo_shanghai_hourly_temperature_2m/1h/short,Weather,1h,24,6.9812955901221345,2.284454554705062,0.11694034185921233,0.4293755238534635,-46.12592567236799,8.454303750805067,0.26994535519125684,0.0021112458308986306,61,1.0,2026-06-17T12:39:00.859383+00:00,2026-07-03T08:06:09.989488Z
+ARIMA,open_meteo_shanghai_hourly_temperature_2m/1h/short,Weather,1h,24,7.027858689934816,2.2982757774733398,0.11619566677503129,0.4236316028569173,-46.0510749536441,8.392731977734844,0.27974616604970914,0.0013126975605401452,62,1.0,2026-06-17T12:39:00.859383+00:00,2026-07-03T09:20:36.985472Z
 ARIMA,usgs_earthquake_all_week_hourly_earthquake_count/1h/short,Hazards,1h,24,11.712897211125693,3.0575495661178085,0.5868846904181211,0.35151659866427587,18.841669498808102,8.49977502431089,0.5089285714285714,2.7771468812864514e-09,64,1.0,2026-06-17T12:10:12.513260+00:00,2026-07-03T09:04:07.956933Z
-ARIMA,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,1224.3579624701233,25.02555498446409,0.01230773473778755,0.1465628656983207,-5.291035819129555,3120.780120269914,0.19503545607749775,0.0010349013612774315,130,1.0,2026-06-17T12:26:17.165483+00:00,2026-07-03T08:45:14.545252Z
+ARIMA,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,1217.5510376040047,24.973747062425826,0.012284206339292204,0.1455137598563106,-4.808181881872866,3109.7300352668753,0.18992735922708748,0.0013381118338971177,131,1.0,2026-06-17T12:26:17.165483+00:00,2026-07-03T09:20:36.985472Z
 ARIMA,wikimedia_time_series_hourly_pageviews/1D/short,Web,1D,2;7,1180.3149315930734,23.008458593998338,0.1938224225386649,0.3280648161673207,49.8821374380932,1479.0116524310665,0.5238095238095238,0.1361111111111111,7,1.0,2026-06-17T12:10:12.582752+00:00,2026-07-02T11:01:40.000947Z
-Chronos-2,binance_btcusdt_1h_close/1h/short,Finance,1h,24,476801.28578345326,452.14598779717716,0.010044813935549554,0.13529108042097848,32.500579370582095,793840.9308728812,0.6950625274324697,6.99258591678036e-124,519,1.0,2026-06-16T12:06:40.343188+00:00,2026-07-03T09:04:07.956933Z
-Chronos-2,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,3.532580720977222e-07,0.00024418607286364754,,,-42.26852593856679,1.0127265303785375e-06,-0.08523994136476555,0.24820146706590496,101,0.0,2026-06-29T07:34:52.372126Z,2026-07-03T08:45:14.545252Z
-Chronos-2,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,1.729686274365332e-18,1.3151753777977037e-09,,,0.0,1.932425510701068e-34,0.0,1.0,149,0.0,2026-06-29T07:34:52.372126Z,2026-07-03T08:56:02.500105Z
+Chronos-2,binance_btcusdt_1h_close/1h/short,Finance,1h,24,477945.5586473946,453.2674165381753,0.010056985801746934,0.13505574042798796,32.52841424869033,793504.9241692626,0.6949607232844227,4.405158904276515e-124,520,1.0,2026-06-16T12:06:40.343188+00:00,2026-07-03T09:20:36.985472Z
+Chronos-2,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,3.4979475766540755e-07,0.00024179210426808072,,,-41.83721444939774,1.0083074257887616e-06,-0.09423328126816999,0.19994013164443236,102,0.0,2026-06-29T07:34:52.372126Z,2026-07-03T09:20:36.985472Z
+Chronos-2,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,1.729686274365332e-18,1.3151753777977035e-09,,,0.0,1.9323819890742995e-34,0.0,1.0,150,0.0,2026-06-29T07:34:52.372126Z,2026-07-03T09:20:36.985472Z
 Chronos-2,nasa_power_shanghai_hourly_T2M/1h/short,Weather,1h,24,2.4651778297080815,1.3959851777128593,0.0468339628673561,0.07414336631854028,21.050105949379542,1.9737274314628876,-0.0999696668730821,0.3358037059451552,50,1.0,2026-06-17T05:11:12.972050+00:00,2026-07-03T09:04:07.956933Z
-Chronos-2,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,24;60,0.1883900802886172,0.34139188719207136,0.5267164514855344,0.1743917518083897,43.24053036658502,0.292817361825543,0.06789445523922165,0.0982768192378217,267,0.9775280898876404,2026-06-16T12:06:44.487655+00:00,2026-07-03T08:56:02.500105Z
-Chronos-2,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,24;36;72,2.099009376642601,1.0601117594267375,0.16075720200679133,0.5301648623209084,0.965104047505402,4.118293394274472,-0.341524616669044,1.8565222151559943e-13,210,1.0,2026-06-16T12:06:47.974062+00:00,2026-07-03T08:45:14.545252Z
+Chronos-2,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,24;60,0.18773560355686275,0.3405433169720702,0.5248995809541057,0.17394889152750068,43.467527823981726,0.2924648206828118,0.06378221253284141,0.11969050860989341,268,0.9776119402985075,2026-06-16T12:06:44.487655+00:00,2026-07-03T09:20:36.985472Z
+Chronos-2,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,24;36;72,2.0896845599070635,1.05680597914482,0.16095798866964292,0.5282345742023409,1.1664488225079805,4.1107084390567215,-0.3449693344696829,9.265862701514197e-14,211,1.0,2026-06-16T12:06:47.974062+00:00,2026-07-03T09:20:36.985472Z
 Chronos-2,nws_ksfo_observations_temperature/1h/short,Weather,1h,24,6.202714267707893,1.201770757250109,0.04472988937475542,0.5590233593432391,31.921429655387715,30.707916735900916,0.045621045621045624,0.5544623031308092,78,1.0,2026-06-16T13:12:22.165146+00:00,2026-07-03T09:04:07.956933Z
 Chronos-2,open_meteo_shanghai_air_quality_hourly_pm2_5/1h/short,Air Quality,1h,24,242.84722144477965,9.664029161527662,0.33667859791541765,0.5053760192971251,36.78676831283884,555.3228298227086,0.5635802469135803,9.53634639939105e-14,81,1.0,2026-06-16T13:12:26.984109+00:00,2026-07-03T09:04:07.956933Z
-Chronos-2,open_meteo_shanghai_hourly_temperature_2m/1h/short,Weather,1h,24,1.3023411199830517,0.9268316938898954,0.042050285525924366,0.1078248092411015,17.93149272168115,1.611712938959662,0.5949367088607596,8.514086660061134e-15,79,1.0,2026-06-16T13:12:32.541423+00:00,2026-07-03T08:06:09.989488Z
+Chronos-2,open_meteo_shanghai_hourly_temperature_2m/1h/short,Weather,1h,24,1.386859619469524,0.9507423826212049,0.042661101318510766,0.10754116462995081,17.086106746079942,1.7709340727352225,0.6050632911392404,1.962148643858997e-15,80,1.0,2026-06-16T13:12:32.541423+00:00,2026-07-03T09:20:36.985472Z
 Chronos-2,usgs_earthquake_all_week_hourly_earthquake_count/1h/short,Hazards,1h,24,9.757931681957835,2.6147792146506683,0.5854312529618022,0.36958260503280776,23.41301165164638,9.481293365267236,0.5425925925925925,7.508618741755808e-13,81,1.0,2026-06-16T13:12:36.348072+00:00,2026-07-03T09:04:07.956933Z
-Chronos-2,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,904.4501969804622,16.83819762994099,0.008032704544843781,0.17735674599618553,20.0494051622958,2800.8873600318316,0.16367566774142944,0.0034555059795677947,146,1.0,2026-06-16T12:40:50.960167+00:00,2026-07-03T08:45:14.545252Z
+Chronos-2,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,898.408349284376,16.751115677936603,0.007989559152416956,0.1761656776526297,20.668416249532694,2792.239855222918,0.1618167624185848,0.003719510424156841,147,1.0,2026-06-16T12:40:50.960167+00:00,2026-07-03T09:20:36.985472Z
 Chronos-2,wikimedia_time_series_hourly_pageviews/1D/short,Web,1D,2;7,97.34953388996685,6.557044894923921,0.06344735943916392,0.1427561685379016,92.8677309025419,134.1969041725242,0.7142857142857143,0.03015873015873016,7,1.0,2026-06-17T09:43:59.015450+00:00,2026-07-02T11:01:40.000947Z
-Chronos-Bolt,binance_btcusdt_1h_close/1h/short,Finance,1h,24,1712822.2609532676,1303.0826628043028,0.020806004613052362,0.01704392759295165,26.7012781972891,336930.0072100129,-0.3571428571428571,0.27509920634920637,8,1.0,2026-07-03T07:52:13.218889Z,2026-07-03T09:04:07.956933Z
-Chronos-Bolt,data_gov_sg_sgx_equities_turnover_monthly_turnover_value_million_sgd/1mo/short,Finance,1mo,12,24494.29886562596,156.5065457596773,0.6356253615465683,0.5956771935646294,,,,,1,1.0,2026-07-03T09:09:32.174927+00:00,2026-07-03T09:09:32.174927+00:00
-Chronos-Bolt,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,3.2825236033380433e-15,5.729331202974779e-08,,,0.0,0.0,0.0,1.0,2,0.0,2026-07-03T08:14:44.325135Z,2026-07-03T08:45:14.545252Z
-Chronos-Bolt,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,1.0941039077622847e-12,1.0459942197556757e-06,,,-100.0,0.0,0.0,1.0,4,0.0,2026-07-03T07:52:13.218889Z,2026-07-03T08:56:02.500105Z
+Chronos-Bolt,binance_btcusdt_1h_close/1h/short,Finance,1h,24,1646096.9524905595,1275.4794477630771,0.02035260726121577,0.016564705560680952,28.408420811209417,373365.7752709986,-0.4444444444444444,0.11943893298059964,9,1.0,2026-07-03T07:52:13.218889Z,2026-07-03T09:20:36.985472Z
+Chronos-Bolt,data_gov_sg_sgx_equities_turnover_monthly_turnover_value_million_sgd/1mo/short,Finance,1mo,12,24494.29886562596,156.5065457596773,0.6356253615465683,0.5956771935646294,,,,,1,1.0,2026-07-03T09:24:40.047676+00:00,2026-07-03T09:24:40.047676+00:00
+Chronos-Bolt,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,3.2825236033380437e-15,5.729331202974779e-08,,,0.0,4.830766739553803e-31,0.0,1.0,3,0.0,2026-07-03T08:14:44.325135Z,2026-07-03T09:20:36.985472Z
+Chronos-Bolt,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,1.0941039077622847e-12,1.0459942197556757e-06,,,-100.0,0.0,0.0,1.0,5,0.0,2026-07-03T07:52:13.218889Z,2026-07-03T09:20:36.985472Z
 Chronos-Bolt,nasa_power_shanghai_hourly_T2M/1h/short,Weather,1h,24,0.5429649771078099,0.7368615725547166,0.024579411757571498,0.023231561097247264,48.055880885914135,0.0,0.0,1.0,2,1.0,2026-07-03T07:52:13.218889Z,2026-07-03T09:04:07.956933Z
-Chronos-Bolt,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,1.0867036511154664,1.0378689081225694,0.5447197623665675,0.5508452899460062,-75.99119386281008,0.22359167697274293,-0.6666666666666669,0.3333333333333333,4,1.0,2026-07-03T07:52:13.218889Z,2026-07-03T08:56:02.500105Z
-Chronos-Bolt,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,72,0.2258183058384234,0.4745131943177466,0.26799276522644155,0.15464783733638257,7.64178320447537,0.029191515481554686,-0.816496580927726,0.22067136191984693,3,1.0,2026-07-03T07:52:13.218889Z,2026-07-03T08:45:14.545252Z
+Chronos-Bolt,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,0.920601905383782,0.9315265292260715,0.4818060975165387,0.48255697189311764,-60.42262584214476,0.4188602131787865,-0.7999999999999999,0.08333333333333333,5,1.0,2026-07-03T07:52:13.218889Z,2026-07-03T09:20:36.985472Z
+Chronos-Bolt,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,72,0.2031128611673011,0.44773957959885613,0.25149868633184796,0.1510482657638469,14.340389538281226,0.051285916730880586,-0.9128709291752769,0.07095149242730563,4,1.0,2026-07-03T07:52:13.218889Z,2026-07-03T09:20:36.985472Z
 Chronos-Bolt,nws_ksfo_observations_temperature/1h/short,Weather,1h,24,0.18352545823093652,0.4212264845996211,0.021372903988754133,0.022286702012134785,37.35878661182514,0.093003960683017,1.0,1.0,2,1.0,2026-07-03T07:52:13.218889Z,2026-07-03T09:04:07.956933Z
 Chronos-Bolt,open_meteo_shanghai_air_quality_hourly_pm2_5/1h/short,Air Quality,1h,24,171.18141302462396,12.98372384953416,0.3093862183308984,0.21857799138522332,78.24708892423604,59.264156223824074,1.0,1.0,2,1.0,2026-07-03T07:52:13.218889Z,2026-07-03T09:04:07.956933Z
-Chronos-Bolt,open_meteo_shanghai_hourly_temperature_2m/1h/short,Weather,1h,24,4.761139635385007,2.182003582807555,0.06294517053790372,0.058416879201149324,-25.715398582130284,,,,1,1.0,2026-07-03T08:06:09.989488Z,2026-07-03T08:06:09.989488Z
+Chronos-Bolt,open_meteo_shanghai_hourly_temperature_2m/1h/short,Weather,1h,24,5.412552189613734,2.3222577298506204,0.0681913761232463,0.06316999053340247,-22.629374075214205,0.9212364688903657,1.0,1.0,2,1.0,2026-07-03T08:06:09.989488Z,2026-07-03T09:20:36.985472Z
 Chronos-Bolt,usgs_earthquake_all_week_hourly_earthquake_count/1h/short,Hazards,1h,24,19.623433844954377,4.421221216239949,0.5669431016482331,0.3032608276433905,22.42911144099596,3.4527853001175144,-1.0,1.0,2,1.0,2026-07-03T07:52:13.218889Z,2026-07-03T09:04:07.956933Z
-Chronos-Bolt,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,2164.840841509402,46.52785017072465,0.018571994141202166,0.01654742895145643,-7.174560901788122,0.0,0.0,1.0,2,1.0,2026-07-03T08:14:44.325135Z,2026-07-03T08:45:14.545252Z
-Chronos-Bolt,wikimedia_time_series_hourly_pageviews/1D/short,Web,1D,7,1241.3020611748964,35.23211689885943,0.1498591210836874,0.1189677861688091,,,,,1,1.0,2026-07-03T09:09:32.174927+00:00,2026-07-03T09:09:32.174927+00:00
-ETS,binance_btcusdt_1h_close/1h/short,Finance,1h,24,640361.3062773165,589.7780977128765,0.010933102607832665,0.12326557138747468,32.93157096291721,985649.9724583243,0.6791709068790867,1.1676378174703695e-94,414,1.0,2026-06-17T12:10:12.660440+00:00,2026-07-03T09:04:07.956933Z
-ETS,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,3.47770678139914e-05,0.002866988951254147,,,-42.2035196110618,7.656755853239107e-05,-0.06753552266756938,0.3571755019104581,102,0.0,2026-06-29T07:34:52.372126Z,2026-07-03T08:45:14.545252Z
-ETS,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,9.578202015526527e-15,9.786828912128039e-08,,,0.0,0.0,0.0,1.0,152,0.0,2026-06-29T07:34:52.372126Z,2026-07-03T08:56:02.500105Z
+Chronos-Bolt,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,1471.549978512029,34.091174296317945,0.013613551314934866,0.01206755789758369,24.307083084917434,1200.8149991347236,-0.816496580927726,0.22067136191984693,3,1.0,2026-07-03T08:14:44.325135Z,2026-07-03T09:20:36.985472Z
+Chronos-Bolt,wikimedia_time_series_hourly_pageviews/1D/short,Web,1D,7,1241.3020611748964,35.23211689885943,0.1498591210836874,0.1189677861688091,,,,,1,1.0,2026-07-03T09:24:40.047676+00:00,2026-07-03T09:24:40.047676+00:00
+ETS,binance_btcusdt_1h_close/1h/short,Finance,1h,24,639059.5596363051,589.119459981691,0.010919233044695184,0.1229771547764044,33.07611516411026,984815.9582210823,0.6738723007973925,1.933161624496645e-93,415,1.0,2026-06-17T12:10:12.660440+00:00,2026-07-03T09:20:36.985472Z
+ETS,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,3.44394263789469e-05,0.002839154751645196,,,-41.79377670221654,7.626832118348872e-05,-0.07680535768622228,0.2931100842224619,103,0.0,2026-06-29T07:34:52.372126Z,2026-07-03T09:20:36.985472Z
+ETS,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,9.578202015526527e-15,9.786828912128038e-08,,,0.0,0.0,0.0,1.0,153,0.0,2026-06-29T07:34:52.372126Z,2026-07-03T09:20:36.985472Z
 ETS,nasa_power_shanghai_hourly_T2M/1h/short,Weather,1h,24,42.665818873603904,5.995901769810045,0.20917540172306492,0.35053862679932785,-77.70464142937782,28.09745651966694,-0.24368847792005055,0.02047251409892571,49,1.0,2026-06-18T05:03:30.268230+00:00,2026-07-03T09:04:07.956933Z
-ETS,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,1.222361587678085,0.9194621757842257,1.5167117664757466,0.6200930002334378,-13.485831051552509,1.551926599622078,-0.30431814302782045,2.549281471156015e-11,217,0.9769585253456221,2026-06-17T12:10:12.697348+00:00,2026-07-03T08:56:02.500105Z
-ETS,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,36;72,2.4616102422076556,1.1470597505431723,0.21187432014118002,0.6044559379812962,-10.35660147324702,4.807162519558646,-0.4212940704160497,5.898190420212423e-17,179,1.0,2026-06-17T12:10:12.728630+00:00,2026-07-03T08:45:14.545252Z
+ETS,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,1.2172146312466037,0.916697401374409,1.5103285403212539,0.618009022303995,-13.216604798347866,1.5502103970355177,-0.30774108992516813,1.3675375554217255e-11,218,0.9770642201834863,2026-06-17T12:10:12.697348+00:00,2026-07-03T09:20:36.985472Z
+ETS,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,36;72,2.44861177679061,1.1426267653972997,0.21172344537532714,0.6020132269579086,-10.08319351671117,4.796886990799079,-0.42474697783702225,2.6767606726050434e-17,180,1.0,2026-06-17T12:10:12.728630+00:00,2026-07-03T09:20:36.985472Z
 ETS,nws_ksfo_observations_temperature/1h/short,Weather,1h,24,4.718027492886423,1.0385600712677026,0.04492953270947704,0.372071707309121,17.08136209534745,29.396610445133074,0.0909090909090909,0.28052073287801227,66,1.0,2026-06-17T12:10:12.747284+00:00,2026-07-03T09:04:07.956933Z
 ETS,open_meteo_shanghai_air_quality_hourly_pm2_5/1h/short,Air Quality,1h,24,1435.4684092717787,17.825626009622212,0.7932925834241666,0.9595442908841135,2.1735801023958468,8119.964765163975,0.5525793650793651,1.0886742404987146e-10,64,1.0,2026-06-17T12:10:12.763932+00:00,2026-07-03T09:04:07.956933Z
-ETS,open_meteo_shanghai_hourly_temperature_2m/1h/short,Weather,1h,24,68.90255498914959,6.4296294265710925,0.3077550600076225,1.0625265040909069,-78.24478454461645,107.91470176891852,0.21092896174863388,0.016303699035023867,61,1.0,2026-06-17T12:39:01.037191+00:00,2026-07-03T08:06:09.989488Z
+ETS,open_meteo_shanghai_hourly_temperature_2m/1h/short,Weather,1h,24,68.95989021745703,6.463219075862264,0.3066172122040316,1.0492651306138732,-78.42366616477386,107.02745198239727,0.2215758857747224,0.010926513726306271,62,1.0,2026-06-17T12:39:01.037191+00:00,2026-07-03T09:20:36.985472Z
 ETS,usgs_earthquake_all_week_hourly_earthquake_count/1h/short,Hazards,1h,24,11.41164160287379,3.024358043099353,0.6040137330682825,0.3652307494671901,20.14859284846777,8.084689062792952,0.5357142857142857,3.921718877456115e-10,64,1.0,2026-06-17T12:10:12.797899+00:00,2026-07-03T09:04:07.956933Z
-ETS,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,1106.1809054243647,21.750259357687174,0.009850954293276395,0.13949667107599326,6.517602995420271,2772.06184131462,0.18426662721432305,0.0019370974430690617,130,1.0,2026-06-17T12:26:17.324923+00:00,2026-07-03T08:45:14.545252Z
+ETS,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,1110.6946087638703,21.898733999319393,0.009891749140120074,0.1385478039626635,6.351959701316154,2761.862700489445,0.19299070373075017,0.0011164229395945265,131,1.0,2026-06-17T12:26:17.324923+00:00,2026-07-03T09:20:36.985472Z
 ETS,wikimedia_time_series_hourly_pageviews/1D/short,Web,1D,2;7,1365.0612722655562,24.098638394988747,0.207773594688997,0.38032333077493174,45.03410483533793,2026.1424879764963,0.5238095238095238,0.1361111111111111,7,1.0,2026-06-17T12:10:12.836543+00:00,2026-07-02T11:01:40.000947Z
-Moirai-2.0,binance_btcusdt_1h_close/1h/short,Finance,1h,24,1771824.7211250465,1323.3671999565222,0.021070081116587248,0.017909276545973293,25.33794098780453,385680.0101268026,-0.3571428571428571,0.27509920634920637,8,1.0,2026-07-03T07:52:13.218889Z,2026-07-03T09:04:07.956933Z
-Moirai-2.0,data_gov_sg_sgx_equities_turnover_monthly_turnover_value_million_sgd/1mo/short,Finance,1mo,12,20775.499102946527,144.13708441253598,0.5779948164087865,0.5370367497191665,,,,,1,1.0,2026-07-03T09:09:10.029356+00:00,2026-07-03T09:09:10.029356+00:00
-Moirai-2.0,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,7.853649481634599e-14,2.8024363474724275e-07,,,0.0,0.0,0.0,1.0,2,0.0,2026-07-03T08:14:44.325135Z,2026-07-03T08:45:14.545252Z
-Moirai-2.0,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,1.2167879962794955e-13,3.488248839001449e-07,,,0.0,0.0,0.0,1.0,4,0.0,2026-07-03T07:52:13.218889Z,2026-07-03T08:56:02.500105Z
+Moirai-2.0,binance_btcusdt_1h_close/1h/short,Finance,1h,24,1685483.9074255626,1287.1458726579942,0.020486292638718276,0.017305798507895855,27.695001819376962,444126.1773725853,-0.4444444444444444,0.11943893298059964,9,1.0,2026-07-03T07:52:13.218889Z,2026-07-03T09:20:36.985472Z
+Moirai-2.0,data_gov_sg_sgx_equities_turnover_monthly_turnover_value_million_sgd/1mo/short,Finance,1mo,12,20775.499102946527,144.13708441253598,0.5779948164087865,0.5370367497191665,,,,,1,1.0,2026-07-03T09:24:08.058449+00:00,2026-07-03T09:24:08.058449+00:00
+Moirai-2.0,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,7.853649481634599e-14,2.8024363474724275e-07,,,0.0,0.0,0.0,1.0,3,0.0,2026-07-03T08:14:44.325135Z,2026-07-03T09:20:36.985472Z
+Moirai-2.0,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,1.2167879962794955e-13,3.488248839001449e-07,,,0.0,0.0,0.0,1.0,5,0.0,2026-07-03T07:52:13.218889Z,2026-07-03T09:20:36.985472Z
 Moirai-2.0,nasa_power_shanghai_hourly_T2M/1h/short,Weather,1h,24,1.1386881610856108,1.0670933235128082,0.03830361121841618,0.03164686962922058,15.222455042363844,0.0,0.0,1.0,2,1.0,2026-07-03T07:52:13.218889Z,2026-07-03T09:04:07.956933Z
-Moirai-2.0,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,0.048617628351131974,0.19393238266779708,0.09677768573958637,0.1084345525030862,49.568480483469216,0.05335034796826435,-0.3333333333333334,0.75,4,1.0,2026-07-03T07:52:13.218889Z,2026-07-03T08:56:02.500105Z
-Moirai-2.0,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,72,0.30557966557764676,0.5527085325484115,0.31681509230771593,0.1732742606307536,-7.654105628549445,0.012971644739374157,-0.816496580927726,0.22067136191984693,3,1.0,2026-07-03T07:52:13.218889Z,2026-07-03T08:45:14.545252Z
+Moirai-2.0,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,0.04067804910388011,0.17403477281794597,0.08580638212505601,0.10055424941571947,58.35633615685424,0.04949625555906354,-0.39999999999999997,0.48333333333333334,5,1.0,2026-07-03T07:52:13.218889Z,2026-07-03T09:20:36.985472Z
+Moirai-2.0,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,72,0.2992188328972732,0.5468511671276612,0.31410282665591194,0.17396292342994418,-5.890091502384699,0.016553443177997392,-0.9128709291752769,0.07095149242730563,4,1.0,2026-07-03T07:52:13.218889Z,2026-07-03T09:20:36.985472Z
 Moirai-2.0,nws_ksfo_observations_temperature/1h/short,Weather,1h,24,0.4864359296023887,0.6974287866288563,0.035868569320773605,0.03028177388324508,-8.794091955808629,0.010626065602780033,1.0,1.0,2,1.0,2026-07-03T07:52:13.218889Z,2026-07-03T09:04:07.956933Z
 Moirai-2.0,open_meteo_shanghai_air_quality_hourly_pm2_5/1h/short,Air Quality,1h,24,202.87133715659456,14.041282238754388,0.3239809674430183,0.2364496850882684,74.91842155384202,94.93178107512541,1.0,1.0,2,1.0,2026-07-03T07:52:13.218889Z,2026-07-03T09:04:07.956933Z
-Moirai-2.0,open_meteo_shanghai_hourly_temperature_2m/1h/short,Weather,1h,24,4.529021505573231,2.1281497845718547,0.06986248442348515,0.06356508980623313,-23.366996412921743,,,,1,1.0,2026-07-03T08:06:09.989488Z,2026-07-03T08:06:09.989488Z
+Moirai-2.0,open_meteo_shanghai_hourly_temperature_2m/1h/short,Weather,1h,24,4.965946449201889,2.2262787677775027,0.07354966020843655,0.06689142815435783,-18.65104624969882,0.617905181018749,1.0,1.0,2,1.0,2026-07-03T08:06:09.989488Z,2026-07-03T09:20:36.985472Z
 Moirai-2.0,usgs_earthquake_all_week_hourly_earthquake_count/1h/short,Hazards,1h,24,18.161319452265708,4.259832784847699,0.5419557192807676,0.2904060281183762,25.813642210400193,1.4827203298134752,-1.0,1.0,2,1.0,2026-07-03T07:52:13.218889Z,2026-07-03T09:04:07.956933Z
-Moirai-2.0,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,2120.0140411903462,46.04361021021643,0.018352871437162934,0.010976353736860203,-6.132995745800742,0.0,0.0,1.0,2,1.0,2026-07-03T08:14:44.325135Z,2026-07-03T08:45:14.545252Z
-Moirai-2.0,wikimedia_time_series_hourly_pageviews/1D/short,Web,1D,7,344.09016912091255,18.54966762831379,0.0697497455438622,0.0579259663790683,,,,,1,1.0,2026-07-03T09:09:10.029356+00:00,2026-07-03T09:09:10.029356+00:00
-Moving-Average,binance_btcusdt_1h_close/1h/short,Finance,1h,24,909042.6832686099,729.1589805890878,0.01365252290869675,0.1308581670024072,17.819601831176097,1053258.9213355875,0.6734860979518312,4.1045550760442005e-93,414,1.0,2026-06-17T12:10:12.847893+00:00,2026-07-03T09:04:07.956933Z
-Moving-Average,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,4.952768913212954e-05,0.0031185558946059504,,,-42.427012119130474,0.00018732605739140616,-0.06753552266756938,0.3571755019104581,102,0.0,2026-06-29T07:34:52.372126Z,2026-07-03T08:45:14.545252Z
-Moving-Average,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,9.578202015526527e-15,9.786828912128039e-08,,,0.0,0.0,0.0,1.0,152,0.0,2026-06-29T07:34:52.372126Z,2026-07-03T08:56:02.500105Z
+Moirai-2.0,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,1413.5182828878362,30.937669028414447,0.012327592517561194,0.007787468196427536,29.216587135324744,1223.6865487118484,-0.816496580927726,0.22067136191984693,3,1.0,2026-07-03T08:14:44.325135Z,2026-07-03T09:20:36.985472Z
+Moirai-2.0,wikimedia_time_series_hourly_pageviews/1D/short,Web,1D,7,344.09016912091255,18.54966762831379,0.0697497455438622,0.0579259663790683,,,,,1,1.0,2026-07-03T09:24:08.058449+00:00,2026-07-03T09:24:08.058449+00:00
+Moving-Average,binance_btcusdt_1h_close/1h/short,Finance,1h,24,912393.3524947874,731.0560275063924,0.013680597587100907,0.1305985946366625,17.797177028314177,1054198.2517297445,0.6734299516908212,2.5490607509382064e-93,415,1.0,2026-06-17T12:10:12.847893+00:00,2026-07-03T09:20:36.985472Z
+Moving-Average,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,4.904683778137496e-05,0.0030882792974887296,,,-42.01509938010979,0.0001864694004780273,-0.07680535768622228,0.2931100842224619,103,0.0,2026-06-29T07:34:52.372126Z,2026-07-03T09:20:36.985472Z
+Moving-Average,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,9.578202015526527e-15,9.786828912128038e-08,,,0.0,0.0,0.0,1.0,153,0.0,2026-06-29T07:34:52.372126Z,2026-07-03T09:20:36.985472Z
 Moving-Average,nasa_power_shanghai_hourly_T2M/1h/short,Weather,1h,24,7.48124277508238,2.5073027268295216,0.09009237838414962,0.13275352328314466,-33.61715309108131,4.901502299306895,-0.278764849741876,0.008021498167778977,49,1.0,2026-06-18T05:03:30.400278+00:00,2026-07-03T09:04:07.956933Z
-Moving-Average,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,0.9864530444681523,0.7866954895349483,2.1000186868980073,0.6437676493479627,5.089764299149294,1.4647319078704708,-0.35304659498207885,1.0051229825579413e-14,217,0.9769585253456221,2026-06-17T12:10:12.867076+00:00,2026-07-03T08:56:02.500105Z
-Moving-Average,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,36;72,1.9318056928892497,0.9560619392012056,0.15493858252006126,0.5364002368258196,10.179309002440773,3.928943467236095,-0.20697241121528015,3.945630136076508e-05,179,1.0,2026-06-17T12:10:12.884991+00:00,2026-07-03T08:45:14.545252Z
+Moving-Average,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,0.9831528125416156,0.7854570828462252,2.091361544024539,0.6420701116633789,5.065434594026381,1.4621652086490557,-0.35103369551431113,1.2339891976703666e-14,218,0.9770642201834863,2026-06-17T12:10:12.867076+00:00,2026-07-03T09:20:36.985472Z
+Moving-Average,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,36;72,1.9225354701287134,0.9536004655514397,0.15582024126505162,0.5349502386073729,10.13679090891412,3.9199269716880587,-0.20436056699090424,4.6944959005788704e-05,180,1.0,2026-06-17T12:10:12.884991+00:00,2026-07-03T09:20:36.985472Z
 Moving-Average,nws_ksfo_observations_temperature/1h/short,Weather,1h,24,5.989119929649066,1.4162163153718477,0.07110537852598564,0.5401120505265271,13.766544430787137,29.300135431866064,0.03123543123543123,0.710797694238582,66,1.0,2026-06-17T12:10:12.895547+00:00,2026-07-03T09:04:07.956933Z
 Moving-Average,open_meteo_shanghai_air_quality_hourly_pm2_5/1h/short,Air Quality,1h,24,431.0077476296759,14.819414914087954,0.48007156723566713,0.5179995005071125,11.177518523017483,638.3207605214434,0.5882936507936508,6.364803466031011e-12,64,1.0,2026-06-17T12:10:12.904026+00:00,2026-07-03T09:04:07.956933Z
-Moving-Average,open_meteo_shanghai_hourly_temperature_2m/1h/short,Weather,1h,24,2.487604966803466,1.4257693082201266,0.06683555457327359,0.21105267062666452,-16.916074975424422,2.1322589240215706,0.4240437158469945,1.372329334706475e-06,61,1.0,2026-06-17T12:39:01.095906+00:00,2026-07-03T08:06:09.989488Z
+Moving-Average,open_meteo_shanghai_hourly_temperature_2m/1h/short,Weather,1h,24,2.593762693141675,1.4513462838581792,0.06687219896441185,0.20877303108099804,-17.255021339153693,2.2739176697093724,0.4426229508196722,3.695553735921569e-07,62,1.0,2026-06-17T12:39:01.095906+00:00,2026-07-03T09:20:36.985472Z
 Moving-Average,usgs_earthquake_all_week_hourly_earthquake_count/1h/short,Hazards,1h,24,12.520142461777915,3.138430921841067,0.6545422570541188,0.36518551180733966,17.853095866491483,9.428617693068453,0.5367063492063492,3.6407665162838193e-10,64,1.0,2026-06-17T12:10:12.921461+00:00,2026-07-03T09:04:07.956933Z
-Moving-Average,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,1536.1659822448169,23.923358887101035,0.011161464017426705,0.16611637359976575,7.102025300917463,4143.449797350494,0.1452595359988235,0.014544030737747368,130,1.0,2026-06-17T12:26:17.359102+00:00,2026-07-03T08:45:14.545252Z
+Moving-Average,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,1529.2781068913619,23.932924570649796,0.011159180032851494,0.16493122770998184,7.297480472795869,4128.235499515672,0.14845438748519243,0.01216773117128802,131,1.0,2026-06-17T12:26:17.359102+00:00,2026-07-03T09:20:36.985472Z
 Moving-Average,wikimedia_time_series_hourly_pageviews/1D/short,Web,1D,2;7,983.7553293653343,21.11536945508266,0.206471189408788,0.37604182005743236,48.28446220099294,1227.1537528895785,0.5238095238095238,0.1361111111111111,7,1.0,2026-06-17T12:10:12.956394+00:00,2026-07-02T11:01:40.000947Z
-Seasonal-Naive,binance_btcusdt_1h_close/1h/short,Finance,1h,24,1036886.4521661372,809.1150121757333,0.01498283396750816,0.12304014305977343,0.0,1077629.2583107925,0.7271993543179983,3.0896590059889555e-108,414,1.0,2026-06-17T12:10:12.963911+00:00,2026-07-03T09:04:07.956933Z
+Seasonal-Naive,binance_btcusdt_1h_close/1h/short,Finance,1h,24,1040960.3262439352,811.1449225955862,0.015005825467686687,0.12278885211108964,0.0,1079521.7965956216,0.7271404458413363,1.771278896899768e-108,415,1.0,2026-06-17T12:10:12.963911+00:00,2026-07-03T09:20:36.985472Z
 Seasonal-Naive,data_gov_sg_sgx_equities_turnover_monthly_turnover_value_million_sgd/1mo/short,Finance,1mo,12,36436.1429036395,190.88253692687422,0.8264244641534466,0.9402466648974208,0.0,,,,1,1.0,2026-06-29T09:42:32.652885Z,2026-06-29T09:42:32.652885Z
-Seasonal-Naive,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,0.00010893246512007873,0.0010334240873496694,,,0.0,0.0011001639694281902,-0.09288986696027392,0.2552147268734355,102,0.0,2026-06-29T07:34:52.372126Z,2026-07-03T08:45:14.545252Z
-Seasonal-Naive,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,0.0,0.0,,,0.0,0.0,0.0,1.0,152,0.0,2026-06-29T07:34:52.372126Z,2026-07-03T08:56:02.500105Z
+Seasonal-Naive,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,0.00010787486837134009,0.0010233908437831678,,,0.0,0.001094810341699327,-0.09289773523888237,0.2528129010164081,103,0.0,2026-06-29T07:34:52.372126Z,2026-07-03T09:20:36.985472Z
+Seasonal-Naive,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,0.0,0.0,,,0.0,0.0,0.0,1.0,153,0.0,2026-06-29T07:34:52.372126Z,2026-07-03T09:20:36.985472Z
 Seasonal-Naive,nasa_power_shanghai_hourly_T2M/1h/short,Weather,1h,24,3.0596755547960197,1.5956238478866664,0.05667831867844033,0.08641222142811211,0.0,2.1780483269007305,0.14189048119867445,0.17282063628661037,50,1.0,2026-06-18T05:03:30.473716+00:00,2026-07-03T09:04:07.956933Z
-Seasonal-Naive,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,1.0310627874548517,0.8126479500615031,2.10328799575039,0.6699604965561413,0.0,1.504245955193233,-0.36243386243386244,1.951789344620913e-15,217,0.9769585253456221,2026-06-17T12:10:12.978229+00:00,2026-07-03T08:56:02.500105Z
-Seasonal-Naive,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,36;72,2.1327599388120837,1.0302310520394617,0.16445175711547239,0.6824753558695354,0.0,4.137091897058976,-0.23448498059685607,3.20752973865703e-06,179,1.0,2026-06-17T12:10:12.994311+00:00,2026-07-03T08:45:14.545252Z
+Seasonal-Naive,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,1.027552690089094,0.8112854257525335,2.094643724126897,0.6681644171051749,0.0,1.5016705291131982,-0.3605885088572275,2.3296285756226016e-15,218,0.9770642201834863,2026-06-17T12:10:12.978229+00:00,2026-07-03T09:20:36.985472Z
+Seasonal-Naive,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,36;72,2.1224490810897967,1.0274304524772189,0.1652374255763399,0.6802516239063294,0.0,4.127838219199135,-0.23256108292217187,3.62115161125491e-06,180,1.0,2026-06-17T12:10:12.994311+00:00,2026-07-03T09:20:36.985472Z
 Seasonal-Naive,nws_ksfo_observations_temperature/1h/short,Weather,1h,24,5.912158701522923,1.4481056045762708,0.06870953883453576,0.5148655846393203,0.0,28.865687192118877,0.03166704446537766,0.704827375659998,67,1.0,2026-06-17T12:10:13.002812+00:00,2026-07-03T09:04:07.956933Z
 Seasonal-Naive,open_meteo_shanghai_air_quality_hourly_pm2_5/1h/short,Air Quality,1h,24,525.5241646942627,16.763944002426094,0.5270445181591968,0.6232531152129545,0.0,701.2458092439067,0.5211538461538462,8.412533317805197e-10,65,1.0,2026-06-17T12:10:13.010113+00:00,2026-07-03T09:04:07.956933Z
-Seasonal-Naive,open_meteo_shanghai_hourly_temperature_2m/1h/short,Weather,1h,24,2.022709745927151,1.2514480888389097,0.05216204798132637,0.1626239203524194,0.0,1.8501031420463039,0.5613757399534979,1.1572353419513651e-10,62,1.0,2026-06-17T12:39:01.134217+00:00,2026-07-03T08:06:09.989488Z
+Seasonal-Naive,open_meteo_shanghai_hourly_temperature_2m/1h/short,Weather,1h,24,2.0553849875507093,1.2636506648448955,0.05234734917973951,0.16099151974817857,0.0,1.8533583482528673,0.560963188365446,8.315948033967135e-11,63,1.0,2026-06-17T12:39:01.134217+00:00,2026-07-03T09:20:36.985472Z
 Seasonal-Naive,usgs_earthquake_all_week_hourly_earthquake_count/1h/short,Hazards,1h,24,18.135539574638788,3.7807878031211244,0.6625433244954034,0.5893185118311326,0.0,13.338612124366513,0.542918986600235,1.6393749969539333e-10,65,1.0,2026-06-17T12:10:13.024713+00:00,2026-07-03T09:04:07.956933Z
-Seasonal-Naive,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,1810.954496299419,27.19050358660013,0.011338021293379718,0.14317090601844254,0.0,4569.633428953949,0.10737975806795069,0.07434555072325524,130,1.0,2026-06-17T12:26:17.384303+00:00,2026-07-03T08:45:14.545252Z
+Seasonal-Naive,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,1806.6724009078205,27.252830574941562,0.011332679893219113,0.14215018356620568,0.0,4552.2878237743835,0.11172524904492526,0.06234821693436143,131,1.0,2026-06-17T12:26:17.384303+00:00,2026-07-03T09:20:36.985472Z
 Seasonal-Naive,wikimedia_time_series_hourly_pageviews/1D/short,Web,1D,2;7,3919.2207784573843,45.08415468042706,0.3563694794592962,0.8299818160666028,0.0,4190.697528842885,0.4000661320993193,0.17023995462900499,8,1.0,2026-06-17T12:10:13.040774+00:00,2026-07-02T11:01:40.000947Z
-Sundial,binance_btcusdt_1h_close/1h/short,Finance,1h,24,1510882.8446432792,1190.7143659421347,0.018345105884690207,0.016761204651889072,23.41156144510435,716809.4616443726,0.5688545688545689,1.0758680626878959e-24,148,1.0,2026-07-01T08:20:13.790420Z,2026-07-03T09:04:07.956933Z
+Sundial,binance_btcusdt_1h_close/1h/short,Finance,1h,24,1513220.0843256027,1191.8739993652616,0.01836626260582034,0.016786088256472955,23.381303445823043,714953.1569312809,0.5633956103754761,2.069786199683507e-24,149,1.0,2026-07-01T08:20:13.790420Z,2026-07-03T09:20:36.985472Z
 Sundial,data_gov_sg_sgx_equities_turnover_monthly_turnover_value_million_sgd/1mo/short,Finance,1mo,12,26942.28249014914,164.14104450182208,2.360591014522408,0.7305382024738188,,,,,1,1.0,2026-07-01T08:20:13.790420Z,2026-07-01T08:20:13.790420Z
-Sundial,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,5.921566922563773e-07,0.0004483246245764553,,,-49.01960784313726,1.5949399219237481e-06,-0.05429864253393665,0.5699280303369774,52,0.0,2026-07-01T08:20:13.790420Z,2026-07-03T08:45:14.545252Z
-Sundial,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,5.595644451154274e-16,2.2559791190478275e-08,,,0.0,5.469112379380191e-16,0.0,1.0,74,0.0,2026-07-01T08:20:13.790420Z,2026-07-03T08:56:02.500105Z
+Sundial,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,5.809839245620165e-07,0.0004398669287858065,,,-48.07692307692308,1.5816224301187643e-06,-0.07402031930333818,0.4339726683274382,53,0.0,2026-07-01T08:20:13.790420Z,2026-07-03T09:20:36.985472Z
+Sundial,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,5.596856387605976e-16,2.25769468623811e-08,,,0.0,5.432043363626319e-16,0.0,1.0,75,0.0,2026-07-01T08:20:13.790420Z,2026-07-03T09:20:36.985472Z
 Sundial,nasa_power_shanghai_hourly_T2M/1h/short,Weather,1h,24,2.138323001289715,1.4435164416577182,0.042359597686710236,0.03573243467958509,23.556238478308213,0.5931327189620319,-0.6811594202898551,3.7790736665228414e-07,24,1.0,2026-07-01T08:20:13.790420Z,2026-07-03T09:04:07.956933Z
-Sundial,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,0.11889422634352936,0.2951128007405593,0.7219965932371748,0.14176171270442942,45.46340113067042,0.12000332858501844,-0.15525114155251143,0.05201212415109938,73,1.0,2026-07-01T08:20:13.790420Z,2026-07-03T08:56:02.500105Z
-Sundial,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,72,0.22598213749155557,0.4638461934322416,0.205199898060777,0.16336266904901325,5.554286020497785,0.10356795931325133,0.6365384615384616,6.595855787970495e-14,65,1.0,2026-07-01T08:20:13.790420Z,2026-07-03T08:45:14.545252Z
+Sundial,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,0.11836270589653576,0.29493650423821427,0.7136329833920972,0.14125878249700483,45.57943379427851,0.11926623029591683,-0.15290633098852277,0.05393452814560117,74,1.0,2026-07-01T08:20:13.790420Z,2026-07-03T09:20:36.985472Z
+Sundial,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,72,0.22685211427219773,0.46488418799255204,0.20669218513921864,0.16466113551630662,5.450723847498306,0.10301094402224503,0.6279720279720279,9.025156809487226e-14,66,1.0,2026-07-01T08:20:13.790420Z,2026-07-03T09:20:36.985472Z
 Sundial,nws_ksfo_observations_temperature/1h/short,Weather,1h,24,1.7434769965986607,1.0329330910659984,0.0536990000758746,0.0452394127199031,9.618637246934567,2.5051657488950525,0.17786561264822134,0.24828475995311994,23,1.0,2026-07-01T08:20:13.790420Z,2026-07-03T09:04:07.956933Z
 Sundial,open_meteo_shanghai_air_quality_hourly_pm2_5/1h/short,Air Quality,1h,24,646.3334679139397,20.443802119708028,0.2627519859522032,0.26610489444233326,41.86414652249518,815.44447863045,-0.2318840579710145,0.11887659001932085,24,1.0,2026-07-01T08:20:13.790420Z,2026-07-03T09:04:07.956933Z
-Sundial,open_meteo_shanghai_hourly_temperature_2m/1h/short,Weather,1h,24,2.4789098334644772,1.4923747695804184,0.044753623934601215,0.038776021141497766,18.172590120675473,1.4898086166676046,-0.24761904761904766,0.12453202701123642,21,1.0,2026-07-01T08:20:13.790420Z,2026-07-03T08:06:09.989488Z
+Sundial,open_meteo_shanghai_hourly_temperature_2m/1h/short,Weather,1h,24,2.602781034532496,1.528232482489205,0.04603915988039276,0.04017774252081818,16.731396268462227,1.5656971166636213,-0.14285714285714285,0.3711989339777388,22,1.0,2026-07-01T08:20:13.790420Z,2026-07-03T09:20:36.985472Z
 Sundial,usgs_earthquake_all_week_hourly_earthquake_count/1h/short,Hazards,1h,24,19.723418014457874,4.402384748097509,0.5005818201564386,0.2829764650910447,21.85200913113895,5.18760805120363,-0.2246376811594203,0.13127236323377936,24,1.0,2026-07-01T08:20:13.790420Z,2026-07-03T09:04:07.956933Z
-Sundial,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,670.8102000684042,20.381837685775416,0.006179168685853454,0.00523157457148224,-9.920532129692578,852.1487589396473,-0.33237958793552663,0.0006805894469988405,50,1.0,2026-07-01T08:20:13.790420Z,2026-07-03T08:45:14.545252Z
+Sundial,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,665.0922917829813,20.36401691030307,0.006186102049886748,0.005219265654212848,-8.653124689341444,844.5719480590859,-0.31459025987400774,0.001154371248191753,51,1.0,2026-07-01T08:20:13.790420Z,2026-07-03T09:20:36.985472Z
 Sundial,wikimedia_time_series_hourly_pageviews/1D/short,Web,1D,7,423.83673384262335,20.58250846956932,0.07300563494449645,0.05263435518391749,89.60619048739426,22.215068357487805,-1.0,0.3333333333333333,3,1.0,2026-07-01T08:20:13.790420Z,2026-07-02T11:01:40.000947Z
-TabPFN-TS,binance_btcusdt_1h_close/1h/short,Finance,1h,24,1490419.2109949589,1182.447546281454,0.018474684761253503,0.018482835648012383,33.51584559712545,569275.3869415009,0.14285714285714285,0.7195436507936508,8,1.0,2026-07-01T13:07:24.792624Z,2026-07-03T09:04:07.956933Z
+TabPFN-TS,binance_btcusdt_1h_close/1h/short,Finance,1h,24,1460902.5365665578,1174.030361665998,0.018293132046337025,0.018301294499993903,34.01660385386417,539820.5854995076,0.0,1.0,9,1.0,2026-07-01T13:07:24.792624Z,2026-07-03T09:20:36.985472Z
 TabPFN-TS,data_gov_sg_sgx_equities_turnover_monthly_turnover_value_million_sgd/1mo/short,Finance,1mo,12,30432.245376910596,174.44840319392608,0.7106828034516671,0.8392463572886636,,,,,1,1.0,2026-07-01T13:07:24.792624Z,2026-07-01T13:07:24.792624Z
-TabPFN-TS,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,0.0,0.0,,,0.0,0.0,0.0,1.0,3,0.0,2026-07-01T13:07:24.792624Z,2026-07-03T08:45:14.545252Z
-TabPFN-TS,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,0.0,0.0,,,0.0,0.0,0.0,1.0,4,0.0,2026-07-01T13:07:24.792624Z,2026-07-03T08:56:02.500105Z
+TabPFN-TS,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,0.0,0.0,,,0.0,0.0,0.0,1.0,4,0.0,2026-07-01T13:07:24.792624Z,2026-07-03T09:20:36.985472Z
+TabPFN-TS,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,0.0,0.0,,,0.0,0.0,0.0,1.0,5,0.0,2026-07-01T13:07:24.792624Z,2026-07-03T09:20:36.985472Z
 TabPFN-TS,nasa_power_shanghai_hourly_T2M/1h/short,Weather,1h,24,1.5419002215729354,1.231894898297413,0.038885631011425906,0.03994255098979146,-10.899610941946875,0.5435455463778794,1.0,1.0,2,1.0,2026-07-01T13:07:24.792624Z,2026-07-03T09:04:07.956933Z
-TabPFN-TS,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,0.7190533525145606,0.8447530649824275,0.7013761782572174,0.4782433327091932,-60.773348141529084,0.14922665670401977,-0.6666666666666669,0.3333333333333333,4,1.0,2026-07-01T13:07:24.792624Z,2026-07-03T08:56:02.500105Z
-TabPFN-TS,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,72,0.2987186428863298,0.5178888531396603,0.27105323954284316,0.2542917973931791,-4.267354579773282,0.19714199817665473,0.33333333333333337,1.0,3,1.0,2026-07-01T13:07:24.792624Z,2026-07-03T08:45:14.545252Z
+TabPFN-TS,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,0.6927486018066894,0.8291034107533554,0.6317164050186111,0.4611289401823167,-55.00324080639381,0.14198994982853813,-0.7999999999999999,0.08333333333333333,5,1.0,2026-07-01T13:07:24.792624Z,2026-07-03T09:20:36.985472Z
+TabPFN-TS,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,72,0.3047696225440803,0.5304823292200287,0.2808785963562169,0.2626000569118892,-5.122929271956023,0.16142005983147448,0.0,1.0,4,1.0,2026-07-01T13:07:24.792624Z,2026-07-03T09:20:36.985472Z
 TabPFN-TS,nws_ksfo_observations_temperature/1h/short,Weather,1h,24,0.1400961716965791,0.32110548431971453,0.015833684717594897,0.015314913203083536,-15.929132947466984,0.17467061580152143,1.0,1.0,2,1.0,2026-07-01T13:07:24.792624Z,2026-07-03T09:04:07.956933Z
 TabPFN-TS,open_meteo_shanghai_air_quality_hourly_pm2_5/1h/short,Air Quality,1h,24,264.11174715397965,15.882157148449831,0.24269873798190533,0.288540097559709,80.30350100455087,154.7599083684072,-1.0,1.0,2,1.0,2026-07-01T13:07:24.792624Z,2026-07-03T09:04:07.956933Z
-TabPFN-TS,open_meteo_shanghai_hourly_temperature_2m/1h/short,Weather,1h,24,1.6848410480734703,1.2503256484387772,0.037417162408793905,0.037866234495085416,4.781228711592171,1.232832861790567,1.0,1.0,2,1.0,2026-07-01T13:07:24.792624Z,2026-07-03T08:06:09.989488Z
+TabPFN-TS,open_meteo_shanghai_hourly_temperature_2m/1h/short,Weather,1h,24,2.3589736872351446,1.4753568210248291,0.04480450589512195,0.0458298089303307,4.791664198925574,1.4571557494326446,1.0,0.3333333333333333,3,1.0,2026-07-01T13:07:24.792624Z,2026-07-03T09:20:36.985472Z
 TabPFN-TS,usgs_earthquake_all_week_hourly_earthquake_count/1h/short,Hazards,1h,24,22.452490630584272,4.733274683590976,0.7406380447692612,0.4065557043172208,17.768537767671415,2.951420522916472,-1.0,1.0,2,1.0,2026-07-01T13:07:24.792624Z,2026-07-03T09:04:07.956933Z
-TabPFN-TS,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,1596.21841995832,37.957900371337594,0.01357621658856962,0.013523665881425737,-7.697415774563647,1024.519140073211,0.816496580927726,0.22067136191984693,3,1.0,2026-07-01T13:07:24.792624Z,2026-07-03T08:45:14.545252Z
+TabPFN-TS,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,1507.6985876038673,37.27942369859055,0.013713588404484065,0.013674175374126152,-5.026467783247033,855.0454306435864,0.18257418583505539,0.7179816667337766,4,1.0,2026-07-01T13:07:24.792624Z,2026-07-03T09:20:36.985472Z
 TabPFN-TS,wikimedia_time_series_hourly_pageviews/1D/short,Web,1D,7,459.0989287677221,21.426593960957074,0.06551843551522653,0.060824312418524165,,,,,1,1.0,2026-07-01T13:07:24.792624Z,2026-07-01T13:07:24.792624Z
-TiRex,binance_btcusdt_1h_close/1h/short,Finance,1h,24,475195.57148984476,462.794182593205,0.010385630477891213,0.14332653053939753,26.40961665736982,731840.6175422331,0.719850658989699,3.182233081599346e-132,517,1.0,2026-06-16T12:07:33.925127+00:00,2026-07-03T09:04:07.956933Z
-TiRex,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,7.861633752982731e-08,0.00011995672536301495,,,-42.268117886872695,2.0540103575277745e-07,-0.10700457850986027,0.14980729068108972,100,0.0,2026-06-29T07:34:52.372126Z,2026-07-03T08:45:14.545252Z
-TiRex,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,2.0440368407041843e-18,1.4296981641955703e-09,,,0.0,0.0,0.0,1.0,147,0.0,2026-06-29T07:34:52.372126Z,2026-07-03T08:56:02.500105Z
+TiRex,binance_btcusdt_1h_close/1h/short,Finance,1h,24,475798.03197364765,463.61365796506647,0.010392468349966683,0.14307312986863482,26.481779894784346,731261.0636953511,0.719229591570017,2.979854610032446e-132,518,1.0,2026-06-16T12:07:33.925127+00:00,2026-07-03T09:20:36.985472Z
+TiRex,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,7.783795795090886e-08,0.00011876911110452798,,,-41.83681056149644,2.045211064538016e-07,-0.11564904502413835,0.1180671120018177,101,0.0,2026-06-29T07:34:52.372126Z,2026-07-03T09:20:36.985472Z
+TiRex,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,2.0440368407041847e-18,1.4296981641955703e-09,,,0.0,3.864939246917114e-34,0.0,1.0,148,0.0,2026-06-29T07:34:52.372126Z,2026-07-03T09:20:36.985472Z
 TiRex,nasa_power_shanghai_hourly_T2M/1h/short,Weather,1h,24,2.5561039166262405,1.438015881043001,0.04652158985755962,0.06996474585615041,16.576423040978685,1.8259400685454623,0.5080056710010721,1.2782947469224694e-06,49,1.0,2026-06-17T05:15:19.765080+00:00,2026-07-03T09:04:07.956933Z
-TiRex,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,24;60,0.20418183645491947,0.35400293699695656,0.6447412916476603,0.17535312779359352,43.05540943066069,0.3342139939651724,0.04491417222301036,0.2750059251789081,266,0.9774436090225563,2026-06-16T12:07:37.946365+00:00,2026-07-03T08:56:02.500105Z
-TiRex,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,24;36;72,2.015249198204068,1.0670214183185485,0.1662495936009594,0.5091360595068524,-3.419317142648461,3.811531075824053,-0.33861602231244964,3.853814110381373e-13,208,1.0,2026-06-16T12:07:42.045490+00:00,2026-07-03T08:45:14.545252Z
+TiRex,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,24;60,0.20344164815402008,0.35298023576524,0.6423992270150555,0.17489858546917517,43.30605641410542,0.3338043683827726,0.0384387936132466,0.3492707202742835,267,0.9775280898876404,2026-06-16T12:07:37.946365+00:00,2026-07-03T09:20:36.985472Z
+TiRex,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,24;36;72,2.0064085877589455,1.063874631181079,0.1665655405635555,0.5073658287130423,-3.257447333813524,3.8045050642845166,-0.3414499862312286,2.1476088453662348e-13,209,1.0,2026-06-16T12:07:42.045490+00:00,2026-07-03T09:20:36.985472Z
 TiRex,nws_ksfo_observations_temperature/1h/short,Weather,1h,24,6.0807693879340174,1.1131276203521303,0.039825486289381,0.5222711412857042,40.24810468899809,31.263616827690846,0.03228070175438597,0.6798944087486178,76,1.0,2026-06-16T13:14:27.889152+00:00,2026-07-03T09:04:07.956933Z
 TiRex,open_meteo_shanghai_air_quality_hourly_pm2_5/1h/short,Air Quality,1h,24,215.54401035547733,8.838079752746012,0.31839174412790794,0.4948092708974755,38.88215561045906,516.5618258047214,0.4677052904901006,1.0592177235799541e-09,79,1.0,2026-06-16T13:14:34.959433+00:00,2026-07-03T09:04:07.956933Z
-TiRex,open_meteo_shanghai_hourly_temperature_2m/1h/short,Weather,1h,24,1.0959680338405984,0.871709091242959,0.04199398106685217,0.11661926848001664,20.168302512872234,1.3178884572142424,0.6473000683526999,8.057422213694856e-17,77,1.0,2026-06-16T13:14:39.480658+00:00,2026-07-03T08:06:09.989488Z
+TiRex,open_meteo_shanghai_hourly_temperature_2m/1h/short,Weather,1h,24,1.160956272346315,0.8923660516193391,0.042454548377043926,0.11602763687256676,19.493212427294868,1.4295819323552168,0.6556776556776558,1.9750058536524482e-17,78,1.0,2026-06-16T13:14:39.480658+00:00,2026-07-03T09:20:36.985472Z
 TiRex,usgs_earthquake_all_week_hourly_earthquake_count/1h/short,Hazards,1h,24,9.666182998649461,2.624241347687462,0.5931182986873662,0.36862158184822935,21.284932187350552,8.933714639275731,0.5517815517815517,8.732996793545288e-13,78,1.0,2026-06-16T13:14:44.379149+00:00,2026-07-03T09:04:07.956933Z
-TiRex,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,724.2826247690176,14.786271638451977,0.007142122374779506,0.17669340940580103,20.084136379910213,2189.587012293365,0.2142559956198573,0.0001293915101469485,146,1.0,2026-06-16T12:42:39.570887+00:00,2026-07-03T08:45:14.545252Z
+TiRex,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,719.5459504489022,14.721675908662839,0.007105104535872216,0.1755063746854696,20.68841892468744,2182.8311380311015,0.21226771605948308,0.00014152141198868853,147,1.0,2026-06-16T12:42:39.570887+00:00,2026-07-03T09:20:36.985472Z
 TiRex,wikimedia_time_series_hourly_pageviews/1D/short,Web,1D,2;7,127.21965129840893,7.532079169838731,0.05628161235896661,0.1348787861976928,92.79024683063659,162.960282069556,1.0,0.0003968253968253968,7,1.0,2026-06-17T09:45:42.165364+00:00,2026-07-02T11:01:40.000947Z
-TimesFM-2.5,binance_btcusdt_1h_close/1h/short,Finance,1h,24,460883.70333164785,456.4243798253377,0.010151215435229875,0.16511115993964443,30.748140264779845,698344.4324389296,0.6795068654953491,6.1380861860758e-119,521,1.0,2026-06-16T12:06:55.147862+00:00,2026-07-03T09:04:07.956933Z
-TimesFM-2.5,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,3.936415922109507e-08,4.451121711355174e-05,,,-36.08247422680412,3.3446002929735864e-07,0.011240851207597487,0.8809796611088069,101,0.0,2026-06-29T07:34:52.372126Z,2026-07-03T08:45:14.545252Z
-TimesFM-2.5,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,0.0,0.0,,,0.0,0.0,0.0,1.0,149,0.0,2026-06-29T07:34:52.372126Z,2026-07-03T08:56:02.500105Z
+TimesFM-2.5,binance_btcusdt_1h_close/1h/short,Finance,1h,24,461872.84720534977,457.4437637119303,0.010166959707996056,0.16482103568870718,30.789486661047047,698039.8401839271,0.6794110941969833,3.936060760221663e-119,522,1.0,2026-06-16T12:06:55.147862+00:00,2026-07-03T09:20:36.985472Z
+TimesFM-2.5,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,3.897823609147649e-08,4.407483263204633e-05,,,-35.714285714285715,3.328229908229053e-07,0.0017599987398126187,0.9812185782727224,102,0.0,2026-06-29T07:34:52.372126Z,2026-07-03T09:20:36.985472Z
+TimesFM-2.5,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,0.0,0.0,,,0.0,0.0,0.0,1.0,150,0.0,2026-06-29T07:34:52.372126Z,2026-07-03T09:20:36.985472Z
 TimesFM-2.5,nasa_power_shanghai_hourly_T2M/1h/short,Weather,1h,24,2.4958239417839088,1.4197578168142013,0.05235428207305647,0.08814482265896151,12.765331006238407,2.255306292176815,-0.073429047349255,0.4795904562021609,50,1.0,2026-06-17T05:12:05.733003+00:00,2026-07-03T09:04:07.956933Z
-TimesFM-2.5,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,24;60,0.09263516341262365,0.24348559590059202,0.3106314639468263,0.15457111371980767,60.585321097185286,0.14876837079898125,-0.020002837281883956,0.6268575003776791,266,0.9774436090225563,2026-06-16T12:07:01.390017+00:00,2026-07-03T08:56:02.500105Z
-TimesFM-2.5,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,24;36;72,1.8174412362414982,0.985545716329544,0.1423730031320008,0.592824211871039,6.128272829510726,3.6687295009961263,-0.25067741532153553,6.150735720541898e-08,211,1.0,2026-06-16T12:07:07.769114+00:00,2026-07-03T08:45:14.545252Z
+TimesFM-2.5,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,24;60,0.09254976223665033,0.24356340054454048,0.3099466704529586,0.15437971780330845,60.574790197606085,0.14849502471189266,-0.017938103686181744,0.6622547769558649,267,0.9775280898876404,2026-06-16T12:07:01.390017+00:00,2026-07-03T09:20:36.985472Z
+TimesFM-2.5,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,24;36;72,1.8096833303440056,0.9828575304833713,0.14253939145177105,0.5910737405782779,6.227190757578953,3.6617681429980746,-0.252382047999511,4.646838809757333e-08,212,1.0,2026-06-16T12:07:07.769114+00:00,2026-07-03T09:20:36.985472Z
 TimesFM-2.5,nws_ksfo_observations_temperature/1h/short,Weather,1h,24,6.118413482352774,1.1793440029896767,0.04224713184536814,0.6293273159180921,34.90698278387932,30.67752071497921,0.04381694255111977,0.5676615298179176,79,1.0,2026-06-16T13:13:08.030961+00:00,2026-07-03T09:04:07.956933Z
 TimesFM-2.5,open_meteo_shanghai_air_quality_hourly_pm2_5/1h/short,Air Quality,1h,24,223.7196468411353,8.938717778773269,0.3083461261703904,0.5812253065842385,38.34066976420716,549.1045225545818,0.4628124059018368,7.514953554989903e-10,82,1.0,2026-06-16T13:13:12.832013+00:00,2026-07-03T09:04:07.956933Z
-TimesFM-2.5,open_meteo_shanghai_hourly_temperature_2m/1h/short,Weather,1h,24,1.0646183682212704,0.8275161494108115,0.04648090145277239,0.12953707859752253,24.21366514395864,1.4215030249822869,0.6419753086419753,2.1929921444234132e-17,81,1.0,2026-06-16T13:13:17.753731+00:00,2026-07-03T08:06:09.989488Z
+TimesFM-2.5,open_meteo_shanghai_hourly_temperature_2m/1h/short,Weather,1h,24,1.1299465680738678,0.8483278298385852,0.04706885028318993,0.12891821630258055,23.451433135607733,1.531561862740159,0.6501053899427883,5.3514264051556124e-18,82,1.0,2026-06-16T13:13:17.753731+00:00,2026-07-03T09:20:36.985472Z
 TimesFM-2.5,usgs_earthquake_all_week_hourly_earthquake_count/1h/short,Hazards,1h,24,9.31691988916382,2.563659652996412,0.5089107025956392,0.5150915325816944,22.59467775609676,8.82552747135694,0.5453176753989762,4.104533165251258e-13,82,1.0,2026-06-16T13:13:22.668298+00:00,2026-07-03T09:04:07.956933Z
-TimesFM-2.5,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,778.6691294965783,14.848074454419901,0.007498996476262504,0.2186934197071642,23.721683691543852,2574.231554832957,0.19937469457347573,0.00035109835999228326,147,1.0,2026-06-16T12:41:30.056174+00:00,2026-07-03T08:45:14.545252Z
+TimesFM-2.5,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,774.7532003845266,14.8430921386698,0.007465190137093911,0.2172565000219943,24.108967880682542,2565.903004636388,0.20063655978243936,0.0003066769727688853,148,1.0,2026-06-16T12:41:30.056174+00:00,2026-07-03T09:20:36.985472Z
 TimesFM-2.5,wikimedia_time_series_hourly_pageviews/1D/short,Web,1D,2;7,107.95101181513382,6.9625682483176545,0.0607086404115757,0.1907709756110462,92.39681780457543,140.04283581049745,0.5238095238095238,0.1361111111111111,7,1.0,2026-06-17T09:44:33.543452+00:00,2026-07-02T11:01:40.000947Z
-Toto-1.0,binance_btcusdt_1h_close/1h/short,Finance,1h,24,2344949.4963850975,1523.6825667465855,0.022543135650899868,0.019023707849588116,11.796412326459897,520513.6178649314,0.0,1.0,8,1.0,2026-07-03T07:52:13.218889Z,2026-07-03T09:04:07.956933Z
-Toto-1.0,data_gov_sg_sgx_equities_turnover_monthly_turnover_value_million_sgd/1mo/short,Finance,1mo,12,35424.06122722315,188.2128083506092,0.5823168903941691,0.5740491643996976,,,,,1,1.0,2026-07-03T09:08:45.746885+00:00,2026-07-03T09:08:45.746885+00:00
-Toto-1.0,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,1.966286827960797,1.2588711609769465,,,-100.0,2.1993318020403168,1.0,1.0,2,0.0,2026-07-03T08:14:44.325135Z,2026-07-03T08:45:14.545252Z
-Toto-1.0,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,0.8335034228942871,0.4797573653304172,,,-100.0,1.6623689432958946,-0.6666666666666669,0.3333333333333333,4,0.0,2026-07-03T07:52:13.218889Z,2026-07-03T08:56:02.500105Z
+Toto-1.0,binance_btcusdt_1h_close/1h/short,Finance,1h,24,2207609.3525447845,1471.38868233378,0.02209562468691637,0.018520366910346225,15.173666353960167,637831.0584125592,-0.2222222222222222,0.47670855379188715,9,1.0,2026-07-03T07:52:13.218889Z,2026-07-03T09:20:36.985472Z
+Toto-1.0,data_gov_sg_sgx_equities_turnover_monthly_turnover_value_million_sgd/1mo/short,Finance,1mo,12,35424.06122722315,188.2128083506092,0.5823168903941691,0.5740491643996976,,,,,1,1.0,2026-07-03T09:23:39.293921+00:00,2026-07-03T09:23:39.293921+00:00
+Toto-1.0,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,1.3314532812400437,0.9221035326277797,,,-100.0,1.9046183564848644,-0.33333333333333337,1.0,3,0.0,2026-07-03T08:14:44.325135Z,2026-07-03T09:20:36.985472Z
+Toto-1.0,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,0.7364124002966697,0.501797130906226,,,-100.0,1.4559313895480401,-0.19999999999999998,0.8166666666666667,5,0.0,2026-07-03T07:52:13.218889Z,2026-07-03T09:20:36.985472Z
 Toto-1.0,nasa_power_shanghai_hourly_T2M/1h/short,Weather,1h,24,0.8585260275614626,0.9231133873641708,0.02756650057060624,0.02455735881987304,29.124170908163627,0.20867592815594735,1.0,1.0,2,1.0,2026-07-03T07:52:13.218889Z,2026-07-03T09:04:07.956933Z
-Toto-1.0,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,0.09692340677283391,0.28804123579540225,0.12569255266396565,0.12922804541678784,20.38407304055527,0.06854813722387836,-1.0,0.08333333333333333,4,1.0,2026-07-03T07:52:13.218889Z,2026-07-03T08:56:02.500105Z
-Toto-1.0,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,72,0.3421236845238174,0.5839357302712488,0.30027559352020744,0.18268883774161673,-12.925696616484808,0.04815822187433378,0.33333333333333337,1.0,3,1.0,2026-07-03T07:52:13.218889Z,2026-07-03T08:45:14.545252Z
+Toto-1.0,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,0.09252862998230046,0.28518680962451104,0.10625097413120002,0.11273681397813903,27.510652192789472,0.06017229971374536,-0.6,0.23333333333333334,5,1.0,2026-07-03T07:52:13.218889Z,2026-07-03T09:20:36.985472Z
+Toto-1.0,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,72,0.36354527355292154,0.6014697708440508,0.2966758713062691,0.18210718392460978,-15.05196302807164,0.0581522208993406,0.6666666666666669,0.3333333333333333,4,1.0,2026-07-03T07:52:13.218889Z,2026-07-03T09:20:36.985472Z
 Toto-1.0,nws_ksfo_observations_temperature/1h/short,Weather,1h,24,0.656309104170892,0.723262454131629,0.01946907003603488,0.02258259533327281,1.3259875786204098,0.746610141945734,1.0,1.0,2,1.0,2026-07-03T07:52:13.218889Z,2026-07-03T09:04:07.956933Z
 Toto-1.0,open_meteo_shanghai_air_quality_hourly_pm2_5/1h/short,Air Quality,1h,24,553.7580845515946,23.512637100168487,0.27683607212751343,0.20400537310403055,43.020246948755215,63.57918451499353,-1.0,1.0,2,1.0,2026-07-03T07:52:13.218889Z,2026-07-03T09:04:07.956933Z
-Toto-1.0,open_meteo_shanghai_hourly_temperature_2m/1h/short,Weather,1h,24,3.1715875035112426,1.7808951410768807,0.04978137954570037,0.04393984265579681,-5.985941220127708,,,,1,1.0,2026-07-03T08:06:09.989488Z,2026-07-03T08:06:09.989488Z
+Toto-1.0,open_meteo_shanghai_hourly_temperature_2m/1h/short,Weather,1h,24,3.4342148646056403,1.851806273845905,0.0537177218333105,0.04681669359798208,-0.521877873388386,0.37141117590995365,1.0,1.0,2,1.0,2026-07-03T08:06:09.989488Z,2026-07-03T09:20:36.985472Z
 Toto-1.0,usgs_earthquake_all_week_hourly_earthquake_count/1h/short,Hazards,1h,24,48.8089514451122,6.7164824072536735,0.6053389424315969,0.31790470910348834,-13.38320637974094,36.53082626743379,1.0,1.0,2,1.0,2026-07-03T07:52:13.218889Z,2026-07-03T09:04:07.956933Z
-Toto-1.0,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,2247.2294165827334,47.397776801247964,0.018893590435632296,0.01865948103171972,-8.997075423394236,110.56355209511754,-1.0,1.0,2,1.0,2026-07-03T08:14:44.325135Z,2026-07-03T08:45:14.545252Z
-Toto-1.0,wikimedia_time_series_hourly_pageviews/1D/short,Web,1D,7,9916.244892343346,99.5803439055286,0.1839572151436816,0.1360337591180731,,,,,1,1.0,2026-07-03T09:08:45.746885+00:00,2026-07-03T09:08:45.746885+00:00
+Toto-1.0,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,1555.6816679901547,35.97758639865401,0.012620292525295201,0.012905350339451985,19.24737600089695,1200.3445402368181,-1.0,0.3333333333333333,3,1.0,2026-07-03T08:14:44.325135Z,2026-07-03T09:20:36.985472Z
+Toto-1.0,wikimedia_time_series_hourly_pageviews/1D/short,Web,1D,7,9916.244892343346,99.5803439055286,0.1839572151436816,0.1360337591180731,,,,,1,1.0,2026-07-03T09:23:39.293921+00:00,2026-07-03T09:23:39.293921+00:00

results/aggregates/metadata.json

@@ -1,5 +1,5 @@
 {
-  "generated_at": "2026-07-03T09:14:50.003852+00:00",
+  "generated_at": "2026-07-03T09:29:09.676291+00:00",
   "baseline_model": "Seasonal-Naive",
   "normalization": "Per-config metric / Seasonal-Naive metric",
   "metric_aggregation": "Geometric mean over dataset configurations",

results/aggregates/results_by_domain.csv

@@ -1,28 +1,28 @@
 domain,model,MSE,CRPS,Rank,n_configs,n_group_configs,coverage
-Climate,Chronos-2,0.5853353583574307,0.6957300920050025,1,5,5,1.0
-Climate,TiRex,0.518398679478999,0.6760579221587865,2,5,5,1.0
-Climate,TabPFN-TS,0.6367139863820821,0.7757943611122516,3,5,5,1.0
-Climate,Chronos-Bolt,0.5901204540986771,0.6804254887828216,4,5,5,1.0
-Climate,Toto-1.0,323.2330955837463,0.6251059006621827,5,5,5,1.0
-Climate,Moving-Average,0.8645523095540943,0.8403397631948872,6,5,5,1.0
-Climate,Sundial,0.5952220905154962,0.6540908997862315,7,5,5,1.0
-Climate,ARIMA,0.729380714509101,0.7436538926661597,8,5,5,1.0
-Climate,TimesFM-2.5,0.6220109697145587,0.7816056513310307,9,5,5,1.0
+Climate,Chronos-2,0.5584307723384123,0.6639136292036518,1,5,5,1.0
+Climate,TiRex,0.5074204143396814,0.65519825939237,2,5,5,1.0
+Climate,Sundial,0.562846984247964,0.6250597587850735,3,5,5,1.0
+Climate,Chronos-Bolt,0.5749570804495531,0.6627631258083376,4,5,5,1.0
+Climate,TabPFN-TS,0.6366607109191135,0.7652014185456354,5,5,5,1.0
+Climate,Toto-1.0,137.83079684117496,0.6046749004622454,6,5,5,1.0
+Climate,Moving-Average,0.8416085165952321,0.8291435058077681,7,5,5,1.0
+Climate,ARIMA,0.696851351676337,0.7210616881854411,8,5,5,1.0
+Climate,TimesFM-2.5,0.5788905706249671,0.7373529998258288,9,5,5,1.0
 Climate,Seasonal-Naive,1.0,1.0,10,5,5,1.0
-Climate,ETS,1.2932077542919143,1.1927875268735966,11,5,5,1.0
-Climate,Moirai-2.0,0.8144837165172406,0.8592155042635444,12,5,5,1.0
-Finance,ETS,0.03636827835425726,0.18908017017996587,1,1,2,0.5
-Finance,TiRex,0.2869208339338295,0.6425678389825729,2,1,2,0.5
-Finance,Moirai-2.0,0.45499945560097005,0.6161165633483637,3,2,2,1.0
-Finance,Chronos-Bolt,0.5225446075710207,0.6554389966093485,4,2,2,1.0
-Finance,Toto-1.0,1.087116562442467,0.6872720899223375,5,2,2,1.0
-Finance,Chronos-2,0.3912957383751577,0.6878863214492876,6,1,2,0.5
-Finance,TimesFM-2.5,0.35657934713070305,0.727040499222629,7,1,2,0.5
-Finance,TabPFN-TS,0.6106487950712022,0.8947212866462728,8,2,2,1.0
-Finance,Sundial,0.7011897772073357,0.9155220757333798,9,2,2,1.0
-Finance,ARIMA,0.09527906803281008,0.7853842295131253,10,1,2,0.5
+Climate,ETS,1.1107648033209023,1.0553176131115416,11,5,5,1.0
+Climate,Moirai-2.0,0.7832349604959293,0.8262608313217024,12,5,5,1.0
+Finance,ETS,0.03671304408605538,0.19049811862750798,1,1,2,0.5
+Finance,TiRex,0.2886369737660024,0.6433148220475611,2,1,2,0.5
+Finance,Moirai-2.0,0.45601825175888666,0.616455261892593,3,2,2,1.0
+Finance,Chronos-Bolt,0.52358874414137,0.6557873862378534,4,2,2,1.0
+Finance,Toto-1.0,0.6286963801800862,0.686895687582983,5,2,2,1.0
+Finance,Chronos-2,0.39296271613599465,0.6886002489750866,6,1,2,0.5
+Finance,TimesFM-2.5,0.35827716646778685,0.7286984078234314,7,1,2,0.5
+Finance,TabPFN-TS,0.6124096420312108,0.8954861432214276,8,2,2,1.0
+Finance,Sundial,0.7096876670443382,0.9186609615497472,9,2,2,1.0
+Finance,ARIMA,0.09606882691369173,0.7869995818905403,10,1,2,0.5
 Finance,Seasonal-Naive,1.0,1.0,11,2,2,1.0
-Finance,Moving-Average,0.8408997733804929,1.232321746139233,12,1,2,0.5
+Finance,Moving-Average,0.8430918981292821,1.2336110999440488,12,1,2,0.5
 Hazards,Chronos-2,0.600224822221327,0.5491349141295229,1,1,1,1.0
 Hazards,TiRex,0.5967694227512506,0.5493764542617058,2,1,1,1.0
 Hazards,Moirai-2.0,0.5867272406554782,0.5509643263526809,3,1,1,1.0
@@ -35,30 +35,30 @@ Hazards,Moving-Average,0.7734089952400705,0.6707948245164427,9,1,1,1.0
 Hazards,TimesFM-2.5,0.6078575473008758,0.7370814838654772,10,1,1,1.0
 Hazards,TabPFN-TS,0.6982464399324648,0.7871382999783645,11,1,1,1.0
 Hazards,Seasonal-Naive,1.0,1.0,12,1,1,1.0
-Hydrology,ARIMA,0.7264165868895724,0.5594205611139985,1,1,1,1.0
-Hydrology,Moirai-2.0,1.130674155301518,0.9191206374424173,2,1,1,1.0
-Hydrology,Chronos-2,1.1610541662878462,0.9626039063785317,3,1,1,1.0
-Hydrology,Seasonal-Naive,1.0,1.0,4,1,1,1.0
-Hydrology,ETS,0.5401148859978486,1.112198727165908,5,1,1,1.0
-Hydrology,TiRex,1.168218211877346,1.1478191630547685,6,1,1,1.0
-Hydrology,Chronos-Bolt,1.1545817821383477,1.3856225674306935,7,1,1,1.0
-Hydrology,Moving-Average,0.8904069444444445,1.3882033563672274,8,1,1,1.0
-Hydrology,Sundial,1.0017995695167117,1.4105209104557384,9,1,1,1.0
-Hydrology,TimesFM-2.5,1.1250243048641415,1.447009321528461,10,1,1,1.0
-Hydrology,TabPFN-TS,1.1667865713437398,1.5548752448636474,11,1,1,1.0
-Hydrology,Toto-1.0,1.1568262288769087,1.5624547628871526,12,1,1,1.0
-Ocean,Chronos-2,0.07260934175623072,0.29718803476822653,1,2,2,1.0
-Ocean,TiRex,0.2225829214673852,0.40069953817572124,2,2,2,1.0
-Ocean,ETS,0.23586909745741877,0.423079180558563,3,2,2,1.0
-Ocean,Moirai-2.0,0.23063856828416182,0.45301608285468997,4,2,2,1.0
-Ocean,Toto-1.0,0.26320159629484596,0.3627410161326126,5,2,2,1.0
-Ocean,Sundial,0.6160771318218059,0.6057653030233585,6,2,2,1.0
-Ocean,ARIMA,0.72880351994591,0.7757676326709891,7,2,2,1.0
-Ocean,Chronos-Bolt,1.595936828439419,0.9410806556742574,8,2,2,1.0
-Ocean,TimesFM-2.5,0.5551733037106911,0.6567856322794183,9,2,2,1.0
-Ocean,Moving-Average,0.9750082793727188,0.962613670981402,10,2,2,1.0
+Hydrology,Toto-1.0,0.13806893664399783,0.1477421569824216,1,1,1,1.0
+Hydrology,Moirai-2.0,0.0004214130262533824,0.1490754699707044,2,1,1,1.0
+Hydrology,TiRex,0.022393199769655862,0.23257655843099065,3,1,1,1.0
+Hydrology,Chronos-2,0.013038868524630867,0.24002072143554457,4,1,1,1.0
+Hydrology,Chronos-Bolt,0.06797460201382637,0.32865151977539353,5,1,1,1.0
+Hydrology,Sundial,0.30335750200947126,0.4868539428710992,6,1,1,1.0
+Hydrology,TimesFM-2.5,0.1592892967303594,0.6375991414388023,7,1,1,1.0
+Hydrology,ARIMA,0.2661206440068839,0.9654975417706586,8,1,1,1.0
+Hydrology,Seasonal-Naive,1.0,1.0,9,1,1,1.0
+Hydrology,Moving-Average,0.5070834487537949,1.1486842105263284,10,1,1,1.0
+Hydrology,TabPFN-TS,0.9937112724324068,1.4937931823730546,11,1,1,1.0
+Hydrology,ETS,1.3579808343196638,1.606879628551168,12,1,1,1.0
+Ocean,Chronos-2,0.15233968413639032,0.2951550695131021,1,2,2,1.0
+Ocean,TiRex,0.1221362165340114,0.3092317402099163,2,2,2,1.0
+Ocean,Toto-1.0,0.6600772291917,0.3276706265329933,3,2,2,1.0
+Ocean,Moirai-2.0,0.18426610474723357,0.39327176129208197,4,2,2,1.0
+Ocean,ARIMA,0.48382163461562905,0.6099266029956408,5,2,2,1.0
+Ocean,ETS,0.4076311297253426,0.5896337375287837,6,2,2,1.0
+Ocean,Chronos-Bolt,0.6855377671038833,0.611385572418416,7,2,2,1.0
+Ocean,TimesFM-2.5,0.40489596411496415,0.540359498682794,8,2,2,1.0
+Ocean,Sundial,0.5535250479230154,0.5756743918731476,9,2,2,1.0
+Ocean,Moving-Average,0.9771405494006571,0.9794800506959513,10,2,2,1.0
 Ocean,Seasonal-Naive,1.0,1.0,11,2,2,1.0
-Ocean,TabPFN-TS,1.9691456899326976,1.362039254367792,12,2,2,1.0
+Ocean,TabPFN-TS,1.6056426592800028,1.1987388249887467,12,2,2,1.0
 Transportation,Seasonal-Naive,1.0,,1,1,1,1.0
 Transportation,TabPFN-TS,1.0,,2,1,1,1.0
 Transportation,TimesFM-2.5,1.0,,3,1,1,1.0
@@ -70,7 +70,7 @@ Transportation,ETS,1.0,,8,1,1,1.0
 Transportation,Moving-Average,1.0,,9,1,1,1.0
 Transportation,Moirai-2.0,1.0,,10,1,1,1.0
 Transportation,Chronos-Bolt,1.094103907762285,,11,1,1,1.0
-Transportation,Toto-1.0,29808479.28407506,,12,1,1,1.0
+Transportation,Toto-1.0,348048309906.19934,,12,1,1,1.0
 Web,Chronos-2,0.026740535667734662,0.16069042245587056,1,1,1,1.0
 Web,TimesFM-2.5,0.02285545480655339,0.16320929285094987,2,1,1,1.0
 Web,Moirai-2.0,0.045352599066945117,0.1824799458018707,3,1,1,1.0

results/aggregates/results_by_frequency.csv

@@ -1,28 +1,28 @@
 frequency,model,MSE,CRPS,Rank,n_configs,n_group_configs,coverage
-10min,ETS,0.0739487162210803,0.2122266180470515,1,1,1,1.0
-10min,Chronos-2,0.7695688797747839,0.5281663781993465,2,1,1,1.0
-10min,Chronos-Bolt,0.6929850462673434,0.5305587353994715,3,1,1,1.0
-10min,TiRex,0.9455565886268164,0.5922654852557662,4,1,1,1.0
-10min,Moirai-2.0,1.0482612437138183,0.6023719475439714,5,1,1,1.0
-10min,ARIMA,0.5841172449253437,0.6314171998842386,6,1,1,1.0
-10min,Toto-1.0,1.402711519946906,0.6947812268678019,7,1,1,1.0
-10min,Sundial,1.1628116145713578,0.9448126917420168,8,1,1,1.0
-10min,Moving-Average,0.9529291776359491,0.9673175241757476,9,1,1,1.0
-10min,TimesFM-2.5,0.9450043535572992,0.9960414629787575,10,1,1,1.0
+10min,Chronos-2,0.4749653538881621,0.4354092868337902,1,1,1,1.0
+10min,ARIMA,0.3921294652648159,0.4830546017998634,2,1,1,1.0
+10min,TiRex,0.6053405211695508,0.4931114357559294,3,1,1,1.0
+10min,Chronos-Bolt,0.4876944401547913,0.4969800165821712,4,1,1,1.0
+10min,ETS,0.44033245600629733,0.5838619787852136,5,1,1,1.0
+10min,Moirai-2.0,1.0120329454023664,0.6237656439280694,6,1,1,1.0
+10min,Toto-1.0,1.5455255232212624,0.6391209073187597,7,1,1,1.0
+10min,TimesFM-2.5,0.6241391717826452,0.7856891118589787,8,1,1,1.0
+10min,Sundial,1.0238255925220936,0.8825594488895645,9,1,1,1.0
+10min,Moving-Average,0.9507237016497443,0.9758931320262335,10,1,1,1.0
 10min,Seasonal-Naive,1.0,1.0,11,1,1,1.0
-10min,TabPFN-TS,1.361675691997924,1.1673324635008344,12,1,1,1.0
-15min,ARIMA,0.7264165868895724,0.5594205611139985,1,1,1,1.0
-15min,Moirai-2.0,1.130674155301518,0.9191206374424173,2,1,1,1.0
-15min,Chronos-2,1.1610541662878462,0.9626039063785317,3,1,1,1.0
-15min,Seasonal-Naive,1.0,1.0,4,1,1,1.0
-15min,ETS,0.5401148859978486,1.112198727165908,5,1,1,1.0
-15min,TiRex,1.168218211877346,1.1478191630547685,6,1,1,1.0
-15min,Chronos-Bolt,1.1545817821383477,1.3856225674306935,7,1,1,1.0
-15min,Moving-Average,0.8904069444444445,1.3882033563672274,8,1,1,1.0
-15min,Sundial,1.0017995695167117,1.4105209104557384,9,1,1,1.0
-15min,TimesFM-2.5,1.1250243048641415,1.447009321528461,10,1,1,1.0
-15min,TabPFN-TS,1.1667865713437398,1.5548752448636474,11,1,1,1.0
-15min,Toto-1.0,1.1568262288769087,1.5624547628871526,12,1,1,1.0
+10min,TabPFN-TS,1.1666043651105633,1.0188560065448677,12,1,1,1.0
+15min,Toto-1.0,0.13806893664399783,0.1477421569824216,1,1,1,1.0
+15min,Moirai-2.0,0.0004214130262533824,0.1490754699707044,2,1,1,1.0
+15min,TiRex,0.022393199769655862,0.23257655843099065,3,1,1,1.0
+15min,Chronos-2,0.013038868524630867,0.24002072143554457,4,1,1,1.0
+15min,Chronos-Bolt,0.06797460201382637,0.32865151977539353,5,1,1,1.0
+15min,Sundial,0.30335750200947126,0.4868539428710992,6,1,1,1.0
+15min,TimesFM-2.5,0.1592892967303594,0.6375991414388023,7,1,1,1.0
+15min,ARIMA,0.2661206440068839,0.9654975417706586,8,1,1,1.0
+15min,Seasonal-Naive,1.0,1.0,9,1,1,1.0
+15min,Moving-Average,0.5070834487537949,1.1486842105263284,10,1,1,1.0
+15min,TabPFN-TS,0.9937112724324068,1.4937931823730546,11,1,1,1.0
+15min,ETS,1.3579808343196638,1.606879628551168,12,1,1,1.0
 1D,Chronos-2,0.026740535667734662,0.16069042245587056,1,1,1,1.0
 1D,TimesFM-2.5,0.02285545480655339,0.16320929285094987,2,1,1,1.0
 1D,Moirai-2.0,0.045352599066945117,0.1824799458018707,3,1,1,1.0
@@ -35,17 +35,17 @@ frequency,model,MSE,CRPS,Rank,n_configs,n_group_configs,coverage
 1D,ARIMA,0.3436852081455649,0.4144754563715893,10,1,1,1.0
 1D,Toto-1.0,1.3070047307688606,0.42853722678782497,11,1,1,1.0
 1D,Seasonal-Naive,1.0,1.0,12,1,1,1.0
-1h,TiRex,0.4310040456048316,0.6475710751659323,1,6,6,1.0
-1h,Chronos-2,0.5026979849666818,0.6675643672179353,2,6,6,1.0
-1h,Toto-1.0,1.20861581106811,0.6437792771221031,3,6,6,1.0
-1h,Chronos-Bolt,0.5076922132484933,0.6583807555353376,4,6,6,1.0
-1h,ARIMA,0.4779373371042549,0.7169007098878024,5,6,6,1.0
-1h,Sundial,0.562391748216142,0.7035136638776271,6,6,6,1.0
-1h,Moirai-2.0,0.6513411170296245,0.7644502802398878,7,6,6,1.0
-1h,Moving-Average,0.8244892011750663,0.8626916183088642,8,6,6,1.0
-1h,ETS,0.6666352580660901,0.7889734273965643,9,6,6,1.0
-1h,TabPFN-TS,0.5652648945822376,0.7966989275859437,10,6,6,1.0
-1h,TimesFM-2.5,0.5217847352862995,0.764722986628709,11,6,6,1.0
+1h,TiRex,0.4238052840088917,0.6343039608179207,1,6,6,1.0
+1h,Chronos-2,0.48371029954930383,0.6471656057517529,2,6,6,1.0
+1h,Chronos-Bolt,0.4971282521393151,0.6470520701734651,3,6,6,1.0
+1h,Toto-1.0,0.970897980170529,0.6295592111752972,4,6,6,1.0
+1h,Sundial,0.5389422768402665,0.6833192241916962,5,6,6,1.0
+1h,ARIMA,0.46074081164049846,0.7025470937866146,6,6,6,1.0
+1h,Moirai-2.0,0.6309190769565065,0.7449129272247027,7,6,6,1.0
+1h,ETS,0.5882104421330865,0.728031033997396,8,6,6,1.0
+1h,Moving-Average,0.8065645384529131,0.8551608250637952,9,6,6,1.0
+1h,TabPFN-TS,0.5657682472478308,0.7896549543218765,10,6,6,1.0
+1h,TimesFM-2.5,0.49185137177404703,0.7358582918494043,11,6,6,1.0
 1h,Seasonal-Naive,1.0,1.0,12,6,6,1.0
 1mo,Moirai-2.0,0.5701893078499076,0.5711658118752873,1,1,1,1.0
 1mo,Toto-1.0,0.9722231390108185,0.6105303914716095,2,1,1,1.0
@@ -64,16 +64,16 @@ frequency,model,MSE,CRPS,Rank,n_configs,n_group_configs,coverage
 5min,Sundial,1.0,,9,2,2,1.0
 5min,Chronos-Bolt,1.0459942197556757,,10,2,2,1.0
 5min,Moirai-2.0,1.0,,11,2,2,1.0
-5min,Toto-1.0,10245440317.265778,,12,2,2,1.0
-6min,Chronos-2,0.006850740263582391,0.16722141290119305,1,1,1,1.0
-6min,Toto-1.0,0.04938654834372302,0.1893848591420802,2,1,1,1.0
-6min,TiRex,0.052395760893491475,0.27109484494930414,3,1,1,1.0
-6min,Moirai-2.0,0.050745126273780576,0.3406924445299249,4,1,1,1.0
-6min,Sundial,0.3264080162234147,0.3883855557342347,5,1,1,1.0
-6min,TimesFM-2.5,0.3261544732495827,0.4330817368572487,6,1,1,1.0
-6min,ETS,0.7523353207248492,0.8434191463316867,7,1,1,1.0
-6min,ARIMA,0.9093286926555909,0.9531185086663543,8,1,1,1.0
-6min,Moving-Average,0.9975989477032537,0.9579326915945923,9,1,1,1.0
-6min,Seasonal-Naive,1.0,1.0,10,1,1,1.0
-6min,TabPFN-TS,2.8476198635015595,1.5892224267242305,11,1,1,1.0
-6min,Chronos-Bolt,3.675424706620107,1.6692455356850813,12,1,1,1.0
+5min,Toto-1.0,146644393819.97446,,12,2,2,1.0
+6min,Toto-1.0,0.2819118428981231,0.1679933143526079,1,1,1,1.0
+6min,TiRex,0.024642750431479402,0.193920201843754,2,1,1,1.0
+6min,Chronos-2,0.04886120466007657,0.2000795979635118,3,1,1,1.0
+6min,Moirai-2.0,0.03355028856814433,0.2479499788667609,4,1,1,1.0
+6min,TimesFM-2.5,0.2626669646264058,0.3716334914274956,5,1,1,1.0
+6min,Sundial,0.2992599334457101,0.37549992340514493,6,1,1,1.0
+6min,ETS,0.3773583701465393,0.5954625529059494,7,1,1,1.0
+6min,Chronos-Bolt,0.96364032769497,0.7521274612448948,8,1,1,1.0
+6min,ARIMA,0.5969543093734521,0.7701209338565238,9,1,1,1.0
+6min,Moving-Average,1.0042914167661898,0.9830801531714783,10,1,1,1.0
+6min,Seasonal-Naive,1.0,1.0,11,1,1,1.0
+6min,TabPFN-TS,2.2099080257216634,1.4103806242537185,12,1,1,1.0

results/aggregates/results_by_prediction_length.csv

@@ -19,21 +19,21 @@ prediction_length,model,MSE,CRPS,Rank,n_configs,n_group_configs,coverage
 12,TiRex,1.0,,6,1,2,0.5
 12,Moirai-2.0,0.7551088053055054,0.5711658118752873,7,2,2,1.0
 12,Chronos-Bolt,0.8576213668056174,0.6335328970612374,8,2,2,1.0
-12,Toto-1.0,5383.353350719454,0.6105303914716095,9,2,2,1.0
+12,Toto-1.0,581704.9255287555,0.6105303914716095,9,2,2,1.0
 12,ARIMA,1.0,,10,1,2,0.5
 12,ETS,1.0,,11,1,2,0.5
 12,Moving-Average,1.0,,12,1,2,0.5
-24,Chronos-2,0.5665551511199406,0.7033976757914899,1,7,7,1.0
-24,TiRex,0.49698648520471533,0.702748183832014,2,7,7,1.0
-24,ARIMA,0.5073930349743098,0.6919430559713327,3,7,7,1.0
-24,Chronos-Bolt,0.570920171914655,0.7322239996891617,4,7,7,1.0
-24,Toto-1.0,1.2010777116914932,0.7307133779523469,5,7,7,1.0
-24,Moirai-2.0,0.7047367495224712,0.7848400204280114,6,7,7,1.0
-24,Sundial,0.6107440031539884,0.7770172825677204,7,7,7,1.0
-24,ETS,0.6468905875448089,0.8286387452312963,8,7,7,1.0
-24,Moving-Average,0.833598472027627,0.9233567083937292,9,7,7,1.0
-24,TabPFN-TS,0.6269238431144993,0.8765569448460083,10,7,7,1.0
-24,TimesFM-2.5,0.5823158202033465,0.8376659943860519,11,7,7,1.0
+24,TiRex,0.27843935722170404,0.5496042324166072,1,7,7,1.0
+24,Chronos-2,0.288664335942502,0.5616649581739098,2,7,7,1.0
+24,Toto-1.0,0.7347887685601815,0.5118036969638787,3,7,7,1.0
+24,Chronos-Bolt,0.37412995156681894,0.5873678173729229,4,7,7,1.0
+24,Sundial,0.49646300736934723,0.6510157622987972,5,7,7,1.0
+24,Moirai-2.0,0.22200577563636817,0.5919585830516445,6,7,7,1.0
+24,ARIMA,0.42599319963356097,0.7351916163294835,7,7,7,1.0
+24,Moving-Average,0.7548225788051288,0.8919804753416264,8,7,7,1.0
+24,TimesFM-2.5,0.4186819843173883,0.7209445048692413,9,7,7,1.0
+24,TabPFN-TS,0.6131751123156561,0.864943637899735,10,7,7,1.0
+24,ETS,0.6628899450237605,0.8152089839676522,11,7,7,1.0
 24,Seasonal-Naive,1.0,1.0,12,7,7,1.0
 36,Seasonal-Naive,1.0,,1,1,1,1.0
 36,TabPFN-TS,1.0,,2,1,1,1.0
@@ -46,28 +46,28 @@ prediction_length,model,MSE,CRPS,Rank,n_configs,n_group_configs,coverage
 36,Moving-Average,1.0,,9,1,1,1.0
 36,Sundial,1.0,,10,1,1,1.0
 36,Moirai-2.0,1.0,,11,1,1,1.0
-36,Toto-1.0,3521449259262.735,,12,1,1,1.0
-60,Chronos-2,0.006850740263582391,0.16722141290119305,1,1,1,1.0
-60,Toto-1.0,0.04938654834372302,0.1893848591420802,2,1,1,1.0
-60,TiRex,0.052395760893491475,0.27109484494930414,3,1,1,1.0
-60,Moirai-2.0,0.050745126273780576,0.3406924445299249,4,1,1,1.0
-60,Sundial,0.3264080162234147,0.3883855557342347,5,1,1,1.0
-60,TimesFM-2.5,0.3261544732495827,0.4330817368572487,6,1,1,1.0
-60,ETS,0.7523353207248492,0.8434191463316867,7,1,1,1.0
-60,ARIMA,0.9093286926555909,0.9531185086663543,8,1,1,1.0
-60,Moving-Average,0.9975989477032537,0.9579326915945923,9,1,1,1.0
-60,Seasonal-Naive,1.0,1.0,10,1,1,1.0
-60,TabPFN-TS,2.8476198635015595,1.5892224267242305,11,1,1,1.0
-60,Chronos-Bolt,3.675424706620107,1.6692455356850813,12,1,1,1.0
-72,ETS,0.0739487162210803,0.2122266180470515,1,1,1,1.0
-72,Chronos-2,0.7695688797747839,0.5281663781993465,2,1,1,1.0
-72,Chronos-Bolt,0.6929850462673434,0.5305587353994715,3,1,1,1.0
-72,TiRex,0.9455565886268164,0.5922654852557662,4,1,1,1.0
-72,Moirai-2.0,1.0482612437138183,0.6023719475439714,5,1,1,1.0
-72,ARIMA,0.5841172449253437,0.6314171998842386,6,1,1,1.0
-72,Toto-1.0,1.402711519946906,0.6947812268678019,7,1,1,1.0
-72,Sundial,1.1628116145713578,0.9448126917420168,8,1,1,1.0
-72,Moving-Average,0.9529291776359491,0.9673175241757476,9,1,1,1.0
-72,TimesFM-2.5,0.9450043535572992,0.9960414629787575,10,1,1,1.0
+36,Toto-1.0,61786187798.537,,12,1,1,1.0
+60,Toto-1.0,0.2819118428981231,0.1679933143526079,1,1,1,1.0
+60,TiRex,0.024642750431479402,0.193920201843754,2,1,1,1.0
+60,Chronos-2,0.04886120466007657,0.2000795979635118,3,1,1,1.0
+60,Moirai-2.0,0.03355028856814433,0.2479499788667609,4,1,1,1.0
+60,TimesFM-2.5,0.2626669646264058,0.3716334914274956,5,1,1,1.0
+60,Sundial,0.2992599334457101,0.37549992340514493,6,1,1,1.0
+60,ETS,0.3773583701465393,0.5954625529059494,7,1,1,1.0
+60,Chronos-Bolt,0.96364032769497,0.7521274612448948,8,1,1,1.0
+60,ARIMA,0.5969543093734521,0.7701209338565238,9,1,1,1.0
+60,Moving-Average,1.0042914167661898,0.9830801531714783,10,1,1,1.0
+60,Seasonal-Naive,1.0,1.0,11,1,1,1.0
+60,TabPFN-TS,2.2099080257216634,1.4103806242537185,12,1,1,1.0
+72,Chronos-2,0.4749653538881621,0.4354092868337902,1,1,1,1.0
+72,ARIMA,0.3921294652648159,0.4830546017998634,2,1,1,1.0
+72,TiRex,0.6053405211695508,0.4931114357559294,3,1,1,1.0
+72,Chronos-Bolt,0.4876944401547913,0.4969800165821712,4,1,1,1.0
+72,ETS,0.44033245600629733,0.5838619787852136,5,1,1,1.0
+72,Moirai-2.0,1.0120329454023664,0.6237656439280694,6,1,1,1.0
+72,Toto-1.0,1.5455255232212624,0.6391209073187597,7,1,1,1.0
+72,TimesFM-2.5,0.6241391717826452,0.7856891118589787,8,1,1,1.0
+72,Sundial,1.0238255925220936,0.8825594488895645,9,1,1,1.0
+72,Moving-Average,0.9507237016497443,0.9758931320262335,10,1,1,1.0
 72,Seasonal-Naive,1.0,1.0,11,1,1,1.0
-72,TabPFN-TS,1.361675691997924,1.1673324635008344,12,1,1,1.0
+72,TabPFN-TS,1.1666043651105633,1.0188560065448677,12,1,1,1.0

results/aggregates/results_overall.csv

@@ -1,13 +1,13 @@
 overall,model,MSE,CRPS,Rank,n_configs,n_group_configs,coverage
-Overall,Chronos-2,0.3428895140813285,0.5107941485802193,1,12,13,0.9230769230769231
-Overall,TiRex,0.4017642026797024,0.5536147447690464,2,12,13,0.9230769230769231
-Overall,Moirai-2.0,0.4989440081490231,0.6042865959696829,3,13,13,1.0
-Overall,Chronos-Bolt,0.67518039297295,0.711705242691244,4,13,13,1.0
-Overall,ARIMA,0.5842061252239678,0.6725823428118235,5,12,13,0.9230769230769231
-Overall,Sundial,0.5874071673439295,0.6732540989303941,6,13,13,1.0
-Overall,TimesFM-2.5,0.4826842133026957,0.6774992780677319,7,12,13,0.9230769230769231
-Overall,Toto-1.0,31.750060037635,0.6029530654579505,8,13,13,1.0
-Overall,ETS,0.5435648664515708,0.6727677139249746,9,12,13,0.9230769230769231
-Overall,TabPFN-TS,0.6860587505276625,0.8284461146171535,10,13,13,1.0
-Overall,Moving-Average,0.8101480139125969,0.8585540552713671,11,12,13,0.9230769230769231
-Overall,Seasonal-Naive,1.0,1.0,12,13,13,1.0
+Overall,Chronos-2,0.26179560012922165,0.4357558028891452,1,12,13,0.9230769230769231
+Overall,TiRex,0.25927175126528473,0.44256384191361353,2,12,13,0.9230769230769231
+Overall,Chronos-Bolt,0.47219840396542934,0.5719024837652309,3,13,13,1.0
+Overall,Toto-1.0,42.27360802234892,0.471894571540869,4,13,13,1.0
+Overall,Moirai-2.0,0.2587782977175657,0.4921839712776902,5,13,13,1.0
+Overall,TimesFM-2.5,0.37777993715532954,0.5866003685171306,6,12,13,0.9230769230769231
+Overall,Sundial,0.5168197474297301,0.5960163461123783,7,13,13,1.0
+Overall,ARIMA,0.4927339719992239,0.6687838533911655,8,12,13,0.9230769230769231
+Overall,TabPFN-TS,0.6569624630413291,0.8025898896263663,9,13,13,1.0
+Overall,ETS,0.6040046434416083,0.7107712952984345,10,12,13,0.9230769230769231
+Overall,Seasonal-Naive,1.0,1.0,11,13,13,1.0
+Overall,Moving-Average,0.7648456678608467,0.8409427784205713,12,12,13,0.9230769230769231

results/arima/all_results.csv

@@ -1,14 +1,14 @@
 dataset,model,eval_metrics/MSE[mean],eval_metrics/MSE[0.5],eval_metrics/MAE[0.5],eval_metrics/MASE[0.5],eval_metrics/MAPE[0.5],eval_metrics/sMAPE[0.5],eval_metrics/MSIS,eval_metrics/RMSE[mean],eval_metrics/NRMSE[mean],eval_metrics/ND[0.5],eval_metrics/mean_weighted_sum_quantile_loss,domain,num_variates,prediction_length
-binance_btcusdt_1h_close/1h/short,ARIMA,259660.05490479313,1113942.3215390565,1044.373637360762,1.0455426120867755,0.016955267069391544,0.017103272872364714,13.035780945549897,509.56849873671854,0.008275711682648174,0.016961282208737584,0.014719270850430712,Finance,1,24
+binance_btcusdt_1h_close/1h/short,ARIMA,262031.97111628135,1119537.9536828366,1046.9006555899286,1.0480724588251429,0.016995529472059442,0.017144268354526152,13.136974815084585,511.8905851022085,0.00831308207688978,0.017001623646840634,0.01475970445178258,Finance,1,24
 coingecko_bitcoin_7d_price_usd/1h/short,ARIMA,1541135.6552051408,2418867.790696383,1404.9959218011925,2.0820340358355196,0.023509867939965828,0.023851626705894427,64.03653538702292,1241.4248487947793,0.020879994345237157,0.023631158125093858,0.02228618857464181,Finance,1,24
 data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,ARIMA,4.407835548068247e-15,1.12132504091072e-14,8.609260281087649e-08,nan,nan,2.0,nan,6.639153220154094e-08,inf,inf,inf,Climate,1,36
 data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,ARIMA,9.578202015526527e-15,9.143141084502762e-15,9.078851462715541e-08,nan,nan,2.0,nan,9.786828912128038e-08,inf,inf,inf,Transportation,1,12
 nasa_power_shanghai_hourly_T2M/1h/short,ARIMA,1.1729451505694346,1.329106627399848,0.9217451808657309,0.7067694783580403,0.035944580357451544,0.03697623403998699,16.826378546966335,1.0830259233136734,0.04313412414969692,0.036710728903145654,0.034653751829193766,Weather,1,24
-noaa_coops_sf_water_level_water_level/6min/short,ARIMA,0.1889247642137226,0.1939722520066539,0.3612714671225684,0.43851607562893113,0.21287486338401326,0.2500021839356616,16.837111586859123,0.4346547643978179,0.28494790697420275,0.2368398021558467,0.23509799374964319,Ocean,1,60
-noaa_ndbc_46013_realtime_wave_height/10min/short,ARIMA,0.16193027452568365,0.1467913722787625,0.3353249438874097,0.9285921523035958,0.2158107470841857,0.18807352128464302,12.332088216554082,0.40240560946100595,0.241041635747031,0.2008602044331963,0.1773851574082646,Ocean,1,72
+noaa_coops_sf_water_level_water_level/6min/short,ARIMA,0.15870720496531582,0.1634374746400775,0.3406589316660466,0.41517610315263204,0.19722844648507326,0.2270711439439089,15.98508832942298,0.3983807286570421,0.2527475793494031,0.21612672041791803,0.21441335552999843,Ocean,1,60
+noaa_ndbc_46013_realtime_wave_height/10min/short,ARIMA,0.10854361183342137,0.09589784774782158,0.26161817759520756,0.7783681684969677,0.170376101156277,0.15157057431691273,9.533727626577708,0.32945957541619786,0.1986690881643323,0.15775970306643836,0.13631974882847112,Ocean,1,72
 nws_ksfo_observations_temperature/1h/short,ARIMA,0.27109392669339977,0.20271258337108752,0.3446120924633438,0.1608040999371447,0.025838279010969106,0.025362503868668656,1.0894079871311437,0.5206668096714057,0.03795869674590139,0.025123602407155683,0.021094979644664565,Weather,1,24
 open_meteo_shanghai_air_quality_hourly_pm2_5/1h/short,ARIMA,145.77321351960956,147.0054344908607,9.859906729566475,0.7613073803334807,0.24930793024922507,0.25072397331567076,11.358958095721741,12.073657835122278,0.304314012709533,0.24851688053372056,0.21896515553503973,Air Quality,1,24
-open_meteo_shanghai_hourly_temperature_2m/1h/short,ARIMA,8.545490101653321,8.982394918653423,1.8163995888714422,1.6275607462958217,0.061494557257681694,0.06681072503441969,41.437746337657735,2.9232670253764574,0.10965679374888783,0.068136284969311,0.06415752813289342,Weather,1,24
+open_meteo_shanghai_hourly_temperature_2m/1h/short,ARIMA,9.868207778508467,10.141970378330145,2.102605242005872,1.8829301004544352,0.07077048663998803,0.0766979176241399,51.682884011897876,3.1413703663383066,0.11629321334523252,0.07783823346955834,0.07325242206759511,Weather,1,24
 usgs_earthquake_all_week_hourly_earthquake_count/1h/short,ARIMA,17.67435911690482,16.094479669227834,3.431433807169943,0.7649016536106376,0.49842279875022255,0.3557617075242594,3.990430164610767,4.204088381195716,0.4586278234031691,0.37433823350944834,0.28759209830525717,Hazards,1,24
-usgs_potomac_iv_usgs_00060/15min/short,ARIMA,1362.0311004179484,314.6506479626366,15.741510938323719,5.03728350026359,0.00665710545747393,0.0066597254860846595,201.4363058214966,36.90570552662486,0.015662898897241317,0.006680747347829695,0.006680731251499931,Hydrology,1,24
+usgs_potomac_iv_usgs_00060/15min/short,ARIMA,332.6508050086049,470.0207429786019,21.67995915700872,1.7343967325606975,0.009225514534897327,0.009268266810394547,59.34266158059226,18.238717197451276,0.007761156254234586,0.009225514534897327,0.009130000394994304,Hydrology,1,24
 wikimedia_time_series_hourly_pageviews/1D/short,ARIMA,2607.539674200401,2140.4872520658764,37.671463101240555,0.742673303831391,0.18495280601689537,0.16170851448420895,4.355034953471501,51.064074202911,0.21468379544767388,0.15837852354875911,0.1315700267513097,Web,1,7

results/arima/forecasts/binance_btcusdt_1h_close__1h__short.json

@@ -1,7 +1,7 @@
 {
   "dataset": "binance_btcusdt_1h_close/1h/short",
   "model": "ARIMA",
-  "evaluated_at": "2026-07-03T09:14:49.444287+00:00",
+  "evaluated_at": "2026-07-03T09:29:09.146483+00:00",
   "freq": "1h",
   "context_length": 96,
   "prediction_length": 24,
@@ -127,7 +127,7 @@
     61710.01171875,
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-    61606.0
+    61666.6484375
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     60521.737889128766,

results/arima/forecasts/data_gov_sg_singapore_rainfall_5min_rainfall_5min_total__5min__short.json

@@ -1,7 +1,7 @@
 {
   "dataset": "data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short",
   "model": "ARIMA",
-  "evaluated_at": "2026-07-03T08:51:40.437933+00:00",
+  "evaluated_at": "2026-07-03T09:29:09.169723+00:00",
   "freq": "5min",
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   "prediction_length": 36,
@@ -830,13 +830,6 @@
     ]
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   "timestamps": [
-    "2026-07-02 05:35:00",
-    "2026-07-02 05:40:00",
-    "2026-07-02 05:45:00",
-    "2026-07-02 05:50:00",
-    "2026-07-02 05:55:00",
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     "2026-07-02 06:10:00",
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@@ -1153,6 +1146,13 @@
     "2026-07-03 08:15:00",
     "2026-07-03 08:20:00",
     "2026-07-03 08:25:00",
-    "2026-07-03 08:30:00"
+    "2026-07-03 08:30:00",
+    "2026-07-03 08:35:00",
+    "2026-07-03 08:40:00",
+    "2026-07-03 08:45:00",
+    "2026-07-03 08:50:00",
+    "2026-07-03 08:55:00",
+    "2026-07-03 09:00:00",
+    "2026-07-03 09:05:00"
   ]
 }

results/arima/forecasts/data_gov_sg_singapore_taxi_availability_available_taxi_count__5min__short.json

@@ -1,7 +1,7 @@
 {
   "dataset": "data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short",
   "model": "ARIMA",
-  "evaluated_at": "2026-07-03T09:00:09.244117+00:00",
+  "evaluated_at": "2026-07-03T09:29:09.189104+00:00",
   "freq": "5min",
   "context_length": 120,
   "prediction_length": 12,
@@ -326,11 +326,6 @@
     ]
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   "timestamps": [
-    "2026-07-01 11:55:00",
-    "2026-07-01 12:00:00",
-    "2026-07-01 12:05:00",
-    "2026-07-01 12:10:00",
-    "2026-07-01 12:15:00",
     "2026-07-01 12:20:00",
     "2026-07-01 12:25:00",
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@@ -457,6 +452,11 @@
     "2026-07-01 22:35:00",
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     "2026-07-01 22:45:00",
-    "2026-07-01 22:50:00"
+    "2026-07-01 22:50:00",
+    "2026-07-01 22:55:00",
+    "2026-07-01 23:00:00",
+    "2026-07-01 23:05:00",
+    "2026-07-01 23:10:00",
+    "2026-07-01 23:15:00"
   ]
 }

results/arima/forecasts/noaa_coops_sf_water_level_water_level__6min__short.json

@@ -1,15 +1,11 @@
 {
   "dataset": "noaa_coops_sf_water_level_water_level/6min/short",
   "model": "ARIMA",
-  "evaluated_at": "2026-07-03T09:00:09.274845+00:00",
+  "evaluated_at": "2026-07-03T09:29:09.215211+00:00",
   "freq": "6min",
   "context_length": 240,
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   "context": [
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@@ -245,13 +241,13 @@
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     "2026-07-02 03:18:00",
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@@ -1417,6 +1413,10 @@
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-    "2026-07-03 08:48:00"
+    "2026-07-03 08:48:00",
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+    "2026-07-03 09:00:00",
+    "2026-07-03 09:06:00",
+    "2026-07-03 09:12:00"
   ]
 }

results/arima/forecasts/noaa_ndbc_46013_realtime_wave_height__10min__short.json

@@ -1,13 +1,11 @@
 {
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   ]
 }

results/arima/forecasts/open_meteo_shanghai_hourly_temperature_2m__1h__short.json

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 }

results/arima/forecasts/usgs_potomac_iv_usgs_00060__15min__short.json

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@@ -589,6 +585,10 @@
     "2026-07-04 02:35:00",
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+    "2026-07-04 03:50:00",
+    "2026-07-04 04:05:00",
+    "2026-07-04 04:20:00"
   ]
 }

results/arima/online_meta.json

@@ -1,36 +1,48 @@
 {
     "model": "ARIMA",
     "api_model_id": "baseline/arima",
-    "evaluated_at": "2026-07-03T09:14:49.683660+00:00",
+    "evaluated_at": "2026-07-03T09:29:09.368989+00:00",
     "datasets": [
         {
             "dataset": "task_binance_btcusdt_1h_crypto_btcusdt_close_20260702t090000z",
-            "data_fetched_at": "2026-07-03T09:04:07.956933Z",
+            "data_fetched_at": "2026-07-03T09:20:36.985472Z",
             "context_length": 96,
             "prediction_length": 24
         },
         {
-            "dataset": "task_nasa_power_shanghai_hourly_point_shanghai_31.2304_121.4737_t2m_20260629t230000z",
-            "data_fetched_at": "2026-07-03T09:04:07.956933Z",
-            "context_length": 336,
-            "prediction_length": 24
+            "dataset": "task_data_gov_sg_singapore_rainfall_5min_data_gov_sg_rainfall_station_s213_rainfall_5min_total_20260703t061000z",
+            "data_fetched_at": "2026-07-03T09:20:36.985472Z",
+            "context_length": 288,
+            "prediction_length": 36
         },
         {
-            "dataset": "task_nws_ksfo_observations_nws_station_ksfo_temperature_20260703t065600z",
-            "data_fetched_at": "2026-07-03T09:04:07.956933Z",
-            "context_length": 96,
-            "prediction_length": 24
+            "dataset": "task_data_gov_sg_singapore_taxi_availability_singapore_taxi_fleet_available_taxi_count_20260703t071000z",
+            "data_fetched_at": "2026-07-03T09:20:36.985472Z",
+            "context_length": 120,
+            "prediction_length": 12
         },
         {
-            "dataset": "task_open_meteo_shanghai_air_quality_hourly_grid_shanghai_31.2304_121.4737_pm2_5_20260702t090000z",
-            "data_fetched_at": "2026-07-03T09:04:07.956933Z",
+            "dataset": "task_noaa_coops_sf_water_level_coops_station_9414290_water_level_20260703t031200z",
+            "data_fetched_at": "2026-07-03T09:20:36.985472Z",
+            "context_length": 240,
+            "prediction_length": 60
+        },
+        {
+            "dataset": "task_noaa_ndbc_46013_realtime_ndbc_station_46013_wave_height_20260702t115000z",
+            "data_fetched_at": "2026-07-03T09:20:36.985472Z",
+            "context_length": 72,
+            "prediction_length": 72
+        },
+        {
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+            "data_fetched_at": "2026-07-03T09:20:36.985472Z",
             "context_length": 336,
             "prediction_length": 24
         },
         {
-            "dataset": "task_usgs_earthquake_all_week_hourly_earth_global_earthquake_count_20260702t080000z",
-            "data_fetched_at": "2026-07-03T09:04:07.956933Z",
-            "context_length": 168,
+            "dataset": "task_usgs_potomac_iv_usgs_site_01646500_usgs_00060_20260703t065000z",
+            "data_fetched_at": "2026-07-03T09:20:36.985472Z",
+            "context_length": 96,
             "prediction_length": 24
         }
     ],

results/baseline_rank_history_daily.csv

@@ -24,4 +24,4 @@ date,model,MSE_Rank,CRPS_Rank,MASE_Rank,MAE_Rank,RMSE_Rank,sMAPE_Rank,MSIS_Rank,
 2026-06-30,Seasonal-Naive,8.357,10.167,9.692,8.571,8.357,10.083,9.846,10.000,9.667,9.583
 2026-07-01,Seasonal-Naive,9.071,10.667,10.250,9.214,9.071,10.500,10.583,10.333,10.000,9.917
 2026-07-02,Seasonal-Naive,11.500,13.167,13.667,11.500,11.500,12.667,12.333,12.833,12.917,12.583
-2026-07-03,Seasonal-Naive,9.786,11.333,10.750,9.643,9.786,10.833,10.417,10.833,11.000,10.583
+2026-07-03,Seasonal-Naive,10.571,11.917,12.000,10.500,10.571,11.833,10.833,12.083,12.083,11.417

results/baseline_rank_history_weekly.csv

@@ -2,4 +2,4 @@ week,model,MSE_Rank,CRPS_Rank,MASE_Rank,MAE_Rank,RMSE_Rank,sMAPE_Rank,MSIS_Rank,
 2026-W24,Chronos-Bolt-Mini,,2.751,3.064,3.077,2.902,3.077,2.505,3.077,2.918,3.103
 2026-W25,Chronos-Bolt-Mini,4.967,4.229,4.414,4.414,4.414,4.529,3.857,4.486,4.429,4.529
 2026-W26,Chronos-Bolt-Mini,4.424,4.054,4.456,4.526,4.424,4.421,4.076,4.476,4.46,4.52
-2026-W27,Chronos-Bolt-Mini,9.171,11.017,10.422,9.057,9.171,10.383,10.552,10.3,10.233,10.183
+2026-W27,Chronos-Bolt-Mini,9.328,11.134,10.672,9.228,9.328,10.583,10.636,10.55,10.45,10.35

results/chronos_2/all_results.csv

@@ -1,14 +1,14 @@
 dataset,model,eval_metrics/MSE[mean],eval_metrics/MSE[0.5],eval_metrics/MAE[0.5],eval_metrics/MASE[0.5],eval_metrics/MAPE[0.5],eval_metrics/sMAPE[0.5],eval_metrics/MSIS,eval_metrics/RMSE[mean],eval_metrics/NRMSE[mean],eval_metrics/ND[0.5],eval_metrics/mean_weighted_sum_quantile_loss,domain,num_variates,prediction_length
-binance_btcusdt_1h_close/1h/short,Chronos-2,1066381.8927733104,1066381.8927733104,1006.15673828125,1.0072829365644924,0.01633390164116875,0.016475601123926195,2.865038884621,1032.6576842174325,0.016771007789219933,0.01634061582341161,0.012892014760718239,Finance,1,24
+binance_btcusdt_1h_close/1h/short,Chronos-2,1071823.1750329335,1071823.1750329335,1008.6837565104166,1.0098127833028594,0.016374184358187802,0.01651659679088893,2.865038884621,1035.288933116226,0.016813049750802514,0.016380982775493564,0.012914284065921829,Finance,1,24
 coingecko_bitcoin_7d_price_usd/1h/short,Chronos-2,1047487.098203659,1047487.098203659,819.30322265625,1.2141082894057063,0.01366893271924998,0.013814714127786376,10.44496425626024,1023.4681715635612,0.017214098505861357,0.013780170964601867,0.011439704022350464,Finance,1,24
 data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Chronos-2,1.6284716271939715e-18,1.6284716271939715e-18,9.786685842996647e-10,nan,nan,2.0,nan,1.2761158361191085e-09,inf,inf,inf,Climate,1,36
 data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Chronos-2,1.7296862743653321e-18,1.7296862743653321e-18,1.0190191815362404e-09,nan,nan,2.0,nan,1.3151753777977035e-09,inf,inf,inf,Transportation,1,12
 nasa_power_shanghai_hourly_T2M/1h/short,Chronos-2,0.54560986632805,0.54560986632805,0.6001551946004232,0.46018290372097703,0.023867330828463356,0.024227874292963563,2.6256552532497768,0.7386540911198218,0.02941868387836925,0.02390263069029286,0.023545228485815556,Weather,1,24
-noaa_coops_sf_water_level_water_level/6min/short,Chronos-2,0.0014233296490480996,0.0014233296490480996,0.03184098203976949,0.038649004305435074,0.01952801538619448,0.019432694568556935,0.6218784293380789,0.03772704135031131,0.024732827866258578,0.020874086588710233,0.041247146422599974,Ocean,1,60
-noaa_ndbc_46013_realtime_wave_height/10min/short,Chronos-2,0.213341586900556,0.213341586900556,0.4104788353045781,1.1367106208434472,0.26306850819265537,0.2240992312452717,4.376139384049636,0.4618891500138924,0.276672376417116,0.24587751158309687,0.14837872036400127,Ocean,1,72
+noaa_coops_sf_water_level_water_level/6min/short,Chronos-2,0.012990316178432692,0.012990316178432692,0.08868963718414306,0.10808998248203959,0.05069637225124682,0.04881776925744771,0.7268342374038519,0.11397506823175274,0.07231003040450247,0.05626801072239247,0.05570519653013617,Ocean,1,60
+noaa_ndbc_46013_realtime_wave_height/10min/short,Chronos-2,0.1314730454441726,0.1314730454441726,0.313402995467186,0.932438708294579,0.20312318786847594,0.17792177255640063,3.0543860488790426,0.36259211994219154,0.2186485117437742,0.18898672851982015,0.12287406930315845,Ocean,1,72
 nws_ksfo_observations_temperature/1h/short,Chronos-2,0.25173447256546905,0.25173447256546905,0.29094843069712323,0.13576337438406108,0.022212074746335214,0.021499322085992794,4.524256618537364,0.5017314745613126,0.03657823494216235,0.0212113064331831,0.021258852445784796,Weather,1,24
 open_meteo_shanghai_air_quality_hourly_pm2_5/1h/short,Chronos-2,136.48775536057883,136.48775536057883,9.18029777208964,0.7088331197488061,0.24914098713898233,0.2389575962321552,4.416387068373543,11.682797411603902,0.29446245773634044,0.2313874793408613,0.19776121999304083,Air Quality,1,24
-open_meteo_shanghai_hourly_temperature_2m/1h/short,Chronos-2,7.033087386482596,7.033087386482596,2.3153624534606934,2.0746497994095963,0.08495716844216848,0.08971188344934282,48.34314705983917,2.6519968677361963,0.09948098173159335,0.08685324358296061,0.07947817295189358,Weather,1,24
+open_meteo_shanghai_hourly_temperature_2m/1h/short,Chronos-2,8.063821078900824,8.063821078900824,2.5251784324645996,2.261353859733535,0.09091554893283586,0.09616113347375081,53.98401974125577,2.8396867923946867,0.10512491794036039,0.09348185025495336,0.08513324034904785,Weather,1,24
 usgs_earthquake_all_week_hourly_earthquake_count/1h/short,Chronos-2,17.506557314788704,17.506557314788704,3.5388614336649575,0.7888483691141702,0.5249753041805639,0.3634003695554939,5.850523517596834,4.1840838082893015,0.4564455063588329,0.38605761094526814,0.2794264690322105,Hazards,1,24
-usgs_potomac_iv_usgs_00060/15min/short,Chronos-2,2176.9765617897115,2176.9765617897115,43.658345540364586,13.970670572916667,0.01857789673140145,0.01838286619395273,30.129026692708333,46.658081419939585,0.019801838268409373,0.018528740812886826,0.011495641110067295,Hydrology,1,24
+usgs_potomac_iv_usgs_00060/15min/short,Chronos-2,16.29858565578858,16.29858565578858,3.9722798665364585,0.3177823893229167,0.0016903318581006205,0.001688857525715003,6.623228352864583,4.037150685296324,0.001717936461828223,0.0016903318581006205,0.0022696994934803486,Hydrology,1,24
 wikimedia_time_series_hourly_pageviews/1D/short,Chronos-2,202.88044411110292,202.88044411110292,11.206120082310267,0.22092282963086185,0.04851325893573051,0.047004889976123405,1.5753882042213447,14.243610641656241,0.05988304774269891,0.04711281716286599,0.05100915592513086,Web,1,7

results/chronos_2/forecasts/binance_btcusdt_1h_close__1h__short.json

@@ -1,7 +1,7 @@
 {
   "dataset": "binance_btcusdt_1h_close/1h/short",
   "model": "Chronos-2",
-  "evaluated_at": "2026-07-03T09:04:46.581831+00:00",
+  "evaluated_at": "2026-07-03T09:21:09.022783+00:00",
   "freq": "1h",
   "context_length": 96,
   "prediction_length": 24,
@@ -127,7 +127,7 @@
     61710.01171875,
     61750.46875,
     61584.0,
-    61606.0
+    61666.6484375
   ],
   "p50": [
     61017.125,

results/chronos_2/forecasts/data_gov_sg_singapore_rainfall_5min_rainfall_5min_total__5min__short.json

@@ -1,7 +1,7 @@
 {
   "dataset": "data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short",
   "model": "Chronos-2",
-  "evaluated_at": "2026-07-03T08:46:17.249182+00:00",
+  "evaluated_at": "2026-07-03T09:21:14.190312+00:00",
   "freq": "5min",
   "context_length": 288,
   "prediction_length": 36,
@@ -830,13 +830,6 @@
     ]
   },
   "timestamps": [
-    "2026-07-02 05:35:00",
-    "2026-07-02 05:40:00",
-    "2026-07-02 05:45:00",
-    "2026-07-02 05:50:00",
-    "2026-07-02 05:55:00",
-    "2026-07-02 06:00:00",
-    "2026-07-02 06:05:00",
     "2026-07-02 06:10:00",
     "2026-07-02 06:15:00",
     "2026-07-02 06:20:00",
@@ -1153,6 +1146,13 @@
     "2026-07-03 08:15:00",
     "2026-07-03 08:20:00",
     "2026-07-03 08:25:00",
-    "2026-07-03 08:30:00"
+    "2026-07-03 08:30:00",
+    "2026-07-03 08:35:00",
+    "2026-07-03 08:40:00",
+    "2026-07-03 08:45:00",
+    "2026-07-03 08:50:00",
+    "2026-07-03 08:55:00",
+    "2026-07-03 09:00:00",
+    "2026-07-03 09:05:00"
   ]
 }

results/chronos_2/forecasts/data_gov_sg_singapore_taxi_availability_available_taxi_count__5min__short.json

@@ -1,7 +1,7 @@
 {
   "dataset": "data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short",
   "model": "Chronos-2",
-  "evaluated_at": "2026-07-03T08:56:31.140966+00:00",
+  "evaluated_at": "2026-07-03T09:21:19.630269+00:00",
   "freq": "5min",
   "context_length": 120,
   "prediction_length": 12,
@@ -326,11 +326,6 @@
     ]
   },
   "timestamps": [
-    "2026-07-01 11:55:00",
-    "2026-07-01 12:00:00",
-    "2026-07-01 12:05:00",
-    "2026-07-01 12:10:00",
-    "2026-07-01 12:15:00",
     "2026-07-01 12:20:00",
     "2026-07-01 12:25:00",
     "2026-07-01 12:30:00",
@@ -457,6 +452,11 @@
     "2026-07-01 22:35:00",
     "2026-07-01 22:40:00",
     "2026-07-01 22:45:00",
-    "2026-07-01 22:50:00"
+    "2026-07-01 22:50:00",
+    "2026-07-01 22:55:00",
+    "2026-07-01 23:00:00",
+    "2026-07-01 23:05:00",
+    "2026-07-01 23:10:00",
+    "2026-07-01 23:15:00"
   ]
 }

results/chronos_2/forecasts/noaa_coops_sf_water_level_water_level__6min__short.json

@@ -1,15 +1,11 @@
 {
   "dataset": "noaa_coops_sf_water_level_water_level/6min/short",
   "model": "Chronos-2",
-  "evaluated_at": "2026-07-03T08:56:34.913721+00:00",
+  "evaluated_at": "2026-07-03T09:21:22.965797+00:00",
   "freq": "6min",
   "context_length": 240,
   "prediction_length": 60,
   "context": [
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-    1.1970000267028809,
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     1.2339999675750732,
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@@ -245,13 +241,13 @@
     1.090000033378601,
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     1.0820000171661377,
-    1.093000054359436
-  ],
-  "actuals": [
+    1.093000054359436,
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-    1.1109999418258667,
+    1.1109999418258667
+  ],
+  "actuals": [
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@@ -307,821 +303,821 @@
     1.8940000534057617,
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+    1.8359999656677246
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+    "2026-07-03 09:00:00",
+    "2026-07-03 09:06:00",
+    "2026-07-03 09:12:00"
   ]
 }

results/chronos_2/forecasts/noaa_ndbc_46013_realtime_wave_height__10min__short.json

@@ -1,13 +1,11 @@
 {
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+    "2026-07-02 11:50:00",
+    "2026-07-02 12:00:00"
   ]
 }

results/chronos_2/forecasts/open_meteo_shanghai_hourly_temperature_2m__1h__short.json

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 }

results/chronos_2/forecasts/usgs_potomac_iv_usgs_00060__15min__short.json

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   "timestamps": [
-    "2026-07-02 21:35:00",
-    "2026-07-02 21:50:00",
-    "2026-07-02 22:05:00",
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     "2026-07-02 22:35:00",
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@@ -589,6 +585,10 @@
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     "2026-07-04 03:05:00",
-    "2026-07-04 03:20:00"
+    "2026-07-04 03:20:00",
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+    "2026-07-04 03:50:00",
+    "2026-07-04 04:05:00",
+    "2026-07-04 04:20:00"
   ]
 }

results/chronos_2/online_meta.json

@@ -1,36 +1,48 @@
 {
     "model": "Chronos-2",
     "api_model_id": "amazon/chronos-2",
-    "evaluated_at": "2026-07-03T09:06:45.585623+00:00",
+    "evaluated_at": "2026-07-03T09:21:35.328224+00:00",
     "datasets": [
         {
             "dataset": "task_binance_btcusdt_1h_crypto_btcusdt_close_20260702t090000z",
-            "data_fetched_at": "2026-07-03T09:04:07.956933Z",
+            "data_fetched_at": "2026-07-03T09:20:36.985472Z",
             "context_length": 96,
             "prediction_length": 24
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         {
-            "dataset": "task_nasa_power_shanghai_hourly_point_shanghai_31.2304_121.4737_t2m_20260629t230000z",
-            "data_fetched_at": "2026-07-03T09:04:07.956933Z",
-            "context_length": 336,
-            "prediction_length": 24
+            "dataset": "task_data_gov_sg_singapore_rainfall_5min_data_gov_sg_rainfall_station_s213_rainfall_5min_total_20260703t061000z",
+            "data_fetched_at": "2026-07-03T09:20:36.985472Z",
+            "context_length": 288,
+            "prediction_length": 36
         },
         {
-            "dataset": "task_nws_ksfo_observations_nws_station_ksfo_temperature_20260703t065600z",
-            "data_fetched_at": "2026-07-03T09:04:07.956933Z",
-            "context_length": 96,
-            "prediction_length": 24
+            "dataset": "task_data_gov_sg_singapore_taxi_availability_singapore_taxi_fleet_available_taxi_count_20260703t071000z",
+            "data_fetched_at": "2026-07-03T09:20:36.985472Z",
+            "context_length": 120,
+            "prediction_length": 12
         },
         {
-            "dataset": "task_open_meteo_shanghai_air_quality_hourly_grid_shanghai_31.2304_121.4737_pm2_5_20260702t090000z",
-            "data_fetched_at": "2026-07-03T09:04:07.956933Z",
+            "dataset": "task_noaa_coops_sf_water_level_coops_station_9414290_water_level_20260703t031200z",
+            "data_fetched_at": "2026-07-03T09:20:36.985472Z",
+            "context_length": 240,
+            "prediction_length": 60
+        },
+        {
+            "dataset": "task_noaa_ndbc_46013_realtime_ndbc_station_46013_wave_height_20260702t115000z",
+            "data_fetched_at": "2026-07-03T09:20:36.985472Z",
+            "context_length": 72,
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+        {
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+            "data_fetched_at": "2026-07-03T09:20:36.985472Z",
             "context_length": 336,
             "prediction_length": 24
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         {
-            "dataset": "task_usgs_earthquake_all_week_hourly_earth_global_earthquake_count_20260702t080000z",
-            "data_fetched_at": "2026-07-03T09:04:07.956933Z",
-            "context_length": 168,
+            "dataset": "task_usgs_potomac_iv_usgs_site_01646500_usgs_00060_20260703t065000z",
+            "data_fetched_at": "2026-07-03T09:20:36.985472Z",
+            "context_length": 96,
             "prediction_length": 24
         }
     ],

results/chronos_bolt/all_results.csv

@@ -1,15 +1,15 @@
 dataset,model,eval_metrics/MSE[mean],eval_metrics/MSE[0.5],eval_metrics/MAE[0.5],eval_metrics/MASE[0.5],eval_metrics/MAPE[0.5],eval_metrics/sMAPE[0.5],eval_metrics/MSIS,eval_metrics/RMSE[mean],eval_metrics/NRMSE[mean],eval_metrics/ND[0.5],eval_metrics/mean_weighted_sum_quantile_loss,domain,num_variates,prediction_length
-binance_btcusdt_1h_close/1h/short,Chronos-Bolt,1106934.1065972645,1106934.1065972645,1027.78076171875,1.0289311639228582,0.016685135081529377,0.016832243205078135,2.8481581946655634,1052.1093605691685,0.017086915200353534,0.01669180351227233,0.012708652459765069,Finance,1,24
+binance_btcusdt_1h_close/1h/short,Chronos-Bolt,1112294.4847888947,1112294.4847888947,1030.3077799479167,1.0314610106612254,0.016725428446523038,0.016873238966787354,2.8481581946655634,1054.653727433272,0.017127533215130247,0.01673215602794288,0.012730929302515381,Finance,1,24
 coingecko_bitcoin_7d_price_usd/1h/short,Chronos-Bolt,1120486.6587556202,1120486.6587556202,734.14599609375,0.8693109217223224,0.01226590473246691,0.01210952102459527,8.436316153219645,1058.5304241048625,0.017431873016336474,0.012089912096934045,0.010652843722422005,Finance,1
 data_gov_sg_sgx_equities_turnover_monthly_turnover_value_million_sgd/1mo/short,Chronos-Bolt,24494.29886562596,24494.29886562596,120.14190149307251,1.2667135440416435,0.6356253615465683,0.9144911966348365,18.167880022797153,156.5065457596773,0.9635125763281969,0.7396382845884965,0.5956771935646294,Finance,1,12
 data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Chronos-Bolt,3.2825236033380433e-15,3.2825236033380433e-15,5.404329583846845e-08,nan,nan,2.0,nan,5.729331202974779e-08,inf,inf,inf,Climate,1,36
 data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Chronos-Bolt,1.0941039077622847e-12,1.0941039077622847e-12,9.104717223114752e-07,nan,nan,2.0,nan,1.0459942197556757e-06,inf,inf,inf,Transportation,1,12
 nasa_power_shanghai_hourly_T2M/1h/short,Chronos-Bolt,0.5429649771078099,0.5429649771078099,0.621417760848999,0.476486469140158,0.024579411757571498,0.02477643799172638,2.230759797331478,0.7368615725547166,0.029347292495519137,0.0247494637647045,0.023231561097247264,Weather,1,24
-noaa_coops_sf_water_level_water_level/6min/short,Chronos-Bolt,0.7636168875917027,0.7636168875917027,0.7291156609853109,0.885010213736028,0.43303319641539684,0.6143156028551954,16.655845271786863,0.8738517537841889,0.5728735737925597,0.4779885061830918,0.4117392254445097,Ocean,1,60
-noaa_ndbc_46013_realtime_wave_height/10min/short,Chronos-Bolt,0.19211084719576593,0.19211084719576593,0.38786375357045066,1.0740842406566324,0.24881551476543015,0.21341731073214593,3.3953686631642856,0.43830451423156247,0.2625451399825015,0.2323310396513354,0.14905080952881777,Ocean,1,72
+noaa_coops_sf_water_level_water_level/6min/short,Chronos-Bolt,0.25619492245704384,0.25619492245704384,0.40500227014223733,0.4935941748636175,0.23015143811642355,0.2780576236243461,1.270587560086263,0.5061570136400797,0.32112487067210843,0.25694853200990564,0.20940369968156355,Ocean,1,60
+noaa_ndbc_46013_realtime_wave_height/10min/short,Chronos-Bolt,0.13499652715393415,0.13499652715393415,0.3102615525325139,0.9230922660634823,0.2020164496480672,0.17616410601219604,3.81386078395658,0.36741873544218473,0.22155903361612267,0.18709239109598552,0.14024955104623982,Ocean,1,72
 nws_ksfo_observations_temperature/1h/short,Chronos-Bolt,0.2492891895071049,0.2492891895071049,0.2932896614074707,0.1368558476470609,0.02237083427875951,0.02166801101466744,3.9601093886159737,0.4992886835359929,0.03640014568811092,0.02138199153331913,0.022775195840174497,Weather,1,24
 open_meteo_shanghai_air_quality_hourly_pm2_5/1h/short,Chronos-Bolt,213.0874997717889,213.0874997717889,11.77229086558024,0.9089672108686079,0.32845211677166447,0.29250630452645143,5.475042177289303,14.597516904315915,0.3679273510489232,0.29671812146830007,0.2328691788245559,Air Quality,1,24
-open_meteo_shanghai_hourly_temperature_2m/1h/short,Chronos-Bolt,4.761139635385007,4.761139635385007,1.7494079271952312,1.567533756892529,0.06294517053790372,0.06592294072389837,26.835478948919256,2.182003582807555,0.0818507220730029,0.0656233120648335,0.058416879201149324,Weather,1,24
+open_meteo_shanghai_hourly_temperature_2m/1h/short,Chronos-Bolt,6.063964743842462,6.063964743842462,2.068436543146769,1.8523312651191868,0.0734375817085889,0.07719385654499579,35.446677046059555,2.4625118768936853,0.09116194070378698,0.0765733116925116,0.06792310186565563,Weather,1,24
 usgs_earthquake_all_week_hourly_earthquake_count/1h/short,Chronos-Bolt,17.181945945260054,17.181945945260054,3.6055833101272583,0.803721357056231,0.525884180684192,0.3693647371482309,5.811816507817792,4.145111089616303,0.45219393704905125,0.3933363611047918,0.28512386851840543,Hazards,1,24
-usgs_potomac_iv_usgs_00060/15min/short,Chronos-Bolt,2164.840841509402,2164.840841509402,43.646820068359375,13.966982421874997,0.018571994141202166,0.018378068442264323,445.52099283854164,46.52785017072465,0.01974656771171338,0.018523849365881962,0.01654742895145643,Hydrology,1,24
+usgs_potomac_iv_usgs_00060/15min/short,Chronos-Bolt,84.96825251728296,84.96825251728296,8.687164306640625,0.69497314453125,0.003696665662400266,0.0036889896998737043,4.334658203125,9.217822547504534,0.003922477679789163,0.003696665662400266,0.0031078157898382086,Hydrology,1,24
 wikimedia_time_series_hourly_pageviews/1D/short,Chronos-Bolt,1241.3020611748964,1241.3020611748964,30.671598161969865,0.6189814521204775,0.1498591210836874,0.13544669686484584,3.452328823115008,35.23211689885943,0.1468879203645122,0.12787444141381124,0.11896778616880911,Web,1,7

results/chronos_bolt/forecasts/binance_btcusdt_1h_close__1h__short.json

@@ -1,7 +1,7 @@
 {
   "dataset": "binance_btcusdt_1h_close/1h/short",
   "model": "Chronos-Bolt",
-  "evaluated_at": "2026-07-03T09:09:16.180011+00:00",
+  "evaluated_at": "2026-07-03T09:24:12.858525+00:00",
   "freq": "1h",
   "context_length": 96,
   "prediction_length": 24,
@@ -127,7 +127,7 @@
     61710.01171875,
     61750.46875,
     61584.0,
-    61606.0
+    61666.6484375
   ],
   "p50": [
     60981.40234375,

results/chronos_bolt/forecasts/data_gov_sg_singapore_rainfall_5min_rainfall_5min_total__5min__short.json

@@ -1,7 +1,7 @@
 {
   "dataset": "data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short",
   "model": "Chronos-Bolt",
-  "evaluated_at": "2026-07-03T08:48:40.395084+00:00",
+  "evaluated_at": "2026-07-03T09:24:16.512074+00:00",
   "freq": "5min",
   "context_length": 288,
   "prediction_length": 36,
@@ -830,13 +830,6 @@
     ]
   },
   "timestamps": [
-    "2026-07-02 05:35:00",
-    "2026-07-02 05:40:00",
-    "2026-07-02 05:45:00",
-    "2026-07-02 05:50:00",
-    "2026-07-02 05:55:00",
-    "2026-07-02 06:00:00",
-    "2026-07-02 06:05:00",
     "2026-07-02 06:10:00",
     "2026-07-02 06:15:00",
     "2026-07-02 06:20:00",
@@ -1153,6 +1146,13 @@
     "2026-07-03 08:15:00",
     "2026-07-03 08:20:00",
     "2026-07-03 08:25:00",
-    "2026-07-03 08:30:00"
+    "2026-07-03 08:30:00",
+    "2026-07-03 08:35:00",
+    "2026-07-03 08:40:00",
+    "2026-07-03 08:45:00",
+    "2026-07-03 08:50:00",
+    "2026-07-03 08:55:00",
+    "2026-07-03 09:00:00",
+    "2026-07-03 09:05:00"
   ]
 }

results/chronos_bolt/forecasts/data_gov_sg_singapore_taxi_availability_available_taxi_count__5min__short.json

@@ -1,7 +1,7 @@
 {
   "dataset": "data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short",
   "model": "Chronos-Bolt",
-  "evaluated_at": "2026-07-03T08:58:27.740603+00:00",
+  "evaluated_at": "2026-07-03T09:24:19.411234+00:00",
   "freq": "5min",
   "context_length": 120,
   "prediction_length": 12,
@@ -326,11 +326,6 @@
     ]
   },
   "timestamps": [
-    "2026-07-01 11:55:00",
-    "2026-07-01 12:00:00",
-    "2026-07-01 12:05:00",
-    "2026-07-01 12:10:00",
-    "2026-07-01 12:15:00",
     "2026-07-01 12:20:00",
     "2026-07-01 12:25:00",
     "2026-07-01 12:30:00",
@@ -457,6 +452,11 @@
     "2026-07-01 22:35:00",
     "2026-07-01 22:40:00",
     "2026-07-01 22:45:00",
-    "2026-07-01 22:50:00"
+    "2026-07-01 22:50:00",
+    "2026-07-01 22:55:00",
+    "2026-07-01 23:00:00",
+    "2026-07-01 23:05:00",
+    "2026-07-01 23:10:00",
+    "2026-07-01 23:15:00"
   ]
 }

results/chronos_bolt/forecasts/noaa_coops_sf_water_level_water_level__6min__short.json

@@ -1,15 +1,11 @@
 {
   "dataset": "noaa_coops_sf_water_level_water_level/6min/short",
   "model": "Chronos-Bolt",
-  "evaluated_at": "2026-07-03T08:58:30.009640+00:00",
+  "evaluated_at": "2026-07-03T09:24:22.775099+00:00",
   "freq": "6min",
   "context_length": 240,
   "prediction_length": 60,
   "context": [
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     1.2339999675750732,
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@@ -245,13 +241,13 @@
     1.090000033378601,
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     1.0820000171661377,
-    1.093000054359436
-  ],
-  "actuals": [
+    1.093000054359436,
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-    1.1109999418258667,
+    1.1109999418258667
+  ],
+  "actuals": [
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@@ -307,821 +303,821 @@
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     "2026-07-02 03:18:00",
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@@ -1417,6 +1413,10 @@
     "2026-07-03 08:30:00",
     "2026-07-03 08:36:00",
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-    "2026-07-03 08:48:00"
+    "2026-07-03 08:48:00",
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+    "2026-07-03 09:00:00",
+    "2026-07-03 09:06:00",
+    "2026-07-03 09:12:00"
   ]
 }

results/chronos_bolt/forecasts/noaa_ndbc_46013_realtime_wave_height__10min__short.json

@@ -1,13 +1,11 @@
 {
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+    "2026-07-02 11:50:00",
+    "2026-07-02 12:00:00"
   ]
 }

results/chronos_bolt/forecasts/open_meteo_shanghai_hourly_temperature_2m__1h__short.json

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 }

results/chronos_bolt/forecasts/usgs_potomac_iv_usgs_00060__15min__short.json

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   "timestamps": [
-    "2026-07-02 21:35:00",
-    "2026-07-02 21:50:00",
-    "2026-07-02 22:05:00",
-    "2026-07-02 22:20:00",
     "2026-07-02 22:35:00",
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@@ -589,6 +585,10 @@
     "2026-07-04 02:35:00",
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     "2026-07-04 03:05:00",
-    "2026-07-04 03:20:00"
+    "2026-07-04 03:20:00",
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+    "2026-07-04 03:50:00",
+    "2026-07-04 04:05:00",
+    "2026-07-04 04:20:00"
   ]
 }

results/chronos_bolt/online_meta.json

@@ -1,36 +1,48 @@
 {
     "model": "Chronos-Bolt",
     "api_model_id": "amazon/chronos-bolt-base",
-    "evaluated_at": "2026-07-03T09:09:32.174927+00:00",
+    "evaluated_at": "2026-07-03T09:24:40.047676+00:00",
     "datasets": [
         {
             "dataset": "task_binance_btcusdt_1h_crypto_btcusdt_close_20260702t090000z",
-            "data_fetched_at": "2026-07-03T09:04:07.956933Z",
+            "data_fetched_at": "2026-07-03T09:20:36.985472Z",
             "context_length": 96,
             "prediction_length": 24
         },
         {
-            "dataset": "task_nasa_power_shanghai_hourly_point_shanghai_31.2304_121.4737_t2m_20260629t230000z",
-            "data_fetched_at": "2026-07-03T09:04:07.956933Z",
-            "context_length": 336,
-            "prediction_length": 24
+            "dataset": "task_data_gov_sg_singapore_rainfall_5min_data_gov_sg_rainfall_station_s213_rainfall_5min_total_20260703t061000z",
+            "data_fetched_at": "2026-07-03T09:20:36.985472Z",
+            "context_length": 288,
+            "prediction_length": 36
         },
         {
-            "dataset": "task_nws_ksfo_observations_nws_station_ksfo_temperature_20260703t065600z",
-            "data_fetched_at": "2026-07-03T09:04:07.956933Z",
-            "context_length": 96,
-            "prediction_length": 24
+            "dataset": "task_data_gov_sg_singapore_taxi_availability_singapore_taxi_fleet_available_taxi_count_20260703t071000z",
+            "data_fetched_at": "2026-07-03T09:20:36.985472Z",
+            "context_length": 120,
+            "prediction_length": 12
         },
         {
-            "dataset": "task_open_meteo_shanghai_air_quality_hourly_grid_shanghai_31.2304_121.4737_pm2_5_20260702t090000z",
-            "data_fetched_at": "2026-07-03T09:04:07.956933Z",
+            "dataset": "task_noaa_coops_sf_water_level_coops_station_9414290_water_level_20260703t031200z",
+            "data_fetched_at": "2026-07-03T09:20:36.985472Z",
+            "context_length": 240,
+            "prediction_length": 60
+        },
+        {
+            "dataset": "task_noaa_ndbc_46013_realtime_ndbc_station_46013_wave_height_20260702t115000z",
+            "data_fetched_at": "2026-07-03T09:20:36.985472Z",
+            "context_length": 72,
+            "prediction_length": 72
+        },
+        {
+            "dataset": "task_open_meteo_shanghai_hourly_grid_shanghai_31.2304_121.4737_temperature_2m_20260702t090000z",
+            "data_fetched_at": "2026-07-03T09:20:36.985472Z",
             "context_length": 336,
             "prediction_length": 24
         },
         {
-            "dataset": "task_usgs_earthquake_all_week_hourly_earth_global_earthquake_count_20260702t080000z",
-            "data_fetched_at": "2026-07-03T09:04:07.956933Z",
-            "context_length": 168,
+            "dataset": "task_usgs_potomac_iv_usgs_site_01646500_usgs_00060_20260703t065000z",
+            "data_fetched_at": "2026-07-03T09:20:36.985472Z",
+            "context_length": 96,
             "prediction_length": 24
         }
     ],

results/ets/all_results.csv

@@ -1,14 +1,14 @@
 dataset,model,eval_metrics/MSE[mean],eval_metrics/MSE[0.5],eval_metrics/MAE[0.5],eval_metrics/MASE[0.5],eval_metrics/MAPE[0.5],eval_metrics/sMAPE[0.5],eval_metrics/MSIS,eval_metrics/RMSE[mean],eval_metrics/NRMSE[mean],eval_metrics/ND[0.5],eval_metrics/mean_weighted_sum_quantile_loss,domain,num_variates,prediction_length
-binance_btcusdt_1h_close/1h/short,ETS,99112.94630849389,127561.3687899027,316.62745239113184,0.31698185571592535,0.005136400819462973,0.005153219073518436,1.4143658909939798,314.8220867545571,0.005112907936360679,0.005142228205425766,0.0035436441587957854,Finance,1,24
+binance_btcusdt_1h_close/1h/short,ETS,100136.45025759115,128820.90601405683,319.1544706202985,0.31951170245429256,0.005177233905778053,0.005194217754811521,1.4143658909939798,316.44343927089267,0.005139028456299826,0.005183055494062461,0.0035726777933075765,Finance,1,24
 coingecko_bitcoin_7d_price_usd/1h/short,ETS,1556117.9881807761,1569433.9940070417,1003.0477607431425,1.4863954727772741,0.016733873296267597,0.016954216616983653,43.48353332776867,1247.444583210323,0.02098124253652188,0.01687063988823202,0.015785365847337016,Finance,1,24
 data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,ETS,4.407835548068247e-15,1.12132504091072e-14,8.609260281087649e-08,nan,nan,2.0,nan,6.639153220154094e-08,inf,inf,inf,Climate,1,36
 data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,ETS,9.578202015526527e-15,9.143141084502762e-15,9.078851462715541e-08,nan,nan,2.0,nan,9.786828912128038e-08,inf,inf,inf,Transportation,1,12
 nasa_power_shanghai_hourly_T2M/1h/short,ETS,1.8217861601844823,2.0796002615550564,1.2131657928516801,0.9302229861080233,0.047459318364697266,0.04909058741855834,3.7230358149689544,1.3497355889893703,0.05375648099594917,0.04831725889157136,0.039139093197466474,Weather,1,24
-noaa_coops_sf_water_level_water_level/6min/short,ETS,0.15630736633033,0.15479572714364592,0.3251954122096254,0.3947264839664642,0.1922048048746748,0.22141439632524754,13.983023094492475,0.3953572641679042,0.2591855287443315,0.2131893163419585,0.208039343890265,Ocean,1,60
-noaa_ndbc_46013_realtime_wave_height/10min/short,ETS,0.020500226662597383,0.018703494050631313,0.11709057719235044,0.32425082914804737,0.07118340654224917,0.07381067565531743,3.292162268608767,0.14317900217070023,0.085764462712336,0.07013745234518927,0.059621201410734015,Ocean,1,72
+noaa_coops_sf_water_level_water_level/6min/short,ETS,0.10032508561515,0.0991898378019891,0.26951936276209854,0.32847516490612416,0.1570845955688056,0.1748499675710297,11.342843148928301,0.31674135444420576,0.20095251817399673,0.1709931269907323,0.16578581161489395,Ocean,1,60
+noaa_ndbc_46013_realtime_wave_height/10min/short,ETS,0.12188646713943606,0.11337034036512866,0.2933151362327653,0.8726731738617476,0.18471686228766396,0.21219836455444657,17.281796913694084,0.3491224242861464,0.2105260823062415,0.1768734467242181,0.16476795377155018,Ocean,1,72
 nws_ksfo_observations_temperature/1h/short,ETS,0.24459513642903152,0.24348595220695382,0.40710395608027244,0.18996427191626322,0.03029389729570296,0.029936254324622723,3.0398310268602065,0.49456560376661,0.036055814247461085,0.029679509670801445,0.026580811028750165,Weather,1,24
 open_meteo_shanghai_air_quality_hourly_pm2_5/1h/short,ETS,145.7792540083514,150.16743244366208,9.897979094537803,0.7642470402343706,0.24725680005457584,0.251692399809218,8.414509875221746,12.073907984093278,0.3043203176618664,0.24947648650533116,0.21517811217564276,Air Quality,1,24
-open_meteo_shanghai_hourly_temperature_2m/1h/short,ETS,106.84184440290716,108.35221310709596,8.406677432657075,7.532691749101677,0.3018050659910477,0.3900462710767077,245.889688735542,10.336432866463515,0.3877374448169162,0.31534898637170894,0.3036294255176034,Weather,1,24
+open_meteo_shanghai_hourly_temperature_2m/1h/short,ETS,72.45733914421032,73.59272962655326,6.7831402874626505,6.074454095189071,0.23720849618498638,0.29062052869554644,187.40371611054073,8.512187682623681,0.315120327363338,0.2511111676144154,0.24032134851481068,Weather,1,24
 usgs_earthquake_all_week_hourly_earthquake_count/1h/short,ETS,19.46042108047662,21.15059596073165,4.0083716630728725,0.8935069961029315,0.5820503764478479,0.3989621701945276,5.690711631803715,4.4113967267155445,0.48124327927805943,0.4372769086988589,0.3206744833976598,Hazards,1,24
-usgs_potomac_iv_usgs_00060/15min/short,ETS,1012.7154112459662,1020.0158692012002,31.296036406085136,10.014731649947244,0.013301258389789036,0.013214295692795896,400.58926599788975,31.823189834552508,0.013505863059757033,0.013282137466773532,0.013282137466773532,Hydrology,1,24
+usgs_potomac_iv_usgs_00060/15min/short,ETS,1697.4760428995796,1664.2419383017075,35.708436190025644,2.856674895202051,0.015195079229798144,0.015347457925877767,114.26699580808206,41.2004374115079,0.017532101026173575,0.015195079229798146,0.015195079229798144,Hydrology,1,24
 wikimedia_time_series_hourly_pageviews/1D/short,ETS,1913.9417099508987,2465.8022152638114,44.205675203589685,0.8714918972835489,0.19186102346116632,0.19079093555054333,5.010857182203694,43.748619520516286,0.18392813011628467,0.1858496855406173,0.12557685393757048,Web,1,7

results/ets/forecasts/binance_btcusdt_1h_close__1h__short.json

@@ -1,7 +1,7 @@
 {
   "dataset": "binance_btcusdt_1h_close/1h/short",
   "model": "ETS",
-  "evaluated_at": "2026-07-03T09:14:49.166680+00:00",
+  "evaluated_at": "2026-07-03T09:29:08.938781+00:00",
   "freq": "1h",
   "context_length": 96,
   "prediction_length": 24,
@@ -127,7 +127,7 @@
     61710.01171875,
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     61584.0,
-    61606.0
+    61666.6484375
   ],
   "p50": [
     61118.60113750148,

results/ets/forecasts/data_gov_sg_singapore_rainfall_5min_rainfall_5min_total__5min__short.json

@@ -1,7 +1,7 @@
 {
   "dataset": "data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short",
   "model": "ETS",
-  "evaluated_at": "2026-07-03T08:51:40.125403+00:00",
+  "evaluated_at": "2026-07-03T09:29:08.953629+00:00",
   "freq": "5min",
   "context_length": 288,
   "prediction_length": 36,
@@ -830,13 +830,6 @@
     ]
   },
   "timestamps": [
-    "2026-07-02 05:35:00",
-    "2026-07-02 05:40:00",
-    "2026-07-02 05:45:00",
-    "2026-07-02 05:50:00",
-    "2026-07-02 05:55:00",
-    "2026-07-02 06:00:00",
-    "2026-07-02 06:05:00",
     "2026-07-02 06:10:00",
     "2026-07-02 06:15:00",
     "2026-07-02 06:20:00",
@@ -1153,6 +1146,13 @@
     "2026-07-03 08:15:00",
     "2026-07-03 08:20:00",
     "2026-07-03 08:25:00",
-    "2026-07-03 08:30:00"
+    "2026-07-03 08:30:00",
+    "2026-07-03 08:35:00",
+    "2026-07-03 08:40:00",
+    "2026-07-03 08:45:00",
+    "2026-07-03 08:50:00",
+    "2026-07-03 08:55:00",
+    "2026-07-03 09:00:00",
+    "2026-07-03 09:05:00"
   ]
 }

results/ets/forecasts/data_gov_sg_singapore_taxi_availability_available_taxi_count__5min__short.json

@@ -1,7 +1,7 @@
 {
   "dataset": "data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short",
   "model": "ETS",
-  "evaluated_at": "2026-07-03T09:00:08.818979+00:00",
+  "evaluated_at": "2026-07-03T09:29:08.973744+00:00",
   "freq": "5min",
   "context_length": 120,
   "prediction_length": 12,
@@ -326,11 +326,6 @@
     ]
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   "timestamps": [
-    "2026-07-01 11:55:00",
-    "2026-07-01 12:00:00",
-    "2026-07-01 12:05:00",
-    "2026-07-01 12:10:00",
-    "2026-07-01 12:15:00",
     "2026-07-01 12:20:00",
     "2026-07-01 12:25:00",
     "2026-07-01 12:30:00",
@@ -457,6 +452,11 @@
     "2026-07-01 22:35:00",
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     "2026-07-01 22:45:00",
-    "2026-07-01 22:50:00"
+    "2026-07-01 22:50:00",
+    "2026-07-01 22:55:00",
+    "2026-07-01 23:00:00",
+    "2026-07-01 23:05:00",
+    "2026-07-01 23:10:00",
+    "2026-07-01 23:15:00"
   ]
 }

results/ets/forecasts/noaa_coops_sf_water_level_water_level__6min__short.json

@@ -1,15 +1,11 @@
 {
   "dataset": "noaa_coops_sf_water_level_water_level/6min/short",
   "model": "ETS",
-  "evaluated_at": "2026-07-03T09:00:08.843313+00:00",
+  "evaluated_at": "2026-07-03T09:29:08.993447+00:00",
   "freq": "6min",
   "context_length": 240,
   "prediction_length": 60,
   "context": [
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@@ -245,13 +241,13 @@
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+    1.1109999418258667
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@@ -307,821 +303,821 @@
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     "2026-07-02 03:18:00",
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@@ -1417,6 +1413,10 @@
     "2026-07-03 08:30:00",
     "2026-07-03 08:36:00",
     "2026-07-03 08:42:00",
-    "2026-07-03 08:48:00"
+    "2026-07-03 08:48:00",
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+    "2026-07-03 09:00:00",
+    "2026-07-03 09:06:00",
+    "2026-07-03 09:12:00"
   ]
 }

results/ets/forecasts/noaa_ndbc_46013_realtime_wave_height__10min__short.json

@@ -1,13 +1,11 @@
 {
   "dataset": "noaa_ndbc_46013_realtime_wave_height/10min/short",
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+    "2026-07-02 11:50:00",
+    "2026-07-02 12:00:00"
   ]
 }

results/ets/forecasts/open_meteo_shanghai_hourly_temperature_2m__1h__short.json

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 }

results/ets/forecasts/usgs_potomac_iv_usgs_00060__15min__short.json

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+    "2026-07-04 04:05:00",
+    "2026-07-04 04:20:00"
   ]
 }

results/ets/online_meta.json

@@ -1,36 +1,48 @@
 {
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+            "dataset": "task_data_gov_sg_singapore_taxi_availability_singapore_taxi_fleet_available_taxi_count_20260703t071000z",
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         {
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-            "data_fetched_at": "2026-07-03T09:04:07.956933Z",
+            "dataset": "task_noaa_coops_sf_water_level_coops_station_9414290_water_level_20260703t031200z",
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+            "dataset": "task_usgs_potomac_iv_usgs_site_01646500_usgs_00060_20260703t065000z",
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             "prediction_length": 24
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     ],

results/eval_history.jsonl

@@ -4107,3 +4107,10 @@
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 {"evaluated_at": "2026-07-03T09:14:50.544166+00:00", "dataset": "usgs_earthquake_all_week_hourly_earthquake_count", "prediction_length": 24}
+{"evaluated_at": "2026-07-03T09:29:10.245012+00:00", "dataset": "binance_btcusdt_1h_close", "prediction_length": 24}
+{"evaluated_at": "2026-07-03T09:29:10.245012+00:00", "dataset": "data_gov_sg_singapore_rainfall_5min_rainfall_5min_total", "prediction_length": 36}
+{"evaluated_at": "2026-07-03T09:29:10.245012+00:00", "dataset": "data_gov_sg_singapore_taxi_availability_available_taxi_count", "prediction_length": 12}
+{"evaluated_at": "2026-07-03T09:29:10.245012+00:00", "dataset": "noaa_coops_sf_water_level_water_level", "prediction_length": 60}
+{"evaluated_at": "2026-07-03T09:29:10.245012+00:00", "dataset": "noaa_ndbc_46013_realtime_wave_height", "prediction_length": 72}
+{"evaluated_at": "2026-07-03T09:29:10.245012+00:00", "dataset": "open_meteo_shanghai_hourly_temperature_2m", "prediction_length": 24}
+{"evaluated_at": "2026-07-03T09:29:10.245012+00:00", "dataset": "usgs_potomac_iv_usgs_00060", "prediction_length": 24}

results/evaluation_metrics.jsonl

@@ -17467,3 +17467,87 @@
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