diff --git a/results/aggregates/live_metadata.json b/results/aggregates/live_metadata.json index 9181436be5979e24c9f31244b8031000ce7fc455..649e165d719f14a6aa7cd3cae6de2d469fb0a860 100644 --- a/results/aggregates/live_metadata.json +++ b/results/aggregates/live_metadata.json @@ -1,5 +1,5 @@ { - "generated_at": "2026-07-04T12:04:55.694614+00:00", + "generated_at": "2026-07-04T12:16:16.762523+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": 14, - "num_model_releases": 16120, - "num_unique_releases": 2241 + "num_model_releases": 16144, + "num_unique_releases": 2243 } diff --git a/results/aggregates/live_overall_up_to_now.csv b/results/aggregates/live_overall_up_to_now.csv index 4f3a92942dc30dc76ae8f4e414855b4a522fb1dd..817d2c457bcea319ab92097920630b7eba885855 100644 --- a/results/aggregates/live_overall_up_to_now.csv +++ b/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-2.0,43712.42220565654,67.69106057753476,0.21357291203858317,0.14694939365826054,24.5323830489331,5.425437243515464,0.5703410451885298,1223.2336699846717,39826.83454819071,-0.27980407259701073,0.3076923076923077,13,354,0.8461538461538461,2026-07-03T07:52:13.218889Z,2026-07-04T11:58:19.844393+00:00 -2,Chronos-2,67504.63156281141,83.12973615159687,0.1608130607648681,0.22688715775374124,25.644921770882714,2.969333636941366,0.707475889932031,1189.6512683952765,88089.32091861474,0.1991582552778046,0.23076923076923078,13,2135,0.8461538461538461,2026-06-16T12:06:40.343188+00:00,2026-07-04T11:51:39.301864Z -3,TimesFM-2.5,71251.9805427687,88.89159389475441,0.13428648605406412,0.26805443528483947,26.582154249844674,3.3153220452816297,0.6251308748298852,1128.72069450449,78124.9047087175,0.19423349955906952,0.15384615384615385,13,2143,0.8461538461538461,2026-06-16T12:06:55.147862+00:00,2026-07-04T11:51:39.301864Z -4,TiRex,77617.94305989247,90.71431871277,0.17141199112637173,0.22268518723258116,24.730173397485693,3.326976864957066,0.655743845408136,1124.2302512021502,90406.36114613303,0.24265679403904195,0.15384615384615385,13,2116,0.8461538461538461,2026-06-16T12:07:33.925127+00:00,2026-07-04T11:51:39.301864Z -5,TabPFN-TS,57764.36182724975,81.54817609839496,0.24071326764879003,0.20969872760461025,18.583367359460098,5.791722371003657,0.5666005668736563,1052.2187951707626,32904.38678206733,-0.10104238386811126,0.3076923076923077,13,352,0.8461538461538461,2026-07-01T13:07:24.792624Z,2026-07-04T11:51:39.301864Z -6,Sundial,172246.5020608338,165.19639624277005,0.3579434134841913,0.15188812774554977,18.338277051805825,4.960263576991168,0.512314253775723,1047.5276781129194,74900.69738433888,-0.07974806783037439,0.21428571428571427,14,904,0.8571428571428571,2026-07-01T08:20:13.790420Z,2026-07-04T11:51:39.301864Z -7,Chronos-Bolt,59448.52954883904,77.89750509868438,0.25882529862501724,0.17274862717356124,10.974536480551423,6.142358197538014,0.5003028458941227,1001.4651628449228,47457.39582922073,-0.013855680246565416,0.23076923076923078,13,351,0.8461538461538461,2026-07-03T07:52:13.218889Z,2026-07-04T11:59:30.660509+00:00 -8,Moving-Average,122305.55974141796,121.95169480913154,0.33431740154976786,0.2989132643171083,6.104440030177967,5.174750235943149,0.4034269403029467,901.650811000866,115091.54187991923,0.12100656464112945,0.3076923076923077,13,1849,0.8461538461538461,2026-06-17T12:10:12.847893+00:00,2026-07-04T11:51:39.301864Z -9,ETS,79695.37625101612,95.63707600690324,0.33613686183373265,0.4034422158228929,-2.3867025714558494,5.531860287589598,0.37657718199648516,894.3437175996415,113130.55649579721,0.10986548903424836,0.3076923076923077,13,1849,0.8461538461538461,2026-06-17T12:10:12.660440+00:00,2026-07-04T11:51:39.301864Z -10,ARIMA,100507.0131004348,115.52387895662012,0.282485750766178,0.29857154331190494,2.0239340351481236,5.50208150849733,0.3695481740086868,863.990408768477,93285.18676678276,0.12197560038511074,0.3076923076923077,13,1849,0.8461538461538461,2026-06-17T12:10:12.135642+00:00,2026-07-04T11:51:39.301864Z -11,Toto-1.0,128675.50616592728,121.84018289871003,0.22464289990587546,0.15318784951219386,-27.013517077614548,7.438738177931322,0.3504371037133332,826.4493437934058,148850.83956302112,0.04412361557710254,0.15384615384615385,13,362,0.8461538461538461,2026-07-03T07:52:13.218889Z,2026-07-04T11:56:49.178650+00:00 -12,Seasonal-Naive,144545.9503108932,147.16831441178314,0.3906667639474144,0.41433092710375163,0.0,5.377777714239551,0.36261645032175543,746.5181986224159,120392.78047708447,0.1669968465462038,0.14285714285714285,14,1856,0.8571428571428571,2026-06-17T12:10:12.963911+00:00,2026-07-04T11:51:39.301864Z +1,Moirai-2.0,43327.48073898039,67.37381996049963,0.21268173963273174,0.14663477434233735,24.67715379386311,5.417948504086926,0.5710610046204813,1223.261588585502,39805.09599619965,-0.2834565194101805,0.3076923076923077,13,356,0.8461538461538461,2026-07-03T07:52:13.218889Z,2026-07-04T12:14:10.459924+00:00 +2,Chronos-2,67494.4010517183,83.14927353206242,0.16069752900180823,0.22684090928051456,25.651782368202348,2.9702607245967223,0.7071322897896488,1189.6325371086975,88042.05684288632,0.19898896895079204,0.23076923076923078,13,2137,0.8461538461538461,2026-06-16T12:06:40.343188+00:00,2026-07-04T12:11:00.605297Z +3,TimesFM-2.5,71221.45615540836,88.89026124346599,0.134259795785531,0.26803491036955784,26.576284003328833,3.316664382673498,0.6247935895086691,1128.7081828598714,78088.72324152397,0.19438679259306052,0.15384615384615385,13,2145,0.8461538461538461,2026-06-16T12:06:55.147862+00:00,2026-07-04T12:11:00.605297Z +4,TiRex,77604.93118271243,90.73032716696663,0.17124457606066404,0.22263358783925877,24.744977477903475,3.3272847341759797,0.655721530653448,1124.226538417926,90362.70893119821,0.24221507920463112,0.15384615384615385,13,2118,0.8461538461538461,2026-06-16T12:07:33.925127+00:00,2026-07-04T12:11:00.605297Z +5,TabPFN-TS,57565.54174672479,81.44644653967774,0.23950727445597975,0.20905729330156841,18.745247512768945,5.779173100504295,0.5678178803165164,1052.2559893431153,32783.4698519441,-0.10538159704584023,0.3076923076923077,13,354,0.8461538461538461,2026-07-01T13:07:24.792624Z,2026-07-04T12:11:00.605297Z +6,Sundial,172382.48387920557,165.2559548901456,0.35750640761514213,0.1518196649646795,18.3464332741275,4.961956458169037,0.5121762660077118,1047.5279666878223,74818.97309808404,-0.08057046347425026,0.21428571428571427,14,906,0.8571428571428571,2026-07-01T08:20:13.790420Z,2026-07-04T12:11:00.605297Z +7,Chronos-Bolt,59520.74528376961,78.01385801866583,0.2572893227237919,0.17216324953331535,11.119408562198872,6.139875097399809,0.5004850936671262,1001.4845127428906,47196.42949334955,-0.018033758044574837,0.23076923076923078,13,353,0.8461538461538461,2026-07-03T07:52:13.218889Z,2026-07-04T12:14:19.474424+00:00 +8,Moving-Average,122265.8568481255,121.95958072599186,0.3337085791547009,0.29877003435277755,6.1018949198357335,5.1765745511553565,0.4032193874604886,901.6455999257271,115019.5792293607,0.12089238926223822,0.3076923076923077,13,1851,0.8461538461538461,2026-06-17T12:10:12.847893+00:00,2026-07-04T12:11:00.605297Z +9,ETS,79616.1651332751,95.58736380306735,0.3357456082377848,0.4033161816095714,-2.384727304499955,5.5331201577578195,0.3763286005397659,894.3288559971347,113080.62466185933,0.1096478767462954,0.3076923076923077,13,1851,0.8461538461538461,2026-06-17T12:10:12.660440+00:00,2026-07-04T12:11:00.605297Z +10,ARIMA,100457.71017059464,115.5118457690528,0.28202662935327405,0.2984174968207082,2.033794274011556,5.503141150532089,0.3696034763754605,863.9904738250206,93237.11763954752,0.12170252748798835,0.3076923076923077,13,1851,0.8461538461538461,2026-06-17T12:10:12.135642+00:00,2026-07-04T12:11:00.605297Z +11,Toto-1.0,130231.48917785156,122.41207333698081,0.22395167135985347,0.15297351201984788,-27.257852944877445,7.4447283540542095,0.3498435242101998,826.4326058113893,148938.69322369163,0.049623938052448135,0.15384615384615385,13,364,0.8461538461538461,2026-07-03T07:52:13.218889Z,2026-07-04T12:13:53.654976+00:00 +12,Seasonal-Naive,144498.56567307346,147.16949837706608,0.3901112608128714,0.4141961943319085,0.0,5.379384235484191,0.36240493436634424,746.5051486949031,120321.20667821738,0.166882070265644,0.14285714285714285,14,1858,0.8571428571428571,2026-06-17T12:10:12.963911+00:00,2026-07-04T12:11:00.605297Z diff --git a/results/aggregates/live_rank_up_to_now.csv b/results/aggregates/live_rank_up_to_now.csv index f47461722853797f1ea7a53bd03569acdb6477d2..462faadda824fced1ae4adea38db1f8a96c1d47c 100644 --- a/results/aggregates/live_rank_up_to_now.csv +++ b/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-2.0,5.425437243515464,0.5703410451885298,1223.2336699846717,134,354,3828 -2,Chronos-2,2.969333636941366,0.707475889932031,1189.6512683952765,139,2133,13657 -3,TimesFM-2.5,3.3153220452816297,0.6251308748298852,1128.72069450449,139,2138,13678 -4,TiRex,3.326976864957066,0.655743845408136,1124.2302512021502,139,2114,13630 -5,TabPFN-TS,5.791722371003657,0.5666005668736563,1052.2187951707626,132,342,3743 -6,Sundial,4.960263576991168,0.512314253775723,1047.5276781129194,139,893,7614 -7,Chronos-Bolt,6.142358197538014,0.5003028458941227,1001.4651628449228,134,351,3816 -8,Moving-Average,5.174750235943149,0.4034269403029467,901.650811000866,139,1849,13154 -9,ETS,5.531860287589598,0.37657718199648516,894.3437175996415,139,1849,13154 -10,ARIMA,5.50208150849733,0.3695481740086868,863.990408768477,139,1849,13154 -11,Toto-1.0,7.438738177931322,0.3504371037133332,826.4493437934058,134,362,3852 -12,Seasonal-Naive,5.377777714239551,0.36261645032175543,746.5181986224159,139,1849,13154 +1,Moirai-2.0,5.417948504086926,0.5710610046204813,1223.261588585502,134,356,3850 +2,Chronos-2,2.9702607245967223,0.7071322897896488,1189.6325371086975,139,2135,13679 +3,TimesFM-2.5,3.316664382673498,0.6247935895086691,1128.7081828598714,139,2140,13700 +4,TiRex,3.3272847341759797,0.655721530653448,1124.226538417926,139,2116,13652 +5,TabPFN-TS,5.779173100504295,0.5678178803165164,1052.2559893431153,132,344,3765 +6,Sundial,4.961956458169037,0.5121762660077118,1047.5279666878223,139,895,7636 +7,Chronos-Bolt,6.139875097399809,0.5004850936671262,1001.4845127428906,134,353,3838 +8,Moving-Average,5.1765745511553565,0.4032193874604886,901.6455999257271,139,1851,13176 +9,ETS,5.5331201577578195,0.3763286005397659,894.3288559971347,139,1851,13176 +10,ARIMA,5.503141150532089,0.3696034763754605,863.9904738250206,139,1851,13176 +11,Toto-1.0,7.4447283540542095,0.3498435242101998,826.4326058113893,134,364,3874 +12,Seasonal-Naive,5.379384235484191,0.36240493436634424,746.5051486949031,139,1851,13176 diff --git a/results/aggregates/live_release_metrics.csv b/results/aggregates/live_release_metrics.csv index f9a4c612ea99d40c7e5cf838f5fc98f5897c428e..fed692cdf1a396bba695f71bc29a51ab409a1c7e 100644 --- a/results/aggregates/live_release_metrics.csv +++ b/results/aggregates/live_release_metrics.csv @@ -383,6 +383,7 @@ binance_btcusdt_1h_close/1h/short|source:2026-07-04T11:09:15.487668Z|h:24,2026-0 binance_btcusdt_1h_close/1h/short|source:2026-07-04T11:23:01.529147Z|h:24,2026-07-04T11:23:01.529147Z,2026-07-04T11:28:31.036807+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,ARIMA,449847.7646031351,670.7069140862759,0.01706630614677035,0.015228446736889358,24.5700779785066,True binance_btcusdt_1h_close/1h/short|source:2026-07-04T11:33:44.849635Z|h:24,2026-07-04T11:33:44.849635Z,2026-07-04T11:40:05.074928+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,ARIMA,448865.67275762436,669.9743821651872,0.01705671116927961,0.01521881059480517,24.636406650661705,True binance_btcusdt_1h_close/1h/short|source:2026-07-04T11:51:39.301864Z|h:24,2026-07-04T11:51:39.301864Z,2026-07-04T12:04:54.455053+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,ARIMA,449787.5901709921,670.662053623874,0.01706572336688621,0.015227859925595126,24.57412365558339,True +binance_btcusdt_1h_close/1h/short|source:2026-07-04T12:11:00.605297Z|h:24,2026-07-04T12:11:00.605297Z,2026-07-04T12:16:15.776736+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,ARIMA,349457.1296789585,591.1489911003473,0.01708233499272242,0.01536136922500607,36.27403895662671,True binance_btcusdt_1h_close/1h/short|window:03c799d1e84862203538,2026-06-22T01:22:02.369176+00:00,2026-06-22T01:22:02.369176+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,ARIMA,0.3169074533967339,0.5629453378408369,0.0085352021500282,0.4356122103113208,2.4821416702079793,True binance_btcusdt_1h_close/1h/short|window:04d92c60ece42d8a5afb,2026-06-22T07:33:30.776110+00:00,2026-06-22T07:33:30.776110+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,ARIMA,0.3737040337380361,0.6113133678712057,0.012305158444961,0.7985186914109059,-15.142472841866445,True binance_btcusdt_1h_close/1h/short|window:0740b84fb5a867feca5c,2026-06-22T08:13:22.917126+00:00,2026-06-22T08:13:22.917126+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,ARIMA,0.2732656714019672,0.5227481911991348,0.0117912606294595,0.7610992079601563,-2.641083194827792,True @@ -1093,6 +1094,7 @@ noaa_coops_sf_water_level_water_level/6min/short|source:2026-07-04T09:40:57.1456 noaa_coops_sf_water_level_water_level/6min/short|source:2026-07-04T10:44:47.829251Z|h:60,2026-07-04T10:44:47.829251Z,2026-07-04T10:49:59.424907+00:00,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,ARIMA,0.2516439457617465,0.5016412520534436,0.28262520931005,0.2959135247305811,5.201028814393492,True noaa_coops_sf_water_level_water_level/6min/short|source:2026-07-04T11:09:15.487668Z|h:60,2026-07-04T11:09:15.487668Z,2026-07-04T11:14:51.235982+00:00,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,ARIMA,0.024655463410242138,0.15702058275984757,0.08175851473619294,0.08480976578229772,84.27373172854739,True noaa_coops_sf_water_level_water_level/6min/short|source:2026-07-04T11:33:44.849635Z|h:60,2026-07-04T11:33:44.849635Z,2026-07-04T11:40:05.158340+00:00,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,ARIMA,0.022985591948242044,0.15160999949951204,0.06379845475908816,0.06087477617624014,84.57610233617932,True +noaa_coops_sf_water_level_water_level/6min/short|source:2026-07-04T12:11:00.605297Z|h:60,2026-07-04T12:11:00.605297Z,2026-07-04T12:16:15.850789+00:00,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,ARIMA,0.1385767405881007,0.3722589697886415,0.16445979123663942,0.14768312357698724,22.644348109287225,True noaa_coops_sf_water_level_water_level/6min/short|window:006c74b1a2f8a9677d39,2026-06-22T00:41:09.331891+00:00,2026-06-22T00:41:09.331891+00:00,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,ARIMA,2.2628092994627163,1.5042637067558056,0.4112617904504863,1.1806355546295924,13.908662074776267,True noaa_coops_sf_water_level_water_level/6min/short|window:01996fe03c24a0e017da,2026-06-21T21:31:16.174839+00:00,2026-06-21T21:31:16.174839+00:00,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,ARIMA,0.7250495069120471,0.8514983892598077,0.8752404103808078,0.7606494956148168,63.98601365258942,True noaa_coops_sf_water_level_water_level/6min/short|window:096e27611aae7ec85c6c,2026-06-18T03:50:07.958190+00:00,2026-06-18T03:50:07.958190+00:00,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,ARIMA,1.302238810577616,1.1411567861506218,0.620145704070211,0.92996046968241,-71.49091264851127,True @@ -2226,6 +2228,7 @@ binance_btcusdt_1h_close/1h/short|source:2026-07-04T11:09:15.487668Z|h:24,2026-0 binance_btcusdt_1h_close/1h/short|source:2026-07-04T11:23:01.529147Z|h:24,2026-07-04T11:23:01.529147Z,2026-07-04T11:23:37.805355+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,Chronos-2,416246.9334710439,645.1720185121515,0.008656862313606068,0.00755814725533069,28.181031329444448,True binance_btcusdt_1h_close/1h/short|source:2026-07-04T11:33:44.849635Z|h:24,2026-07-04T11:33:44.849635Z,2026-07-04T11:35:23.706960+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,Chronos-2,414742.8906796773,644.0053498843603,0.008647280523478414,0.007552785037359326,28.311995277568467,True binance_btcusdt_1h_close/1h/short|source:2026-07-04T11:51:39.301864Z|h:24,2026-07-04T11:51:39.301864Z,2026-07-04T11:52:20.357029+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,Chronos-2,416155.0497887929,645.1008059123728,0.008656280334696181,0.007557820797485817,28.18899902675387,True +binance_btcusdt_1h_close/1h/short|source:2026-07-04T12:11:00.605297Z|h:24,2026-07-04T12:11:00.605297Z,2026-07-04T12:11:32.932248+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,Chronos-2,395934.97748947144,629.2336430051014,0.008493252774605024,0.00749696085899127,30.73382581899184,True binance_btcusdt_1h_close/1h/short|window:01879e0ba67816eb9c43,2026-06-17T06:52:59.517094+00:00,2026-06-17T06:52:59.517094+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,Chronos-2,0.1813123535575668,0.4258078833905812,0.0083663181977859,0.2410261424253861,,True binance_btcusdt_1h_close/1h/short|window:03c799d1e84862203538,2026-06-22T01:19:41.412209+00:00,2026-06-22T01:19:41.412209+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,Chronos-2,0.3026024844282185,0.5500931597722504,0.0063219336945878,0.2735899804256079,4.788475382706393,True binance_btcusdt_1h_close/1h/short|window:04d92c60ece42d8a5afb,2026-06-22T07:29:55.777922+00:00,2026-06-22T07:29:55.777922+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,Chronos-2,0.1135532687832525,0.3369766591075004,0.0030837061496461,0.2504677210622425,41.612619480802856,True @@ -3053,6 +3056,7 @@ noaa_coops_sf_water_level_water_level/6min/short|source:2026-07-04T09:40:57.1456 noaa_coops_sf_water_level_water_level/6min/short|source:2026-07-04T10:44:47.829251Z|h:60,2026-07-04T10:44:47.829251Z,2026-07-04T10:46:22.216460+00:00,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,Chronos-2,0.09139383410535681,0.30231413150125286,0.17025022391866637,0.14568887374359651,50.68456942596022,True noaa_coops_sf_water_level_water_level/6min/short|source:2026-07-04T11:09:15.487668Z|h:60,2026-07-04T11:09:15.487668Z,2026-07-04T11:09:54.092604+00:00,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,Chronos-2,0.01763973927640734,0.13281468019916826,0.05803526377539393,0.05814078458880592,88.4911431182934,True noaa_coops_sf_water_level_water_level/6min/short|source:2026-07-04T11:33:44.849635Z|h:60,2026-07-04T11:33:44.849635Z,2026-07-04T11:35:30.322615+00:00,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,Chronos-2,0.015467591127173108,0.12436877070701112,0.050445615951961224,0.05333734345786087,89.35228994145885,True +noaa_coops_sf_water_level_water_level/6min/short|source:2026-07-04T12:11:00.605297Z|h:60,2026-07-04T12:11:00.605297Z,2026-07-04T12:12:42.601657+00:00,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,Chronos-2,0.039707493698567714,0.1992673924619071,0.09803876157413514,0.06599368546874476,69.38695048199911,True noaa_coops_sf_water_level_water_level/6min/short|window:006c74b1a2f8a9677d39,2026-06-22T00:38:58.294790+00:00,2026-06-22T00:38:58.294790+00:00,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,Chronos-2,0.4631089043051192,0.6805210535355385,0.174970277685798,0.3103917449078325,73.20796285550637,True noaa_coops_sf_water_level_water_level/6min/short|window:01549d7e04222a5d58f1,2026-06-17T08:50:34.907918+00:00,2026-06-17T08:50:34.907918+00:00,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,Chronos-2,0.0095305672511036,0.097624624204673,0.0360214710496151,0.064493283156089,,True noaa_coops_sf_water_level_water_level/6min/short|window:01996fe03c24a0e017da,2026-06-21T20:21:29.433519+00:00,2026-06-21T20:21:29.433519+00:00,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,Chronos-2,0.2849203046958792,0.5337792658916972,0.4432201094874649,0.1931742562236476,84.11088894852529,True @@ -4072,6 +4076,7 @@ binance_btcusdt_1h_close/1h/short|source:2026-07-04T11:09:15.487668Z|h:24,2026-0 binance_btcusdt_1h_close/1h/short|source:2026-07-04T11:23:01.529147Z|h:24,2026-07-04T11:23:01.529147Z,2026-07-04T11:25:39.708048+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,Chronos-Bolt,1141719.319091161,1068.5126667902261,0.014637695032426819,0.011904618386445557,-21.161215929734098,True binance_btcusdt_1h_close/1h/short|source:2026-07-04T11:33:44.849635Z|h:24,2026-07-04T11:33:44.849635Z,2026-07-04T11:37:01.809286+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,Chronos-Bolt,1139530.1287434895,1067.4877651493198,0.014628200957441537,0.011899298595801099,-21.10648533875598,True binance_btcusdt_1h_close/1h/short|source:2026-07-04T11:51:39.301864Z|h:24,2026-07-04T11:51:39.301864Z,2026-07-04T11:58:28.233787+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,Chronos-Bolt,1141585.8117364247,1068.4501915093772,0.014637118381160543,0.01190429410434089,-21.157907023775735,True +binance_btcusdt_1h_close/1h/short|source:2026-07-04T12:11:00.605297Z|h:24,2026-07-04T12:11:00.605297Z,2026-07-04T12:14:17.063400+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,Chronos-Bolt,830606.2542069753,911.3760224007297,0.012812076059550419,0.011099800699532363,-5.280042518537505,True data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short|source:2026-07-03T08:14:44.325135Z|h:36,2026-07-03T08:14:44.325135Z,2026-07-03T08:18:35.540032+00:00,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,Chronos-Bolt,3.2825236033380433e-15,5.729331202974779e-08,,,0.0,False data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short|source:2026-07-03T08:45:14.545252Z|h:36,2026-07-03T08:45:14.545252Z,2026-07-03T08:48:41.878652+00:00,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,Chronos-Bolt,3.2825236033380433e-15,5.729331202974779e-08,,,0.0,False data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short|source:2026-07-03T09:20:36.985472Z|h:36,2026-07-03T09:20:36.985472Z,2026-07-03T09:24:17.647333+00:00,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,Chronos-Bolt,3.2825236033380433e-15,5.729331202974779e-08,,,0.0,False @@ -4207,6 +4212,7 @@ noaa_coops_sf_water_level_water_level/6min/short|source:2026-07-04T09:40:57.1456 noaa_coops_sf_water_level_water_level/6min/short|source:2026-07-04T10:44:47.829251Z|h:60,2026-07-04T10:44:47.829251Z,2026-07-04T10:48:13.133163+00:00,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,Chronos-Bolt,0.35103472387759993,0.5924818342173875,0.3317309578892722,0.2869544466049305,-11.38815476461427,True noaa_coops_sf_water_level_water_level/6min/short|source:2026-07-04T11:09:15.487668Z|h:60,2026-07-04T11:09:15.487668Z,2026-07-04T11:12:03.395563+00:00,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,Chronos-Bolt,0.042893808295999966,0.20710820431841895,0.10138924188885583,0.11923399060612584,74.14447367121889,True noaa_coops_sf_water_level_water_level/6min/short|source:2026-07-04T11:33:44.849635Z|h:60,2026-07-04T11:33:44.849635Z,2026-07-04T11:37:04.375805+00:00,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,Chronos-Bolt,0.06980816405245846,0.2642123465178311,0.14237264654039267,0.13698934368588364,59.51674180981698,True +noaa_coops_sf_water_level_water_level/6min/short|source:2026-07-04T12:11:00.605297Z|h:60,2026-07-04T12:11:00.605297Z,2026-07-04T12:14:19.468696+00:00,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,Chronos-Bolt,0.02229767472811967,0.14932405944160396,0.06297792557978685,0.08129874618159721,81.57260022683194,True noaa_ndbc_46013_realtime_wave_height/10min/short|source:2026-07-03T07:52:13.218889Z|h:72,2026-07-03T07:52:13.218889Z,2026-07-03T07:57:31.422750+00:00,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,72,Chronos-Bolt,0.2426720351597521,0.4926175343608387,0.27758139045694724,0.15744635124016498,2.395407661927685,True noaa_ndbc_46013_realtime_wave_height/10min/short|source:2026-07-03T08:14:44.325135Z|h:72,2026-07-03T08:14:44.325135Z,2026-07-03T08:18:54.095890+00:00,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,72,Chronos-Bolt,0.2426720351597521,0.4926175343608387,0.27758139045694724,0.15744635124016498,2.395407661927685,True noaa_ndbc_46013_realtime_wave_height/10min/short|source:2026-07-03T08:45:14.545252Z|h:72,2026-07-03T08:45:14.545252Z,2026-07-03T08:48:46.516172+00:00,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,72,Chronos-Bolt,0.19211084719576593,0.43830451423156247,0.24881551476543015,0.14905080952881777,18.13453428957074,True @@ -4717,6 +4723,7 @@ binance_btcusdt_1h_close/1h/short|source:2026-07-04T11:09:15.487668Z|h:24,2026-0 binance_btcusdt_1h_close/1h/short|source:2026-07-04T11:23:01.529147Z|h:24,2026-07-04T11:23:01.529147Z,2026-07-04T11:28:30.723480+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,ETS,48618.818391450855,220.496753698214,0.0026889678647975517,0.0022228197837501178,87.71519719825531,True binance_btcusdt_1h_close/1h/short|source:2026-07-04T11:33:44.849635Z|h:24,2026-07-04T11:33:44.849635Z,2026-07-04T11:40:04.796501+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,ETS,48658.16241985975,220.58595245359518,0.002692562496500748,0.0022232411843812663,87.69693897911195,True binance_btcusdt_1h_close/1h/short|source:2026-07-04T11:51:39.301864Z|h:24,2026-07-04T11:51:39.301864Z,2026-07-04T12:04:54.101515+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,ETS,48620.69761751557,220.5010150033681,0.0026883741649906356,0.002222754848186131,87.7142019444156,True +binance_btcusdt_1h_close/1h/short|source:2026-07-04T12:11:00.605297Z|h:24,2026-07-04T12:11:00.605297Z,2026-07-04T12:16:15.437335+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,ETS,57295.91259853562,239.365646237165,0.0030151968332408096,0.002374548100857541,85.7577092252287,True binance_btcusdt_1h_close/1h/short|window:03c799d1e84862203538,2026-06-22T01:22:02.463619+00:00,2026-06-22T01:22:02.463619+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,ETS,0.0407717866337577,0.201920248201506,0.0022009716898305,0.0960955086908494,78.1859319232306,True binance_btcusdt_1h_close/1h/short|window:04d92c60ece42d8a5afb,2026-06-22T07:33:31.014985+00:00,2026-06-22T07:33:31.014985+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,ETS,0.0864408961350167,0.2940083266423194,0.0025388064632111,0.1380528538051167,52.223162771726436,True binance_btcusdt_1h_close/1h/short|window:0740b84fb5a867feca5c,2026-06-22T08:13:23.012177+00:00,2026-06-22T08:13:23.012177+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,ETS,0.1569766000828541,0.3962027259911952,0.0040922131316173,0.2100823941511999,24.56300165808982,True @@ -5427,6 +5434,7 @@ noaa_coops_sf_water_level_water_level/6min/short|source:2026-07-04T09:40:57.1456 noaa_coops_sf_water_level_water_level/6min/short|source:2026-07-04T10:44:47.829251Z|h:60,2026-07-04T10:44:47.829251Z,2026-07-04T10:49:59.131630+00:00,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,ETS,0.23592567359337385,0.4857218067920915,0.26983585685535433,0.27859617594658403,8.41072705144249,True noaa_coops_sf_water_level_water_level/6min/short|source:2026-07-04T11:09:15.487668Z|h:60,2026-07-04T11:09:15.487668Z,2026-07-04T11:14:51.056248+00:00,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,ETS,0.038200330330362596,0.19544904791367645,0.06939219735719243,0.06681036471439833,76.6432104747195,True noaa_coops_sf_water_level_water_level/6min/short|source:2026-07-04T11:33:44.849635Z|h:60,2026-07-04T11:33:44.849635Z,2026-07-04T11:40:04.834789+00:00,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,ETS,0.12736777140804223,0.3568862163323798,0.13967084560976112,0.1351844623838407,36.70126260350069,True +noaa_coops_sf_water_level_water_level/6min/short|source:2026-07-04T12:11:00.605297Z|h:60,2026-07-04T12:11:00.605297Z,2026-07-04T12:16:15.477626+00:00,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,ETS,0.41280626041264035,0.642500008103222,0.3107543002257577,0.2827056537248962,-30.52868507547562,True noaa_coops_sf_water_level_water_level/6min/short|window:006c74b1a2f8a9677d39,2026-06-22T00:41:09.419592+00:00,2026-06-22T00:41:09.419592+00:00,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,ETS,1.6472280156049504,1.283443810848356,0.3540944923814881,0.991029126276588,29.01688820560274,True noaa_coops_sf_water_level_water_level/6min/short|window:01996fe03c24a0e017da,2026-06-21T21:31:16.332426+00:00,2026-06-21T21:31:16.332426+00:00,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,ETS,0.1795344871024464,0.4237151013386783,0.3837848138510077,0.342726514825632,89.6848115150466,True noaa_coops_sf_water_level_water_level/6min/short|window:096e27611aae7ec85c6c,2026-06-18T03:50:08.090761+00:00,2026-06-18T03:50:08.090761+00:00,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,ETS,1.5255002629248606,1.2351114374520464,0.6746097269329352,0.9805890335912616,-75.14477311771581,True @@ -6272,6 +6280,7 @@ binance_btcusdt_1h_close/1h/short|source:2026-07-04T11:09:15.487668Z|h:24,2026-0 binance_btcusdt_1h_close/1h/short|source:2026-07-04T11:23:01.529147Z|h:24,2026-07-04T11:23:01.529147Z,2026-07-04T11:25:16.910270+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,Moirai-2.0,129428.41318257649,359.7616060429135,0.00489614847473842,0.006358801177684752,70.32606764778753,True binance_btcusdt_1h_close/1h/short|source:2026-07-04T11:33:44.849635Z|h:24,2026-07-04T11:33:44.849635Z,2026-07-04T11:36:52.583175+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,Moirai-2.0,129054.52909024556,359.24160267185863,0.004886421997484207,0.006353427252503889,70.37958780021938,True binance_btcusdt_1h_close/1h/short|source:2026-07-04T11:51:39.301864Z|h:24,2026-07-04T11:51:39.301864Z,2026-07-04T11:56:58.388942+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,Moirai-2.0,129405.18822224934,359.729326330575,0.00489555770781971,0.006358474119475722,70.3293981493185,True +binance_btcusdt_1h_close/1h/short|source:2026-07-04T12:11:00.605297Z|h:24,2026-07-04T12:11:00.605297Z,2026-07-04T12:14:01.633527+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,Moirai-2.0,90889.160861969,301.47829252198073,0.004013051904715462,0.005725128793554554,78.31277821736842,True data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short|source:2026-07-03T08:14:44.325135Z|h:36,2026-07-03T08:14:44.325135Z,2026-07-03T08:18:03.423180+00:00,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,Moirai-2.0,7.853649481634599e-14,2.8024363474724275e-07,,,0.0,False data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short|source:2026-07-03T08:45:14.545252Z|h:36,2026-07-03T08:45:14.545252Z,2026-07-03T08:48:21.494800+00:00,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,Moirai-2.0,7.853649481634599e-14,2.8024363474724275e-07,,,0.0,False data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short|source:2026-07-03T09:20:36.985472Z|h:36,2026-07-03T09:20:36.985472Z,2026-07-03T09:23:50.436475+00:00,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,Moirai-2.0,7.853649481634599e-14,2.8024363474724275e-07,,,0.0,False @@ -6409,6 +6418,7 @@ noaa_coops_sf_water_level_water_level/6min/short|source:2026-07-04T09:40:57.1456 noaa_coops_sf_water_level_water_level/6min/short|source:2026-07-04T10:44:47.829251Z|h:60,2026-07-04T10:44:47.829251Z,2026-07-04T10:48:02.588109+00:00,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,Moirai-2.0,0.5066049835998719,0.7117618868693883,0.3813991257051765,0.3469634304288698,-28.92988832006944,True noaa_coops_sf_water_level_water_level/6min/short|source:2026-07-04T11:09:15.487668Z|h:60,2026-07-04T11:09:15.487668Z,2026-07-04T11:11:46.890949+00:00,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,Moirai-2.0,0.09604267424875061,0.3099075253180384,0.15548753042363994,0.13715171722657005,50.10056306984983,True noaa_coops_sf_water_level_water_level/6min/short|source:2026-07-04T11:33:44.849635Z|h:60,2026-07-04T11:33:44.849635Z,2026-07-04T11:36:55.042081+00:00,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,Moirai-2.0,0.00846381825700983,0.09199901226105545,0.04631412276541022,0.060609058716429284,94.0296818806067,True +noaa_coops_sf_water_level_water_level/6min/short|source:2026-07-04T12:11:00.605297Z|h:60,2026-07-04T12:11:00.605297Z,2026-07-04T12:14:10.452437+00:00,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,Moirai-2.0,0.010553077687623614,0.10272817377732174,0.04569768261851658,0.051802782340254004,90.8338146301162,True noaa_ndbc_46013_realtime_wave_height/10min/short|source:2026-07-03T07:52:13.218889Z|h:72,2026-07-03T07:52:13.218889Z,2026-07-03T07:56:37.545345+00:00,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,72,Moirai-2.0,0.3130688481597566,0.5595255563061946,0.3187971305624477,0.1752986794512582,-10.303055701732577,True noaa_ndbc_46013_realtime_wave_height/10min/short|source:2026-07-03T08:14:44.325135Z|h:72,2026-07-03T08:14:44.325135Z,2026-07-03T08:18:16.109396+00:00,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,72,Moirai-2.0,0.3130688481597566,0.5595255563061946,0.3187971305624477,0.1752986794512582,-10.303055701732577,True noaa_ndbc_46013_realtime_wave_height/10min/short|source:2026-07-03T08:45:14.545252Z|h:72,2026-07-03T08:45:14.545252Z,2026-07-03T08:48:25.838635+00:00,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,72,Moirai-2.0,0.290601300413427,0.5390744850328449,0.3128510157982524,0.1692254229897444,-2.3562054821831806,True @@ -6919,6 +6929,7 @@ binance_btcusdt_1h_close/1h/short|source:2026-07-04T11:09:15.487668Z|h:24,2026-0 binance_btcusdt_1h_close/1h/short|source:2026-07-04T11:23:01.529147Z|h:24,2026-07-04T11:23:01.529147Z,2026-07-04T11:28:30.141847+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,Moving-Average,689742.9820459295,830.5076652541683,0.013067414200097813,0.011415168126933096,3.711023972546526,True binance_btcusdt_1h_close/1h/short|source:2026-07-04T11:33:44.849635Z|h:24,2026-07-04T11:33:44.849635Z,2026-07-04T11:40:04.144958+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,Moving-Average,688665.025325189,829.8584369187247,0.01305778247632578,0.01140549476218866,3.750496794760645,True binance_btcusdt_1h_close/1h/short|source:2026-07-04T11:51:39.301864Z|h:24,2026-07-04T11:51:39.301864Z,2026-07-04T12:04:53.558668+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,Moving-Average,689676.9836885128,830.4679305599421,0.013066829188317497,0.011414579406802168,3.7134220528350075,True +binance_btcusdt_1h_close/1h/short|source:2026-07-04T12:11:00.605297Z|h:24,2026-07-04T12:11:00.605297Z,2026-07-04T12:16:14.828042+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,Moving-Average,690914.8972589769,831.2129072981103,0.013180498660270342,0.011474935066229753,3.919992999075144,True binance_btcusdt_1h_close/1h/short|window:03c799d1e84862203538,2026-06-22T01:22:02.488519+00:00,2026-06-22T01:22:02.488519+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,Moving-Average,0.1489742184098265,0.3859717844737184,0.0048771123255213,0.2210326747420907,38.18680422959462,True binance_btcusdt_1h_close/1h/short|window:04d92c60ece42d8a5afb,2026-06-22T07:33:31.068326+00:00,2026-06-22T07:33:31.068326+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,Moving-Average,0.1029916725943077,0.3209231568371278,0.003220088745007,0.1530588119969513,45.56516023795812,True binance_btcusdt_1h_close/1h/short|window:0740b84fb5a867feca5c,2026-06-22T08:13:23.059241+00:00,2026-06-22T08:13:23.059241+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,Moving-Average,0.1001716084949669,0.3164989865623062,0.0030892525816164,0.1543325711714026,44.25222081261605,True @@ -7629,6 +7640,7 @@ noaa_coops_sf_water_level_water_level/6min/short|source:2026-07-04T09:40:57.1456 noaa_coops_sf_water_level_water_level/6min/short|source:2026-07-04T10:44:47.829251Z|h:60,2026-07-04T10:44:47.829251Z,2026-07-04T10:49:58.540183+00:00,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,Moving-Average,0.2775954698472051,0.5268732958190281,0.297984521970419,0.306569242077489,0.2982385352206201,True noaa_coops_sf_water_level_water_level/6min/short|source:2026-07-04T11:09:15.487668Z|h:60,2026-07-04T11:09:15.487668Z,2026-07-04T11:14:50.708518+00:00,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,Moving-Average,0.28442807905825573,0.5333179905630934,0.3089649798250844,0.31332638174822613,0.7803823278135325,True noaa_coops_sf_water_level_water_level/6min/short|source:2026-07-04T11:33:44.849635Z|h:60,2026-07-04T11:33:44.849635Z,2026-07-04T11:40:04.173585+00:00,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,Moving-Average,0.2682167555856736,0.5178964718799247,0.30364378462571495,0.30515052868114917,1.2607278852319026,True +noaa_coops_sf_water_level_water_level/6min/short|source:2026-07-04T12:11:00.605297Z|h:60,2026-07-04T12:11:00.605297Z,2026-07-04T12:16:14.860402+00:00,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,Moving-Average,0.208247772591959,0.4563417278662549,0.2597815624473481,0.26294454493821984,2.6778953814079225,True noaa_coops_sf_water_level_water_level/6min/short|window:006c74b1a2f8a9677d39,2026-06-22T00:41:09.456505+00:00,2026-06-22T00:41:09.456505+00:00,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,Moving-Average,3.01935503476455,1.7376291418955168,0.4917632749481052,1.3612384767544852,-0.42239918327018056,True noaa_coops_sf_water_level_water_level/6min/short|window:01996fe03c24a0e017da,2026-06-21T21:31:16.382178+00:00,2026-06-21T21:31:16.382178+00:00,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,Moving-Average,3.247565814427323,1.8021003896640504,1.87710499101167,1.6784623804812984,0.8226160599808633,True noaa_coops_sf_water_level_water_level/6min/short|window:096e27611aae7ec85c6c,2026-06-18T03:50:08.131387+00:00,2026-06-18T03:50:08.131387+00:00,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,Moving-Average,0.1155212817120928,0.3398842180980059,0.1771087188973398,0.2817834432462613,30.410708425590776,True @@ -8768,6 +8780,7 @@ binance_btcusdt_1h_close/1h/short|source:2026-07-04T11:09:15.487668Z|h:24,2026-0 binance_btcusdt_1h_close/1h/short|source:2026-07-04T11:23:01.529147Z|h:24,2026-07-04T11:23:01.529147Z,2026-07-04T11:28:31.161643+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,Seasonal-Naive,742909.0421053568,861.9217146036854,0.012707777483346921,0.008789742008739929,0.0,True binance_btcusdt_1h_close/1h/short|source:2026-07-04T11:33:44.849635Z|h:24,2026-07-04T11:33:44.849635Z,2026-07-04T11:40:05.216238+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,Seasonal-Naive,742334.6212011973,861.5884291244847,0.012698076679562373,0.00878656621097586,0.0,True binance_btcusdt_1h_close/1h/short|source:2026-07-04T11:51:39.301864Z|h:24,2026-07-04T11:51:39.301864Z,2026-07-04T12:04:54.764589+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,Seasonal-Naive,742873.634253184,861.901174296209,0.012707188275783791,0.008789548263911678,0.0,True +binance_btcusdt_1h_close/1h/short|source:2026-07-04T12:11:00.605297Z|h:24,2026-07-04T12:11:00.605297Z,2026-07-04T12:16:15.865686+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,Seasonal-Naive,747292.5276266733,864.4608305913423,0.012773963912470357,0.008810490799120066,0.0,True binance_btcusdt_1h_close/1h/short|window:03c799d1e84862203538,2026-06-22T01:22:02.507250+00:00,2026-06-22T01:22:02.507250+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,Seasonal-Naive,0.3330400717529599,0.5770962413263147,0.0074647926873788,0.3493354391815629,0.0,True binance_btcusdt_1h_close/1h/short|window:04d92c60ece42d8a5afb,2026-06-22T07:33:31.096521+00:00,2026-06-22T07:33:31.096521+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,Seasonal-Naive,0.2754118389969035,0.5247969502549568,0.0054985069346336,0.3525814888009477,0.0,True binance_btcusdt_1h_close/1h/short|window:0740b84fb5a867feca5c,2026-06-22T08:13:23.090823+00:00,2026-06-22T08:13:23.090823+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,Seasonal-Naive,0.2592027377306001,0.5091195711525929,0.0051633669136927,0.3473196849970218,0.0,True @@ -9480,6 +9493,7 @@ noaa_coops_sf_water_level_water_level/6min/short|source:2026-07-04T09:40:57.1456 noaa_coops_sf_water_level_water_level/6min/short|source:2026-07-04T10:44:47.829251Z|h:60,2026-07-04T10:44:47.829251Z,2026-07-04T10:49:59.497416+00:00,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,Seasonal-Naive,0.27925621615890106,0.5284469851923663,0.2996474053758473,0.30985070842847384,0.0,True noaa_coops_sf_water_level_water_level/6min/short|source:2026-07-04T11:09:15.487668Z|h:60,2026-07-04T11:09:15.487668Z,2026-07-04T11:14:51.307024+00:00,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,Seasonal-Naive,0.2889022476075513,0.5374962768313389,0.31459192491182136,0.3195330044663065,0.0,True noaa_coops_sf_water_level_water_level/6min/short|source:2026-07-04T11:33:44.849635Z|h:60,2026-07-04T11:33:44.849635Z,2026-07-04T11:40:05.230319+00:00,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,Seasonal-Naive,0.2750660737102846,0.5244674191122691,0.3120551896572836,0.3133545663824708,0.0,True +noaa_coops_sf_water_level_water_level/6min/short|source:2026-07-04T12:11:00.605297Z|h:60,2026-07-04T12:11:00.605297Z,2026-07-04T12:16:15.877817+00:00,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,Seasonal-Naive,0.21970797992302735,0.4687301781654637,0.272429830238351,0.2741921741543044,0.0,True noaa_coops_sf_water_level_water_level/6min/short|window:006c74b1a2f8a9677d39,2026-06-22T00:41:09.484595+00:00,2026-06-22T00:41:09.484595+00:00,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,Seasonal-Naive,2.993954862869439,1.7303048468028517,0.5404614827547706,1.4185837765240794,0.0,True noaa_coops_sf_water_level_water_level/6min/short|window:01996fe03c24a0e017da,2026-06-21T21:31:16.418545+00:00,2026-06-21T21:31:16.418545+00:00,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,Seasonal-Naive,3.3014389796321733,1.8169862353997548,1.8842049654622235,1.6997231352323627,0.0,True noaa_coops_sf_water_level_water_level/6min/short|window:096e27611aae7ec85c6c,2026-06-18T03:50:08.151102+00:00,2026-06-18T03:50:08.151102+00:00,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,Seasonal-Naive,0.2164875061301292,0.4652821790377633,0.2118635464282479,0.361468048479084,0.0,True @@ -10467,6 +10481,7 @@ binance_btcusdt_1h_close/1h/short|source:2026-07-04T11:09:15.487668Z|h:24,2026-0 binance_btcusdt_1h_close/1h/short|source:2026-07-04T11:23:01.529147Z|h:24,2026-07-04T11:23:01.529147Z,2026-07-04T11:28:19.253179+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,Sundial,2980249.492989858,1726.3399123549968,0.023860282472808334,0.022246189673454625,-60.092537822252154,True binance_btcusdt_1h_close/1h/short|source:2026-07-04T11:33:44.849635Z|h:24,2026-07-04T11:33:44.849635Z,2026-07-04T11:40:00.922435+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,Sundial,3168626.827279409,1780.0637143876083,0.024765392607520694,0.023180282003167102,-62.03825422571775,True binance_btcusdt_1h_close/1h/short|source:2026-07-04T11:51:39.301864Z|h:24,2026-07-04T11:51:39.301864Z,2026-07-04T12:04:20.823353+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,Sundial,3056029.9022356668,1748.1504232289815,0.024765721062705127,0.022591661455111742,-60.89010278266832,True +binance_btcusdt_1h_close/1h/short|source:2026-07-04T12:11:00.605297Z|h:24,2026-07-04T12:11:00.605297Z,2026-07-04T12:16:07.011472+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,Sundial,2158911.054866155,1469.3233323085,0.02048983997359395,0.01884061620980226,-48.57259607493327,True coingecko_bitcoin_7d_price_usd/1h/short|source:2026-07-01T13:53:41.688769Z|h:24,2026-07-01T13:53:41.688769Z,2026-07-01T13:57:56.335483+00:00,coingecko_bitcoin_7d_price_usd/1h/short,Finance,1h,24,Sundial,1016628.6770089468,1008.2800588174631,0.01677326751586575,0.014073816859388764,14.709856438305243,True coingecko_bitcoin_7d_price_usd/1h/short|source:2026-07-01T14:08:29.621973Z|h:24,2026-07-01T14:08:29.621973Z,2026-07-01T14:12:24.898060+00:00,coingecko_bitcoin_7d_price_usd/1h/short,Finance,1h,24,Sundial,842054.5015761057,917.6352769897775,0.01522319536201152,0.012567619664747148,23.577264531136663,True coingecko_bitcoin_7d_price_usd/1h/short|source:2026-07-01T14:22:52.227942Z|h:24,2026-07-01T14:22:52.227942Z,2026-07-01T14:28:19.503536+00:00,coingecko_bitcoin_7d_price_usd/1h/short,Finance,1h,24,Sundial,863457.1352214813,929.2239424495482,0.01550003371469257,0.012707513258450391,22.388596579606055,True @@ -10820,6 +10835,7 @@ noaa_coops_sf_water_level_water_level/6min/short|source:2026-07-04T09:40:57.1456 noaa_coops_sf_water_level_water_level/6min/short|source:2026-07-04T10:44:47.829251Z|h:60,2026-07-04T10:44:47.829251Z,2026-07-04T10:49:58.482783+00:00,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,Sundial,0.5091050075363522,0.7135159476398213,0.39127319945648764,0.37973859364976337,-29.155263408325734,True noaa_coops_sf_water_level_water_level/6min/short|source:2026-07-04T11:09:15.487668Z|h:60,2026-07-04T11:09:15.487668Z,2026-07-04T11:14:43.733320+00:00,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,Sundial,0.10741914476056849,0.3277485999368548,0.1510420276474677,0.13553101580851531,45.79190181044119,True noaa_coops_sf_water_level_water_level/6min/short|source:2026-07-04T11:33:44.849635Z|h:60,2026-07-04T11:33:44.849635Z,2026-07-04T11:40:04.116974+00:00,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,Sundial,0.14723863121138508,0.3837168633398656,0.2021572416058666,0.17347181794109934,30.269007427376238,True +noaa_coops_sf_water_level_water_level/6min/short|source:2026-07-04T12:11:00.605297Z|h:60,2026-07-04T12:11:00.605297Z,2026-07-04T12:16:14.799723+00:00,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,Sundial,0.0197860801795341,0.14066300217020145,0.0654222798343192,0.06317127703079412,83.47676750641678,True noaa_ndbc_46013_realtime_wave_height/10min/short|source:2026-07-01T08:20:13.790420Z|h:72,2026-07-01T08:20:13.790420Z,2026-07-01T08:26:45.496984+00:00,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,72,Sundial,0.10390442690771885,0.32234209608383274,0.11050795387654108,0.0839449910088986,,True noaa_ndbc_46013_realtime_wave_height/10min/short|source:2026-07-01T08:30:38.202458Z|h:72,2026-07-01T08:30:38.202458Z,2026-07-01T08:37:49.198182+00:00,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,72,Sundial,0.10588058491613515,0.3253929699857315,0.10849040219239156,0.08417640014583741,4.249079550773671,True noaa_ndbc_46013_realtime_wave_height/10min/short|source:2026-07-01T09:02:50.230786Z|h:72,2026-07-01T09:02:50.230786Z,2026-07-01T09:07:39.470881+00:00,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,72,Sundial,0.17947918528024806,0.4236498380505392,0.1518471024371245,0.11593987790086241,-17.6243083857893,True @@ -11233,6 +11249,7 @@ binance_btcusdt_1h_close/1h/short|source:2026-07-04T11:09:15.487668Z|h:24,2026-0 binance_btcusdt_1h_close/1h/short|source:2026-07-04T11:23:01.529147Z|h:24,2026-07-04T11:23:01.529147Z,2026-07-04T11:26:34.994592+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,TabPFN-TS,590811.4347572327,768.6425923387493,0.011097740781772733,0.011117818945333098,11.404009309800411,True binance_btcusdt_1h_close/1h/short|source:2026-07-04T11:33:44.849635Z|h:24,2026-07-04T11:33:44.849635Z,2026-07-04T11:39:11.272029+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,TabPFN-TS,589736.6835269928,767.943151233861,0.011088104032140287,0.011108142678066006,11.455688380386077,True binance_btcusdt_1h_close/1h/short|source:2026-07-04T11:51:39.301864Z|h:24,2026-07-04T11:51:39.301864Z,2026-07-04T12:00:18.064993+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,TabPFN-TS,590745.6311378479,768.5997860641439,0.011097155464731638,0.011117230076356233,11.407153980392632,True +binance_btcusdt_1h_close/1h/short|source:2026-07-04T12:11:00.605297Z|h:24,2026-07-04T12:11:00.605297Z,2026-07-04T12:15:16.580483+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,TabPFN-TS,486235.511762619,697.3058954021678,0.010195729498642196,0.01021171099324051,21.163444001913497,True data_gov_sg_sgx_equities_turnover_monthly_turnover_value_million_sgd/1mo/short|source:2026-07-01T13:07:24.792624Z|h:12,2026-07-01T13:07:24.792624Z,2026-07-01T13:17:08.524185+00:00,data_gov_sg_sgx_equities_turnover_monthly_turnover_value_million_sgd/1mo/short,Finance,1mo,12,TabPFN-TS,30432.245376910596,174.44840319392608,0.7106828034516671,0.8392463572886636,,True data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short|source:2026-07-01T13:07:24.792624Z|h:36,2026-07-01T13:07:24.792624Z,2026-07-01T13:17:20.351121+00:00,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,TabPFN-TS,0.0,0.0,,,,False data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short|source:2026-07-03T08:14:44.325135Z|h:36,2026-07-03T08:14:44.325135Z,2026-07-03T08:19:55.405418+00:00,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,TabPFN-TS,0.0,0.0,,,0.0,False @@ -11367,6 +11384,7 @@ noaa_coops_sf_water_level_water_level/6min/short|source:2026-07-04T09:40:57.1456 noaa_coops_sf_water_level_water_level/6min/short|source:2026-07-04T10:44:47.829251Z|h:60,2026-07-04T10:44:47.829251Z,2026-07-04T10:49:19.628536+00:00,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,TabPFN-TS,0.5153859396658548,0.7179038512682981,0.3842880442712214,0.40969839414572284,-29.715227385825717,True noaa_coops_sf_water_level_water_level/6min/short|source:2026-07-04T11:09:15.487668Z|h:60,2026-07-04T11:09:15.487668Z,2026-07-04T11:13:22.278043+00:00,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,TabPFN-TS,0.09098944757072212,0.30164457159167,0.1468707542423648,0.15733514771624602,52.09716415199699,True noaa_coops_sf_water_level_water_level/6min/short|source:2026-07-04T11:33:44.849635Z|h:60,2026-07-04T11:33:44.849635Z,2026-07-04T11:39:42.856871+00:00,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,TabPFN-TS,0.01684531437356848,0.12978950024392757,0.061160018768204726,0.06452246579899151,88.45861102977624,True +noaa_coops_sf_water_level_water_level/6min/short|source:2026-07-04T12:11:00.605297Z|h:60,2026-07-04T12:11:00.605297Z,2026-07-04T12:15:45.578625+00:00,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,TabPFN-TS,0.0075168435663063825,0.08669973221588624,0.044360488850368,0.04241546866126004,93.38378311764053,True noaa_ndbc_46013_realtime_wave_height/10min/short|source:2026-07-01T13:07:24.792624Z|h:72,2026-07-01T13:07:24.792624Z,2026-07-01T13:18:23.861048+00:00,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,72,TabPFN-TS,0.07437065712340916,0.2727098405327706,0.0910998740681948,0.08911308377050486,29.65783555727693,True noaa_ndbc_46013_realtime_wave_height/10min/short|source:2026-07-03T08:14:44.325135Z|h:72,2026-07-03T08:14:44.325135Z,2026-07-03T08:21:07.100121+00:00,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,72,TabPFN-TS,0.4442985245925828,0.6665572177934785,0.3716349977616635,0.3458215224693468,-27.14553190807719,True noaa_ndbc_46013_realtime_wave_height/10min/short|source:2026-07-03T08:45:14.545252Z|h:72,2026-07-03T08:45:14.545252Z,2026-07-03T08:50:23.533010+00:00,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,72,TabPFN-TS,0.37748674694299744,0.6143995010927316,0.3504248467986712,0.3279407859396857,-15.314367388519585,True @@ -11874,6 +11892,7 @@ binance_btcusdt_1h_close/1h/short|source:2026-07-04T11:09:15.487668Z|h:24,2026-0 binance_btcusdt_1h_close/1h/short|source:2026-07-04T11:23:01.529147Z|h:24,2026-07-04T11:23:01.529147Z,2026-07-04T11:23:51.330826+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,TiRex,393717.3303966522,627.4689875975164,0.008837188664731712,0.008199108862560816,30.72176751803174,True binance_btcusdt_1h_close/1h/short|source:2026-07-04T11:33:44.849635Z|h:24,2026-07-04T11:33:44.849635Z,2026-07-04T11:35:41.280707+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,TiRex,392842.6292152405,626.77159254009,0.008827526303946816,0.008193752901225426,30.78743798448624,True binance_btcusdt_1h_close/1h/short|source:2026-07-04T11:51:39.301864Z|h:24,2026-07-04T11:51:39.301864Z,2026-07-04T11:53:07.132814+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,TiRex,393663.68009757996,627.4262347858751,0.00883660179212006,0.0081987827255661,30.725779941073636,True +binance_btcusdt_1h_close/1h/short|source:2026-07-04T12:11:00.605297Z|h:24,2026-07-04T12:11:00.605297Z,2026-07-04T12:12:50.819123+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,TiRex,396976.5993150075,630.0607901742558,0.009046328377384833,0.008315332178257044,30.614819544066933,True binance_btcusdt_1h_close/1h/short|window:01879e0ba67816eb9c43,2026-06-17T06:54:34.213561+00:00,2026-06-17T06:54:34.213561+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,TiRex,0.160538580492642,0.4006726600264136,0.0077998502585261,0.2146609791701683,,True binance_btcusdt_1h_close/1h/short|window:03c799d1e84862203538,2026-06-22T01:20:54.533078+00:00,2026-06-22T01:20:54.533078+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,TiRex,0.3253257633711659,0.5703733543663886,0.006509406779106,0.2858020737091157,1.1717358298733047,True binance_btcusdt_1h_close/1h/short|window:04d92c60ece42d8a5afb,2026-06-22T07:31:44.064640+00:00,2026-06-22T07:31:44.064640+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,TiRex,0.2663201865137117,0.5160621924862465,0.005269364684183,0.2671874556573511,1.678256417390571,True @@ -12694,6 +12713,7 @@ noaa_coops_sf_water_level_water_level/6min/short|source:2026-07-04T09:40:57.1456 noaa_coops_sf_water_level_water_level/6min/short|source:2026-07-04T10:44:47.829251Z|h:60,2026-07-04T10:44:47.829251Z,2026-07-04T10:46:47.096676+00:00,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,TiRex,0.08157498078674977,0.2856133414018851,0.1510763117348777,0.14753763123648475,54.78496234401996,True noaa_coops_sf_water_level_water_level/6min/short|source:2026-07-04T11:09:15.487668Z|h:60,2026-07-04T11:09:15.487668Z,2026-07-04T11:10:22.361899+00:00,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,TiRex,0.011846455228591424,0.10884142239327554,0.049385987167544755,0.08064259075536341,92.12202405737675,True noaa_coops_sf_water_level_water_level/6min/short|source:2026-07-04T11:33:44.849635Z|h:60,2026-07-04T11:33:44.849635Z,2026-07-04T11:35:48.600081+00:00,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,TiRex,0.022880253572513946,0.15126220140046207,0.0770387962575858,0.09437555358255259,84.64135887750216,True +noaa_coops_sf_water_level_water_level/6min/short|source:2026-07-04T12:11:00.605297Z|h:60,2026-07-04T12:11:00.605297Z,2026-07-04T12:12:57.416050+00:00,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,TiRex,0.012178215820809158,0.1103549537665127,0.051599234389519716,0.058502516610658986,89.49638568889856,True noaa_coops_sf_water_level_water_level/6min/short|window:006c74b1a2f8a9677d39,2026-06-22T00:40:13.867032+00:00,2026-06-22T00:40:13.867032+00:00,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,TiRex,0.8886569906407595,0.9426860509420724,0.2211073416971762,0.3536647925057312,54.2237532790026,True noaa_coops_sf_water_level_water_level/6min/short|window:01549d7e04222a5d58f1,2026-06-17T08:55:22.647349+00:00,2026-06-17T08:55:22.647349+00:00,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,TiRex,0.032559083292005,0.1804413569335063,0.0666981389572668,0.0858946658488957,,True noaa_coops_sf_water_level_water_level/6min/short|window:01996fe03c24a0e017da,2026-06-21T20:59:51.076272+00:00,2026-06-21T20:59:51.076272+00:00,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,TiRex,0.0679540403017863,0.2606799576142867,0.2206933577737725,0.1641771389028761,95.96639276571433,True @@ -13989,6 +14009,7 @@ binance_btcusdt_1h_close/1h/short|source:2026-07-04T11:09:15.487668Z|h:24,2026-0 binance_btcusdt_1h_close/1h/short|source:2026-07-04T11:23:01.529147Z|h:24,2026-07-04T11:23:01.529147Z,2026-07-04T11:24:25.775533+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,TimesFM-2.5,341472.4168783824,584.3564125415091,0.011198514384217916,0.007304877411812229,37.01987173436116,True binance_btcusdt_1h_close/1h/short|source:2026-07-04T11:33:44.849635Z|h:24,2026-07-04T11:33:44.849635Z,2026-07-04T11:36:24.220746+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,TimesFM-2.5,340681.5534655253,583.6793241716939,0.011188876894110356,0.007299512721591049,37.08652531060055,True binance_btcusdt_1h_close/1h/short|source:2026-07-04T11:51:39.301864Z|h:24,2026-07-04T11:51:39.301864Z,2026-07-04T11:54:40.156477+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,TimesFM-2.5,341423.85984102887,584.3148636146686,0.011197929022201831,0.007304550827186489,37.023951138752125,True +binance_btcusdt_1h_close/1h/short|source:2026-07-04T12:11:00.605297Z|h:24,2026-07-04T12:11:00.605297Z,2026-07-04T12:13:27.188920+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,TimesFM-2.5,228061.69519551596,477.558054267244,0.009382411266666155,0.0061184528302149046,53.23510374812978,True binance_btcusdt_1h_close/1h/short|window:01879e0ba67816eb9c43,2026-06-17T06:53:42.689625+00:00,2026-06-17T06:53:42.689625+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,TimesFM-2.5,0.1316480282298061,0.3628333339562478,0.0115041829002529,0.2379950762051307,,True binance_btcusdt_1h_close/1h/short|window:03c799d1e84862203538,2026-06-22T01:20:14.323519+00:00,2026-06-22T01:20:14.323519+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,TimesFM-2.5,0.1876052556822667,0.4331342236331213,0.0035212021999806,0.2825173319955255,27.933567902573127,True binance_btcusdt_1h_close/1h/short|window:04d92c60ece42d8a5afb,2026-06-22T07:30:36.018310+00:00,2026-06-22T07:30:36.018310+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,TimesFM-2.5,0.1876660841999844,0.4332044369578691,0.0029553106220395,0.282650315619165,18.948377886633143,True @@ -14819,6 +14840,7 @@ noaa_coops_sf_water_level_water_level/6min/short|source:2026-07-04T09:40:57.1456 noaa_coops_sf_water_level_water_level/6min/short|source:2026-07-04T10:44:47.829251Z|h:60,2026-07-04T10:44:47.829251Z,2026-07-04T10:47:11.253648+00:00,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,TimesFM-2.5,0.1837879873693814,0.42870501206468464,0.24991367426296582,0.21836295272139286,20.61751946403288,True noaa_coops_sf_water_level_water_level/6min/short|source:2026-07-04T11:09:15.487668Z|h:60,2026-07-04T11:09:15.487668Z,2026-07-04T11:10:59.036103+00:00,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,TimesFM-2.5,0.16641139464026686,0.4079355275533952,0.22208645953655579,0.19106665997590006,26.902522042292578,True noaa_coops_sf_water_level_water_level/6min/short|source:2026-07-04T11:33:44.849635Z|h:60,2026-07-04T11:33:44.849635Z,2026-07-04T11:36:29.832996+00:00,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,TimesFM-2.5,0.17159021698466978,0.4142344951650813,0.22713983614611954,0.19101080669525008,23.166774739613825,True +noaa_coops_sf_water_level_water_level/6min/short|source:2026-07-04T12:11:00.605297Z|h:60,2026-07-04T12:11:00.605297Z,2026-07-04T12:13:39.049585+00:00,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,TimesFM-2.5,0.11552283611507198,0.3398865047557375,0.20130830878869357,0.15274271542062787,31.07862965560857,True noaa_coops_sf_water_level_water_level/6min/short|window:006c74b1a2f8a9677d39,2026-06-22T00:39:25.829240+00:00,2026-06-22T00:39:25.829240+00:00,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,TimesFM-2.5,0.0509007359790003,0.2256119145324562,0.0704099723507985,0.1894495039844145,96.6566075581219,True noaa_coops_sf_water_level_water_level/6min/short|window:01549d7e04222a5d58f1,2026-06-17T08:53:22.328919+00:00,2026-06-17T08:53:22.328919+00:00,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,TimesFM-2.5,0.0021053769720549,0.045884387018407,0.0133168975545939,0.0404864662686818,,True noaa_coops_sf_water_level_water_level/6min/short|window:01996fe03c24a0e017da,2026-06-21T20:34:33.893441+00:00,2026-06-21T20:34:33.893441+00:00,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,TimesFM-2.5,0.0413868118413012,0.2034374887804634,0.2203987683417446,0.0879716754554483,97.52384273527707,True @@ -15846,6 +15868,7 @@ binance_btcusdt_1h_close/1h/short|source:2026-07-04T11:09:15.487668Z|h:24,2026-0 binance_btcusdt_1h_close/1h/short|source:2026-07-04T11:23:01.529147Z|h:24,2026-07-04T11:23:01.529147Z,2026-07-04T11:24:42.733491+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,Toto-1.0,305333.40782992047,552.5698216786006,0.006208779405983544,0.007341986836927766,41.74374299595041,True binance_btcusdt_1h_close/1h/short|source:2026-07-04T11:33:44.849635Z|h:24,2026-07-04T11:33:44.849635Z,2026-07-04T11:36:40.405967+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,Toto-1.0,560301.3004029592,748.5327650831052,0.006438094102770055,0.007299729408223014,13.974228545307543,True binance_btcusdt_1h_close/1h/short|source:2026-07-04T11:51:39.301864Z|h:24,2026-07-04T11:51:39.301864Z,2026-07-04T11:55:53.637341+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,Toto-1.0,734932.4932759603,857.282038349084,0.006224278361506738,0.0072423340664365165,0.5373601333282485,True +binance_btcusdt_1h_close/1h/short|source:2026-07-04T12:11:00.605297Z|h:24,2026-07-04T12:11:00.605297Z,2026-07-04T12:13:48.911083+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,Toto-1.0,3478327.4608167014,1865.0274691855618,0.005856925290359687,0.006525966397612193,-64.63039602849099,True data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short|source:2026-07-03T08:14:44.325135Z|h:36,2026-07-03T08:14:44.325135Z,2026-07-03T08:17:23.509432+00:00,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,Toto-1.0,0.41112439665885936,0.6411898288797627,,,-100.0,False data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short|source:2026-07-03T08:45:14.545252Z|h:36,2026-07-03T08:45:14.545252Z,2026-07-03T08:48:05.355844+00:00,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,Toto-1.0,3.5214492592627344,1.8765524930741304,,,-100.0,False data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short|source:2026-07-03T09:20:36.985472Z|h:36,2026-07-03T09:20:36.985472Z,2026-07-03T09:23:21.793579+00:00,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,Toto-1.0,0.06178618779853719,0.24856827592944597,,,-100.0,False @@ -15985,6 +16008,7 @@ noaa_coops_sf_water_level_water_level/6min/short|source:2026-07-04T09:40:57.1456 noaa_coops_sf_water_level_water_level/6min/short|source:2026-07-04T10:44:47.829251Z|h:60,2026-07-04T10:44:47.829251Z,2026-07-04T10:47:22.426017+00:00,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,Toto-1.0,0.23048698428051756,0.4800906000751499,0.2624961276194043,0.23010665190655746,9.567411951026028,True noaa_coops_sf_water_level_water_level/6min/short|source:2026-07-04T11:09:15.487668Z|h:60,2026-07-04T11:09:15.487668Z,2026-07-04T11:11:23.939181+00:00,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,Toto-1.0,0.05472253272362669,0.23392847779530113,0.09302825906075105,0.06243492362651579,68.14983327402271,True noaa_coops_sf_water_level_water_level/6min/short|source:2026-07-04T11:33:44.849635Z|h:60,2026-07-04T11:33:44.849635Z,2026-07-04T11:36:43.731514+00:00,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,Toto-1.0,0.06592464721096315,0.2567579545232497,0.06710074537985102,0.051638996166631285,61.33346559527729,True +noaa_coops_sf_water_level_water_level/6min/short|source:2026-07-04T12:11:00.605297Z|h:60,2026-07-04T12:11:00.605297Z,2026-07-04T12:13:53.649339+00:00,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,Toto-1.0,4.7017969758856575,2.1683627408451884,0.1451721075422496,0.08233032553339441,-91.07151239729166,True noaa_ndbc_46013_realtime_wave_height/10min/short|source:2026-07-03T07:52:13.218889Z|h:72,2026-07-03T07:52:13.218889Z,2026-07-03T07:55:55.199861+00:00,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,72,Toto-1.0,0.3448463979908066,0.5872362369530737,0.30070680622576196,0.1774920343725347,-15.058157079642795,True noaa_ndbc_46013_realtime_wave_height/10min/short|source:2026-07-03T08:14:44.325135Z|h:72,2026-07-03T08:14:44.325135Z,2026-07-03T08:17:42.343008+00:00,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,72,Toto-1.0,0.29266186565501623,0.5409823154734508,0.2978361187002218,0.1753883526035417,-6.9582223556123886,True noaa_ndbc_46013_realtime_wave_height/10min/short|source:2026-07-03T08:45:14.545252Z|h:72,2026-07-03T08:45:14.545252Z,2026-07-03T08:48:09.412661+00:00,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,72,Toto-1.0,0.3888627899256295,0.623588638387222,0.30228385563463867,0.19518612624877388,-16.760710414199245,True @@ -16116,6 +16140,6 @@ usgs_potomac_iv_usgs_00060/15min/short|source:2026-07-04T10:20:41.391571Z|h:24,2 usgs_potomac_iv_usgs_00060/15min/short|source:2026-07-04T11:09:15.487668Z|h:24,2026-07-04T11:09:15.487668Z,2026-07-04T11:11:27.139220+00:00,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,Toto-1.0,8019.469022554656,89.55148810910211,0.0013017280109367797,0.0025172635388162855,-94.93586928022778,True wikimedia_time_series_hourly_pageviews/1D/short|source:2026-07-03T11:25:49.678873Z|h:7,2026-07-03T11:25:49.678873Z,2026-07-03T11:28:09.226129+00:00,wikimedia_time_series_hourly_pageviews/1D/short,Web,1D,7,Toto-1.0,4359.687570837858,66.0279302328784,0.222500813890581,0.13814162917800613,27.014286680101073,True wikimedia_time_series_hourly_pageviews/1D/short|source:2026-07-04T11:51:39.301864Z|h:7,2026-07-04T11:51:39.301864Z,2026-07-04T11:56:49.171441+00:00,wikimedia_time_series_hourly_pageviews/1D/short,Web,1D,7,Toto-1.0,15995.259674732972,126.4723672378001,0.19658008791520107,0.12568764051187853,-30.901131137799624,True -snapshot|data_gov_sg_sgx_equities_turnover_monthly_turnover_value_million_sgd/1mo/short,2026-07-04T11:59:30.660509+00:00,2026-07-04T11:59:30.660509+00:00,data_gov_sg_sgx_equities_turnover_monthly_turnover_value_million_sgd/1mo/short,Finance,1mo,12,Chronos-Bolt,24494.29886562596,156.5065457596773,0.6356253615465683,0.5956771935646294,,True -snapshot|data_gov_sg_sgx_equities_turnover_monthly_turnover_value_million_sgd/1mo/short,2026-07-04T11:58:19.844393+00:00,2026-07-04T11:58:19.844393+00:00,data_gov_sg_sgx_equities_turnover_monthly_turnover_value_million_sgd/1mo/short,Finance,1mo,12,Moirai-2.0,20775.499102946527,144.13708441253598,0.5779948164087865,0.5370367497191665,,True -snapshot|data_gov_sg_sgx_equities_turnover_monthly_turnover_value_million_sgd/1mo/short,2026-07-04T11:56:49.178650+00:00,2026-07-04T11:56:49.178650+00:00,data_gov_sg_sgx_equities_turnover_monthly_turnover_value_million_sgd/1mo/short,Finance,1mo,12,Toto-1.0,35424.06122722315,188.2128083506092,0.5823168903941691,0.5740491643996976,,True +snapshot|data_gov_sg_sgx_equities_turnover_monthly_turnover_value_million_sgd/1mo/short,2026-07-04T12:14:19.474424+00:00,2026-07-04T12:14:19.474424+00:00,data_gov_sg_sgx_equities_turnover_monthly_turnover_value_million_sgd/1mo/short,Finance,1mo,12,Chronos-Bolt,24494.29886562596,156.5065457596773,0.6356253615465683,0.5956771935646294,,True +snapshot|data_gov_sg_sgx_equities_turnover_monthly_turnover_value_million_sgd/1mo/short,2026-07-04T12:14:10.459924+00:00,2026-07-04T12:14:10.459924+00:00,data_gov_sg_sgx_equities_turnover_monthly_turnover_value_million_sgd/1mo/short,Finance,1mo,12,Moirai-2.0,20775.499102946527,144.13708441253598,0.5779948164087865,0.5370367497191665,,True +snapshot|data_gov_sg_sgx_equities_turnover_monthly_turnover_value_million_sgd/1mo/short,2026-07-04T12:13:53.654976+00:00,2026-07-04T12:13:53.654976+00:00,data_gov_sg_sgx_equities_turnover_monthly_turnover_value_million_sgd/1mo/short,Finance,1mo,12,Toto-1.0,35424.06122722315,188.2128083506092,0.5823168903941691,0.5740491643996976,,True diff --git a/results/aggregates/live_results_by_dataset.csv b/results/aggregates/live_results_by_dataset.csv index 498afc7c53bcd5af0b1cc666887ea156b29a5d5a..da66831b4b0063a6ea400fbcb1548014756dec62 100644 --- a/results/aggregates/live_results_by_dataset.csv +++ b/results/aggregates/live_results_by_dataset.csv @@ -1,10 +1,10 @@ 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,24,666079.24737658,667.7094146347802,0.014328930615423337,0.12339068266649846,16.52835603201635,749395.1697834427,0.4482098979204802,4.790073818132506e-50,493,1.0,2026-06-17T12:10:12.135642+00:00,2026-07-04T11:51:39.301864Z +ARIMA,binance_btcusdt_1h_close/1h/short,Finance,1h,24,665438.3119156536,667.554434020338,0.014334504308494794,0.12317199984576668,16.568327050082363,748770.2723259319,0.4459436154749488,1.1737613842777564e-49,494,1.0,2026-06-17T12:10:12.135642+00:00,2026-07-04T12:11:00.605297Z ARIMA,coingecko_bitcoin_7d_price_usd/1h/short,Finance,1h,24,637362.048413627,753.5222622305821,0.011766852301044444,0.010280979871578728,14.879170644964086,457993.6238729679,0.4802566071403323,0.00023338833765900228,31,1.0,2026-06-29T07:42:24.900081Z,2026-07-02T03:16:24.400538Z ARIMA,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,2.5409813214275782e-05,0.002380725533037423,,,-32.85887560771463,6.13325781233005e-05,-0.25866809292045007,9.072074452646282e-05,131,0.0,2026-06-29T07:34:52.372126Z,2026-07-04T11:51:39.301864Z ARIMA,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,9.578202015526527e-15,9.786828912128036e-08,,,0.0,0.0,0.0,1.0,192,0.0,2026-06-29T07:34:52.372126Z,2026-07-04T11:51:39.301864Z ARIMA,nasa_power_shanghai_hourly_T2M/1h/short,Weather,1h,24,13.387477223520241,3.166701287582211,0.10204986724925066,0.18193524738830935,-42.45326801242732,11.71849848370784,-0.49022112832279124,1.3204113439961913e-07,61,1.0,2026-06-18T05:03:29.867986+00:00,2026-07-04T11:51:39.301864Z -ARIMA,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,0.8137146037238489,0.745120720589048,1.4385489184601858,0.5269710692624339,-0.026158290476190005,1.0462489687929444,-0.31942401960784317,2.6553327346751468e-14,256,0.98046875,2026-06-17T12:10:12.335728+00:00,2026-07-04T11:33:44.849635Z +ARIMA,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,0.8110876081474452,0.7436698966559725,1.4334930092251716,0.5254952406800003,0.06205379668242277,1.0450524213986754,-0.3207076848249027,1.8619578277416784e-14,257,0.980544747081712,2026-06-17T12:10:12.335728+00:00,2026-07-04T12:11:00.605297Z ARIMA,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,36;72,1.5769081876785682,0.8435822232816093,0.15537263945655297,0.47944356526684156,6.9117891784659005,3.6035811221310126,-0.4349244961534004,2.4579770567543484e-21,215,1.0,2026-06-17T12:10:12.398268+00:00,2026-07-04T11:51:39.301864Z ARIMA,nws_ksfo_observations_temperature/1h/short,Weather,1h,24,4.025147221507591,0.9701236656491534,0.03920475832109614,0.37020614397131857,32.52919884214037,26.693293866971842,-0.019647019647019648,0.7990663526606824,78,1.0,2026-06-17T12:10:12.433031+00:00,2026-07-04T11:51:39.301864Z ARIMA,open_meteo_shanghai_air_quality_hourly_pm2_5/1h/short,Air Quality,1h,24,469.1000305856989,14.733265617739491,0.4363058175808497,0.46476256360549123,18.11249213395736,971.6466342875517,0.552280701754386,1.6749837358109278e-12,76,1.0,2026-06-17T12:10:12.456148+00:00,2026-07-04T11:51:39.301864Z @@ -12,12 +12,12 @@ ARIMA,open_meteo_shanghai_hourly_temperature_2m/1h/short,Weather,1h,24,9.1617610 ARIMA,usgs_earthquake_all_week_hourly_earthquake_count/1h/short,Hazards,1h,24,12.786164070703581,3.2465946190807573,0.5887380591908882,0.34479503703366665,18.00883894053623,8.422716776805936,0.4680701754385966,2.1932765625283107e-09,76,1.0,2026-06-17T12:10:12.513260+00:00,2026-07-04T11:51:39.301864Z ARIMA,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,1141.3783846767562,25.00066278411526,0.012076628266337883,0.12320360043384505,-6.3139212460847425,2857.7496154404766,0.15162979828041448,0.004934414090024324,157,1.0,2026-06-17T12:26:17.165483+00:00,2026-07-04T11:09:15.487668Z ARIMA,wikimedia_time_series_hourly_pageviews/1D/short,Web,1D,2;7,1497.6449023988077,29.244693569412448,0.19059512538856654,0.2840846198094644,50.089686274981915,1427.2723435126513,0.5916079783099616,0.027707849358079864,9,1.0,2026-06-17T12:10:12.582752+00:00,2026-07-04T11:51:39.301864Z -Chronos-2,binance_btcusdt_1h_close/1h/short,Finance,1h,24,476131.6965137634,475.8364352648831,0.009898468582624326,0.11780293756655155,34.354507016589565,748056.451871937,0.5983991243829498,7.049581047656191e-107,602,1.0,2026-06-16T12:06:40.343188+00:00,2026-07-04T11:51:39.301864Z +Chronos-2,binance_btcusdt_1h_close/1h/short,Finance,1h,24,475998.700296476,476.0908253274705,0.009896138208149998,0.11762000891529523,34.34691648996986,747442.0192353508,0.5974942562932845,9.783093299191803e-107,603,1.0,2026-06-16T12:06:40.343188+00:00,2026-07-04T12:11:00.605297Z Chronos-2,coingecko_bitcoin_7d_price_usd/1h/short,Finance,1h,24,400097.44087483804,560.2205869407004,0.00783121158861998,0.006440046369855963,45.80162880536755,393755.0454473591,0.3837603460311939,0.0032459311642611286,31,1.0,2026-06-29T07:42:24.900081Z,2026-07-02T03:16:24.400538Z Chronos-2,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,2.7029594910547964e-07,0.0001868396497381377,,,-32.54005568286491,8.975008283625573e-07,-0.2556743240194816,0.00010385982158880241,132,0.0,2026-06-29T07:34:52.372126Z,2026-07-04T11:51:39.301864Z Chronos-2,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,1.7296862743653316e-18,1.3151753777977035e-09,,,0.0,5.792895191836409e-34,0.0,1.0,192,0.0,2026-06-29T07:34:52.372126Z,2026-07-04T11:51:39.301864Z Chronos-2,nasa_power_shanghai_hourly_T2M/1h/short,Weather,1h,24,2.130580597729157,1.2944608791188008,0.043300659644521594,0.06337294004285382,20.235843678948065,1.8700085830291102,-0.17878330548357893,0.04851715444040036,64,1.0,2026-06-17T05:11:12.972050+00:00,2026-07-04T11:51:39.301864Z -Chronos-2,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,24;60,0.1720536025920857,0.32454351843869866,0.48366854340605714,0.1669930972823495,45.38593412180251,0.2777222182850836,-0.009498592022863869,0.8033267538761515,309,0.9805825242718447,2026-06-16T12:06:44.487655+00:00,2026-07-04T11:33:44.849635Z +Chronos-2,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,24;60,0.17162667966017117,0.32413940190328966,0.48240002438687324,0.16666729272811207,45.482712413577495,0.27737433490364044,-0.010794446184361624,0.7768067714251716,310,0.9806451612903225,2026-06-16T12:06:44.487655+00:00,2026-07-04T12:11:00.605297Z Chronos-2,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,24;36;72,1.7944785772675018,0.9377850941606514,0.15784105268656062,0.4680624777366758,3.923520308687249,3.8649954891588454,-0.47147541738650706,2.677382706100442e-28,247,1.0,2026-06-16T12:06:47.974062+00:00,2026-07-04T11:51:39.301864Z Chronos-2,nws_ksfo_observations_temperature/1h/short,Weather,1h,24,5.353862512695878,1.1187028957074547,0.04303287694526316,0.4784508292658063,32.713681816819914,28.32037682229703,0.009555661729574772,0.8926814144738151,92,1.0,2026-06-16T13:12:22.165146+00:00,2026-07-04T11:51:39.301864Z Chronos-2,open_meteo_shanghai_air_quality_hourly_pm2_5/1h/short,Air Quality,1h,24,255.4732771079951,10.820716500607372,0.3325372619278733,0.46709622615000335,34.90798756743573,517.5349345262514,0.5896976483762598,2.5542057522628922e-17,95,1.0,2026-06-16T13:12:26.984109+00:00,2026-07-04T11:51:39.301864Z @@ -25,12 +25,12 @@ Chronos-2,open_meteo_shanghai_hourly_temperature_2m/1h/short,Weather,1h,24,1.631 Chronos-2,usgs_earthquake_all_week_hourly_earthquake_count/1h/short,Hazards,1h,24,10.533287103438344,2.7878475035373915,0.5789719847204039,0.35645663410303463,23.968321253080408,9.259256531196911,0.4647256438969764,2.535248167998757e-11,95,1.0,2026-06-16T13:12:36.348072+00:00,2026-07-04T11:51:39.301864Z Chronos-2,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,928.5583220453827,17.87900502007687,0.008040214702253454,0.15000860548842773,14.645170724772772,2657.256480397074,0.18556537225907274,0.00028611842006570203,174,1.0,2026-06-16T12:40:50.960167+00:00,2026-07-04T11:09:15.487668Z Chronos-2,wikimedia_time_series_hourly_pageviews/1D/short,Web,1D,2;7,125.42521031485201,8.419934605754424,0.060608557870498396,0.12247503754502333,93.29613400909886,129.30033345720258,0.7042952122737639,0.008774633060101168,9,1.0,2026-06-17T09:43:59.015450+00:00,2026-07-04T11:51:39.301864Z -Chronos-Bolt,binance_btcusdt_1h_close/1h/short,Finance,1h,24,746112.8905789665,774.2474581106404,0.011306363443683477,0.010217345679652351,32.6712848729653,568311.1785495328,0.17671092951991832,0.014193097179094241,89,1.0,2026-07-03T07:52:13.218889Z,2026-07-04T11:51:39.301864Z -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,,,,,1,1.0,2026-07-04T11:59:30.660509+00:00,2026-07-04T11:59:30.660509+00:00 +Chronos-Bolt,binance_btcusdt_1h_close/1h/short,Finance,1h,24,747051.7057303888,775.7711088249748,0.011323093583859776,0.010227150735428795,32.240019788970955,565179.5799259646,0.17453183520599252,0.014842851357021281,90,1.0,2026-07-03T07:52:13.218889Z,2026-07-04T12:11:00.605297Z +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,,,,,1,1.0,2026-07-04T12:14:19.474424+00:00,2026-07-04T12:14:19.474424+00:00 Chronos-Bolt,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,3.2825236033380433e-15,5.729331202974778e-08,,,0.0,0.0,0.0,1.0,31,0.0,2026-07-03T08:14:44.325135Z,2026-07-04T11:51:39.301864Z Chronos-Bolt,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,1.0941039077622845e-12,1.045994219755676e-06,,,-100.0,2.0423036690021176e-28,0.0,1.0,45,0.0,2026-07-03T07:52:13.218889Z,2026-07-04T11:51:39.301864Z Chronos-Bolt,nasa_power_shanghai_hourly_T2M/1h/short,Weather,1h,24,0.5327355641334287,0.7298263312717564,0.024053017048889746,0.021665205876405847,41.68227479308551,0.014242273000772717,-0.7032108464077431,0.0026997960632601866,14,1.0,2026-07-03T07:52:13.218889Z,2026-07-04T11:51:39.301864Z -Chronos-Bolt,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,0.5097746164750476,0.658210769905422,0.8409513180479284,0.37795086471172445,-13.89552257877303,0.3790737403004261,0.10303030303030301,0.3183779916403924,45,1.0,2026-07-03T07:52:13.218889Z,2026-07-04T11:33:44.849635Z +Chronos-Bolt,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,0.49917729165446223,0.6471480153301217,0.8240388529942733,0.3715019056132434,-11.725792515009282,0.3816668542356545,0.05507246376811595,0.5894145254666981,46,1.0,2026-07-03T07:52:13.218889Z,2026-07-04T12:11:00.605297Z Chronos-Bolt,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,72,0.0964687360886618,0.30019079584743014,0.1768027442000881,0.12376326797192316,4.842194447454663,0.0531910594648844,-0.22327551321381914,0.045872089880001174,39,1.0,2026-07-03T07:52:13.218889Z,2026-07-04T11:51:39.301864Z Chronos-Bolt,nws_ksfo_observations_temperature/1h/short,Weather,1h,24,0.5267397899263799,0.5618880743012021,0.029173690567128575,0.02903698788259993,45.39704727390233,0.7883548556711871,-0.16483516483516486,0.4505630133066889,14,1.0,2026-07-03T07:52:13.218889Z,2026-07-04T11:51:39.301864Z Chronos-Bolt,open_meteo_shanghai_air_quality_hourly_pm2_5/1h/short,Air Quality,1h,24,397.5927337146272,19.434121902822806,0.3584389382697868,0.2803658335650997,22.52846401195034,176.85293550883165,0.5604395604395604,0.004565983394728434,14,1.0,2026-07-03T07:52:13.218889Z,2026-07-04T11:51:39.301864Z @@ -38,12 +38,12 @@ Chronos-Bolt,open_meteo_shanghai_hourly_temperature_2m/1h/short,Weather,1h,24,3. Chronos-Bolt,usgs_earthquake_all_week_hourly_earthquake_count/1h/short,Hazards,1h,24,16.853671298401775,4.04607021950516,0.5769286720186102,0.2944459165418059,20.62901183089709,5.767868919130086,-0.6703296703296704,0.00045112620881470087,14,1.0,2026-07-03T07:52:13.218889Z,2026-07-04T11:51:39.301864Z Chronos-Bolt,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,679.6437344135738,20.864010882255652,0.006820187848639094,0.0068614299769004,3.080778621880801,752.6745850913761,0.029927513563105457,0.82159514153281,29,1.0,2026-07-03T08:14:44.325135Z,2026-07-04T11:09:15.487668Z Chronos-Bolt,wikimedia_time_series_hourly_pageviews/1D/short,Web,1D,7,1123.9920430312632,33.4308050366606,0.13428443840835552,0.1111004625658299,75.53977301906438,238.71219706579942,1.0,1.0,2,1.0,2026-07-03T11:25:49.678873Z,2026-07-04T11:51:39.301864Z -ETS,binance_btcusdt_1h_close/1h/short,Finance,1h,24,565988.3664698872,558.1685854497753,0.010087556951481901,0.10423841383032574,39.06672384796886,920382.0658904307,0.4326588499150711,9.370879188732975e-47,493,1.0,2026-06-17T12:10:12.660440+00:00,2026-07-04T11:51:39.301864Z +ETS,binance_btcusdt_1h_close/1h/short,Finance,1h,24,564958.624660431,557.5232353703975,0.010073240433023923,0.10403221167297864,39.161240012700155,919732.9542528912,0.42886237281454526,4.650888775605992e-46,494,1.0,2026-06-17T12:10:12.660440+00:00,2026-07-04T12:11:00.605297Z ETS,coingecko_bitcoin_7d_price_usd/1h/short,Finance,1h,24,466002.8571297119,596.8872898440595,0.00816358734282585,0.007207522016122433,42.21161312062496,538187.6547626103,0.5428016536516315,3.195528278994983e-05,31,1.0,2026-06-29T07:42:24.900081Z,2026-07-02T03:16:24.400538Z ETS,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,2.7078327611869847e-05,0.00223232670520883,,,-32.860755727696976,6.902792819446313e-05,-0.24778662266538307,0.00017718850434446617,131,0.0,2026-06-29T07:34:52.372126Z,2026-07-04T11:51:39.301864Z ETS,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,9.578202015526527e-15,9.786828912128036e-08,,,0.0,0.0,0.0,1.0,192,0.0,2026-06-29T07:34:52.372126Z,2026-07-04T11:51:39.301864Z ETS,nasa_power_shanghai_hourly_T2M/1h/short,Weather,1h,24,34.93918321040536,5.164934480858121,0.18009560090002585,0.2919419234320465,-69.14441971710502,29.666526703054032,-0.39065411301230796,2.6177194532558956e-05,61,1.0,2026-06-18T05:03:30.268230+00:00,2026-07-04T11:51:39.301864Z -ETS,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,1.1121487784420825,0.8760026237282014,1.391701505541592,0.586010420346418,-12.837397639177315,1.4608972961914914,-0.28057598039215687,2.261154317372287e-11,256,0.98046875,2026-06-17T12:10:12.697348+00:00,2026-07-04T11:33:44.849635Z +ETS,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,1.1094276013291273,0.875094053239388,1.3874120325046244,0.5848302461572292,-12.906235333481977,1.4586936431081148,-0.2796084630350194,2.4189444620723477e-11,257,0.980544747081712,2026-06-17T12:10:12.697348+00:00,2026-07-04T12:11:00.605297Z ETS,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,36;72,2.069545181853774,1.010211604721446,0.207727442647499,0.5324088063692934,-9.6496222919136,4.471036199375014,-0.4969447293048753,2.3268195608451326e-27,215,1.0,2026-06-17T12:10:12.728630+00:00,2026-07-04T11:51:39.301864Z ETS,nws_ksfo_observations_temperature/1h/short,Weather,1h,24,4.076776380897124,0.9840224731221607,0.044213560784438645,0.32090580842936756,15.207759317420388,27.05194298206037,0.06426906426906427,0.40501459896023906,78,1.0,2026-06-17T12:10:12.747284+00:00,2026-07-04T11:51:39.301864Z ETS,open_meteo_shanghai_air_quality_hourly_pm2_5/1h/short,Air Quality,1h,24,1279.585686398791,18.240900605852243,0.7290378868633424,0.8624384355964498,4.138189738411889,7451.449062433237,0.5354385964912282,7.70667718940288e-12,76,1.0,2026-06-17T12:10:12.763932+00:00,2026-07-04T11:51:39.301864Z @@ -51,12 +51,12 @@ ETS,open_meteo_shanghai_hourly_temperature_2m/1h/short,Weather,1h,24,97.87869007 ETS,usgs_earthquake_all_week_hourly_earthquake_count/1h/short,Hazards,1h,24,12.137928468973058,3.158159658076148,0.5988744313469293,0.35596102795683654,20.787149143630895,8.269164407035644,0.43578947368421056,2.544507290819024e-08,76,1.0,2026-06-17T12:10:12.797899+00:00,2026-07-04T11:51:39.301864Z ETS,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,1133.2002967232195,23.077200874368376,0.009966211279474724,0.11731856780498653,1.675253082501379,2620.4434622575363,0.22007607871369012,4.497583802167623e-05,157,1.0,2026-06-17T12:26:17.324923+00:00,2026-07-04T11:09:15.487668Z ETS,wikimedia_time_series_hourly_pageviews/1D/short,Web,1D,2;7,1483.6673813114844,28.426662414755036,0.202913284553686,0.32313632483234506,48.71884659928569,1770.4202502460664,0.36623351038235713,0.17295491798842066,9,1.0,2026-06-17T12:10:12.836543+00:00,2026-07-04T11:51:39.301864Z -Moirai-2.0,binance_btcusdt_1h_close/1h/short,Finance,1h,24,546274.5720378875,676.2499616885095,0.009753998373038412,0.009316791723424854,45.256372249706416,476955.3657410002,-0.09662921348314607,0.17740367133372748,90,1.0,2026-07-03T07:52:13.218889Z,2026-07-04T11:51:39.301864Z -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,,,,,1,1.0,2026-07-04T11:58:19.844393+00:00,2026-07-04T11:58:19.844393+00:00 +Moirai-2.0,binance_btcusdt_1h_close/1h/short,Finance,1h,24,541270.3367502401,672.1315916976686,0.009690911049210688,0.009277322900019687,45.63201322661166,476694.5035913749,-0.11208791208791209,0.11558679554011068,91,1.0,2026-07-03T07:52:13.218889Z,2026-07-04T12:11:00.605297Z +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,,,,,1,1.0,2026-07-04T12:14:10.459924+00:00,2026-07-04T12:14:10.459924+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,,,0.0,0.0,0.0,1.0,32,0.0,2026-07-03T08:14:44.325135Z,2026-07-04T11:51:39.301864Z Moirai-2.0,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,1.2167879962794958e-13,3.488248839001449e-07,,,0.0,2.5522491677750136e-29,0.0,1.0,46,0.0,2026-07-03T07:52:13.218889Z,2026-07-04T11:51:39.301864Z Moirai-2.0,nasa_power_shanghai_hourly_T2M/1h/short,Weather,1h,24,0.88680638999907,0.9211120677371143,0.03235072863289511,0.027594832078324256,23.275914432181416,0.35069157504120474,-0.7032108464077431,0.0026997960632601866,14,1.0,2026-07-03T07:52:13.218889Z,2026-07-04T11:51:39.301864Z -Moirai-2.0,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,0.18439363107878368,0.3675975821004143,0.49372890308328027,0.20918459032074405,30.92306429090286,0.1945728860295673,-0.03636363636363636,0.7247156399752861,45,1.0,2026-07-03T07:52:13.218889Z,2026-07-04T11:33:44.849635Z +Moirai-2.0,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,0.18061448861375845,0.36183955148469493,0.4839890939427419,0.20576324666899423,32.28467225315771,0.1940986187375651,-0.06473429951690822,0.5258418813294821,46,1.0,2026-07-03T07:52:13.218889Z,2026-07-04T12:11:00.605297Z Moirai-2.0,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,72,0.13550294403374502,0.34569774452039886,0.20138261260547585,0.13232257028926822,-4.866052542139806,0.09225108003351001,-0.6292309917843993,1.83697525318923e-08,39,1.0,2026-07-03T07:52:13.218889Z,2026-07-04T11:51:39.301864Z Moirai-2.0,nws_ksfo_observations_temperature/1h/short,Weather,1h,24,0.41689215456741685,0.550751062361311,0.02958484926962828,0.02758677844253191,37.87201784939881,0.507559621624354,-0.3186813186813187,0.12678708382391418,14,1.0,2026-07-03T07:52:13.218889Z,2026-07-04T11:51:39.301864Z Moirai-2.0,open_meteo_shanghai_air_quality_hourly_pm2_5/1h/short,Air Quality,1h,24,442.815821989141,20.452750188445005,0.3710080881800737,0.2912474745879295,18.819451918792527,212.55520196063432,0.5384615384615384,0.006742338739486557,14,1.0,2026-07-03T07:52:13.218889Z,2026-07-04T11:51:39.301864Z @@ -64,12 +64,12 @@ Moirai-2.0,open_meteo_shanghai_hourly_temperature_2m/1h/short,Weather,1h,24,3.00 Moirai-2.0,usgs_earthquake_all_week_hourly_earthquake_count/1h/short,Hazards,1h,24,14.765428031045682,3.766147486607473,0.5313300730929013,0.2798055191533807,27.853113870220927,5.966507717373745,-0.6923076923076924,0.00026001771413477765,14,1.0,2026-07-03T07:52:13.218889Z,2026-07-04T11:51:39.301864Z Moirai-2.0,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,556.5284661596705,17.74879671355327,0.005745054472559225,0.005180876346187841,9.50057867549481,680.8188129929806,0.07481878390776364,0.572934820042615,29,1.0,2026-07-03T08:14:44.325135Z,2026-07-04T11:09:15.487668Z Moirai-2.0,wikimedia_time_series_hourly_pageviews/1D/short,Web,1D,7,192.68174554309476,13.781947864070819,0.045844325009836054,0.05024106419174983,95.24281107835512,64.52140573965836,-1.0,1.0,2,1.0,2026-07-03T11:25:49.678873Z,2026-07-04T11:51:39.301864Z -Moving-Average,binance_btcusdt_1h_close/1h/short,Finance,1h,24,945885.5550036246,780.0064207154136,0.014157374331886753,0.11227526133903368,15.655109727222177,987666.9803172329,0.528834578406636,5.871623871438433e-69,493,1.0,2026-06-17T12:10:12.847893+00:00,2026-07-04T11:51:39.301864Z +Moving-Average,binance_btcusdt_1h_close/1h/short,Finance,1h,24,945369.420068919,780.110077570844,0.014155396850770118,0.11207121209556645,15.631354430201638,986731.4678852198,0.5265375171428337,1.6389017948420558e-68,494,1.0,2026-06-17T12:10:12.847893+00:00,2026-07-04T12:11:00.605297Z Moving-Average,coingecko_bitcoin_7d_price_usd/1h/short,Finance,1h,24,640955.4171411198,728.6381056766782,0.010904219605495747,0.009777776020067748,26.12094088239947,502899.08586488955,0.32836149418432026,0.011870270963426282,31,1.0,2026-06-29T07:42:24.900081Z,2026-07-02T03:16:24.400538Z Moving-Average,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,3.8563544210725485e-05,0.0024282032565209216,,,-33.034772795048156,0.00016640047067247932,-0.24778662266538307,0.00017718850434446617,131,0.0,2026-06-29T07:34:52.372126Z,2026-07-04T11:51:39.301864Z Moving-Average,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,9.578202015526527e-15,9.786828912128036e-08,,,0.0,0.0,0.0,1.0,192,0.0,2026-06-29T07:34:52.372126Z,2026-07-04T11:51:39.301864Z Moving-Average,nasa_power_shanghai_hourly_T2M/1h/short,Weather,1h,24,6.144168797179867,2.1762496170484535,0.07799800842229156,0.11101528787703997,-21.201442982975866,5.161796399357511,-0.40705338612226993,1.181901735975097e-05,61,1.0,2026-06-18T05:03:30.400278+00:00,2026-07-04T11:51:39.301864Z -Moving-Average,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,0.8965185561956616,0.7493053431584998,1.946938916331405,0.6154149985301073,5.0759977005310954,1.3784795994888164,-0.31537990196078436,5.5747641036338434e-14,256,0.98046875,2026-06-17T12:10:12.867076+00:00,2026-07-04T11:33:44.849635Z +Moving-Average,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,0.8938404597614059,0.7481654069122265,1.9402438474667856,0.6140435181659365,5.0666665631026,1.3764543515956036,-0.3145671206225681,5.771835139125692e-14,257,0.980544747081712,2026-06-17T12:10:12.867076+00:00,2026-07-04T12:11:00.605297Z Moving-Average,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,36;72,1.6246785537555504,0.844813665149264,0.15871196356566872,0.47212181473111614,9.703958462124799,3.6485479577276694,-0.35176693248887025,1.716107845214094e-14,215,1.0,2026-06-17T12:10:12.884991+00:00,2026-07-04T11:51:39.301864Z Moving-Average,nws_ksfo_observations_temperature/1h/short,Weather,1h,24,5.269509927469033,1.3322176977987568,0.06860157558542102,0.4647296634823488,14.847494604511034,26.984411951109085,-0.028971028971028972,0.7073915197120061,78,1.0,2026-06-17T12:10:12.895547+00:00,2026-07-04T11:51:39.301864Z Moving-Average,open_meteo_shanghai_air_quality_hourly_pm2_5/1h/short,Air Quality,1h,24,450.66947370251256,16.17368199566582,0.479200970430715,0.5010727730274263,9.75741921849707,589.4032453868399,0.5410526315789475,4.657037698520267e-12,76,1.0,2026-06-17T12:10:12.904026+00:00,2026-07-04T11:51:39.301864Z @@ -77,13 +77,13 @@ Moving-Average,open_meteo_shanghai_hourly_temperature_2m/1h/short,Weather,1h,24, Moving-Average,usgs_earthquake_all_week_hourly_earthquake_count/1h/short,Hazards,1h,24,13.013603230204547,3.246504189922953,0.641925616663315,0.35546340122137315,19.11871257177763,9.281831110393345,0.40561403508771937,2.165957867901656e-07,76,1.0,2026-06-17T12:10:12.921461+00:00,2026-07-04T11:51:39.301864Z Moving-Average,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,1390.5060462175225,23.62870995070879,0.010599766579668022,0.13890748909554776,4.499066557838391,3789.3408460304886,0.14262370874972033,0.008185825057813729,157,1.0,2026-06-17T12:26:17.359102+00:00,2026-07-04T11:09:15.487668Z Moving-Average,wikimedia_time_series_hourly_pageviews/1D/short,Web,1D,2;7,1259.7380615018942,26.906052272649365,0.20034006291844145,0.3208146840558678,50.096007873405554,1195.868175146137,0.4225771273642583,0.11585149752593009,9,1.0,2026-06-17T12:10:12.956394+00:00,2026-07-04T11:51:39.301864Z -Seasonal-Naive,binance_btcusdt_1h_close/1h/short,Finance,1h,24,1075003.3055763973,855.6861401585792,0.015180662649614301,0.10519773801158325,0.0,1021893.9538651357,0.5636306667326307,4.462603363796372e-78,493,1.0,2026-06-17T12:10:12.963911+00:00,2026-07-04T11:51:39.301864Z +Seasonal-Naive,binance_btcusdt_1h_close/1h/short,Finance,1h,24,1074339.9234347986,855.7039026898196,0.015175790789822511,0.10500262212653777,0.0,1020963.4965412684,0.561324124791617,1.3108860883106292e-77,494,1.0,2026-06-17T12:10:12.963911+00:00,2026-07-04T12:11:00.605297Z Seasonal-Naive,coingecko_bitcoin_7d_price_usd/1h/short,Finance,1h,24,905243.086701834,905.1784362087147,0.013409362981064396,0.010105598449111354,0.0,534233.4457833659,0.4802566071403323,0.00023338833765900228,31,1.0,2026-06-29T07:42:24.900081Z,2026-07-02T03:16:24.400538Z 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,36,8.48176445973132e-05,0.0008046508161043228,,,0.0,0.0009707823141104978,-0.09124461241332416,0.20432477238410884,131,0.0,2026-06-29T07:34:52.372126Z,2026-07-04T11:51:39.301864Z Seasonal-Naive,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,0.0,0.0,,,0.0,0.0,0.0,1.0,192,0.0,2026-06-29T07:34:52.372126Z,2026-07-04T11:51:39.301864Z Seasonal-Naive,nasa_power_shanghai_hourly_T2M/1h/short,Weather,1h,24,2.7195963828306846,1.5062471575824088,0.053247305817800634,0.07616363849328123,0.0,2.0777374398829482,-0.04932766262545282,0.5924499072504712,62,1.0,2026-06-18T05:03:30.473716+00:00,2026-07-04T11:51:39.301864Z -Seasonal-Naive,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,0.9361927020131078,0.7737936189627274,1.9510436004289176,0.6395632600618381,0.0,1.4158372860717066,-0.32340686274509806,1.2676784653264845e-14,256,0.98046875,2026-06-17T12:10:12.978229+00:00,2026-07-04T11:33:44.849635Z +Seasonal-Naive,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,0.9334048237170375,0.7726066016833606,1.9443824346741931,0.638141582684766,0.0,1.4137758813745858,-0.32259241245136183,1.310137693267753e-14,257,0.980544747081712,2026-06-17T12:10:12.978229+00:00,2026-07-04T12:11:00.605297Z Seasonal-Naive,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,36;72,1.794779075061658,0.9105127914421317,0.16635267602733694,0.5952478426621798,0.0,3.848130433229345,-0.3785747559076775,1.5256324290521814e-16,215,1.0,2026-06-17T12:10:12.994311+00:00,2026-07-04T11:51:39.301864Z Seasonal-Naive,nws_ksfo_observations_temperature/1h/short,Weather,1h,24,5.215596615731882,1.3711885139707,0.06649298456409831,0.44447449623258445,0.0,26.612962344268496,-0.02661905569879678,0.7284893337226686,79,1.0,2026-06-17T12:10:13.002812+00:00,2026-07-04T11:51:39.301864Z Seasonal-Naive,open_meteo_shanghai_air_quality_hourly_pm2_5/1h/short,Air Quality,1h,24,549.0736882931767,18.03191374903233,0.5217242396365936,0.597764630586342,0.0,665.0029760329943,0.4716336295283663,1.281784989207474e-09,77,1.0,2026-06-17T12:10:13.010113+00:00,2026-07-04T11:51:39.301864Z @@ -91,13 +91,13 @@ Seasonal-Naive,open_meteo_shanghai_hourly_temperature_2m/1h/short,Weather,1h,24, Seasonal-Naive,usgs_earthquake_all_week_hourly_earthquake_count/1h/short,Hazards,1h,24,19.22101825564746,3.9579729708976408,0.6509724971211676,0.5695671890473278,0.0,13.023063266996374,0.44581199186570264,9.722326940214788e-09,77,1.0,2026-06-17T12:10:13.024713+00:00,2026-07-04T11:51:39.301864Z Seasonal-Naive,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,1641.130050014381,26.74216257493047,0.010698578477036107,0.11992429759381285,0.0,4180.496492356976,0.08842533865961937,0.10590833376975733,157,1.0,2026-06-17T12:26:17.384303+00:00,2026-07-04T11:09:15.487668Z Seasonal-Naive,wikimedia_time_series_hourly_pageviews/1D/short,Web,1D,2;7,4738.4194799087645,53.966475503208756,0.36050216441227867,0.731166215633073,0.0,4084.439522207202,0.47739603762933147,0.058290580139488755,10,1.0,2026-06-17T12:10:13.040774+00:00,2026-07-04T11:51:39.301864Z -Sundial,binance_btcusdt_1h_close/1h/short,Finance,1h,24,1724856.8799816724,1278.8794369613854,0.019229167668334823,0.017637655861493535,6.31057244244169,736630.387620981,0.5138591088066741,9.962304292241541e-31,227,1.0,2026-07-01T08:20:13.790420Z,2026-07-04T11:51:39.301864Z +Sundial,binance_btcusdt_1h_close/1h/short,Finance,1h,24,1726760.6263627447,1279.7147172041357,0.01923469693283157,0.017642932003372084,6.068796369677924,735567.9720389944,0.5119406445629492,1.2187416906914578e-30,228,1.0,2026-07-01T08:20:13.790420Z,2026-07-04T12:11:00.605297Z Sundial,coingecko_bitcoin_7d_price_usd/1h/short,Finance,1h,24,658012.477654775,799.8346577569818,0.01246918501358739,0.010344883140509631,36.73340128851373,235590.21347023122,-0.3333333333333333,0.25951829805996474,9,1.0,2026-07-01T13:53:41.688769Z,2026-07-02T03:16:24.400538Z 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,36,3.8014997763392956e-07,0.0002878403809072497,,,-31.25,1.3051036507798922e-06,-0.24938271604938272,0.0009829829835595427,81,0.0,2026-07-01T08:20:13.790420Z,2026-07-04T11:51:39.301864Z Sundial,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,5.656497200435914e-16,2.2696130796789016e-08,,,0.0,5.361505257883723e-16,0.0,1.0,114,0.0,2026-07-01T08:20:13.790420Z,2026-07-04T11:51:39.301864Z Sundial,nasa_power_shanghai_hourly_T2M/1h/short,Weather,1h,24,1.8033870502119111,1.3132561233884212,0.03998354123893447,0.03276614299500531,18.054271839050568,0.7087849766093741,-0.6126984126984127,1.458958686391861e-07,36,1.0,2026-07-01T08:20:13.790420Z,2026-07-04T11:51:39.301864Z -Sundial,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,0.12418311997481728,0.30555028481878665,0.6586270451531054,0.156603011923182,44.5223876565191,0.12069320249106529,-0.022200772200772198,0.7285927460257591,112,1.0,2026-07-01T08:20:13.790420Z,2026-07-04T11:33:44.849635Z +Sundial,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,0.12325925236600947,0.3040911053263213,0.6533774454600189,0.15577618241085997,44.87019461946461,0.12055387599802433,-0.030973451327433628,0.6267276233703647,113,1.0,2026-07-01T08:20:13.790420Z,2026-07-04T12:11:00.605297Z Sundial,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,72,0.1996793739561469,0.4358126272778148,0.214617444427178,0.17117298255673868,-4.9884263075378605,0.09505878611717763,-0.021782178217821788,0.7468751107334716,101,1.0,2026-07-01T08:20:13.790420Z,2026-07-04T11:51:39.301864Z Sundial,nws_ksfo_observations_temperature/1h/short,Weather,1h,24,1.4747042406611377,0.9257297278146163,0.04757303406551483,0.04090739018529504,18.52590282552206,2.234669241380133,-0.06554621848739495,0.5796775023571927,35,1.0,2026-07-01T08:20:13.790420Z,2026-07-04T11:51:39.301864Z Sundial,open_meteo_shanghai_air_quality_hourly_pm2_5/1h/short,Air Quality,1h,24,532.8032616070637,19.30114031558763,0.2778743359860311,0.26176012715605146,37.12069761928514,686.11309836134,0.025396825396825397,0.8274802970993095,36,1.0,2026-07-01T08:20:13.790420Z,2026-07-04T11:51:39.301864Z @@ -105,12 +105,12 @@ Sundial,open_meteo_shanghai_hourly_temperature_2m/1h/short,Weather,1h,24,2.79590 Sundial,usgs_earthquake_all_week_hourly_earthquake_count/1h/short,Hazards,1h,24,19.269101601529464,4.350432591186654,0.5377960945645329,0.2994736558297351,18.942356763055084,5.115446030432983,-0.24761904761904766,0.033598339529021026,36,1.0,2026-07-01T08:20:13.790420Z,2026-07-04T11:51:39.301864Z Sundial,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,651.0184031604623,20.937194243428117,0.006488318240286342,0.005463397476727489,-7.545307060911007,766.4542829620226,-0.05372116769523147,0.4898177261796177,77,1.0,2026-07-01T08:20:13.790420Z,2026-07-04T11:09:15.487668Z Sundial,wikimedia_time_series_hourly_pageviews/1D/short,Web,1D,7,429.90010331895076,20.726397193708795,0.07301821267850069,0.053875106659196745,89.61267227051238,26.124099119909978,0.0,1.0,5,1.0,2026-07-01T08:20:13.790420Z,2026-07-04T11:51:39.301864Z -TabPFN-TS,binance_btcusdt_1h_close/1h/short,Finance,1h,24,718854.2858836498,815.4125597284639,0.011546457977396651,0.011568147582247664,30.65661363375418,393714.2201513799,-0.3324821246169561,3.948356393307268e-06,89,1.0,2026-07-01T13:07:24.792624Z,2026-07-04T11:51:39.301864Z +TabPFN-TS,binance_btcusdt_1h_close/1h/short,Finance,1h,24,716269.6328378606,814.1002634581716,0.011531449883188268,0.011553076064592029,30.548736706119623,392263.2159803154,-0.33632958801498125,2.6708468046052756e-06,90,1.0,2026-07-01T13:07:24.792624Z,2026-07-04T12:11:00.605297Z 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,,,0.0,0.0,0.0,1.0,32,0.0,2026-07-01T13:07:24.792624Z,2026-07-04T11:51:39.301864Z TabPFN-TS,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,0.0,0.0,,,0.0,0.0,0.0,1.0,44,0.0,2026-07-01T13:07:24.792624Z,2026-07-04T11:51:39.301864Z TabPFN-TS,nasa_power_shanghai_hourly_T2M/1h/short,Weather,1h,24,1.33153623941059,1.0999484334036358,0.03517665496752916,0.03551268546254078,8.538215160849422,0.7370282356798917,-0.5327740864986338,0.019683654478712707,14,1.0,2026-07-01T13:07:24.792624Z,2026-07-04T11:51:39.301864Z -TabPFN-TS,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,0.3595623931137173,0.5349714256000601,0.6274008380253712,0.3522065245566544,5.214916121989965,0.30724452915050965,0.06090808416389811,0.5648868466104321,43,1.0,2026-07-01T13:07:24.792624Z,2026-07-04T11:33:44.849635Z +TabPFN-TS,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,0.35156135789673065,0.5247834325686016,0.6141499209986666,0.34516581874085,7.265354889330676,0.30825411478868875,0.012684989429175475,0.9033970688002356,44,1.0,2026-07-01T13:07:24.792624Z,2026-07-04T12:11:00.605297Z TabPFN-TS,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,72,0.11471472291801464,0.32013876551207693,0.18548567508567798,0.17596927322497968,-0.8005105279585368,0.09079451095076428,-0.2379991373468906,0.033211505793121626,39,1.0,2026-07-01T13:07:24.792624Z,2026-07-04T11:51:39.301864Z TabPFN-TS,nws_ksfo_observations_temperature/1h/short,Weather,1h,24,0.4884033588050333,0.5410504969673401,0.026794644210589913,0.026244266055352714,36.895968173924196,0.686910973887345,-0.01098901098901099,1.0,14,1.0,2026-07-01T13:07:24.792624Z,2026-07-04T11:51:39.301864Z TabPFN-TS,open_meteo_shanghai_air_quality_hourly_pm2_5/1h/short,Air Quality,1h,24,470.25151336176765,19.96974462520373,0.3450682899038064,0.35672233246156043,17.710635421195363,349.3599232798948,0.5384615384615384,0.006742338739486557,14,1.0,2026-07-01T13:07:24.792624Z,2026-07-04T11:51:39.301864Z @@ -118,12 +118,12 @@ TabPFN-TS,open_meteo_shanghai_hourly_temperature_2m/1h/short,Weather,1h,24,2.306 TabPFN-TS,usgs_earthquake_all_week_hourly_earthquake_count/1h/short,Hazards,1h,24,16.889497058228176,4.03678247438054,0.5910711821374945,0.3955351112412404,21.665095236476013,6.386763959706432,-0.6483516483516484,0.0007575015418517403,14,1.0,2026-07-01T13:07:24.792624Z,2026-07-04T11:51:39.301864Z TabPFN-TS,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,737.3739074800576,21.811957839150985,0.006795553971598411,0.006788326860791616,-4.590852452762952,711.0871514529828,-0.030234602192012763,0.8163023630196011,30,1.0,2026-07-01T13:07:24.792624Z,2026-07-04T11:09:15.487668Z TabPFN-TS,wikimedia_time_series_hourly_pageviews/1D/short,Web,1D,7,421.0563887330438,20.471550269317728,0.06557494413278712,0.06324554091701688,90.49850229759768,68.713663869352,0.33333333333333337,1.0,3,1.0,2026-07-01T13:07:24.792624Z,2026-07-04T11:51:39.301864Z -TiRex,binance_btcusdt_1h_close/1h/short,Finance,1h,24,498638.046967583,504.53238373031064,0.010442356906722546,0.1249026060032179,27.19630592502524,695530.833599312,0.6443850862548692,3.239208202045636e-123,600,1.0,2026-06-16T12:07:33.925127+00:00,2026-07-04T11:51:39.301864Z +TiRex,binance_btcusdt_1h_close/1h/short,Finance,1h,24,498468.89314453374,504.7412496312157,0.010440034063911667,0.1247086171948569,27.203457627157125,694963.3551555569,0.6431946755407655,5.694675039759036e-123,601,1.0,2026-06-16T12:07:33.925127+00:00,2026-07-04T12:11:00.605297Z TiRex,coingecko_bitcoin_7d_price_usd/1h/short,Finance,1h,24,509286.8914454141,632.2018768299581,0.009076924357023076,0.007241032248526734,38.627419840990044,477035.9009077779,0.34435376607791474,0.009638262929055246,30,1.0,2026-06-29T07:42:24.900081Z,2026-07-02T03:16:24.400538Z TiRex,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,6.001247141580179e-08,9.157198352007637e-05,,,-32.539741547830566,1.8235691429745862e-07,-0.2688297227229244,4.902951121068516e-05,131,0.0,2026-06-29T07:34:52.372126Z,2026-07-04T11:51:39.301864Z TiRex,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,2.0440368407041847e-18,1.4296981641955697e-09,,,0.0,3.862036550865948e-34,0.0,1.0,190,0.0,2026-06-29T07:34:52.372126Z,2026-07-04T11:51:39.301864Z TiRex,nasa_power_shanghai_hourly_T2M/1h/short,Weather,1h,24,2.199721797468886,1.3261868394653358,0.042749446828616595,0.05978067639283492,16.641612073322868,1.7625239312728682,0.1882982609088991,0.03925109580522783,63,1.0,2026-06-17T05:15:19.765080+00:00,2026-07-04T11:51:39.301864Z -TiRex,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,24;60,0.19148816973735464,0.3439578255439815,0.6088898270216168,0.17394631272996616,43.72695389397605,0.31686604497933285,0.00846059477981302,0.8247300694890263,308,0.9805194805194806,2026-06-16T12:07:37.946365+00:00,2026-07-04T11:33:44.849635Z +TiRex,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,24;60,0.1909078786243561,0.34320182919518705,0.6070505841416427,0.17357270821178072,43.91225523727534,0.3165156475229676,0.003908712646576724,0.9183735408154317,309,0.9805825242718447,2026-06-16T12:07:37.946365+00:00,2026-07-04T12:11:00.605297Z TiRex,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,24;36;72,1.7213413082460345,0.9431688674339999,0.1628016864486182,0.4494590088989589,0.49617136762298214,3.579494869397227,-0.48226930837784404,2.650220449318703e-29,245,1.0,2026-06-16T12:07:42.045490+00:00,2026-07-04T11:51:39.301864Z TiRex,nws_ksfo_observations_temperature/1h/short,Weather,1h,24,5.228292908334366,1.0384164898102246,0.038571642267602395,0.44557461839133583,41.021092123156215,28.770430231426985,0.0032459425717852684,0.9638615954756439,90,1.0,2026-06-16T13:14:27.889152+00:00,2026-07-04T11:51:39.301864Z TiRex,open_meteo_shanghai_air_quality_hourly_pm2_5/1h/short,Air Quality,1h,24,235.48007935947126,10.187227266776382,0.31529933688501804,0.4577963569161846,36.48006565027321,484.44585188548155,0.533894343151005,3.450404975096391e-14,93,1.0,2026-06-16T13:14:34.959433+00:00,2026-07-04T11:51:39.301864Z @@ -131,12 +131,12 @@ TiRex,open_meteo_shanghai_hourly_temperature_2m/1h/short,Weather,1h,24,1.5104178 TiRex,usgs_earthquake_all_week_hourly_earthquake_count/1h/short,Hazards,1h,24,10.687469225593127,2.830202567538091,0.5900447822197618,0.357137597450265,21.32495317005169,8.877494452507804,0.48686096512183463,6.252752055990584e-12,92,1.0,2026-06-16T13:14:44.379149+00:00,2026-07-04T11:51:39.301864Z TiRex,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,679.066855709341,14.975555109195273,0.006774064631364341,0.14913572702939756,18.10135331773732,2018.5775355578419,0.20327631198670582,7.07410198021612e-05,174,1.0,2026-06-16T12:42:39.570887+00:00,2026-07-04T11:09:15.487668Z TiRex,wikimedia_time_series_hourly_pageviews/1D/short,Web,1D,2;7,172.23569926061967,9.889146443464348,0.05731610053673026,0.11842810055947478,92.60313930497425,167.78093338581627,0.8733260632194672,0.0011553371891531911,9,1.0,2026-06-17T09:45:42.165364+00:00,2026-07-04T11:51:39.301864Z -TimesFM-2.5,binance_btcusdt_1h_close/1h/short,Finance,1h,24,468136.05767272494,488.2413758366782,0.010481469702457497,0.14366544442978876,32.131633439026025,655738.7386962741,0.5934126278101765,1.7572446374883013e-105,604,1.0,2026-06-16T12:06:55.147862+00:00,2026-07-04T11:51:39.301864Z +TimesFM-2.5,binance_btcusdt_1h_close/1h/short,Finance,1h,24,467739.2405446635,488.2237174539188,0.010479653076943792,0.1434380940304506,32.17578295850114,655268.3798412802,0.5915822888730775,5.1427078873960975e-105,605,1.0,2026-06-16T12:06:55.147862+00:00,2026-07-04T12:11:00.605297Z TimesFM-2.5,coingecko_bitcoin_7d_price_usd/1h/short,Finance,1h,24,456973.6284986312,625.4285633202607,0.008361848855058952,0.008560987601922239,36.64869050300113,356775.06914096343,0.27666443551086073,0.033836856680607215,31,1.0,2026-06-29T07:42:24.900081Z,2026-07-02T03:16:24.400538Z TimesFM-2.5,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,3.0119546070686384e-08,3.405782521567216e-05,,,-27.77777777777778,2.9269875701066416e-07,-0.1834542651047306,0.0060851780815568786,132,0.0,2026-06-29T07:34:52.372126Z,2026-07-04T11:51:39.301864Z TimesFM-2.5,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,0.0,0.0,,,0.0,0.0,0.0,1.0,192,0.0,2026-06-29T07:34:52.372126Z,2026-07-04T11:51:39.301864Z TimesFM-2.5,nasa_power_shanghai_hourly_T2M/1h/short,Weather,1h,24,2.1900844043205328,1.3364373557598195,0.047369556814345695,0.07559354885676652,11.598977533504918,2.077221300608584,-0.09471258445261027,0.29596757741974844,64,1.0,2026-06-17T05:12:05.733003+00:00,2026-07-04T11:51:39.301864Z -TimesFM-2.5,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,24;60,0.08697826767221893,0.23670645758359768,0.28971653627895205,0.14885662906723687,60.832922528328496,0.14029354265555133,-0.0452218790981006,0.23651893089817222,308,0.9805194805194806,2026-06-16T12:07:01.390017+00:00,2026-07-04T11:33:44.849635Z +TimesFM-2.5,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,24;60,0.08707064491637057,0.23704037359386357,0.28942475995060135,0.14886920539847764,60.71245980414744,0.14007502089613752,-0.04139873071911907,0.27772899789875083,309,0.9805825242718447,2026-06-16T12:07:01.390017+00:00,2026-07-04T12:11:00.605297Z TimesFM-2.5,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,24;36;72,1.561666522401343,0.884617688195393,0.14444568992681636,0.530608198737898,4.757132896836279,3.437783884571731,-0.3783378016183626,7.256089051723871e-19,248,1.0,2026-06-16T12:07:07.769114+00:00,2026-07-04T11:51:39.301864Z TimesFM-2.5,nws_ksfo_observations_temperature/1h/short,Weather,1h,24,5.292500983862445,1.0992692695952073,0.04096802639312734,0.5394931117502051,36.54681732962982,28.317425322066313,-0.001402524544179523,0.984112820875381,93,1.0,2026-06-16T13:13:08.030961+00:00,2026-07-04T11:51:39.301864Z TimesFM-2.5,open_meteo_shanghai_air_quality_hourly_pm2_5/1h/short,Air Quality,1h,24,248.46300496875742,10.409952956483028,0.3142268447537357,0.5400990947344025,35.1028217188233,516.9631071260679,0.5346491228070175,1.1925042385667354e-14,96,1.0,2026-06-16T13:13:12.832013+00:00,2026-07-04T11:51:39.301864Z @@ -144,12 +144,12 @@ TimesFM-2.5,open_meteo_shanghai_hourly_temperature_2m/1h/short,Weather,1h,24,1.4 TimesFM-2.5,usgs_earthquake_all_week_hourly_earthquake_count/1h/short,Hazards,1h,24,10.331317804270325,2.7656196639615853,0.5044194322793383,0.4980241895246986,22.683993699969996,8.879095535575042,0.488157894736842,1.843867299754666e-12,96,1.0,2026-06-16T13:13:22.668298+00:00,2026-07-04T11:51:39.301864Z TimesFM-2.5,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,763.2522610402806,15.501613019057222,0.00724863097612139,0.1847312360275456,20.250645692275015,2414.707069475041,0.20081661077292806,8.241152640560607e-05,175,1.0,2026-06-16T12:41:30.056174+00:00,2026-07-04T11:09:15.487668Z TimesFM-2.5,wikimedia_time_series_hourly_pageviews/1D/short,Web,1D,2;7,133.4466833188766,8.710828562308473,0.06037405843636016,0.1608873091910713,92.95888361135204,133.69946779555372,0.4789207443461594,0.07473549830588248,9,1.0,2026-06-17T09:44:33.543452+00:00,2026-07-04T11:51:39.301864Z -Toto-1.0,binance_btcusdt_1h_close/1h/short,Finance,1h,24,1617380.3280209692,1184.2937254832575,0.013422970783450344,0.011790178417199234,0.742935740773086,1757359.584656804,-0.26544566544566545,0.00019414440827965115,91,1.0,2026-07-03T07:52:13.218889Z,2026-07-04T11:51:39.301864Z -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,,,,,1,1.0,2026-07-04T11:56:49.178650+00:00,2026-07-04T11:56:49.178650+00:00 +Toto-1.0,binance_btcusdt_1h_close/1h/short,Finance,1h,24,1637608.01424701,1191.6930053061085,0.013340731158525446,0.011732958721334157,5.697066781238582e-05,1758413.4502912692,-0.24080267558528426,0.0006743920678578936,92,1.0,2026-07-03T07:52:13.218889Z,2026-07-04T12:11:00.605297Z +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,,,,,1,1.0,2026-07-04T12:13:53.654976+00:00,2026-07-04T12:13:53.654976+00:00 Toto-1.0,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,2.540078215266207,1.303375589081058,,,-100.0,4.250768924760516,0.052419354838709686,0.6875540197466125,32,0.0,2026-07-03T08:14:44.325135Z,2026-07-04T11:51:39.301864Z Toto-1.0,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,0.2340576766295612,0.28991819801582375,,,-100.0,0.5510130662980706,0.03961352657004831,0.6978723071002996,46,0.0,2026-07-03T07:52:13.218889Z,2026-07-04T11:51:39.301864Z Toto-1.0,nasa_power_shanghai_hourly_T2M/1h/short,Weather,1h,24,4.109312589743435,1.567696447210726,0.03155297648268382,0.024896540145716333,-10.216422968689011,9.155793354973653,0.2761904761904762,0.16857787367749338,15,1.0,2026-07-03T07:52:13.218889Z,2026-07-04T11:51:39.301864Z -Toto-1.0,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,0.33413515262929666,0.5094566313870016,0.4986720034641488,0.19045348337061324,5.251159632886595,0.3439193789231388,0.02801932367149759,0.7836416978259775,46,1.0,2026-07-03T07:52:13.218889Z,2026-07-04T11:33:44.849635Z +Toto-1.0,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,0.4270641275921979,0.5447525060563247,0.49115072908283186,0.18815299065067242,3.062007995837089,0.7222129598318954,0.06938020351526365,0.4915888079967865,47,1.0,2026-07-03T07:52:13.218889Z,2026-07-04T12:11:00.605297Z Toto-1.0,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,72,3.422458975370824,1.252043946712099,0.18326161349334483,0.1303432176255305,-66.39340418265455,9.316697678772627,-0.05128205128205128,0.6411858797379664,40,1.0,2026-07-03T07:52:13.218889Z,2026-07-04T11:51:39.301864Z Toto-1.0,nws_ksfo_observations_temperature/1h/short,Weather,1h,24,1.6922894762386451,1.073353537425695,0.028552253189858167,0.025635652479751785,-2.9680905849463235,2.3163636400841687,0.04761904761904762,0.845841042458974,15,1.0,2026-07-03T07:52:13.218889Z,2026-07-04T11:51:39.301864Z Toto-1.0,open_meteo_shanghai_air_quality_hourly_pm2_5/1h/short,Air Quality,1h,24,4295.157196437355,45.6904334552255,0.3262745771352685,0.2579356144537714,-15.61548761086368,10349.141125351869,0.12380952380952381,0.5589660721223221,15,1.0,2026-07-03T07:52:13.218889Z,2026-07-04T11:51:39.301864Z diff --git a/results/aggregates/metadata.json b/results/aggregates/metadata.json index cb955943c5ce861ad371ff6abc8fdd6e741b1944..55edaa12ba2e049db8cb22b53d3ef0ee7acb0b93 100644 --- a/results/aggregates/metadata.json +++ b/results/aggregates/metadata.json @@ -1,5 +1,5 @@ { - "generated_at": "2026-07-04T12:04:55.112933+00:00", + "generated_at": "2026-07-04T12:16:16.146284+00:00", "baseline_model": "Seasonal-Naive", "normalization": "Per-config metric / Seasonal-Naive metric", "metric_aggregation": "Geometric mean over dataset configurations", @@ -10,7 +10,7 @@ "frequency", "prediction_length" ], - "num_configs": 12, + "num_configs": 13, "num_models": 12, "num_rows_missing_prediction_length": 0 } diff --git a/results/aggregates/results_by_domain.csv b/results/aggregates/results_by_domain.csv index 0e20d87a65ad032ac367d7ea4bd65d03392ff215..4380b7955f9e873ccfc5c4fb18559cf30f3a6a97 100644 --- a/results/aggregates/results_by_domain.csv +++ b/results/aggregates/results_by_domain.csv @@ -11,18 +11,18 @@ Climate,Moirai-2.0,0.48786457126704075,0.8926345951435283,9,5,5,1.0 Climate,Sundial,0.7695765610296762,0.8763768180931935,10,5,5,1.0 Climate,Moving-Average,0.8533615211619512,1.059630860836737,11,5,5,1.0 Climate,ETS,3.3242834741684972,2.466788848512323,12,5,5,1.0 -Finance,ETS,0.06544948612477586,0.2528861303728606,1,1,2,0.5 -Finance,Moirai-2.0,0.31515768853736614,0.6427976471138427,2,2,2,1.0 -Finance,Toto-1.0,0.9807294768872702,0.7092668187070423,3,2,2,1.0 -Finance,TimesFM-2.5,0.4595988390195927,0.8310496293851245,4,1,2,0.5 -Finance,Chronos-2,0.5601962845365437,0.8598645312088375,5,1,2,0.5 -Finance,TiRex,0.5299201128511349,0.9327877246239055,6,1,2,0.5 -Finance,TabPFN-TS,0.8149736870820852,1.0625242502910923,7,2,2,1.0 -Finance,Seasonal-Naive,1.0,1.0,8,2,2,1.0 -Finance,Chronos-Bolt,1.016396396726838,0.9263031307784977,9,2,2,1.0 -Finance,Sundial,1.7434898448025418,1.409778240663535,10,2,2,1.0 -Finance,Moving-Average,0.92839071396288,1.2986537037026618,11,1,2,0.5 -Finance,ARIMA,0.6054698530567271,1.732496309067227,12,1,2,0.5 +Finance,ETS,0.07667133081137817,0.26951371438860955,1,1,2,0.5 +Finance,Moirai-2.0,0.2633420800987492,0.6092193397189113,2,2,2,1.0 +Finance,TimesFM-2.5,0.3051839631259491,0.6944508506638492,3,1,2,0.5 +Finance,Toto-1.0,2.1272713420872216,0.6724747921664712,4,2,2,1.0 +Finance,Chronos-2,0.5298259555022201,0.8509129661357803,5,1,2,0.5 +Finance,TiRex,0.531219816389394,0.943798974182862,6,1,2,0.5 +Finance,Chronos-Bolt,0.864407619753256,0.8933921354630724,7,2,2,1.0 +Finance,TabPFN-TS,0.7371889508583228,1.0171219769049946,8,2,2,1.0 +Finance,Seasonal-Naive,1.0,1.0,9,2,2,1.0 +Finance,Sundial,1.4610670616405996,1.2859008859362848,10,2,2,1.0 +Finance,Moving-Average,0.9245574814634556,1.3024172350734224,11,1,2,0.5 +Finance,ARIMA,0.46763097014873084,1.7435316119438327,12,1,2,0.5 Hazards,ARIMA,0.655132718401891,0.734682478599948,1,1,1,1.0 Hazards,Chronos-2,0.5881559058932312,0.7579595505587307,2,1,1,1.0 Hazards,ETS,0.6040270862853502,0.7755797107316216,3,1,1,1.0 @@ -35,18 +35,30 @@ Hazards,Sundial,0.9750835744735993,0.8612922510874058,9,1,1,1.0 Hazards,TimesFM-2.5,0.6210676264544277,0.9044792828667656,10,1,1,1.0 Hazards,TabPFN-TS,0.7117598816474199,0.9566950110467446,11,1,1,1.0 Hazards,Seasonal-Naive,1.0,1.0,12,1,1,1.0 -Ocean,Toto-1.0,1.0738040341942527,0.44441803886326453,1,2,2,1.0 -Ocean,Moirai-2.0,0.22637733313127817,0.4463295322951061,2,2,2,1.0 -Ocean,Chronos-2,0.37023876721789634,0.5040824661432325,3,2,2,1.0 -Ocean,TiRex,0.4216764648159965,0.6040008683222425,4,2,2,1.0 -Ocean,Moving-Average,0.8167517806220903,0.932346153013824,5,2,2,1.0 -Ocean,Chronos-Bolt,0.7528460994027325,0.7929036046836114,6,2,2,1.0 -Ocean,Seasonal-Naive,1.0,1.0,7,2,2,1.0 -Ocean,TabPFN-TS,0.3484920053701838,0.5926492753250009,8,2,2,1.0 -Ocean,ARIMA,0.46287770310128096,0.5880021083190838,9,2,2,1.0 -Ocean,ETS,0.8856620325311704,0.8090483635973821,10,2,2,1.0 -Ocean,Sundial,1.085815678060779,0.9518768725175548,11,2,2,1.0 -Ocean,TimesFM-2.5,1.2688204869950248,1.0909802461835634,12,2,2,1.0 +Hydrology,TabPFN-TS,0.5030092833280563,0.18872866279379122,1,1,1,1.0 +Hydrology,Moving-Average,0.4828989016620414,0.26133394742956456,2,1,1,1.0 +Hydrology,Sundial,0.631493368732929,0.35863142324473357,3,1,1,1.0 +Hydrology,TiRex,0.4889241256475448,0.36625279666082244,4,1,1,1.0 +Hydrology,TimesFM-2.5,0.5022699621915816,0.3704970773457321,5,1,1,1.0 +Hydrology,Moirai-2.0,0.5093364602327346,0.4316462213466925,6,1,1,1.0 +Hydrology,Toto-1.0,38.493451308262344,0.46484478986170435,7,1,1,1.0 +Hydrology,Chronos-Bolt,0.5357863180875778,0.5449772901763086,8,1,1,1.0 +Hydrology,Seasonal-Naive,1.0,1.0,9,1,1,1.0 +Hydrology,ETS,1.4659736759495972,1.2349031229744876,10,1,1,1.0 +Hydrology,ARIMA,1.3642482625587986,1.7747274252278997,11,1,1,1.0 +Hydrology,Chronos-2,5.034593006813526,2.2751245905591637,12,1,1,1.0 +Ocean,Moirai-2.0,0.2828361656943208,0.4411170898742373,1,2,2,1.0 +Ocean,TiRex,0.3442202196912017,0.5083766178806763,2,2,2,1.0 +Ocean,TabPFN-TS,0.26047534033325787,0.5136826542729652,3,2,2,1.0 +Ocean,Moving-Average,0.8052540516418351,0.9252150505028438,4,2,2,1.0 +Ocean,Toto-1.0,10.146789688059826,0.5998921591878048,5,2,2,1.0 +Ocean,Chronos-Bolt,0.4760784058832101,0.6529943295329291,6,2,2,1.0 +Ocean,Chronos-2,0.6637467170426659,0.5994149608046001,7,2,2,1.0 +Ocean,Sundial,0.44536973715009076,0.6140682239681593,8,2,2,1.0 +Ocean,Seasonal-Naive,1.0,1.0,9,2,2,1.0 +Ocean,ARIMA,1.2716839343647137,0.9790753477415168,10,2,2,1.0 +Ocean,ETS,1.7840498632000865,1.2507451512906336,11,2,2,1.0 +Ocean,TimesFM-2.5,1.1648860394815799,1.042938398932916,12,2,2,1.0 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 diff --git a/results/aggregates/results_by_frequency.csv b/results/aggregates/results_by_frequency.csv index e90f0c667ddb230b006f9b49a10564a55b195f87..9a456c6a7ad68f31efa3240560932cf971772c02 100644 --- a/results/aggregates/results_by_frequency.csv +++ b/results/aggregates/results_by_frequency.csv @@ -11,6 +11,18 @@ frequency,model,MSE,CRPS,Rank,n_configs,n_group_configs,coverage 10min,TabPFN-TS,1.9830951259613876,1.7057704521726198,10,1,1,1.0 10min,ARIMA,2.5639754248677646,1.7797394082096212,11,1,1,1.0 10min,TimesFM-2.5,2.5807436634015306,1.9525936083700837,12,1,1,1.0 +15min,TabPFN-TS,0.5030092833280563,0.18872866279379122,1,1,1,1.0 +15min,Moving-Average,0.4828989016620414,0.26133394742956456,2,1,1,1.0 +15min,Sundial,0.631493368732929,0.35863142324473357,3,1,1,1.0 +15min,TiRex,0.4889241256475448,0.36625279666082244,4,1,1,1.0 +15min,TimesFM-2.5,0.5022699621915816,0.3704970773457321,5,1,1,1.0 +15min,Moirai-2.0,0.5093364602327346,0.4316462213466925,6,1,1,1.0 +15min,Toto-1.0,38.493451308262344,0.46484478986170435,7,1,1,1.0 +15min,Chronos-Bolt,0.5357863180875778,0.5449772901763086,8,1,1,1.0 +15min,Seasonal-Naive,1.0,1.0,9,1,1,1.0 +15min,ETS,1.4659736759495972,1.2349031229744876,10,1,1,1.0 +15min,ARIMA,1.3642482625587986,1.7747274252278997,11,1,1,1.0 +15min,Chronos-2,5.034593006813526,2.2751245905591637,12,1,1,1.0 1D,Moirai-2.0,0.017416884713221715,0.13597186796305905,1,1,1,1.0 1D,Chronos-2,0.028957396799701905,0.1466630197136509,2,1,1,1.0 1D,Sundial,0.05520026466139165,0.16402261375489852,3,1,1,1.0 @@ -23,17 +35,17 @@ frequency,model,MSE,CRPS,Rank,n_configs,n_group_configs,coverage 1D,Toto-1.0,1.8944033859490188,0.35467893161111397,10,1,1,1.0 1D,ARIMA,0.3090047963532329,0.363286308680962,11,1,1,1.0 1D,Seasonal-Naive,1.0,1.0,12,1,1,1.0 -1h,Toto-1.0,2.5695784065198732,0.7040609212967626,1,6,6,1.0 -1h,Chronos-2,0.5111011251166975,0.8377888014063795,2,6,6,1.0 -1h,Moirai-2.0,0.37976179228065415,0.8477286646321233,3,6,6,1.0 -1h,ARIMA,0.7024710315627011,1.0064093740709916,4,6,6,1.0 -1h,TiRex,0.5462676137695961,0.8805528589182376,5,6,6,1.0 -1h,Chronos-Bolt,0.6344267863861432,0.9081999334007195,6,6,6,1.0 -1h,TabPFN-TS,0.5357924575559007,0.8722164821920158,7,6,6,1.0 -1h,ETS,1.5882132614764068,1.3915961739536522,8,6,6,1.0 -1h,Moving-Average,0.7964189699623979,1.0411903521612356,9,6,6,1.0 -1h,TimesFM-2.5,0.5822936233122719,0.8735728175043793,10,6,6,1.0 -1h,Sundial,1.013344875999329,1.0454805237023015,11,6,6,1.0 +1h,Toto-1.0,3.3262362652910706,0.6916701419038248,1,6,6,1.0 +1h,Chronos-2,0.5063750953695665,0.836328831118138,2,6,6,1.0 +1h,Moirai-2.0,0.35769158248016525,0.8327027574378371,3,6,6,1.0 +1h,ARIMA,0.6728685191126371,1.0074749531650509,4,6,6,1.0 +1h,TiRex,0.5464906855938196,0.8822768377358202,5,6,6,1.0 +1h,Chronos-Bolt,0.6010814625744222,0.8973140407332774,6,6,6,1.0 +1h,TabPFN-TS,0.5181732695996347,0.8596117667570788,7,6,6,1.0 +1h,ETS,1.6306594743321454,1.406444295084642,8,6,6,1.0 +1h,Moving-Average,0.7958699689892902,1.0416926453195596,9,6,6,1.0 +1h,TimesFM-2.5,0.5438834350173453,0.8478158618242483,10,6,6,1.0 +1h,Sundial,0.9553756875751208,1.0139149130556688,11,6,6,1.0 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 @@ -53,15 +65,15 @@ frequency,model,MSE,CRPS,Rank,n_configs,n_group_configs,coverage 5min,Chronos-Bolt,1.0459942197556757,,10,2,2,1.0 5min,Moirai-2.0,1.0,,11,2,2,1.0 5min,Toto-1.0,27565897440.049503,,12,2,2,1.0 -6min,Toto-1.0,0.2396684052007036,0.1647941396315963,1,1,1,1.0 -6min,Chronos-2,0.05623227509861669,0.1702140296649097,2,1,1,1.0 -6min,Moirai-2.0,0.03077012785635054,0.19342005899620968,3,1,1,1.0 -6min,ARIMA,0.08356389298831432,0.19426803597921166,4,1,1,1.0 -6min,TabPFN-TS,0.06124097438243457,0.2059088097673911,5,1,1,1.0 -6min,TiRex,0.08318093636154018,0.3011781659098615,6,1,1,1.0 -6min,ETS,0.46304427765306044,0.43141053900851334,7,1,1,1.0 -6min,Chronos-Bolt,0.25378689240311175,0.43717040816529446,8,1,1,1.0 -6min,Sundial,0.5352845926265164,0.5535959470568718,9,1,1,1.0 -6min,TimesFM-2.5,0.623814542702923,0.6095676501554733,10,1,1,1.0 -6min,Moving-Average,0.9750993714629268,0.9738186751320289,11,1,1,1.0 -6min,Seasonal-Naive,1.0,1.0,12,1,1,1.0 +6min,TabPFN-TS,0.03421288370563398,0.1546924845396582,1,1,1,1.0 +6min,Moirai-2.0,0.048032291277361784,0.188928741310835,2,1,1,1.0 +6min,TiRex,0.055429101050747574,0.21336318876021615,3,1,1,1.0 +6min,Sundial,0.09005626553239428,0.23039051798481974,4,1,1,1.0 +6min,Chronos-2,0.1807285002232457,0.24068405917233107,5,1,1,1.0 +6min,Chronos-Bolt,0.10148777816778155,0.29650279564815557,6,1,1,1.0 +6min,Toto-1.0,21.40021030429978,0.30026504508134566,7,1,1,1.0 +6min,ARIMA,0.6307314856595096,0.5386117384002252,8,1,1,1.0 +6min,TimesFM-2.5,0.5258017308044264,0.5570644599603718,9,1,1,1.0 +6min,Moving-Average,0.9478389117451116,0.9589790290303657,10,1,1,1.0 +6min,Seasonal-Naive,1.0,1.0,11,1,1,1.0 +6min,ETS,1.8788860584729934,1.0310493164031762,12,1,1,1.0 diff --git a/results/aggregates/results_by_prediction_length.csv b/results/aggregates/results_by_prediction_length.csv index 0414c31f916b404da92bdb9f0f6aca372ed13edb..39c6477d13d7b5f3b50f32f16d6e228a439b87af 100644 --- a/results/aggregates/results_by_prediction_length.csv +++ b/results/aggregates/results_by_prediction_length.csv @@ -23,18 +23,18 @@ prediction_length,model,MSE,CRPS,Rank,n_configs,n_group_configs,coverage 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,Toto-1.0,2.5695784065198732,0.7040609212967626,1,6,6,1.0 -24,Chronos-2,0.5111011251166975,0.8377888014063795,2,6,6,1.0 -24,Moirai-2.0,0.37976179228065415,0.8477286646321233,3,6,6,1.0 -24,ARIMA,0.7024710315627011,1.0064093740709916,4,6,6,1.0 -24,TiRex,0.5462676137695961,0.8805528589182376,5,6,6,1.0 -24,Chronos-Bolt,0.6344267863861432,0.9081999334007195,6,6,6,1.0 -24,TabPFN-TS,0.5357924575559007,0.8722164821920158,7,6,6,1.0 -24,ETS,1.5882132614764068,1.3915961739536522,8,6,6,1.0 -24,Moving-Average,0.7964189699623979,1.0411903521612356,9,6,6,1.0 -24,TimesFM-2.5,0.5822936233122719,0.8735728175043793,10,6,6,1.0 -24,Sundial,1.013344875999329,1.0454805237023015,11,6,6,1.0 -24,Seasonal-Naive,1.0,1.0,12,6,6,1.0 +24,Toto-1.0,4.719241501955591,0.6534963444913379,1,7,7,1.0 +24,Moirai-2.0,0.37621553652250433,0.7580956319814726,2,7,7,1.0 +24,TiRex,0.5378694337458253,0.7781415441269601,3,7,7,1.0 +24,Chronos-2,0.7030256966830237,0.9648655479252333,4,7,7,1.0 +24,TabPFN-TS,0.5159793139175309,0.6922070148330806,5,7,7,1.0 +24,Chronos-Bolt,0.5912876439784216,0.835615438241119,6,7,7,1.0 +24,Moving-Average,0.741044232996646,0.854963611384339,7,7,7,1.0 +24,ARIMA,0.7443584030617366,1.0923516231145913,8,7,7,1.0 +24,TimesFM-2.5,0.5377339500601114,0.7532549627557426,9,7,7,1.0 +24,ETS,1.6060459894110362,1.3805514175364297,10,7,7,1.0 +24,Sundial,0.9005082599550948,0.8740222455866138,11,7,7,1.0 +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 36,TimesFM-2.5,1.0,,3,1,1,1.0 @@ -47,18 +47,18 @@ prediction_length,model,MSE,CRPS,Rank,n_configs,n_group_configs,coverage 36,Sundial,1.0,,10,1,1,1.0 36,Moirai-2.0,1.0,,11,1,1,1.0 36,Toto-1.0,5265164515499.169,,12,1,1,1.0 -60,Toto-1.0,0.2396684052007036,0.1647941396315963,1,1,1,1.0 -60,Chronos-2,0.05623227509861669,0.1702140296649097,2,1,1,1.0 -60,Moirai-2.0,0.03077012785635054,0.19342005899620968,3,1,1,1.0 -60,ARIMA,0.08356389298831432,0.19426803597921166,4,1,1,1.0 -60,TabPFN-TS,0.06124097438243457,0.2059088097673911,5,1,1,1.0 -60,TiRex,0.08318093636154018,0.3011781659098615,6,1,1,1.0 -60,ETS,0.46304427765306044,0.43141053900851334,7,1,1,1.0 -60,Chronos-Bolt,0.25378689240311175,0.43717040816529446,8,1,1,1.0 -60,Sundial,0.5352845926265164,0.5535959470568718,9,1,1,1.0 -60,TimesFM-2.5,0.623814542702923,0.6095676501554733,10,1,1,1.0 -60,Moving-Average,0.9750993714629268,0.9738186751320289,11,1,1,1.0 -60,Seasonal-Naive,1.0,1.0,12,1,1,1.0 +60,TabPFN-TS,0.03421288370563398,0.1546924845396582,1,1,1,1.0 +60,Moirai-2.0,0.048032291277361784,0.188928741310835,2,1,1,1.0 +60,TiRex,0.055429101050747574,0.21336318876021615,3,1,1,1.0 +60,Sundial,0.09005626553239428,0.23039051798481974,4,1,1,1.0 +60,Chronos-2,0.1807285002232457,0.24068405917233107,5,1,1,1.0 +60,Chronos-Bolt,0.10148777816778155,0.29650279564815557,6,1,1,1.0 +60,Toto-1.0,21.40021030429978,0.30026504508134566,7,1,1,1.0 +60,ARIMA,0.6307314856595096,0.5386117384002252,8,1,1,1.0 +60,TimesFM-2.5,0.5258017308044264,0.5570644599603718,9,1,1,1.0 +60,Moving-Average,0.9478389117451116,0.9589790290303657,10,1,1,1.0 +60,Seasonal-Naive,1.0,1.0,11,1,1,1.0 +60,ETS,1.8788860584729934,1.0310493164031762,12,1,1,1.0 72,Moving-Average,0.6841184505621616,0.8926398427528848,1,1,1,1.0 72,Seasonal-Naive,1.0,1.0,2,1,1,1.0 72,Moirai-2.0,1.6654690937546126,1.0299348083782351,3,1,1,1.0 diff --git a/results/aggregates/results_overall.csv b/results/aggregates/results_overall.csv index 4f03d11896bc4c08d48e88fff7ffe02810bbdb1b..0714f387a14eb758f7428ba3ae909f334c0894aa 100644 --- a/results/aggregates/results_overall.csv +++ b/results/aggregates/results_overall.csv @@ -1,13 +1,13 @@ overall,model,MSE,CRPS,Rank,n_configs,n_group_configs,coverage -Overall,Chronos-2,0.4194747727299099,0.6166156851189274,1,11,12,0.9166666666666666 -Overall,Moirai-2.0,0.32757462531010834,0.5969065885570248,2,12,12,1.0 -Overall,Toto-1.0,93.81025851274588,0.5911242110357601,3,12,12,1.0 -Overall,TiRex,0.45346132951387125,0.6723833347773313,4,11,12,0.9166666666666666 -Overall,TabPFN-TS,0.4748434357346784,0.6944897462437771,5,12,12,1.0 -Overall,Chronos-Bolt,0.6332984162042116,0.7748134046071385,6,12,12,1.0 -Overall,TimesFM-2.5,0.5689287564871952,0.7659362243484833,7,11,12,0.9166666666666666 -Overall,ARIMA,0.6443942552304984,0.7975160396323245,8,11,12,0.9166666666666666 -Overall,ETS,1.0984232920034427,1.0546971216425975,9,11,12,0.9166666666666666 -Overall,Seasonal-Naive,1.0,1.0,10,12,12,1.0 -Overall,Moving-Average,0.7524161740814012,0.9006458798408591,11,11,12,0.9166666666666666 -Overall,Sundial,0.781716781140483,0.8272334645803788,12,12,12,1.0 +Overall,TiRex,0.44122845833821783,0.612029858912476,1,12,13,0.9230769230769231 +Overall,Moirai-2.0,0.34113952434441164,0.572722535812996,2,13,13,1.0 +Overall,TabPFN-TS,0.44907928670596586,0.5963307069243408,3,13,13,1.0 +Overall,Chronos-2,0.5660831446515786,0.7266149640657751,4,12,13,0.9230769230769231 +Overall,Toto-1.0,139.40813245744434,0.6048837621454835,5,13,13,1.0 +Overall,Chronos-Bolt,0.5683038663111567,0.7196456398170682,6,13,13,1.0 +Overall,TimesFM-2.5,0.5364677314503151,0.693332625413097,7,12,13,0.9230769230769231 +Overall,Sundial,0.652482196795847,0.6962350006564529,8,13,13,1.0 +Overall,Moving-Average,0.7231560592523867,0.7948350710674674,9,12,13,0.9230769230769231 +Overall,Seasonal-Naive,1.0,1.0,10,13,13,1.0 +Overall,ARIMA,0.7945108911075204,0.9572863074300635,11,12,13,0.9230769230769231 +Overall,ETS,1.281247881433808,1.1764750687794652,12,12,13,0.9230769230769231 diff --git a/results/arima/all_results.csv b/results/arima/all_results.csv index c350a37fa358c214f45eee31ac595a688e79e8fc..f4dd62a14e57150fc0e420bf4f116d603243dcf1 100644 --- a/results/arima/all_results.csv +++ b/results/arima/all_results.csv @@ -1,10 +1,10 @@ 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,449787.5901709921,1195429.215225034,1066.307579989183,0.8037666558741093,0.01706572336688621,0.017220046950365882,13.230650704910977,670.662053623874,0.010742959795199559,0.017080583878635217,0.015227859925595126,Finance,1,24 +binance_btcusdt_1h_close/1h/short,ARIMA,349457.1296789585,1196940.5611612473,1067.647208991122,0.81411207374674,0.01708233499272242,0.017236787488803067,14.08148583197513,591.1489911003473,0.009465838205192145,0.017095818300769807,0.01536136922500607,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,0.547161583334367,0.5686075309463137,0.5763363920227182,0.4776902951672191,0.023326732362728236,0.023425103922873183,8.360187235403945,0.7397037132084487,0.03006365484650961,0.023423944014150114,0.02114964923229978,Weather,1,24 -noaa_coops_sf_water_level_water_level/6min/short,ARIMA,0.022985591948242044,0.022484641460892543,0.09939795524177937,0.1364950268052966,0.06379845475908816,0.06014803140634087,4.662989225691169,0.15160999949951204,0.09575266883542644,0.06277699045316118,0.06087477617624014,Ocean,1,60 +noaa_coops_sf_water_level_water_level/6min/short,ARIMA,0.1385767405881007,0.13572249010114756,0.23602451238235728,0.32952812671928927,0.16445979123663942,0.13519424981228254,12.291124451803558,0.3722589697886415,0.23557212738113453,0.14936052857927226,0.14768312357698724,Ocean,1,60 noaa_ndbc_46013_realtime_wave_height/10min/short,ARIMA,0.16202901103399986,0.1461056893420149,0.3493560048983023,1.1458877834907315,0.2594075424517765,0.2234496598328943,22.092197834384383,0.4025282735833594,0.28137898735924155,0.24421002284153173,0.22842102069813752,Ocean,1,72 nws_ksfo_observations_temperature/1h/short,ARIMA,0.026202823913999137,0.014077522461450618,0.11709876864053721,0.18652902458761256,0.009022492468621142,0.009058800860785908,1.690061800570177,0.16187286342682375,0.012483767897988513,0.009030753011356713,0.007840093442379382,Weather,1,24 open_meteo_shanghai_air_quality_hourly_pm2_5/1h/short,ARIMA,142.65361958499483,142.4886460122167,9.665166177600915,0.6725693884677275,0.154824662005371,0.1532902922665131,11.597224881787588,11.943769069476973,0.1957593881071455,0.15841289344050316,0.14277558172027538,Air Quality,1,24 diff --git a/results/arima/forecasts/binance_btcusdt_1h_close__1h__short.json b/results/arima/forecasts/binance_btcusdt_1h_close__1h__short.json index 16402cfa3c84e384bccfbb86472d8b42e47ef000..7c6f2ac878ff6e4a6dec68ffbef3c3486d1a6b3e 100644 --- a/results/arima/forecasts/binance_btcusdt_1h_close__1h__short.json +++ b/results/arima/forecasts/binance_btcusdt_1h_close__1h__short.json @@ -1,12 +1,11 @@ { "dataset": "binance_btcusdt_1h_close/1h/short", "model": "ARIMA", - "evaluated_at": "2026-07-04T12:04:54.442661+00:00", + "evaluated_at": "2026-07-04T12:16:15.751602+00:00", "freq": "1h", "context_length": 96, "prediction_length": 24, "context": [ - 59948.78125, 59580.0, 59469.671875, 59824.01171875, @@ -101,10 +100,10 @@ 61584.0, 61718.6796875, 61916.4609375, - 62024.01953125 + 62024.01953125, + 61983.98828125 ], "actuals": [ - 61983.98828125, 62116.01171875, 62167.48046875, 61922.71875, @@ -127,350 +126,350 @@ 62553.78125, 62494.0, 62513.0, - 62500.6484375 + 62482.01171875, + 62548.21875 ], "p50": [ - 61360.097633274294, - 61358.713698010564, - 61287.76763715099, - 61349.1172687078, - 61381.146420572775, - 61373.64973094654, - 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a/results/arima/forecasts/noaa_coops_sf_water_level_water_level__6min__short.json +++ b/results/arima/forecasts/noaa_coops_sf_water_level_water_level__6min__short.json @@ -1,17 +1,11 @@ { "dataset": "noaa_coops_sf_water_level_water_level/6min/short", "model": "ARIMA", - "evaluated_at": "2026-07-04T11:40:05.119508+00:00", + "evaluated_at": "2026-07-04T12:16:15.816733+00:00", "freq": "6min", "context_length": 240, "prediction_length": 60, "context": [ - 1.4800000190734863, - 1.4950000047683716, - 1.5130000114440918, - 1.5329999923706055, - 1.5520000457763672, - 1.5759999752044678, 1.600000023841858, 1.6200000047683716, 1.6349999904632568, @@ -245,15 +239,15 @@ 1.1710000038146973, 1.1820000410079956, 1.190999984741211, - 1.2170000076293945 - ], - "actuals": [ + 1.2170000076293945, 1.246999979019165, 1.2589999437332153, 1.2719999551773071, 1.2899999618530273, 1.309000015258789, - 1.3359999656677246, + 1.3359999656677246 + ], + "actuals": [ 1.3609999418258667, 1.3899999856948853, 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"2026-07-04 11:54:00", + "2026-07-04 12:00:00" ] } diff --git a/results/arima/online_meta.json b/results/arima/online_meta.json index 86987dc15b4f0a9c84d59d09b4a18c6c9ad2386d..50b44ecca28877232be3afab5c243ee1438f3ac8 100644 --- a/results/arima/online_meta.json +++ b/results/arima/online_meta.json @@ -1,67 +1,19 @@ { "model": "ARIMA", "api_model_id": "baseline/arima", - "evaluated_at": "2026-07-04T12:04:54.757422+00:00", + "evaluated_at": "2026-07-04T12:16:15.856436+00:00", "datasets": [ { - "dataset": "task_binance_btcusdt_1h_crypto_btcusdt_close_20260703t110000z", - "data_fetched_at": "2026-07-04T11:51:39.301864Z", + "dataset": "task_binance_btcusdt_1h_crypto_btcusdt_close_20260703t120000z", + "data_fetched_at": "2026-07-04T12:11:00.605297Z", "context_length": 96, "prediction_length": 24 }, { - "dataset": "task_data_gov_sg_singapore_rainfall_5min_data_gov_sg_rainfall_station_s213_rainfall_5min_total_20260704t083500z", - "data_fetched_at": "2026-07-04T11:51:39.301864Z", - 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"task_open_meteo_shanghai_air_quality_hourly_grid_shanghai_31.2304_121.4737_pm2_5_20260703t110000z", - "data_fetched_at": "2026-07-04T11:51:39.301864Z", - "context_length": 336, - "prediction_length": 24 - }, - { - "dataset": "task_open_meteo_shanghai_hourly_grid_shanghai_31.2304_121.4737_temperature_2m_20260703t110000z", - "data_fetched_at": "2026-07-04T11:51:39.301864Z", - "context_length": 336, - "prediction_length": 24 - }, - { - "dataset": "task_usgs_earthquake_all_week_hourly_earth_global_earthquake_count_20260703t110000z", - "data_fetched_at": "2026-07-04T11:51:39.301864Z", - "context_length": 168, - "prediction_length": 24 - }, - { - "dataset": "task_wikimedia_time_series_hourly_enwiki_article_time_series_pageviews_20260625t000000z", - "data_fetched_at": "2026-07-04T11:51:39.301864Z", - "context_length": 30, - "prediction_length": 7 + "dataset": "task_noaa_coops_sf_water_level_coops_station_9414290_water_level_20260704t060000z", + "data_fetched_at": "2026-07-04T12:11:00.605297Z", + "context_length": 240, + "prediction_length": 60 } ], "failed_datasets": [] diff --git a/results/baseline_rank_history_daily.csv b/results/baseline_rank_history_daily.csv index e080da12e1fdfbe98fe3b94ab84ab2689e53d141..5038b7e62159f069cd6502f069aafb69b675730d 100644 --- a/results/baseline_rank_history_daily.csv +++ b/results/baseline_rank_history_daily.csv @@ -25,4 +25,4 @@ date,model,MSE_Rank,CRPS_Rank,MASE_Rank,MAE_Rank,RMSE_Rank,sMAPE_Rank,MSIS_Rank, 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,9.929,11.583,11.500,9.714,9.929,10.917,11.333,11.083,11.250,9.917 -2026-07-04,Seasonal-Naive,8.571,9.667,9.583,8.286,8.571,9.417,10.750,9.333,9.583,9.000 +2026-07-04,Seasonal-Naive,8.286,9.500,9.500,8.214,8.286,9.333,10.750,9.167,9.250,8.833 diff --git a/results/baseline_rank_history_weekly.csv b/results/baseline_rank_history_weekly.csv index a582c45ce4258754eca27fc0f715ff9e08516202..5d469971434477e460c39223f0d2a24893679f01 100644 --- a/results/baseline_rank_history_weekly.csv +++ b/results/baseline_rank_history_weekly.csv @@ -5,4 +5,4 @@ week,model,MSE_Rank,CRPS_Rank,MASE_Rank,MAE_Rank,RMSE_Rank,sMAPE_Rank,MSIS_Rank, 2026-W26,Chronos-2,4.657,4.082,4.641,4.709,4.657,4.544,3.941,4.621,4.69,4.79 2026-W26,ETS,6.154,6.308,6.455,6.615,6.154,6.692,7.182,6.692,6.231,6.182 2026-W26,Seasonal-Naive,1.532,1.661,1.532,1.523,1.532,1.532,1.642,1.532,1.541,1.505 -2026-W27,Seasonal-Naive,9.095,10.834,10.407,8.94,9.095,10.236,10.738,10.18,10.167,9.875 +2026-W27,Seasonal-Naive,9.048,10.806,10.393,8.928,9.048,10.222,10.738,10.153,10.111,9.847 diff --git a/results/chronos_2/all_results.csv b/results/chronos_2/all_results.csv index 3e482b3a60a0c99969a21b0868be018b6a137fc7..4d7f0cb4e890e0d31f8eef4563468263f5b1adbe 100644 --- a/results/chronos_2/all_results.csv +++ b/results/chronos_2/all_results.csv @@ -1,10 +1,10 @@ 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-2,416155.0497887929,416155.0497887929,541.4103190104166,0.4081069756356339,0.008656280334696181,0.008709809331183852,1.3867182854532094,645.1008059123728,0.010333508485115748,0.00867254865309115,0.007557820797485817,Finance,1,24 +binance_btcusdt_1h_close/1h/short,Chronos-2,395934.97748947144,395934.97748947144,531.2750651041666,0.40511270140498645,0.008493252774605024,0.008544131916257887,1.4605727523594052,629.2336430051014,0.010075672880474996,0.008507100383218452,0.00749696085899127,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-2,1.637555594461901,1.637555594461901,1.0564579168955486,0.8756339199445993,0.04294761928508137,0.041642332242351594,4.570584461734379,1.2796701115763784,0.052009419264582475,0.04293744320364125,0.027358558088658225,Weather,1,24 -noaa_coops_sf_water_level_water_level/6min/short,Chronos-2,0.015467591127173108,0.015467591127173108,0.07926819125811259,0.10885247955317763,0.050445615951961224,0.047424236528883584,0.7898290935028179,0.12436877070701112,0.07854786461506352,0.05006359007834261,0.05333734345786087,Ocean,1,60 +noaa_coops_sf_water_level_water_level/6min/short,Chronos-2,0.039707493698567714,0.039707493698567714,0.14401572744051616,0.20106908559018144,0.09803876157413514,0.0887218811103479,0.7759103639980267,0.1992673924619071,0.1260999663395491,0.09113572551056684,0.06599368546874476,Ocean,1,60 noaa_ndbc_46013_realtime_wave_height/10min/short,Chronos-2,0.15404834980470344,0.15404834980470344,0.35198497109942967,1.1545107932883125,0.26007665695766347,0.22419246800231374,23.31305178408064,0.39248993592792086,0.27436189695932334,0.24604774678795083,0.19159645977658105,Ocean,1,72 nws_ksfo_observations_temperature/1h/short,Chronos-2,0.006018003748636147,0.006018003748636147,0.04091552893320719,0.06517518323207505,0.0031848262919040066,0.0031676610121186867,2.253166051251305,0.07757579357400185,0.005982708781314047,0.0031554391255733567,0.008435731282885144,Weather,1,24 open_meteo_shanghai_air_quality_hourly_pm2_5/1h/short,Chronos-2,510.52267763172694,510.52267763172694,21.481386582056682,1.4948240693900743,0.35517601184588204,0.4411195894462472,4.871032327378962,22.59474889508018,0.37032985085412323,0.3520817481094023,0.263727973130395,Air Quality,1,24 diff --git a/results/chronos_2/forecasts/binance_btcusdt_1h_close__1h__short.json b/results/chronos_2/forecasts/binance_btcusdt_1h_close__1h__short.json index 0e4f691515d5181dd542a57c915cb1528ce64933..b046e29397ca2f1966f7703674ac9cc09a6cc2a8 100644 --- a/results/chronos_2/forecasts/binance_btcusdt_1h_close__1h__short.json +++ b/results/chronos_2/forecasts/binance_btcusdt_1h_close__1h__short.json @@ -1,12 +1,11 @@ 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"task_noaa_coops_sf_water_level_coops_station_9414290_water_level_20260704t060000z", + "data_fetched_at": "2026-07-04T12:11:00.605297Z", + "context_length": 240, + "prediction_length": 60 } ], "failed_datasets": [] diff --git a/results/chronos_bolt/all_results.csv b/results/chronos_bolt/all_results.csv index 2b40a090dbb9049171d1d173f442456a3c372be7..2b9055fb8cdf76756189eca13c6a9b98e163ba2b 100644 --- a/results/chronos_bolt/all_results.csv +++ b/results/chronos_bolt/all_results.csv @@ -1,11 +1,11 @@ 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,1141585.8117364247,1141585.8117364247,915.46923828125,0.6900669769377452,0.014637118381160543,0.01478457146791482,1.8196834806414828,1068.4501915093772,0.017114905172487763,0.014664388968267304,0.01190429410434089,Finance,1,24 +binance_btcusdt_1h_close/1h/short,Chronos-Bolt,830606.2542069753,830606.2542069753,801.3836263020834,0.6110783415918589,0.012812076059550419,0.012919128338804348,1.917296412340263,911.3760224007297,0.014593508746549582,0.012832243412520693,0.011099800699532363,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,0.5143226207795427,0.5143226207795427,0.5663356781005859,0.46940130968674304,0.023105506573262585,0.02270399575305167,2.1803337744139415,0.7171628969624284,0.029147532205135242,0.0230174866634501,0.01884576647889128,Weather,1,24 -noaa_coops_sf_water_level_water_level/6min/short,Chronos-Bolt,0.06980816405245846,0.06980816405245846,0.23528855443000793,0.32310239648073164,0.14237264654039267,0.1558701532911528,1.1670414962473779,0.2642123465178311,0.16686918674143417,0.1486017222312257,0.13698934368588364,Ocean,1,60 +noaa_coops_sf_water_level_water_level/6min/short,Chronos-Bolt,0.02229767472811967,0.02229767472811967,0.08762525916099548,0.12233893510957834,0.06297792557978685,0.0572446841741056,1.3409047286647238,0.14932405944160396,0.09449493284693164,0.055450829632389946,0.08129874618159721,Ocean,1,60 noaa_ndbc_46013_realtime_wave_height/10min/short,Chronos-Bolt,0.14113091080610612,0.14113091080610612,0.33827170232931775,1.10953126829068,0.24980320118013857,0.2169587721315186,22.807901646210265,0.3756739421441233,0.2626070275182221,0.23646177250204733,0.18457364048386857,Ocean,1,72 nws_ksfo_observations_temperature/1h/short,Chronos-Bolt,0.01036336243059092,0.01036336243059092,0.06383939584096272,0.1016910798868554,0.004957875143438037,0.004926784313283322,1.6722165029891363,0.10180060132725602,0.007850945809824561,0.004923346529831814,0.007943744247036866,Weather,1,24 open_meteo_shanghai_air_quality_hourly_pm2_5/1h/short,Chronos-Bolt,553.0027183242414,553.0027183242414,22.337568044662476,1.5544031218492755,0.3652194408643119,0.45380867402509334,18.71322376314701,23.516009829991173,0.3854293957177356,0.36611463490195734,0.29509287446807225,Air Quality,1,24 diff --git a/results/chronos_bolt/forecasts/binance_btcusdt_1h_close__1h__short.json 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a/results/chronos_bolt/forecasts/noaa_coops_sf_water_level_water_level__6min__short.json b/results/chronos_bolt/forecasts/noaa_coops_sf_water_level_water_level__6min__short.json index 48bc83b14dfcad5c24da7d192fb740bff8931771..0e20fa52a681e507f92377f61949356b40311463 100644 --- a/results/chronos_bolt/forecasts/noaa_coops_sf_water_level_water_level__6min__short.json +++ b/results/chronos_bolt/forecasts/noaa_coops_sf_water_level_water_level__6min__short.json @@ -1,17 +1,11 @@ { "dataset": "noaa_coops_sf_water_level_water_level/6min/short", "model": "Chronos-Bolt", - "evaluated_at": "2026-07-04T11:37:03.141869+00:00", + "evaluated_at": "2026-07-04T12:14:18.277682+00:00", "freq": "6min", "context_length": 240, "prediction_length": 60, "context": [ - 1.4800000190734863, - 1.4950000047683716, - 1.5130000114440918, - 1.5329999923706055, - 1.5520000457763672, - 1.5759999752044678, 1.600000023841858, 1.6200000047683716, 1.6349999904632568, @@ -245,15 +239,15 @@ 1.1710000038146973, 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"2026-07-03 05:42:00", - "2026-07-03 05:48:00", - "2026-07-03 05:54:00", - "2026-07-03 06:00:00", "2026-07-03 06:06:00", "2026-07-03 06:12:00", "2026-07-03 06:18:00", @@ -1417,6 +1411,12 @@ "2026-07-04 11:06:00", "2026-07-04 11:12:00", "2026-07-04 11:18:00", - "2026-07-04 11:24:00" + "2026-07-04 11:24:00", + "2026-07-04 11:30:00", + "2026-07-04 11:36:00", + "2026-07-04 11:42:00", + "2026-07-04 11:48:00", + "2026-07-04 11:54:00", + "2026-07-04 12:00:00" ] } diff --git a/results/chronos_bolt/online_meta.json b/results/chronos_bolt/online_meta.json index 260bd42a48dd18090fdf0c0c8b6e2010da9184e5..849a9fc7db9d0d0f4f7f11455b4d2c4569c8133d 100644 --- a/results/chronos_bolt/online_meta.json +++ b/results/chronos_bolt/online_meta.json @@ -1,67 +1,19 @@ { "model": "Chronos-Bolt", "api_model_id": "amazon/chronos-bolt-base", - "evaluated_at": "2026-07-04T11:59:30.660509+00:00", + "evaluated_at": "2026-07-04T12:14:19.474424+00:00", "datasets": [ { - "dataset": "task_binance_btcusdt_1h_crypto_btcusdt_close_20260703t110000z", - "data_fetched_at": "2026-07-04T11:51:39.301864Z", + "dataset": "task_binance_btcusdt_1h_crypto_btcusdt_close_20260703t120000z", + "data_fetched_at": "2026-07-04T12:11:00.605297Z", "context_length": 96, "prediction_length": 24 }, { - "dataset": "task_data_gov_sg_singapore_rainfall_5min_data_gov_sg_rainfall_station_s213_rainfall_5min_total_20260704t083500z", - "data_fetched_at": "2026-07-04T11:51:39.301864Z", - "context_length": 288, - "prediction_length": 36 - }, - { - "dataset": "task_data_gov_sg_singapore_taxi_availability_singapore_taxi_fleet_available_taxi_count_20260704t084500z", - "data_fetched_at": "2026-07-04T11:51:39.301864Z", - "context_length": 120, - "prediction_length": 12 - }, - { - "dataset": "task_nasa_power_shanghai_hourly_point_shanghai_31.2304_121.4737_t2m_20260630t230000z", - "data_fetched_at": "2026-07-04T11:51:39.301864Z", - "context_length": 336, - "prediction_length": 24 - }, - { - "dataset": "task_noaa_ndbc_46013_realtime_ndbc_station_46013_wave_height_20260703t105000z", - "data_fetched_at": "2026-07-04T11:51:39.301864Z", - "context_length": 82, - "prediction_length": 72 - }, - { - "dataset": "task_nws_ksfo_observations_nws_station_ksfo_temperature_20260704t095500z", - "data_fetched_at": "2026-07-04T11:51:39.301864Z", - "context_length": 96, - "prediction_length": 24 - }, - { - "dataset": "task_open_meteo_shanghai_air_quality_hourly_grid_shanghai_31.2304_121.4737_pm2_5_20260703t110000z", - "data_fetched_at": "2026-07-04T11:51:39.301864Z", - "context_length": 336, - "prediction_length": 24 - }, - { - "dataset": "task_open_meteo_shanghai_hourly_grid_shanghai_31.2304_121.4737_temperature_2m_20260703t110000z", - "data_fetched_at": "2026-07-04T11:51:39.301864Z", - "context_length": 336, - "prediction_length": 24 - }, - { - "dataset": "task_usgs_earthquake_all_week_hourly_earth_global_earthquake_count_20260703t110000z", - "data_fetched_at": "2026-07-04T11:51:39.301864Z", - "context_length": 168, - "prediction_length": 24 - }, - { - "dataset": "task_wikimedia_time_series_hourly_enwiki_article_time_series_pageviews_20260625t000000z", - "data_fetched_at": "2026-07-04T11:51:39.301864Z", - "context_length": 30, - "prediction_length": 7 + "dataset": "task_noaa_coops_sf_water_level_coops_station_9414290_water_level_20260704t060000z", + "data_fetched_at": "2026-07-04T12:11:00.605297Z", + "context_length": 240, + "prediction_length": 60 } ], "failed_datasets": [] diff --git a/results/dataset_eval_intervals.json b/results/dataset_eval_intervals.json index 98396e660e14a951cbac7275c771d5855c9ca6c4..4c86bb260ee1a36e6052e01570b2b8158eb46222 100644 --- a/results/dataset_eval_intervals.json +++ b/results/dataset_eval_intervals.json @@ -10,6 +10,5 @@ "open_meteo_shanghai_air_quality_hourly_pm2_5": 3600, "open_meteo_shanghai_hourly_temperature_2m": 3600, "usgs_earthquake_all_week_hourly_earthquake_count": 3600, - "usgs_potomac_iv_usgs_00060": 900, "wikimedia_time_series_hourly_pageviews": 86400 } diff --git a/results/dataset_properties.csv b/results/dataset_properties.csv index 7f65a2902692ee5a4d340b204f39a8ba5fddc9e1..32cef51d557e92d8917c51ce0e53a615bfdc7f81 100644 --- a/results/dataset_properties.csv +++ b/results/dataset_properties.csv @@ -10,4 +10,5 @@ nws_ksfo_observations_temperature,Weather,1h,1 open_meteo_shanghai_air_quality_hourly_pm2_5,Air Quality,1h,1 open_meteo_shanghai_hourly_temperature_2m,Weather,1h,1 usgs_earthquake_all_week_hourly_earthquake_count,Hazards,1h,1 +usgs_potomac_iv_usgs_00060,Hydrology,15min,1 wikimedia_time_series_hourly_pageviews,Web,1D,1 diff --git a/results/ets/all_results.csv b/results/ets/all_results.csv index dc507b69ab2c0669c27cbe5c50de319aeaccc849..217f0c9815233e416a5b02066579b16a34ce0549 100644 --- a/results/ets/all_results.csv +++ b/results/ets/all_results.csv @@ -1,10 +1,10 @@ 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,48620.69761751557,54761.819863231874,168.24999498256693,0.12682432194596738,0.0026883741649906356,0.0026951286275026134,0.9591012310319732,220.5010150033681,0.0035320822554102426,0.002695102431803816,0.002222754848186131,Finance,1,24 +binance_btcusdt_1h_close/1h/short,ETS,57295.91259853562,64828.340276975454,188.67475682592854,0.14386999399208458,0.0030151968332408096,0.0030233103855663948,0.9699633217687119,239.365646237165,0.003832868723914723,0.0030211752847515987,0.002374548100857541,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,5.582509581368716,5.981868727558015,2.0013517775509926,1.6587991572013856,0.08080434838370308,0.08595641282010298,21.65455938181098,2.3627334977455066,0.09602818412578436,0.08134060704625148,0.07161819276110197,Weather,1,24 -noaa_coops_sf_water_level_water_level/6min/short,ETS,0.12736777140804223,0.12799180114240788,0.22119059296876814,0.30374282693152693,0.13967084560976112,0.11766132631723102,10.108484299553607,0.3568862163323798,0.2253994314175346,0.1396978409601421,0.1351844623838407,Ocean,1,60 +noaa_coops_sf_water_level_water_level/6min/short,ETS,0.41280626041264035,0.4137195862841449,0.45688583908972785,0.6378860109068174,0.3107543002257577,0.2347226175571051,22.517753492926385,0.642500008103222,0.40658548493057806,0.2891255223367513,0.2827056537248962,Ocean,1,60 noaa_ndbc_46013_realtime_wave_height/10min/short,ETS,0.10705142582273469,0.10837466957910248,0.29852154157708344,0.979150731076106,0.22142495045501923,0.19458400054810346,14.969734623002232,0.3271871418970108,0.22871334190859008,0.20867525236456316,0.19473224383418467,Ocean,1,72 nws_ksfo_observations_temperature/1h/short,ETS,0.20410706032664708,0.172088593953464,0.3586846770355841,0.5713561612876701,0.027643803621087013,0.02815625863268446,19.78731807155748,0.45178209385349377,0.03484180535722636,0.027662056269866432,0.027503985183651776,Weather,1,24 open_meteo_shanghai_air_quality_hourly_pm2_5/1h/short,ETS,148.43499344230023,149.17532942471533,8.15147422774769,0.5672361898104015,0.11793920931417383,0.1284726318574536,9.710790669813852,12.183390063619413,0.19968679652555058,0.13360335399258788,0.11653327858861336,Air Quality,1,24 diff --git a/results/ets/forecasts/binance_btcusdt_1h_close__1h__short.json b/results/ets/forecasts/binance_btcusdt_1h_close__1h__short.json index 7025ded2f8572dde82edc62449308b501638f87b..0ee218f7a59b68b718a9a917f41f471e7a45fbde 100644 --- a/results/ets/forecasts/binance_btcusdt_1h_close__1h__short.json +++ b/results/ets/forecasts/binance_btcusdt_1h_close__1h__short.json @@ -1,12 +1,11 @@ { "dataset": 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"timestamps": [ - "2026-07-03 05:30:00", - "2026-07-03 05:36:00", - "2026-07-03 05:42:00", - "2026-07-03 05:48:00", - "2026-07-03 05:54:00", - "2026-07-03 06:00:00", "2026-07-03 06:06:00", "2026-07-03 06:12:00", "2026-07-03 06:18:00", @@ -1417,6 +1411,12 @@ "2026-07-04 11:06:00", "2026-07-04 11:12:00", "2026-07-04 11:18:00", - "2026-07-04 11:24:00" + "2026-07-04 11:24:00", + "2026-07-04 11:30:00", + "2026-07-04 11:36:00", + "2026-07-04 11:42:00", + "2026-07-04 11:48:00", + "2026-07-04 11:54:00", + "2026-07-04 12:00:00" ] } diff --git a/results/ets/online_meta.json b/results/ets/online_meta.json index 847d23b64d14ef482b125c4610b1b0cd93cbe147..d7e63525d12b7fdf41126db09b1e37c41a89ed1c 100644 --- a/results/ets/online_meta.json +++ b/results/ets/online_meta.json @@ -1,67 +1,19 @@ { "model": "ETS", "api_model_id": "baseline/ets", - "evaluated_at": "2026-07-04T12:04:54.312207+00:00", + "evaluated_at": "2026-07-04T12:16:15.488896+00:00", "datasets": [ { - "dataset": 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data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Moirai-2.0,1.2167879962794955e-13,1.2167879962794955e-13,2.9433961579172774e-07,nan,nan,2.0,nan,3.488248839001449e-07,inf,inf,inf,Transportation,1,12 nasa_power_shanghai_hourly_T2M/1h/short,Moirai-2.0,0.43341920204329654,0.43341920204329654,0.530803362528483,0.4399507274425048,0.021635539978957157,0.02132607270793722,2.492139228518075,0.6583458073408659,0.0267570390253875,0.021573352678204132,0.0203011644867109,Weather,1,24 -noaa_coops_sf_water_level_water_level/6min/short,Moirai-2.0,0.00846381825700983,0.00846381825700983,0.07705487410227457,0.10581311336320044,0.04631412276541022,0.047597942905910975,0.7711519846085921,0.09199901226105545,0.05810402337114664,0.048665720377463105,0.060609058716429284,Ocean,1,60 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14:00:00", "2026-06-29 15:00:00", @@ -589,6 +588,7 @@ "2026-07-04 08:00:00", "2026-07-04 09:00:00", "2026-07-04 10:00:00", - "2026-07-04 11:00:00" + "2026-07-04 11:00:00", + "2026-07-04 12:00:00" ] } diff --git a/results/moirai_2_0/forecasts/noaa_coops_sf_water_level_water_level__6min__short.json b/results/moirai_2_0/forecasts/noaa_coops_sf_water_level_water_level__6min__short.json index 154fa6c82f5e8e9a4b312f7f5eaad4a3c73f9262..cf273febb9832c5147b74fdc82adc9245cdf398c 100644 --- a/results/moirai_2_0/forecasts/noaa_coops_sf_water_level_water_level__6min__short.json +++ b/results/moirai_2_0/forecasts/noaa_coops_sf_water_level_water_level__6min__short.json @@ -1,17 +1,11 @@ { "dataset": "noaa_coops_sf_water_level_water_level/6min/short", "model": "Moirai-2.0", - "evaluated_at": "2026-07-04T11:36:53.823074+00:00", + "evaluated_at": "2026-07-04T12:14:03.816174+00:00", "freq": "6min", "context_length": 240, "prediction_length": 60, "context": [ - 1.4800000190734863, - 1.4950000047683716, - 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"2026-07-04T11:58:19.844393+00:00", + "evaluated_at": "2026-07-04T12:14:10.459924+00:00", "datasets": [ { - "dataset": "task_binance_btcusdt_1h_crypto_btcusdt_close_20260703t110000z", - "data_fetched_at": "2026-07-04T11:51:39.301864Z", + "dataset": "task_binance_btcusdt_1h_crypto_btcusdt_close_20260703t120000z", + "data_fetched_at": "2026-07-04T12:11:00.605297Z", "context_length": 96, "prediction_length": 24 }, { - "dataset": "task_data_gov_sg_singapore_rainfall_5min_data_gov_sg_rainfall_station_s213_rainfall_5min_total_20260704t083500z", - "data_fetched_at": "2026-07-04T11:51:39.301864Z", - "context_length": 288, - "prediction_length": 36 - }, - { - "dataset": "task_data_gov_sg_singapore_taxi_availability_singapore_taxi_fleet_available_taxi_count_20260704t084500z", - "data_fetched_at": "2026-07-04T11:51:39.301864Z", - "context_length": 120, - "prediction_length": 12 - }, - { - "dataset": "task_nasa_power_shanghai_hourly_point_shanghai_31.2304_121.4737_t2m_20260630t230000z", - "data_fetched_at": "2026-07-04T11:51:39.301864Z", - "context_length": 336, - "prediction_length": 24 - }, - { - "dataset": "task_noaa_ndbc_46013_realtime_ndbc_station_46013_wave_height_20260703t105000z", - "data_fetched_at": "2026-07-04T11:51:39.301864Z", - "context_length": 82, - "prediction_length": 72 - }, - { - "dataset": "task_nws_ksfo_observations_nws_station_ksfo_temperature_20260704t095500z", - "data_fetched_at": "2026-07-04T11:51:39.301864Z", - "context_length": 96, - "prediction_length": 24 - }, - { - "dataset": "task_open_meteo_shanghai_air_quality_hourly_grid_shanghai_31.2304_121.4737_pm2_5_20260703t110000z", - "data_fetched_at": "2026-07-04T11:51:39.301864Z", - "context_length": 336, - "prediction_length": 24 - }, - { - "dataset": "task_open_meteo_shanghai_hourly_grid_shanghai_31.2304_121.4737_temperature_2m_20260703t110000z", - "data_fetched_at": "2026-07-04T11:51:39.301864Z", - "context_length": 336, - "prediction_length": 24 - }, - { - "dataset": 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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,Moving-Average,689676.9836885128,723309.4458381552,816.6512541118403,0.6155794630471726,0.013066829188317497,0.013159966055463853,7.828963803087189,830.4679305599421,0.013302800629617202,0.013081479028397635,0.011414579406802168,Finance,1,24 +binance_btcusdt_1h_close/1h/short,Moving-Average,690914.8972589769,729664.507104521,823.9396612870017,0.6282779748250392,0.013180498660270342,0.013274426592407218,9.001538909831089,831.2129072981103,0.013309888053611984,0.013193424402308845,0.011474935066229753,Finance,1,24 coingecko_bitcoin_7d_price_usd/1h/short,Moving-Average,763747.8792799147,770725.1833900927,703.1501790364564,1.0419835263158121,0.011737086968445143,0.011838641769502792,25.952716117386256,873.9267013199188,0.014698903924331055,0.01182654896620388,0.010766495151387482,Finance,1,24 data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Moving-Average,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,Moving-Average,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,Moving-Average,0.8205691112872011,0.709997182654206,0.6999430145394937,0.5801403309656422,0.02884074044162625,0.028398891946500474,6.326147739485137,0.9058526984489261,0.0368164203878662,0.028447667391134097,0.02407148457659363,Weather,1,24 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nws_ksfo_observations_temperature/1h/short,Moving-Average,0.012203859818521396,0.006786694120140606,0.0789473260355275,0.12575681102516173,0.006099229135161602,0.006102040791945068,3.670981441139024,0.1104710813675751,0.008519620336833324,0.006088482488850784,0.005871101148991471,Weather,1,24 open_meteo_shanghai_air_quality_hourly_pm2_5/1h/short,Moving-Average,740.3211143658995,744.6367682093465,24.886337294032916,1.7317641877528451,0.39072432532245444,0.49468384000742177,42.54196776699786,27.20884257674147,0.4459552376593133,0.40788917908316996,0.38265330563118094,Air Quality,1,24 diff --git a/results/moving_average/forecasts/binance_btcusdt_1h_close__1h__short.json b/results/moving_average/forecasts/binance_btcusdt_1h_close__1h__short.json index 4030d047eac541225c792bcf7a80a30258b2672f..1822902e74cfe19e3962d22973982469ed1269b3 100644 --- a/results/moving_average/forecasts/binance_btcusdt_1h_close__1h__short.json +++ 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"2026-07-04T12:04:53.728903+00:00", + "evaluated_at": "2026-07-04T12:16:14.870003+00:00", "datasets": [ { - "dataset": "task_binance_btcusdt_1h_crypto_btcusdt_close_20260703t110000z", - "data_fetched_at": "2026-07-04T11:51:39.301864Z", + "dataset": "task_binance_btcusdt_1h_crypto_btcusdt_close_20260703t120000z", + "data_fetched_at": "2026-07-04T12:11:00.605297Z", "context_length": 96, "prediction_length": 24 }, { - "dataset": "task_data_gov_sg_singapore_rainfall_5min_data_gov_sg_rainfall_station_s213_rainfall_5min_total_20260704t083500z", - "data_fetched_at": "2026-07-04T11:51:39.301864Z", - "context_length": 288, - "prediction_length": 36 - }, - { - "dataset": "task_data_gov_sg_singapore_taxi_availability_singapore_taxi_fleet_available_taxi_count_20260704t084500z", - "data_fetched_at": "2026-07-04T11:51:39.301864Z", - "context_length": 120, - "prediction_length": 12 - }, - { - "dataset": "task_nasa_power_shanghai_hourly_point_shanghai_31.2304_121.4737_t2m_20260630t230000z", - "data_fetched_at": "2026-07-04T11:51:39.301864Z", - "context_length": 336, - "prediction_length": 24 - }, - { - "dataset": "task_noaa_ndbc_46013_realtime_ndbc_station_46013_wave_height_20260703t105000z", - "data_fetched_at": "2026-07-04T11:51:39.301864Z", - "context_length": 82, - "prediction_length": 72 - }, - { - "dataset": "task_nws_ksfo_observations_nws_station_ksfo_temperature_20260704t095500z", - "data_fetched_at": "2026-07-04T11:51:39.301864Z", - "context_length": 96, - "prediction_length": 24 - }, - { - "dataset": "task_open_meteo_shanghai_air_quality_hourly_grid_shanghai_31.2304_121.4737_pm2_5_20260703t110000z", - "data_fetched_at": "2026-07-04T11:51:39.301864Z", - "context_length": 336, - "prediction_length": 24 - }, - { - "dataset": "task_open_meteo_shanghai_hourly_grid_shanghai_31.2304_121.4737_temperature_2m_20260703t110000z", - "data_fetched_at": "2026-07-04T11:51:39.301864Z", - "context_length": 336, - "prediction_length": 24 - }, - { - "dataset": "task_usgs_earthquake_all_week_hourly_earth_global_earthquake_count_20260703t110000z", - "data_fetched_at": "2026-07-04T11:51:39.301864Z", - "context_length": 168, - "prediction_length": 24 - }, - { - "dataset": "task_wikimedia_time_series_hourly_enwiki_article_time_series_pageviews_20260625t000000z", - "data_fetched_at": "2026-07-04T11:51:39.301864Z", - "context_length": 30, - "prediction_length": 7 + "dataset": "task_noaa_coops_sf_water_level_coops_station_9414290_water_level_20260704t060000z", + "data_fetched_at": "2026-07-04T12:11:00.605297Z", + "context_length": 240, + "prediction_length": 60 } ], "failed_datasets": [] @@ -622,67 +190,19 @@ "ETS": { "model": "ETS", "api_model_id": "baseline/ets", - "evaluated_at": "2026-07-04T12:04:54.312207+00:00", + "evaluated_at": "2026-07-04T12:16:15.488896+00:00", "datasets": [ { - "dataset": "task_binance_btcusdt_1h_crypto_btcusdt_close_20260703t110000z", - "data_fetched_at": "2026-07-04T11:51:39.301864Z", + "dataset": "task_binance_btcusdt_1h_crypto_btcusdt_close_20260703t120000z", + "data_fetched_at": "2026-07-04T12:11:00.605297Z", "context_length": 96, "prediction_length": 24 }, { - "dataset": "task_data_gov_sg_singapore_rainfall_5min_data_gov_sg_rainfall_station_s213_rainfall_5min_total_20260704t083500z", - "data_fetched_at": "2026-07-04T11:51:39.301864Z", - "context_length": 288, - "prediction_length": 36 - }, - { - "dataset": "task_data_gov_sg_singapore_taxi_availability_singapore_taxi_fleet_available_taxi_count_20260704t084500z", - "data_fetched_at": "2026-07-04T11:51:39.301864Z", - "context_length": 120, - "prediction_length": 12 - }, - { - "dataset": "task_nasa_power_shanghai_hourly_point_shanghai_31.2304_121.4737_t2m_20260630t230000z", - "data_fetched_at": "2026-07-04T11:51:39.301864Z", - "context_length": 336, - "prediction_length": 24 - }, - { - "dataset": "task_noaa_ndbc_46013_realtime_ndbc_station_46013_wave_height_20260703t105000z", - "data_fetched_at": "2026-07-04T11:51:39.301864Z", - "context_length": 82, - "prediction_length": 72 - }, - { - "dataset": "task_nws_ksfo_observations_nws_station_ksfo_temperature_20260704t095500z", - "data_fetched_at": "2026-07-04T11:51:39.301864Z", - "context_length": 96, - "prediction_length": 24 - }, - { - "dataset": "task_open_meteo_shanghai_air_quality_hourly_grid_shanghai_31.2304_121.4737_pm2_5_20260703t110000z", - "data_fetched_at": "2026-07-04T11:51:39.301864Z", - "context_length": 336, - "prediction_length": 24 - }, - { - "dataset": "task_open_meteo_shanghai_hourly_grid_shanghai_31.2304_121.4737_temperature_2m_20260703t110000z", - "data_fetched_at": "2026-07-04T11:51:39.301864Z", - "context_length": 336, - "prediction_length": 24 - }, - { - "dataset": "task_usgs_earthquake_all_week_hourly_earth_global_earthquake_count_20260703t110000z", - "data_fetched_at": "2026-07-04T11:51:39.301864Z", - "context_length": 168, - "prediction_length": 24 - }, - { - "dataset": "task_wikimedia_time_series_hourly_enwiki_article_time_series_pageviews_20260625t000000z", - "data_fetched_at": "2026-07-04T11:51:39.301864Z", - "context_length": 30, - "prediction_length": 7 + "dataset": "task_noaa_coops_sf_water_level_coops_station_9414290_water_level_20260704t060000z", + "data_fetched_at": "2026-07-04T12:11:00.605297Z", + "context_length": 240, + "prediction_length": 60 } ], "failed_datasets": [] @@ -690,67 +210,19 @@ "ARIMA": { "model": "ARIMA", "api_model_id": "baseline/arima", - "evaluated_at": "2026-07-04T12:04:54.757422+00:00", + "evaluated_at": "2026-07-04T12:16:15.856436+00:00", "datasets": [ { - "dataset": "task_binance_btcusdt_1h_crypto_btcusdt_close_20260703t110000z", - "data_fetched_at": "2026-07-04T11:51:39.301864Z", - "context_length": 96, - "prediction_length": 24 - }, - { - "dataset": "task_data_gov_sg_singapore_rainfall_5min_data_gov_sg_rainfall_station_s213_rainfall_5min_total_20260704t083500z", - "data_fetched_at": "2026-07-04T11:51:39.301864Z", - "context_length": 288, - "prediction_length": 36 - }, - { - "dataset": "task_data_gov_sg_singapore_taxi_availability_singapore_taxi_fleet_available_taxi_count_20260704t084500z", - "data_fetched_at": "2026-07-04T11:51:39.301864Z", - "context_length": 120, - "prediction_length": 12 - }, - { - "dataset": "task_nasa_power_shanghai_hourly_point_shanghai_31.2304_121.4737_t2m_20260630t230000z", - "data_fetched_at": "2026-07-04T11:51:39.301864Z", - "context_length": 336, - "prediction_length": 24 - }, - { - "dataset": "task_noaa_ndbc_46013_realtime_ndbc_station_46013_wave_height_20260703t105000z", - "data_fetched_at": "2026-07-04T11:51:39.301864Z", - "context_length": 82, - "prediction_length": 72 - }, - { - "dataset": "task_nws_ksfo_observations_nws_station_ksfo_temperature_20260704t095500z", - "data_fetched_at": "2026-07-04T11:51:39.301864Z", + "dataset": "task_binance_btcusdt_1h_crypto_btcusdt_close_20260703t120000z", + "data_fetched_at": "2026-07-04T12:11:00.605297Z", "context_length": 96, "prediction_length": 24 }, { - "dataset": "task_open_meteo_shanghai_air_quality_hourly_grid_shanghai_31.2304_121.4737_pm2_5_20260703t110000z", - "data_fetched_at": "2026-07-04T11:51:39.301864Z", - "context_length": 336, - "prediction_length": 24 - }, - { - "dataset": "task_open_meteo_shanghai_hourly_grid_shanghai_31.2304_121.4737_temperature_2m_20260703t110000z", - "data_fetched_at": "2026-07-04T11:51:39.301864Z", - "context_length": 336, - "prediction_length": 24 - }, - { - "dataset": "task_usgs_earthquake_all_week_hourly_earth_global_earthquake_count_20260703t110000z", - "data_fetched_at": "2026-07-04T11:51:39.301864Z", - "context_length": 168, - "prediction_length": 24 - }, - { - "dataset": "task_wikimedia_time_series_hourly_enwiki_article_time_series_pageviews_20260625t000000z", - "data_fetched_at": "2026-07-04T11:51:39.301864Z", - "context_length": 30, - "prediction_length": 7 + "dataset": "task_noaa_coops_sf_water_level_coops_station_9414290_water_level_20260704t060000z", + "data_fetched_at": "2026-07-04T12:11:00.605297Z", + "context_length": 240, + "prediction_length": 60 } ], "failed_datasets": [] @@ -758,67 +230,19 @@ "Seasonal-Naive": { "model": "Seasonal-Naive", "api_model_id": "baseline/seasonal-naive", - "evaluated_at": "2026-07-04T12:04:54.887654+00:00", + "evaluated_at": "2026-07-04T12:16:15.884357+00:00", "datasets": [ { - "dataset": "task_binance_btcusdt_1h_crypto_btcusdt_close_20260703t110000z", - "data_fetched_at": "2026-07-04T11:51:39.301864Z", + "dataset": "task_binance_btcusdt_1h_crypto_btcusdt_close_20260703t120000z", + "data_fetched_at": "2026-07-04T12:11:00.605297Z", "context_length": 96, "prediction_length": 24 }, { - "dataset": "task_data_gov_sg_singapore_rainfall_5min_data_gov_sg_rainfall_station_s213_rainfall_5min_total_20260704t083500z", - "data_fetched_at": "2026-07-04T11:51:39.301864Z", - "context_length": 288, - "prediction_length": 36 - }, - { - "dataset": "task_data_gov_sg_singapore_taxi_availability_singapore_taxi_fleet_available_taxi_count_20260704t084500z", - "data_fetched_at": "2026-07-04T11:51:39.301864Z", - "context_length": 120, - "prediction_length": 12 - }, - { - "dataset": "task_nasa_power_shanghai_hourly_point_shanghai_31.2304_121.4737_t2m_20260630t230000z", - "data_fetched_at": "2026-07-04T11:51:39.301864Z", - "context_length": 336, - "prediction_length": 24 - }, - { - "dataset": "task_noaa_ndbc_46013_realtime_ndbc_station_46013_wave_height_20260703t105000z", - "data_fetched_at": "2026-07-04T11:51:39.301864Z", - "context_length": 82, - "prediction_length": 72 - }, - { - "dataset": "task_nws_ksfo_observations_nws_station_ksfo_temperature_20260704t095500z", - "data_fetched_at": "2026-07-04T11:51:39.301864Z", - "context_length": 96, - "prediction_length": 24 - }, - { - "dataset": "task_open_meteo_shanghai_air_quality_hourly_grid_shanghai_31.2304_121.4737_pm2_5_20260703t110000z", - "data_fetched_at": "2026-07-04T11:51:39.301864Z", - "context_length": 336, - "prediction_length": 24 - }, - { - "dataset": "task_open_meteo_shanghai_hourly_grid_shanghai_31.2304_121.4737_temperature_2m_20260703t110000z", - "data_fetched_at": "2026-07-04T11:51:39.301864Z", - "context_length": 336, - "prediction_length": 24 - }, - { - "dataset": "task_usgs_earthquake_all_week_hourly_earth_global_earthquake_count_20260703t110000z", - "data_fetched_at": "2026-07-04T11:51:39.301864Z", - "context_length": 168, - "prediction_length": 24 - }, - { - "dataset": "task_wikimedia_time_series_hourly_enwiki_article_time_series_pageviews_20260625t000000z", - "data_fetched_at": "2026-07-04T11:51:39.301864Z", - "context_length": 30, - "prediction_length": 7 + "dataset": "task_noaa_coops_sf_water_level_coops_station_9414290_water_level_20260704t060000z", + "data_fetched_at": "2026-07-04T12:11:00.605297Z", + "context_length": 240, + "prediction_length": 60 } ], "failed_datasets": [] @@ -840,7 +264,5 @@ "live_overall": "aggregates/live_overall_up_to_now.csv", "live_metadata": "aggregates/live_metadata.json" }, - "push_status": "ok", - "pushed_at": "2026-07-04T12:05:16.957023+00:00", - "push_detail": "HF Hub API" + "push_status": "pending" } diff --git a/results/seasonal_naive/all_results.csv b/results/seasonal_naive/all_results.csv index 2ec5fea73bbac5a6d346b2db972bdbb1f5752b1b..35e419c1287e1b9db5e5e02ec3225e180c04c046 100644 --- a/results/seasonal_naive/all_results.csv +++ b/results/seasonal_naive/all_results.csv @@ -1,11 +1,11 @@ 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,Seasonal-Naive,742873.634253184,742873.634253184,794.4228515625,0.598824026700478,0.012707188275783791,0.012802828525386585,2.787509931907922,861.901174296209,0.013806312155081869,0.0127254146982201,0.008789548263911678,Finance,1,24 +binance_btcusdt_1h_close/1h/short,Seasonal-Naive,747292.5276266733,747292.5276266733,798.7618815104166,0.6090791848749174,0.012773963912470357,0.012870153839804326,2.820687364624925,864.4608305913423,0.013842274080299713,0.012790262435834887,0.008810490799120066,Finance,1,24 coingecko_bitcoin_7d_price_usd/1h/short,Seasonal-Naive,1384823.3416538239,1384823.3416538239,1027.81396484375,1.5230959920284686,0.01719350624208572,0.017345573573671336,6.8090144931664085,1176.7851722612006,0.019792795162935146,0.01728719204769275,0.01291801157818565,Finance,1,24 data_gov_sg_sgx_equities_turnover_monthly_turnover_value_million_sgd/1mo/short,Seasonal-Naive,36436.1429036395,36436.1429036395,152.79166432221731,1.6109556133900285,0.8264244641534466,1.5187046461435552,64.32233589831223,190.88253692687422,1.1751439790441005,0.9406423828344558,0.9402466648974208,Finance,1,12 data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Seasonal-Naive,0.0,0.0,0.0,nan,nan,nan,nan,0.0,nan,nan,nan,Climate,1,36 data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Seasonal-Naive,0.0,0.0,0.0,nan,nan,nan,nan,0.0,nan,nan,nan,Transportation,1,12 nasa_power_shanghai_hourly_T2M/1h/short,Seasonal-Naive,0.9595877608624809,0.9595877608624809,0.7020833492279053,0.5819143246318685,0.029092867831530336,0.028367902850707366,10.001882223580237,0.9795855046204394,0.039813130551710284,0.02853465665748416,0.02497921992437855,Weather,1,24 -noaa_coops_sf_water_level_water_level/6min/short,Seasonal-Naive,0.2750660737102846,0.2750660737102846,0.5033499896526337,0.6912090914039619,0.3120551896572836,0.3734531250761227,25.957658169114953,0.5244674191122691,0.33123906907861667,0.3179018865947498,0.3133545663824708,Ocean,1,60 +noaa_coops_sf_water_level_water_level/6min/short,Seasonal-Naive,0.21970797992302735,0.21970797992302735,0.440883328517278,0.6155439360158742,0.272429830238351,0.3203905305058929,22.815611085675688,0.4687301781654637,0.2966208317313881,0.2789988477232922,0.2741921741543044,Ocean,1,60 noaa_ndbc_46013_realtime_wave_height/10min/short,Seasonal-Naive,0.06319444775581513,0.06319444775581513,0.1902777867184745,0.6241111880525012,0.14042222675325663,0.12734970986324676,20.45964084314669,0.2513850587362247,0.1757254779515357,0.1330097149876715,0.12834520584557046,Ocean,1,72 nws_ksfo_observations_temperature/1h/short,Seasonal-Naive,0.0933333142598561,0.0933333142598561,0.13333328564961752,0.2123893189144519,0.010296470613983044,0.01054263193384832,4.63115077951036,0.305505015114083,0.023560797156589347,0.010282772268858284,0.011328188637872874,Weather,1,24 open_meteo_shanghai_air_quality_hourly_pm2_5/1h/short,Seasonal-Naive,638.4675179672272,638.4675179672272,24.62500023841858,1.7135785404035182,0.4110875773168446,0.5277705178416062,65.65655348550045,25.267914792622424,0.4141432666500696,0.4036058425753061,0.39962988114372183,Air Quality,1,24 diff --git a/results/seasonal_naive/forecasts/binance_btcusdt_1h_close__1h__short.json b/results/seasonal_naive/forecasts/binance_btcusdt_1h_close__1h__short.json index 76e248a20cd117a4b397414cd214af0b4de3eeaa..727350cd4cd716e86e1cf3a413709dec268554d7 100644 --- a/results/seasonal_naive/forecasts/binance_btcusdt_1h_close__1h__short.json +++ b/results/seasonal_naive/forecasts/binance_btcusdt_1h_close__1h__short.json @@ -1,12 +1,11 @@ { "dataset": "binance_btcusdt_1h_close/1h/short", "model": "Seasonal-Naive", - "evaluated_at": "2026-07-04T12:04:54.762814+00:00", + "evaluated_at": "2026-07-04T12:16:15.864016+00:00", "freq": "1h", "context_length": 96, "prediction_length": 24, "context": [ - 59948.78125, 59580.0, 59469.671875, 59824.01171875, @@ -101,10 +100,10 @@ 61584.0, 61718.6796875, 61916.4609375, - 62024.01953125 + 62024.01953125, + 61983.98828125 ], "actuals": [ - 61983.98828125, 62116.01171875, 62167.48046875, 61922.71875, @@ -127,10 +126,10 @@ 62553.78125, 62494.0, 62513.0, - 62500.6484375 + 62482.01171875, + 62548.21875 ], "p50": [ - 61542.53125, 61939.0390625, 61696.609375, 61612.9296875, @@ -153,10 +152,10 @@ 61584.0, 61718.6796875, 61916.4609375, - 62024.01953125 + 62024.01953125, + 61983.98828125 ], "p10": [ - 60311.680625, 60700.25828125, 60462.6771875, 60380.671093749996, @@ -179,10 +178,10 @@ 60352.32, 60484.30609375, 60678.131718749995, - 60783.539140625 + 60783.539140625, + 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6f69184a0a24f157af7793f03aa7800e155e231f..946612ce9412047283e725a38211b5a8ff5e635a 100644 --- a/results/seasonal_naive/online_meta.json +++ b/results/seasonal_naive/online_meta.json @@ -1,67 +1,19 @@ { "model": "Seasonal-Naive", "api_model_id": "baseline/seasonal-naive", - "evaluated_at": "2026-07-04T12:04:54.887654+00:00", + "evaluated_at": "2026-07-04T12:16:15.884357+00:00", "datasets": [ { - "dataset": "task_binance_btcusdt_1h_crypto_btcusdt_close_20260703t110000z", - "data_fetched_at": "2026-07-04T11:51:39.301864Z", + "dataset": "task_binance_btcusdt_1h_crypto_btcusdt_close_20260703t120000z", + "data_fetched_at": "2026-07-04T12:11:00.605297Z", "context_length": 96, "prediction_length": 24 }, { - "dataset": "task_data_gov_sg_singapore_rainfall_5min_data_gov_sg_rainfall_station_s213_rainfall_5min_total_20260704t083500z", - "data_fetched_at": "2026-07-04T11:51:39.301864Z", - "context_length": 288, - "prediction_length": 36 - }, - { - "dataset": "task_data_gov_sg_singapore_taxi_availability_singapore_taxi_fleet_available_taxi_count_20260704t084500z", - "data_fetched_at": "2026-07-04T11:51:39.301864Z", - "context_length": 120, - "prediction_length": 12 - }, - { - "dataset": "task_nasa_power_shanghai_hourly_point_shanghai_31.2304_121.4737_t2m_20260630t230000z", - "data_fetched_at": "2026-07-04T11:51:39.301864Z", - "context_length": 336, - "prediction_length": 24 - }, - { - "dataset": "task_noaa_ndbc_46013_realtime_ndbc_station_46013_wave_height_20260703t105000z", - "data_fetched_at": "2026-07-04T11:51:39.301864Z", - "context_length": 82, - "prediction_length": 72 - }, - { - "dataset": "task_nws_ksfo_observations_nws_station_ksfo_temperature_20260704t095500z", - "data_fetched_at": "2026-07-04T11:51:39.301864Z", - "context_length": 96, - "prediction_length": 24 - }, - { - "dataset": "task_open_meteo_shanghai_air_quality_hourly_grid_shanghai_31.2304_121.4737_pm2_5_20260703t110000z", - "data_fetched_at": "2026-07-04T11:51:39.301864Z", - "context_length": 336, - "prediction_length": 24 - }, - { - "dataset": "task_open_meteo_shanghai_hourly_grid_shanghai_31.2304_121.4737_temperature_2m_20260703t110000z", - "data_fetched_at": "2026-07-04T11:51:39.301864Z", - "context_length": 336, - "prediction_length": 24 - }, - { - "dataset": "task_usgs_earthquake_all_week_hourly_earth_global_earthquake_count_20260703t110000z", - "data_fetched_at": "2026-07-04T11:51:39.301864Z", - "context_length": 168, - "prediction_length": 24 - }, - { - "dataset": "task_wikimedia_time_series_hourly_enwiki_article_time_series_pageviews_20260625t000000z", - "data_fetched_at": "2026-07-04T11:51:39.301864Z", - "context_length": 30, - "prediction_length": 7 + "dataset": "task_noaa_coops_sf_water_level_coops_station_9414290_water_level_20260704t060000z", + "data_fetched_at": "2026-07-04T12:11:00.605297Z", + "context_length": 240, + "prediction_length": 60 } ], "failed_datasets": [] diff --git a/results/sundial/all_results.csv b/results/sundial/all_results.csv index b76c53d755d07da00e91e9c04721600b787a2fd6..beb432278b2d6c05167e428b31a0a0a9ec28447a 100644 --- a/results/sundial/all_results.csv +++ b/results/sundial/all_results.csv @@ -1,10 +1,10 @@ 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,Sundial,3056029.9022356668,3242497.695508957,1548.6775716145833,1.1673699185149913,0.024765721062705127,0.02518801413799496,32.2449253240842,1748.1504232289815,0.028002642480265568,0.024807398596183975,0.022591661455111742,Finance,1,24 +binance_btcusdt_1h_close/1h/short,Sundial,2158911.054866155,2074230.648003896,1281.4518229166667,0.9771443152528327,0.02048983997359395,0.02075862616488588,24.2651044638401,1469.3233323085,0.02352770138177415,0.020519388184862247,0.01884061620980226,Finance,1,24 data_gov_sg_sgx_equities_turnover_monthly_turnover_value_million_sgd/1mo/short,Sundial,26923.31834730516,26688.523545410255,140.2076366742452,1.4782761896237924,2.405274419794112,0.8379730501154338,35.50928560424841,164.08326650607967,1.0101576906973768,0.863170422535101,0.7270458365137702,Finance,1,12 data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Sundial,5.161955187389747e-15,3.991866187140749e-15,5.360232759506663e-08,nan,nan,2.0,nan,7.184674792493914e-08,inf,inf,inf,Climate,1,36 data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Sundial,4.675649194309117e-16,5.480376834106059e-16,2.1034730920040563e-08,nan,nan,2.0,nan,2.1623249511368813e-08,inf,inf,inf,Transportation,1,12 nasa_power_shanghai_hourly_T2M/1h/short,Sundial,1.576165488872751,1.5901880193726659,1.0147916475931804,0.8410992753220183,0.041188133908650205,0.03993503854483834,13.547673263648434,1.2554542958119785,0.05102521989668985,0.04124400795831199,0.03001808598820565,Weather,1,24 -noaa_coops_sf_water_level_water_level/6min/short,Sundial,0.14723863121138508,0.1543917703299273,0.3325505177179972,0.45666424142852124,0.2021572416058666,0.2356110719036648,6.514103480733303,0.3837168633398656,0.24234492357523546,0.21002967943551432,0.17347181794109934,Ocean,1,60 +noaa_coops_sf_water_level_water_level/6min/short,Sundial,0.0197860801795341,0.017053087499815926,0.10409926573435466,0.1453392941438381,0.0654222798343192,0.06895008559215615,0.6148874846235961,0.14066300217020145,0.08901406105503751,0.0658758753396309,0.06317127703079412,Ocean,1,60 noaa_ndbc_46013_realtime_wave_height/10min/short,Sundial,0.1391894748237355,0.13953760134466364,0.3356495400269826,1.1009305752828402,0.24843125089499837,0.21542519803879231,33.79539392301067,0.3730810566401563,0.26079452503001216,0.2346288046790558,0.2100623883347167,Ocean,1,72 nws_ksfo_observations_temperature/1h/short,Sundial,0.015095135555460123,0.00845663723960873,0.05492544174194336,0.08749186000937809,0.004268538881079879,0.004242990632112455,1.249503878332079,0.12286226253598019,0.009475238384315531,0.004235895083865479,0.004939215154997321,Weather,1,24 open_meteo_shanghai_air_quality_hourly_pm2_5/1h/short,Sundial,462.7292778719481,542.368830813187,21.378669023513794,1.4876762682799194,0.34705267992768346,0.43277356512767184,25.42440790909227,21.511143109373524,0.3525694601160439,0.3503981986124849,0.29203409462522223,Air Quality,1,24 diff --git a/results/sundial/forecasts/binance_btcusdt_1h_close__1h__short.json 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11:24:00" + "2026-07-04 11:24:00", + "2026-07-04 11:30:00", + "2026-07-04 11:36:00", + "2026-07-04 11:42:00", + "2026-07-04 11:48:00", + "2026-07-04 11:54:00", + "2026-07-04 12:00:00" ] } diff --git a/results/sundial/online_meta.json b/results/sundial/online_meta.json index 1acb91b6ebae387766dbe3ee1bc4cb30a8e8c321..8c737a5fc84d6b84bb7f1f5d3959d4e05bc916d0 100644 --- a/results/sundial/online_meta.json +++ b/results/sundial/online_meta.json @@ -1,67 +1,19 @@ { "model": "Sundial", "api_model_id": "thuml/sundial-base-128m", - "evaluated_at": "2026-07-04T12:04:53.531773+00:00", + "evaluated_at": "2026-07-04T12:16:14.806775+00:00", "datasets": [ { - "dataset": "task_binance_btcusdt_1h_crypto_btcusdt_close_20260703t110000z", - "data_fetched_at": "2026-07-04T11:51:39.301864Z", + "dataset": "task_binance_btcusdt_1h_crypto_btcusdt_close_20260703t120000z", + "data_fetched_at": "2026-07-04T12:11:00.605297Z", "context_length": 96, "prediction_length": 24 }, { - "dataset": "task_data_gov_sg_singapore_rainfall_5min_data_gov_sg_rainfall_station_s213_rainfall_5min_total_20260704t083500z", - "data_fetched_at": "2026-07-04T11:51:39.301864Z", - "context_length": 288, - "prediction_length": 36 - }, - { - "dataset": "task_data_gov_sg_singapore_taxi_availability_singapore_taxi_fleet_available_taxi_count_20260704t084500z", - "data_fetched_at": "2026-07-04T11:51:39.301864Z", - "context_length": 120, - "prediction_length": 12 - }, - { - "dataset": "task_nasa_power_shanghai_hourly_point_shanghai_31.2304_121.4737_t2m_20260630t230000z", - "data_fetched_at": "2026-07-04T11:51:39.301864Z", - "context_length": 336, - "prediction_length": 24 - }, - { - "dataset": "task_noaa_ndbc_46013_realtime_ndbc_station_46013_wave_height_20260703t105000z", - "data_fetched_at": "2026-07-04T11:51:39.301864Z", - "context_length": 82, - "prediction_length": 72 - }, - { - "dataset": "task_nws_ksfo_observations_nws_station_ksfo_temperature_20260704t095500z", - "data_fetched_at": "2026-07-04T11:51:39.301864Z", - "context_length": 96, - "prediction_length": 24 - }, - { - "dataset": "task_open_meteo_shanghai_air_quality_hourly_grid_shanghai_31.2304_121.4737_pm2_5_20260703t110000z", - "data_fetched_at": "2026-07-04T11:51:39.301864Z", - "context_length": 336, - "prediction_length": 24 - }, - { - "dataset": "task_open_meteo_shanghai_hourly_grid_shanghai_31.2304_121.4737_temperature_2m_20260703t110000z", - "data_fetched_at": "2026-07-04T11:51:39.301864Z", - "context_length": 336, - "prediction_length": 24 - }, - { - "dataset": "task_usgs_earthquake_all_week_hourly_earth_global_earthquake_count_20260703t110000z", - "data_fetched_at": "2026-07-04T11:51:39.301864Z", - "context_length": 168, - "prediction_length": 24 - }, - { - "dataset": "task_wikimedia_time_series_hourly_enwiki_article_time_series_pageviews_20260625t000000z", - "data_fetched_at": "2026-07-04T11:51:39.301864Z", - "context_length": 30, - "prediction_length": 7 + "dataset": "task_noaa_coops_sf_water_level_coops_station_9414290_water_level_20260704t060000z", + "data_fetched_at": "2026-07-04T12:11:00.605297Z", + "context_length": 240, + "prediction_length": 60 } ], "failed_datasets": [] diff --git a/results/tabpfn_ts/all_results.csv b/results/tabpfn_ts/all_results.csv index d5b812eb232d5d478c8948e8818c7764eada817c..fe8704d47c708d81efdeb94f66bb3495cbcb7273 100644 --- a/results/tabpfn_ts/all_results.csv +++ b/results/tabpfn_ts/all_results.csv @@ -1,5 +1,5 @@ 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 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bitbrains_fast_storage/5T/medium,TabPFN-TS,4622063.369807966,4622063.369807966,441.63762099470586,1.307633919865287,6.807939859955235,0.805070973047274,98.99555171639452,2149.8984556969117,6.531985259967827,1.3418170625410066,0.9486319340358308,Web/CloudOps,2 bitbrains_fast_storage/5T/short,TabPFN-TS,2246919.058831472,2246919.058831472,263.97642698274865,0.9980513501588254,4.24383417854469,0.7465228041656109,83.52859027541167,1498.9726678066788,4.706403428343518,0.8288206900872653,0.6618188415356218,Web/CloudOps,2 @@ -81,7 +81,7 @@ m_dense/H/long,TabPFN-TS,75694.39604938272,75694.39604938272,120.74972222222222, m_dense/H/medium,TabPFN-TS,71212.77555555555,71212.77555555555,116.21049045138888,0.993734534883084,0.3077546622676556,0.24954473707411023,8.673153554524918,266.85721941809174,0.4642978479599947,0.20219157174991295,0.160040826351846,Transport,1 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"2026-06-29 14:00:00", "2026-06-29 15:00:00", @@ -589,6 +588,7 @@ "2026-07-04 08:00:00", "2026-07-04 09:00:00", "2026-07-04 10:00:00", - "2026-07-04 11:00:00" + "2026-07-04 11:00:00", + "2026-07-04 12:00:00" ] } diff --git a/results/tabpfn_ts/forecasts/noaa_coops_sf_water_level_water_level__6min__short.json b/results/tabpfn_ts/forecasts/noaa_coops_sf_water_level_water_level__6min__short.json index 7c2da459192504b29a43c4d7fc23e06d5742c553..c2946e5f754fa8af32dabf8e21ee1ca930eb418d 100644 --- a/results/tabpfn_ts/forecasts/noaa_coops_sf_water_level_water_level__6min__short.json +++ b/results/tabpfn_ts/forecasts/noaa_coops_sf_water_level_water_level__6min__short.json @@ -1,17 +1,11 @@ { "dataset": "noaa_coops_sf_water_level_water_level/6min/short", "model": "TabPFN-TS", - "evaluated_at": "2026-07-04T11:39:25.342499+00:00", + "evaluated_at": "2026-07-04T12:15:36.679390+00:00", "freq": "6min", "context_length": 240, "prediction_length": 60, "context": [ - 1.4800000190734863, - 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+ 1.4367610216140747, + 1.4408612251281738, + 1.4641239643096924 ] }, "timestamps": [ - "2026-07-03 05:30:00", - "2026-07-03 05:36:00", - "2026-07-03 05:42:00", - "2026-07-03 05:48:00", - "2026-07-03 05:54:00", - "2026-07-03 06:00:00", "2026-07-03 06:06:00", "2026-07-03 06:12:00", "2026-07-03 06:18:00", @@ -1417,6 +1411,12 @@ "2026-07-04 11:06:00", "2026-07-04 11:12:00", "2026-07-04 11:18:00", - "2026-07-04 11:24:00" + "2026-07-04 11:24:00", + "2026-07-04 11:30:00", + "2026-07-04 11:36:00", + "2026-07-04 11:42:00", + "2026-07-04 11:48:00", + "2026-07-04 11:54:00", + "2026-07-04 12:00:00" ] } diff --git a/results/tabpfn_ts/online_meta.json b/results/tabpfn_ts/online_meta.json index b5db6a4ad0df270641f6280704ff55542ffc7a63..70b2d28f81cbe0469c8fc683d2a9809434bdee5e 100644 --- a/results/tabpfn_ts/online_meta.json +++ b/results/tabpfn_ts/online_meta.json @@ -1,67 +1,19 @@ { "model": "TabPFN-TS", "api_model_id": "priorlabs/tabpfn-ts", - "evaluated_at": "2026-07-04T12:03:45.481234+00:00", + "evaluated_at": "2026-07-04T12:15:45.587942+00:00", "datasets": [ { - "dataset": "task_binance_btcusdt_1h_crypto_btcusdt_close_20260703t110000z", - "data_fetched_at": "2026-07-04T11:51:39.301864Z", + "dataset": "task_binance_btcusdt_1h_crypto_btcusdt_close_20260703t120000z", + "data_fetched_at": "2026-07-04T12:11:00.605297Z", "context_length": 96, "prediction_length": 24 }, { - "dataset": "task_data_gov_sg_singapore_rainfall_5min_data_gov_sg_rainfall_station_s213_rainfall_5min_total_20260704t083500z", - "data_fetched_at": "2026-07-04T11:51:39.301864Z", - "context_length": 288, - "prediction_length": 36 - }, - { - "dataset": "task_data_gov_sg_singapore_taxi_availability_singapore_taxi_fleet_available_taxi_count_20260704t084500z", - "data_fetched_at": "2026-07-04T11:51:39.301864Z", - "context_length": 120, - "prediction_length": 12 - }, - { - "dataset": "task_nasa_power_shanghai_hourly_point_shanghai_31.2304_121.4737_t2m_20260630t230000z", - "data_fetched_at": "2026-07-04T11:51:39.301864Z", - "context_length": 336, - "prediction_length": 24 - }, - { - "dataset": "task_noaa_ndbc_46013_realtime_ndbc_station_46013_wave_height_20260703t105000z", - "data_fetched_at": "2026-07-04T11:51:39.301864Z", - "context_length": 82, - "prediction_length": 72 - }, - { - "dataset": "task_nws_ksfo_observations_nws_station_ksfo_temperature_20260704t095500z", - "data_fetched_at": "2026-07-04T11:51:39.301864Z", - "context_length": 96, - "prediction_length": 24 - }, - { - "dataset": "task_open_meteo_shanghai_air_quality_hourly_grid_shanghai_31.2304_121.4737_pm2_5_20260703t110000z", - "data_fetched_at": "2026-07-04T11:51:39.301864Z", - "context_length": 336, - "prediction_length": 24 - }, - { - "dataset": "task_open_meteo_shanghai_hourly_grid_shanghai_31.2304_121.4737_temperature_2m_20260703t110000z", - "data_fetched_at": "2026-07-04T11:51:39.301864Z", - "context_length": 336, - "prediction_length": 24 - }, - { - "dataset": "task_usgs_earthquake_all_week_hourly_earth_global_earthquake_count_20260703t110000z", - "data_fetched_at": "2026-07-04T11:51:39.301864Z", - "context_length": 168, - "prediction_length": 24 - }, - { - "dataset": "task_wikimedia_time_series_hourly_enwiki_article_time_series_pageviews_20260625t000000z", - "data_fetched_at": "2026-07-04T11:51:39.301864Z", - "context_length": 30, - "prediction_length": 7 + "dataset": "task_noaa_coops_sf_water_level_coops_station_9414290_water_level_20260704t060000z", + "data_fetched_at": "2026-07-04T12:11:00.605297Z", + "context_length": 240, + "prediction_length": 60 } ], "failed_datasets": [] diff --git a/results/timesfm_2_5/all_results.csv b/results/timesfm_2_5/all_results.csv index 039f614f05f425288b425d3cc68da814ac5b3fb6..87a108610bb7d02352c5cb5858dbe564bc3d08e0 100644 --- a/results/timesfm_2_5/all_results.csv +++ b/results/timesfm_2_5/all_results.csv @@ -1,10 +1,10 @@ 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,TimesFM-2.5,341423.85984102887,593830.6522858938,700.2872721354166,0.5278660392540735,0.011197929022201831,0.011274297471303327,1.8530324551225563,584.3148636146686,0.009359812522016292,0.011217509577275039,0.007304550827186489,Finance,1,24 +binance_btcusdt_1h_close/1h/short,TimesFM-2.5,228061.69519551596,412513.6657365163,586.8644205729166,0.44750120303528956,0.009382411266666155,0.009435347585107562,1.631596091905939,477.558054267244,0.00764695084206403,0.009397231048617453,0.0061184528302149046,Finance,1,24 coingecko_bitcoin_7d_price_usd/1h/short,TimesFM-2.5,587981.2842750549,798190.9533653259,731.4443359375,1.0839120449464725,0.012211151877744015,0.01232053543272651,17.36189429037594,766.7993768092505,0.01289708891138466,0.012302439098957865,0.009368686649684545,Finance,1,24 data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,TimesFM-2.5,0.0,0.0,0.0,nan,nan,nan,nan,0.0,nan,nan,nan,Climate,1,36 data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,TimesFM-2.5,0.0,0.0,0.0,nan,nan,nan,nan,0.0,nan,nan,nan,Transportation,1,12 nasa_power_shanghai_hourly_T2M/1h/short,TimesFM-2.5,1.4967065836228055,0.7559262546919854,0.6558729807535807,0.543613351689983,0.026582076321077796,0.026027279026095446,29.72512464269958,1.2233996009574326,0.04972242627120254,0.026656536346155356,0.0357198386930583,Weather,1,24 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nws_ksfo_observations_temperature/1h/short,TimesFM-2.5,0.006062185265401847,0.006066348830207365,0.05102376143137614,0.08127679360832239,0.003960569760581258,0.003946736158254961,1.763614419151537,0.07786003638197099,0.006004629819629177,0.0039349943005090905,0.003672310903851349,Weather,1,24 open_meteo_shanghai_air_quality_hourly_pm2_5/1h/short,TimesFM-2.5,594.0655807811878,774.826129537485,26.528618971506756,1.8460455527303175,0.43473429887500253,0.5667915491603902,24.98223508277972,24.373460582797588,0.39948308628433876,0.43480631507363776,0.3119442926519803,Air Quality,1,24 diff --git a/results/timesfm_2_5/forecasts/binance_btcusdt_1h_close__1h__short.json b/results/timesfm_2_5/forecasts/binance_btcusdt_1h_close__1h__short.json index 0488f66b169b7ed483f5a30f18eeb2072cb28062..38928b5a03783288d65484dc8b5bbd4b2820b237 100644 --- a/results/timesfm_2_5/forecasts/binance_btcusdt_1h_close__1h__short.json +++ b/results/timesfm_2_5/forecasts/binance_btcusdt_1h_close__1h__short.json @@ -1,12 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--- a/results/timesfm_2_5/online_meta.json +++ b/results/timesfm_2_5/online_meta.json @@ -1,67 +1,19 @@ { "model": "TimesFM-2.5", "api_model_id": "google/timesfm-2.5-200m-pytorch", - "evaluated_at": "2026-07-04T11:55:43.236083+00:00", + "evaluated_at": "2026-07-04T12:13:39.055336+00:00", "datasets": [ { - "dataset": "task_binance_btcusdt_1h_crypto_btcusdt_close_20260703t110000z", - "data_fetched_at": "2026-07-04T11:51:39.301864Z", + "dataset": "task_binance_btcusdt_1h_crypto_btcusdt_close_20260703t120000z", + "data_fetched_at": "2026-07-04T12:11:00.605297Z", "context_length": 96, "prediction_length": 24 }, { - "dataset": "task_data_gov_sg_singapore_rainfall_5min_data_gov_sg_rainfall_station_s213_rainfall_5min_total_20260704t083500z", - "data_fetched_at": "2026-07-04T11:51:39.301864Z", - "context_length": 288, - "prediction_length": 36 - }, - { - "dataset": "task_data_gov_sg_singapore_taxi_availability_singapore_taxi_fleet_available_taxi_count_20260704t084500z", - "data_fetched_at": 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2b378193943abf143e429cf205a7592257199ac7..a866b006e4faca7476856aa677f8bcb2750dafed 100644 --- a/results/tirex/all_results.csv +++ b/results/tirex/all_results.csv @@ -1,10 +1,10 @@ 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,TiRex,393663.68009757996,393663.68009757996,552.7775065104166,0.41667539103005674,0.00883660179212006,0.008887093438826937,1.561473718373297,627.4262347858751,0.01005038942987269,0.008854633262824388,0.0081987827255661,Finance,1,24 +binance_btcusdt_1h_close/1h/short,TiRex,396976.5993150075,396976.5993150075,565.9034830729166,0.4315178780641822,0.009046328377384833,0.009097214157455935,1.5779982634591019,630.0607901742558,0.010088917665449634,0.009061591732656133,0.008315332178257044,Finance,1,24 coingecko_bitcoin_7d_price_usd/1h/short,TiRex,1077557.2074457805,1077557.2074457805,832.3111979166666,1.2333845355564952,0.013885876614701522,0.014036580509867108,10.6337029240902,1038.0545300926058,0.0174594319901232,0.013998957023334434,0.011665160587687773,Finance,1,24 data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,TiRex,5.906315718058047e-17,5.906315718058047e-17,4.2397065989136564e-09,nan,nan,2.0,nan,7.685255830522526e-09,inf,inf,inf,Climate,1,36 data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,TiRex,2.0440368407041843e-18,2.0440368407041843e-18,1.2956792120692266e-09,nan,nan,2.0,nan,1.4296981641955705e-09,inf,inf,inf,Transportation,1,12 nasa_power_shanghai_hourly_T2M/1h/short,TiRex,1.7182757864044713,1.7182757864044713,1.086086591084798,0.900191331752664,0.04415491236451844,0.04278941732050823,2.8399213584380134,1.310830189766955,0.053275853133960334,0.044141636475190066,0.027655701136492208,Weather,1,24 -noaa_coops_sf_water_level_water_level/6min/short,TiRex,0.022880253572513946,0.022880253572513946,0.12815171281496684,0.1759801942934861,0.0770387962575858,0.08126211076523317,1.0640468095990014,0.15126220140046207,0.09553300920670893,0.0809370658820145,0.09437555358255259,Ocean,1,60 +noaa_coops_sf_water_level_water_level/6min/short,TiRex,0.012178215820809158,0.012178215820809158,0.07361361583073935,0.10277643063801625,0.051599234389519716,0.04833710472486428,0.9368863294182718,0.1103549537665127,0.06983458649924347,0.04658401138140676,0.058502516610658986,Ocean,1,60 noaa_ndbc_46013_realtime_wave_height/10min/short,TiRex,0.13508708883439802,0.13508708883439802,0.3308992799785402,1.085349721135224,0.2462376374504855,0.2129089817803153,10.50116926480313,0.36754195520293736,0.2569225317923446,0.23130823454810578,0.15546452080933407,Ocean,1,72 nws_ksfo_observations_temperature/1h/short,TiRex,0.0061803196056947245,0.0061803196056947245,0.03918766975402832,0.062422840990916634,0.003052692297949445,0.003034533342741177,1.761344399838365,0.078615008781369,0.006062853909843858,0.0030221852095268973,0.008127531527147798,Weather,1,24 open_meteo_shanghai_air_quality_hourly_pm2_5/1h/short,TiRex,521.6620252667282,521.6620252667282,21.248161554336548,1.4785946521832993,0.3447045524290031,0.4262932378623912,6.153163111071742,22.83992174388363,0.374348254641325,0.3482591701231582,0.2678220457747717,Air Quality,1,24 diff --git a/results/tirex/forecasts/binance_btcusdt_1h_close__1h__short.json b/results/tirex/forecasts/binance_btcusdt_1h_close__1h__short.json index 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a/results/tirex/forecasts/noaa_coops_sf_water_level_water_level__6min__short.json b/results/tirex/forecasts/noaa_coops_sf_water_level_water_level__6min__short.json index 18262cd4ee17b77c00c7ccc72737161efd142c92..4cdc9606df798bd511a182fcdd9aaa876c1c99a1 100644 --- a/results/tirex/forecasts/noaa_coops_sf_water_level_water_level__6min__short.json +++ b/results/tirex/forecasts/noaa_coops_sf_water_level_water_level__6min__short.json @@ -1,17 +1,11 @@ { "dataset": "noaa_coops_sf_water_level_water_level/6min/short", "model": "TiRex", - "evaluated_at": "2026-07-04T11:35:45.214672+00:00", + "evaluated_at": "2026-07-04T12:12:54.678175+00:00", "freq": "6min", "context_length": 240, "prediction_length": 60, "context": [ - 1.4800000190734863, - 1.4950000047683716, - 1.5130000114440918, - 1.5329999923706055, - 1.5520000457763672, - 1.5759999752044678, 1.600000023841858, 1.6200000047683716, 1.6349999904632568, @@ -245,15 +239,15 @@ 1.1710000038146973, 1.1820000410079956, 1.190999984741211, - 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"dataset": "task_binance_btcusdt_1h_crypto_btcusdt_close_20260703t120000z", + "data_fetched_at": "2026-07-04T12:11:00.605297Z", "context_length": 96, "prediction_length": 24 }, { - "dataset": "task_data_gov_sg_singapore_rainfall_5min_data_gov_sg_rainfall_station_s213_rainfall_5min_total_20260704t083500z", - "data_fetched_at": "2026-07-04T11:51:39.301864Z", - "context_length": 288, - "prediction_length": 36 - }, - { - "dataset": "task_data_gov_sg_singapore_taxi_availability_singapore_taxi_fleet_available_taxi_count_20260704t084500z", - "data_fetched_at": "2026-07-04T11:51:39.301864Z", - "context_length": 120, - "prediction_length": 12 - }, - { - "dataset": "task_nasa_power_shanghai_hourly_point_shanghai_31.2304_121.4737_t2m_20260630t230000z", - "data_fetched_at": "2026-07-04T11:51:39.301864Z", - "context_length": 336, - "prediction_length": 24 - }, - { - "dataset": "task_noaa_ndbc_46013_realtime_ndbc_station_46013_wave_height_20260703t105000z", - "data_fetched_at": 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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,Toto-1.0,734932.4932759603,198172.36106554666,389.3693033854167,0.2935007391444246,0.006224278361506738,0.00624946141658445,1.742402360878166,857.282038349084,0.013732320803550364,0.006237088782870548,0.0072423340664365165,Finance,1,24 +binance_btcusdt_1h_close/1h/short,Toto-1.0,3478327.4608167014,170001.9974492391,366.3889973958333,0.2793822753021323,0.005856925290359687,0.005878388830468702,1.5547637136094237,1865.0274691855618,0.029863957373400543,0.005866844098060556,0.006525966397612193,Finance,1,24 data_gov_sg_sgx_equities_turnover_monthly_turnover_value_million_sgd/1mo/short,Toto-1.0,35424.06122722315,26124.04837832035,122.04010168711345,1.2867271767976787,0.5823168903941691,0.9107297128059814,11.260589175231795,188.2128083506092,1.1587081357627336,0.7513243118435832,0.5740491643996976,Finance,1,12 data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Toto-1.0,5.265164515499159,4.019829832917221e-09,4.965140722864211e-05,nan,nan,2.0,nan,2.294594629885453,inf,inf,inf,Climate,1,36 data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Toto-1.0,0.0001443219294361156,1.032332852597792e-08,8.721758217689057e-05,nan,nan,2.0,nan,0.012013406237870906,inf,inf,inf,Transportation,1,12 nasa_power_shanghai_hourly_T2M/1h/short,Toto-1.0,1.6460308531409282,1.3854250633154759,0.9514711697896322,0.7886167700511835,0.038831690557425275,0.0377187686498723,4.125792140250014,1.2829773392936168,0.05214383437000164,0.03867048432255123,0.02473332671139815,Weather,1,24 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